From 8b5da448fe36217c70bb659a390db8227cd68203 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 18:35:25 +0800 Subject: [PATCH 01/42] add PCA code --- PCA/PCA.py | 111 ++++++++++++++++++++++++++++++++++++++++++-------- PCA/data1.mat | Bin 0 -> 995 bytes 2 files changed, 94 insertions(+), 17 deletions(-) create mode 100644 PCA/data1.mat diff --git a/PCA/PCA.py b/PCA/PCA.py index 35aa82d..0f01f70 100644 --- a/PCA/PCA.py +++ b/PCA/PCA.py @@ -4,37 +4,76 @@ import numpy as np from matplotlib import pyplot as plt from scipy import io as spio +from sklearn.decomposition import pca ''' -主成分分析运行方法 +主成分分析_2维数据降维1维演示函数 ''' -def PCA(): +def PCA_2D(): data_2d = spio.loadmat("data.mat") X = data_2d['X'] m = X.shape[0] - plt = plot_data_2d(X) # 显示二维的数据 + plt = plot_data_2d(X,'bo') # 显示二维的数据 plt.show() X_copy = X.copy() X_norm,mu,sigma = featureNormalize(X_copy) # 归一化数据 - plot_data_2d(X_norm) # 显示归一化后的数据 + #plot_data_2d(X_norm) # 显示归一化后的数据 + #plt.show() - Sigma = np.dot(np.transpose(X_norm),X_norm)/m - U,S,V = np.linalg.svd(Sigma) + Sigma = np.dot(np.transpose(X_norm),X_norm)/m # 求Sigma + U,S,V = np.linalg.svd(Sigma) # 求Sigma的奇异值分解 - plt = plot_data_2d(X_norm) - plt.plot(mu.reshape(-1,1),mu.reshape(-1,1)+S[0]*(U[:,0].reshape(-1,1)),'k-') + plt = plot_data_2d(X,'bo') # 显示原本数据 + drawline(plt, mu, mu+S[0]*(U[:,0]), 'r-') # 线，为投影的方向 + + plt.axis('square') plt.show() - K = 1 - Z = projectData(X_norm,U,K) - print Z[0] - + K = 1 # 定义降维多少维（本来是2维的，这里降维1维） + '''投影之后数据（降维之后）''' + Z = projectData(X_norm,U,K) # 投影 + '''恢复数据''' + X_rec = recoverData(Z,U,K) # 恢复 + '''作图-----原数据与恢复的数据''' + plt = plot_data_2d(X_norm,'bo') + plot_data_2d(X_rec,'ro') + for i in range(X_norm.shape[0]): + drawline(plt, X_norm[i,:], X_rec[i,:], '--k') + plt.axis('square') + plt.show() +'''主成分分析_PCA图像数据降维''' +def PCA_faceImage(): + print (u'加载图像数据.....') + data_image = spio.loadmat('data_faces.mat') + X = data_image['X'] + display_imageData(X[0:100,:]) + m = X.shape[0] # 数据条数 + + print (u'运行PCA....') + X_norm,mu,sigma = featureNormalize(X) # 归一化 + + Sigma = np.dot(np.transpose(X_norm),X_norm)/m # 求Sigma + U,S,V = np.linalg.svd(Sigma) # 奇异值分解 + display_imageData(np.transpose(U[:,0:36])) # 显示U的数据 + + print (u'对face数据降维.....') + K = 100 # 降维100维(原先是32*32=1024维的) + Z = projectData(X_norm, U, K) + print (u'投影之后Z向量的大小：%d %d' %Z.shape) + + print (u'显示降维之后的数据......') + X_rec = recoverData(Z, U, K) # 恢复数据 + display_imageData(X_rec[0:100,:]) + + + + # 可视化二维数据 -def plot_data_2d(X): - plt.plot(X[:,0],X[:,1],'bo') +def plot_data_2d(X,marker): + plt.plot(X[:,0],X[:,1],marker) return plt # 归一化数据 @@ -55,10 +94,48 @@ def featureNormalize(X): def projectData(X_norm,U,K): Z = np.zeros((X_norm.shape[0],K)) - U_reduce = U[:,0:K] - Z = np.dot(X_norm,U_reduce) + U_reduce = U[:,0:K] # 取前K个 + Z = np.dot(X_norm,U_reduce) return Z +# 画一条线 +def drawline(plt,p1,p2,line_type): + plt.plot(np.array([p1[0],p2[0]]),np.array([p1[1],p2[1]]),line_type) + + +# 恢复数据 +def recoverData(Z,U,K): + X_rec = np.zeros((Z.shape[0],U.shape[0])) + U_recude = U[:,0:K] + X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） + return X_rec + +# 显示图片 +def display_imageData(imgData): + sum = 0 + ''' + 显示100个数（若是一个一个绘制将会非常慢，可以将要画的图片整理好，放到一个矩阵中，显示这个矩阵即可） + - 初始化一个二维数组 + - 将每行的数据调整成图像的矩阵，放进二维数组 + - 显示即可 + ''' + m,n = imgData.shape + width = np.int32(np.round(np.sqrt(n))) + height = np.int32(n/width); + rows_count = np.int32(np.floor(np.sqrt(m))) + cols_count = np.int32(np.ceil(m/rows_count)) + pad = 1 + display_array = -np.ones((pad+rows_count*(height+pad),pad+cols_count*(width+pad))) + for i in range(rows_count): + for j in range(cols_count): + max_val = np.max(np.abs(imgData[sum,:])) + display_array[pad+i*(height+pad):pad+i*(height+pad)+height,pad+j*(width+pad):pad+j*(width+pad)+width] = imgData[sum,:].reshape(height,width,order="F")/max_val # order=F指定以列优先，在matlab中是这样的，python中需要指定，默认以行 + sum += 1 + + plt.imshow(display_array,cmap='gray') #显示灰度图像 + plt.axis('off') + plt.show() if __name__ == "__main__": - PCA() \ No newline at end of file + PCA_2D() + PCA_faceImage() \ No newline at end of file diff --git a/PCA/data1.mat b/PCA/data1.mat new file mode 100644 index 0000000000000000000000000000000000000000..f9c396160204acdf128b42882e1824ecd75bda6d GIT binary patch literal 995 zcmV<9104KKK~zjZLLfCRFd$7qR4ry{Y-KDUP;6mzW^ZzBIv`L(S4mDbG%O%Pa%Ew3 zWn>_4ZaN@MZ*Cw?Z+0LtG$1lEIy5mlG&CSGFflP8ARr(hARr(hARr(hARr(hARr(h zARr(hARr(hARr(hARr(hARr(hARr(hARr(B0ZB~{000160{{ScoGp=UOj8FGhVOu0 zT4=fS-rEnLoopI4fUbqwEg8}mqsBoTAWK$L+AU(LKn7B}O6p)ZVGb||i>p|PX4A4w z;))p*i%ADbOQd`VS)<|>jdSC}O{ESEFk!pPc21r=Imt=hA8#B%5c!b=L2~93|M}nH z{eP!(L~y*st)8=hBbob8ZrAi562*eNt}r$$Xw)9}ym~W>htb+1L&h2s{AT*?!2pTz zk4@*~$rKFH_GQa>EXp$~%Tir3oEAKJ_Fg%KvZAy=fsTe{W2AK|mqt^T@9NhdiP3A^ zVb1l(qiN5)Exg2H`;(Oyqiz!GG7qe+Z<3qjyAB~a0@r9`|5_gq3%-A6oiQgps z9qwoG+XeT;?vNDkYtDD6F9=aPutnf)kwR5=tUD+Y<5a|n;^CYq2wPNl%|QX~AF1gX z>0_||j8eIhDnnT4?w|RLM2WO9l&7HZfT?T?`(kiyy@#Btm!VX2=ERR7J`Qfo$+Q(p zP|V*yc8`dK!}(!vK@x+MroERR9pGVa-DtxuLJE_n`SI+)3ti!@g52yJG5X)g3MRS5 zQ2Um*YAOVWUOP5P!*!sX0zV8y_9i}sw;uT@lS@pc{`*_ex zpC}U-60o5vB9e(0q0VaGm*h=En?skgjxpH$;y+3N90&wJ1;E_(lE{#rYjf<9iH~0O#ud`#fR?sNf`vD zLC0!2i|PjL?T(!c23+@aLuM8_Yt74+&t({D&CPl&k)r#L?~dtzii54RrGfQw`T9S< zc)E?o!a2_e)~E!yuFPE{r$q3q#LNu$NfFh3wDZ}r0A@p1MWB+!&Y$!1vlHb|-D%F# z{~(4bT$0xoqVN@UM?K5+-Prot*;#W8s$cJ%Zun9HqWD*TYjiZq>ib5n?_v>5DLHKA R(RipbI+gFr@edSNPof^A*x~>H literal 0 HcmV?d00001 From bc3624901a28dbcb231baf51d6a5e08e75dd7e09 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:48:05 +0800 Subject: [PATCH 02/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- PCA/data1.mat | Bin 995 -> 0 bytes formula/PCA.wmf | Bin 0 -> 1810 bytes images/PCA_01.png | Bin 0 -> 21288 bytes images/PCA_02.png | Bin 0 -> 7144 bytes images/PCA_03.png | Bin 0 -> 16049 bytes images/PCA_04.png | Bin 0 -> 16245 bytes images/PCA_05.png | Bin 0 -> 30430 bytes images/PCA_06.png | Bin 0 -> 167477 bytes images/PCA_07.png | Bin 0 -> 123571 bytes images/PCA_08.png | Bin 0 -> 272777 bytes readme.md | 123 +++++++++++++++++++++++++++++++++++++++++++++- 11 files changed, 121 insertions(+), 2 deletions(-) delete mode 100644 PCA/data1.mat create mode 100644 formula/PCA.wmf create mode 100644 images/PCA_01.png create mode 100644 images/PCA_02.png create mode 100644 images/PCA_03.png create mode 100644 images/PCA_04.png create mode 100644 images/PCA_05.png create mode 100644 images/PCA_06.png create mode 100644 images/PCA_07.png create mode 100644 images/PCA_08.png diff --git a/PCA/data1.mat b/PCA/data1.mat deleted file mode 100644 index f9c396160204acdf128b42882e1824ecd75bda6d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 995 zcmV<9104KKK~zjZLLfCRFd$7qR4ry{Y-KDUP;6mzW^ZzBIv`L(S4mDbG%O%Pa%Ew3 zWn>_4ZaN@MZ*Cw?Z+0LtG$1lEIy5mlG&CSGFflP8ARr(hARr(hARr(hARr(hARr(h zARr(hARr(hARr(hARr(hARr(hARr(hARr(B0ZB~{000160{{ScoGp=UOj8FGhVOu0 zT4=fS-rEnLoopI4fUbqwEg8}mqsBoTAWK$L+AU(LKn7B}O6p)ZVGb||i>p|PX4A4w z;))p*i%ADbOQd`VS)<|>jdSC}O{ESEFk!pPc21r=Imt=hA8#B%5c!b=L2~93|M}nH z{eP!(L~y*st)8=hBbob8ZrAi562*eNt}r$$Xw)9}ym~W>htb+1L&h2s{AT*?!2pTz zk4@*~$rKFH_GQa>EXp$~%Tir3oEAKJ_Fg%KvZAy=fsTe{W2AK|mqt^T@9NhdiP3A^ zVb1l(qiN5)Exg2H`;(Oyqiz!GG7qe+Z<3qjyAB~a0@r9`|5_gq3%-A6oiQgps z9qwoG+XeT;?vNDkYtDD6F9=aPutnf)kwR5=tUD+Y<5a|n;^CYq2wPNl%|QX~AF1gX z>0_||j8eIhDnnT4?w|RLM2WO9l&7HZfT?T?`(kiyy@#Btm!VX2=ERR7J`Qfo$+Q(p zP|V*yc8`dK!}(!vK@x+MroERR9pGVa-DtxuLJE_n`SI+)3ti!@g52yJG5X)g3MRS5 zQ2Um*YAOVWUOP5P!*!sX0zV8y_9i}sw;uT@lS@pc{`*_ex zpC}U-60o5vB9e(0q0VaGm*h=En?skgjxpH$;y+3N90&wJ1;E_(lE{#rYjf<9iH~0O#ud`#fR?sNf`vD zLC0!2i|PjL?T(!c23+@aLuM8_Yt74+&t({D&CPl&k)r#L?~dtzii54RrGfQw`T9S< zc)E?o!a2_e)~E!yuFPE{r$q3q#LNu$NfFh3wDZ}r0A@p1MWB+!&Y$!1vlHb|-D%F# z{~(4bT$0xoqVN@UM?K5+-Prot*;#W8s$cJ%Zun9HqWD*TYjiZq>ib5n?_v>5DLHKA R(RipbI+gFr@edSNPof^A*x~>H diff --git a/formula/PCA.wmf b/formula/PCA.wmf new file mode 100644 index 0000000000000000000000000000000000000000..4e85cbfc2be33e4bf17a20292b0363a537e6e317 GIT binary patch literal 1810 zcmbVN&1(};5TCb6Ka7Q>ejF6hwPKSMvAGGxnU|y=Au77bn>TM}-u!kx-rM(YUp@f- zJnxUYVI8q|&oE+Kms|h>oMI&F!67hWiDN>e(cqlKw%~d_j^SP}3_wP4W^?lu72p$W zXi2vMS~mcExPFe@BOF)y0luPt^0rPuA`rJpXh1L9hTIQf2zStPhvVam_;OlVwZ&6v zO*~_k6$5^vA7g{(JAj84lV>n5_G}$MT8E?>n|5zuB9Bdb+;5zHlUuoX?x2X(3(TlRsWx z;F37bmye?=u_vF(r|a}jcn26}jtTf+{umxG7p~oSEIe+$6yRDFWti~wq!r+50LhIo zaY4+L2j>x7bhV1CSh;Tvixb_=u9ezm;NdMpC!T6>Pgtoz3C}2vt~H2`&y{uYylUB+ zX^ahprO~1BSafG7B(|@Ec+OG`TUQ*@itoc8$ulP-Vj!t&l_^uPib2UK>Mgk#kw#am z;$kQiivX0(K8%5qU)CF{{Q*V0sH-)!r>)!K0AL;-W s>1%QwkJM0h-geY7yprH1iac=JJI#68^=WAfzf(hasM_~8-F5)K0QKFt!vFvP literal 0 HcmV?d00001 diff --git a/images/PCA_01.png b/images/PCA_01.png new file mode 100644 index 0000000000000000000000000000000000000000..06eedba8e63b0728165dab7e46df423f1c487957 GIT binary patch literal 21288 zcmd@6g;!MX_XZ3D4l;x=bVzrDNOyNP(x{};-6-7+($d{XcSuO5bVzrXz;gya-`~65 z|KM5cagA%Sm^o+ebKg6zeeG)#qO2(O3W)#-1_tJpjI_8a3=A9x3=C`o7!LRiTa}+W z3=AoZjJSxpE9_yqhY{BF?RBOexW^wJb4(a^+(aGJ3({?=3nrB{9~Z4d+CerU!_Er~ z)7zwmQ2r?ZZ!wW;7yT#%(+_F*U7Nuhy7_5lk=AD-$|mZfq=FKKW3Ru-vwcfnO8<2< zaxik>y^Y3}^mdzn+adAch-aH;JLLC|&#%{DU?I=1IP_qSZvw0cAYmBj3j{Ytt=cOUvR{S-)H;D8tK#>@YAzd^c8nuAKneR8#6<8!^_QdLz&#OLg}5y6E*5B~iH z2J8z17N>+2y9nvESnmm8X*m(Kwzl^4{JYj2L=j6w4-b7xQX@j(6BfG@c{(~eUUwJh zhi$i8sSzbG_Aj4zELa-uZhtaQF6rucWu?(!`{3Xpjz;N+#pKoiP3GU}3UBO~8)dqG zd;1l{k6G zo@}M=hddu5DI-YmX7%e#neM(p?c-g1eEigp&$`%RjoUp+N@?82HNVwkznzc&8Hn2+ zNw-p5m@50Sx#t<~inJxEtTBrDYx;KQF&^R9e7y~ecgcQ6*l8IuJ4$oOE-qrWF2!8ssG&?=#% zl)e$qe2Ge^t)s*9aWFnKG&J+!z-+QWseLy;RTL5Vqu=x4Xs7#<-SsGE6bh6o{+xVl z^SXCmuI(YxCcZO;b6}lS>}blwIdr<<`uOX|=Y_vsH2oKgMSCmlPq*jWOuWiCA1+UM zpU)TtHp9nqJiE8aX@Blq_*!=N7`?DLDGps!uqfPE0qrM8b$sYO7=-~h^ppG&0$mg&0QhE=xt&5b=smQ3VJ-&X zB0!kXMUno0h{S=@{Dk+G^&RjSQ_)fUTlC`+v_HahT^7Idg+&a~y`irY;# z$nC`0eTsSed^8EdfbWj-(3RRO{|$Y+M>}h=_;>knz&r&P8yZ zBQ7^>jz4!WZ=~=P@NS>&hzhZ?o|sR3?vUiPlK47J{HaxW26TrdJ5P)JY!za@`UAgp zS-9$Bx6@p;S>gp~V$d%J*fO#4kf7`PPSa5xpO}bqXWuCPODF)I59wcIG53eLC_)!@ zeYQGM2o7Lrl}1wEp=*MHivSFi0}dPoH76JlCEWK#W}HWK4CgfHw!wgJC|8}DwKIz@ zU17W?zLK9o6NsNQ4e-l3{I`+>S~lUw_&;%YpvxEbhk%EitHuhzw-;Fi&reJUYq-$+ zcrmHehmGXL7RmG+Q2oGUt5(f(B^7P+4FsZ@;qSxJo^4qa?EkS@`~3q&zC!BNw3gxK z=H|x_AH<~@zCYg#k^pM4#r z!H0`Ny99Pi&*NX;-ZE&GCbJrgDkwzQ%}|&<2WdZL3`l+0rjLZn`TL(Zcv?*=cNcpl z6{tkKwNCppecvLV*8>CU6785=S_HpE884`_nyoGavV){{IRC$$>XH+-&oAY_h z=W!Q^tUmV(E6bke3Qm(WN*TWd#1$v&uauR-3;u1hJNoJ}8Zt_Ac$i_Ax0%Q3`caXZ zenA^4uY&sS^?r)sm|o^&+v(i< zs0boHO>Zf8f6V`Fz)4dOF@l}VVjzRo&XSA83?n@w76uLVmH?OkVEe7(P|EwC1U`I~ zSScUX9Ih6PKT+|`wWr<73=9mUycHJxcNa-82(sNZS=70?XHk!P=2h2KT)gveUF2Zq zzJ)K6=4xPiVb1H!=-m0`@0VRe9|5hyrPYkx6(7~P^Ilwj$&eS%J||292OBkhJ1-VB zJC~oA=k_L23!zL$jHO*30TryYv2K22o5GvG>llrJ!2Ok~wZh$`L9i$>GU(sFKB9wN z!xb0BM%Qc^%H7UMR8>_Mtxw?@Ci^13U>*LZ;9viY^Aat8cd|&0=A$e{#U;tg+lhC7 zUO`P?MS-;AP18Hm#o2+uy)nQmLr62viP{*MnG+>%>A7r}AA4Eo?=MR*3q-z}KY71v zWb0Y)(fs~IS%;+vMMWJ4pufa94i(WRXszB4^V3s3j)%N6yPs@o(syQ=BApMkpTy*7 zmfq)-)Rb5B-`lEuGR^lO{@(mWFd&jc77l8)q=+|fB)7{bdx_mKY1#~wZ3~7t{3g#D zR;s#v$WwGA(2$eFC3+WjTgz_OCTYTt-K@kGUjP@vs$raPNNy)(!qMOmksn-f?YgXUZ@NwnK}9!9#d_Tf^q zQcQoP9N_tZIQY+j%NW%2hPSUm_v=1HC9*$pXr^rn_CY?uT+U9y9LHav-6|! zGu7VjqPvmns!b$!m^*4a-*TR_Gi!23Z&;7WjlIL}fzJ2bL?(+xZi2UgjCC4Z7XzzG zh}8(t!&Js7L>uq%z(MS-CT+bTx4RKYq%9#DqbaGwJ9v)76(D|5cEoabOlokq`wV}U z(#$6=?PpWOfJGgzwZtAy7LkesUvrC3_Q!OotEFJe z?M$nsA73}2HZ1PDVc4Hz1SU)2{FHUHWU(qt=1m%8PQd1mN|c=^w|V-4=@s~aMvjXl z99U!}D{LZRWKySYtjAK0h&urZ$>A5RtC<712i zWbZ#yTnyNJaD|0B_!r77;+&-i3n~@P@dwqA^1U|ay;zSYCPas=F?|=AYl>sgxl+t* zejz$wctwaO9qAscRLd9@1xp6~*T1c!3J9;(sU^GyRgW0lo*w#fXv*0xWX6vgp6&WQ zVquT@_7{N+cVv(8JrtWHv(g0Wexkb%UnG4If$fPA_4N?4HgI0vqv|u);*TL`a^qJZ z-4m{rktMmR#Eqqr%rtr&Fz@Oo0l*YJm^O`|XBCT3Zmj0)pzNnoSm+PAs_D(xINKvV z&Gm8e`PJ;8UYFFqmF32v>QLm&Z+Pe6s!E)Fqy3>G$6h2c3tCp`rVq2@G0)R9IU~UmJ712e2*9I=zOv`o;0e z)8E^3&Qzuzi5%`{OZ@_aw(oSvdv&tL_2*kbLDX_R%gX*d^&9+l4H_O?X4gRTVnW{9 z+!j5gA*nI?)9N^m% zTf!lwckfavbfB$p`}z?RssCk}5*2TF|^Ez(@nn0gncDyvPrC zbP#P|Q^dPwElrFa8*8k^O*J@w5Z93Z`cGUD5pSVmBY{DMkQ#~BRJOq-&$lC%ivdRk zxUaws7^Q@lHbr!Zq96*>K9A=O4v1IRihRg|KYl9~-e}TRuScpJsul<8l+Wj>li2k; ztNfXomWxUK4S*<9EA%<25z4?V>l0&XoT7|hEIM3F$Zc$u(`wrl?2OPH7^&Cl_tuMM z6fL93O+IIOfA9LeT+&!V$`j!CE^Cg>+euEASxc@nftg`@`e4=wBxrvXn3C=$Cd9 z*q3ZV<~wn>3t$`|Kqm(aZ&-ymALUw1?u4=Ig>OL=YRo2yTneYiT(ON~&YQ+$^;^~D z*}5rq;_%a{K`}C8|^;z-)?$S=@2{q&N z>vFA>-M`%6yx7c|JLrKYVTGI&3o{aD(}mWF2L$NW+xTQ>uM?0RxKHNjD4=cuOXTwIdBb^45Ye##ZdyqX8vr*jOXlY8XV_HhalC96O#Em5 ztPj0qgL^#Y@6jRXqx*?S=W9{t!at010cu=uCoC@Ae#pR=7g8x#2n$fbomKuIHdrOx z{~?V<^F|=3yR!aJ_jc4rb)^l-PIXj=UhyX;bJaMjIxmiyvgR1g*A8-Bzfm7%a6l9pna-gy^i#^4v!h)=@ReV3vXzp!UA;BcMW za&vvNHQZQZQeQEH;k@KA!uyTsV-8#Nj+0aTMK+HTL})hc5UvC;Cr^yA^^(K$kFU_Q zZ}+ZTHx=}k#MsCE5ikCpQzE~fi%y;u;&8r6XsG(t!oU5uHQ?0Cd!;R4G3fkEbgUjC z#AWW^4=pmkfbj%+y9_ri=;&%ceOsk7&|{2#FETjr9oG;@h1jG4J#7?!UdCykmM6;D zk&ZXLKBC(TJ{5q6=s|5Y1;zz^isB63s?{u*`iM1xM5*i@e5!-=GTN}PiFC2(SizXB zBpnc|?;xzUp#cw-T4mY0lL4!^o+rL@{W0tov3T%eB>NGgy*p*G;T0lch+_pWakv2# z#3}?U=2^!B>6@?XiD9`q#s%93=dX1KEdAtjWEFx`;M{TS?QkHxUG(>9{Lc-{sYn&8 zZZ6-HS=G+-WlQBb!o@!3E`q5;EjJynPm)$mrgZ*4KFeoSNsbB{^&LAQoc5O zka;L)7j+R3%_v{Nz6Ex-7GumfR02J_$j2vzLry?EPIDt#Q3xOq9<<460NaINfNi1g z@A@J5Llj(=utmF7;x*xteI{g)c7f|f<$-eUa?$_31D1e2n2l|39l<`Bnt0{@uS2j} zaH@uf-HwojSwK9nHDu(gPC?*$={j$G`wLnCB^{*+g51X#$t>Qj1|%`V3V zjrN<21{%K4r3^df$((;G#k6;Ut1f;~B7y~gGZg=sGd*S6N@wptO0srIa)S7Ba!t1|o=iR9F zE8WcyFUPJD1N$A1p?m;|iC6bNS>;TULn&1RPL;(#9dTTJB?`SqhF`DTuuS`n&r(xY zbu}tyyB^b?!`Rtuv;tfm7GW`aswEop@HTA;aUx!}lJ1XBI<@BG;rMUa-oEw1AK3d? z^V?IP*9+KvbLy-)GIF4%rm=~Sv2=TsLC+4^cxx9=trJXb^N<{nm&cQr=Y>}>l|DFX z17X##^l*e-;?PK9>q-fks#v}8mvhY+O&0UsCoUXaVpV?1ARZ?r zv_&}1akQoJbke=MU_;`w)^&M@dQI2l%S)fx{1D@r*Dm;Zsfi=j@4GeNZ^mR0^I&Q> zA!?q+lV9J?vymmdsBjD#Sl4e(5pE}f*91k>IHY_kxDb8z!FcO8JF2;ZW8O1uhh#@B#s8 zQZb$HUYDncgyL9{irRbIwzk=}lj*IiU-KGxAO3=_^hSjn$PFxTeg5XLO30@(u;0GL zp^`Y)2sc&_9+EMO%ED}Tko87%36l;Yp4j6jMB_UtwciGE8?7$6OyU}X8{Ds{XNpG! zC*OEy&83@onbhk3NVX@C1e zN+0@LI?6M#-MwnukM&Qt7abkl3EXwFeuO9NhKJ;Y#4@mBb)da#{5`r;^OJZ6`eH)C z#Ws`rl6PBDTIbOZ!t!}|1Y+(#D>3aF(AGcTt-`zw6odz(R`>~nFqMB{&@sO#Y^e7N zEG(`4jA*mwz7eslS!z4M6#7X*h_`pRQtzeVLuE1%Y=DU;3mgHu1`O;HnASAp?$SyM ztH%2Qv7p9_b%DY4;4LNI;@^uW8J((cN~#sjBU|)#Y4#-n_*#8DE>}z7{fuLM3 zDR;|DICL4|H*$^#bI9WDMa3x{39n2&;E8!RSX?q3){O;Xbl=WLORP`>NvKE-GsBJA zYJFb;vbx4?BNc zYBN2?B@S6U&-odJJZGvm`%oO&2{EK3%WsJa#ZtuZci*RtLq9PO_5Z8Pf{%&cozT7l zlD|>+a07M%adS3$-ZXPpK@mfpD}0-Z;$;fmYRob_B=*@ zJeP6C$C|sUiC+Sl-6Z9y30GSGe>GaGYNxZG6BigCfKC4CzT9X%PoasyNrbTJL6=xR zrpvO+ie#4RhOQ>HLJNi$k_r}`Q`hs`lG`RpXrrIzq4jDvO!xKoU@tLW{WpCJm$F(;H#d|83GJAWR z6HvkjY(++Km~$l@OU7g*xHZa-C2%jnLcYQe%JjcxrZX;zO$(At_fCu?PS?2mPnr5@ zr4wwr-C}04W{yH7I~E#xi|^3LMwtAT+4vyn91 zUKz$hXO%;##>Rxw4{hO{UJgL_=39-v5jGg4DEza+I{>|lejZ(?aYczqr-t$yZQNb( zIwf_97M!e{oLb9{TT#wry65L(pqJ-E z?wNEIsh$bFe= z^Qml<_R~Zms4eZt)krz!dwbHlBbMlo`=Q~q-8XG!BhG#rq!3crgbHt_ZtFo+H^b~k z2a8?R;!-T)yn@MJ-!A6fW4#`V<3VykJVf;fv?ij=j5KMTTF?Jp%27Tn0<@AMoqe%M zmE}lX3tld@-HoPw*D}oO4Rf2d?yLnM)SaWTCrjI!oLCr!YgtUeWV-WbtBW}D%*fb8 zJgz$&jO1wHZmD7azD`O=Ffp7v568~QwBb8hWZVg>3Kh4;j&@FQOo4M0sZM3~peBsM zS?RDJbfM?_s%epD``DD6uYq>k?{}apaXMI{hu?5ddn^n&5@EC~QQFxz=1VEm3goDr zBhAfsf}V7K?h#XU!!8!C7!uH)*VJ5Lu?6B3A4fl@7Pjabe1j!TbcHwS_{COge5#z; zC{jH4WADxBMHliJM8SJ}Qk%kXeoIS7ny?7CI%dAQFew4Nb1>r`g=kicUi&ydphTphNdsZ z9#A0Ztw9o^paip@DZe7l%8CTGH4IwH605f?C@wx*atWK9Wca=B*Be4alHrpPNrXvw z&h%{psi~Zb{`5hz8 zq?DG?#J=kLhGnT>%iQ|k{iFOKNah&-XIMF5U#-q2_?J_0;N$yB;};64i8b3FV40Gx zhBp*-ov)bnvxnX5W;zJmn9#Vyv9#<#k#ASwtNgBt?>{gnVruk+2 z+Cj~N7K>9F2yxNy;2SZRM~}xb(RYxs5aEZj=?qnG_sAL|ZsD&lRZLCOxtAQ!J}>ma zGKE^DlZx)q(rTd5kgf{BUS$3?3*-_eHHVXAG8C{E*B-riycfkn5!B8$aLa2_%Cy@! zKcvv&OF!h{RBiV@l#IADeYlJIqcW$%@|)72Huq^tYpgU{WD45u{XChozDAk#bT-{3 znj(<8>=p#%-%z_?>NY}FUlWtQO~zG70CQ5MTWojdemW?q6+m>ov1-i2igz5^#4bIS#7mJnuJJbJ#X&Se&# zbebI>VwqG^8W3YILZh51NfNxDuq2COC(TNSxsc&w$PEX96UPd^@GCMP3}czVFjc{?0_$i`^U70fVG{t z!^GIDj=LEuKseblUZg4#t@2a$tW@;SUVHWLoVtmb*CQBW?87M%0IWv{GIu}Xao^2@ z$u_zn0M=Mx{*arsoKFh#WUt2lA{_h*){dLO(Kzu-5w=I@IorZWdI)fPZW*!^97eEk z8Ucs6I?H4Ic)T=F4O93&s`V@9kg7o{J8W@m9x6>ER_R6-uujo&rMiQVJzAW1jF7&t z!hu930O&?PLHm;sBrlNG3ovpyq!KN43?y&fu)DG2P7+x;BJznxF>BpBhr%^fqmNM$0WH$L@o3w#2iz!*e14vnjs1HA15_#^ z{Pc(!waY^onQGl61A^e<&K9W^@?Jx}en*HI3n3-gSeY~1%*WhYazuSgL z1Ck$|+FUu{JB{%KWDQ7dzEh6KlyOI2;agJ*Ir-YrDnCEJ@U-aw} z>~wU#P5w5B`8xMjZLx<6tQ`hr7_{`AuqkL+SdxTKo-zS#k6hCF0MKae)mdz-3tFdR z7U_rueIQHGj;u~0W-gvzZ&Kx|UaGY)-5&8ND!hsB{mLiCAEeGFzulT0ir(_CLwT}@ zAr~|3Eb5u$q4Kwy#RaiK;O%k18Z-Dt##aF4W;Mx`aA8#ILAtzMkcx`x)b$P!9nF5L zH=r&qF6MPUnEQ&xDUTdBGn~#hYg%(_Oc(pb_Zy-s@_799w$LPl&B9@3KWO(@t6Xo5 zhXx1j^!i%`FWnVl8u#htmoI$!<%nqpZ@MX+e|SptUnU40eHCT}<$4E9?&?*4kYUv+ zYAIx+98hm;-}C=Jl#}&LY1gFcdEW44Sp zvaCcvY~D@j*?Vd6P|hVKfUWyy;Niy-%7u`4+`_(yp-~_mz~^?j1JG#3>h0va(#z&$ zd2Hq1fpsIlgvHqLRpfrL;)`Irr6j^^Wy&wG&%FKR#W%&}+KRe@m`|{X9cPmSk=Ha> zDZ5@cq7!ghzz;4+as{!xt+9W&GcgEqoz?Hz@E|5j$#sFMWwKa+)wJ>FaMeq;?LUCJ z_1`S}r`F4{I*M5vdM`w#^MxUxmL5#xxnJ%P%I?o!aN%o>9=J18Y)|TcN**uXrJ<)p z@C&B$J#7vCJP*NP%UVewd62F`SJvJWz03z|vvMhTy?vD- z@vwAPt}W&Y?sZ1o!_?nX+DArz4E0_(OZQthcl^C6lXt-?@z(?#HqZMcL_~_Cw^FLlUg`hbiiB zSDD{IDruH+c0Kt`tZ(X)TF^|bjE(IcI-uWPFxjL)o@*|Dq=$x{CC z-;0aw+ZN|(MKQPtGZQWO80}DR^_Av5I;v<{a&{MU`A$_8O2te*;1wa(aOG1U;`*o61tql3g&8j~0V+4dxo0qe6EK#y@ zx2B@|GZvUMnu6!yhq!7)igegP{SXSykmlnWJueyoOeM-`^~Il50RMObSW)L&aa3!N zqfSmvwf>ho@uZ3ZLe@C_>01jpo4vdLA#~^ZPcj=nCy`lfr43^ExqBUQye$;#3T zx!R^;6>+Y@%5xbs094osP^bKPfnpt$;47;o-|Dh?TWc{{CL>eu_AL!h`r)VP`2dN67=so$9xYYIzXVl`;L&*&?V1IA@l0UcnVXZ~@ z>3;lAFNmJWTDwY7Q0tD?D%z-6nH$2P&i~Pl*VR^CtRRTa zr{Sj3qzzu(@hbU|#emIATLTtabaaAC}q~h?xw8zpLD}IuVlo2PqUzn`TMQCR~%~-lMfaE(5z>(ba1Q|8=$7rpCmmgG{ow(%w>w$zFHBeMErKtYiJ)&rQD{&Iw z!Cif?*P04Q(md_@VV{+e17{IOr(y<$=svjnY`qvJys(Pj0hvzt7Em*oeFka<56;US zGK1oVVgxllG%4rOMp0E08g(%w(}iRRYnsh_VcIzZMz#}4Qeym-qD^v(7F znlp`Os-~b|b8iGIW4CTmg)y;fPoHTl`X#6qU>_{ZK2F3F3;mI)pi5NN)LujWnaT}e z`Za2EBB)H@@CQ7cCi7oY#gw}B4C(Sv?#-LQ_&|LIcT??FD?E!2gn6LKM>-6Gwzl&% zuh!yQtNw0x!q8{|zCZbAf;IP7n>BZXHb~n60bM6ce8-Su^&Y7t=B`a&*zfAp-}Oik zW+gs;u82yqeGMv=1uQefSTRgL0B6l*L#<0KV*mmS{W?R!cU0eFbA9|JC!qt#r*R_scQ!(*sfS zT-RRct#~;u{3LTv@{t&!A>asc284g+PoU)QkENxd5#6uz$AI#=E8t?@st5hejrn9? zzG5Ca1@~3ihsG5Lt%+2qR)F;l5G_Mq)1=6&-E>vyZ7MwFu%>8{WQV+~%a)0w1qeyZ zO(R!rrK%{gc;=^Au}&VaI0!($;_Nw>3~QVLiOI=;HhZcl4ru<3hFYdKpLt@s0KJ!A z3IHu}bXC>nQbuU6JC@!UAnQg18JLTW0+`rwbKT7a~BD!viG<SRx_wyEkpD>u5Kx*E)8QFFeQU;3M5rDdGX((rK9)IjZHx1s%;UBMcegCl{&+tqr$ zcB(rF-lnC2n?O*{c65KNv!b|pSU)e#VD>{fg6(Cfr7q~vvsX6EZm_w}~a>1^} zH?dh7Y&~@PBJ9zO@8MW!igOWJS3{W<2(+$XQbA+a1}V>?Y~WF95-jN%8(S#^*VclH zv?>OP_ztEtfQ~q9_N`17fS^f9F@&EGGeJ4vhDIhz!r@S!Xn>*6o@=~6a(LX<>LGjh z5G3(lbHLJ94aivnP+z7|_(MfQ+Qf9A%VDC_mvoPmwCU5Xc2oOYhbP|MZvU84JL~bZ zZcNrdy0=68zsycS$#vDnz|6em^R*c5J`4>%HaaH8v>ut*X{i|y-(74b5ekjn?-*(# zG%Ulz6S902{(uhDSRd-l#_CRORLUyW+5OG!Uq4tqeyv<1#$mc$54k4=G@bzM^ZTHU zq09;R2%#&K>e^-TDMB9ad0Z#lysG-y15r3jsx+5Te6bCLqYS_iwg)KPkEd9Q59!Dt zOM8PuL$67W_&gH(q6%JHL$cZJ{&qmygh;%$!l5Lzn{-0xxJ<^{N+TfX_2fWKJdrUc zUHz=``4UYi4bWho;xg+23Owuf{d+$G}E|BUK975TOTj{nYN5n_s_m=n>EY2 zpT77>7d0+)>v6gLE)aiza-9V*V|7g6?ESggxsnhtTrgCN8h12*-u)3=l(J)QD&5+o zsQoQcK~#SG>3BC)KM81+MFozx-|?Nb&j;ae+N=THT2f1>vHDD=7Kg14Z+1qd`=8RMJ%+15` zr0K81gQxePTe%O0DSGnzgE!WCdro`cY;f!C>o{?)@hCST-=9fDysq2150 zBw@Q*DNmp(|6lDFbg6xNQ&b^v@rBT|^zBO@=)yw)%BX&Z(+yX|(M=h1{Na9gGikuO zg5s>>#l;}QR8A0KbT)$~gS1aOP;$x0ATngmX2jhzasQ&7%9e;-gkgJVzc5qht*6AARO~~*f-Rzv&^#=@8Pc#$0f5lh^uw- ze^_xC+DY7UWG&f5bCbgz_N zHu*$+i6;j&(^XXjE?j6z9Km~Ds2;K}jXqcS!_h!N!QUgH;Y=YPKpfBCs@{E%+#hMZ z)U@f)5pcJ0u{&8~HtKygKvQ*BO)RtX*c1^+g=?zsK!4n^U9~-mjB}#R5M(|$l9+9j z+-|kLv|U*$z*o01iQS}xEeq!tjd`M**%yuaHa3{w3IvQ=sxaX=jk@k&@>lMHTu>_U!DWBmATh2zaqiphYe;OUXW z++PF(J1V6>2f#<8(N_(SNc0GOg7CD=zZRM^=I9)LkG+|zdVhd(+D{RMg3l&S^&1$! z_{^Cq3&)QX?n}zEkEGB1?ax^ERlMOgv0l9GFh?jq(>TZ4%9~IxhRPpW@ z9kybD!$2(6%Y>tP!J>sKpQlGUwS4}|DYX{}sOm}~1%Z$T`_0Am-jVmiSl^O3T61!n z<{dKmN*on_9XC|KL_&keDk5N!LrE;azipot@B7c3kp)FB(TIQ5D0jXNB_tqI){uCn z5Q?NC=L(~`1?nn3_m)j?RQYeT@!9JE^C}=Yz-nTfr9oB%%d^tHL>e=t=s!mIY<*Xx zgTscJ0zxA{C6FT&M+NE>TA3L9^on2#_y9zQN645?=3hDji?7sBO<@iM{C<>}jAc3A z{KP0lP$24|KVZ6)gsZ8HyWPKBW^C9O1@LwhC@~MRqGen9p`Z*H&fXxPF)|&=9ZA29 z#jV@ijv5^<`{bx=H=yXK@J|)WiU@eN3_%ykTW)}{oSZ3hI{xqxQFnVf&^&eKAOB5lybr8=o?HhTt7iCvF4sp?sCcf|OHS)k&0JNQWxCsRir$G||3E{V z5ii`#k9asu#AUtc>A`$HmE`HimwPJ0^~iFfx}a>o-6*5ZH*+{kb+Zh#lzfkaDO zQGDZ-zCvrukcTkk2Tku2*u!}VGy#xZY~eZx$T_Nr+Nzl?o?gxF^M?VREBuGK)lSi& zF?#SBrSy-p?P)@^Tt4)2t@VG}?z80SFHXR~HL+lAdrzg!k`?~f@9vwOl$U}xX?~^` zsHSTDHN@pm@f=CvdP3*RrcZ{VTGB6w+SN~#-j@vTdS`J2LqCu;e@J@e9K724Iu~R5 z+76G)U9mHJ0gZ&kR=vgE|3|#a&xW~Sf|Z2WHDG;!UNq2`>RxGGOQ`v^bPeC0;lr9G zQ<*M8LXsA`H7LmpF!)4tN+5MSj*Xq(Rjz$-)Nb$T!>a|P{6%pdm9 ztX^=oIgRy(sVfVgZ>95j%*ec7jEGQ>Ke)Z!R;t81ugu^f+F5$lhYeN9?#Of$-%Z_U zwP(bC84Szo9V*3ZwrA9(b`8bFbvP=Lk@=BdKuBc`Z&x2;=+D+D(h0~Kg{L5ufBwcz z@vdvNqpz%Hlcci*311e(x-BaKy*6wHT7mQo4@F2pk2nDr^VMXjo67i}&<$n1$>2wDq zRXQDdE^FF(=9LSPhaxtX-IN!`rTPs1=JV}_4Y>c;EFh(-8Vk<*@D`fig*&+6W{6iN z(~;2@i$2|DJx(>hDV2ZCIhO7+aqLYKj0tG#{}T#su2Z&JEe7YQ1HEVHg%|*MwI0r` zK1-S`5^@@nZUF%P^|IW<-T2W`*DD}HVq6|I1Eo+>Ps6{tQ&I{Tuh>o_p{6PI)Iwg!Y~35@x89f4(M2@UL<>$xb2$F4Uo5;FbaGxmb8|k}{Z&25?nu zfLz$?G{6>tEM*bq|FD~ne{6gcN&5Wc3k1+g%XG=Uy?8J+)jPfCc?}Yf$&XV)8S^M0 zwLU)F136>aRLy#v=$+Vw!F+Idi{2&UJ=BFrt&Dw*x z(?@Wa-j(XsGt<$@T))%#U*QCcW;`&q`a+%Io zph5dx(gd2?Ph>mTHatX_!Y|)Bedh8?^f;p&PG@KcF>GV}u8itGc|D;(*~x6exls))*PLHGt%&YhVv)uVvlw*wz*KOi>hiC)d>)5!Ck7U#RZ zFusc)$YKbF#zAP6R{Eyx=flf{k2QTUmj*`@M1-hfkb)ndcZa!lPmBpTe<|CoBZaaR z1)EjiIk88+_&20BhFKXXc-zXVNfW(1RMyx?$&sL)J;y}Or#mOf5-b+h=NdNvXzZ%$ z_$X-CO_aqlIn%&xYUopEXRT4G-9rqH(x1uIJx`>$46QK``oLvS-KzOs zaB#Tn;$j$cQwL}C5fIN!gsscy=y(`ZZc;(A$%&YuV{kxK&X}V_h9sn-LFI3r@{57Dc*MWO#>;3~0~B43Lsm;m0zN z1{!1aeg^~n`_rF}_lNARm86P<*}K2Z0^%gXxV^KEHr-KvBWkFR$kQ+{ zKU>}&&dnuML!m-NDk1w6h}lpnF6rK7NIl6P?jL;4l~%B$d%38D$sJHtUQibPm+@ps zgma)TTqt0@Ft8+`Z0*eda%79OIbq)KxFdVcq1r=-4@@=Nn@hjoR=*}&*MFVGE8@#b zRp@{I26-`3`pb}?r>^Wa5AIdieRWR~okdNe&f_pJ7_-p73(!~|ict84a9gxB5lrwt z$CP(u0BO>j+VdIWtnEfY)5=L3Ktt3T!m>fT)}F^9nxvXPL5O0EY+td3wW`1E`@l|#v*AoNP7-~Nbs%Es6Xd)rL*N!)8t8UHz?W%~AB z?oLp>`w_nN3tvl5O?XJZP7xAmNk3mBaG%ud%B69ezj3~;HOTT{hCTJ#77GQ5!~mFE z4Hkq;BwE>kC=4Y{DsYYOj3@N=UL`L8-9=qxLf#FBThndHsMR7LSJ7kILTj`P=xO;5 zAZk}WQ37@@m>x-ty-H1)_L{Ayu^cnqS&Zp=%)tZF78cEe6j%{T`#dz}NMS_hwJwZj zHH)OXO~g$K1Ei(ypmXAiA`6QjK9Noh`*Dk6N?h+cKVq>-b*}#ES$K|LNN_m#E5P82 z)3IXveLAV4NpQYckom6a9%+v}(kX$i#N=(=AI_HUaHJt9Ed&FXPh}MFs0PeC@dm#@ zh?NS?w|$jvJWysK^qUn(8y$O~Uu8;{WGQ>J*T*chz_g01DBA28e&VA05BMX%s(gK! zLBDw0ev+kBSMMA(^LS?|k1n@{)a})bwuHuk$a}=hwCx#UegXs^06`QxJnwoY<-WcI z1OoKOO(i$oXbgwWd*fo)g9zWg55_K#I`r*Bp92QYbOL}0=KYYp`2@|1t-zv@{(d+1 z=KaR-@a-s05Q|I07iwmhnHfSYFHrX zBEHiY1^bArsEns@SV1elU(J|^*6T?u$RU%H7F+V}2UUX%S_dp%YxWA!_JvCr z>p6>yvYPO_rgKVNn_PHTq1`Z0V`EJLwEjIgwvCOAK6jIu4aj+>55H>w;+)Cg*S#z9 zfa{9gGKR^{*x=rtLxEz|zTadKPOS{nHbf9PX~hU!5}Xaqi=_OZi`jzfWseH|X6Nfg z2PKL-$A!=8DrD+SpLJ8%0)Ac>Z)~`MMgeu(N6Y2E9!dKxa3K~2&f@JN0d@asdI&hs zcLm^)9{(z&a`yK0Or40w9P9v%YH#ny@f@i`=Xxus%UTHKbA*Ld(!#c1TKr0W^ZWPjjJk-ZsEXp^ z6fT?Po$;KwxHth!+9UbLO%_bo_H0a=yT@yv>%)b5Z>AVh#dQ^p%XdSGI%T>QOf1J8 z0tJ>U+V@|*X4O!bRrJ(x<;F6xS&0mpF&wyJJKQP8shfPA=b#(t)& zYH`BBDzTD@3Au~cRE*tqG@nu$b&p4M*e1a|k46Rev;V_@3n61QPr0;#OH^1cSV^J7 z?e~{fT$WQ@z>sXuclcN7wyNg5F`zvV+hOx5`~UWyHAQ%i_Z5F-pIo}D7Pu&|j!zuxEbqI6V%uP^aOM=`d4dr3 zEd-n@Xh$Ik{2J7W%Jjea(57!5k5B-~L8>e?ki|9`r<@_(q;Jx)4A*6d4zTqGQ_pD=_oD(5sp zwvlZ@ZgyFQ%vh_T8g16lB5N2+L?KklHspwmT^bCTAsJ@O+-Jb){XtAHYTyX9GlSmTm8w&?^8HBK`#APE@MU^xb^ zIJ)l6%bwkvWxvk za=uY;-K8jR)S|p_Ux$Y&HyQ2TFgi4S{{(sXx+0n#=RWrormC)9uVF#|LZE%}%I|wP z)l#Gkba@DpIVsK2`#$eBT&j86t`P;9Cbq`M5F3NN(Ax`a!60o!jnQ4LofU+nGs-{*_QUdcNvhhh037kKfgO9BNf>;Pm*a5m11oc1j47R%z znM!btw#6$a7L2PRJl)**d#xv2y&=9c9txlhuzhn|kFA6a+K89xa)ODChIyw7-z-E> z16zIBT9&RRnC6~t*wW`0=!(y=${Eh%Bovxi4t;leI`%jFNK;m(Oe?2nNB7YDK+i6B`De6L*llhq$>&^*0)6MhWYh607E zOl51pkAt`hE2A?CpjkRz1Gga_Az)?;udbhl5Cm(5xFwoU8{Y^}`t!1~8v#t z0`5E4I)ATb_wB>+~=UN$EF8xA?wG-z1N^I5|;@SHQNVRh!WR z_H>Kwui~(NeF2azRy)`u$_%>7$uyk9t`b9D-OBcM_d7IOgW1(&bzdX|{M4Gq_0$uf zL?FAds;IAD{Lm;^4x=hZZP#OH-lLHtKq4$7Dv)U_6hoBaEWjAt7_JBBr{$Z~Cs+nkJ<-u+~!Q(zu%bn_?eya8*ib*+v5tuGhJ-z0af zuUA(}%M~BJI*tf!jp|J0U!g6#By`;!^RE|@(M`1Y6kth97DT9ZM}k*-`qq=q*~Ee-a})Sr>_M?tTeSyg4k~Uo5O$U;?}4}2@__( zpA%t4A1JwH&H5Ebq+n9)vVWzzz(=bu#Q#_ni<3{*pn{Nt2y3}^;*^!{dEqaw7+=Cn z6ttfCVj0gqK15w)^DUL@mGcgc1Ld0+qn?)^I_7>4LS4Me$4f(YSwyq#9B~P50)fe$ zxKb8wUH*Rg-j2UG!y;=d(=Whcl4wd39ML8*wgcn{3m$D(b1e`PsJWrinS(;m>#%;Q z3=^QUw(_MOHGb1LN2JZZHDd76YtMJG*@U!%(k7AHTPh+VlqOub>X85}S7>b`h)7N4 zy0;*i;>@UCFSUtT;>+--;nSNfku$ZI2kzM#ULm;k47w)F1)(5PlN^@GOnc$uY2d+qo1 zxKXDql!|1dEwt?|eFw1^-|eKkt9MPhsjt8^rsuwfnf=mehX1L)=~NIvVDyKghuae3 zHwfKDW~lX03|*f7LNT*p!Nn@+38My-tAnN->Zq*!) z4~e04@bx2oY}`AAuV+YU=N(7##>=`kB%3J`iliX8+!a1bA zyw-RlhJ|JZZvW*7rxFY{5ahte4OA5*DY9^Mwo5-(_B&ov0P`9(e36++2@@BQ!EZd4 z6?AM$YFEtF#<@r8sr3zSnpt^gUe0P!WkUTFy_tc%1?q)@Ker|+B>@5MkiM5Y%awL^ zcBs0PB!uq>A5m+qcs;8E*?s%L^iW!b+hx_vUuQ!lVO#6R+EdSqfoPP>pQrJT`Lu5f<_h}wzBSbgyPT4To)Q##9&kyVext2U%xm~F1?zijc6*smzb zblNypmKi==sr2(MX+)x>=8QoGbSaI0o3m2e@FwZjVA2I|lmV!l?Ld47zD9J0pS7vB H@=pF2eKrzg literal 0 HcmV?d00001 diff --git a/images/PCA_02.png b/images/PCA_02.png new file mode 100644 index 0000000000000000000000000000000000000000..09bcaeb05f2565f0facbe641164315703ec80a19 GIT binary patch literal 7144 zcmc(kWmJ^W*Y*dbaRBLNkP;b5(kW@NlkfBpRBn2g$gMHRpr41v;-g!2&||eqX`0Gd;z|T@Gya2 zV$a${5Qwf+QAX934 z4P9sE|74rj&c7*z)YP*AqhtF74d%kV)1{X_y+0+S-TOnLDX!a)2A`gbxml9IMS)yz()cd;?79{J%Y_GMUt@q)tv*_JV&83N%3 z%4~H>R)T?14#*(`ureyFTv-q;E4Od900bfk$mJdn&;9+XfLiCSt5xA(waWprVB{}j zk|;_H%c!cGkV!wkX+Un@;F~7I9DNJ|$0SIM(2|hQ0rIpsj;EBQKHy^Xm_z>orWp(9 zf5xPw8SQCVbT)rD<4I$e*^ZrA`9(y^9kWBJU}U>lS^nNBY4w>!XP=L>M&x}bD*X7G z>)Eq92l>j`%Md(z>Wpg6zxX~+9d7jv9{3=Fs;$m}pMj{bFK2wp~wl`8|3 zp3Nbf8v=m>^3ml($^gH(f1O!Vslvu;mj}_VB@NLQ7QGX6ww@4pS{=@hoHjDjvV-#p z2ng-I;aoCzi-H$BaNl8Cun~=AN^zgRow!{2K4IV`hEwK};BE38D)MwMhdWS#chN<@ zQqUU#3wCl*}Pd= z^US#EU|kSEfL%*l`8bycs)mh?z}SNGn&0VBBI0b%p4luk!XkHdC7wLJ)2`h72xdIp z-{Fl^W#E*fSz&ds6xQi(zNxpCNoBzr9UWy#+3Rmt zRG#MhO>Ds8@aMDq-$aWN=J^UG8{4>W6cXaMlSzqpanfotJ4L!6okp zO-ZiFy`BXcV?^pMuk_dMxrJs8pKV*_)aPypfdV zlbucS!DxS{dW z)imK0Q^ngp(F;_=XACj9@5@YK7bdr7@6|JWxCL75YL|?m?hXB(Pv ziEud+oDV*9Fp4?nI;_SFE^nDz!c?*dy<(-}QGH+*7v&%=S?hRhpYh;yaC4c$u7h|yb zIZhC`#b-a53&JWo?tA3<(j-OLro;h(Uli8kc^U9nuBpy-C%7uott2ByY&--6E`3O! zz&JZ#Va()>+9#S8VSJ}&d^M>aV6u4E`h8m;`Th~=_Wf3L>S5b?`|Y!OSa;Z!)M}C<6iS=QAG95GpHDMT) zj3TEH6ov|Tl(}CV+R;gr#}tdy3%58d=2A`FOm;<&1(cThq6X%O4ae2Rxb;Nfvj$sp zxTnWLr3us0j~(Wl?EW1|d)7cN#w6=V!YCCX2&bg^A*NGyJ?ri8?eRh`1#;a%v(84y z6Dx?<>z*O6KPzWJeG^(qm3!})<&`R)+TiPX7dN8ZDq?O}Aj*5M+bDK_`kDEMiH@(5 zr_DhNX-ug|_*CjyBaUWQ#ukm{o%t!Ux)QOP?6BhzKGp#5GX_7dPSi2BuuXdIl&u2e zNz`c(y#kwf+Mn4bu;pUWmK+UKd)MgEm(}o!!JqCV(9btz^O=wTO+t&DH2h&43^kPW+qE-;(`J_ZXybc`QMFaYLiR`(N$(vKnc$wJz z_iVEM_gG<2q${E43B~8kC1)qqZ^q->q zHMvPUDdZ>_yf44EKb0zM@S(1do#e@ZYF}c%X}|i@cnoHZEF9)ZpE$wnexa+;i3;dF z&zrRJP`i?nrroN2g1Hi@?cQ7Y-VloAWQ>_6#J7o4MQ zh{X3Zk@e>XWo3>!dV6%#lUMs;5b@wp$nvFr zEYzF|)9Pq>+TZs~fgV9QUuB;A{{GIN{M*V}`D(*j6^P*{&UR<+TpoOH@7BeB8`tKH zO>dw`ZGFM7nf7CaX@-)}jKIffbp$2F8k#tijy+U_3Sl?G@k!9xQcYr}A#jJzEjg@S2q0Xy3;H5w)P{<^niitbRoB>Hc1opWT5!9VJfhX>7KY#W6 z2O=QCLu590H!!6l?0&Sv!`(Me`J^tl;l;gf$Ke_|`%ysQDA^PfwC*h`{hG_x|97uyyqA}u>SdB{xF{M*P33ZvE zNQYhE#(qM4UpHu>R)j-^%yNH!azJVG=Xpzt5D%+Uj8%nvWUq4MCh3cNx5Wu+HqM#y z-=%2NScM$&0Xm^)eP|W6x8E-pLlJo|wauxFuD<+vGrNO!Zu)?cXdQ0z`E>ITBY}C~ z*KsdmKwz_Fr_?o}$1T0if_&zRPBpev*nPKc8TR>)P0_PcuhVE&Qwd*ho@;amzq^Bd z=Jk-e10n9thBU>M*&e?6AVVL$C0r|S@Pl@9Y;#B~beu}d#6abyKP3mrVI;W-JL?gC zFu1nPHC(RH3k4TOLR`|xDM(^02|A1QRrY>>m?HlC;mQ(wte+<}vCfwDMMZ*+mk{rz z$bKoM-4D+It|jXeqT_bSPlpF;hBgZ|rPyREuXjDPVHbHHB`mt5vt#md5piiywvcJk z1b$g2H8TsOK-$;IgKE<5YiH=ekaZQ22abQ*%}o35c&7heG6PLU&rSCpF&ce%negf` znw(OS$@0CTt*1g=v8CACc$2Ouf`qjsRkY*D+6#n3#xJnD-_tMXXB%@>^sz3iZXt z${)=I83c)seH6PyI9A995D0R!G2(ACRiYIN6y1V^1PUwr&*DbDIxv82dR)Afq9sWNXqE+gQW7Ww7U9I+=2j{Cn^2KDWcwKXP{pGSDu; zuCpD{q4Q@;485QM3%8qO4IGBEo?tsnP;gKV43(ju4=!HRme$;&>U1NxCw|;$G{nQs zrj(MNWz{EpPH$QBGK_a1PHRx+}2-=&IpgHLX0^&QCI za)FK?56XNOeXizO)#m;3*cKjAA@9K+9gq!)$kD5?k?o*x@*h@J zaQw)rM6n7*Y_I^wiK-#TmrWhB>9YwV9v(;~SKJ#OAqLvrS(~=s9a%!w@7@{c=W_W} zZD*p*U_B{(1{p+B<-SJB5`hVbv=X|DMA_CCNoiK4nu;so9EPsfb5}#UWlM4@V6pP} zLzdF>O1QwllD=Z+?$dq^!Kxn_#7l1qw6)eL63@MvU)13WVI4z8zxC>SD871}VJU$ZKL+M^p-G4kwOsV*7 zr5w-dpNf~LW~a|=n}f%D86x;QSr?QSPC?~Ry5 zTER)m?h;!Lg4W_@sL^%qb?0#ipGAQEnbXj4*JXZkMuqP7)G*`(GPDU=*XWe4Ngd>spZpv%6F7upnJCx{H-uQs>)x`WCp0FN+OEtjg=RLEa! z;xG3vE(PLK*V^hgWt%oYF7H>}gOc<-1}99e%-=wK@9(6XZFXqijGnY4H+%AyGecMf zUj)1U8g;Z;$GOtvvDkb*mA+YAm00XHqvIUT3dup(mZsi!)!ZnbdcuN;7%bQtZQR!x z#?zuWx0!H>20UY180um3CZOO7E=~XJgWT*uiL#ft^oxVZ#elG_6 z^TnPNoRhOf!9H?XOg9I#;NR0rmj;H4#2j3wpU>N^-ED_7y_}~>n0KRU_Fw23NZIm> z?6!96I##9&zIva(*P)KIHgg(;q8dn&U;olq%+=yGu1H1xZdH3NlUcM~p%)=8=X2QA z8fz|1s$!xcGdH@5?aUx!9&Cu)A$P{d%Pk1iOORTW2<((`B8bZDM$9?9+W4}s7fSe} zgG#A{Bln_H&DcULng?4?>*sZXY?sVtWz>6uY$qnV2456xNRF$Q^4UOveoP zrJa|fgr?1XyM-Lp6(rAV_KMKWR;yLE?#a0i=%KQUAzkggXAFLWdlT8|X;#|G_S!y~owv{%@-~+u@XjR0E z55^mL7n}8Eb<=f}iCdO|F{!A2isZXyGV6(sZ$*TH#fSwL=vK;tQ@NnSSB8?tvlIM~ zCh3w3T8X3Z2L~m(mtY#M)jA#5%>I|(Jo@u(3{&S>8&4g&YzM<8ih9L7#&lcypH+%; zA(P{%MV+?^`tbGPYJ?jdJZtvDB6H7KL=!{dtjvi@U{%(DG(4C1I#I{EuyaShV*;Dv%i1d`SokF0#aE^i%R~f+;@|tnbO#U5f<6p{oyjI9b~Gwy4!%3&YitO_Xv>1oxV=#rS59Hsv(>5tF0yjCfCiUAxLZV;T4Y|c9e%wDNM5i57`z9jos{FaOW6hH2 z6PJDJ&hY5txV8w4F&)8I8d8ji%+=<(KC(6J;>8}P9S^obq2~0!R2>S=W50+mA{+?3 z$dGN7l}4;HHQHB$>G3o60;5{r{#7`~)&zH}0#(dKM>CVL&z&G4n4!n!pr{%`VD(gT zqt+fi2J5l?(|w}$2J={Z>-&(9VjjnHJ65z&BUEt}e#7kc7oMEKuyB$1{hNxKPSn|| zFE#z8)_HW9sm-5QH?86A5M#u1*q8}%TEUG@&UyKeJ5@&z?o0MlAD%d_KlcZWYD2mW zJb`CoBK87~``PR8#gwZext*!?`c-trXDt5kCNMQgLrMPQwT@qOQzaEQ`-ZhC8&|)v zWfzh+uunICa$RL@uWYR@G7Swr+u+*X0zIqb*xrJ1L@oLrZjIPGUP z&Rjb6R07i=rr~W?>$6mvKVue!-+i5_ZW`9tn}&z^?Hxf3*i0n=mW?N@3h+2#u{A6V z63289f44{A6AUcLHYWhxbCIvt;{lBpAb-oh2b1CpboErX@LFzISl~u<9UOC zRcgR0=vIzBu*#C;3Yb&;Z;dDZKMk?wN!>9#*{)@1TGkynOQo_A%9Jq6KCBkr{>$}q z@4;Ikp464^^0{Jo3Wttd)8*+mdVXi--$Z++VkGst11uFub(@!r)<={S1yu~gW0G)2 z0|6HO<=Sqw}@Y2X3yA?2i{B%^>k<^PfJJ0?aXz*CQ@b#k&G5Cx#OQVrO0 zU;Mg&nUTl$q7iix5?0_MLQt4Fl5H^H5{q|ESU$nSivf^)l>HYC$Pyp05#y>gKRFf_ zFkWI+sBL>fa!3tq6zL>DOMvMQOrc0~4NS@LK0O3B>Z+p!V`E4G!z%ny?&kzp;(@?Z sh8czj`ujnEw}-VwNsaygVDp~%)X)!I#>rz1Oz=R8vZ^x3*QWme1-Dq6YXATM literal 0 HcmV?d00001 diff --git a/images/PCA_03.png b/images/PCA_03.png new file mode 100644 index 0000000000000000000000000000000000000000..372212013a4e8bb0f371702e5e25c4fd21686b22 GIT binary patch literal 16049 zcmd6Obx>SS*Jct31kd13g1b8eLKxiLA-KDH@WF#S1a}A?+}(n^ySomu1HW(IeYd{d zty=kGZxwRu-kI*x-KWnv&+~M!th5LcJTCm3H*b){M1k^e-nLD5O z=dHcG$hS9TBlvre8)#zzDS-5yD^`j2Lna^pZw_AlD_M80pLX7fIA$$gLvYH~k#pH#5U$)6VDW+q_>@R)mKSi+>ObbG9+LdHx@81;UGaJD?O(GR zvgO22@{Sm`w;}ENEvHB0Pd2vJ;I4n~ZV`0S9@Pi19bF|Wv8+D~m_2Z{_y|@=D=Nw9 ztxn0Dzl9tFLvo2EP*^zLX2Ec?BD(o|v?vg$*iKKh5~QYc-0jcN(=jIi9WZ-Ba%Ob; z2D;^(Tw3cP5=5=Jl+k|rHXWN^50QD0NuLMv3h5h1Z+o*PMS&u9&hayrwyQnh9!a79 zO4_?PeD8u^N|%5jxG0Z=Rosv$FdGBdvcH z{A|{HwOGI^1N>I!h&Ld!6DCyDl2TA^0yRBG?CN5$+afb)@W$R{RHR3$0eX4lR#?}e*s?xUbgxZ=xrtz3$- z{)qY8L_A!oth`*Zp4D;BwiW)bKoI<^TQp)|wP3eDe`pU(TNoR!@rbT}hjMoM_B2uO zE;YMY>A=<%eA+JPYA(tmLj<(ELno3!?pZ(O1hCO_v*X%02>r0;0eq%zds&-@^7nft z1>_^$r&I`kXR3lh@%h{Z8Y=+r#YT#K!wcB~PRISJavJOKvqLbhQN&g6VlXu@LmEr2 zQ!h*ZZ&3>W;vf%yo|%srF#s?}B!$@%jvc(R7Ba`u6a4+od}A$m#cC<=%-(xj;W?hl z`pcL3J`IIsjo;{wj^0asfQ_)SEW; zPkFImnXjd#t(4|ZJlVS*6V|>dOTsPjXIv+~yR2g!irafPnzv|X9D6?!9-2NSEeG0q%0j}L0K8XOhg0lQzv4V)#Xe^$w`x&FIdaI2JSa)x2h95>%MKK2X)n|GV8 z+D4v)@2m;5E5YT8{h4NFjVliR=E=TiH@TlehCn1JGkbNZt0{+_(dK8#;w@KStI+NQWS^-P-*c8Vb1yW7-Ux79A;Sv<)kG(AnX1THMA`9)M zh3xcqfgfUNH*THpymyQjB0?zD)*+kB-5tV;w;1pcVU!dV5TzA00y8j_w8^az{vFc! zgBqc7I7`bt|8cK^3bfSU_b<(exk{880p6qdm_3Dp4OZ>Iorw)ag zWwkm=YMs=1T9Gt(`{GarB9%6$ZMO9WBcwC-EBJo83jB~=XyR{!njqKqc^FTuyc|;n z(|K)Vt4>95p}Bqeo*Ha8uyo{>=aA@-|g54^@?(Ejbuc0-y zkNIV9@3S(o%3IgWb7(;^89#+{HBW_Mc+`gzzI727^r@gY&cSD^<_;E43n8fJx8tG| z-9u0XT4H(NH^8eUMBoxwT8J7As68Cdzr9$-ry`EG`PxYl+sZ_7fiG{ZeoBP4_m9Ka zKCV!mlj(|mNr;XH!n)L6{gmjv7FsW2MOQVRWqfR>hifGHypt|ny1KG-Tj|w&kK$YP z-rl^?t=g|#MMAD>G3GAV23h{eQ!6%j=rsln*}n^9W$ zIot{v2?;|9vUeUEy}#+2Nk}_8*rNn6#c(6FqZtK@?;-w2+^QLHX0~JFe&0%$;9g*~ zZqvnFZxJmV?j(ixnTrJ$ih{N)ona@0AVhybC36Ra)7RhM-f?A{2v*mr$ln($zdG+D z+Bz=+p(SSRQzlr-W8ixypp*y}x9ERtc}5k!p?bv8O6jJufh^t7FET#%M#iE~)r_M^ zDdbssT45R)&nyQU^dSYrH^)dvy8yu&`iOBailZ^S_X;bjPKT2@BaMBtQ z4TsA{?A$fbEkKO{pZ{abe7m#0*CmH2Jm%o(?bG>m^5UPzP|EtYDo1@ea^{yjqKJ78 zC*Owt0?q@_psr0=A~x)9XSe(1)UcjUZ^(f4v6aVUefir1v>Xms-M8|H0h}5Qm9jWa z=hdT&psf~Abce!14yk45JWJb9Ler_IWHdekJfbf-4cfj%z1e%#Keiizns#PW$j2jg zQGFJWMP4vKN~YCOR5N&y4;>sH5twZ*;$W@t8(tXC8)IH=!bYyrwWY-~)|WfCs~!r4 zjFkGl2*)MhrIn+O&D@joGOhEqx>`R}cH`2aX%qDi|!@+9f0Ya2`aBzb_`88A+S|Viw?F zl-?(w`Ys=pl!yy7`J6m(BEA8o0V*{e;%Zom}#J8uJ9v5gV--5^{8y%@uhtf*5G9X zWXCOSZ@tbGfb8TO{_XnntEEp>^R#FBuC*S_N_C@R?&K^gz=EvV3v^CbdNQji?)?a% znf%8ZGAVWYwXV;WK%oEiJb~cN&{WT1*x&R&Kgsu}^<8c-8*XB=o%A2x13pX4fzdg6 zV^raCtdBnTo_v1Do+H-7A0>?*X1jv4b-r_(y zLZ3*ADi=3T(10DRa?*Kr)+^*+a4wdR&JVW|j3VsZzPDjYY{oMlL7FKy8g;8{%(=fs=dR=;1+Rq5-2bfo(#Qq4uWR z!8q9sx~F}Gl;x~v4^pr|OB6v76b>yqys@z}la(qIO`!blbPET0B;q@JAh_oxc`bO? z%;Ad84ciQ#Fi-p)R8=)bDz`r8jgFfmqNfCm2E|IHl%@T=v6(Cs;^iON~KY-MmmE>`kJu) zW~=Iia=y;5X<>70d1|U?q<`z_0(NdCX`fnI?JH8uk&p++twtU5s2`Ic14yEIT`oWT z-3-Bvaul7%h~V=R(QWIR!=9be0uCO_ek0zm_J9u`%(T~;z?9mu)a&@{s*&hE`q>2> zU<{Z&;IaU5lV=(IT@>U|2z2@=yID}WQ>Rj%4!@uHWh^*8&S5zY=>!}v9~ zLr3cX#I4rjmd-!ijQ^_z;Z{7l285V~FjdVqTkVeG!JF%Yza`{XtTM5-en`7-xFNry zw5;9YrnHQ?vv=_>i@mfbb>%Wjr~Kc3>+U#JJJ4kql(h-+dc5J?mgUnKHlK3S zT;}sQm0iXiADV!b)8Omwjq$7Cp&jC;*l=v~tzFBx7X%e0+i zc2RCdM4;KaCSpeA8_zE(AQRUjzlJM!r`=s_Jk6qyI7 z1NN{CFiXaLouuo*-k9)m^7*oFZb32lKsW;1*kLO6FiaoBlLXiLM%#?M^JT3>EzLc3 zzrz=O#L)KYT%G&9E_`);cJ^S9T_#wG+dz|K#XfUS5aFnCTRQ z?9xAq(3(fs=F3nUY9a^F3EF6}TFBMlAp5F__*yG5;Id&dfWOfr?FiBp3T;mKjl;^4JkBR=9k99Km!*az%%GrP z`xhAE=>i-6p2R#yAesNZ+2J`y^~l#}Ct)tyO&$ZHzSaUN5l72E6mZ75SXb+hwKhw| zl4)t(jS+F#tOHh8zh4q^_pF|~>`y)xsAa=Ivg6|9k< zg`t%gO`(9^_PJd1Z>>qBc&-@Di8jxbnT_1UoN zPZcZMY2kwD%<~EhsLIcDtO~Rn+QM(fyq!^ zcUV+@c%WdQ%{cc3CHBt|ST4rO)%T*{Pd;t|<8@zf4JSc+7K|O{IIfdqR*!GXxcTi8 z&#Jxv2pS;!{V=!h52ivTxJ5*}@`tc+p9An5~UY zZA}~^As{mRzo&3p)G@AasgNtOWc>GNM=-3p3pQrlZ);nB}7IhrDC9+Q+k?2I<(adkuz)#Q0uQZT| zvlrpwd)MambOoc;WM*b&iDT$0+sJr$&f&DCN1y_T!DP)u@fpz7D#)Q9lxpSc#P(UC zWfIA#b6Gsrc_Fb@d6Igizi(<6{h?O#I5Ro86EL`0DTd27&t~brIfRdx`un4MODc^M zWrU?pKst%hCkhH!gqdF5V{^~$^dgGZ6=Lt$!D3?R?;%Cmnzdp|HV<0_3;+t|U;8FO zgURAz#7ZSeMTGPBqsSlGh{5E|M61h!lLgeX_9+fV#vtXJF^ZLRJa#FdR3mmB-?Q;_ zuNJzT(D4%9{1{1~nHGNTqx5_>2O;Row18J@a4%uyMHnc$UK&^uox!6OO-XzmkdX3H z>i%J;+YL&LQ?l8ci*1q^mZobU`C~mMF??a%6nebGEs&NCULpV|eHn8!?4LqMRCdiO zET#k`^%g~U4PB!9d)7~vMCl}%Vx4v;OUdTZklB+8TlbdD0_A9^X;=t|=n?}mtTDB8 zFL$3TX94cwlSLqM1iYD`b&HUvNx-=H`xs%^LA1q|Rs*uK;!pxWLk1EGLg&`OwkNit zNRPI&lycs2r!|Wk-vqYz5z{x|m0CBGtk5jE5`VxB^25=Mj!-{zIBpb=-q!l3IQRgC zwq3T1wMBj2@yMQj$LBZRuI5r!i%&wanyYj3$P5Yd*a{gF-Acj>7HnecTN_};gTdy+ z(;ihnlGYBDp^jLg_ns75|At)BCCRi&muj3N%M&azc9l1RKFpc<2YJJ-L@X!Xwc8mi z)7)!1?SbFzKjKC@^W6&rsS{%R!f-g=F9n7P^F(H?_{P+h20FKXe{j=LGcp@X-P>KA zLZb>u7_zhJNrWq3PYF=?eR69Es3sEDaVCH@Rw+;v=xcC95b*N_D(WZ^K`C`BrjQaO zj3>kl+vW@TTSgDtSOsVk#MN$2$C;Cj5V(LJbn6+ia!x1Nsl*n3Un4SJkTG}=#gO*; zzVqAE&%Sk@D#~sT$K%+HRw#C|agGl)$d#;_37k(IFi9yT78@Gi3|h1H^u@SX0RS%k zuwHb9$t^LuY%2OmkVX;fZrA~rtiqTcW66?33XXi4^q1QzQSw86@MQodPH%IqD?Idl zL5i42c@c`Azdu;~sYh@0&jvd^Pep9}u{&yLDp5R)nwTYEhHZViAvI$70B{~qz`IbU z?G4({?y5%wCrM9l9?%=$hjy#gT&`hJ5(g?RG0Cz)CfNGl>rYS>cZAh0NnWj(*nB|0 z1c&}`$lZIf94l{zlWobCV@iXwtUQYtxPAqe)B zU#f6Jb(G5!H$%nawIN?xJo9ylrsSkOylS3^!5~CE9d`bhF17mji(;1cCOVtt4r9BVR4 zmvYj$Z2#11MGDO898=RN9L@_3c+KS3nDal&Hj)}7;Mc*Zpw&@EN;xk$T?T@p$*A>L zL+X!em@w|{G`EaVt^XaGmXpt@>O(T$*Na99G|t@Mle*67tdZ{G2N> ziPiCW*fdRR-Mf4|p`0v3{r(OaKn@Q*q9?d?sS9E0O9(@l5?)#OL3{HQOP03c>aVZ( zkM!vLsVvp|W>#T{wTRbuebMFrn{?r%4v-AMpQ(au#ASOXe6$%>j!@z zd@PG%53-D|G2fjdYWGZ!9)!K2d4vn!Tbm#{?{MO3)!(0$>+@(LKqgv5QW=9408_X^ z8EAKntz>k$#~^ygD+P20#hK=%?{ne%H4p1tBvB{qT{mp9=Myh%Gm{0+?H>s7snXWx zg05&t>byen(Lzhy9S-3*@`FH&aX-k15hI7rtya`-p27qU=k}l1tZ|Uot(JV*(+LLF znEm{YU9BSNG&qz8467H6^#S%wXh#l_OBT3n@(SMVU2yuqUj>1d+?~Truq#%j#|TR) zHx1^KJGQI4NYF6IzQrl9Hb)=WfdqmF#uSse`hXQIt% zN(LVVbuD5_R+<7NHaAb&(kWy5J%Zlq+irJ#uGbi>;b|p#h*1-|FSu`JM`Pk4v049y z+p&#pli{)XV9PFS#lljStc_NDKmg8VK_g_vH zA)i{EI1@ew@C*8_y6WrkVa|C29(-d;tnZIgCWN0c-$+ulIvt7f5F~*)i zB^DdqI=$q#X)PN$$+2av9%uz|iH~Y^=YeZbgB>k?k@*h$8vj%S7G`~MFmfxspFVy1 zI(bz;sWQU&S{FpGZ%+-LTm~=8(=u{~J z5pDlIB3=C~>O)$gc?dYD^r`mpNmG>8SdE_=2=bo`=0pQbYJTA`~!Rb!@{;a zMKG=-b=iZC1b*=2@+AkQ6s9mT^0y*Zncxuw1^)J-R&bx;>Ssc}H-z?#Ubsv=8|dpX zENdqx6vX#t|CAxJ4iWtB2{#^zZeDb9NuyOlky_4SkNV?a)w?T>yGQ@9sArg^ld=(! z5Vg@X;qXML-nH9PnD`Pz!Eu}kWBGH%=Nt8Y%klPI6W-}8mWHI=lYaJocF~Eio~;Zp z(m25`o+D;}8c*A`&@&|u7^ma8LVgx#H4OXtgCYxi@ibEM!-%fUfMU7vvpSD`(L?TJ z@`Pr$R)0q#nS{ZR|3=l^qh13)&rBh-5QI55cv9Bvb6@Sx#MR{#Xtbs`v0Xi=XEA3O zUl29I3@*Fkm5*qIUt9I8e09xfZI`>bJpj2m8jRQ{*zSLFSZQX|UlSinzhsWyKv}QF zF_tfSb}!vzH!UxdiiQCvn%&Qm&mm*gU4vw}e>{8Cp;sv{czHvj`}EosN+-a67u$n3 z+?n9>!FOqQtvE~R!k8|N`f$MFi~~RH-ojAHPc6H8D-s5ax%;@~oN7y6-m`_$1>w=d z!^LK(H1KWbnsmb$ocL5LmEU*X7q&>A)#1j!n8Zf#<{=*T&eh2wAm9B=u6s*{o1Qce zVoydB2V9!AJJAxnRCQXZbgxgBfgFuwHW=?%5xmirI^!ubsm)olAE>LP(a|Ww&$-m< z57k@NZ)~W56lO7^kktECiD`;lOhxt@zu^tPx3^|vJbl)SjhHH0S+^TWRew|GKx@|Y zm17d4b04%AG3+~$H`>lvBtKdLA=`tHrS$vi;aq9dXFjWv{u1^_2Yg}4q+&(B}drDT{-s+8-mZ))8eV2_r zp1w{>FW8utUo8K~RAKQ1Y?z9}DR-ZQM2sD*Pmy`{CbKZj&6;Oh146e3TUa)p%#j>FTbm%%n?mT4*YmT4;(|4z7(E?bwT2z8_tuhbf|J7(bV(FQcH#_8n%Zz?9A`ZT3{GPN zSo|TPa>0!pBuMly;7(+hM=ihJZ^_4;ay)G9c;)J&yhhuUH#1*&py-eJ5*g2h05)yz z2nik8cW5q->#S&6qT-Nv8t*3;Xsj}e;jUUQSgUTWGuciuz}K#rvUzSGu>>~w@RaZ5 z*|gYN4BD?sU@zo8-`x$;){2W$vIuscX>nPu%Px>Jq>5zkRdl!1PEqi&w7)C=bN&@9 zZe9MMwhYz7fNHzJPM=nCMFegsP@}wwsP)rOu+*%)8X?!2o*s{c@eb zLMlrq9>y$R?3GJ#srlY>JA`niK0}c)Z4^I2dM-hMLf1)+8#jupebXWCh=?s4MN@`9 ziBn9tq6Wq%Z%piw2FNmxhiQx)1T#Jz2+GQ z%UXD-=Sj6?+2>8yvcu@^p}5P<0Zpwg#11>-a+Wtw?S`B`2u*YdW;Ie=*0AI_{Eovj zap!e-oX_Ab`Ip+u@zIXe1+7{3*kZ5o)P1e3XJNOZXT?SZGJF`6`cevrReKM#RjDH0 zl29{?4JrH~FdNI=O^9h!i5wW+`^ABY_b{IIJp~BdW*AhNX3xJoa=fb<4xIcM-33vh zEUhRxi7hC1-gMV(ae1fW{@Li8V>z|Z+kSs;!M2>nN5s&|1ADXt5A!+E4#H`+v?ltw zT1TJ*5DF(g^6JJH#EzT>Uz|2sYsj%!{Cj14A!`4OM8F57V?F0@gv@aU^vnNLO2WVG z$5@iaue~Vo+0n{!e%I9Xxi*{Q)T4qdu`ENPP2?c@_h$CZB@9YZUVAcG)!!lOcQ6j@ zi-v7K>-B>&hl>#yJ9^Qqk&pa;YEi76OY$3}M@}8Ep9;(J_#a92oI3M$ZbzblcUnLl?Wdd4)`*! zFQHeYsqu#o*Z`aH_dk?kY3EcNM9eomUCzs zu>~2>+F_WunWQcqdQvkyPAau(dZ9@#Je`J#Jh-vO;ej0QdK+Q))k88ln%pq7yCiQ@ z>(I`dP#vR1#kjibQ9`dQqn5_j9McJ}dYXhtD=_Wz^8@=+2tEz1)#EqU3Vk((_c77Yz{u7YcRt>~}p{ zM`b^`&T~IWV0M&8SfWDc^`zcKmf+}f6MI_I^1((+_8iS<;9lhZa)W>u3ENc+ogRwV zK(>IFv5WIooBh@JGSjIKo9?f1l*-IRrnZ&*9Zt|qhx zwm)*X_=YiNiTrq3blSn*5zM!K~C#`kl9K4PYMxY-pYCtFv4HR=Uw;#}TsDe=tK^E5AFSjebkzhGJyG+<* zj*B@&1bUU17#?y+2CPe{7MGK*E;J7`{SXlFIiFS+C8;NEAcg%GmUE9#Kly^?lSeBBff%s#=0I^gRqWHmMO#ixbfd1ho5f3sX!PTi4D!KJLUV2?Bq zu5M>}W6dsjUUL`KvfhK059YCFxEo>VPs9<)QbjVjFZ%2pcrEq{x6%o`bUT$akRd(n zr@uSg+KehsMA5%P+ zN{4*^I+}czYACEaSt$Rh*RCizr6k3%t`+x(Rg9SU33{cRyCa4 z^F|j=s?OBalNqTwU9udwJnz{vhC5pZ#JL=fPdUHemP_@HCt2?ugPji-&uaQ3`e|C0 zeP*7^Iu5LdyDIm}g9~(P?;A8yx(EQb*|o)slPk|`80BHESiC{PK#W}O8ZJosF}0V^ zq{t@66_e>s{Z!8dzf32g%`;Q9$Qz8yW){0wYq0e8Y>*lx9NtGzVRv??(u>Z8M-lF; zbuGorn=Y#?R#97J>nawZ5PJOKScA1ciGM@O;ba=lOe z0AT89$Ek`honE@pxOLf=Io3)nPNA6g!1G}%PDpzCW(b*fwtmipAAl1N-(elMa>ug~fE%*$48xax>7M?Rnl89EuWaj(((WwwAM87d= zsEj3Avk~72_Z=~f8y}`OUZl#l|7wa*OqX`_?BRh`;6Tzl5iX6TjX9@X4o^BvDO}n* zjW6?c^7k@4Y+u*UE`+8ZYT;Ag1@#pr^1qJ=ujL}68s6RJD!-)1ZboC&HXnI&D6|1p zongsCZFZeYO9Cgj-9*ek+MUm-#-^XcZm~jj)cxmb;3-dQbLKNkl^*$Iwc>V?)?KgY zTA>C#saL+I?K-Tw_ZZmm1*k4)L)3z)&Szbxr9Y*H(xMNvFeqj3Yxs)7X@c9fL z6Q~(z_J(IhV_(*nxnXLdj^R9yOy^<^`=POgs0X&X_sP%JZm2N`#q6M^rs?7swlAJU ziRQ$%a}3F|f#%>>-oL~L9*cb5s(a-H3oC<-T*`FMZxWu(%`|^|R!q$-sat5B(N7bN z_VnmM?Wwz=^o*O9_idTyU+Y~q(rhvVr*n6``naE7>dYZve^0sC_PMoYn(4ZcR z%56}SOw3f9SJ>a8KI@ea_(DI26f~QzwF$hM| zc`2;fP^|U08z-1tM^Gok+{yag7k}Ua@Yo?t8~~fip03tn{vFm5)R6mPfd(451M^dU z|C@z_33VUHz}CUQMHMq$r;ReM=FTA2%4GLom8e%8Rn4hZT4fXf0BU9GbzDX|RwKic zZfrKuGD-2=H^wjtWPKD2+Vh8;=bP_uGu8-&a-)t;TbqqY5j_`P{X8A-48w=voQWVIN^g~B z3Xjw4Lj&BdFjy6LRNU^bF3jR;vjz=(&-!HR zRZ1;{b>~I{B-8XMA-DwNg{jICUtOPu(^|yqGc=`ISYFDA8U#-NL&6#sEPaHPNsUeb z^Lia(H*qrHt8u;1O~AOES_u}{zey0RhxnU8^DFBLh$4J_283{%5Y8Gx!@hDWK%m=y z_c(4-brQz4J5DGwMaaL;?H^?-bn?Q^nD?yt`TX#Sj2F&Aq#@`Fa60&v2`1}PUgMLS` z2tAP2d|O!^Q2+VFUs-38NBmnAZFl$|(KHKd?zXt< zjO))XhlsrBjtl2J%kap;52JO!G+O;HqbpFG@0^ckcWp%#F<*Lu5Cbtw^d__Ki60oE z`M~h=@vrcx2^wJTMMeR+{@3&K|KH=eqy^cH$b}oBaOw$^g*svh66$VzNz>vjiBa-llRt5>)R4KD?+UARAf_c%mm;*N@`#D#8Vz^rwN} zuY`q36}LeRI3S|lA^eBc3%&}|!@sXjGz@1Rip`AAhb@I<>t3Xa;@39X(J%JsztNuG zqgCN>JKlSn?vk1TuS?Y)1HY#6hvG&N{54pM1CX4aJ# zvd5wKE_qR`ZD?u%m~)6s_{@P!z~f_hVe~aue(kvQ`Ii!hcNkG-^Z`peZRhUiCmX7G zNK?8Hrd~7M0&eO%|LnGV3nt7iZdq%?G{CVEF@ry==)BzUWPLfN<1^sstoRnoZ&>;46&%_WQn_&Vl*d06oB3IP?PQUxLk z0=dt;1$}rHO`xA8#_}Kpyj`gc7fPe;+=+yr?9z8BA(sIt!Gzz#8!;fnjE=;K9R<4d zuOLhqc~ibKWO>M4%Yw!a4UTtTz5|1)-UbWmFX>+cFd&?vO04hfJkINK>*)7esCX7l zE{Iz?M$#ePXhCRjtHX>MKNxG~kUr9k)W?}4mj86r=XJ=JN^2I+WpnxoU#od_Au|{x zO9-o#OzB#{G>-KvSwC7;%!{WAh0Sb|^6WKjLIbjIZ;Sc$I-D(}GTa0c{VF>DP~Yd- z1%L}Mga|+$LLV!RSLqxM_UW?>DJZ^MS+16?V2tU>)L4{(Z}^Z2dGny*ZBGuvH%lcL zzi%pPsvJ;6^%##LfM_Qo-4;Z$}Z32LHw}of=lO4-jAy;|9PL$sP6G)hqmH`La-gyh4Q-n}>Z*=-V4CK-M>M>C^(qkqa=B@Rabu-|B>d zxw@CKEyH3p=kb$81}HY4_NeMA)A1w|)lq@D`uN9nc=uYC)z==l(qnxMp4ISf;_s@n zu=>@~Na>U0+P6Z$u!ZY6o`#jZe1{CfW%qsf3*37 z7Y|fQSg))!eKQ9iw#dZsdS}1|bphB9O1;{qGi_y(GLrC@n%Y1S5uHZ$&pKf)&W#C~ zgw>hq><@&`=^t=^ruppN8eE>Ce7`|q2EA_a-F4~5vx9t|Wr zJxGi6L9}P$1BR{(OZf>+Y`KQz350{MH_*hp!rpO@#*)mE|f=G-48G9L<%x$@(fA z&v_!RBis-W6*4xjWHKTT?8UNIu!3I zq_p7o5Td_1oKskiC*9iRLp+?9t#tN{^ox32UJtIY>o9!JAhF3QbfB$DlDFHx9(@OzA4!)%Uj^`>E$$YJ-bF znKc5OU*?5xubz{hz5%HdSx#1xxd3(DCj$a$pqJeGCsYM`3QG~A>`zS>m3PIz{?wiM zW@`?#Zx2V=1^1!8PIQFHZ;E}`SNS;vBnP+-V;IX2wa*GHZ6@k#8T$>UKm=8T3sz5l zA(E0uhx_m;GN1`|2(x0fLYOrHpM@wyw zM3q#$LKKXoy9NWs!;OKcG7g-`bgyRCY^GXawB8xBdKX1$%Ik0jSJT#u8nD0YPX-)T zdFg)9#QV`*fifY{Ovs7n*XUePL!7lJ!4UOF+Ao3eA3w9?(VR%Q6dFKBzHhv($yCE8 zv1~g0nPBemaCi2{kYj`&m$EXbN(7efvvPXsCsVQ{4bpMPLug(V6+qzB((G#O>`z6a z`e&(+0G9uROci?=I|r=KWyWmTp-f5QN5~4_#v4pEk}yKBiyzrE^vexC)7_ZdUd})U zkIF4ZbqAt|=Z8OPz~beS)pS+DyKGJ5IaipN!0MPm_ColGR;VbVOzTrg{}XPXF+ZM= z0)n+l4wim{>hp)3ViAb2H-%ms6k%ez88b zp!A^NVFV6gCbYmYv2Z`?`KB!7_gU^%(dzBS%a;MSO%~}2_oZKFi$o?7beKyoiPsigWuwbm@0s&5;WYWgu zyK+7q2l(WrObOYUVYIsAt+onNEEb6R9G5+2)1D+GVSNXEhyh_TNzK@(N)kE`#iK{CJuD%Q2dB4Vd{dz%t6CEF-M(s5BPn!^ z)ecz{eZ$JaTey_?wIF*}Rqh8c;<-CW<9(N;bH`z7Zj6|Hg<#SpY?|`G;!3q61L<`?H&#h!mL(f zf!5xl*f=M`J@G*E?`=qO{jbBNwfFJX*}-&;G{IXE0wgfy`A9(JLNsP3XFI(gS*@5b zy)b;Hd-VDYFRBh(w_;7|9Sy!bVrSXRa!D`T8M0 zHib3C$UOwHvIHW{LBB2pXPC&8a36x?jc<#}q*^RvOmYdbBkHxdkisF6{fVr3>nv4E zLvOeapvrCyqgg@;m?$X!K5-Ll^0xtHTgpQl7)%Q}?@=PjO^B>`kM?9e%eZKoM>ANL zly$**zHt-F(BJWPG3MAfhbU`NM6T}HO0@y>F)qU6p`x|;XoAe!eA@aeR6h9DroER~ z)wAT;fr{DgK<_A!L8AGXC8}GD7#3PK7nJw|tQzb#!*F1wYt!Ylh}OH5L4No(?fX*2 z?cU6-4i_<5Jlan*{6IIFOXG49O^k@Jz(j)W5DbKN6{jpKvueD{t z`6w-5v-j&W^u5Wu6U1gSi#<2QYvp@s)Hva|bg@kiJLUm%^3-#*2EKwX zb*1#S51*ecvNqtg))SlXZ#u^vd&gLLMZE|e5lKOy6e{lmo}qAoG%sRdgU|J)ZU{Ex zo~BVPzhtl0SoCn6tW-g2B=4eZjvGMpWhFy{*!Zl_<@B@uLNS3LO1V8nspvlIO~vT^ zr85dS))JI`(jjQfyMqXl)ieLCyJE`C##@<1f@Ur0kFGFd+Ho>B@AnQJo0~VpIms=1 zGuHfjpEVUGP1^c!L}%}~@|y5LmT-ClDX6L&N;Q|UKxm{7J&BPmogtboDm178|;9rj0QN&ztJhU(Z38c~F z7NVRC7~&r;+)GxRKWykwHngzDEpM=OCr}0T##$;BbfB3VN~0p6eE8i9u}8^)Xw#Yw zcDrYl!QKbfddss7>-ijYrZlA-ri1& zDLb2jsO4N8bUqO?Yh3N_%ioiZ_5FC`MUo#vp4QxgHHI1a%yJUG5vcym8udXuc)ej~ zOCrJ<2A6X~)F9~J(prL6&7{uCVly&|kBVo$?tF%)i3}d*Q_f+3oT=tqR1$E}D5NI? z0|P_M`ZrN_LoL^SK2&)Wj;{WAvv*%VYG?8b{7GikM_qViaj+GEcTg0FA!O$8c(%Hi zbrg2l{?MDHTwwp@BrMaeHMO0|ri1mN!u`{e-sXb4qe&fmS!$3LzZN>%M4(J+(2nOq z2<{e@2R>!*#OS$FO;Zf{fbo{3Ej|W6vd|Zt0GMepG1BrTrM$R{ymLQk#C}%{<%LT$M$7lW}+fQ|0gsw4^$SfmcN!8cKs#{IH5%7y1H^fZAampm? zLYjBtbI+Tyme&{nmak7*6W5`*06ABQ2_xA3I+kRHp#AxLoOzL~vTAeJqolQr{!XV* z(z{-PL&T+uOO7KVoxI>LuGi*Oz^2=?c<(R_Fyd4z(H#B7JYf>Xj%04*qJ`bpAN20@ zreEIzqT+tGrfH0O`cOvpo7N8P?x^eOsAUx?-SY(t!$2o~`Sk--(6NWw(wuNbKiZep z-c3f(iy^O*skfw;b1k(mXs}ut;o+@~ob!!y7&9*2F+-JR0iClO2AUV*wh-t5tEouX z(BOz-npPV1szvBVqbzKGjt9BsHarz_cnhw)NRDdmn@U1u+RKUDN@vL1Zbc$0SfTlC wpCKr2)_$b%|JAwbS8U`zoyrb*`$QyN#~|6?Jgx*eX8uM@NE%r7?Yr-P0Y2Mi6aWAK literal 0 HcmV?d00001 diff --git a/images/PCA_04.png b/images/PCA_04.png new file mode 100644 index 0000000000000000000000000000000000000000..c4f6f14a7de2009129305089c0b0d3ceeafe4277 GIT binary patch literal 16245 zcmeHuWn7eB*Dj2MAP7=|^w145vlDnttfxR)~?La$ncJSAgG~#3B%p{92^w&KES!UcbrG}yhkWdCn z_Lt7w&3|yY-f8ZIWG?GlA!@#BO2;H$wQHA6yNU;qETCn{F1P_M9 zg5asL-?scfcqsYL$8|~=+>-(G9~iMRvh(_v&kC0h5~nob5+ks%p~QHs2&>>nkC>sD zkD;owS1zA;MGAw<3RIF@ijrg70?(pCPdDLgH1#R^AXv(D2dh+hD2~+GYOKD(J*2@BCNLQG1?$t30SdIufrlQ zl>_SE_ELY5(&`(OHk5VeF4fV?U8#wEfPKeZaAE zezJA3JEXzjyE{N>=J6x_MZf)%CsVagQ2CjfJeQkejI*n-tjOT&vf1!!bZpE(PmkBU z#phsiMp9DJ_(b-{<(Au#ey2&9JKwLr*e#GIynekiY~ojzzu#<=C-`a2e@HXyc~E0F z@T9!iZA8zYFI~L4tZZ|$ajUGXZ2v@1L}YYs&cBl}q*LHsYaGtyxp9$?*E?mUk2ySk zoGKu@6r0o0nLtr)SSho7(scMUJcQoscbZenQGC{^ReLbuSK1d5wv3*heZph9zdvnW z>PJrQalBISt2agGkHLWcG{*~v=Fub+Yl&J?_VSy~Go{WZw=k;T8!5qatT9SzKJ1YwkX{C zb&2XxC4}i(WYh0A;c?$17HhC$+6=KE_Ytr^aqjoA-`y90wWO=7i^tbW(!zwyR75LT07k87yVp3sKG zinYhe;KEpr133)tNGm)Uf%XLp1hP{Ish)_DDS}U&A`(UIsDSpD+c1O`HKITnbAmKD zp{g{Bks{1!kGVw*gA-=!u%gWi83~cgkIYp_!-&3)N1Sr?dm$-iO$BVGp$@IwK8)zA z&`{MYzjebfYvuxN7TyimU_@U50&&-&n^d3h=o$(*t%a*~G^3=oY z1YsZshAmFU{T0f&D$Z6Se)c@vXm$~5(F#^0+-fbKC!AcS@J2NHTM#ejiwond z6)M1So;2CR2)HGA6XUGoAjM7!o7GTYL?;6Q5t*+sYp#PNyFtxw3^oqL0aXwO z6g0kI)^r2fxJ6Qyf-?khfDOcf+=54#H5-98jUC~m7@xdF27^Zq=m=oeGzHrHAHGiY z?ugIX-kAUC->+szmX?;@`|AyBWsUuJ)_8n{wc+Sxupq}!A%*4TzO*wp>67(plR5|S zv)!RHVV=uOZGl3lvfG&Z{QaWB-@Kb0NK~Z~a;YqAp5QY{%2d76*2;=ei%)|&HvvW- zo*_H2qE$EJvVB3u==8Kh1`#1mxkV_3j@a@vi7oIom z4ywHP)t{K#`{<6NqvOcP$o5othyQEG4lm4BL6r%b;OER!5m8Y|v+zl$;yV%&xf@hA z<;~s)X5JgM2Bxkf^(}j)g;UWH5j@~Uo;|B*Y4KZiG73Z=2ofO_kdu=W931R8RW~v^ zs=%EyZ|0@Z+s!!vGM@@x!&{4)5=_uUv@u~fv)g>5x~L2d%*UJzOj8xHrDaoTY!r== zg>(g{<0`8Vh&lLP5T$LV3vXg9;tsHt4~)4VF`Honj#qGV_%+5NGJvhj#0*$q-bN4z zpmKkVv4{$FU~Er2?QUZZo(c$vkf_D1YsikUG8VNGy0qg6AfO||7_(*xu$598IQ69+ zD*$6#P%p)-ISPzzl#uFj*Kac;tWuvB=wsGg1KO+wM_k3&aWV-E-uGUI8?)yB+3P&J zXW`;fQ(tdz&RZ`S>&{cpRF}nd`^hTTD8`6>lii}BF{yp*D>5Z1G^}mjT3zdU{=t>o zwm114i)}mV_&BaEF08jEQtS+DNBjQ_U2eO3)*l)h;VFA`bSLIX=V48jE02yGJpxvw z$6oP=^I|qanV{2NPrRjfDd{+^%UPt+a#FA+)_s@zQI0bjJBKwY@V-99Sc5&VlOd6xyXY50z}^5nP7*bP!Q+D<4&^(3Ug5_$ha3po zOtg&{1pihI*{M1eI%JNvnt)Ic@8!hYWYMwfei~M6N*zf-YuC*fli^(7U(cKy<$8#p zsUQ`p-V0~$cBo^w+!^nGo;y+q*3}VRbP)@H__#iU;0CcV-qu5sRqLo31|mw(-<3@3 z1|x8Qa2${I*GPQuL&G2@YZ!3|&=H-*G-Z(GM0^45<;3?v8IkhtN49`H`FwHUkl5<( zggSQq#kly>nn_;tf~9}oiuMDn)lbArSAE~2BZ7*Ku6SyS+3#0{ykuS>o*^%ABS{~j zSx)rRg+Ja3^5H+@9r~h`r-9idYTy`z@5nJ=Y98#-%FlO$>=>6J1a5j&_cbOiJOg0L z<+<((8OCL3e_;KZq6WUIVAc)`rSqb3ibOgq*;cKULCzhlv%C{IZ0( zRy`te`Mk{X5+sN=W$c#gBi#?V2kq2*DFPk}gQqkrvCM;w1s+!6!{G74^fgzpp$|ys zdo)d{)m8{%SH_Wpbl?DDz(c9oA2kQanRL+Gg+#Dm|N0fXZT&8Gma=OmY(=_@j>b3` z*$!DrQS3(LeApFXg98!AFOkCkd}X|oe|LavtrvTteyL6?{o?v;3zl{ zZ}ETw86Z91F1@bwB?V5!5&>~Uz+54{%xW_+5(5vJhQc1cCBqx%obO|z zb>ZEREyl|JjVjPq2Jmc3hgQKiuyxhQ9gU&Li6LFr2R%Zp8qEN;;0Ns9RTCv_SF*}~ zn6SbO@H5%{Z$mDTBwq~$*ljF7=W_w~(}G?5C8KjFG;>RF9HB>ReTlrkbH${;$YIUQ zpPHU7xf$@u6-4ekx}0R#P*r@EUk~0L2+g##C{eq*N=8OT#_Rw6M2fB6YYf*E0#AIp z#5#bxiU=6d^~{DV1v^I1_vI@jUA8&dD8B@!aBAo$QYL0>i*+ol&e0I>m7 z=5&ynS~fa*WD{uq*tSLE)qv_GpBJ;v_V%cWQ}a@i$>h|OZC~o%M_dM$(u*2gY-m0{ zi|ujma9xm5d&BqJ$_`}r5KdN7+nvm%rKO;p%^9m&h?3xwA)CO#hW;c^PL`^kEY~F( ztC}d?*vPfHF?_nO+Su0c-9Bs_mWu44ss@O`^I*okxTxr9%h7TVU*mdy+SB6&hKpOJ ziR&QxR9;I+mLfBuNzh%)AgEFQ;4jMuA z{q17EzIA1jbcq>>V1>-?rXa3OE8oKUVSNV&;Ey9ny}6C9aLg( zK0jVtd6hqgH_ikLv4$HdKw)=Rf(xatm7dHQU|XE!tc#7USD zjw5i-;cK@u;SAm_y0eB64ra`fBA{x#fA#Z;GpucNpt8u9ElZbxyrnDmcbLKcu#irjXEd#S)VaYS>hQk2ZvUf$ zTXA}H;)2T2amC*&$DMl>%n&88EAe7nHP-?@=f@~lK>1|;G!`1LT6B%LBU33F&5J9)l^mtx?LHaE!PZogN= zFwc1cnVx12AeMkQX$(Snt*pjZ5(FXudAFdYz8+OBu7j|bC7DLqw{r|AKpiMz#9~7l zdfM%m^wrZ&NE{k{oZk7|NcGWr=kwRd_e_1O^22s|$h=#V+kKGx>~62%L#~lMlhDog zbFyQrHlwdetGJgf&IQPf#MA^34~`&2A<7@O2ow38V{wNh+-_$`XY;%u3PAIUb|lGo ziFtl2+m5Ld>qMe_CpS-LHIIH)2LxcZw(`6ONcV$i{w^NaH5Ld#zyEUy-KH%&&yEv^^$9uyX?Y@cxV zR0UU8NrlD}Jm_(8He4ZxJjY9D(On5rc6UdmNADRg7`{t5oc%7gTiE^zz-pO{J0un6 z7C*I@0_5n9KS0#sNw+cn730 z7r)RI7{nO*$-HP+CMev;I5@BN$0h#?+$*Ury|kV82)+fSwfct zHabDpAg46yHH6L*I!ID`70#Zejo{FzegM@Dvh1wcETyx6WK{?sSH(y!v?}8B3KVEX){Vg`IEB z=H}vICFdL*Ojg}RMPU3ADFD8t&b?tO5FLT1miJtiNr#zFo;h0%7Q7a&+M^5CCjZ%l z#cq?q@aT?RCBk8hve`bx*Ehc8l2KqU<=U2!F_kgEk7dqbN~@s8rUX!pQXy9AJs0uR zp1hN>4LHwfwylTV^GnIeSGg6 z>#0nQeM)7J*I`rzE2w}&RekFcA`tQr)-rw(QBeb3mz)e{)t(6PVS?IJS72{#yIF<} zh1UcAKosatn7)?BePxV(r1Hw^@M#q*gaUXf1tA5XIgpD<57ZK#y!NY?H8bC>A8WQ? z8FqDly-mWw*cLWHDt3ww%A0{Q{*F;Q{$XZS>er<~y04JHPjyP!^BA+WVW0No6GuWg zxPRo(zrl5QiJ$`hOl9cs8cBk^b^Io_sGwBnC`ZbXavTe&B4^{lT_=YX@Cl+swD*bE zh8GeG1>8zlWX2`F2OgF0)VqSA697tN5+tROxWxA$fT+$T4_RW6*L@&}MZ^um>EF)+ z$g4%5;43Bs#R3?2-(elo1&EOX0(>piqcKs33A}Rb_&C73z;Jzmfa8vIdQ4d<2S^a+ z%1R7IMu45|-HjBN#1H_XEC?%wN0t~|9k2@otkAsh!j!MXO32QL&mHQRMOV-Ti|Fz$ zrsRdifkcCTp=a{{DluL2WOuJ%M?$KFlGFwOYK}rK>ihfq>*(mXy1I&=$WOaDI5>GJLT_7-efJ9PngJNe2p;xV=O%$6F7m%M8MvPU=2J~aX~M$4 zRwNGNWvRqlcDD!DtoZ7M(q<-SrKrCNJXNjI*CX?w`NPN-ko#5X)|Ege|I+tfR&A1n zdg^b-v|9rJe{p#9>+9~`S@{hq4^1NI5`WRm1+TSCv8Xqq=nquVm5sE<|VU z>H@plK}vc+6*&Jx%B^6}#jR)n_J+>c5ve!X7+k2r){0mW$nPfu!- zNX4zO|8- zL(~8xl!xrQ_ahMoSt23pRfltGr-stfK8e{6cBi(hS4-}}Mj&QpnVvSwsEd{jmZsoo ze4cudE?a$d`&WvVD#bWvR2Q*)c3$5t^lWVl*s?*VDqcgXAt&eF=CRk|kB~XvgBi6n z5jy8iMn6|(X6BwGUK(23lJfEcgDNDF6kBod)3+YAG`OH`FzSbdz$cT+ym*MLtZbYV z0MEsxrF!G{A{A50oA)QL+_+oeeX#lA!v`{Tv4=AsT#q~pD{hbnAzF|U_9Vjm@_~wi z%dM=23W!8xN9Th^x6&egZ6e4I99pGt{B7r-0};3_M{)f7_!s97RiMgvXaxO6-!BNs z77$irxQZ%YNkg1&*YfDbpawHZqiu!-)uTdXyEPCIfIYVB zaDd=#l52AWKxE^un(0=FM)>O;?cfK?U%SbgcUr0C=c;FP4v2EwS17)F@CwdU?9N6Y zQ51Djod)t|UYmDQ2YOGUjZHx#*OcMM?%uc28ch@mzI-=Tz}Lygi}oMp<1?p)wJ}GZ zin&QtgJ(r``9}yO5#aPh8f_U;90z3rNzateS~+TXhJ0U)(dL0y{?>FM(qIvx7Z@UooOBgMEDI;r)GsG)q*>`CTW7m^ua6yT+xb)c1(QWA07nBBMiawf?BfkPO*%MPSe+`|b3H=T z0oTXio@BpoKKpUa%~OUf3oGe(t=lh{*K=j65{YyKsM?X)#>BhS|K*I;A7yFm7*xEZ zXAts|*S0o)LgzheFOQaXGTT~nD?kb0sPxYt3FshoQXk7=iU|^JFk}fFtgM9gqM`hi;F4ylPev+WpX!l zEHS8c+lqN=bnmH%TRR>|4Bc)@8zD=18ubL?t@no?wfBO1y-VeSmr)?5sEY@O|7U;N z!NeEJ){E^P={Wan(19Am(^gq@PY<#O^%fvO5Rr(Ftq37EK24I$hC$D{L7@uX8-(Yv8aWQYQUj9Meb5$x- zP0ya#bCvX-D~lF$O|1{M%RjcLsm__M)<5()-Xt>GD(7rMm{GVrQSO?LNjo3HmkwuMBzwLUr~fW->xZ{C#PbwPrbE8vPT&59(I{E_2+`e zmJny-_unINzZ7hBWTI~Nsl%6*zu<}Sfm&9o&80jUK{e!V`AxlkgprGgI$Xzw^gXSCO92?w3iBKJz>QpjZnm7$YG=s&m4zDEM^}TlT!? zSSx~%O2E}tI_spUL4vonL*MkOS1BdcFh z2w*I)GBT`IkOL0Tb>Qq9wDnds#uHkmUuLx2R21Obg9m?X*pK*)08>;A0+7&}(~}Kn z-TFsge8VZrA5>X|pMpxVL)Vt=X_w)uC~W!sO_RO; zPF;RWWjbzPdYZQG>NdQDe2Ou~3_A)wB(WdsUAF#?&zXR2>)m|P^=)T3XE~_0vaw=~ zVuBL$pvtr(iIZwmTU^boflb3ALgW!hOAs|&9S{q@quh1J#zYIt>|3r{4c4ui%e8`M zbfu{iLXp)V!dA-`ms`$inSvsyx9aa>0l!?|&nECr72hpVWra3*kf*+Ajm#DNR&>2H zr9aC{wV2mmne6~g2V0RrtG|))+C#UX*))e6#xJW=$q2za1Tr-~%1l6(=tdGvo9gH~ zRUB)8K2wn1WLIyWl^JsEZD;&z+~6?Y0%T75x)1Oy{Aivf0LckfOSrq&0g_RNx_S_v z80atD5y^Hb2*vU=f(DNOGS>`DEjfKj8pV%6jS|rjD#EmYalQ!-?63n;gtN6-AS*z# zA@R+^6=Bbm)SUcWyw8A5=|HO942E{9$o|m{M-~GWi<#4o{bEst{sdS^Bxv*Kh;!nw zA&^a~ZLsf9=rpJxW@v_n4?>$%&rGnephBS7NVVXst7!ZE+s?_U{M6)dEU}!GpIh`T z6woP5ZI%<^Z576~ZR6wPMS5%16Pr0XNyo<-rKLMdG@ln~v~)*h&5DNK@_+#=V7d25 z%$|_O{Hst%m>WaII=$;h$GLU?!sU=A-G%#{pfJ%ztk|Busr?gPL(rLGc-f&MMt9jY z-GY;vcCFDiht85B#`yhYmwk3m?tOlue>&|7o=Rp4T9ynzL6b}VfeG)j-QE^;$xjC) zTDP+BUv|PnK?g$Nm1TVu^xr-ARuoSUH3$)5RfvBCg>ry8HuTxLei^biI`K$qVqIUH z0rdZ8BPN^)QfeeU#lr$A0hBaFb`Gnn;$$MHHJElRLEv3NccYdL<3z7QKzkR{l5`U_ zjH_yBXc&}w=3`U{I{|bqIdD(3#_^EFJSE>%1pp%DY>GnWTKeNr`;k<<3T<@2L^3K} zTGv1nInQySojq45cmOH-Pxmv49buOA>&qz6MjjT`*#v0oe(8(T zjj8%4E7(DI_z`Azq(8e5W2-;`rOsX66xXv;*{dOS zWVN&0_hhtWqTb0oHF3pT4tpDp>2x6}03P=Q0NKoa#uZHC4Gg;ByP8-q@hgfxT|Yat zv^FPO7NKqit&j`|b=LXL>CQKm9upH2*Sf4Kx|_GY_4wMRSFWmDyqHpYvKZdJ7_Qm$ zb+9||fObQ0Mg}Y3Ey3^Cy=W94#-4e&SMD##i!d=sJ9s|;n%em@nS|4n$zm-DO{aSo z;*zM7FqejM{vnV}Z@8gwM?UZ)Zh+oG9I`hvmSI9~$g>d4F7@9hOtUFKnfo>5=H}Mb zjW)g(7ZPIW`IX^5`}!vLsifk6X(n!!TQP1xK&1a=Ntso%9C(Ai7uTp_UeW*TiDF)~ z%Qya5YbfzEErd+LC1Xu0iGNbC#-X#xCBBrPa~f>+qEDFHpsd$?;o>z8ln76C(b{Gx z|2$ecX{Qp`Pq>A}oR-b})tmW`n*q+A=)T!2;_o+8oN1qpKMXk{j7d{n)O6lopE#$c z04}q*WNowDo1f2y8RFRSUkn#n3UA*Yt3X%(pV_jx;aBJm&$j#-4BJ(pY}Zu#RgMyU zR^yJOoX_AWlT}9}ogvmIV%!p4k-$2Ma}lbsRF={2x@7`5Jy-TXQIH6qV^5pm`enIv zIG85z}HNu!JT5B%s9 za1krMquQk+&QN^zT;>{iwh|s}J{`1ir(-&189kd20sMDUgt>Pb=akHBZ2A{%y2ro1 z!Uwc?IA9)YEArodA2j!Xd;JWXwPJXhuiAAI@RVu33H<()_{q9O<=1BQ$Uzl;#~(Jz zk<9l1=R_P1avwo;c%tgvP1g&`SDw-f<{nkG&Az*%CZbTblWCWsi^ikn`s#^NFmAB@ z-q;g1ces&A=Dm&XsJDU6@lddqvK0-$i0f->G+FC{oXQt#t##*n<#ZbxDFFci9UTe{ z@+`5wZ?w?tKPM<$5(a;`vqE3{{^)A)J$dcxp6o8j>S-jCXwHa4!~wL*60QDbiml7w z4}k`e^ywdvy#n&NPc|zM4QQMKeMAn5zliaEJ-t8A%eN5{VcKjbVxp5SVDc9($L93% zH{=Wbf$?qST!Z#Z^pbEuEm=hb_LcrA(_B8tHcVJ{ia)hZA?49Y=kf{l*=|%K0PzXz z5!LK#-X5}K>b#{5r>AR$2Z`O!t9^)Wk1;(4#wiE5?XX){sbe_;9!1;T*JZZ94ji7p z4foe!U!lMNAgApNSL>ZmNeCsZnp=axaO?d7kP-Ty7mUf{yq0`(kN%UU3xgk^w^snX z9TMo@h1Vb|6@@xw!(~t(gTX21gHu|5KUmxe^dEq&F{8Soz_-CzL;lmZ6uok^ktfP} zkF_ZvL;wO15we+TvCMb)=Dohn0lMo%Ks#I>Lm8NP+w6(*j`v3pH8{w@6q$_bYYZFu z%m_3+JY81MJ$xim2H*@vHqf{OLF+va=vLhQuuF(0KoMYIt&lkW4Tg1n0EW{{=}nJ= z!BenoO=PETs1o`Ru^@b)hUbgs^TiBOXo7sr_4zFa_&F9f3K%*{5!Heb%>fY5%}3hg zm^FIeTpeivflwva*88N`e37pRTU8|MY73d#V&hPoAJd zEp!`92ga9wbp8Of@+;{*=(4HrJ_6Wj*QPf=968H`M2G`SA#UtYY>u#*>(o;ae?r|p zkog}tB{E0h%x@TMI5pVT$oJ%?Nyx%R7FN!*w6vbbTr>cv+yVaL66HHG%y1Z`5{5BT1)TRu_6b?t7@mI} z42f+}aT{L_uz_I^p>B;O%wzk&dG;f2@?MTKa)FV?r2=P+HG2bA#=GNn5@s^y7N930 zw{^rZ)+`CES<+Ho1tU5Fytl$pAuZa2+UP+@%&dHq_m2jls=24SQD_gch(>nU_Db!K zTb8#Rug=fU-@~P=vH19s#;NJ=xMg&$V({fUu-i(2|1^8{5y!yHb7_5|8jRzg0H(LZ zs9NE?w5TXmSDGK=M8p+xh=s5T=IFcH+uF1&@FkPV#b+<<>^ey)QZe&CNCX%t(8|}{ z12Yz-rj2e^R&qpq=*7Y0pv76!KeLRaXz18MWs4qKY;@c3I$A=3QF_a;YkineAw)J3 zIor9*l`vH8to7n(dx@8q7ky(O`zDxd+|KB&+J5sltIY|6oPb;24>0KPw^{&GzcGyo zwMMkDoP=PUHl8~b+$hjt-T`!QVR<=!@qh!SU4r({i|;D={imx2t*IaG1w9c`zlc4m zM0YT1wsyWrw_co|Ea}Gsu3B&Wfg7f0jA%XHNei%M%4|xr<;%y-G@ZLZbC%l z^Hr%gH#SCuT*YqYs~0XSFt6Sh5|8zc~RIwT$h%Y%w_Shwzn|S zh7j!ySdhOUA^c6#0Rv1RW+npPNNiWg#Yq1N7~%!d0tJjeaf2|%9TKU4*{#p~pd5Bm zkHiSj2QH*fL=$=0UNZ+xw7GO@jDUX;o0vfW;#QERTg8Pj4r#~<$~SQbA!^L=`2pG%@?|J~!?xmDAnqxrS$@$PANm>V6*fUceGQXV1#71TdLH`py$2WJj>Fylb;PLn8 zOGySAnl*4i#6;6d%JCzi;XnBkiY?xP&M+XXMo@8;OM|;*ASwBemKfpExy0=18}m1e zgYFcM6mw_=!DT3Xjt^!A#TxIKV&VwiZwgJ%&qa-;3I9yn-^1Pzv?18vxZ!^oc=zV- zE&q$g^e0K2GLOFrQ@}AA8XG13E~=adH=21MJBf z%8k0S3Wh6Hc{}&U%r8K@)_Vp;CHP;iQLw^nn5tV^&Z~O(;xjuhj+8$7*J*AsAQSd~enJyWR zs%+7cZ91_hV`X$yRI$uO#pNv@a&kU){opIsIhgg{avd`**k`M*qKsp)Ry~hET=i0|IUqG)LfL9JL(tzl}=_$6K6EG zzcJP~c~(%^IC;+Xuzv`8C~?h(^-(R%oWf3c|b z!D`FNW~2X6kGXQF@i6S zYIx@f`rBP&^9jw>vJ#y+?PMBvE4}s}haBr_8CZFRFXoXmiWc>xtZGP~>GCb>>AvZc zVDS2#Gk6Mao*FK9cNtBf`}%L=)#K)C8Z_`H`4|eIKft>fXzH7h&{{7)Og7;;v%2?U z18!ce>H$!ovzvUrVv18_4#nvbzke)q7{lp2?zvvC#8%Tz(@y_FF;NqCZ1q7)L=Gd| zsMM$NCy65M!z!Gx5)*Zuu3uc@-MUkE1Y5Bz+P$}_6M2Oif`U6_F@wh@mr zLgcxv5)Z(R#CnhU`8K$ydOkIGu0KlymxLenjgH9-bYAFR@q|~WzwR~9Enl@tnjRT( z-R@%Vxw#4E_rwLJ#>Y7fgyJWLJ&gDIK%6Zs$c)p_0vAtv0a9nos%*J9+xn{G3V#y& zZDPV#DE{*_yrseXfK2vlAU>Y;sZU+QB>5t$%u zq*=Bib+j1o{H@H#$L#&HoarzYf3nhB%4(4b_Aw!JZpr5Fn`9S7N`?GSO5F7oW*NaS z5PSNwm*7jSkroYn%EjX#TJKJ4x)cFXr`fyW*BCDr-hThMRh1q`M^B$bFndm|M{xJH zMk31+8p(jh7wD~j#ZBJC)a36#KUq%+%oTv}gj@hfZQ+XQ0S46R0$!nrg%gZk12FU) zfT6$G`QDfyRs_l*y|@GnfSrF2Xo^FuAxTU~)dK>!l)6D>2PoJFfMW1LuFzvdbAf8? ze`;{qdb@!ZjYtHgr*fP#W=&dv4(S*yK7^pLSvKe%>ar?{W7doUh%)NN?U_r80ZhOZ n#l5A)toapy$p34vbHPx&6mpbFy+39R2GWbnxwh)!I>-`cF%sx}4BqL);u0$G*AR#-;X2Zjxv1tW7JhAZ)fv@M zr5lsP&CPt5!J9cQr8$>DL3;C(&C&KRP-)M9UahYon2%UPeIt=z5&yhY;OWhWE+P=x ze_q{q>CGgA(R5$``}Il895S5hpBG0e(#fb}HcRAxL*R9jkC$zg7V*==?frl797ZHQvWxV*LoM^|9%z~@)GQ| zUZ`mwT;{)VF8lWWH)CQY&r5TGx3SXy%^9=EQ-8M6>1Q0fu;addrex^Xs3@Ddl~}fS z^%`v)Q~!H3FWi9gSMDe88XP!nW*aptOjcG_f(cojS7OxnNeBoCG@{P&|C@+UiYMKw z|8$KFw(SFqb&D^km>dzTOiT~?Nl5-T8ZusK=QT&6UXAt4&DorumR69#R{S$VI36B~ zHJtLlhxIDG|Ep5TjI6BXrn6c8jjSkCEVA5poj(qidd~Ld=CWk)6iK$q_LKivQz~f) zn1??$rS)h&fr-)=mcA|9f)KqJ&3L-z!#-yAhVAmKtgL|)ev9f?Iwkd+OgpSf|Jzm( zNJ-NviJt>1VZgV-?x97bkKoA}ywbvIa$nQhhjU3sB4piE|QduJUPa*LK{WZ)4S}JUOljX*8CD!xW{{>YkF0$NuL8yt2KNh)p<}9XH9(3_R!v8rXxUxv$ zitx6tu1l~RKaFHaYqQ2czq!2QtADm0M*z971tGOQ{9W#u7m2IcCH#?t)EH6!$NvTo z(183I57=?$`geI-#UX#x@fOP8|MP3F06G!3(1~Kxj(T8wg=!nu6 ztVLobtA9{2&uM0dnghp z1afWm*ehk=X%tBJ98W?b3#L;x8J#Pnc?aGVyDH+74kpq~`G6Ynlw9J4OzRZ%bZ;)) z%pg3pN8*;n4u!V5mS>~Y3uTNec`VXX6BG=SNaH$M9A&6hmANmcx>D4EdKcXxFKxAE zg?B8gwj@3pS1j};II@@z?z0?(eyG;gkmqGr_o{OckA#t`%AcwA_3&?*nJDbhN?$!w zK*8Ag>r$BlEfhzZZO40RDXp0Lr+TMwdHKq^Zp9B3Gwkn&4or~r)t*OHM~DQV4|(v2 zr)y%ucv6w77hAP?XqM2&be^$>;O?Xf*1U6=G}d!FQ9aw8A)j;Qihwqvzt(H=+-HSF zh`feU6X`Pf`d970RA&!F4nd}5mBCKnn*BopPfeM}xxQM+q-Xrzlyp|E>8rzo9G{CERna zAIFQ|WoBkBEiM)}UvBQT+)<=n;?A&I3jBi}Jo{l9uk=nHaa&G!=4F`lCvLDGg8D<% z4kP1t2+5$QzUJ3&Sk;!(G284@|R#g8t~!;oDSF0JQM?~T!bZ~Z({c;Q4a{1)qW+sK)ZAv z;9dJOhP>}${L#@jxZ1A37T6aFrw}xE&9AKd)ER&~@hC1L;`I_{BY<8w zFlcEoHhj9_vyH4J?WfQ0r!-VlqT}OhKW)6>nIO^51PE$vAVphE&5xDO%*-rK*O^iG z=m+ss+q@{+@-~et7ulqL@A$fEC4~Kez*hg(QQvMHMe(***iP3ui z-sFNO!ZV6S=^F7nWqT%Au`=~?vs2eNNt)^_IvL+5blbV^P*SPD&@Ag3QSH1Eu65c( z@QAO`yrPtZ9$%evTTO`v7JY#WKLi15v7S&N35NUv(;va28`IBbVS5j7Mmlae68I?w zPI{+SI^O&CJ&-Rv{J+?M)U_=qBD1}blSV;6U_7TbWY>eE?+WYrL`Mo>3{}L0$L&!X zR1~5{)p}4s;OzC^!|;TH(_|*tclzJq@&eyJY!V>_>Bd%P-pd{3l~iwYktjfD=V`opC_Tt75R7F)i;GsM0P>TdM@fJl zKqCxEASlux5pGcz7KrpEw*+_Shb1*koC{gj(&)@%LQBaFlhj#F9_;sXNMdL6&FS=$ zf@lH>9*{T!_Sun=lpv9>kl+pOHzmuFy>L=) z#i)s|U*X%)T^6BdN7S%$36N-r*k-|O^|2v6;gm{BX)~EUf1;x=9J_dn9TTv^7e@=! zZKf(=a1fVVjc0cajS>xOZ!h&`o-?uVHXlU-& z$NPbLO57I~`|o#$$`fV~SJ1kncru|Cpq|{IbHS;IFNTmx^>804@2Iu%lg^eFjx4g1 zuXb$woEOm#D z4D)q@D$LTXY!ue}UC@Q1>txf)llU$^e%=1YB2v=y?EP3_!nl1i9r7G(sO86JwZh=HMQyOEoxnJ`97hSo4)F5 zenh8){~{K8O)cVffL>aE##RhYQJRh+8TRe$mD@GvfoBpJwxPo6B) z6bOLSM1|~epA;ClxVS8)Dj{*qdAaXRUqK{`an$L)bePjH-#-l$;3(~Hr0;!L(e<@7;;I@TT;q{d(}b+wB0(Up-ou%mSUUbt zPd1CQIO-dT(+uA#;~fXBrOA85A`GD54YYfjCcbsA!Xb_6IWb&Ydu$hdwKE$W=>O%S zX1HgAnd;cCBsGTkKu8du&Hg+d?|>_-?->Ymaa80>ZV5@@iWpSfA=4e}vBE0piYg1D zy=m?|dyC|wdz!*)?mopEw!OHoNY#t$6%JAo67N3G*n?8HQE$IhE0?3|+~@_R4g&b@ zTYXX}r=Mq#VtSueseapPe-dMHcZ4w`?K~Ak$HV@$X*uHp)ljZ-X0zLsU#7_z*uhJW>J1N&vk@tRNyA{WOtQ&aN%7>XSQmY0}jT!pSU zmG9rcli@7afTMeY86&-S^?`0u?+?qdV^Rpj!?lSr=Y_hzRutZ`O?inXvV|1b@&P72zV9?8;V{4;h{weRcyEhcmQLFp+o z^M`9=XHyAv-!kyLT^3n`0sS=V(Ow~C>*`Y?}h(Y6PD+t;Sfcol%$J6KsZLBpA(CJV`8`AjvS??zs=5TYy{oIvmac9a*z{{TgL#DiSX=z>3gCF zdcS4!`x0xOA1+F(qC4CEY62@z(3XSUh5&X;$^}WL!~(^bECGr|DP)=AXXuHpPQ?S& z9AcHG6o)7$_DPsyPax*b97OkS$4h!3ho-GhxU(p27^rqtX4_%AKg z3~^w!cpch2?CdTh*|ttjF{vFPCzNJ)wwk3)f7CG?9xB+ec==(HQagVGW2w|V@ZxGe zrB>`9NoK5}V*Z3=^0|r%p5rJGHzq0JhX2m#j|l}u+feLCd)2|h2@Z%1KVqJO;7^dT zNR1W3E#0kYW zw*i`TneC#QS(5HCgXEl#81*vC29XO*&g4}C=SmMEdk21!)|kCj)17TebwmIvHO=kx zu>*mBBx%7@WXk*MCiS{86dFRCPD}WrQj&1fLsQpUl$<}z@oeUS#hA{E5Az~-7%#S9 zoLdF5!Yk2lg|7EIIy=QHm<;P^^~pf?vt`kQ!_LK!;22f=Yp|s~Rcq15kEK+iMHwb5 z28A%_3mY376;t>g>!sn+A+)9g5E`iW@px&@hfouN5YnepQq6uEQE3BjThxqIsGz>;Ll4MG3@>F(xiZ@OmC+RuMd7w76~ z?oKg$k>fK;K?&$atDZ77NkgWKXw>8?Z7p-up=)@NGZ?yx1AY7H84wiG1>sN}f^- zQO15+SmAtoxi!1gGlv>Mp!;bl-|@U->7BA(xKG|Ds8^Q(qjDB|wCNBDk?LCfJ6 zf>20ovHJZ@;%Jp7jPg#|D7n{`N*p_}ySw5NT{B_V-< zd3U=Jf4vm=-DNC8se>M@PHt?x1vw?{tG9acQjqd0&6}PKF;mBH_-Qoo??F|HEXJ9M zKkT+8JdZj~H`%pFaY64QZD^X8{R&}#Em>x-gfI3y@(9b!DJbYG9PW@WV9OK}8vbJ# z#ll`S$i8zc{#%TGoZcAFy@5w@#GI}N1g+;;e4(x5=_-}=4hL<26XDs~El5T}T!9I<_19Isz zSjwwBXr5~?KO3Z8f7Pk?=j(U&qbytv+TpBIqm8NPe0@D|E^2zEBk8Cc7MCpKV<|MoRl>iMY4ExRK|`qZVRzX+K0c8&QnL=zR+3dg zpu6ip2feH5P`YS=B$c=l8ROH;$#Y1`C@L6Fq}`7Pe+) zZ)^`HZEb&Ilk*Li8xymdj?(IL-E-EHp+*<9`kx^IyMKyjc+s$~8*S#CBSYHT$M#on zfAkG>BTOg4nq1CKw z# z*@6Ck&Xu&%V)a)-pOr!GTB%pp%Sh-W>emFq$XyF9lO+=}Rg+ zKN}GQ!+4>rOz)j+#@Zu~FA!Q)Bk;tl_sPD?_>*mNw>r@;!NEbZj6jc3AVIpuY$qmp zu9qpo6xg(xU(k(7nRhmF6CHvh4P`KeMLb@qqhsIZa#@($6-zj@LZ+wqiq~+&tP%qK#=8mKL z>S+agUn~|+D7oBX(BXG;Zn*VC%&$m5$b-hd%8%jeD=?&`!q&ZH;-b zhnOT}?~mEQYJYzs=g8cieVE?p)>u)8kf5b+PN#F*f_4(T)Teoo{Q*`IJZq8`hXgXZ zM6chs7OQPN+3ePkcd4b_D^{Xr=y@e)z1wAMJYf=7kVL3UN;++|+*{v8Akj9n(R5a- z>_AL6hQTs76$dc=_VnjU0XR(GS?yx(+ku9p)9uCDAkWgHtPqKH*ozM$oPtlV-wOH? zEmU!}7_&kaRR$~fX(KhM$0ejn>K6R?vVBjum;<}~w4_-URX2ned0`Wgpcx5kl1!4B z=Y|lIAgF?)w@suiW9FXcGZXO2EpsN1uGfTopX@^qpgvFX7Ob006)y}-;U7%qC!(>@ z@ehBXyCrlC55_FFpZldG)4B-q6yY9Kq7>u=r&HKUA??&Uk0^$+bIpWsdon!H5 zm?##tXdN;d3Dd;717&47p~M;285~%W@ztN_BrH3fvFOV7J92+V=BN5!JcDU~x-}}> zB&zL7<0(AW@OiJhz@~=(j;*QFJH!jqulETqrd^X$A6b~=4RM^q#vw+r`rdarEgfijK1oI7YbVGvzkjJ{7C!-lk3Z^5^PGWyj4+1 zES2XCZ(v{`Ki3N%~WMZMlcqlB^1VnaPmVQ8vk+PPy-5*;i;#y8ws@4qV(5G+=Obf}UNU zFNGg7oJJDZRA2${V}I!#`$tSaq#MifkTrlws!7a|H zFVzQOuASC{c=*;jdpQcJl$*VN4qvTIKpTdC_VTif)%1X@VzW!TkA)&1qrsnC{xaob4lFF4zb(GqGiZZ;)wM~F;-hQ4F=!OK<~NFqCPYG-#< z-N&^tQlZ&BzU?DV>nXC15%ni!%F1ilkL`v#u;&6PsngsXMp6Zn{2x7r+FtH?++F=- zZ-EXym#z(R%k?)V%PiYWv0r-3c{cm)oCJ`+D z6WaDydC(4R=!4KJNE={$1NGMrG~uN<$c10?ac}}ycpSDhjFcsG5dA_d%AYre z>G=3aTnr(-rf7EtwLAuC%=e`)K99woQ{gkOwL) z#ufGCIM$*kz>Fqa(c^PUKx0`bbslXG`|EZ#gS)F7(%eRyA6L6bEsl%V1soF+@d(+S-=wJ+PiEf1vcNK5DPi(XRU zp=%$&6u&rO3+~kakp!fgbY&fWm|uu?!A_EebRx6|-YN+i*LIGXIE9Wc5QR1gN|#9l z7DZyS`+-`;8M3cgr3rK*U88VveuqK9Gkwy6daS_y-d+)|;(JTZ+k@Lj{e z)(9G|AFe6!YWD<(`*u1fzp6D?Rc;vD&AzXSUN#h6YSM{(0?qJ>T{5jU^)_p6J2|rM0&2j;}rPUt+V1<)~Us9mPH}W@btUVk}O9`*g8yKL(EoHgo8e0 zhCL_6A<-QlgJ)&BI>qkV(IOI~p!JDx!`_8X0mbvJxhO?Gn68QjlUfG-W@@M8=eIij zo3Pj|VZgjy4TdO1cnSjDZ*4GbuG&gFAVPLLXgpK9W|nDK#pr9X@=j3DAIy3S1OCxB z<$AVVX{uq`jns2RdQlSw6{!SL9LNJn5+BwoHX_B5%za*#^%{NN*S|CDnXO+-mEwQN zS88^!NYN8^Lwgu09Uaz<{p?vAZN*!?dps@`{UK|hM~$jOdi8#ZuXT?YOew{9Y@!WqJ7<=ZIg9H z#IPq=63I@b{{K|*YBFS~!hPMM;W&nV%4I_1=X(G{geNOE*GXNJb*CCw*hFHcUMy%* zT-4uXMcs0lDn_Jme_9^`RXsa9n}oV-U!ILg7B2cXutYqOaXKhC3aq#v%`@-N4|5>*cZBLN$hkcw^wln`=8amJ+h#i8zf3#8kSmSq?J3%9rGaN zV%Z$sx=C|?_&kj{UlgV!bdjYD$M9eC@kvQ#*ZH_(K}6Y7uq$J^%zIDv;D#r{3q+S> z7(f;klS#7oP4oOhN61{bf0_3iMLI{RU#r*Gxct(NG4087^<~#cck02w?e!sp*;GLc z;k&;K;T9-#gi)hrX54YR?xw*S|-n%qeBYUHCrjj!U(ul*wZ% zl=__jg$Txr=V7^`sZycku`CJWhCNDgWN~tzRB6SfJb0}C3O|2gKmLec6|Q~uDvv!T z0}y|iybKRpP&UcyHh-$XT~0>TZRVPrq{1mK!yOd?$2@;NDp1WbISjh_rJnE}c*^&p z<4K;Ghs>#7Z(fODZwh)w3t7zyoW0J8YLaE${Clxm_tEytxP9jAw`HW~_2U}+Mpc0A zcMmLJLW2ieI^&O%CbyO`&SVky!q=7J|4&uuKqZ!5m>iE0rj3{29d;_2JeUT^<{pz zJbs&f-Dqe0M)~)Ej}Mla+1qCd$q9j~lfG=~poJ|yceMZg1b^ZYycCYyeOB|vW+=84 zF0y?Eawvg|QHQz2e2lup`@Wt^j?>~tzn@Pk`b3y71`#zqb|(LWM-kX# za-LfyC)A6Wk+1IQ<*U=3imJ|U1uqwTdfw)I{VG9?Vox5xyDrubt_p+;Z8$yk3m4JY8 zVP+D7^U^-YRXUH4?eQ;n!hoTlt?kQ+KxRRB_FAlZ4k_Z4ZcI)}J%8T5!nCbWJ>>$9 zA1dUD|61yv$W8BV{n&yz*_ z?lqRQCH-i=^T;7j)`6wp1?bcM5n*wlUVPb@bMw@cO_XeZ6Z7D$ zG}0hKf76b@@fAg?$S2!UtC_@NP_QJ6 zA4k!9#6}&x(|mlGK0wIJ_APu!#iM}5sV7V3-ozQ7m`L(G@Bu2Dvi4zvzDs6qN%h_< zE-EPWm~qmAtShk+lK-)_PGi}fuB;CkZRyX)G{?oNOsNGo{_&;jskx}*Q2iK7%JQpCBDoGaLub73JM``F?hd2H_yl5Igrk60HqpddR2-KkQN%m+l z`k_DLdg2%<5IHUGfOuh6VRGN_3JQ%I7LhWRjcsCU;V~eu4#J|z(t@QSXxJ2u%U|XA zKCSPA){+@%W254u-KCjaR#{mc@JS6_hkN@&Z~TIzeyS!A+tC?!sVCAkZazJM?*^no(F??I-E&I~co1hjHi0kTK z4lTgtVE4ef@h=)1uk0Cy{$X$c=dG`g>5gWl-$f%Uu;=c*fn+!CBSB0v*dJW;P>A3& z>g+5a>F>p;ml9va-$r8pu0N}-+P#<43pIE5e{UyupJ+A zy_@JA<12}dyyD?wl}DlOTKo9>!mlhOk-m(LflMiaX;td*U>3O9Y$q9F`StX9e=Y2cv@C)4N z91)rzKmT;V#H_$Xev}Wqht)Q7Lad(m_A&E-lYJ%0dH14RyK`nIvc&GsyNy7b$d-|L zop|kvzH1{D$M!Db@$F8{Tr*HGqG#_;6K)0>%1-w>(9MxgIKBCj6gb00>;pNo*v{$q z^1)Y49;rz+PhZx5Cu@~ z;iLqIzULY^Y;#ro(Hf#`)1!Tqp{vqswz`R(v_W)17OySoE~HG z?eOXitv(fKI7si!NFx2v`NK`Sx@`Fb_WK&Xw+ZEVP7e45eF7q5W##ic50cu1=5E20t%n zlfT5)B^@<}2_=Yq*6Uf!XGkEUXMpr6{G>cjj{$o*WCm&Hn4y$EcL* ze)(%eiPEW$u_9X@<|tDITzZGgKeQTsfr&uZ^`MK>FEzcB?~cERQ0sr*Ofm)F|IB+E z30dp(dROGOI`D3PtK=*$j-7%1ZmXo_mgh4Yo0{A1TuXq!H3(`fay}Iq%b5)N=+0R{ z4cv|z_&1C)5DK#hozJ82Psov`$a@~pCI4-(O!|&4a#4y)$m^g_a9F3fHFLegFCJe)$%tn3Hc;xVTZ`NwNd15M{ z?ciYs2U#6Ep~5|?mX!@6bf%8hw?G-#iWKoY@TbX$o0R+lo5y}B`HksO6yJgE8=@N3 z)sL(U()JB83Y1;lscsi5`&@5qKr}cfiy-_l8@SlnvvV03pBR{GY5D*9l{evpPRMMmqz^PRp`q8kc^5^8I!qCz=ApLItgi%oGPGPnndH zK{&Xr&u4+Bj!j)uS=puL3WJBXtMie({Ppk8u;hPSTcu2C%*%x8$75m$B9;%VS}*mC z@_Hryp#qq{#-s?o^GMQLBSsSwty16zZovLuzr=YEO`WfnY`Z4m(*@%fO2Rj;5?%Dv zJCBgJ)YrfRwkUJDW5RBK#Dw}mJ;yDYcfP%x}73?oe`}iq|OeB|Ioet9sOw#x2Vo&4zTR4@+q^-e&QbK$)FI&~%*oF$tkH*fn#;X&BzO9X?c9%1vVB5HR zvqX>YEiJ$E+t6M1p|0)jRX7vN7NURj%TgyQX>w1`-a~i2!o7Rrr*m&h59(T@idPq9 zQ>s>hH?$xI_;hoDLqRJgFjD;!4F$fo*WEbJ(6e&cSYr~eeBq(o^p;+DBrNq}T24GW zpt1N)uE<*&@Z46C22XUaR+i5xG>FBt3s<|lSIu`?d5fU}yoG(rSBL_+Z3XTbpW{8P zcblCCw+i{nPrXiF_0-U&14o!SgFNr=P{&!^$H9T(Dw&k)@o$(hIQ?7q?nLyKBPX;a z7R7ZtK7fu@F9y0OrRw$byMWIeJ|j+>Q}a*XEupCgHVZI3E?Rme^Jxb)yTcux9sfMh~>XLOdKEld`r=y~+nIHElbv1PU-tI3nW=gq` z@f~+F=4=b!U0bLXI_`k`R#I7dg>|U_ujfawQo9M7%5-&Uh@99C69~QDC-f7;qX2qw z1dY1eN2)TLrW3UjoVLwWi9LW1O??k%dI;8}Q^E-1qZV1%z6H`(`DKWz)i7en6 zY3oPX($x9{Ze2E;pnr1!n%I6Bm5cpWPKSH;p^%3U^Uifj=v8bJRqAE8|% zbUCW-G=clf0HR~)$m5UnH|}zEx$)Ef{G7yUPzaGzdxe|5$*1G2;&s4K>u=8-X!T)k63bkrZ#S3-Iu{ogYk6vo`Hnn09rk8t60Cw7)kJm5 zZl{`adkZ!KaFnU-N}WF5kZc0BJmj~5sHoR?zk%yC00ux~clJ%q)kc(&kxG8i1Xopj zJ?X~uo_s$i^&xv>nqp7b8WR`iaW?ZgPRHBIw}sziAURL1)XzC=&aIo97RL@k90EMH z+O|^^0_PWAD7q(m?Xwf{#3jb+Ay^94NqnVk%FeVXv=rOoOwih&@J8 zq?1!;8ZYKaZ92;f5+4^|X4wTf0z(nATA>Ja9JVk^wKO$R%`|4<4e*;sceZP7|M2Qu z6s~`Ofuj(C2IGkZ)?VB}_EHJ$p%2d2R5H$NBhwdIWf2}wA#uy6s#CU|=MuDwlA%E5dZ=xyg-!BltpnRa z7^lfx9L44Awj-96AMiSaqT)KDK2M>M=ugGM)CrIqRpA(-H}hYxRjeJPw--A6M-LT{ z9vtGrOCKN~9go6~I`Xk^mw7FJQ+AUCwpd8p94-d4x7$a-F{+sm6@AKvleCEVafRWc zy4{oWN0dNe8#ewq0B~;o6>gx;-`!>cf+h)*pvHiwF5gU0W1i5T?`0)2+yafPpp)PM zbvm?*)3KE02?D0k-ol93DDYd_BM}JtyggwHb|t9>u20lU^*SaKRdGdY`}wJ3Qja!E&Hl)5>qu1s!*kK5?bo7HDy-V6164cC$oorVu_y*4y+k3>N_nR2?<~0n@3wJ5`C)qSl zTIhj0YvBIUzNMx&4Is{0{}cha=<)%#B1Qs%)?4=yL61XeORd3FwMX=@9(^dduJu2o z;4j{fIIDPU0nO5d@8ETX?;6xF1igye+J^8lZm_+pCgVMQul={u*B$Q`_@*elC{-`8 z*9`A%xQZ#K?#I9RBiOEuYlJX){!){{PwQsEIXKY@?lS3kvHV9nPmf#2X(a}jnWDzC z$s4=kRa@8zjj6Hl`OuX+A7@Umw>R=`Lw_AnW;gpaeKZ3-)$!DqCT-B7AK)obWtU)L z)uN$AWOgTF7Fg+7TEVZvJ+7A$OjCi!pv>gsdjgmW5Xy~R12^Y_dg~$Bs%XoURfcJ! zPs{e2uh`s=*E5Bu%Iqr>pua}ci(9mArhR|B@$s*!k6E3TvgJ&(?dQyOD+3pXTkFfU zf+h5*JgMKzR$I^1ubMi>0Bd}Om?trd0u>DniiH;8Um}dCh>z3Wewy|CJ7&pWHH;u4 z5g$e&z;e>YV?y#bb>>w;(Y^1s;B4spV5z8@oltD^_;^y#SzbXVAsl$|WCM6n)eJS< z@m#^tRM)YUXi9Q;^=N2rld240*UP%K)UEL^@!BTqu$F)W6M7IET20)nwd`tL?0>7R z*j{1GbJFKf7W;gqF*@|dVB2TrlpyxN)1N>?I|s*Z`W*sgeKE#4cTbQ1IO13TCSna3Oi#n#HQWYm zWpK+!O@Iq<&0$maEwI}(dgK14h>4-Qr?25I;L@6tu}(>c9kYkeZ>I7$E>=@{+6X-t zOyOR~2$3w%3`oi210=oj3k@T$j1kZe>+6+m|O>K(?{UL>*RvqklzOqCtgm*irgF zH7oo0j%~cI_5HoNsod`fJHRnt6{pPma$UFIjuPvXV={ z=xC`{$jTRa3|${5mY7)mP61vL0bti2nrPLMrXmJCs?E1%)Dd~RcuaI7QlNA?$#Ax6P9x-lD<^o&CM@zOhb8I*PazDZ8m(ElR&_`IvL z`#$=O|G_N9m(=Ucf|B`CEgORzaGU=YTUemuqn?*EQKV|>(W!(){8{mtZKicRr$sEv zY1b>nvnSg`c+he2r~Hzi4>3q=s);~@+jRMJTFXkWP(re7_SARj=AP}FG>#j+Z|5EA zqhoiEH6}!XgF2GhLgFxq>%k}>#}0q8TV&94SUZ?YuWj-;&0 z(ps0!YaadOqg`7eD;Q7`D=I3AD$s)hPSxMp6Rd|ke)04;q&rmX4~AD~^U0X@zG41v zqyUCS-@zY)bFbC>iX>#Hr^RJ2kDV?u{LLHZ8iR4ht!Ge+v`)4Tmh^&*2noB1@Rx&( zj7|M{W2IXay5FDtpik>ee#q7P4X4oQYET8EK_n@--+N*vp>Br-mxp0RGE}uSn5?3{Z zC#`=UqI!TGikL{UNzJ3or@j!~8jFjG^Pu&n#EY@5+MadjFen$ff&((9+0E4cXH2J` z8-BrqlyN_Wsblsmd~Mq>Bcu1EP95!)OsNYw8 z=TXE&bo2tV`mK&iG(P2AZf$Mbi$MYQ!)MtGqpz#7mfdR_{L!h+S-Z|vM=iFh(E`K5 z`R`qPGEI+Dt5wEX`>_-d&mQxDf9kR0+^hIU{MqTMi9(Xvyd50@!A>EeIK)mnGsNJ} z2|#hDyED_47OLlx>!G*kZs(G2J8fwN3j8zmCj&p6s=h%wM#Pm+;sUSVLg%1Hy5`;) z=GMCf2L~OVpo=xgl+FA~#-kaPIi7@PL(8EfgX4Liy2;nm;8`Bnjt^xR`ldd!aKtbU%J<{OfpgYxlvN z;vnbd&)X5AUbGqjHvct1^z8@R@W(K%EJ(R=gqSsk6ao`$4N|mtk1#GyAdU3bW z>BxH!Rm*>?d=_;@IHdI^p0K-@vy}GJ|Iyx8zg5+>-BKzFNC_xNcdJM!64Ii8(n=%J zjdUyBV9_Z^mvpxXq6h*T5b5r2JonnZ@43G7FPw9pYya|GF4meo?>X)<#te#Uirsa~ zZAi&TV9Rcpo=T!;(bqk@9-$}s`<+4di2@IH18e~w^SArY1x%V zg)<9}s`8axacK?E0nsUnLXcBs)nF1Ndg_cY<_6rDuIxb=EbO%6(-wa>MA}EjsOPn8 z$z;K+tZmHF3oE>>LhJ28D=#) zXIM#cy$Iii3lAKHiWy=5rFQSZNRVVKv95FnUCWTRL-;z$@^n&{;~ie!9UHPx ze$;Go=jNsGOWvj!S$9Ky{MJ!+rJd7qvpl6_`vHG?auu-;>7h@A5L)E}u{uW!61-Es zuT<)4zO%Zt%;a8@^GVLh>+HifpZo?Pk52MNU?+WQfztua*^OA9Z2QlY^ThjnYEQ_+ zh^{@NIz*T(P0&4<84fM4<^R%o&7D(voZ#f~R`Y=16of@*{V8WNAKKId#KNSB4oL$W zCkgYCw~zIb5(a3c6i+_QJoJ-mw3tF%p#&f|T5j;^n)xjzfnr?32Cd23Hp32nX66?_ z5chhp0u+7%QkF;mgEB!j-h+3bIBVSgI};Oo<~7rVCDuq-{O5$PgZ^SRfkJ~Rz zqpmfSmj*A`|L5}#eY5i9)~JoZ-Cs|-zZ~I4M|>T9_E5_eG5}3tSYhkyv_*1NRIlao zxg>~hisC(Wcg(@!SZ+(TUFf9%WX=)f&!BNMG~+YsIM5;vy6IKl*y|#8QPa=Ib@TL& zm}N9ih2OQSQWEnqZ@%mLlMs}6lh7Qt=EAd`MuUZJzr>+wbUzAKU)4s*0^*@lms*-$<_jK9J1QKROn+k z>|b|E2~Aa){*=&j)I2}vhK;1;#IYJkVb^w6zuc%oz|h@wKDds)6#KAmY)!06`>@Jd zxqE+g^pjKV(sjEGDH@W)gwE$~vfB6=#JfZ#g!7+1`mtc8KTt3(ffq$fg4C~baoO!z zE|pZpl|}YaauO}omzUMaZyrAV(TeGL&#aGWVHq+S>DTS@rl@u4wvs#BS4Z{oxiL%> z5(W|VbFKZ7kP$HvwmB&+10t9ug~Z#e#v~5r7#)cQ5AopxrlOBC!vLDawJiYS@)Y28 zq6}h=ymn!j0f50ieE#KZv0q6;WDoT`y9P|O@|YiN*x5l1pq-uo zY0{j|yx9|WqRX+oKwOub;>Q8?$F>j~Z5{jLY)ZpjLG z2nUKuklMc%j~k?0z74iD7#9!VSg<6Vhg-iL^KfE$XVmwRurU+1=|~y-Qj_TQs!J4A z+K&gRH#aZj83&Xv?K>~sHrY1b)-Egy`DeIwp9Crsg~7PInfdU8uH%5(+-i{8vF)7o zs6a;XMu|Jpt;m|O-zJcUp*A+M*FqyucAd%2)F%r`HWCb~)nUIxxKoQW=y2-{6bVXwY^syZa5(8ba8}J2-e14SUYg`h%Nil8huxQSi_s6zj z%-{N;G!im!2D|kuB3BMAFCEEIVJ#xK*IY)5$&+Pb0-|I6nl1esTTekC%n66#XK56c zX0KyVkU#Gi_f(_1@g(e=hL%LyPo(o7gR#Xk=~sV`fZvj*I`~)i5C`c`p+wk{um5RI zv;31T9U8XFb~$qsq>S+KFmMLoe{VALe$J^DHfpa{!Br`q#}(j1(=-PwwZM9lZ9*jG z^4eJKCM6YBEg;muk$!C0I>wrx0?&}ZGw&D93sd@Po&Z@05md+AqAe1N3=M6S=95rD zMH5wOtGD0?Uyv@mI$F67#EmCb19MT-KjBD+RL6q>_En`= zmp2rcZBvK|hPGdW*K45@hH6NO1>vPRt`+{Vv>VZmhz*Ol=0#g3V)c`Xg6s6}`~JCLJbTOz@PrAC(8eC{k<}9D zO1v9Rwgj{)b<-`T=_-ZCXIoyDtWhc<^>2!U`a2po2BfOR#i^74+kv~S%+}+i@FDN2 zo^qc6KR>^qU?l`Nv21^$6Ws6f3y)BcO)>_E<)06rfObfPF||}iL-5qSI4nL%M1*lV zh&+@w!GXqQ!gpa|p@f~COsgW%b7vvId~in4Dt9g_&$9&&U3oUBysV?i0#!z2J7IhM z@mj6y{+j2&T+fHl+vIWFTMeDkYR23Yi$aDtG&wa*-ss|%z&MCl9qARspB}pKck4q) zPl9uh{@T^?g1v!>^@sSUqh z874ap>tqLNfa%W`<@5blVRj*r>waUr0_t$~xtN7-x8u{N!{5!VPBA%)U?(5BGY^8+ z?2*7am}lZxiY!EDo6FAQo`FH-;Q#nVAoAO{Z*Q-BW8W$!#cY#*#KG}O$@W5<+>VsI z>R{t|_LDA8&$VNjNz|Md+J?WQB?`GelU@)zZE4%bglPxz(yul+Kx&*^v|pxk^RQF<4LLecVf)&9Yzv*^hUuX})vGh_n`fTgcQZ@teDc3Sa^e%@X} zkGl^O{c*u9L2Bac9}oDuaSu7QkgY;%z(KR$m=GL;nCutD4KEN-)*AQRHyR6${Gs%4 zIrbfYxVt0QFaO*AFlbG&(t3x$FB4i7zrRtJ@fVD96TWvLKSe0tZ>7HN3~^v$lx&wz zEOlVTArpx>=g3@A@0Rp;r~ikBss}?~VX^Jh?`qVwgu`A*R9!3Di8S#6-Ib#dvMNAM zRp*C_)4a=nB;HZ+AEa8klS|RbImw*bE`JXMyTr4!BzW$0C7=!A6nR)joldeHUh(y;SGk2r%8 ztkz?UK!bzZ0~Te^Ztcr=T&`{>>)ZyaNSsBzZUFd|$Tfk{Ls5~_M{+ZP=MrG16SSPi zfQw~McJlVO^-70tYjMmEH(zo2`k0bD*}INQs_UPTzXA&x*g2MqoN!E>6Fjvas8t&D zkoC8i-b%kc##Gwg?}DyRqY&GL=d{ejMKP{?$R4H{4oqbAW#azTX89#FDFjnOq-j+y zA$K=dvvJ}X5$)fkQG)&PNrsf*mz%$9I7LN$-a6Pcp6($@WbU7u*890&LxL=>4`8)Y zTvA9G!TM)m$oQ6?T=|@}EW^{-x?MMvMYE&y%N^>UKOMTdYu(l)Z%b7Pox4FIvYh{! zMKKXqb~8UeA9AA%f*36n7PH_8WD92w6t}|e?$TvY2ayz015<6Zu=~}mtK0QgtKCjq zqH#}eM%yDsPF01x6gDLjA=2vF+PwDKGgDhzo|~JbHBL$YsNF$hgntcA8AX!;lR{`U z;|N+A3UV4(c{2Q9*&l<2=XcpOnou9bnJXd@yjlnfunEiXivcRWb?mlArTi9<(k{=Uh7xKSib0z5-L*+m9 zt%%9J9zQibt=4tN$Z>2Y`u;tia~h^MF4tE4$qqGV9HZSg^1bkr z5);EvA-r`PSh6KvPiA{yApYk>+@|eL7hdz2@SWYIjP&mosA9*LFK-*0nkd9=t@dT= z$Uk&uWmyXk)uN^n?p(E=Dao!lHw2!w3^cfdDlqq#GZxjJFZ7EnqHcy2-rIR@%3N~2 zo#U1V(ktu`Tq+3j*nX~;5c!xDaXj&Q=Zgdfh=a>9L0|D+g7O&%{RH%1ENEVFJ3%L%Sn#rteCYVUA$}P zHGaOzEbZJ#xo2Tl#0RO%t}=z8(g3C(LM$*~O3UQbn_8mhRlPiF6M2PPaTGFiSQ7MH zs^NlEj>Kk$;BNX=L0D$f=ni^)0|zJtRNrjtJB?Kb|97!;UfMI>ME2nhn%JMWTa=y%|5f{S{3Q`6W0~H?+XKy9^ar}Fv}d-;gxqt>5Vb`%#yrc|7!*9RVP{y^dkb{UeV;O$W8j*fNp)curpB zoDXm5@<}?%-rT_PZ)i#0+S*o8A$`vyT{R&aWkAh16dS8%lCbJS1v9XgM!9 z-WFWPc}tl|?W4of;fcP!b}B*R1Cp_?_`#V~=JjZ!NDGow?>GF%?fQ8)xbtTn)T9|J zEfA`gF24a?XfxZKd-<}Ek^-Dre?Krv?Q{ytJHlnuARD_FX(~A6k}gvcByW&ks}ke}tYctSu9Eoy z1qo!O#|@<`0)DszBehBdJ3nxpEEvopJ=PYvl;atcFEr3fJJnD5n!@mLDA$7AuUwj< zpJ@*`t2;C5%7HC09rU4Q^_|M^b_rggw8@Ge2Ua=#=GslUE3lqM7Z zN zFZ+NPZy~j&+-}&6n(ZoDW3kfDGXJHJ=+jF)a=A`usm zmv?BLZ0CObWb0)Fn6oTaR1Rir@C8!DpDMVX@?`?>iW3mj+^b)) zH{dg3R7z5O36^*@w-#lmrfD^D=#U(Z{BZ5AZcTLt;CzS7Kmsa!Wgn z_3^sve3FUfLU7Q6fItj{T=KB(s4o$44wJ|POLxkAG!hip@q5?XM-J;=5FPld2U%av zkB)EC1y?+w$e#Ck5Q{i|C>90q-muJP~^)ndK~pX#g8xvk?=k(WrAku zy^UjSv~W?SHr5|H_NoMw0k@-*1Ba#^RYuAaOnt}xBe~lY$P5sXmW7cch8EzK`WGOg z5Z;N|wS-}4p2phOSGfN3xw(9oM_tyZAEI6-Rl7nz8K8unQ10;G4TPn$V9*Q(3UCa= zdHS|75|-r#mlff4u91oY?|<2XxtW~=0q*W`dqAY2HDYCM8MC z^%1Vk*odl8386^dF<1_o%IY7=yDVidrEvIyP+PU0vxUbhu^D0sb z9E6M@BrN)r(U-_*1h^M=Kq5z>w0kfTK|N`q@ef;s@SwPGa(2CJWZZ4J;2a)#9Y|Ed zDfw@eTLDxeU8-H^kL1h9rk1J=&6Bv$j{YZfMCBk35VI!iFUZWyg!=)IT(N|NMC>E| za#3PbrOkL0y<`*}Li6hoC&$Z-?dG@9yco!Wn1rJ0I6TY+Yyg)o=JtiNURzrmpqd@+ zNt%|oa@nspQcB0n!WA3r!}KM7X6A(>y`IDhLce0Z2rg zshbr`Dj!6l@OY|Df?0L*vr(K|wgv_nuU=_?n>993s&sBO6+xQgK(gt8-e0VITlWG< zQ{rl_+A$}`V6Y`coFBQpLoRl0oB|XnI}$dVUE-;EFOuw$#E}uw!%36fvXR8DYHhKn zTTU=QsSupM_KL3#yv2p>OY(n2|4c@cO?#UrOW@JS1lB1ux1L1Emb+*HNvr&^fL!-Fi^pw+$L62gi zL$r}LDh^B>P=8d`?x~f`ks|IMhhHKJ0{T^orMD4RMfi=9OdRE5>deo6=QHX=DJ1-% z22g#fJ+y?x%n4r?o3e=k8K!`SvNRo>1rQH>iI?Sg1?0Xv)vnv=gragB93yd2z4Y8x z=EhmqZn_XyVBn$C6rGIlyugCP?Dq_OX@LNTH!)zt@)6ST8kg`K@Gg}~0f0N2$_(yT z=xJaI2A%|z1`6l&xwIzilZZ5a5D5KnuC}eu8g&gvKhk6dGbL+>4Y8MBQG2OucXRKx zo6gLCF2RrmuZ#G;0#w;+evP7Z=k_lS{Sg$T$dQu{^Aq~tK5K^hOR88~=BwZRZs*@j zejAOe(_xyBPMlr;d_?i5#n$xMg1rIad^;;Gs>7%sxP20wL%rd%W|Z`6k3$`vVT zX~(tShgk{MOK_pcJEEVkVW7XcksyAsySp*j3VAkRa3C*H+X)x^bFi%U_by!80)9Wo zV^>7cg@y9Irzbi)oCGJiJwS~gykYtI6Kq!^Wl$M##2&fjVTy~C6Mi@nbSFo-m2MCt zSXb79m(o!vlF|M*hKO<7Pd4(Oeg@fJ!0bRs$R&|f1m7|-vCsfg38;tu9*dG>vE-b~$!GFi^>7S$(<9c? zj{m7&b^-!Y+5Uh+FE#K@C}pS@=~8dB%7`4m*}u795vWo~>dJ!a^FPORknTRpeqUDC zaqRlvdv`qOAOF{Ay|1cDNN;WbG4k44inCDodw^)|H$l!cv7}?i0S3A2t@Yz7+{P#7)SbGWR3v`gl z#$_MhDIZNQ6dE}`02j}M-pIW6-{%@PIVG4{(%1zAhWcIEX@XCO*gu`5O0bs7B484N zCtbo>`Bap8{{NJPI6&@g`aSpG#(HYqMhPAAVhoUhd?6d+$nwT)MW~+nmN9+n2!1tcP~DpH-!% zKAYEe)YNn@Z2T+ADJCYy%NtpbGSbXjz($@HmmeH@JfbS!s#Mzj{W}jkJAD%R9k@)v z;_@`KiX_4{z8J`ZP5ZD;jK7)m#32&Lz{GilC#0okVQ&5^?*{9?uR4<2Ry54b&D~0` zvR*##zz7Aw#i5X!+*A;|?DjQ=x$$IccaRij*6AkeA?Lrpv7>;$F_+o|XU7(1b!XPW za5BerR-TFAZs5>>3?Tnk5b%%sb2LZtjc_mR0iLH}|3Y#J| z`I!ft!pq9M&#vu@<>sDgDYvw)ob60_BX#uk!xhribNsFr=wF+e$sf|&otr;n;6zOG zhykfun_koAQ7)#!-FeFPJvPSIfy2^q8zktWG+;#xX@rvx`ebb{E*kJFEK|!62i}iG ze_PJaXL>q8D(hzpWp7#IN2x&n@_9;1u|!+8$&FgujYmkQ z;?hOYVeT(m;PPx4I9*IPD*4w{iTd}bMardJi7E)Pr6DrUx?E#0QqZqR(DdYt=*deyg zQP4t{rUB@jo?mauU=%Ne?*0E?9nAlCddD|_g(|PSAe4gF zdc5Hjl%hvq*kScaDMi#0Rs2lsYr?+~|1rep^k@V&@s^er*pNe3AgK%V%O71`OTVif za&h~V{!N7jvSM!!&3F8&+KnEE%0;>&j+?Ock2~Fd@aK-}mQl6kG181sR;Wk~}-J#kIG89V5 z_wH;_XQ5{jQP77bAiKalN@PWu{_nRxh;$zC-0jFry6c#0@*{b5q#PWt`h!VX3-uaB z&H6rOyYgemHwyxP=Qak%Qc)dx3X9Xl`s`^#9cd|zsVpy!Cv6zpUPv%7Td^M4c}7ge znq5W~77Sl0Jd~Jd;sP#diANIO;5lhHwB4o6*HY+-Ej>Iu%>Hw=%Gn+g0dS|sQ2TEHEBa#(0p)4055Dqj0!9-dt!TcZq)CNhifDn# zJ@#LRRnBU9L^>Xty1Iq;nIN;0B<9^P&syiSI+9tiusl@cI2_c#3q@Xr>l=O#7x4Bj zzY{HP5V!^++7Y-X2qKCA{A;C#?IGZRc0u=9?vJZA#pb6+yP}bz{avY{b#NmL7<{F{ zy-SM%DQaqJImyE{J7Ro%4q#%7N5PZdEs+?fp+}(OnoWD1(jt9PEl>Rp>9b;SnXs!R zfK@&J5`hdSkX#%!Fima6>U)MxYlHkecElF{y3k`WX{y_%H-L$9D$wXKuNZai&P^q_ zAkW_3{^c|`Ya{*5tOY<5RI(l+j^6=`i!K4@TlK1J={sDLPGTGAKomSgDx4U$X7V~- z*x4E+tL4?b^)Is&laTOK(B{v{iiGx2T|j9-z?Fetzf6yFsGqW~b2e>G))bb(p?NSl zgri~SJQ&ZuMHffV$U(kM(lL>h(9L-S))7z)TFod`3Du5n&)3O zXy0+5yzaVu-$Wr}OK;ZLtRYxjwzVbdjx)jSEV z{g)mm2PJC)nXmPszY0Cs3+t#t12{|02WOb|XT@`G1?jzbk(rkeMkoGlJFp3k_TaKm z3}^xMy+9_WRJ}}~5%zBDBzkbM@0RcFYVV5=Hjez=`%+7JHOD{!P9MlUiG-qa9Vut( zt>HJYWz*i6-}SNEU(*>2euVdvowEIQ5(piz?Z>VlBuHf@Lnmw1gu_1WSZ%At&lo?3=+-I+g3J4fNv zK`ZJ3%A*T9*%>Ap3kGC7=MFxXm}cbg-zRME3)9nxSTauuY^1*D^0-}1xai7IZ^%bZ zUeHG7n2lB2z+kR9-~9FA^=j|_AJ&2mUb^kOaH-Kq9-h^$mtJ15>fOboGJ2XL78$U| z=0xu&`L(BKVE5tVhvY{KeRxSqebt%-FQ<+)l2kdlxbO?ej^a%v2s2iOic(lPB~@eZ zhJH-Z&Sh{D`}pMX<6c;}vm+0;l{MHFT_Sm2{sIb`URisuTJf5{lBXl@Cn-N9;Lz9e znQq;45GOxn$Aa{7fzP-E@`VD&! gYW?3`r2{eFWOlxT^0*6dZ!N|HX+^0*3H?|93-P|&{Qv*} literal 0 HcmV?d00001 diff --git a/images/PCA_06.png b/images/PCA_06.png new file mode 100644 index 0000000000000000000000000000000000000000..027f0114c80a09e36b10273fdf06eb141b5b4212 GIT binary patch literal 167477 zcmcF~_fu2R+BJj#p_)*nih&SJ0O=*DXsCfuq=rzWcj=-apb}~*p@ym`y(2}CA|SmZ zU5bSoq)8JHMe*a_JMW+H%`@khGkey4cA2x+SIjEp;O*D(d=+ zrv?PLc%$D>PftY!rP5YcF$tvJ`7&7NWZKYoz?5$v`B3F@(lsUnIdy4(x=Lq_)2!mY zc?c`)h`J|=g=FA14x!ZmNejx}RlRI~&!&=U&%5f`x}y%i$CCT!K7P{UZ@drUy+aD{ z5B8o=?a5!deY*5dH;Xg#zj6AL(duk3@rN7E_J2{<(aQgge}wTr!EZo#tR!GSF3bL3 z>x|VG1oQs}ji{7lKTWKR=^Ma*;)mZ0St+sqgb$i_of3#PEO!4NoOQwjI%nGd1Z(L9 z@+HKO$>@KvM}~brbX5K~s5vt;R;e|z%KwM`Sm^`L|B^%HULfDfMHtKf7yF`1C7Sr6@`E0aG5m_FS3_v>zE^Z4Agqb})vE$@G`@6Szp-v6OUzW@8(Tk>AZ(T`XE zUd$^0{0tinXxqN$9sKE&uof6m+Qdw^t`$p%TFca;7Y{jc8lqB5RDHwo^O+gsH-TQ@ z^z5SZ_MdHg1Ie&x)+<5VmWx9onD!ypG_8g-yW~Eh6NM{#A14@8;mO zSB1a+e7j=eyzKCh8`J4b=#RjT{jMbY!{F)VWC#U57?6mo4;F6 zet!8$xD>LK`0UT>MXEa0i9XJorw6NhkH> z`Z)Y8pK?&q&<&x-zR-yC!fEvc;2xjrj)iB%U{f-?|kE3)u{3FQfszgm(S6-{j+ zkFGPiFL->t*jgD0DuT@Za=H@nF}YN<4L5}Rq`?C7{R%pm))6@x6+Kz%;r0FH?&5ih z>m{k8LH(sUe(oE*Rv!m+U_EJNEZE*UXXulAKcqvyjw&vWn8k#?F<}&z*MFuFogSB4 zh#QdJd*6h5Q+y5c2~@glsR+S>R`SrW zhWMLU=GqL1FC)QPoiEW{DCrQuv!u{9p~XlB$V@@7+JZ2HMYC2WeI$dV*}s&zp^pVD z0ephFg5y*^1m-D7Q9+%9?x2qKk%tx?ZYXcBmd&%tD@4gXX2@bfzO2}w7jBO8Q|K2# zL#lYI`8m5Z4M7+o&*})t`)zbc6^O!CueILy-ovoRg(g^6`w2@i+_MeK){hA8h${$d5W_TZa&q+Wa)w6UV^$ z=u3_$RvX_xno;=Py&u4!k+*%pG>MV&_iq%!S zYs<#hr?8oYJP-17A`FH)NQ_L{4u`erZ|aO>WZ@UxB_set@!Pyb+vty~_~upb@Q}{6 z$><6^KW$MX*YryRHWirK6dzx9nn>x1vSymYT60rzLt>P)+_A69nLN5F_gjmhBgVYN z2Jd&xP7~^gH4tJ$vV)AA)f}AO3RwRNJP|obc8)da5c~0N@vqmjXRp5YU-w1AvY1#E z@-3H3?ZTp(j=JU%;yT95uzoJ1UNcjL4rxdvr9#`e-R-x;n5GkvOpPtn-K1zm#9dNe zj!V?@_=LB){_*}t?+_(Xcyiuj`A%%2Tym7@_sTk_rLF1sST6$vrDJ%@>(krIMbq#?010DxAF*ewi7Mux70{gReq{tS8&rplh+n>WuboRQ3dG75t$jJ(Lt zF|lq22g$fcUVkoNsS!a(&weWJRrcX{Hhfg`_)j6{!gs67=ru~(vPA3-O6GE$Sp-th zOgZSez2RGP1_|2eL8@r5RV3gS!(Qys=tPpv{5@S0O@n86s2??j%yoPG)dDFcaE4@s>{|(x$*Sb<3I-cYQx<|t4*d$;x)C|m^A!_JP%oj6Lu)VR1|1bS z>sep_{NI(azbkB9k(8d2rindC5r5#|j&tq1-aTSEU^FAA+sp^}PJTHR>*d*n;%{9co=wf8dq7U1(By2p_LNJP9BSIjQpPNYj8BN-0R~vpDQ#X1CEXP>9@` zzb5@tCf~(bQbNv~jIciM5i5D(0i9-Qx0lvTvz9n8V}z=5`!>?B0$6DHVmMUEe$0&R zXZnmXcsuMOSI=5{d8m>h=D|+z4m1pYP^K}Fbs<`s>3b$2`dbGA(P^% zqPnGN)Wi((C`GtkZ12CB>Ze67&r>7<6xvl+VyGm`I`e=|y;YjBU<;e+t>$kpf8-=9 zBc5gZe34BzX&^nW7*`u&%B_r)(jvXa3^dGrljh$nWqbQ&GgGa5bm$(3{VV1_RSJAI z2{MK%+UcPreuG&Bo`nsO z`Zz0>k1`E_Y^LT{$nd)|AEAT6Fad&3b^EW~eC>!+<76eYz`zC&ARY%2wpreI?uoVd@kTf6r2G|h8DWH8!-Z~tJMm+2(X(4&@YXW9Nnf&(+w zJbx?M+KHJTA!iTBD!vcM#&3DU;r8%(8W;W1`kz zUuaVE(&oevo$YVN-YeO;h{p}wOWI|u3Ue)h=?7MixdFi8xR>a5|INwO#5?Cb?02Ca zTdi9yJFujTxRK$jyy(1nrfWCA@;w-iSIW32hAz)6kJ7LlsKzgkK3$N5Z=Wj6&;dFZyK#ymMCqALMtdmiqMmnJPgSe$BW*UoQSNz zwB|wvyl%vBdq9?JD$R%Baz%ddc=)!3V=i_Ge)DHWcAP{#(Ok15dz?ME1Vp5G^M=J1 zdD%LdBybv!*M-Nw!8o3-sAbo;fSpwuEfm}N;klo+-gyz(f=y`o;Nxk21}a}nMQG(8 zWsCmWl4<9i_NKu8=1$qpEYsS^kG;CH_ha5A2Qwflg#B(}L%;`d%-(9osB?rF$@fM& zQz|li=H|AgWjx~J6tRqv6`#Z0864YF!qmplpsI#|STzaUi4Ys#1kchS9Z!YDATO_- zxIC6Wwl{84AlDStSA<0NOpiykG3o&6cO#56#o;TSYw#N^fP`DI!`#KhA}V$95{<%$ zZm5^oRvdYU!GS#PU`wGLWyB5F*pFqRdX4SEhvs;5@mryMT$0>;lcQnfZc{(j|+`ChlOK9!+4{_O0SSUV3(_hO#0D zczci02CVcjD012F*d5Xe={?sRINnmd6?{_Z+ofK1rY0c!!q9J~1>>Go+mC%>o9zQ{ z3p^0w(*+(sN%c-wjc8;2-{*RM{zBz9`+|6kA++jM5>e|J+C)P zb*T635N$WkJBX&sn!HoZPF`B#$h}ch(wW4w9A*^!{2l~ySJuIR`bJnP96?)1O);tR zKr2yHPi4Sylegz-7aiXpP!QTb^2luaeOOIM)o6w3xw;PdCAV>EA)1ua#uY_P8u?Dm z26r9u98nJ-be8AX`__81Ru%@$Ps@hSRct_H!0cs_>S+^D6jjVi9|_El1^U}vNBN&> zI2LY6i=@!9;_g)PlR!@9I$5?G9DpJp{fRe?&J6To3h}1#Z5WJS^q_b-bCcPPUGWMw zouKs3$^O9cvSypE>U@roxd$%jevK=Rz*lt^41$+QECh!=Eu(=swHiZeiLBn9psi`- zh$)rdL!XA3+m892@nl+`lCP%LHzZzE2-+Y0rlcBKO%zkM~)qyVfx~}I6 z?Nt3n<+~_XYSP(uZNI>exE@Ix16PCJu>pH+KYvd~KhDcp=y<$URsw$DjU7)DO$Vo` z3LTZ)eRXmrsVxM;KH;K(o{e6d79r)%ZY)swF00Z}24-DQAr+6NjADRY2FDTM9@X!e zclh39F71^HHDMxbKUzEz>C`k2JdkG)K$04>wdNtgLQc1;PPKrFbYE!`Rcq8OZEm@% zJGfCwo#Yns7Vs0caK^X%HiA-DkYCQv+ZPTeuPj4r0)U-gpBKfvj!g06XuoNpx1?k2 z6gq33&Em8=3^~ibcGre}S|^cnL9^Bhahtv-qcvpOB$eE!&MR`g*=IRyO+LPMYXca- zM_H#e*9bh|956xhAVzV}=hk$It+y@{Z?bfDItCV+1qg=RR-@7gk1?Lmkaq0ZkV4N1 zDCRw;KKSPHtRQbzzb~nmRBl=)fb|S-DC$7TJ|{AC>aJ1-MEKMFIzNi& z_8r2V)*#YIw5-r%t*Vdv+fyMo7$eIt)hL{gq1-cd=nGQrR~--mB$@gv_}p5#M52~S z$fT|e<#*Z|klQX}GLi4V!8gUK`K5JZiGm1TsCC*dh*!5Y+MfDgAo(UQ3Qt>=2`}4A5a8q(PGcxkpG>GUXbsu-v9l3R?+EDjtXn+w zBeP9TzTLu5l4@2gkVV(E>2Sf2aWXA%b;&&)*7rs5JV++FJkf_j=b$w#KySnC( z)~m;mrN4j>^*NUYqBFh)W1{=6qM{j^A}y;z3463nq^8A+rWM<7gi2%t{E*5Hz*(I{sHpx;sK^tH=BAnvZ&GNL#+LDsHh;jg3~1LX3FJPyH7pG`2=7j zK1i~U?=_I8LK;T(Bb5ce-*R>#KSN?-KFR=@@BhT$HW7vs1PI>NEYEhL^ zXzXlcWL5NQuK%{CL(O!Cbn-1yiW`-Vo0>t!SH=W1w{iBY`>0Wm2RDi$|GRKVO1h^L zNagL?YMATVYQl`pqTyp7!=uuRlQPf?QMy--&)vZ+wa;EPBmo zS!({6n{kq|6M~tygkm>2^u-gH-IZ|s+I!cz97qBIWsg}d7}v@Yu}D1Br?3|Hj4#uv z@DwoNqi!j&quqM|;)jNu2z<}UchR7+q{~O+Boz9tST@hm*xBqET_(~|yIOQ-M2yg} zuC;pbcXAC3iD6812pM22E3oE3;w7`hYK04_<}Ssa8!FZDmTNAG&BgaXm^m~wEf;18 zmBLxRnrc~1kj-j$u1ki>hJL1{l!nV${W$@i9V9;c-1z?0pS5cVA$Eo8YFF%4&C@*M zqaC;FETn%R%-ejh2zHFSlcdxAbXQ65fuKdZA}9*gkPL_t=BkOWdYClnuf(abmYUtE;(-SNRkgSgSd(??i3)WfTZNqg^AD-ZPfxtZh=vqu2_rF>}n~&+aFvp8ok6 zXSz;PvNmtL@L<9W+V)38GuXekY$)4}ZUikzW%cUDOcdj&pAVW@2CW!(#tKLosayMi zPW8~G>HlhE4%*T>V@b`cU7nmp(+tJeRv27Pi0~5eQPWfpEv@57oKX$Pq&X zuvs>b$59gEXml{HE)MY?NzsFKoPM{=SE}uC8AObST1QX8#%bwuWv+>24zhuT@=!*` z#@u1~@JVx^###QCZI%cQ@=aOCCQyr*+z}yq)ARrV=9iHfs+dO1L)Vi@LZ#)H-Xo1Y z_E)D7{vlZ8(>5j>uFSzM3>28|tmgkG(s^VAF)3DeKe=!GFeS3qv3S6*6PPeeJfAGm zX*cn!=OP!}`0U$%<&ZWlIOYujZIBOXnT%0&r}xp_kbNCfI;q2Q+gFqlEAqq~*3ofH zoh5<~G5~F>X3|E&E|27K#AVg(S2gd?*O1?F8DHMN_q)wE--I2>o(SaCRjK;yBy1ea zc9rj80Z?Od3gn(xm;!+0bA;vsvsgqD_UZ43`y|>~)WS7>HsyJQD3#NynBXRBGM?uT z=oxOnB~u#;hsl}OBKLVLFNJ({S6Fm%{Ft{qgSjl{R=q!LZ-7=ZMW)Gnaz43|N4b>H zF*7^vQ!iO>JYlYi0O|yPm);F>xLp~a^YOSYDXd^uMa~{k`tD+5m!MI8iXYeem{l%+ zI9s3oUcdpWsTK72(IQJ9aqENxMAdH%hEBI*NDdXDER8S@4Xq*NcEG&H zLTl3q82fO|)Nm^N>CuLrSWDYR`Dk1zGhU%EcVE!axghgIeJGx(#43bfoNZd6*cJG0 zm$tVP|ND>E7+2F_9hVNrpX6FY9xPqhIlW!Xd(9=|Ug$*@_$9JCD3xV1K+dsh+V@v} zl}IZ(t?L=+=R$%)JAY9*UX&>D_1JoX6L2ReD?V)KbF$y~2Fch>$NK%U>!TAT3+i-X zAGSbVXiL7M9-9s?DH;mo>ywN95E^w`FB8<%wIONM1eJ3VJeun(fHB8BNxVUyE|5@x z!Hn{gqLM%Nx*PpHPidM4k2`0S89oTkzVl)}_>~@-*>|-Rl{p?*zo1qs;tGwT(vz=e zb9SZTm=<{2t77Ckjmt%7civ}?K+Rmi#E#z_V+!-nWN}PqR`(aa$;TTkr|z%5BNpg% z;AGYQ^c(iFzC87ZWNYyZ*5!mMHl>tYQD1@q6#JutO6GQNkudq*T~!@^C{0Boe)n9x zTN7Hj_LUE>sIvTMyQ=Yg19PW*S`JTbXIoH0M8-Ln>E>uK!xf}7)<9P)Kh_YS;5H6! zaJtVH#No5BYM`|KPNc&sIZ(KZ;W}*)n;Pv%C>_gyZ)rJ2BRsqg#hGJnZ6Cvg6Q|Q4 zbhC*Z8rcq7-^kr*e(s*=M2MF>w&I_EKn=JItxYVfOygxq*D$YJ_$9Ag7o}F;E{*1< zmq6`vlD{H@U0u1&PQDj)Xj+Mh9F43Q^{~v6Ae^t2#u>~)fzvuNey?2)?Q+4`bxqrK z8Y{t}kD8bM45N?O)|onsRehGl9&;WL)*;2lMg}K^c20f6TmI8Jt2r__r@u=QUP5vr z)~l+_)lqk8Ldjty3?RZ+_S>j0kNoc>Ux%pp&nm}ppT2J3n@@c-$9_`SB0M;n0_AuF zzB>$`TQ2@iHx4o(h!w-=G-5d6tO%9jp94mDm7NPFJXv)d17%OO3pX^AxNNWl5A`zM z_$!7h9UeW`Li0 zVLQ!nMnNatUw&e;&qYAgEGElR;GbWE_tM_2h;iXv<7cSp)3GEqMOd3Lulaz!0ZM4{ zsHLu-TAZd2Xo?*$Rbx?MxNf}Is^x4&RF=iy5{=Mm>Jkb*EAiL)k1~Dj5(Q;EDtnLt zbUV^L1X4e|k5_|aHw=ZRKa1u7nH`j;Z6XHEPyXY1TuL39!> z9pbJUD0ECZYO1+7D2pdl`buAGi#Ko*+w}f;{yvQ_+yOaAW;eLw1JpQNQy;Dl8?w%c zrIMUW$#kXF=5AKgsv@{Zg?AP!pNuj54|`uJja0Bc&XF@BnM@^<(yA?}W_K3WlWX$i z)W~SE=6CLImW?}`X_hFyM30^o?xwVNuW9N9<7Er%(la>O698EPNDd2|=1dQ{IYd`% zZR@AufDgxuW(b2>un!$}+A8+>YRcGeR=o6@(cXNwy0uk0<0o6rUhJg^X&vhWevQ@P zjsh5Tr@6b4QQaKXtW{-^c9S2F9$e$$*VCzq!t7_6GWMy?srd+FstJq;{ge1KR^How z7X;A7cFIk|)>{o0%aVr#>)k>+Oq5k}{N`LjU}Mmj{3TI-NEBao{}Fy-}-T8)=n5fdBK z4TH`XD<$F{-3BlX8io4pPCyRkDJ7|j^EL;6@2Tl+BLW^~$WAcaUzD7_=a$ZD^*7Ws zhf%RSw?C}B0Iv=iL?F(#TpgxOK8j!kdYyO_v4%^wPRF1uw8IjF)q(ejnT47%ann|^ zK8;0JnTA5tWGt@23|QaWjo&n1ki*BXieFB_sv{zEFR}CHanP!r)j6-yFo-XzhF4)f zM#QP_T&ex(3MW(Pq`&Jw3R@Uw=L1f@feiQaosYNbqXxXVvUJ#W_hz>E=;6Am$XJX4 zZbmKYiCJ2~kbTj$oyUU6*QVw-*bH5N3DGgadHdu{`;cuC?1WQ4;hoN)!bTOUc4Za} zs3(d^rvNU5>)^_L7{Tk;e)QQcmQq^?q^RyCe-)LN81Gt3BWj`iCT^ExqWM;rCy=$v zABMB__$qHuA{F3hS0HsFZt+^v_!-B~6hDSVBs$IPhK+|Zug2d)!Ol=B^%%_zKB@MT z195)f61a82Lo>jhLd;4NceDBn*0@B5?HV@t#;Pp^vc5IHVb2f^FS7y*w*$PJFQ|q+ zlAZxSLDtkrE`NNXs{WH34^UH1Qkn>@OUuj9YN^m6O_ z^^9aF`rN161pEpkCXpHKEQb>U0uzh%cnC=z{Ez2@ene`@I5_{cx9@8TiF|-Xm!U(7;L+z_QCB= z0-3C$!eeW%F(`^?`|wf4c}|q6{GsT}mBYiAmVax&UrNf1mYhv|m`Z}eA`4p4xyTRM zJ%>s^W2b$f@m2cNTMjXSJy>-yurNUiOzeY6Dx7ZgZov3Tv?V+^I?bs66&o7*)Yxqf zL}mFAjzPx9>75psVZ#VWZsT5Z7EylTwk(E?o{2?Fb;_DH)PZ8CH}aT=p*)Rl(z5L3 zl``~_t!EIj!=3PaVrCxMvEU*aB7d3nHu}VH#VfUbEK*sPH!QKeyVfP929|w#`f^(* zCA&fs;39(-Ton=Z>42jlhK{h{LENEGClEbTC zzpLTirgxx3nV$fpZO1AMrH16(Euii3+If7?lX%}H*8Z2ulFo8Z0|J++g_uW)_~w2_ zaW4&*?p~NpLI*}DVI@j-J>}u`AW~cYp^Tz*a_+KiXuPjKV{8Z46;mKvM+ zodi9}JS*K2&Ids#Yr2G7pnbO?$d^J(&CY8-#=WdcQ@FeVVoiRBp{%ej$_pnw+hhzY zw(WvS)}F4vRtNZ+;H}3$v&t2uP+QDDaEYPP;X4NE*9Bk;LkkPR`+hC1f6$kE3kvBT z3oDf?cqs^&ei8`7k3@76KoOkbDDq~Y<5+Ifp?!C#B$w-nTSTrl_tdB1FdZ^*Xj1sJ zY|Vs-bM9TY&!ea{VhUiCH^(HcK3_=NG% z9p^D+8}g1>vCf;fX&385NoVN8LRrFE2)hrO&dWsF=uVrzdm3V_<&M>^6%JXaessUH zS4xK$3^WNFl4kr4Vl|Y3c$&<+Rj12igF*!yc3)ptK52^o^xI6>Q;LzFP*Zy?w=Vjv zWsroloo#hB&TvwVC~Om&QdCl(aiQL8U%lFRhqrAFZ5su(l51Uaqf$-1!iOoMqaI8# z(lprrHKczdWL|cEV79=xSjaFjyo~A{hYS zayG8f>k<46Bw&tA6fz%8aaAklR@O;d8=jFoL>UrA2$1-g-Zpkb~qBY*!xX#7bPO-m= z3MT!aUVr-e)2Evcx5!F)hInRL8MpXlD#N~uy4$u$(YX)<*bZ|n7Q*{n@U!oyC-H&- z>8JaVP_I9RY!-{7nes(Jzq!`|qez}UkF}fojSCmwLS9_KQe<)se>Rm>nx>4C7|Eh& zJT@OZiMubcbBuOqrP<22v*NG)=2U&7?@C=uk^3fXt z|B%LB%6Y~b=b{P&dhk!I@S=l#0XO7(dQKNQ_EZn%x3ATZBj2#i9~@^c;rs^_G>~#M z*a_<2Ma%~B;}5XN7T~>6vec&Kc8+rJ-b)tNI*~vj%_j6CVSd0-<`i(3oKnMK@dap4 zqi3*q^tVL3gLB@rbiudpvNY}H)!U(}Y~t`_i(5QQ>WTCD2c+9Z(U0n5F~{>VVta)5lcDr!Dd`R?CEK}N$&1*p@8!}OhU4NN*{i+D7uUKb%&yho*wuhBAP>bgK z2=j(O#vOpIvQZt7U{HcjO{2D(Hw`1p?h(IRk9~ESMxL+x7*yFSGVXftlZTdrrCgbk zZ*M;xt*CrFZ|g-FXh+bhs#%@3;*A!fFZGZS4aEHCqFm8nfydf5b+IGyOqkz7+1}|< ziSHnnsvO-=lSGZBaS%!EH{fxjn~AQ!@Ap-=?%CS`!5V>He{C2FO|%uW(OZ|^&{2!u zJPPFe@N!Pgwu3f7efmP+XFKRLPe29U`-R1}|FW3*h&ZIc`6W}G;X-V?RWnw(17?mT z5x!zT*96y{$ZnN})sd*Zl^Sb`YfaCq(wP1Q|DRt1rb1Tv77ao+I~dBFP^;Z|;)MZD8Dj>MJLoY$JtvniMjbm1$jm1{R}yytqtwrstY<4KvLTa z0fT2kVT{3i1?}VHo*?Qgc-ztrf%{Hwy-b5gsJxP=+ zhb8ft8UT!;3i+iVS<_-iw@d8we8;1G?Ncok8{+dOUM2fK8WbKV2;Ow>jyJMOgzRf^ z8>l{#{ms4cUh9X8%+K7LVUroC_r=KvfAwkS9A?m~=%kF>zGRR}2b=Hr0@2tO9#nTB zRKd9sD`TuF*dxE~rHPRnDuViK8M+>D-6#F<6W;`_nM3cbA{Y+=6M+Rw`}TCyWN~{5 zran1lgt<(2p>*y~*RhIp^M`rM%YdZdu36hqQ)zE;IfnAgT^d1dzh(V`mqQi2UmLBJ z((|DnX`nNs1W{6daTuXV4pQTt(i|ZPEQ4OroRl2OF-Yl1zUf8aG0W0gipvRth32?7b=EF%L{v z?a$@e#UbBZlV{EfQp=|XYXahcj_-NWCt9~y4+ffMqK?XTiaPjtS*>Hw6~3F$>mdO* z2G~$u3wq?&2Vl@S+oro1rs=;GZ{o@AK>iO|%woU< z-!J`4mE}vl(i>Wg2FwVfj##LJgXqY(c77T=s{RFC$G#{cejHJIiNqp;L*;)0r^9HS z1?F#(T3NVG$l0PyeDm{X6VY$)eB=iGWRk&ITbpIwScwd6$mqnzyhp4=T^h9}3N7># zq`?8NbPU2+(o+B&3)ljfa{|v|i*fcipcdj}wv@QD1CL`{CwpmfCE;r|p5J`?`TP8M z@LE@K?yAdU`)Vd0!>~eog8N}Atlb%JCIR6 z9xni8JPJvhdY8C#<>qXf;#Ph(xYe}aPEJmkspVo!ULfq8)=eDp-s#iuQgt^9k~A{G zs1;jx>T)(T1{B&r@ATcmk?z`I-)n?Xv0ze;vvJc2ED1kSdB~o-*UxVU0w^65o6&{FpnTMfRq&$Yy{ihhJy@^a9*L?pMV>AU%wi2Fpf~U7 z=8V(h!cL!tz9gZ+M@#@xkYAqni?zs-4O4j^W|g$yDi`PtNwI*g4u|KhbB-O!87V?) z;i2R1U31AmjrxEd%6OhyrdB%B2l06r%_}Jfnpf{ajCWt__ZP_NiI@6uXlNtPI4QI$ zF?4}xl@JPCJtVi&-(-a*q+;|!ga;s5I<4&m#3W9JL>v2b%$*RAW29{db4@sjDMics zUK<3}vqz)KItepf$!Ijbu4K=X`gOHxc-W?C#2y)~8ShMK`eS0JnSD>p#+8|S%F=X^ zZw4$5HhVU*(m@plK9Ltdb+TJ_>6~47P_${L0yNtijeeh~Y*t;a-MyS6QiNeUSM?>$ z(9!c*t1^8v6rZJL-Es1SIZXuT;Eiy0Cz?nU67!~36Ao9JT-(&2aOmoaL>y4wbC0`%t}@cB3nC`{amzCASi!Zk;|GH5HG*t;I zRyQ`q)cSuZSKLKHW3`&-cP~oNnQj$6>dU%xYoZ{GdWz0~z;i$AY?ra*NurN>nva>& ziP%O0xE>oK}E}0L*TC0fy%)>#3ueLzWzg*b6mZ}2!(v9)e0u9$*BR2k{Ul* z(SkPC$tfRdR{BbCq<{$z^O`~j&B#4a`^bK6OyNd;C4a_ZTDxALPQg9KFh3-}44a2= zZr-S-FKTO`qhv&YRphnsqS(8jo+?~IIh9Z7N$bw?u-R?|ivzD>h8PVw+Zf=oD3X#e zC;RaVw8ue_2y08_;Q!&lwp05(vXSxH{S-+@39x#t(2LSmIVLlI)85XZ2@6IAh9pLz z&l|Zg#q8M5WSwV#l?}7#iR&wD_+DB}oJYcV9(b*!Q4w#)H=VQeEzFZ(1Bvq8^8dmP) zqeX(kX0pnO92K98^Vb{ik6p(fMLd_Nm;QX)nZsE8@v^RWRSmUjZvD`~(dN|oJs$Hj z)roKHL36Qi$&pA~I>te6nNZwBS8V|B)@@a;3?3TQRSu|Zy>=0i^YBZ6yOTcRI9XXX z)T(leie8*Xm4;NnIAs|lJ&Y1j4HSMI`rzA#Ea^qcGJ@+T9TkB8!gSP~nSqHJ&M?w* zSLO<{yf^TY1un_C@0nXEXdpCZRKhPPBHx(!?3(r}@S%m!JxwseX%r%I4uFt}cwl8a z`KA*slB+~6Ie(+-4k)ezA)xztd@4AK*h1eC!bytZzHrVvrrY42kYKJhFBEqJZeADPFQ^L|*=n7N6gXs@EEmD56-51E3 zN{1S0xu2-{LxqL}`W9B|X|?grj>(P!#}IDFe>RdGZBJ|JIap)DSq*?(9ovpb9f`L! zjM+g?oI(@b+0=N;;3wphcMgK-iY%siBxf_4H=-SxTq)d)%ibI-my_w9r32xaBZ2cx z@&Z8{f?4i_XCp(*thj`=6|VFOY8R}E#?Q9}c`tETC{R4OT~s`vOXErpUp>uZ!5&^EYqjL>C^s~@=1=nbjrT!!yLEKlz}7`@*3d1d=nk?ujg zo77ITR83b;Cmn}wj2J6TFt382N4*CYYZdGo(opce6xtWBx$CSpQ5fzb+z@Wh( zdvoIL{Do6HTeVE|)yVNkc_%4@nIf)Dmtx2i6f>AqQ-7msN>3p?$mX@aC;9HN9_NeC zV)b2aF^D0@u@P(k68`0VifU*8OAIRhyLlaigI?k@P2MHkg~)#T?V@%gcFuycZbzQF zNRGY!m&i@ZeLeu@mUOlbT(H8suuPkvpE&g*7)) zunOU2h_%yL8m8kddrR>D;+m8(-sm@YgC!Ntx9rgreh8RFYCLdsC$OJcr-?ia4V51n zfH^;Or`?slEnrH+TiTTd8$p4vK)A>B`$r~S7C+{c0Y@Ts5 zF|u1sz*kZSf7&;)t&0oZY_J2v+i&zT`RyL5TJl}0K(G0{53kL z=I_g-1T0QdO*MgEY2}BJ_%4=OPrO2z#b(Jhyw?~t!N6h@{ss2NBUA9QC&mh@R(j=Q zOAPvizd5vM7NB<6dFko+)ltq=Qsadwc^hWq2{V?C4DGAkj<22))bIb==fGQ*$MR8= z;|#*fQXMn%{#wO(L>wSrPR8C!FR5{nrFQV?h0dNr6m{|(4}3p-G*e)T!+IPt*W+gB z9+KZinLkV*D4$I_sBQYn-BpU`2$&_INBGT^!q_yfJXR^F);T1N{!D=odeo{&3SBYAeAYn>6J%U*5DRPA(OBkO9@4ma_cT9x@C%ER%@b^N zrm2B!`yjmV{PGhV zMjfeTC@NAqp!F&$!`Pth^%Y;PoPu!)UK{O#mS+n zTZs;loivxs6EH>BY^{>xf~S}k2YmaJtm|;~k#8or_#~Aip}2&wLqE}i+kaX=-DY)L z(xInZWAl?ya-#mwvI?bqR;~J`i2~^2wnjiOu#h9H zNEv+gd+p1(!j~|&T+jWrw4&V80diDmN|{8^UFPkB)&5_P-VvNe(7Rvhk(o-ouI*lY zD#j}&uC#KOaRaEp$fV8QA0T?qbTzCMYRW1sQ$0ocrRmt3ye_WY1C>rID@fevaoZk9 zmd5fsamny8E3rAB>F_5&eClU@za| z&Y=!4%_@lJYF4(Z2qcub=l`mWgN|!Y+86w z`Jt-STF}-_PWe3ZG_^v~sLuGY5Gb#iLRA9puZN{Vrig zzEawcaonnI`Ti=g+8u{Y*qI0WcH6nxTrTcMA5~HFzRiE&!o!L=i&x3hbAZWTpVjBO zELj~bfKg*qK;yA2V(IOznQTk>Z}u41RaYlm{iLf$`a(YjqI#?iN^laB*ND9?NkF6Q zksi*AdIPi8QQg5n9cL41Qbm7|tFFmSw78WmRJA0+Sq)00_)^~eIn7t0u?;%4rbi57(Q*HhqqHR0L?OCUM(c&e7~LoU|V2h zL@CRe;mu+=lKkD}>0(0#&WM7GhMiTgw_n(iRoWSF!c`(`XikIuu)t!zN-w^Tdqmd!Ne}z75XZ& zjMCIZJ@)~Ne8&*={^Qlxqua9B&_Aj=O}M!$rOd01q`pu4{mHgG4pw$!@>+@d+t`;V zmUL;LlZ@w`^Mk~*_;N(ZJmTuIm{3RYM+aIK`lc4O%W;~J9Crr()1I>azAkjr3Wx+kc$mr{yfE!#wqgL4dIfVQh<1;(Mj0b)`+*W27f$( zw6AND?Uu~$ygm1njXWICwBoq`vx7xcBYu?O%>< z$$7tru-GrK9Vh%tEbMM@e%MFGQJsL8lT-YsPoLhrRC=I!jl=%>;i2KHHVYaa39_n` zgYM=)C~xIQ5$y?=u5tH~H zYLtz$RebEHtkTSlhywp?cyPKa8ODbpv#qg`-laRihF%B${G(>Aw6d4T_xEnBO2>tnPRndkz~+coly_Q-heoD~J0=Wd@-O-9=vdj^Tv3gJtH z&qd$9Gx8pBB!15_aw(2Y=go3IzZYE97^&{z;8|_IIv~I@Y9!QP^vI#Z4Ep(&1#OD= zP)MyiRZ=aNuWbVUxyQxN^ES|VLp0wz;ga&vc**T!2>D-AU*FX^2FXBdXl-3{@(ew&9i*L8|rvbCsP{LdJ-3J(7GW=%!e=C!oCOs66@{} zcqa6sZ9+JSl>6ZqO+LhK@8A7*Q@Q@hZMo>l8ZN^zaDk(NkQ9SMP&#U$3+X_ISGus8 zV4KIsA285Ed97NrMCk~(B_ZZUI3T8&v50XvN`%$UFTQY`jce8|Vl&R#AgBx7E`d>m z$nNp+=8DR5tt2xo9M==~^Wf;rdE?gtX07#9bzIe&tMMss>fY2vi+tSRVvQ(BmfKWp5;vG1uu3L_GPd)bhbfhU9Z@(S~+z9Z*AV(<#Ws zw)MNhdUV#P#YE8;X5!8ts!3x`9~E%M!ve39h*Wu>OnyG+V65wFlaWmV)Ob@>b8OVL z_s*e}J>FnIz%yBU*QPEx%IdtW2&-^h2K_wS3yuL7u z_;F=>n{o5;b93uGSf7TKQT9DG!~DK6MTjV$C3A$h9w~$^pcqGQSb21?nL4HNz)Q!Q zT&~sueY*`hXY!r}5#Qt6+zzXn6+#%~V%UQeY94*K{C{2m+^&N$$AuB%m(=kG5<5M# z?Ow7AJI5SeNspf(3gO+w5y*y$((&)*kiY60+0qM*ZNj|XeOE~A>%;%vIBw(+a-xe3 zzl5+KW9D%d=+)3>Z<}mMjLDUuI8~oFehu2r3HZACNeI`{$K6HLA7pOwX5Pg>(p0Zx zno7K2pwX=q1ewTle_EwUl}d8n{M1zPTNXfLSlOO~e!ygTpk5Gv%kL5fD8mJ1teG=P9A&C+2eE={z*``z#Q#%k#M znGc+FWE0wMMvgLQbp$Ybs|1mWl|7rx*w`?3zc9-M2Q@!;?wm*cB{KD9hRGdy0?--< zML-F{dUEAdIN~8#f!KKEWTc_G#{S`l9|q1~*Z>?Q4K_!5?#xD2BaDxuYFko*N{3lh zvJM=-1f9C>S*o_wx>(JsM@j;g3$ZCynN~M}Lc@fM>{#-Wg>QEL|6(f?%eXo6IZvehQ(k&Ci> zzu@pCi}lqH_4e`M<G8sFV^`+%@qlnKLM> zQf=QVZF%ZMmxXtRv4*LL@_AH8AAmGI@HIeXHPr~JlqT8341|lg_%L>P!DmC66xvEp zQv)LDQMoI9tn7tOpxuA}{q*>V?qk!Pg`^Jve^J8R$FHAJ%y@|B% zY^`#a1rEM$*g$s52CTgFH2c_!!rm%{%tkIFGy@_~l$e3Cmk}BgB)n*BWLL{ZAV&n+ zuF#;$zPfb;nb51P>;QVqK-MZi&~Ri$$qOby?OO>h9al+-lh{@bE2!P*PANst(aL~V z5o627JlJ;{F|GHt>mwie2v&|LTY(p%)hR)yKt-|7j1Ad6@(9PuQg-?)HO7rSz27|s zg9}WBr7tc5Bd-7p0Yr8*47ihiu{o8vFZ;e1x6e`;)m-$@{PO_+Aij@1GpRBnmQ*Vm z3423TXsbZzVX`SYKD0oSBT20_VOWFEz0ruq=N zGK$#B0IW9PpwL#0(L8$11{lKzE`0s=jrB`k`Vv-M(?0fnECctihWTeTE;2u+KK@BJ@x0py5VfS|f~!99_+9 z)Z8C2y22t4T(XRP+T-bJRxtt@0nr^*1Zi?n2TCqpfV=Lx3ujC!ix7|vy6AYWU0wd| zitN#7-1VYFA^?_wdPbN%cbFbk5)DOgYQB9x_1|Nd98tW<3Nix0)FzKYSnY*CRSNpz zkwnr;Z&Zvy88I+3@a1AJSq4C?hQz;3@x?EG5t+JNE|@3uG>+g`$x$m%+%eZ#A}^Gj zs)ORN=gUT*+}rprX|O-{xzEW?QiL&a%2&`Oll8;H7=YqSa3BEL5S!?wZ6p9n?x}1r;ky`&tP^L`_j!8XT;YNZPaa2&YCAu{Ta$y>w0` zj)1W=MFw(j{U7KPTGp)w9sz5Ki-R->y$E9h0d4;$;QSH4%e~wMd%G>!Hy?ji!0S2Wo0;wx)|UQN)J2+qvt33o!t z*d|t(*ho`Nz&f?kKm$%N_t;ULvW^Nfb4rua%0>08qS(lVjG*FDa<^e)m5~)s8R@lG zNJIwd0rIsMg$*bgk9_IvF%O(eaajVS^r*R9yrTHaR4MGOzFc$*g94&BI)yM1#gOoY zKm{()!FSBaWDvH7$TK`Cjq!6x1#v97U zm!n!#FIg#&n$nm~>6I$IlzegUa*}ZwRRsg>g>fBdkHYblHg_79K6cDBSc483jtVM0 z8+(;iFZ}?{*dCNyhPasY%#G$NiBll#2}(*SG|pqM2OZJlpl71{`UYP(_Cosy#nGAm!J$KF7()I=*i>a537Yf~9zhlv+ecB+kbos}9XmP7<9G&A;K{rfS# zCif#lF9>kySmBFU1w7^}3xIg4GmR*q;G@B&s;)7Y7q|^Qfyt86zG(qYqd3YUuGH92 zLKD;xOC*5+=OP@9l~N#kzE+qt44Bc_%aJ(ZYo*aOV`jDq=3E2~kV}tx$C%!#DTagw zrm9-$IpS#r>#>M@#bS>$jiN;lfBltI?@@#uWoFVFWA}?ID!CrFx_NUPX?g>m@0)N71=d_u4O( zQ!96Z8v~YX^!|}Y9$_Xf2?SeT2^nzlT6!$~e!}<{H6U;VQd99E@t2*ADR+D7w{X1R zQ;u;F#Y9rVcY65nVLw0JZU`VRQ{a4Mr*ufl&JkpkD8;3R29rSZdq=HcGEi`#tvCqb zvxFs{j(|f>15=%8c%fnMD1$->N9h*h$ladCrb@CzOmtrGJvy>CD(t1;RQI*XhOdeD zRazi6BKlzSH&B(77lY`jVH-A~$y6g;jy{KUK{$@yAAr1Qd{`=lh^`65Y$~$TUbdpE zLmDds6{xVf<4CN83uJrgloUYK;6>w<@!7LyJ)%)WoErmP_8D8b*BXv^T2+#l+>N~> z_HYPe`AS5ZR*pERm7YRIm9NTMnVA;8yl9YDz1-D#ecP7BrN)b|BgQz_-)>SMWT#au-oG3{@)w#`xfAmM9r$0VRUQCT(e zp6EmkP$NCl&RXTMTL7}2dDA%RB?NIrX|SpPo;blakM-NjhVwfOw2Q|2k zDnA6h1OLv8F`tx$cx6%04JaboL1a85;)$6GO}U7i=K-d6+z+z zpBvY|ucN0{URqL8j3vTS*(J_^uOmvu><#BaSt3G95Dk{~#VWO`hcII;fUmPCK_=`` zwXxPL28^`;tk90|gxQGGD~lINNfj+iQ8Lpk8WDwt!-l<6ab0j?*~`UV(~loN?mIiQ znvOpS69{8o0D<_AUZhE54hc+0jSUx%xH$y{oMpK*!1VG0sBVfzOb7#~jMd-giaia> z`UMkzdzSW2AzNjn!qrn0Hbiv3@+zoU_GC8~tyDl=6V6R!FIMi%t+;D zEI4R0u&MRclRE8v-IuKM@ zs-YA(iXtvFiMa8JE7Fh@sA^Oe?l#=TwZRHcgoQ9d>_uOSwf-ALMu^f;^IUzlS~tEN z(b5C#y&;+^dAVsr7nbVCO(r%fTj}kk$E-nYTom+~XP&Vtii)!_?uGy|1QjvmYNw7) z0Tx#&HACC1j^J}-W_838H=8gScodGY##`;PRCiHyF&nMzUO)hCUOIs=94i|#d?AZ9f?m63*C zRU0FF<>Epwgw$lAw(!-&Dmo>Bqh$!V4k+1+#kk3?L85qcL-|(%St>8HULH^iBB;_4 zXaq4U+Ab7{V<>lyLYt6d$BuD9MmR@GS|Uxn1hE2zHgJjfm=QfRfw&NWW(+;B%sN#% z+#oP>gds<#I9TQ7h_AI$+cz*aWu#>nFJ4qSlz3HnHZ*uDl)Q463zC(BFPn@ZL-R?7 z0AqV17kaC7WDS8acOYPiEGU6krN)fXX5%y7WdMl1!i@kn4=;WNmdqdkT-3lsy%Dm9S^@rWcGmmM=@F#x98 z>#PFW1cY(XQ8I-1b0N?Szf}mi5NP*htKkODMm2mxH>rU*B2trkxk#}3Lo<{>%%W4>>E#jHJuW*?_Mntq z3LGh=Q(VTpq+#HRLSFlq!LZIywCI3;NYfco=1+4&nVN9T=;OQx_<1 zx(wNHD*m`ep;dMS6pD)|SQT-@b>qtsQDr51;NA1rA77f3z=$Yl-=vgAN-}KJ=+#{b zWMy6Y_R>p=1*%E)s0zwqRa{;gz`gc}1%a=&HB~wUu$FW2QgIL%E@W)w#Ub@P+Boo+Sg*Y}&B3 z!l7i73qaghHg;CT7+9MR_XXqr@_7FIdH*vUI0M8MfA(;4k3ZjL$jUMBA~NuZ4;M7t zDQ+bfhf}MF$gr{EZ^ONk+K3oc#@wB?Pj3$!kz(3;5ZjrvK++)g_!yv13~(FEf)nTA~Q!EHC?%2vhgkB^y$+cbwNY9 z!x6<#GvAuwsDKyM$T zKshx$-AZ^8zVrxlaZRM5G+NCqG&#~Epc>3-O(4nzyu#LZdj?h@Y^qyr!dxYRKm#l2 z{{Fr@4o{Y7=!h)jPNN#kyamu0TiL^Lq?LYCE1+~>GV6#uC zHrvX^m!n!s9#IMRlE_4{kd{wxi`kNranUeY5ryEwmvQ^b%}e#I=1hIPkYI^MLaX1Z z@06Li_JR`aXI6c|+Bk(NbYv(Y7<$GmL5ZSa+T+`&U8W2ow;s=I2Mh6aJaK*9k7aTypmTm+YbgO7xRgD~)skoan; zzp9GI9Gf0f!l95AwmRXXo5aQ--O zlQ$9D1oR?#VU%MlDE)zNGTbA&rvvP_Zr!rd6`~1Nl?q`YwuJQJd6dyE{zPiIjMw4e zp(yVUw@RL&<6Ea#P!u%0MZ!I*$RTpB3c8lwzI|Ji>U;or<DrD-Ef z1St44DpFttKQa#5Z)6qep_^CLzW2GsoQs#=F+sxzY&}#dWNm?y0@h6$D@-(s4v^TA zy5p#ORmxwP>{7r76*uK@!-Ru!y8e^^1Th_;vlA(JI!CNXBxPiw+f}bsnTi!FkVR3N z$qvx!BG6vCa)47DQ~2!g#Wp8mQ6doFb7rw(s0x^3r3R=#={zdRqfQ!f3O88*BI$Lo z%Ts&x91e*g2bdb`boempMm@3O-28||!>*(p>Ygp+&452KDVz^94pRHXq7X-^G=UhR z0YuN;iDt=LZxZAcsHF<$pcb_KLB_w(J~V0rmh!K1wR1F2Jt23?B_ukQ|9YMy*t zF+Noc4lzv`?qx_z9Y`IgZ)wLXLq#ug2M z++a%AX9fjBIK2r*2Qti3P>2xD_yF-(MT~s9#ca{pN!^oCrMg<{1R5{hkcCAGWaxY} zUwDNGhr`*urUW{%@YRTA)+TWOFd^%J`SRcr58*_w~6=A zw=hv?ON29qLAf!-N(73+N31gGGD7CB3eFT&2qaCBm9unpAch?@iz8E)yMT|0^1%Ss z%z#o|{LyoE+#ti@V7HFBAaqQ1@S4mT%BO0Lv>aPWSoQIc$193>~ zaOh$+mj$4v@bM^Cr|b&UVvn2~7YYZ*K#ZEHvMb%}XG}!k2n_H7H;J%g+gi3T*o6b{VTHA0Vn=w7T6&XXT^q@H<3Qk<7>Y z>~d6BiM-FBeDcX_uf67no)=z4w!DGfA|X3%m01p#zZ}2gl)P+#PaB0Tx1cu`$+IJ{g6Z zJx!yqgrHGc=dp|)NwcjY(*mD^U9dvv!c~WfjOnN%qfC#kY}2BFc0pl_Kap3sQ?Q~T zoX&>>U9TA7=)aYZR#@o*ZE2Cq3mH**(iVjqAM_#ykf#Inu|XH>W^7_RFP@B6!T}mZ zX^bIwM8-#&is0*vHcIU)f_YH5jLNb4y5N^};hh>LsH$Bc5T$8|Ek?Nry+^P_;j2us z8)ft5sNL$sSXEl4Q^e_7*{v#3s#OhEy;i(2>ctkQcy1o;(m4yS#T~Yh^{Cf&`3Uz2 zCw#EN^{!kvaA0(7polF8FBY0`7F6Xmlt#(~Fh&>xrCr?*r!CnjK=5?Ny^#C~C`pM# zeOp9~I9fM_yAq%+oQZHaGK%6ufzTE^hCRw|mk;41ouu)%#lL3S<UNbgE6Da9)8Gm(&Wf1ws7gPL$+nDu?SFr0B;OdU0rt4HP}c>2hCNk0}jHt zVx?HUqVROqoCShn2X19_QUXQwUf7kC?prN1At*6wTA~SP@F`r?^&bbA*m8rW1ALTU zIWv5xOz8qHp%2qR?%A+JISC1{l*M+*KeI`D;UTdpaWO3wrBm{`Z zdePYFW8JaUVaTP$b`5AVYKu~8;KY#_JNO9j2T15vfuzw4lP;Fg%11^Mpg@m6Als6f zP_9;rSR?Ci%w90NM7{F5O?X1%0}x?ZtOSlNYmY)k8T0jHN1i{PbVeNLv!>^L=C8UO zGBD`Ha!KZNV2qOaA^e1Gj7=hzs3yu<8GW#n?EW#XENEun2DNi6AR7Z!8jK@5oMZBMwV!h z?ywkZl{-%Uj#-y=3Lp@X0)uOcHd8Zkvk?-Eb5ZmSfLv9be4xVo%TVE0*6H{F~^f41SP9*3Ss1ikD~-DU2cW5 zXgGTC2|ji^5eje?P%IUaV#NV}n8MMsasyrna0>FZ9h52R)NBd2B?^e7=7i!ATUQtm zwQ#V?F0U<@sn1t|j+G8Xla)z$s=^i>AAfwbg^Z*TFboy04}1Vhmqj|B+#D_@wn&y9 z-JyNGKt_l_l~S5sp0mf#ZvYwh%I3?lj}#PjLBCX@NGD{acPeTly3i0?>AGO;ba{s0 zQM+B2n!>_P0i~y)jJ{*bv%`?IakSEH>8TK{w89s~Vz;(>WJktf^QWL%3dnZ35k+wj z)d^Wq0-l8%@z^Sypvnisay8@A;3C{nYAm z6jC=(QoGW)(S;z7q(D$CO0cDHs~UOA-u+?=2%|^M=ihm)2FgO`BNjtwEUM6C-QWy? zMMgJ~E0U4m1I=oSgIWk5II_zXJ-d8hIu2ceuS{fQ5f3S zykXWQ4x$J<2X)a)$3kgrOagz8NU~HuhZ+uWV*De^=F3rcv;$+6tH;@xHm{J@RD8u) ziOw1kec|RvTp6wdM$YUUv_s!v>V@jHqaO99ffdV5@A%88cO1CU8!v(QFxsl)XxNRU zSa#WSmRc+~kDZ5=9)du8Jm#~?0Zv5OHA8e!6xS2Z{8=cH3h8v^_2^$y;AYfR!ACeI ziZympNXoffRtUm55d9&Hbg{W=MU87b_P6 zXoF%=BXACA*C+&L#PfHa53$8TlvdCw1PA2#bI_>5ohc3y$;cVLL?ld6bRo9H>H{+M zGXx-ZC;XVM6p0uSfZ1n;N1nhHt7(d*>xLom4@Um@;}2!}5zXGIVW?4b{@zfhFZ}fM z)TH?Y0!y6QWIFzx9(fDIL3ZI*7I`JAE(p=9Gui1BVz@$9HDq4T7076r#S+2vdo2wC_THA3lJ1qQ`Jl;B0O(q)kmlfbQT40l7xO)hS_ z5r|zOiUP=JWigRYo;(3a+CnS@vA`2NDeO3ltuxS~Q5LU z1C&t;9~kIKcYJ&dA;L}ObtC53-$m^PO zWSnJrl4=?fihQ+ZOJ90=FkZmJV_iXe3BZ!3_MOQgN%$` zcKD01kYoZpch)pL)M0_yLue}4NqV~**Ugus_90ps`s*=^3W>@!MNjGa$juz6oR1^- zS>)B#{kF7>Cx4$;3f6R;^=QrCsxL4*0BC`){$j#Mu3jfI>L+I$csg&pX3M(}}1h_{l z;RA|~{##2yXBQ=xrgi&Er?(tz=^iwJJYArdmzQ+65}vqO3I3dka_nMNE^9hK1S&sI ztauW%wNA&NDa575O(1`jYBm4Ce*Tb0hEj*|vDJ;kQwkOYWCW`ggU8<%SeP0@IPj$4 zjJfPAPLR%rvsE~ddRT~6u2uwuV8{V7BRvtA!U%_Omcn86se_?g!@E#JG$A)@_ySd@ z`Is}(706A-@?vNgLV3%`b5W9_*>Iqa)m6pW3&<#t)DUYNbXW*CJYiC#jz4g$>{3)p zA{>*F(qj@s)tQjq1xH~1g>c9R8h@fLo{T;Z>I~iP)ds$3>i+-Sd^sYh7o;MqL@~sc z_8Bj_38NFbrVvBMsNFi%uDmPd~s87J44(%f14jFlehMoorb zfbE(wd{)Wq^{t6Q08fBuuuE;#0rUW#pP$Q8CwT(N2UW=Nq!VxMg9i`1xi@d##HY_H zI7AeOoUPM+=d$^7jC5<$rWb3loQFo#1ue71Q!lDhdAey7I#g|?^U(qaV@kA=0D<6< zzb&y&r3Pt?Sb5pkh&w8~vOx3lAR|^3h22<4!C8n{;I`mINjkZj0|#R`%BTv12zfFZ zOJ~9k1oK8vIfj64i~za>pFVwxgF)o)_47^EvP? zkeZAeK~f4d6q_f86L@@s;0YNG<;x;F3*l)OE44EM9~I8au~|3Ve3au`Mz^p(SFLx| zS5$e`rC2vw>G=060jqdQEk*iTBiYf*DAv&nadzG%+(Z#okXmgE6K?#y!z4H4t4q5W zIitj=G{VORo=4>)W|i8xfVC?l2Z3F_Qm`1CQrp5DH_gGEum?pE6+SmUSi$5;>=H_` zl$^68z|(412k44Yf~o5Y(@eW=f8FMQt(y^ZWI*wOM&X0Nq6a*Zm>|hHg)SMpw1Jb^dGq>v5Ry1Sl4!df`;&#&!SYSeuYWSNGN6Fgh(|sK;Yt z-SxziMej6v&i43UvT3}y@#)x%h=bvyYeF;&8pR`pP}Zn%bJ8$tG_+`RO~8@S={f@> zZ3P>v@awxQFwLkh7os{X4m=@TJ%+Ml>qPvsTek3W)%>4k84PN(-dwFvp6;$D0!L!Nj_5h;GC5A#`|n z$S$@TI}2L`tkT$tjDdGgu|V$4a*oPu1|(9W>@ej;Pb-LBkLKURdJXA(1j1*jje1yJ zY9w?%PR&;VTcCPwO`hS2eJ z*a&ww!E~;i?TV61u_pWEB@F7M%eeW&~_`Z5Xu(4Ug>kBj8Z{*l~znR7c~0{NMPgm#!lC6n}{D`^){( zap;MvBM&ytRsxyGV%MXwX-=f`s58>x7F8CWII9Z9bt$0EX)4jt7 zPyWz2`-XLJZ~(+NxbyRK|4iAgzks`O1Y!$Zb_xU*o?-*NID{Cw1GF zA=d#Q!1X~cWnze!L|vT%?Rpp7(R?7w%YhLxOyI~=FK`Xy15*R*IeO)t_x%3|cWUVI zQDaoS4nPbQi%;1PKKKB*4_g0!_YTF>9UmX-2^vxhkyN-|?UntPqiVI%cL$0x^a5kL zmF^^JnbxaEubqdrs+^F&30AO1`@X{s2FB0Y=#Y z3NJh7Fjs!>LfzjThKm!%1>2|{41oq$pTZXCJ_>D(mp zXcrDL(pf9Y(JP^WclxeZ1mu1E_%UOi2pCb#^eOARu+9sIY3lUZ`HJe4LEXK3*A;2- zhozmS$b{7xTC6Ohv9pKS4Dr_6bhTK()h$C3Ts%Mf!-0HE!NJ! z$^p1oP1jH%4sW$XB9C@8SCk0=?ntzlQM)|~X=HnsSY%{rq$nYDv>pR@PQJ$X=75rj z13sKrb)1_y3LjgcSvxisO!~(`E`6=A1!oD`szV8;yzMed#G)btL1D*PE=}O<@~uD) z1p*XBmp5mt?CeIFQI@K%A&kVX5CR!D6D))qD2m$Y2tbFT71cWL z9z{{2I7n&|3?2sv)yN1RxX0!Mz88;C6uU=aR|gCpKrgf5lnz^u5yKxQ&Xrj!G(QKs zzJc=0jVCvhv;rA!>>d%e6)oQ3ad66e)AxUDE^{2 zXslg-i}b?2{r21Mz4x9URmwpO4p0B5@R}g@{{8zMuG8`9>)q_ovE444FUQ4C*?Oux zW!F1hYgbi?b~suq2OlXuxYz~itoOkb`cBT`<=1)^-Er#LD#Xji9;W^#Vu>sst(qu= zTP+sIsMmb5P&Ve06ZXOX}=SJzwdbCB@8=z*zqk2*D zUKt<`?4)rt$9-Rzp@Sy@+b%cskfBHf%IZ-RU6VDWOJwm!wG=?A7lLq)A?vwe<&bQgGIMwzU0JY|$YY+2@U4v8 zq>#uXJ%4skqFUKml%rQX;TyB+vej!0P$KxEY*|@kv zhm6KUffpASe$whQp2}aZw_Gw3IM6&=A)^X`5e=WOUgp|j7bXxs1R#19?h&jz#ouA1 zcBcSA*oAHg)oYhCizu`7`|rQ^_d7{3m#B<IYpfUrI$xf35)G^r3z?1^yVWB= ztVkf$2%#z%;nOQnEQj#x101`pvIC_1Ze&(2j8#lJaW z6l@7J(?E;@Hz7I&!Oh$8i_#HWpeP=-%t=rfiC%+ZG!Q`G7lLO~$S77KcB0Y5t`L7X z>yJBdRuLg>c4@1EpC>alq2y>40VTXxu4`3ZbwQP(J+S!hwh_1QhW|I152c zY5XOXS}QoHf^a~fap6xVaD-4eGa|{2&cc%nr};s`2ucbr7y|cNV&dznYfj;a+2Twv zA)$@Jrr2e4)-w7Oai2bU@+9U$7!$sXbUf*3tHKK3==%2UTExl>_hSoB*_GL44N7$^ zsuS)}UOq}tptAs8rP)sd^u`U9nmA5 zQZwFkjZnPTgF~mHK?-JJS7B!_wiy*m=SksarPosp(ly8Ce$+2^qAAwKLYu%gYINPS z8Z3X&K*nc|aL$@;+#%cLESA!#(*tx`ckbNrnU7?B7pNRxA6ypPDmFzpHx5du3WQxW zFbRuv9vdU8x^x2?5F`OwL2<5oe9+?~H6L~s2obgt_FAem4zlYE8bnbZWw8YT0grr$ zM~OIuzzzg5XDd$xkkK*SmO`&s_%lM50tf{k{p8Tcm_uC7k^)z<&oIKFO9zfz>Ow$X zxrj&hIvl0w0kOp{9YwnQD~hKZ1gv8U3QvUD@zi|xn(G5kZ;_Q}S3C#!U`2tgWSDdo zWnu`&TMA!ACe0%bU_o7<|Leu<+<;K5Fg@~7h;<1g+CKRRqxZZJiEuEeFzJkn^@s!7 z{s1RX|D|&g^T7&#ZB&RdCFSN1aEK|2r!7AEgNa>3E|*8K!0UEo@S#ZO9C`9_OoR~v zdSTu#gakbL;?p@8e6rMy+AY|uEZ&g>H)iU$vhLTtW>YiBS8NG*m zG?rpzbp5dt{+yi}G~|in!9LuLH9C-2gwM8evL7G#mlBkT*O+C@M8D`IK&* z4h2Xhppke4;%lS8KmQ#6U$5-y)ii+8*~M01wczYh^QU=6_&$a;lc!yUAfpO%#b^k* z3HQs!Zw{rY2nWvab;E1okx{HDxn!v{96T~A97Fz&-oeq?m*B9f=!{VEIv_8vaF3j2 zu`7#kDd-e52qWR_%P;au!&5UwLC($T*fl);!t-W%?@UXLy1cyfB~dK9SpD&J-jO*A z$b75_sB2`}Dw{7yXJ*<=B%$bz_SG*6(OHjJvtA8vdAvHm)|a(Jq0D_(TgWLyTFL~(DwTX zNbiX)WRzp&69}DynKMI}L_;_?%`x9K%IVsYOP~T{NSQ4hizZ~m95N<60ZLi}Lx$6E zGZKl!S~=?;;YR8|JAV?0T`B6Y)GNxlNQ!EmM^Zn%=bX*A0*$N=u&?1pOh!;dthO6& z2#lp@wM$W&CJ>%1e9VtrI;I5Ndi_{9aF$f(`C~4xSI8T6czD=X5~bNfULU+dE)JL+ zTpSKU2uvwJ0gMKt19FM1R>&9=J&{6)>U?Jr0$Irl6bpm{XMkcmtct1@&IyO3qoaPc zm|J7RE~(zya-bazhU^YV3Vl5pLS6fyq>mA~pLlN&&u!j-R4 zZV>p`GTNn=F}G4%^;zqHWA6Qe41w+}1lqj{!c#-m_#tCg;UqVK^-3102{h+o1_(C@ zs?a(h?1-5n_q#6LzI|I;oF)r9XHZ7YYv?SrND8q!rjs0GM~~piQ^vir`Eqn@`s-*F ziG2g41_!Bzt}5MEiLSBKJ6%woekoond#uZxM}y}9)AiRMbY%gU0z{Nmlynpg0s=7U zeG^Oga4-ibIb#elA!QWEE{YE_N-%SDfu%qLD?aW5Ujce~6eW-Y5sQOUwB^x!d+``$ zCAa17eOEO6CT0c8V<)kNHT)ZpbJ~pdf~11IJP#&K#5`yDdhKCX%I| zu#kGoNXdc&#VSgdkmOGom8SOk><#qxVxkb@&vx-Q~ zmz3~9Lpj>39N8rbM_v|8tfGJ<6+#!wSuUPlX4kh>UY`@F3NZj4fpg;{FDQX9dAb_R z9<(}NQv40ShT|rra&SXTtI1-bE;pmU2|xg-ArJ!L(|AB;DYY|_QLk{oO1M>&bP%Ky zLXhOyd(Ey!79dKXb3=))3cD1KB)bm#3TyyiGNKJoI)b6pPSzg~;0V_u9MlEhBjL|& z)G*Icv1kMiUoN7hBi~lpd^xH_{q9G7R1c~qTQSP6*X&M6+3l*$2{p1}>6OZ#!cGBF zYs|41z_AHux67w)1i}u`+M`2~i>JeOFcfyXqUbD6NV}Z`Pl~NpcIV*$oRIg>Bb=!6 zRL(o^yz|pfKlxNg%;<}POmd5DP|8<0&UzAO>9TkP#R0M^gj*wqFi|hz%xISd!&m{Y zd|Q=+n7jb71xSP#KAv7ecHs2Y)zZ~Hc8|i58N)dLNxDbntH`4$_?YlC%G{iz1~Tdo zCUgRgC#WR|!?AKx3qI)C6)4I|V9G*-YZQFVN0?h%Xn^G)ywt`(H{7}W-2w^>RxZK~ zy~LwfIE*kQ)&H6XLH2aHY#~tVYKs+YWHiARXGTmIt-x7Ezvfq99RNb4OW}5ObmYxf zg3oeaW@X2gzY>5i0i{dOoUboX{9W;8#(l~YTHLth$x^J4ddMy>WEZGhI%A8aT0H7Q z{pVRNc2yylo)b!KcT!RdQIXD+sEHCn*cAfDu8cJbf2@>jmopt){Qx09amslKe~DtwlLB0&NoVAwuM$fRaneRR#0yQJnEh>mdx3K}~Lhja`nLP`WAoj-w=1%hwB8p2X` zE8(o$D1o(QRk)80eNdNI!zY{u`Xq=9K7K%Wt^7HH(xKxJVY$+gQC;U~t6Uq`&6lIU zfSBxlKIn*cs9C9MRuA4R6bGq6M5pLh;;}At3>_-}X4?HiZ1Leq7s3Z-XkdAA7`XG# zeVt?X%S@pc6Gq(jj#}ua03g6vv7fYTv)CN{vIowGaqXy%-d+w{Dm70x-B4x$>mWu zScI@hWQ)EghY|<Vm4HpCu@036{qYE+rgM$Mlm=@%v<}ZrH_fyvmXHYQFwhGZ|6-j{` zBk@RYE2HKUtkhM<#M*)kjR>zTj8YJJSxThs&>%Ci5FvJFw(+Bof(DTO+Q46Leb1Fn zAhD%<=j+>|1`?j!*36VkUQk$RzLilE%D8ded^x)89jC$dt;z&otZc)fU}BDyk?5NK zHre${Ux;0m3rvJNe&?+V?AoNo#I6IN)OS!~v%~aAN<^8!M4 z5Xe%)bY|^}GJKp>^yZsydWTK?`T02?;08B7Qml%E2v<9YN|s#~^H+h6cD+%G^(qp> z4ZIIkftXbA7oU0n03ZNKL_t)P5VH#(fr_%#=!EZ47S58obV%uNE**yo=TBsm%LjnN zV(+B_2*hsX)DxIM(B|p3GPUZ>O$zCVGU*u=4na~Gb;F2PHB9x|g$5H8Q42ex)ONL< z&OiQI#54W{%2fw|6N$710!$7FM8g(~>>TPdA36u%0O?Y5cC4KOXHgskhFpKt3z-km zH0c0Z2?yd4W+7rV$9Kk)lau~L>vbU9AmgCnDwSGZ{iG`}wqn_>5@D!PyFQ8G2-IPP zBb?E-0)d+?f|ws|K2RM~Rp6ZT_CZ!4sYSBD*JRmY77~;w&fKaSKW5@U3C zhbSqIQ6r>;k)si$Bqty$u@R$@mhOhpEsRb{2|-Cok$em0Z=dgR{Qidfc%JLN&+B!b z=O^W_k2eQn(h*?UhRpK~DusN6^^j?>_~iC?;|?+y_x$Z^U4BeI@5CqirIq4+&vSQ0i?=)V&g54(X*E@U5x z>f;&2I!DH*ziZ#NP&<57g5;-^HpDB82~+#fm{ZLJplk4T{M7O@8uBqX{@D?c88LMw zuk)m_jre-gu%qik?)eZVtvzq60uPNs=;ecLXNrZ{bs(D2nUDnKvk;s($3aBabtM6LSs;FFU!BIcki@Q z@zHqOyZ5Ij_l_OxDu!Um@*yJtt}bDUlmYF_muhme=H$p>BJpmP@{{!G%>VWDRw^qc z)~jDUJ2WOb3V1Lxm{Ux1pJBL}dMc99hI zm5VFiTp-m=>Z|)n^U!Rim2tll=irE5_=S~6Rr$DZUOTD3R+7gy>9$~lXsz_Lktq)? z$LSr{U2%2?ENE z%bpszqbmkysEanYkFGgme{$&2^w~tFt+_3WDwB#eBuU`16l}hU z=0t_SZvI)VK@C`n=!_h{X!YkR-bEY$Y5M4iXW^6lO_9|`iKb|kF* z7kj`FkF(*wBo7e4Zf&~h#AVlMJ+Jp@owP=4lycN5qvkl`kMi4eB_CpqjC@DT=1DIg z;XAM;kn!G!;v1Wd5S<@c`h6c7@Qh=^>yug?bLx`csje)t&A%OfoUN~CsdK2;rW$wq z`6{XKNlV1TC;?>n@wtHGZ_71~!Y7DD>cPu@@$ZtTVy_+u&(u@`&2N@$q}2ZW@l~ua z)$7t5m_;mGnP)V;w1I2};4Cv9^8HG6yAm$pr1u^&+xsl@=;1}M$o)8pk@>lX;<`~6 zn$Z#sN3q%JE^iavEQPV-zsSvEPtxo8ko$B0_6Pg;SvAMq9OXYh?eO~h_29esU#9!D zfBfazqdt-RGC-P{%)eZE`RO_>Ao=&9V)IQd&nr~04TQXZ=3DpozPHECA5{JS^A@A` zD^Qs~=gAw;lS8<6>f|(o4?hOZ<5yqNR1cf)NcG*|KZGyaz3F|F@ayB(yZVxD*yko` z0R_*-(l)ABPL0M$2C-%_ev1b)*TL|wy>bw(?$p=UOXh#~c;4j1`iCC`qn$YFvj4eZ znrYFuizMAm)|SEu5HZ30jFm-HwR zWoa{+Y_9rgfM(Ifp!74h0Wc5n{^;BHg|BY+GC5zp>(^!soL|Fj8!EYo^~=g4#M{!A zj$FtS8Mh4Ev6?5BA0GV}xIFFt{(z_EUeN%L*EHFqe^nGbC1zB|X4D^=q(44wvd1OvxBl33+*kt0gwXk66R*bics~S!De;*x`xU6M$D}?Q8e@`5S z{+YccnBxCT$-mWo(p_487V<&_3@Sm!&JGNNnDWMcZyb_t2*`GPI~Rs#2QN_L%nyG+@8L)zG0~=!H%qrfs?#-Lxd6 zH5#aR2B_m)aKZ~YVTD1Y^Ik48iN1{jNPeCy%Jl7iwL%Gb%(&p!D2=VbvPgmnWpBv+ds3AGu3e(g`R>F&7=m^zQhH}jVy}|klR19pgj-( zd;hhMB6Fb4Gv&*EXBJr9mSHTB6IsgW`CX!|&~rH4Uzd>*O=$x`c@Je|{P!-7m|YcY z9qPRJ*23}-n?o{6uKu5iJ)D`L5mkrIvmJppS(}S1fAys<5Fiw;v&g`b$R4&)?dL{r zTxnrkP3A+!o_x|F-oz0%vE6}e_+NMM6{;O1EVyUv@iEaBbl?N^%f4!VR(ie?5P8=^ ziEk_NKUgwFM>+U=XD$LqE!T(O9ZC$ z%o|)otNPd?Y27_TdvsIbIL5*|?+LP*5L~v-Z#DLND@}6x?i%Tf~&^xsZ(ASo{ujglFNa{VXi`=U93GHbC!{V-W_I+Asu5$dGE1uok&}FF zC%W7xD!zQ|rqN;XV@3)?36dp?;*Uf5>r`0o(36MvX8-I@u&qDMbf^2rI}0_3Y)PLb z=2D({s2%o3&t-~;l@+DdSHtgKKqkd|DSt!oACp?#J<>r2>cYwQcq+tD+@O>71A@x5$?jp=ZSfZ}_9wZ87t&zU8u#QHcZ z0OsC68s37;J%95wPrCH|I*X3aTJ@u(x0{V`(&h%tDJUuZyjn2))86-6*k5Lq@z}iR zgn$8PMldkc2*TZ&BD8f{LE#Ga2PyBDAcmbG&u*1f!&`F<{b8|ni+w8>#-ws6oS?S( zap*AN^3iU~6EgTTkXrs3Q0LE<-EpnG?}!GHz1Wr1F>^QGf&aGI!h;EuS3lnLVk1&? z!fIACn7#90p+bB?<+o1|dPW9xN)c}>$ z!83SJdyREW7Cx$0qPSjV-=4Cx?_A+=(o;~6^sKK1&3y36Ke~3)*ir`FtW#Ks)CS$o`)p9i{;OXLyz(Nh>uFIH!o&29xn5P7 zl9_K%p~1l-*hG5P-?v7yJL~wmO{MCYWGrzR6Hq&V~Gv_YRVKRG@nw+(EQdUbtJ{lJeF)d4vRM)CX#)l6%NP8X89>8 z%*<1^!{RFDxmS*yMzH#pVT%wRTA!VhE13$YeT$iTM4;l&&riCYe{`|%c&plQM5hzD zKi>sh!h7uIFZtY_>oWUM+8~MI$uT?isdrpD*d>zgGY8mg`$yK{)eK?Pmjp*qOnW(l z(0+Fd=m32=R;7pzFJ=z%=Du>13L@m6g%fJ>pTMhNc}el#UqxO-jsKF=kq zo(B~zWR%uMugWio=;{>7xaTb9;5y_U^!{d9!Q#yKDLeanGn`giRqMq*U&-=kU#g*K zg-(;Rxom>ie5+w51ss`V_7zOXbaWxI{h=QVn_`cv5&(}?x(jl=$uqrJf=#%Y+me7K zlX>GxS#4|0HGlk!_^|c!`WSiw+4~9`d357<|I7O~|4vTy!|@pI{wENuIG7zf0T)71 zVhmXx7GqU($;rt>FoPcm+lyP+Cc|HfqzJp;-xbF}t}QQLzcY&a@t9k`cKzmrHn)}5 z^5@Sd{*Cl{VSxP)Z|N9}dk5!zD{<_!wA4eLv{V+Vz}O8P|4@M+stltfRM|0gsuUv1 zr1BB>SaV}F?)Q*QfK&uS*%Nv=DGeApPr)cRIO+hjhtJ0x9$|dqK7I zVZyT+DeCHyIN))e&zHcK%q*=M)v+@Dnb1vI?byikwx1yfgJ$Z4hp_N&ufjU-=4(&- ziQ!R1J6aevN+f1kOO-~Q6Oh~c;=nk^dE$Rt$Z9U6O&-?~IK46%`Os>-SZ%sSww2n4ANJYIJl0?-=XWbxqBtkdyL^o_?R^bsY+#8Z&08M6@Dl(9 zY0MHO@|C}mV*bh4Wtyh3#kqMoIC1@8Y^88#b2BL^X+yl&9_XuV{jeJUDEqo@+O-6# zg*jlBi>R{^uVkgTo;a{FZIDQ4a!=E+kJYA-wTer}^Ue8W2$RkTL8bbaQe8}05vLvr zz++=gIBdZSq6+J3dgz{VA8+rqRj##O>K&IdGwKB4j-&KWjDK%%aW%#Q-in77K#eA;_@=fUai!~2DRNZD_Wgjtu+DCz`|IdM@ zx~+J0g<*jeA)QwqM|DNz1C4srcAo*ZQ6GKt!tyeWS5Rfua#!{NtAGZ#&+-2)k1K!9 zEk&qmUYp9NZ<(0`9+JCMW|T23aWAa}e!j-@6~#Sf&qpR)j-(RAEmAP~D|wS#48x!K zfYm>}G#yTad9%&!^c-YZ6}UeX{=TF(qk|*kr|wd@E(?7qQCdpUa+tIg(xgu$ z=#4@gOv*>euvSIa%3bGS^)Qo`X{(a5FbXHW<`O9P8q?9?(sH~J`MkA^H|!!rXF z=If=$rPWO2hti{V3glzGplRq2KCYpzxt_5ZSk0d+?^e?Q-X^(6ka`s0A2a4J@-Nk_4iy2cO0xNU+Vko&GV{h{JI5Yr4~ z3n5XNchG`%WFOZJ+SNv#r6dxk06Pr20#*)BfvVugktKKMJHytM17t%U{;Q}_s02~S zkAaf_({iER@n#h-Ia3CTqI^njB)&%uVLP=gjfTJc68XqiLMv2{YRo!_?BlV_wtuC* zEU6%!H=MvGAFpvwS~NG>`Yz+1bF9U%NogEExlzd8B@L+h1Y4%8OlbWmT7t;N?2SZM z=u-BYTTx|c6whd)uoh+qh9Kw!Z!+#BNuqGR@VFS(y0!U?-(gVkaPl7UE)@^>ZSuxhsQXtPl z)b{YrjPW6}rn6oxySOfil&0^Rn%0|| zr)y*LMfJbiyorC@({yXzmPoM3Oclo_KL*Tk5WAZz5FHzv;1X?k|6b4idw{+~d1fg{ zbh0P;M?jf`>72##G^x5Jm1mO64sHT_PHYvYyn+Kbi+5Aam9`Qm*gUAc{u!pCHUz)M z$G}XsLT}hu#aLJV^M;b)7lcU4Ua0ein`n@6ajywL6oh$I&=#x3KKEL!_AlAF%!viD zsThI)-{4o?JO=ZnwL$}EK|YISN|qKrU(59l*QFgaEDBmD>rq6$g`i13!(v(#R`fnBQtz{s^ML|3Tx%ND3zqXDWo7F% z*(Bf4f5T6BiO1D=plKqc7nR$QMWVD1mS#*l1pN^rzJ208a(3`qT?ZHR>efWi>({3Q zOHCk)RUJy=XThQghGo|JJ^d9`udbGs$yPJw-|=+BGd-N!&eP$?3YvGzHsjk~gb$CV zB6$R-P34~V7gZTMEss|F?c%>w+wxM&8H+pyeod`TiKLwm)4~1kQDNbpoKZFKsrY;1 z9VGH#1Xn{7y=8Mf$enM2vj{nKp;;eAA29CSHt7kSn4P7m_xaODavMv6*?@zd|o z1wH48vysK4`S^>J*{+n>`1d0I+Z-TX;G1|Z^C*Z^mOeP|#l{ceD#o-WqF=q9i_$Ly zZl#dSj{g#@3O@8*$H4TF(zkm7!D z+AE*U*4TH@$NM|*&3;!LX>jXjKK%^a=f>bpC5b;5&u9vW`AD|u3d^ls zw9V2kJ!Dy#xYvJQg@vX2sPDi_-?CC5DS@$iASxW`<-5R8vF)enT-?6G-^&3H|#ysLfTnQv%tPp4${*5~N>syn<^e zKJgl`Q`&l^g`zqMUL!Tz4_8peNwbI)+i&wtNV-;i`>1d1V_E?*I|z%n{{}JR`TZ+P zjaV#SQoDCaKVN!F8eie#_L>#|+pdy0)wbrmu6x51o)mvkEXstoC3(ycqvEe%dbPt>!qZ7K*4_J&Dc_? zLMjz5)qBdG1$p&UZ+vFzgT0(lm zL%PX%k+fJ8&W(Ep;T^db_g;mH+(Up}!6U|ZUrTym0J0(4%ICvWIee5-QCUB1d$*SC zTIVi7IRLM-qd`IU^6p~_qZLW046kTQ>=P-Y$;>ilY8VAnZ;UK7Ebk9=;RQ&y=Oz}M zc<32P*Cie71pJAMEg<<98JLHzoi~|rLKlhi%ffD)_cbK02j*gAgP<{`Suugzx(f;S zw*=_xpPA?laTPA+tdp!c1`OaPCF$OP97SNe+k@Wb?T3{U2X!f+JMBe2a?-m}AFEck zN4Q+q!&deNi5T$k(#E}%cTgTqMq%^orb&TW$u~daKX($mqsQj1g(|NWMKa+f&z8JZ zORIBR*1-IwOoSr#064-s=d|T!kqJ4=gyMevd%`iZFJ!j`9S{__uH!Rn7tyaomK0!w zNM$oDsQK)5Z*JGuD5jKRwhpu+V4!e0FnxaGfUoDJc{OpZ`iXH;IC*8;Nnb=)P~l8Y zCv=vq5(zs~3#&}D<>ul)3@NjH;&@X^JG>$aQP*nBDY30VHU`0HtsmXKBmpwK(YNTg z!T{)8ma$}dTEwDMwdoaFw_@o}N|dFztBpkD57AC0+)zk}96#@UZ7RG$hYY=fMJL0O z+maaWL*PwBR^qLSPaQbQJ(c2X=| zA5xV?W(fV+30I>P8jpqYs0`ER=RB!*U*tuJc^iCjiB2l#;V${_;=@3&Szdqn3l6Hd zfF-eHB$zbYmTLW^+KRV3;4$$$))pxAq3wj%lRD;Pwt9n4u<+*6mv`M=!HFmBb!(9P zt6Hi6+KU_pQ_Yl-yM4*-Eg8Ie9GjL(TI@7Fk1S8Ht%9;Bl*Ko~MvQO%$QPz-)@b}O zr_1Qe{x8)&{t(kdnpc@y1~Faipuf{a(=Xjn1~9pL7mA3VOITSnOTrWwh=1B#X5In8uO<<4Tfazd5Fm z7kX9nj+ge;f6IXiPwp zS7i;`Dqus*(u&`sRtuUM(2WM1+1>yZ8I)YPQ8>*Hf80LDfIb0j!398T94{)6xz7eo z3LDGYVg zbSfUj_dOvWK0RV8(|Svpk!RRVT8z%BRK1T$&blle!vI)ARs1rj3-8N?f4;wI(rCWp z`RQiHLP6g=Yeug+`&7e4_JOIOhGL=)Z;g1}+18?k?%|PjowX2kM!lW_Un5in()T}R zpc>MtRsH#yrR!j&Hs{OzRtxf0!x*jRC%L*pbM@^oc~V$oY8M2=M|Uu_f?=3G(hS7f zbHrP=e?t3~AB(3Zl7mv_syn}-XvF(FjcZ{Pc|K>QeiRsMe#U@X~z zDUK!%o3{D|pU?!x8*kfd8rmw&QE^0$P^hqreWjqq&E_D>=;geM3`_OA!+QzN3^Km;5a}CKimp)iB6v9 zr_g7%42v`AOV`9sfW6KAYbS6X0-;*dgqh2}IrfV?oG)3ka3kk#+v~M5zGu|1Lmvhc z`C7+^z_d6=c{=L1!`1bPY%$2qTnzWPw>%J4G7vqZ)=?K)+nMd|?M^b^&SM7*fI8hW z+rRzbotanhm5-R#y1>C~|6c62!PSyQA#l$x=j(KA5cm{Q^6Tl*Rm!4_j+z;$#p;f> zcqkW-0faTrwMEf?Cz61nP$pM9?Fw%E2Cx=DJyLrGfof*0>7eM8yBz8!&nD~YLw2=93~MRQNYXoubP(yBt^nV5b}ec)?^QDW#dP6C%uwd4#p)oO$-M$p9B2u>-+ z%0?9LHth}jE9NYM=y5>fZ@iJ*R810Lh}cGqNUp(9QxJOG_OnYGT|^tai%c^REfi;y z)>mM1c2%y%5b=Oqr1rBI$_?onXg1i3ykOl^esQY6VP}2|FppuB(Qg^XLd{FHt!KuJ z{m$SwgS+MErvQfa!r&7(PcuG4$2b9}w|Ck`Q4M5GE8B(9^CGiO!ErEvy7y6Q#u%2~ zr;|c?{Qc-N&g+O&NxnDUIfQ-p15_<)kCfs;f#_cOpt#b>I-SpG_8?S_hgOw7+=Yl) z-D~%|v4Rg5yzhbN^yIdiq}}f~7drfif11OqkFsTgUfV0)$HWDe>55Lm{68v;ofgia zEbust)H4!=v*-OyFEvacRMaVXpV>wU-GU0jIzo^;>>6r(e!=%i{A%2lqG&xOb6JXYxwAdLaDzYon2= zhhUJBrg?0v!xovSoOQ_1f|xe?rKh>!ap8kG77lf5gg1)P5lt+tTcF`H}S`=WI z1AlH=TNA*+Qj^G8BYjgVdeuFS4J3=#{s8gr8l9)MMCv-dkX-i+r?0uYcOeXUQ&;#x z?l7mZG6H52BcZTfTfYWHzvOrSo@J^O#};R!_kB~v51zKbCmivp+q=+3?io)=#_z)d(IMm86AWK{vEb0<)v(g8eL) zN{=j$tJ87NtYn$dCp;wkKA~P$chfpLU02PHmd=ES)?D_1sl{BI#Xde%)0E!Hq)i@R zxmu{qgsq~Re@&>E^9%?K+w<8OWG1?U^SB<%7uLp6frsC;R_@ToNe~LKBcNt0j^Tq5 zVd?q)Ln`=Z?GhCt8M|Z;aNXvAQzq%m|G-RFsmc$Yazz>}cJE&rwfO!v}s3*K?L^TLdN&*6g*_b_r7kr368VwtmPM6*V6u)$#g|)Z``+$ z(};y7rQ9V47Wu7jR*pbGtU!^322^mF*?xQ|!@%1WP37DiCxP5v=Fc*!P-rJLe{trd zdtA~}ss_}n**hrYH)l1GP}tw=lGXqiy%D=~N*cieN`J&792VeqbRnD(sgbMbR`p%> zb>aZG_(;*O|U@7_2Nf0c%}n z0A-Qft~|Q4H5ZT>%Z_D@`kPDF0Sza%drIs-o_~>(*`GQPrhKy=P#)FjLBaK3-)wdZ zg|!TBnB`#>y>VlNy}5)%F#7u(6_=M>HB&jz+T*_R;SdIp3F~I=UQ_{^3sMh@lJad$ z-J^R)?DQX|pNEgDtAAhS*I%d0y^a`Bvt|TQ)YJjx{{EVrBq3(~)NQHi4S0r)8zjLf1Jp;WG3n5WBC%AKF(jPkN= z922NR9&=hG(f)SnpO~=>?_Y9kn`&{i4B{1BC((1rJOw%m6~|Y3#6|GvhyHF$$7z7q z9oclmww{|Y;lToOK3TL{{wL}7yH&WXj`zE%a&L6M3n6mi`IQT#mjoIimRm1v@W9UZ z;bTkV+lK8f7|MdAkj{Z0|Iv51r8#991!U1RX_FlIS&j#=Xgw~xbP&(e$|lNvI02gr zrh+Pw2nid7TX|s@_damjT7?q$+P6M@CjFz+8QMzhNuWvN{JgwFp)J7)U3Mc51T5C# z#BUJGYvUS(Pcx^y=RGBncUL4ZPzU?wX77TKEgvXC&frEL>takQvJP>6!p|-!FLcUI zv@O``PhR6B113cyKQGD5#B+8&V}i1?v$v6yGg3fTgCD3Ug+*EXMd0r=of7STDKbKD zj*M|pIQ)--mMMVNqO6Z&HvkWxT7pgjJZ{nw2xNV&{cugu&-*jRhYE9~kJi~yLSBI_ zGhvaRhGx6jIhu_>IvPa{5}B%SZJ*Uj-*eYkSTOo%q_x2x8uVXO7IWI>vQ3TmMMZ#V zfIlCW)R0?zp66M0OwUvN1Uabf_d9y?R9e%{+cw8I*gKels<@-?(@dE9 z?gi_=pT`aBglmebTOm{SKc`b$)IG5bIhvZXR}4sU=gcB(Bs7c`C=>n?x-HmAgr+5@ zB%?sng0%^)tD=&{+JBt;P%Ygd9m|DI$sA%AaZ(1I7yrDNdLPomvv+W!jp({H3{ht) zX*E?4F0EfL#A>=MwewS*xuzO#Wp1k}BK`w~9o|BhmwpR1nJO&iA-Nm#F z9loY`zPBRAkHd;0e#euLrQ(gf1HyB8Yqa67v|w^}8W3F}sud%PMbOCbH&1ujs?Z=h zO#fYRa-~q;^U1e6dwXRWqTw5E+~=S0J8g`tCJo%*{C+q{k)!UVhqVDH?ikWJh9uG^ zp>Xz%0$fV`FFZl?$`2k{QtM6_fdLER8Yno&h=`jfzG~4jRfzQRY6#)dG&x}9EqE{p z?d=JLS{ZLKfy7Hgjpj&;DMY!F5D~h6Iqr4|GEh;f(^1nmhiYgjl(cI`*Bak!(OIp| znT&y2BdQ}dbOU7biI*d#Mp@#)OSAB+5fT8OPZjv?+nl!=E4H&I74MG~r z9)CH^WY^Qt0YGUO4U_G-2+MaNQ7T~bN27@%CG19r#1H+*k=cpm%TunAB}qi-&b*eF zUrbMC!l#xD0B|hrUi=f}jn{Z`;zXSg0fDpAMH#E%Yx#QKKXvEkS5cN`&R#%(whogK zp2>)$;%2uJbG^5#0?%_C5A(Ho%|s{@qB;6#IbB1qwxV4}#mi2)lVAsCR2x?UfZ3&~ z;oHL`M%%zgxocV;6}`+9dTD@|?s_7v zrfxv=gp>tZ%j8=>$@?geh#0)iC*1}f3}o0WZ8)* zq*FwDyWE>*lP}uq2cD;t9^Z_=6>=O$JvDvq3*`1a3nlYENf5(o!!pSZQ-JCfD|o2M znf(Gg$E?7)iZwUWSAcq0J?*QT+BiFvU4QM#SJ{t z;uK~?2#pP&q@aCDsTRihIW>zAILR<&a>=YTC(9&SbM5Sev`O#8k1li9EWv)&0X$sh zZQmi{XTLuQPl+{?U_E#sC!6?DaAj{yGr`_gl(fkvUPXglNdT?q#^4mx=#{|f#+bU4E~A%}#7u~*wT#(Lx&8m9~71)iBOF~1~_ z#EHZRB)|YqR#-6p?>2voA(5nbojD&W>GR66rD5UZ4|>_cM#upG_xaew51LbhxF;1j zOtTn7Bw6JZ-!nZ~&T~2HzLowkRZ%OYTQs)`KZof)F?SJ{Wt3U8W1H+K}bu9ChW)}pW=;zk^fa||Ecl+3%KNSfq zIieA1*r_y~c5kgA{VYHXD7T*0_f1G(Dh1_uOxWV=wUR#TP%+bS+_h4HH8Z8)Xvemcw?PTB^MDLa2Xa0t9BHkI zYp?$}&Y?t8k}3-st>tFTE?}dH0FDD|dEoXJ^l3Bm-}oTmX~Z+K#;jrMo|^aPFzPYR zLfsI+m`1)x{MB@C#tEDxux@9WNTqA7f*Y!W$X(Fssw>v#PAU%K$HJ(exUNfeHj1g` zYiLL{zZ{SdY?0kUk`SoZUjO~Xc5|TtpPUAu=Jy)x5*Qv$)VQ3*@mOv>Jd{ZJHD@2iK~i?9d-=(|Dwk7C>s z+ZY&eaCLkS_wa?WF(MwgMVF(u3dxalu>Km;_K976HN?{9lxoi8x79bZ`B2;BRwO>% z-Ua9QHVl0jdi;PICm{12f;2p7A{lg|ZXT+QA3D*`=CDw=*o@6pM)$Y}{rA5gp*E>U zjqal7b!DWxQMLA$PlTZ)CGms?P~sl=~B5jKH?&48+h(X38g73@ zsAo8_KnTUvJ^m@g3gLHqdHHY+zu>efeX{0}Fa!}Hg6wiWIiR2=rE{dqbvC4d$>f#04^DkT2TtyCdcXd*^@L>AUn!5(NXG;Xnm z04!Uo>G{FzPd7=Q-W4Z`fCvHRoKw3=dPIH-?$3{uC}DQtDYnKXR=jD1as0LO|E(SBNa~R0D$Qx6rgB(~z)q9Q0Iux4O@iH+7XfPznu^RWEx z)rMr_f^@gzmapxfw1KEfkdN?CU1FN? zBmDKFDhF^SOxQ1qCskZ7OwLN|akT;wGsCI0nbnU2`0h^W8lx$~W`$vdQ^p8D!PG6j z0yx-%R`E=P6J-epz(p(<>duI2>0~q7(tTk}!%mQW?FRdwwRM4g8y&pYJ*+%3KBlaG zbx%cz?whDknIFiCkdsclVG6l^Yj0V!SJn=uiN|CKYK-9+EEvuny-l5=#ks>3?MD>t zm1s(I>6+s3Kye}%&nflNZCSVl=XH3A9L0w6usQd9eGHGxJw&%e5~Ag^8l7?wV1!C4 z0Ch?tM9riWKk8*0S7_`YIG=n^`6;|5ASgF6mzv{^797$Q4&osjUoio9(*)8#qNe#e z#K-^FY42tdhj$i13LFBd=P2Hfo$VPb%UPKLP>df}=Re*~?ScxE!2C8%i$IhuNqOLz z_?f-JJ$Hd#?PmbO9W9D}Mc308hhdm^XXd=k$=2SUjXT}3qU`%7h9yMw)`T)6^ZIQ~ z?R2PJ(rsa*0Ypj$O+Z}6etp)q$|tC)c;iR&)v5W$a5#FlQ3 z_8WVnOWLgWpx9w1fGzoyd4nj?yF+`6^R|Al+ygOw>QS36Yq}7A*h*O;@M~gEvx7%j z_Zv^gfb_G7Ia{u+dINw=UC&C*#)ON1gXF4N71CH`%>;>^5Q8kK{SySKSA{z&^?fxDJ4vGy4m@11)GIMB6WbwIpz`5E3^S z>x9KJt69?gz1N<}CtgL4v7>8zQ21&ScR-4aQbd%5nB>#(gSo>O<$L{_y|14P>fty$ z8{?E$O+o@1Ww%X(hS%nGPSKKF;S{8d#xb;gv5|rIl(f>H$Hf)%$FoBbp(5fG*ESmC zJFyHBDtS`FN+@`DU3_b=9QUeasF!c2Q@!~O+nxL@|LDvt*$v0f*7qhr>SXGf%%b*m zTjyy#+R}H-J1n8RI?00y_Oe@W>8zOi${cegX=Mkn3zoF7LFK=P$C%n@uwNA5WxL#< z0sfQ9l@yAi59kK75Y&LahEbAqB6&~YiG5xAxTLjGY4MaMu_pObLgV%G*0d&nyMhD2 zjQ~KupP8d`{%z``<(rL~u9dpba16wacb+eWE|_v&6;qV;M&3=bb<8EZWYvGqt}(Tb2wJhv^tH z2-APf2R1n0{%Van9vn@z@HPumnzc%MCc>webWuuTpIMO_%a8JBPiznKL{ z7b;o0DQS15Y-Jzm>KK_&x-sHG;vWDZ!*R}PWwb#~_o+ueNZEF)oy82t=}~3M#yz*tKeEs{CG}K$}sObCph5xrh+n& zkG_Iyq-uWKYWBG32}ysa1099uQ%^mO3X*iGqQvraV-3@_JK|i-B8q+D^k)=KEk7l5 z|2}vm*85{xRKCR?uH*~`jQ^TBp2X1F-sN}qgxje2(ZN$w#G)g@jSbQDR9lW(2c(g6 za-EE%JftgDdWZMbMhP|>lNn4ip0D9vqF`QT)UQ3V*HoO{8UgkmCSMW3iKM{`i@{#| zWjtL2EAnbp^IpC!*1f5&DKtgYx`182U{VNPSFnDlF|f!d^MSMhYOV}D@zSyUE~ko* ztHWRelz54Jex2*l>ve_CFTX#$-P8a+W2{-WMh05Mq&m|Xi*F}0AAf)UZw9Z44}JU= z>6j?oh}9n;Ivcn=nB#N(z;Wb_F;1(Sk#;8iI6om(*=ns%DNVsfYp0`I0$SOAN8M|! zuRCXT$WFRM-g-jyF&rmg?a6BPjK!l$0?AleA0a|(c287B$x4X`K`m7yOkyE!y!#y& z+Nd}fU`(>~rX~fq=tE_|h`R(j39W?Kb;O8Km6*+N?un>Fg8G=L$dmmxL(cX(u%D#- zBj?oGi!w(m+SlAGHmi)I&f;$c8+ul{ zn}?Tc!M|LG^-_lJ4A`6G=%0V!T>MKg%G^+L=!2OVJM;hk{q-DU9``(x@CNPrq$^tu zb&;qvn-#}8790pfGBh8h?ffbv-iiF^0MRrA*JR5M6rw8D7Nu1PFAV&+u7;vdbdj8P zqI7A!l^5MO1$nG)0QNsogk$lj(SEqGr2vhNHeS9;DK907U4bGRs;doHO49h*D7xBuCeU^y#HaZ~BLynpM(V(nNT+qdPoqrc z(JB_*`+|G~vN18%yE_hqv-u@DYo${tWg()%2YMmBXgHC=T=YX7Bn>L@gK| zr*%UV1p1H2o#vPTK$}QF6Ge4JGF)y(l8NqD(2sGu5+XRV{49bA*lBLeDjs0ZLvaDr z`9ycV6xL4=<~FDSXwsD*U{uMsawtYaLBx1ME&l{fw={EblzAE-)IXHU2us>YRO4or z^bZS2IwfhQ-k6?|$x81|Z}3rg=$UnY!qk`_R+$ z(2^gWrxS(C5Hkg#;y8-fY@^MT3Ju;|2^3!bK_dRJ*+B-ld5*N$vgbTke%}97RNWMj zuDi4(Xjm4D?}%MaY4aGaMYlP_?1#4Z=B2i*j#l9P%l z`q((iOrC}Dq>G5U@Q^>ORl9~vAujnEZbxBf+cwo=b=TkRZXUoPR{4kpu$(nPbIX~qnlhO7WwcTkyVyO%6OTWiK>!{faG5vf? zXoOKEP;8I1mE+kdH5rfmSYnHnDB*_OPJwJW5k#Gf`iR1uByBL=7B0P~Kst2!2~)m! z89(|z-EQ4q>17KCxMGsx$n#WsXIHXj?HUUK@%os6)D1oKZ!%= z`GHC4&1~6~k!=*paWU{vl@2^}Cn2-C)D+WiPc6|n+xPruL@gs6?T-j#UYRU=%WO~4 zn5j7^5JeKH68Pa(UR-)pcDH5_}-73p>@gGnN!#eHTOB+}fWkMbmeO2e#=~ip85l#9m;IVzey6kKs;`O8?FK z<^De^pA2p`Z7y9;#7tOmi%F;CL-RDZD9GN{Q$16bVg9YM=a+US_c`|5*0)6fJI^lo z#j$kjfMT&<_(WkiwQb{6u*TxCxhxP9J)q^9!rVK`EXw0224H^C#aQm7fg7eU#0fx3 z%~<1!36~NoJ{qa*xuhe)uULe7i}`(pEma&JxFm%duSN_31R>p%FpyWUKAiz5nOUL9-=P+5(lp6ycnVOWq(P)g zaa!ZK*d-ing5gLN^I(VIM0}*IeEBap%vRTgQ8OQ59M-Gwnn>VbZakR3e=K2Mw9H-V z61lfzUR(+6CwZqm@qeFIDp~D|5T2JwM=yk`d)U;bv5T``UHJojn7Sd|Bxcct&5Tn4 zES4Rv(L+uTw1j!X$Sig4Jw@;4XCAy|D@8)+KligL_MlU`fBjS&5fhb{wgpqJn9*gD zok({=|7b)`PsVoYm#Sr=a4Ncm+F{ZZV&rwR#oP`<`eBD3Pu7E-Eh<_5KMR1fh=c9J zlgB3boOvIbB9hoef>M(QX#4_Xd%s>zQDjJ2=5)k}1GJsFh7`oakKi7u40{vNed>CWZrfmTtc9~V(TcaRu?amVXx6W;(?76DP3lSY?$&9ZH+lTJI;;AsB5_*c|Z}4g~tI`Qv^=BV3$_umP>Yep!n?9!0Id4 zBh}*-SNPTCu&%2t&K+-ySeOHN1Ac-ho&#fj5)>8N2x`Fg7RNZAHV-a zw{#PsBl~rN$skS|tO*KuUf%F@CA4bmUCP6)*Y|o2N;+gkZg1+?c}RH!c&V5LN|2f^ zA6_g4|EcQd<>ja5&r@y`)GiKXR#N6x8TMFUIIjH&#usqP*Rt1sU$bt02qYF(_Z+h=FSwxw+t;&MOMt;52?BY--ooEk#` z^{Dsd8z#xl6^ifvQaaB7^yxWr=6*LDWBhL;>`m$I+a;2+Lm%++g(-?^7I|%n5rw$% zAnUmyDVZYv+8X3M!d;GJcLcYE94HioqRM15`b#Y7ZQ2lf)fu?##n#ObuIajZXGzw(O|k+<4Nza#Bu!j{lATn z&su~UPpXMDsMUObG>uHZ#%9gqO|05+7$-A7&*#<3aSMNje*RKa3`d{h)!yt(`H8-NW8t8ILcX+VkDFd;ViFKylve>`LyY znvA&DlvE7!akb_Fda%L%>mV0h{{{|i9*?fJ-v_YwgKb=4H~MTfx5Ie2Jrc4{dM~1I zeAakN^!oveLF(C%s8!TzQR{L>#{SqNvoKM>U23^Pi!%~5qwIG@35JTa^K=E)zaf(|?9!hP zMEfEH$~64T`S8I^&?n>MklI2Oqe-Q630-RP~AY~=_F`^x`AcRR>41}`*AfCTgINWZ_}|X56*XO z3)gV=yYg{UCfN3W;8w_U+@niRcL+tmsje5LjTw>=IUx0Uac6L5>Ke;g@U6GzSm}yP@4;mi8 z-U*{$OxG^p6l9tWHwyytT`Evz2-;`#CDHobGZyj z{fQu@qmP5^v3m#hDX@&CjJ zHGJ_eWQ~x!Y2%0_GtR<%Y~KCVfN$or*jK-a4=&GRU0zwqtDH+6u$bcsEq_Fs&u?pU z5=yrhAs)4|K+E9M@Z;bUuh^DlSGSx& zSyV>+22aQS>$qAlwUvH?B%)W#P%|Spiy^X{)n5_3>eCNffB3$G6`uawrhLZz7ygcy zvpr{HP%PS|Sk~)opHvH^GmNOPKuhLcaC`?@SdGrx)$gUTnokVol+Vo>qH^L{tmz^j zr&k$**UYY^xRWjO#`7NUa%^~k22?ESV)X6FZ5@!Wc7x5w8-KRr$^)grQ3Q&@C zV#o7Dxx_X*NYkv5{q>E@T(c%sZGa>}mf!eLh?oTeG!J8FM>PuqS!=AW#Z_y)h_<#z zt2qu*^9B4!@h-gF3rOjdNr^QGxFG0Jfuw#ajAWxNYFnQ%FylZXi>sT)1i#xbYgh*I z{_;^wqAbk@_k^ZpCXnBR^V|c>JWA8gOf5aw46Dx}_vhL^SUS#)3|Ebh{|h+z_s4%; zA&Z7r&IZq&d9lC3qB;n__XNP*JI0y~VtWA*0ZVL5@86vK=D4S?@^Xr-&2ij*4RhpKbk3tzzn2<3&Bd$B&P{Pak;r(Ph!=etu-FD%0^p&iC2fv&IN2iU5gaPPApuALOGN^S+zq6qR6)P zz7R05wR7({&D~4wT5f-?1!z!iY~&c`wv@-b)L6ev4AME{Izk)#N^6t<6A`r@!A;t$ z(lYE%5SOGM)Vm-cZ=K9eu&FdgkcC#7ZC{Huf{fxHL3ObZ6S-KdioJj+g$n6&ct#CV z(o_fYUaUy-jB%xTU}#UT@XcPpY5MR3c?aj?t) zgmlggo*U*`xZzMj1=l-5(e}L0^N``fFlEnmipYcZ^?&O*Y`wXZgE@wHADBs-Ng_>_ zkLgwof0q2kF`Mf1l^CnPOV0urk)27ikIh8ww_lh40@z)Q+inYI4+ zna0ZgERhBelR)?&(!p-}W?Kx)B3GB-hj1x)*m{ax1IWHFS!8KwPj;3DBxf$nbmMl8O_Q}8yhOH7eC_fG^qx&$S z*4apL#=1kE_f3dqL!f7p|M@( zkzX`!Q{v#b3r%%-zlioqM$Xtl2Iqya>!3KKa?rxvy&D>0LJZo;zEx^WyEEcX2;&pF zHtx*V=4;7seQ-;&?)CklJjwJVHhd6`{jg?%jBik^F%SlV!0Wv=5=BH44_pFrAjPfo zI1yNWe{!az?QJAP+8(9!VY5}{B4IgQpSmvlMnPEa!Gk5f?3Zn}na2o0aV|&)^|=8{EsFr%&hpRK^?!%ck2gBM4bfsk9aBlk zV~JDala0NZmZg1#g6g$Z)MwVHjtGtOupT|$W;zBE07SlgvXd}KrF(&@6n^(R7&SW5 zcYr2Smp3}uEuT>Kkq@2SjDG>i!6@z{weXtt8dBR7X&o#H_Y>|VeGj@>zv11Zqlp|y zr##sxaa%^TxZ<^&%fx3KO`k#6Lps=B&%fGa_=o_#vYokSe@k_TCZBP+rL+FB4U zQQO&>Do4a@c2-Wa2!iqhu31x2HkKRv8PX))Mth@@U8mUYQGUy&{>9fAS$8QBN`J{< z*#j&uW6y4+Pvx-|y(!;%`X^9qZ>>Nf#45ea$a*z2-q-(my|(T!s)GZ~=Q{9FIK0V3 z;)!K=zW_mgjl~!5LT!)2dPn>FsgbJgN160-Al~((i;#$?Q&WOfol{lb=qe=-^_IG!EKUG1VQ`+SdR2K#~LSpoo zf}$v9XeJg@&?1~LI;P2);5t@8K-uO(e6|?3bF7LyIUBp&6CS1`wQ#@U#C+dxB`;&Z z8y-}YC{VAJlq6VWyZ_V-&qikE3)64f1hA~j{sjmHF;x471G@A;bLtvTk#96;7=p2k z9aZmFqp5~!jPFHi9V(9fUP%)Oj6m&ZBsL$uz6 zGSRYhp_2{&+O^4+8~BrTJ%KInaPa;TjI4b-yGh(I7LCCd_bJh+nWT&41Hf-7S)WC=^ORYhf@8qVT$)=tk6L_ipY>h8X* zmf7k_uH2X*bW?{i!13?}8{Mm;fT$Rc%^towu- z6pLxOZ;I+H2=!}xq8@K@FShaKyGC|g;=Ke;=Bzn4ir0(}$%bYR(Oa52A7b4sDjfDN zTl{m{jrl&H$EIIzMs>vHs}T;V&@jZ{X63itYab}gFZ}R!)H8C_AxCG_Qtr3Jd$5%5 zx%-Xy2KO}US=q#lX-ZnB;I+hO-Lp9%qCLf-N#=1GAu7a9eQx7pX4i;ig%2j-qk#{` zG&vBvIVvHEl;TqM=ony?hSk6R5mD!v6~FMNcY&0v8RTx2)|B2<4`&Gc3Iu4oML?zF zq}9=9;6Q^*5pb?)Q%p)P;fo8t!(6md2iHRUVxs;p4r3y2P&v`lhr36{kzUdK9b@CN zCRD$lQTK^j%$9K5HPTT(WP8b8Zj;Xj<7~qmPWu;+tLN~H(!MvT8_yri)^11CvYb+U z&^gSvLnZj-Bn@z*eObj}^4$`pO}is2gIcgqg}N2vNH;=?o%(!C$;T6a7|`WT)`6q+ zD4|j2o()3?(4Vrh`gaaHyI=um6o0uUg!VBwY>p}ZrwW{>?M|x?`RHEeP3PsrANM^S zPhRk?(7#j6@}Ma>zMK2QDbm7^+Nkn5$$lvbKY-BI^9H-bUM+k~%wr)|Gn44S)8XUE z1mnKgizM3gHg%m~Cl0dLAMM+j_=Gb<_^#3eAE%&Fhyk`}d)gFgr+nAbfhVTo^Hc~? zZH>JM%WfYV@|W4|w|@O2w!#zWl=i-*n!ulO<+6jbqSjequ`u@(`Xb5V+bJ6Sw)Ot` zjMjs`>xs?5SOF7nZCprK;t1Sc7(Dctqu`4gVEh9^?qf!%SWGtZ`~K`Vy6oR;wi%R*{EHpQ$K4}V*WAurq>Bm#Km?@vNI00Q9hL-`f&uw~J1L@_*4W@t z!V%5D=Bpk`;XpC!P8FeDV|yp>-B{Ja)k>nbE;svz%ncnCjEx%75E}`*=owx*q=e23 zMLo@>$FO6fg5koqbQc1M^FOFEn|g8?aI1SP>a;O~tK1mzd142Y4|__w z#|+c$^w=KNk^;l6x6DpBTGcjiUH!=)j>#l=PO~vbsXBGih?2Wh$XpD%D3=CYos&Q} zAS$3}P5+712CG2o{3Dz`b6d(xd^xMjv5m$jQ#Y+FW~Thip_8Upg0!%a4kmb-tV#}6 z$qg-@XN8Vpww-7;xRVxZL`} zg}^z*pFq+#s*;(q)>jwIs0bdGaVDVx(Y-B3>h)ib^=7zI0T5cMjq!K#pKrunA)Va( zk5eoXyO0)#Oe*9Kl7T!1XGLX58;3z{!YmQ(S`w9N6>P*-6GHn{Tt!@b*+=EXi76tb z3cW3PEh*4z6W3;u6}2(a#)xJ5g>DU6Vma_|fWmYz*6hzq&r0rBm--{I>@MDN?Z>IdY6CYM`32~c3qI2SC$jHGxpJbTFh-R&91xPpZ0Zfj0=10pdY8~a<|8bqRRBF zp!Z)SVzi&4$6wSW%hy)UYIx|#CU6?jmPdH1Ta)bEo@Bv7oNfSfQX=%$vKw@V|2yZD zyi%xowT989~S8xN^xWkGd*+b%P0WGjMt zchr zVLi%13DhXU0BSOYB18gEclfzgJ*$!gs8niV(VkfmCxY(S;-2>^yQBA}@KvFxVh2C- z#@q{c^bFNgnyLMHE}o636DmYF>tKvydYtCOK1!JVyY>)4iNcDWh~6#A)hhvES1t-j zSuHW+X_(dO3ErJB&0w!S+jm^kuE!*&SV^#oBcjq{m|q)zot@f#;GIsWQ$TC<`05P! z^XZDCG-=~bdwlE`zGdoIEIQOLz0Rz6_N#FVVxlCKl~Yk|Ox-oK(a^tq8=^-Yl=S4= z3!O>7HK0HuqYzA#z1{F)v2X6-%puIVhrL>>+SfeyT~>|-Q3I$iMjME_B9B_&R)}g- zyP_)mN>dbldYE*6r?J4q-U^_dDjL4B_!ySW#d5EBsG;upjImt~u?>zDxieKAzq$r> z&~Zq}MDLvd9CuPC-88u#{y-8+NY|1iF~})`hM(X5w~R(wV!3fbNr=|3LT2y5=iWKU z6~K{jU}z`%B`_;kHr@H_xrrrJPwR*%Q;6CUOJe!Mg9gitLBGD<6qC;@LD{1C&EciM zTfX^Z2N9R1SKjD|zBE%ZYsjI|@W!|3^)BlqF8{5=2{{@raGu$vrheY^BgWnWvG!man1}#=^jU&BOrLhi%ul&AyY}br-YDCnI-8qy~$Jk`g&F znvQ+~$>fYv>k4aaKf@DSmn)cW{N|)XxjYWzfwxVE9)%NdalZG)kW~f?Ni|-EI(A?u z)Jac0Bq+O%we38E(6O092y23yWfd`InR#ewz#CkB#zSS48Scb@mGyTdwR)zx$lJNf z#Q@Ik5UD8ya%z@{+!O|T))-adJGt7I-7g@byq<%1gpGI9_M*-@``V$|In{};%*a-% zvC9iP!n5}kv?QQftb(jG0D2FV+Wm%$i{QL0C=d|-^c}ZfotJnARozy) zoKT)-OxmCSmTw*?VwfeokH)?>&&;uI4%amDUSR7dBblI>J=vpH9o7+}%#ziJ>zj#Q zrmaz?e|Ug2YO$YF5Om5X3O=da3oO#Y(J$$r1`KQLOeopPcd-ftgbR(02Xs7x$5v## zuGAczXW);b&GIy_Vo$Hs(YFC?kL3k&0~#s%reaejyHy8JPQxEfJaYEVVQqWT>c|_FE1|`jCG9g#L1ETQTg)EG zMvbSSpL-6F9&Uzy2^+)@J4jyP#CX8f?qi`xe}!*2h+tnIwdk?fF~-#Mq4?5{mH}yn z4Nt1@Fm<+*^jyNL1uf*nec{;ol@_Tfvg(gb!krpX%&8idm%xcMUE0Urd#z;H8d#PX zaMV*233aSz7D}J2vnjWL!XPF#0}g1N^~h@*uxQzWEStU!b)Mu0wWz_M*MS-(-BbO4 z|2=S(QR3G8X5hy8efEhA5q(Enm{#o^$3ufB<8|CqIm>F}-f+veD>K^0Icdw*mp?)@ zlyklOigCOhw1x3yX3LzkU&-)xkj!4WJto#UQ3QL3jq-J5y7;YVc57@Kf(E<3f#0Wk~_o@K2u$+B3UJZAG^{ z3A}TfVrCBZL|J{{GT25Gn?9pSoW0aEjmfHwsAAJKj>(<-jFl4sV{ti{Ctm4yx=3H8L7@|JmM0gxn zNmBe9Dc;22ef)n~0F65wq8K4ZW9a=!AW=Y+XHZfv*%Q(j>nWlEb$o6J&0n>7OQ>C| zPIN5|6Q!$C;&yfK5Yr}~WUT?Qx9M9_;gajjq30q@LLdTw2G>An+6Tf3y&dQAF)pZw zO~=k^10KxT^}lF@?f)(;jJ<_JX~6YHE*Q)P3)svxN^M}k z%BBieT5Uw_)bMJn@qLB%}D zkFB`qve&=Mvq#4KJcsO)sK-oOfBj~w2zW|p|7{$e0sbi&^sl(DRqt~k4?`*av(5GP z_!>tlyPP_UF`Bk7AM{S11Xk}D%+>Xs1LKN{8(+c}<6;=h@*oTyA_gX|CFlwv5g#45@X{MIS4o7A5bK4bcHv{8RV20vTg((g_cD4g_$785uOQhpWd{~IRQ zOCi>^=?x#W76v~2W+2S)lp81*{BY5UEdYT^H0i`$s>`Io^h$&ys+}x@=I&V%H^0Le zU^wWuuD0jDpCMz1UvUHiY_N4tLS%1RX?RVnJf7BASLBZSVL2}RN7Xqr5TdMt?BaC! z0Cf61k!J>@DP7e%DR-qyM7yuLPVZM~yT@EErtj!=laq}3NiVl4*M&XF)$cfCfTPwD zCRhLYL;Mm;GY>P1-lxE=8yBum5aNrEo+6vEV?0*thJeW#^iWd=}&so$dv^>8*vugVLudr|- zpi^4|0Sh2Xi`tV*1ST+`UOmqTr1_tdX${%Di9nKzY*YJR@>YuOM;(tQlF=sY^=7oj ztk~Bt{=|!I9{jx`yu#NFTzqK}sL@GK^>-mX-u-vEWP1;<2)x*z!-vzh-`myKsgCjI zvC2I1cxU3PKDb>g^9QNs6DAnFS*wy*5v>$FqaX2-K3-wNhtN@vps_z7$83ha-{1{m z&&j@IU^(N>OYZuX9YDE;NB)sNcXV?)wR1DQjVsj;9s!{W|1u3UglT^zw)MvK10P*X zSO0ky{e3)5LP`W|TyxwKlx_XB&}mDGl9(E!9wjankQWRi*3%wwsF7dE=o5!*39^vtDvk}08Q8O__TaOcZtXys+<)*H_CDR0CIbQMyedCjfjMu=9rnH{+opAY zf5fOOf{iNLCi{x)24s{Q1RITswX*N?lE36uB!1jZ5LzEZLa*lIb{R~>_VnLM_EIkG z$BoVqpU*vy1k=nStW!pG*sIr<7X-e0r$tnwwAxj%K-}`6Aa74#UY((Pr^tlCBc{@9 z3r-rl%sUvNwyVSQFT<(${)u(fzibJ>r|dL?+PL_Bg5Pc|joCMhzd^`aiH+g{fe~=c z^}(Q<)6zZ0%7DFb+9XzYlzDjy=J`^a*J$6P=*3;Ke|TLU4!rbdWW>O&iww-bMNE8a}|b#jAe7}3q*U^?VJT*()#KeJ!u+(GL;{VHq|e*CTco9 zlq@&Tnrkx^MKl3FiLQX^+wHyX?0j_qV`NGgwKUNBFOyxtH8!BOdo^T+=46!{3pnf z&8hBPNl2PP|3Z#1@hAOCBOF}N^*0o zuSEfheeYCMov+H(N{|uSxI<9 zWRg?J?%~;K63WobF-)RCFz1*!9lSrr!DODR z61@2+5%rQsja(nGgcaclre%4`!%7Pr*T%Kgee>XD;WA*`YsU8dB_%)9|NaJQd51nup&7vCo8In=i^Y4UT4c}v`R zmzVn>_7q?db_T^7i@d8hdy#>~Y4}-UP5xJGhodpe*{=}_5_+5`Z$hJT69tF(#sIex zb`)IZu??GMRv@k9`FWL*EG#d_I+K`Ik}bbDETal=hcHwB1$j-p0;yJ>yEHqpSw+;N*AI zu86erRk#9%M|V9c!-H~hx3t?Xnxfgp`qKVIh7D^K&Rqvphem&0#@+uxH)XG+;RGh(46$fiX@>7 zP>g1!<~0i7oElw#Xe%txnIVw44`w=knML#UKq)gRgKDkwo98w2;$dQ9I{eIr|Ltwk zIx_6Dei&~tClNb>6z�UTn{=6zs=IUJUKUprd6wExuj$eq@}eskOjzaKZp1b|*%e z*5%ocZ2}XUV#$U~a}MZn)?dsXd_I2bOD~%JI~Ez#p)IIoSrF+{a}P*@7IIe`;@8T zly`J2Q-n8W#JDOtl0L|#ElZj1wNN_rW@gl%5oe#vQ(H2@k4EG*fGd~E3SN;7jjLb; z{aNebctM|n&35>QnSIA98yH-iA(lH5m3pD|xZ+cGWZ^)Z2?vkb?~nTtAN?IxvtVW} zwC{ZyG6MJDeM2>b{j}kno-?Jo8Xe$xsVe{MxE79_QknJ&;tV0~qO@0YD%E9X;Cwp+ z82THOsIGiezop`3@q*Mws*8)uY+60I0u(fP*rf0acMIoNqhow=caqy#5uR^HKZvt7V&{xSY1P$pYx2q?Gbc74 zvH5f)%Ib06H1_}a*8m`o3*Nt0TPBQB3 zdKF*2jBQ|8Di&ZT06{p|Es2JHd8;}(nMTVpOXrgnYxG5qt zR%^GP12!WsR?E*4D-3r{vX}_rlVcw25m0qF00wnft< zUl0_%j!`&~pZUF8`b%ExYo00#i5M3_XBipz#efjH8Cic})q415|prV}n#UkN59Xr&kMKzIRX}OxAP*_p?_Ul(|F)X~e10!`$bHeii5(BUX zP-QmV1GUYA7~-!y+p1QB#8PvY_3S6Kv3EOj0bPl06GfWv_`ds?umxJR0p}`oX>vdDUIXZioCebktUN|7(@z?7SY@;O2@HMXq)^{RyNtKI{CYOn zdK7O!9Oy5+qKc|!`beJ5ZvT6u%v)1_8yT~N4uV$Kb^2BEo1ICYt1e$lM0Y?!PahGf z)kOS?kHmuE5++=h56*sz+`V5^e~Q)VbrRuSNep__l2UHX=E^lfEWJ3}2xba~&JZBX zrGJGkrx)Wg3^=P$($jTa{3rurm{sd@G&EUn{k6#>03Do;H3@HJk~^o56{E0VL)kG( zbKnNt2p;W5X2^qdrIF!c;%4~`D@o5lKh%Ds(bkAs{l3FAF z)jLV1y$tlP7c5jp_`2=)5&!=F!4EwN$0Wn;?MsZ%MnLeXA39UR5*EBg4$r`@Vi z5mR;G!<;)&%>#sd%s^BQj{f}=jo4tYHK_^t)#HJGP;Ay;4%?60YdJw}j>lWQ@izXpf)fbk5~Qi?uT&x?DZRbUNOB#Y=Jv0L zU^t%)&his9k>UXz2cNc}v6ro99c*2#%4?VNb_=q`(F6i(*~;=4Q%>)rO?WgfOZTXG zRF5}~e^xntB}fQfB^`*#|BayJ-2IYn1KrO&n+Z=<7e=!ue*hin4ybHP9l0OPY_bWP z8gWEz4Z@g?TQ2cRxQsAF>7vt~JF4%%%@D*lZd0ZYptnBn z|NO+yE#s4^=fc}#D+luLTq(plU7Ia3SpV3}E@=Q}N?xdYLl8v@H^Ayp8NQgYY~5)K zByGN(RJ4zE1!(lScy?EoZqS?-Ae845T^LtR(go#`*YWY9orcT?o)#RZCU?$LP_zoX z`-XTTb*M&?0kv?w+39R}YI z79^$nl&Q$_AyN3TaQ85a2YC~`&1qP`N1t^yh+}-IFe~7$F^fj=} zFwpjtI?WoSz{muC5aLsN{E;%S-5co3AAFdTrF{M}LCbMQdp{i#JiG7KyDY#9a1L>f zdg1MXWh#Cfwb`9lF-^M9ECSH%q$b7a&Mznw$}`}yU82z+IsCT zN7RnM!Ffh%q}JXxBt~CH21PMF^)w8g&9n*DP>Wen;+~FPp}A}weNOp+@bHS(5#wr= zXKe3!F;k*+PdCegdbamr)%cmlQC5oR=5aWR-5ONgIi4a`K`r>3 ze(mjZ{UPBNnqzQnWY3V+Ja3{%T}7irhWtQ1pHa^6|D5-UDSYDW`~wbH?jY6IQaYpr zW=#)IZ6q55d%E97mVem(bMysM6UqaFz?fbv;I{T7y9eIQbnhgwUwThIyJwOe_21Su+9dpu`QG=Ow(SC$FF}4qDr3XHlu5~-SJ-vE?3cFx3{?V+sihS|OmSV^kz>(* zxf@A|{VSTQlsQ~f*A(tKIXK>Dc-McD`Y4fZ{FN6kJM(1!7?u?Z69ZXfjlHL%5VqTC z(Vcc7VbZ*^sfp+-p435}&bwE#A`}ff1^gH90VtE3S*uF=DqlL&r`K`c12Y_p6FzAg zi`MVB7i|YCV>EDccQa!z;Uu+R%9}8lVox?0?eJ=C?9OP5RN76-|NmxRrexm;X?RCM zLy)<#y3&O_*5ln2RFR(GYr5=RPXtKYtFV$Y3L>kTJ$ z1RmA@%!8^8yq-E8%5Rs*-ABf2)4-$N_WtH@V(V4jq#`QNJX<8-DeKZAv0;`!kM!CzoPu6iU zKhhcP*4Gca?PVax>MSNQjL!F7ZVTnr3T_%v*RE23b%t2f*7d#E!j?p;F_t8ll_qB< z9Qt3(#5B@Md9)ULOVRp4dE#yi>Cn%Gy@Gp;$Li0jbE8YXm5qa{reQ&5{TWi3?Bn+- zyL_6JVNH-b_hX`K%u+JYeYPeh$GPn})$|7BM7iFkRabIc#ltFnNwArP7L@(KM>g_4 zXGW3xPt&@>t}iM;)f`OgAuM+vV3awQ#2Jk0;ogwld5<&81)UlvU(hTPC+`5PqVPKlmPiKWX2&gj;|h$eSl=i2&}^M!Y-lY5L_RuNe= z@Q|NLi=V&HjFmDHrYbX(iBCsYFAJE6RyUggJ0AOxFzJUG0gH*^>1ZBr?TwTWj8Z(j zQd{PQrzcsX^0@H;P^EgFSI|@!R*(#XDN5B>>;fAVfHnS9RgSP}llo;u_kH~fCNpr| zZ+8+E6}?^JTV1H-_;Z}0q(`isl%uJpilt9thrR&X@(BWzVrC`_ay~|RSB`}BO~f;k z*LlFh-RGsYj5a!v!l_3?LgM*|DqfroZ)o3*i7_;kRuQRMVPqOcUr!$=K~K=h{O6A* zOJLZ~zA97JyF`j&slga10fYRTskkg;|B*C0=L13$m}}$e;2vzqCWiHa$>yy6HSNB^ z(V!&=(gu#)IoQ!utvq(HT85*?1@Q1c__s3zDkd`MqY)u^)HO!)KE6gSG2&)Lukt$> z$tCVeUIqJ|S{a9#`xW@(-5o?IRUZfXt-pJ^W@0>Bs+|f{%ktdvhq|Bl7@vHHI z4P*bv$iF9B4^!~%bjo^{H8pN|L?7TKU+h=F@yJev26#@fh&{Xc71x$PKqn+9OuP$* zl7*+{1I;-nYunt@Z7v&%Pj&~1*?SMt>j^p0Px^!ewz#%!e?QyGNuf%03|%lTkI8D$ z;LJ=A83HdlCIeqGSrp9IdNeFBo_4?LDyy6S(Ir+a==ShH_ z7HJk?GE{#xJwd;!Fe`O2R?))sg??44m4-L@w~B{0qMYmYz{yPe*iA7u`$D1U7Z)axj) z;DLxj3EXi<#RY<`x8@zIw+v_W=Tl4%0jZ4AQzb~b^!ohsU`woq=Z}+R!$IEh>G#*};&m-=)&&6xEKHJ;{YWRLq_Ajv+G@1?(f*LU$|s73oyA9VY> zUIWC?*ubqZP2$=r@b)e*%TaG-Wq7sq??k`qs`spZUZ$6t8bLxCNH2F+k$t?bx?4wT z$qx0c_7Qum+5Jkm@N1>-&Vk>7GSVBKwhZIWlmA(#o?f(1_5G#UMH)nPIA=m62LDi~ z$_HyCwAC}2U*+1P>8^7}F7b^t491S7%RRA{a2+yMG9+WC7ty4{%5Kb^Mc~7<*t^^n zGcbvk(IbBu-1!gM20>{x48JZJdr=-JEmqm>;WV?M@J|7W@RFB-rLE&gcb|r-+y6ML zr!{G>q8iP{c|Z_kZMMdm*_|xG@;JkrFe?sg;d?LEh4U_7#rU9;wA5U9uqPih9gItT z4H2s(^fn7wcT5P4T@o9+p4!hp40cubT+=0NzPP$t=4PcPXWgPLdl5*l6n?SSA4@?q zzx&CjK2-VN?RiSLR=b;E`Gb~wEc9G##LVWIg6rH7JA&##o!eNq;WI5EIu03GwY2gD z>1i_aXHt{#4@=0anrQTi%XBr!)Xeq(jry`M_s;sbW%7$N4Zwhk&sWI3b**gfcb+%oNyu+nGu(_Pv41BUKbLr%y!I`Xk@T)ASI-f zRrI}@g{U})Ia-gB{cr1e;Q3ByG?d6h6}E{~ig6=V2|sUXzMQ`XC%$ zOffR`{Ht?dm-sv{>0O9|L-lhGFt&;OZG{eO$Jx&I5Gj>8EN2js#!~j6xWZ1t zMAoGa{k~bB@r)JhX{g@te_DW!@ezxGUo3R}kG2Y9oMxyZIHqY){1totQsd@rXB$T% zt=fMoX2fVt)T18Q7Z(R0b;Vf*!zF_r{T6q9_UtV`jn>C}Ifv4H7=;XvrF58|>opJD z@(!<>0n)&iK`lLoO-qE{i6=X%v`*eV(KPNlwerevV>Nzs|5-r7jTn!Bnhp$=C*ZH%TaT16vugWI=xd9TC) z{e{TimvTo<<V*GW4XSY>q-Jv44v5zT?WEcYu>sd&^DDER>Cry zfm-AJ$th<0Nz`(WIVv8aTBJ&}pHr<&x;iEMg6qecVl5=T?*dGM6LtozWE4A!jHsw& z(^Kj#hsdZ>o|q&H1xen_EOSQ~=8_f72PbOEkJ^xSWm#ipX*DgrlbwjGrLi?!atT*k z>q@CQtaMw@Jb$dnA}3ItZGrhI`K;d+1c?^Yuc7TYrDT4VFwx+<`L?XUdhOAQV*Cun zufLT~yyUp~u+Ci3?7UzPBgV6q?vr;DL;P`By^<0d{br#cZ!p|u?b5a+N#ke3H!+H3 zrrB7`&D$C7EgwjVG4nSwEZ(X#E`D(3);)Fe(@(M@&-!$zn7#y>)R@j&ZZv3l_sOfP zm?(#wH4SHx*DAji73(W^lL0R_p zyo_{Nz1tPS`JdjpM4^e>IGSK8$cTtQlheiVjNQI0#RZ0wn>0#2INJZzsA{QajeujY zYIl>8;K=v$RMweX9kjZCa*;||_*4c;!<&c%ff2ZQv#rGr*g=J_U?yc{(uj}!=uKMI#4PELf7E}NN<;MmW30gY$18ZJ=D{4c z17?p5Nk8S}GAMQAX$`ytQYpSAeCQ~4MF*doz5n$kOjlR;usvvcJ{yKC&_z0HtYwYui1C|Zl4XYYmOCxb+!h0Em;zS zzPHD>p1jN6P2qvU~$Sb^X zGF4*REF>gWwDVi%9K6)P|D}bxN0*`?67@X(@XZVYGLt-mG@YLX6QP21;V}t$>%U!_ z`hb6m$YaATP;GGW0$p<+|B6-{z6!cqKzIJNLJ8$qOevuR527@wDh(t7bOdgQ+S3GT z@()2xT{;_tiwzSIZf1PdbM~;j0S-GlKH)TH_w_prymp~!G2KJ#_was|Fy!~0)cG4c zU5QnBI10LR1>G+619X7rE><@(&q$ihT?(*lourdKl%A*JVFg=lFsZJubLa})n}#h} z&7DY`b!QkiK%*sF7$KO?dLEBNTYI@xfE>D!^luNe{=4Q;cs}JR4<=?aE5FTu{^z7k zIUvD$Ts11kXJmZ5;=krE@Pzwvzs7Rq{~SGTkY*;CUFR-$hF6V4sM_+retF{Q>uIxy zaL!{HEE8*f`{T}P;Jdj#beKW>u-oh8^C3fMig7CZI1QgR2itpRN}DR-&)RwGS+t}x zV}M(zQLhXxt@7+U#w%VWt?ID}l&5rO)DNtqviIW41>=7gVmb*JZHEr>Gt26*oApx1 zuVHq1E;eGBrT0_)4dOYTF)uc$j3vdD|1vR!r{JE#byx(^zqf6s^rtq3nt_e5o?FR=3{~d{c9Y}kzV5WI{81^XH zhTxX&4f+~z6#Ghq_FmSbH?L{Z%#;$As9)X&rmOlj2ES`96f_k{)kkF|+6KY*17SX# z>{!mz;C0^{kB_o8GsLXU&d%O4H97QX_n0(uzY$uoNc&b*vh^u8j|56An;OG2ez!7w z$I&4zlO#cv(z^OQ_xM}xquId3+j$-=0K8kiOfngjCeOQj_kxTcWjzM#4GynpEK+Kg zT<#E)zdYT%6)|IJ@jfO>PzYnT>9P(B$dCYtR&lvPyzQT@cX-g#(;o=2#47-w{OkZd zi=ffgTKn_g`!}S^yhQ62;QLR|bhZ$Il&4&!k6LN^Go_Wo1XBOGa<->;&GV{;e*KoA zV`fzZ-c`9gN{)CNe6V=$`7x7h+VhgA8*h6jU*_~f)QZE)`+{f1vhacTl-`gFG((oH zftU+Kia+<&ChyhLtqiNTdy#hj>5yuuY7cJ>TzYuK6K)?PEC5HUWzOgH{;D8lgV|G; z(Sd)l4g*hCpZ(fazxw^=`DwLDPHNLK7=VqG>(qw(t!bgp12gArf7bj~`7RV;-e=MA zpXvL8kbkFhK}%gX@#TBp7A@cGu^IbUP}Y=0K5`9gd~%14xl|_eIX2Qx2v=?K=;|<5 z{rtVkG3!~KkiAYmLXa`liQiDDUUyWm8=9JtM(dPUVknvyI?2*+e9!gjI_ly&=~`^o z0)X!w^s4&TzMcP5SKMyoy4e)aC;Y>{^zOdwE&2Lj7>bX>N%nK)k>VqU8Q`lGY-o

4hp+G<6ovpJdQUo!%e_Qd5r#&(CK%%**P!&+ z4C#&HF#Yrzsz}Vi+v0-j&7_TelV3#$nkDFwa*Z*AM|CmS zde!Ti4aa@Qz(Gay7_G*+3A3e#-}bGenxcs%a_T=e+M_H>;#F^Aj1zvTaMJuUqCso0 z@gm8NTVo7_XJ`yd!&jP}M{dm;AaQ^RgA++HFU;30%ym)Sc(Sq0BUp@$Gw?oFcE@$o zb(q7623R;rI6$C5aCC_jqHF#Y5>T@e8$~1S7#LT@$9rI;Ss&w zb53$Uud;}k2<(w3o32Dz%PmVqv)W7;9&4&ZI<|~#Xt9lFr8&z&xLx2EhPjH!Go*_V zpoBJ?9-Uz+K#{~4iCmJWqH^t>ujI1CN4{@2Y$Z6Q;J_H+aUP{=-D50~&8oU3LIbX% z0GPoRj9V!!1sJ$2O-)ae0C7T!%qBu1#BVgBRyJ%ANX4dx1W;ikB8m`=WYjsyucbtFw&zBLl{evb(6(y1i z@hc}0a&kV*t}pp*f1?p2o!CVwWmy6OjV5}uku~K}aD>5Hf+iOZk=Q;l_Q*5Id4(RS zkY?4=g2q*;R!3I3K{4(E;1GX&uTerUXAJ3P$f&y9m?Mn#z0+cFkV2LsUYPC(8#oYX zBGKz(yhpTcUxL4Y)8F+~PJpbj9p{0M-j_xeUv&Yv5wJT~YBiQhRF}>fcv!3^X7bNk*o48iI}p4s?K9-Sp=9kn!dX`|y5P2-D>2T~Yfxs|!3ENagB67{67_+0aZtMcPc716V04 zI+@O=SJKNuV^zNrq0wU%csl%cSr=j&0)vF9u3Zo#7!Id*0Rc`+=nc?nWPpgl0U3XI zf=`rseWHZ9TnK@%8xgdI&`jvzf5>?AnzKDvs)W5Jqi*BboQ;6KQ|C9V4gupjXy>ck zIUZlQ=4wWJs)*@M>B8#rY7a~nzKN5jQ;D`je5|_WB*KB#)I>7c?^wa~NGusKfw`kB z9Zn#X6R@GnV)qD^gg@P?6uIn-UfPaGwsIX8F=2-Ag2{OieSRQY9e%d4G#OeKBkZxh zjG`9|l-w)&`S}^tT3|>aKyb5Jt{AtQKRfcDlj+Zq{82{tj$TRxGUj-iFm0(-nr8vW zeN|yBxOg#z#R^F@R6)bdqG;1Q1Rp<9hE^7kL^=Hu2LKdjo6fGN_-xt|eHDJ*2%Wbc zX{(r+#*W9i=pO%8j1usrRIzg7k-8T8^v;iorbl)~A>q?;s$YFQ#^6yL-k2vA5a+KB0bvAQF3n zdKo3^f`F}Pb?btigd>2k(-->3<(+Fz51K@s(Ocx$nQ0AUgQW(LVH-*@ZG#l!+Z41~ z|K+Yvxnc~cX_||j6Dgj@66E$nid_j@QLABYn;E<5%H5R2le3|ZO;wR6+PZMOEXX4I z&7f;R01h4x%wxlFOG0KV$HtHyGQv*A&WA@`@DK*r2gG^p1J4ultwLk39gl43BxfVi zRN&gNQ^r^?kPE|<{z5OH0ieXCU4#FSeVG^dDH~u_UHpN*~GbA5R{X7Qo;^l~KCK zR;9Gc$jOKso^_`+##*jQ>8d0iLwGu_f2x%Z8GZiR0 z4yq#|%Q+<3rPyfGldDRw>AD`D9wkcef^ddSxND0?)(CWpngDv06W=d+q_9!aqr^I` z5K3rN%NEyQvlT{K;%BQEA9ht>0@qQ}xs~4B$_jy&OAsL0SApl31JyfSv_?8_pnya& z*fh@@^5!)cbv!z1MrprIoM1`DOaRe9JxJ7^#0J-v<6T#lmb;j9S{}dI6yDELPqcgUwSZ6MbjNOPQi#Y>ERnKGyxz0( zw_!Z;Tipg#R3Z-$kHq7_xGv?&g-@$!sML3P5 zPE}DF0eumkptd6dzzUER;qEvZ8LxnYiZHYiX_4YNA&)~nDghaeBid4tJmPsYRV_y6 zif%jPim^(>Pn1iVgH>Tfd}Hin)(A@BEav{0^P~FBYfb|iMpvs{D+bz^g{F@^y4W!C z=s`0QYZ7(FB!7>xG8z+GFf=#}fQfAY*nCTAi1FDq=aJxfA2H0pX^m_T7;SA8;WKhd z7pxE_{Lc4aEfo{&z(ElyB+e4e0rSZB$dlBdbnydWB&svE#Kw(|6+dDm=9S|lIKT%^ z7+yu5Favuwo*xjk7_!*V-&gq%c`z)j2)Vs?fsfLO@Gat6~}mn1H)J zX&P#Yl*K^O#Y9(5E~;i2f)Z7!5N;%@w2I;d$n{7Q&IZDGoSSnGLXcZI7hHdlnBi*| zr*gE!%E4g(2Z9ejJ&(TFoVo*>Uoe~SBg0Uxb45#!ZG=mq6DdSdS^yD@l0w8ZyiN6T zAB!-LC;aQGcdof=>QfIIwu@eP9~y2J+l(&WL<3?FHG-OHYSQ`XdH~|l2%3~f{`+(m z+#K7OFu^u2F@|o4w0-SM9L?@B>XZnB9RKPzeOUr%f(a3c27KCE9db;R)*UBgy-Nwa zERl&|#wtd;y*%T2C?yC#U4vC=0+E~@^YPCwzKP{$6Hp2JRJgwH5H_BO$rW#v7HO&Y zVy@7er^j$m)%(Pr>O=sXO@NUY&V2|mTvJtCzk!U^g70l|mJZo_+YqC7wf&T0Agli5 z^7tpuM1aUDN-c{~X{)5*mI`i_#@{shLg&(V)6pj5JP^6GL*fv2(|JT2XE^n~LaI~( zOU{*JkZNgDE*tVZoS?)=1fq~~yXJiPFeP>Eozf)=&d}+Xjsl?gcvf8`XA@+TNJ{Tf zn1KA2T1|(*7C;wId+c@S2z9#diR}L>dH@6Id_~9+jU}fq9vQ5C4)0xewx%a z!}vC%woQA&4Dkd$&SEkAVj9YVi-coSakyV|HooI!71{rQ#VPIpNTt62T?5h0c8!u2V(WJZ*Cbfj}6y zO0<7P1h1kkfvBY#}l@3Qaj}Fb=Mhw3aTz3L(*nt#()dTiM!NvYP#F))E_RTf>pbOsN60jJKV zpFHZzR98iM1aOc==3yk37_pLAiBsy+cHaSOM@Ma+#8&T#>=!^WZ^+lW<}kp+m>O}{ zoa?}REj`=6-T}6*^rI^?s*~s%u}9Lxg{`q7Ev>OI!=VXJxj01NTydX%R^^9$?aZ@o z_%ztn?R>f5fDorvVkKyioraNVlSE1sNt(lKk1AGLR^>K?b{8@a855C7Y|~HQ_0NrB z#+;Q{cQcHL-RKyj1OYx_6c8D@Ulh!pcgpGwWhDyZQBdIQ}R(=7+ zSdEg$kr!DOz~VpG2jEI+=_>O@0dg0MQql}dALq}CEgl?-;aARx++V)nchfol z4Z*5Wcy!14Vs&o0$2A9Jm>r%@U^)*Fh0v&qy^v+#^YBMTm_&u{;&3|8g2l+qU?=4& z0gx6@Evq^r0-8pTv`D%zOZo3H0(uPmS?UWzE>R>=lrTW?zho^vCLS5@$vf9volGl? zfgu{!^+o6i_V&Kf#4nq_aZ9g_a6$+w&%K}3I>Wg>(-M#27`>BG>Fbty-ah)XS(&JjoP$H3@5v!^UQ*f*Gl73A2{KLKGpS#^!k}|^D*Elh^44zsL6Fwcu>e4*) zJ>bQo1Ttb6Mbb%7;*Xfe1M$iC3|pfv;m zt(t~I<)#y0fa?faAOK0hImJx27nV4SWRvLe+=s7Lrg5zHne~7QwH9*~ zdv0Re+EOw1_-y(<&!zKgr`GDL$Fgb%x8!B`oMDFcA^pxZSHqa0o2|S-+0HH+du%(6 zLl0w9hhFcof8iYnXFX3hl(cl>NM*net?KITo?>sC?@%M3(<1~$1xx9Obkq4-S|L>g zvx`(qd^lKHqQ$iRv`8^MiX;-71KJ`ZAA$JaW9B)j4^`=wg1YPVGAB>==y{Z``U@;) zF`KiPq^nIkjK=Pw?~&$_5_A2MZnxcWCeW(Vm55bcOy7AHHqV_HN=kfbR=Xg0G6eD2 zFZuLPK5lV{F6X#rYe*S<)$fw;x`Lf17X*NL)(HiNV2X~gKtVh6H8<>w^rg5YQb z1#Q6$k5XuqdI9g(oJ1mVA~+|_Cgsw}z@^|&Vv%{UQi}&d0qi^e-7awf^_#vrJW@=o zR8No@Lx61lc?SCxjd!lOAN}Y@-~H})|MXA)RACHMvd6?O+G)3gukKz9qKg8=jQxF@ zFT4wW(HZZ`;$NU6UPn?af~n@c_)?V zf{3(Q^%O$HqBv zVD$b^|MX9`MvuO@`Qg#=!(0rWc1>7s2Tjf!^Y~X{;)I+lG`VlCm^-&PL@xpYh!RzKF?!rm!Re-#U08tY zz1D`n@ORPuTQ_&lSGWI%7v`%+i~NH>_=69{|19`t6ZqK#el~&s!U=rz%2N8BZ*%?| zA;0>ozv_>xyWOX|kNbSsZLP*`@i|{ScmK;c!kqKvj(=J8QBb))k@iu)&t6|Med>Pa zJKy=e-}^oM1s8LV455m6X1wV6Giv7^6VHXU#QEZxpHVM#A837{Gg}5vtAF)ZfAzy3 z{_vaM{N}Iy+OPFx;rT)S>F@4|B-@30_n5KA`^@8?USh_UUgFnmzdy;9rOSDzyJH+{oUXFjou&}3uR!>|=F44Qi)tz~$nB{iFxpwV$1N2$ z8Vu>1Moh*hqu@Ji=OOSA;s6KRzxkWL@jt-!hatZ1l}opG={Y|);#vI5>Po0$DcX0v zE*Sae*<*>FlSY&+pcwyJp>NaP-#j1EZ(ei1{oB9&?Qeg3?^s67JFn-<@Ad6>&Da%> zgfYpJp7Vu$n4C?4Htu3xmN+eO0z|+mbmnNXllRa6{LgN>U;p)A|D!+pqhJ2zUzTE3 zSaSb4q7w1Xp1wQR;EWfZ{7badQ@YQvQAE2KTKr-d#Y{6Qm-cv<&zA!1AVFq` zcSzh6t_j2c!$15(7n~oX{_l~0_=kV^$AA1sOJ2oYb{o-NT@x?|Q);K!-e=Ce)r>K$ z3ryOVhLgUga|A2#5J;HLgWtwf!fG=CLR=6IKZgC~;c{_{1B7S*B&}xCwQ$#4s!Ap3 zmq(r_+3TN$W!&`=(J&Uh)Q-o-D8LWe2L9i7%{9C9#*x7}4`z0S*3ZlK@FZ5r9m?Y- z6LovsixOZo5RHcusrp^3+qyp!jK|MWMI>rR_>ia;DH6xF3Skf73KWlOBC ziev6XD#6dgc1*jus!}A~h!{zAD|e_pe%)3ft7HtNl&(b1X<@DM%wBF`Rb*$R$G;(a zWCVr7HKQXuceDa{i1nD$Y#ysNF&w(RbzJ9Mmw81fmKj1V*KI?KTtsR%ZyS;`9Q5uS9m_Ki91`s8-n|dNFBwY_fPX zig`o7^KDKUC10e5Eitgi@7{wpK5sZrXl3#ANZ(hhwa9yEg(^J)64`B-xuFtST+>tHQ2?TxbCTUnIjL zzYDHEMd`AGcETSi*|h^!-CzeE?Xs3@IQQ?x(xa5d&C4c+pY4V5okF}?bsEVPl65Z^ zrF#iBr|R((%m@TNfpC|W!d!5<8+EJ0ksefIr@L_&W@1(1L?rv3Ta^OvBn3!>AW}+u z8tlN&H+d_jsbNtcK+!LCm9CN_!MG%=}6V_A2%htDi@9 zDOj3F2a?27E#UQaHsW#5#vxr~rD+oQ-d=!c2sSq$_LV_*&cq9_S`|xzg>gd0ts6%? zn}?sF1t|(K{7B^|l$tvAuPZ|s5l@=ib}ibffT&iP<9@er?9~&b*3ZK$Qz*W1qoEgjKgJXpHfn zkrSG9E!#m$7((Eg?D2e!yHvsAi;2%2c9X9Kk3>M^FN(LTx%5U9NP8idj5&kA5l@u% z)za@7{I-FxvEqbm6&k2h_EP22aagUwDw;FT?4R}+RNIu!v;Ad&<%GZvr$Qgn?_6_= zoe^E?PAI2waE?0Llr81SfFO*AQDY;`lkj8&OM9#w-D69O2St=?lh{glg?eX%RfWIm zt=?ZS@7Q%HoAHrKfl5ta2>JdIc7u&A0>oIA?gAr48O7=3=*c`aJt&2y#R9I ztP1?d=MPz5;ZzP)ep(e5+=yBf6)t68wYLGBMChG-o|tzy7R{q!d=uN{ILbn5KO)s zrweEsv4Nlpx!i1ziN`$9B$g5^w4gAIB+Zk5n$fD<(gD`8-if+2+7%KL{snpfYosh; zSCdETz1h|>&I4!1xod9!?*U)Kk%Sx>iB0l}`gk4S+@X4eS=KZ|m1f0G7RG>oy1d>~ zCDbC&783!FZE=M@s^7Wh)Ib;eM0sK^9{Hmc^)$Z#J$Ov#7hFqqrIQ&o*-)xd#p!~J zr;|z-Pm6)CRug1M&xuCwq_>N7HDvdK30RgyIKW8+w9^SzHxJnAGKBHhBM|4Tx0en) zH1TkT5LH=~mUW%t=eImnM2bll)-X9q<;qo*s72t=MMf;1a2PbgXpjvj+hY<>+M{5? zR`D9gc?W1X2yik8+UDb{oZFT*-aG}IyvHX2p3T2Mvh1eg!TB`t_|+Xp;fi^cWDxzOUuvZ%K(4 z+5CY6At>FY?ke}Cxq>mQO`A@Pofs_gMyf=;)Q(3ueH4A;8{hE9_x`-dpHA>#Zb>j1 z>>1%>Q#Q0178$HsBu{pl2l?4ckyQ!gNr2kV&&V&n5%Iqv?_6{1VLOe1{p&HJ`tcY= zwz|fksTEAHNqe@TVEbW54R4q#8#^XHdYan z5;vNN$+)0TA$tBi(0H;juOkM(bg((;jJCik;SoSY7MxL0ezaZanD>p+&1JUdt^c1^ zBU8FA1Q#zXk;~KW2rDx1h8CsI{kQ>7PTsZkq^->6uW=e${5h?9l*=EoB^#>oiUJo? zZbPs{#OTyDC(HLB!FB3_>jyxq9gKqM_B8)i#ef}$MoOzlBW5*(@TVadNc1o?I;Z8j z-p&Qr9T)AD7=I*jcD1?YzV)qdx#@iSzF%|dsvaz4ZwF13;3Ul|<_!uN#$8&y>sFgK z?a`|4>NmD*($**>MgT4T4SDC9QzoM0*9PE9B7x#PtauI7LrcX6GM!$F&@IYu) zX0IHNV2@Uv23yi$LK3Vc0mj#h)E%^!O3DbtfrnJ95^-1C^*=!k2fT3=YRkUA(O%CeyBeP&mxm~iS!sBySN0vk~Q~~7?LtjGs z3qXEob;q$eK?zV%Ff@iyFk&d3C&{KstF)y?jW%J!nVo0;C(`xLKvw0TeySBRs5j(m zU2~&lD8wTM^%HxKjA-Rg=Pzc>WTdr32Fo6D2yK5848KA&1ThTS-gvugTPMkqU|Iac zdu5d-y{-{cE`%^EosH6nMUU>pIO~o`x!!HHlyFm=QrB-MaTryPrAI8-R+VN%61^A} zT)zSsG!dyH5FE;io=1H2rFsZyo^rJ#QkdZoMkRoNH4Tw@0`cb52;HI2Xl^hWgi}0Z z9u?2GitB4~UjYQbr^O^W_zlGEkYCSilkHbBz!YMD*+MJ&30qNB8jgy04*aI{ zxs0v!@EMIlX&?zQ3uwo?k-O;-b~QJAAo?XL%H2-w2nC2q1F1pax~PODF;Rt+0cVMM z6e3bc6F{=5dfeO?<{(Be;|=+Ap1yi=#V&%+&&jn{+k!{5fxDhg=H8QMW{nu$~5%RiAQ z%nu6;DYn)liSXww$3MS{!W2!*Rn9Fy7{n5&!UE((rt?}0niZCaAssJzcZzldh?kCM zZ=H^MH&7D5ZdD|Zz_ZhwfiT2}f4-dk2T$9fB9BWSL&U`3FRK?OU9fV7V3M@DNn@#H z1SBey#6bY*#YlTp8nV8Cv>lwaS*Q66U`G{x9l_6-r#7o7cxVuk=7vB&19sEtx2B{J zT@c2-wXetRq#}U~!<8XsLJz6Ya1=P)>S0@gcFrDq=h}MT-oX@rJx} z%~j^UH+V$FlKuoFz3b07AXcXh&5!@jB%c12+G_tDfeB23E8E zeoY}orSN;fID4I7g0dvQ5@7>TPH=<8A<}4#Y)#|HRmQ^$UL(x#pJNQ zRJ8eV168@u)`dp8C3ja=MMtGa21tN`VAUfu(wrG!-;g)2xl{TJ3c1SXMe*9qBN`wE zwDznnxh(0N?3%O_J18*P06Hk1A&4Ion^-M9G&mmfSQRWF9F#Ifk4Hd>v?_!V0^K1N z1IlBk%7OE3&Nb(kxI9)B1!aSMtqZM`z#~vo!pI6SkfBAAhzT${XH;ep9107!G_ zlh0#-f;)Bfi)W{oW;X##u}yoN-2GqOe)F2s23Z*-+EgC)eTm1ThK)&|jGAl~Y>kg0|+#nQY zZ-@={X8QH5A6h+H0%&)8wL*Z#z>`?jl)7n;b!rK6_No8)%Z8&@?*bTw1zvaI^M@m* zFrFmZF)4UD1l@@tVrZQ*S_%Q-*ebzaSRiVNZ$6edtKL^RqcbJx68XacrHaU2TI1?x z|Cb;7looGmTsH3gwhGc~u0kN%YblugyCm?5uxMu~h}1;!#2j&&~tRRy}gE zttwqiS?D?2kwmHLf~}IW=$J>tG#ItR04_@aST?k-Isf$}7ZBv?S|x13awQtt8s{-O z(!o=abX7&eqx5nstr1JgwIsNY5TmZ6oxL_o=|nsO8qN$FZD?kDb@HigxDY zO3^}z;u)N()3U0fXfzlBRy2(^;it!z9RkliE2x&7RB~FmZc=gq9VloXEje?ANvT=- zO#S-8NP>zvZB-V(EZe~bD1IGTf@!JKj9&37ZVt{gCuF&dTJYGe8Bs5-c@ksfiQB3a z4A82IaN;QpNqfOhBzh#pOYc!w6DSJ;LBr~nc*F?ckw`o$bYdSBt&*G#r1KdcDOM}g zpxDqz^vr>r>*(h@HaLhuJLYPEh3P-9=D%U*yRfMqE)PC&?(Biu*<<*Tg80ORACvY4 z6D1JiY)3lDJj#iwafTPoK9V+QI+C>pO0xtSWVEeXf{X)XkEU7}Ev)UJ*+wBnq)#IIBM=)#fYUaE_@?GaHT{BVt9Hvi@hdkn zK*EV3?NRBfn}*!L!D z3|1Jwl$PKCv;{T-xYdHgl)}RgdBS5=r`q?@+D8?kfwDvxK(rZ1g+N6tZK-&V2oQ;! zvd|-qon|Z4H3v$J6uE4{3h~5~GY>rxW;Lmbuor6|z)0Pz>cNR4tk( z%#Z4KuDQzJcQhU~HYyB$^X>H8s_v;azOJ-~vAGE5(H@(CDqXHD`%Szma`}Z3Gi`S4 z(q-|`gtJ-P%kguDjGLuaIpY&73Xyj zIDfg71}i{{`P&7*EwUry9BsMyNCZ3Kfgsm>Vr5B*A_bEIlq(D$P{3oto>Yj=BbOoF zloAL8g4tTlSql}F>rwT<(>#esVil}(RGT3?iGY~mh4EmnHCKPXM3X``0jt8KxQ0yF z5-24Ide~kipTA(;%)t_oW)9gkXW)v~ns`g~&hL&OU2}9x@C6vV6dr;SOnx|>SW6M$ z=VYT)m0}dCN9l2sE_j<*04GDPa+uJdLaRrGa>h9)4;qE>M=YHG&)dE1%APD$zSikg zifwZeZt!WTp{P9G~Y1ws*)=TGuNB7bpAu!~r={@<38W)Z& z0jqb0?8K6my6o8C8x#+oTGm1ar(MD*=>YkgSObrNhKT{;O=a0`By=H_*C95>Q|wb` zNCpYkJR6HC=~Nft0i;uyddelLEVL~EV2J>_c$F87P1u`5ebJnWM3zWo0ak$1>2uVh zBbETjB?QLq{mSrEAs)hxxjONS6+$qOFrol3Teh3dUw6?uP)EW#Y@bn~1 z0F}hR`K|KFGpFL3SIsk+_qUZgbj*&8F#2q`0iU%X+l|M} zDYmTwX-iv`x8254d5VF_Q)(U}7NER_Y_NI9;3rc603ZNKL_t)PK`a#$19EsIB#irH zw?_(tzA$qh;@5{935*s>0b>q4auJ5sFpzqL$Iv`$2OC;ZVolO+0%Hqi^{a|UA^_wD z(gldeZj-5nGyrB%b_Js14`wTj002c+!CY+F9M$si_ za{@pT8M{LLu&?w8s{gNh19jcVzJ3vG3?XC^L?39 z3zm$SroqfeUJ)M5^?;sO)ql`ofV6b}D zcAe*M%Wi~Q0+ZWsYgGK(`obeh_7na3^=Eypy8=Ze(K;b>Ae@k06i9w=gszQ(SUR2p zXINHtNuSEzQVTQysd1YvX|biIodS^^jA71%QMxzf>oXr-NjniytE3b+MzxkvY15Ke z()_3O=Mx^`4L}vM!U`#>T=c>p#`lj3A*7mXHoNZ90JieS69YThlo+;Zr!7n28#n-e z;b4p{*P8Cw?FJZaOCj-;f>zs3P&yC2r^+vO{VxOkR*uf#e-7`68TtsE*XH@zfE zjQ3FrHSichBFl1tE!M6r;mTHg#R#t>ejb?as`A)$dD#tTy)f)XVyii*7oMN6?ONIe zE~#|Qji;I+11MlpmKcQKnE)U9N7;fDB|F3N1NrcolTs)0RgL;okmh%030oV$A&sL# zML8JfxAWdJhh%Nktt|)NL7Jn68^=8hCzN33zexhqU;MHRW=nXzWCRYdDUX3)Q+n(; z*|ti}u=GvGQNopT`mg7#oaSC9<5&Barj~$>u~-J2WbU7&rwA2SZL)XO*{v0Ovp$zpv$zT9%iy z+T0LG(j{TQ09&$Q+lT2R9TNPsEfQzr=zw?FoK0Lw!7K}ug0n<7Pk@mJ zgH-&aSz9_$UsUP(6`Kf$>6o2#HM%WXv6USj&ljpHsW6y~v_LgXS_-eo8uV=OyM(kYC9!Sw z%=LFF{ajBxb^r(sxnB+xYf!e(nj}vooRCks?^Cw4l~hBQpKjT-0U+^^x?>>e?1p(W zy)I8J)HpB(f;K+}wGmDjOS1xFo3M7WyJnVlAxj}6qhf#w9(p{CCNCr&9;w#||7Y^~ zGgo^GT@e}lN^hV|N5!^kfS=v*`w`bO=O7^oBmk+I0?ik|Gv~(e*rExZL?8@K0?8(3 z3S&(04GRpOGx9r2Z1e=?6!KCS5&(_p+WX~#I!Jz=r}`sOh_P#{XHE#`bE@Y*9ic+Y zj-2KcS6)dmBP{Fcw9K~kr7+84JPRaQR_580owOp3!-LB%dt>3B%Y7=+6{;h%lR{Csl2k~;-IaEWLD zy8&#G*^D>A3$ta0dUWK#$9ZJR*}Y@vn4+mr!I&F zVbnwF#kjDA(KYhUO9($tTjfeuMp5&W^e5LJK67Vyqot7gp6aXNd# z(0S(pCYBDyAOh_o=|0WL*iqRfmM|oPM=U~lO~*9(Q3&4?-6Z`H!P&GA&tTVNA$u*iv-vfDHo5BGO`oQjnNXG1g2YltiSuP{p1vC zRS*%P)-+=?iYgDCB8xFy6=pdzDU zxLEK4muq!~vCAMZWf{`kF{GWJtJ&A`@oS`~O}MCR8rTwB=jR@9R^dMOc14xF)JtcJ zCnp`%s%lv{HpV=R)rO7m$P%nv=GhUbr?Q2pb6N=DAptDy-T+Clp|!=1pEmzK)%`G& zixU!t1lAGSx|`oJPZ*U;mnS1Te;Ba~;mOH^T*hsIi5eJNV;R00=sZK_#}gGDvmOo5 z%jM6cLQIKn7oZ_%oESnc9c>Gt?A|rEh$utU^DvyJ!Ex~9RKF}}T`+>jvZnA%?!gMI za#7zGTXBk2A+a1!M&U{#W2olHpW=?#dbV77& zy&be$6}b>#8h`U;S9~R9&-o1g2>(i|N1iURGjKcoL4#)Vm%St8L4dp~YbkHJ0$AD- zLR3yBqeIFRWV_BEZIe|lO{vI9WM+IkxSl~>8iqDP(Gyu04MVD(rRu3{4L?5 z66L3~L{Sw|soLR(>=Zn6#3xgT6vDB6sW965vIQ_q^@L{=4Dex^YIY>;vTxxeV8Y|K z%fn_w(pHJm@U{RLvE94yc4N?&*T)Puhw!v5(zP^%Nl4mF=v>Oh(~?n1NQ~5+EmflI zjtp&00aPIkLn6;c8`TKa9FK6ZX`Wl+ghYbj79PbYGFf4Thrgrb4TFT=#Y27zr$n(m z-(%nZa!#|=djLyPmh5lUKh-l=OHGz8_gxLZc5BtH;hqcdpMKX648HJY!MP|NTlCJx z6bLHX@pqrnErCs06cQsA78z9<_zQd{v zdGQk%9_gYoUe4;dtHK#c#UPKzvVtRtRv_ahnaxjx#8Y-Q1E;cGp;f-9aur1C4TT4{sr-Rp*6fhzY4GgL5b$vF!^N**AsYKUJl}19On{+|@Q&P0>9w2j5 z12)1>TV@>J<0Qa7U4b#j#*kfM)gTZ6CnWI)G@t6dac2OpLmacfY_YQ$1U_Z}1z2*j zD=)w)?e)E>3($$QE44ZmiKp`lj{yu7PV=!_E;`{!;K9n90U!h|fw2Ws*OoAr@k>!j zM%Pz4GvN`aq@*k*?WA}t<3WX=#}Wt&H{$)# zjdLaKkj6g)KUhe*pEi!!%f;pisYjLbOTjyU~d*e1~%uVL7GRpVb1&Z{2`8! zt|Wwz!=R!PF~V5lm7fOY|h zrHRoMoHGFZnSA)nt+EZG5!32W8UMB_)B$(=4x53&Ac$`D+-JtJKJA9VhG%!;M7%!3 z0Jh-Qxu`@LgnjGx=Ick+>V&DnsK9Kc!&Ic>Ar5<`+Ex5^pL>0No1iKk0ox_zb#kP7 zx&&q6(MZznvR7E)IjfLgA|W{e*rw`JO*p}dsxRr(BSc|}2e#W*V49$%!B8pHJGFHD zqN<;+FPs3r9$GSl7pMjpc14y;4YHfnlj$07HjHrE5{xjGUFu}DA+K7RoW5UQOY@*2 z{9PD?*c7~Uc5$Xp!l$+jNPY#Q3Qte$cH+8*Aq7^gKv9^}3O0%c!nO-6L@Yx{8EO10 z1Hkg84awgP#95*$Ty2cX5Zf75Wc;hJ*f=YrF4#%50G76hQ+D%{nC%i7fdLf8rsbmd zFLz>)Za1NG6awZr1Xf!uKoYw&q+Q_vgtK%Zzg2(u%$4SJ`plwMRhCCtoRd@hqq?T< zD5T}7|MlB?6Rhpc4rjsxdG}lvY*K{3+b#O01RR0NyFq(43A|79{%jYdE9>A z8Z7hBE5>+%l~mxUs=*e4=T}2iKAZ|BJo$UYAUjz-+7)FoJTL;o(4=blj<(uI7Qc$U-u7>SCjORy%ssPx|rBW5cfLvAgpn$s) zCcq%T!^dCEn`GrxfN+78R3KeO&ZOm?lr52)w%Imeei`YNiVcYrWS8*nr3xc29UC}X z7RAHFV`;1Jak6*ToB$mG4Pcp*hUr;kU^WE1jA+f7QAPk2vK7xs?7}nX>QM&3WNm(v z@%b|+u}q!NsqiVCL30vShS8+zowSd-3raen+MtcebVwoam>UfqB;%=nTMV4ToP>`G z9Dep~G@VkgzmL3~2$fWAX{9wR>eu)pKBO}hsZi7XO zfwoL)hvp|0gD0t^Y?uh?Qqag@)P@Z$WJctc(Sj+jESxn+gNY^Vvb4*i_nc_;i$Oj>zi@(AE)Z?J{D)AS)X-k()+f@=0T5L5~Mwk;7u^X5cNWjQb_i3DM%UE0qcm|9s zp-8c`UM&5lGIF~S%Cc$jsFsH`v?tT`j&D9cx$)sMSK_o}D$`-3tTKAL{Cd-&K7AAk z+gvI=JcdHPUpi(^x~q`gl13tM;U!(_c1y9XG29-`dzl?AeT(TkLSM^w@D;NQjcO$^ z^iH}Wka{O(!tNl;1u2m569B?_uF!M)cQqLZ`2kAGz-heR(6;zd;dj-f&Q@?gW;r+i zC*}LO*Ct!6U2GK=bLo)tmsD*GsW}@3d?iH)fRJ;o#oun^v?W2MM@IgZsvKr(DGl-E?T-D1e?Hjtv8Oh?*6E0!>n zhl>9Vd7Y`H*v4WvHb!DgxOR#{LbBtmO@KXfqk_DvDmxFq;^WbgjGP3ZExVGYWg)e| z03Zrjd7O~4R|y`+;ac(|WD|H%k&KoHpliuVgcMaVcAv67k`JG`a!E{-VyRC$PZe8s z0NqhfxNkK6hCzSHK)3odROg5(^5+@yGlxtQy1slo(nnQ!2^uHHWw(Wz^XznidGLy+132?`Tpqzj|83u ztKdq7=aJ4^CcG`qkUi)=P>#DPRR$eTOZ-9zqb%xai<7|#KPihMZ+!gCDk_0>cRzEY zATj99ouPdSILYp?M9l<4B-*JXTVnHntbf{Pt|B^>ifBM=PHkw${qvmn3Gbz2bBc9Z zJ}{)YXiT7yoguuQIWS@hh6RSR{_!WvEAb<{2=85-j@^+i`uBq-N7`7^8Sh5Y_i9dpQ>5#`@=QVV(=?D*jR~thmZ2XnPBi6ExYE2?D$}R3uMoje}*E}pq>nV^?0h(Q_bqezTxC`6z` zCFfi0^Z$sXj~Re|HGVTIuh_!bXd~gNNSeoR1m+ag{4Iy)u~e!o{cQIoj(FpIq2qKk z-BIF~%(s>oWyOwODh#fFsy z=V&A0OaS7?AVhgYJN!H@194cD0iZi)#1LfyYDS34vKlPeJPb+IAe;y!$i><%7IIRc zycz3A>as&-2nRDUB*5D}wLiu4NS&X~uMw%$BV-Kfca)C6WwT`|i_}#P$&N=x!ZTUr zpBX>ZGq+i&Zv|B!Z8R=cBi5d-*gOdjLzIS%#zSCa3_YV2-r=#$t7$?SU;InW$Tpy) zWg}~dIEirjz@H-|+2I#;1C(dkIjL4hY#vmqQf+4`3uhB3JPl90Yr1o~vn#hK?L1XHkq`v>Hea(x~dI;oMtc_y@+U9$Dln9gh@f)uw*M`+t()rPB@%!7p4? zXM|rm!pVcAA22u-{51LgbwQPYVQBvF?1aB9O9p@%>X*I^0D(MB0Bs$;h~A&uQq+jy z699E;N|9^~V(HF>Auo?D#nTwzF;ou^158JI>z;+ccgEDcFSWfxV(PNAfCRUg=&JaZD84ygj| zG3bO{Z?$L2gbfd%AIE8_R)d3Fs|@m{dHs{eD18W@A5ZW9@_3^ud$iDNzR0LdEh&T@ zGR#80812$h;I9$YYDB>#ycCRJ6_e&HFtETrsEqKt+3)IJzc@D>=^_ugIwOp~k^mH- zFPF@GOf`vtUlyMG-m~*~Bcz7x%iYiZ?9cw_M?b1aoVL2GrE@Puxtjd#BJWHAHYLp> z-s$)uNrcT`sg~7QmUW?#n&K(yM1QAZ z*g78I0@D~61UMrNR!35QX$>I{KpzK7hH(5&({s=+o4?x3L87{VuaP`84oUi$^gdbw zpfUlvkhCQd8EKMJqQq_hTMWBl)KCb6r=xMJT@Uj=`CtFJ%|0vwT`E7|T`=MbX{~D( zzXsjXM5)B+)BuAal5%Z^Pi5aOpFeXoEWNUpS7XGM;`$^oLh?guj3J7l4O?Qh*NimD z?%2Zfn1UfXIbxue9R`3|vo``Bf-nYK&*a{6lZTUZ%#$(CFy9>^+gk&uEJBn znE)q)lhKwGYS1ZiMMd%^{_cM{6}4g*58cJXgH0@wIx>(RuSR6IE&e>T+fN%KC)pVJ zJ$ZdLJZG+#T-B+8ZQ(4O zRCSBu&U?Zj~u&Zmx zt`Mh;g}^IGEI{Agym5Zd<4-dJA;sDS^XhSSEmbSZ5i39x=}m-(TvY-;ke}+A>tO0l zZU#{k|HP8h?s{+-jsc)84cNLb$Hv`Om-`&z^Q)F7SfVxDl1})MjA!Ha2&;#kM+?q);!tbqL_9-4l?bc`T03=7F|xorOM;=T(yahgNqNIJ2Y9!{<#yHF zj6T)2i07#X&MVftCN=-NsOOceqrhVIQYBKWq1rOK)A`}W5>?q{jM*|-mb#$j;hfxd$wz6SJQIan8De!f5fh`5rNFNZFffy8B zIxtikWK=&R8*N)pvh!29TBnHrwXxnlY521v3FQTix}`xPD`U#8yWp z7ak-qMp0DS5?&w!2`W)vdPnt>%ZJb0>GYX`+*Kf@YRI-WBmIDBpt)CWS}gy>nej}v z1kNc-(?QNypKMYA*>ow85GiORoJD1TwG4kR%asRMIE_c@wsbnf0TV}3*D4Vx9lS%W zfG%I3)!l~5*xZ^PC;8%xQ%1&Wz>Lsy=8vDQiy8pxG{3EWwpYdqMnYs!Apl+Rr;q2c zs}h>s2MJ+*ebo^LZL({pyr=f>l#HZxHeG5?;bi`n(dL&+c3O%?r&M@_`Goi+uvM;X z{$h|rC>M}TiVAaizssL-gA|^&Fi$P#IBe#ut$j{b&4=f%W6X|1%Rbkgx)g0 ziT7EBR3v7*`THKHjPL@%lqyzgPJ&QWgW_ztTrI&W7!|PP41uDgD^Ov{EFV?+`nADKf97CMhbb#7~FIQ8N3vJ;Hy#uUwHW@!a7#{wj zgmk0mdv3A-s00$BK-b=q4Y}+*@q;PG0Rha0BrvEj7)5!Ji?a06(P4x`+JdqBf&4c- zb8?qn8_6@XBliiZlBn1q_R04lOnNo!!o;Q-BWMb`y@zf~BIGCYqrghNjLpK90Y%Fo z^B1)&!r7bw(wvwJJmtTB^&^XVJX;RfVf216h*Gs4mAp=u=q`-jEm7f=i`=wwVJ2-c zUUNMEsF*OaW8e`kiy8VhSL!$wV2fXBN!dK`n808d0vVOcz)bjqNs%;se)WVYTJ#vpWmLxI8}0cH?tQ*}#fSgOLt}2eR7m!=xE7OA(JOIqA+( zY$1`b8OtICX{(IN>*yPG$N=h;cTN2{001BWNklIMh%=WYPRHW$rD=| zzeD7#B!;Ez{5+x>U8iIB1Nr2clUoHwAblyTfS+i)&SB2zUVplTQSmxYlyspY~8 z(KVyqRYDLVkq(TpCC-VhsM7hP)!?2gY{)%loQk1gI2o8twOb+=4=NaA#1;c^WyDN_ zwF{7FifE9C#Q-2m7I?+iCS7Zz%2=oKi^U+2huxB=Wd)>d2`>;p{mqK!UcwBP-EwwI zYz+YqgCHqIUEFrP#83fgn8b3lZEXpFIdWSg$Ju3Iz;v>-Ih!85l91Rk04S6&Dp!@Y2M_#3?D9OVoMs?V)fM}e zbvP&F&WS;I;=%b}e+ZGRX3R3)c~>eULC6UC_PzcoqjS}-0?@+L5uH(B8MEu^p* zs;4eWfwnRt$8Q&sKN!23>BwbKr`@u5?t5`c0SrJY02_HG_5S?I&h9nunFBzm3{65z4!ozsdOInX3+UYd|uZM>Q3lHn&2B?ubt)7_MVkd>L8P&`Xg;@cNY)gSH zX8F4_R4sB#_?!!J=^#=#Ks2eT^{E&Y8d*7x^Lzq=up2qAfz48kuW7nu_b z;k0!16_tWr)P_(BfD&P_+$(kS+5wBQ#Xk?DbK+;qJEN*} zM`XNT*vi8eVIl0OI!l!hw!(z%5W<$ac$*F4qTC8Pk3;-fmb3m^B{#u-0 z5$wxdk>tQ% zKWswUjdMwtPBDq{?p@CKIWwZg^F@k!(>(XEnwNUZJS}6RZ?=UfnB7(wOQOLB?wN}r zKjaAKQJAI_#u#Af+65Q}gIMR)@jbt8IDhj-Qc-Kr@=l!{ExUuj&`al_aq-O|V98e+nn@$z3&N9kE zqRjwknSoy}H^wVNG{u%WZL1!&d6=F97FbjD*nxR&?oo(>uLfGi0%0br$`-uTLa=$` znpNd{zy9(4!oOB;rhsBNLe}|xnlmlh71go z4TGeEzX{uwMRovp(Ixg}%`LH2n+)yKvYUV{&s<;Vd>DjONuPnn-neW5*GMCUAqtRD zy5vqIg;MR-R7vqSx3$a-;gyqNFlN$0%!jL`0?zb8oK z;wLo-RwexFw@S8TM9%+#eE!U-NpWh`mnI%4F9VMw7KhFxM=u2op}YR*Y#v_+GgbVynv5^V+znMXzfMrxr+wyQR6>YZqc zWE{s2C=7V2DmID2Sw8i>U&AU4Y-<8g_`yEPR!PflDXJ0i1M?`-dG$sV2%t^7+bfB%^j#+C2`(!f!vkWnL5D7B>h z1nogYNbbh(GW?VY$0Tg*BYJw<`g^FHyNKlbBZRCH8o|a*fPzjK65t< zC#oeLbqBtG4!}I)IRhFMqc&nIOWKwh5uZs@17PD1AA>}3PV=ZRS~|(Y7K=wa)5}$0 zgzzEDC~0TUAWu#2%NjFH?$!#YGo)@rrX+=B?bub!XrDnJv1^Op4W`AqzJ}2ARHCRL zvGFwCdW=M(a-mXQm$gRLjz)lyB$g5ppBX=m-Fr!a3EM7y^%N3qSqkT2Y}c}Sa^8v9 z>l!V)O0vtC6GOA*)TRlP@tOFM05m^G1|%_)jYY-^rZXTJRlc&ph^4JDKLHo=-YuzJ zQ7YVsU~IYn=a;3=f5urQhx;|{L;0e;Z48ZlV7vON>-t(!U<2vAdgfdhN%%#~U=485}stcyL|+Nlh*8drwAvUEV4t3TUTCypvM9!9O{s|L^Jhi}}I!vB3B zwJK1pgrSb<4E5=`;p$DrG^e5X4wCq3V49@!uB9&J$eW9d#NZ6YXN)*M7`vQ-%ew(} z_Dw3zid@a%X;K$$;cTpFRUuJfMfM3(xtt3I57is ztT+Wqia{9#;*8BMvHWooK-4Mc^~TA|&q?DU_~W4=v1Qb3m|*F~+aao|*kD40f3f2M zlhkgh>5LU0Ab%Q9Y#5}wd5Uc;j>)6o&I5z>3W!BGiBNairwzH`8~BdCa}-!>G>He; z>G-du{>;z(jIU8XDNapNw0DKlSytN&PL&gd^=(e}3Q&n%1w0?W|M5TY`%jOc1*;<; z5LFT3kgHq)RU%49asfCC)h6}(rMx^2sw-1C?8SORt(|Lhm1*Ix(!~$Pn1< z{0o@=n~42q5&N;$nBdnHu)t1Qt~1!z@BaHQ@yZ2Y%iI+JPs;vG`jYBdkzkcHPX_;Z zGV)7g;*QX9k{)OU>!owGD+MsxLZWIKwb12o`H~(B*AX%pgDjklEjc?c1%S{rLYf}J z{!K4_&WaIO0FMz_Hp6n!g~Kocr!6@*c2SB{d^2}h8H!Jo0g279eQpJ^72q5N(m2bt zV#-^VoOI41aVAI@0qh#GL=3`-Tp&&ISTfQN=!A5sXnqX9#f~<=Wg%(KU|;b3iQNI7 z3eK3;Xep#~UT%d4 z&NJk^yfO=1dGg9dCk2Y-WSg_v*i|Aa2DAW|M7$Bili^e9$)mj;Ja+X~ z|G-k1avw8PvRIn6EOv1MBy66O|2d&VUWPzoOE^rWGO`Pq&W}w7m|k%Cjp{KyO8iN_e@PNIfG*OAx;SUP~8Mm~JzPPNaES!EGMwwlz}Qdw2pdDIUZ zfG}KH;%PI2=h=JzH%N^sPJE>iN+;(Zp$RU?;i3B#ORh3b}g`}Hfy9hbygfpY_ zF15<}ktgt^a0dLqT?MzTCrP+2q&pF>kW$e6k-)stpPN^Cbj-~p&S+(cR?Cqzu35%}r!B~w2p7vBJhmV;)wQ_~ z)K(#MQkIwtd2ZV!IU^}tFN@8S=A5xgcygv;+PWDuRTh_!SlTs4NIKgjJwSfC`(fV) z0ZiG7fpI`P*`7HbTasdir?)IulN2j(Ka-?zH#)TnXg+~eQf;Mv8aua(22(j^7)!ZG zv8Si!m%`mTv;@p99w7v#FEoAStU-YIQ7Mu<7xDa+%#oJ@!%mEyQ|!m`;WOvJRMrR- z!5~%Bsk7BIXVc7MC^~ciI^o&UM2x244(Vfa2J)Z&xa!+@U&YOOA3Px@(m>Owq-abL zo-$u|mxold@(85j$y#grDhxmiK~hzIT6UJQ*jmc~kqE>9Ow>vALgzoJUe8d4-Q~4= zW7q%{fEEc_w*;pP*PUbQx{rZ+guv6lbY*lw;b)xEp63rBX84If!k!Y_)PydJaZD84teJE{^noL6_*WQX@XkSCnS$kXS)qMu(b!=<>;`T zUq|Q^n~}3*b0S2m46%;95i>|^O%oyc{+R4GT=n3wtcwaBo|6rr=4f{$h1e~Hz@!@^ z)!)!^8t!uB5xf20peUZJQxwBq@?aj zB(@K)-x%^Yv@WOYA?XRiRh3cwAL##{XHKg`S&3FFg)<}nLA?%x-KjVX6Eqs4L$Sa` z89_(xoD%oLy)i6eYMh1z9KXq)kHG6=fQ^3xDtpYg1}I!=AqZ)yW8N`5Pwd~IAt8+?zXqaZ}bwjyY5UOu?h6K z*blHiBb;Tq>)&vc%3pR`Uidz1XbFHCY_YWyTZP%0*zGKyn73^gQg&UtqF!Eq4ztAX zqUwmSD`tV5JJ!Ng#c0Be59E_)PMVI5q3E#SmRusG1Ga}#-<@lr;<1U81ycRWfg|Jb>*e!M;o)K zPHtDBq;{)EmPBl|S&rv6!WS5(NxCQo^qDS%xaN%YkBe#-3{KBvM6j9r5tybNpVzcxO3<|Ib?bbO=)x>AQ(Kj-=W%fPkTR?TD!X&Fy} z$a1D5x0TWHw_N!64aI00`mTQWekt%QJkGXeW5WYOb4G5d9>~C!3_2;6wp@kVf~*&n z5VS;{m@Vm;g)c=}qGeBRPjyO%1i+Sod-UC&UOKi!+l}9{Yjn=%^~MR8+7`U))o0SZ z+&KcToobjCD9W@2cFVh+*oY!Y2BauFbOp0HlWJfW(um|$1AKZ>mS3c(2*EMtj-@!KlOd*SpwD4sdm8^?nUHwGHAJg1x2&E%0~c`H(2S4gR(a7ZxPl3*jV^GuHu zp=NKX!Sb#_%;nNipI=mwG~QLn_&`2+=A>7Xf_5YoUFS6qpj>`ZSsJcqx`V`1Gj$vC zM7#zn&=zobTgW+E+OlNxm#!aoKC6uTg9i!Ik;mV8upjF4qS@tSw}shZE0w?UDz#oX zlZs)Z0tn=b6OJ9 zK+-Vtqyt1!G4tD6q7KVRdFFcQlp#BeEQ&wJ_580=4yYahP{GjM8OSENW+B-^NO@s$ zhT)Wgw9BY*^ z{^*bV9#M(Qx>+b|#o4X6yXWk-?A{U^Pe%OH4C5frfxLfsa>5&ZdCfg(^lW~+2q8_- zDF5YO{^d{q^iSOeft*PI_EIp~s-BK{g)OSU!09}+Kq4@y5}I?ncX*s%m~ZFb|NY;q z|IhyH&;IZa|Inue?YrIQr;eMk=O#aLvX1(I(LN6}X_7P>?4D{-({~xGPyrjeftU2T zt?&PIV9n|`o`3qMe^Sri{LSB}c0;%;tcL2Tq;fSzY@|dP$MJgaU_=~^zw}1OLy~9*M7e37oAAj!-?XvlP)K8Jpi6u+ak}iAx zIdPI&He@vzAYn@yPg#74BYm6e7dxFPjIV)z`Imp`1))2La@Bacyf{gxDXG*|a#xlA zZa+`pkZdG0HaGJ>{^LL7ttwwU8O_H);K4A|U8!k-(JH|8_6S0LApg%F|M4GxQ`qnS z{_iWxfmK{1j$tP>P)L+2=#nu<(z3k$;--N%6 zbTZEm8n=`EW%;EZgkiqu8#X(Go>5dJqhc7o`_qpHnBh<8>n!Gsq~%@4O?W4|G5=Tl z3rWi_+A>*|mOXr{^DZ9p`vu>{U>Mu&|3Ui;)xFG~XU0wbs{Z|to=f^$pDdi8e4G3E zpa1z^|Mg$@ZLR_&RweO#++PQHBuFzF(7Wd6pSART{Uv085i)K8u%zSc`F9=rP%%hb z|N5{0>Z`;r{K7B%#&7(Fm)foMBhgQZkQyPnNc56)t-UO7$MerHm2um5B~^ZVp0+u8FAj8 zY+A-zgUQIVWkw8TzwLQO$N(_>zxu1c`kmkTo!|St-%}eg`A&h(lU~6yFtF{ei#X}K zR9Scu$f}~(Q3idVrb#w)1}RFejghTF^Y?}BSAX?af9aQgDTbXC!;MN~7t;rs~Sc%pJBbdNMg||_`N}Y7K1={k3PKsar#b5LQ((V%#<-08fX}Nk8A|&l5(Ql(T^`rhoW{ zfAGxx_HX~Tug$)|`x@-*eWUi+b$$(97ajcj8a)5=F8lQN+JdYe2LD>F+G&NccTqIX zZVob5ZFjLEQF+4r(c^sSdHt=xy2JD5fBxsc{L8=myTALpe$%`QTCUhMlIVK0ZI!f2 z=v6h(YO6I#liJ*za|)j^`xS8h5kF4ZOJ~lWx!?TF-~59=_ye_({*>($oJ9q5Hj}j2 z7#M^zqf(>2v*)opsid9M&e!zrBW~LL(NYLb^_)xe+#h*W=+CNu_jiBijq_t3kMRER zMc)!hABRm+0nK^c-JP=QtNK?n1A}4`yTRZ|6Qh$nYHq52MMGQ$9^o(y;qJdHmPP%+oH^2E>kGJl|)4K?PuH9r>Bnqax(oZgyJ+Ckwm4NUEwV zJCC-SuaMCKAh9fpQSs9;k0)9hzOC%>3yfs#f4TAez+l2{F``liDzW@LY{oN!x7Z?g zBC%zm+2qDVQhE7l7=D60{+8*(@!fe9OHYbQtBZf(-%kw|0Ig0dmEog!KEJQeyxr>m z(#!l~j*YfeFB#RqzmBTVr^~1Mi+JgJn?%KY=jFsRi7+l(N@V2Da!1o^Cc<#mphR>)e`o=7g3grp|P*VCffWzNZ0k*ZW5l&2C z!kNveyOZQmE$tQ<6&v|59~hr}o4eE0?Uy2Qf-weWH}OuWGs`(-lll_UZVl_-MH~Qr zDOLkyb9Cg*aa(~czwcLD<%Nlar|i{vAm6F6A^aj$%UQS>;2Q68@0vbW^?l*%Aagvg{Q|Brp7{!c3X^f&W=GPWR<8he^G5!82=3ZvVd(4 z#Hz@p&PH~%$KiyU$*SM>-&XvVji0!2_7C2A=pEG z1l}QfYwSX*-$lhnFlWfyIW}8y8MG)}|6K~H6(V+DA48WI^LJk)#OjuU__Kp1t+5qq$Os{^vLUupT}0Z8d|m$ezEru z8fk$1nyvSoi)7$v001BWNkl~_h<~qYHd_8*!tt}^C2W$@v~ODt#&Z88*y~n#b&X0?gbE;NE!%C2joem= z%EE&m6(azH*d;Z-t`TP2nq4m4WzdNN7?puv*%d>JCBe+Z5f~9eUdZwaB=>BK`X>GP zGxv0Vj-+8NtEIBq<;(~(e9K!eJmW^z;U;BicX+m~Ff>1{fM!=zyO1Qn4#SdDB?&w5 zJy}k3kG$|fg81yT%UOJvWnCLw#uEiPY6LSqb*Va+0$jO zLN-j2A6o{ekc!9O5EywD0?!trsv2j*M3OES*bM%ngpW|V{B30epsjt==#BFmQosCS zn~dFRh^G{HqIh`5FGLDa2>=1mV;`RWnnnM<5$!jdeVglbGipdu7L6+-!XB3{5)Xk% zq=4*oNEb*e14dL&nz3h<-C;W7Q%VXY*uJ{2?CMJ+Jk?P8!yT}FQVGA?OdfYtjm zp!Z)IZ?@`>mcL#kY+Pfmax-Z@{jUn0HD*cS#Ws*1{pd%|sGmT#YP0NgoFC{X#>eB+n=5l&8XWfqAMkm@*i%Yq{F8fvYEj-L866WhPz+U*ews ziu4g4ey}8Ry2h24v}~76?$qV70KPy$zYA=Den|Mt^bzWHey?qPMM$fsOJX1yPQmc` z!$hm9Dru_PVN_}`9)^($hr~d`G~Qds4A8kq${+%lQEYX3l8B{TJa`z*sx5X|su^29 z%#6t25KcUKxVKj-Q-1MZ;grWJg;_oJ9uDD>FDaG^Q?v{!626l+BId6!li(LADb+C zS<78e7$FPyE+DM1wD5A#YOt(}bjvjSoWK=8<9E^f9_Mdqc;(of@L&_#4q?u*2>6_vNl8|P_r%D%JHY-in|z_2y*?0zzxLwkCZE`NDfc6ont{Zl=2 zO{6;3uqA2Pm@L(I+~3UwAXuf-N&dEsoAV2EJamWAa!+9#LTMjILBSo=wEkni9o!%Sm5w_&E^@Cu;;PQ3gCe z<~-GJnMC;ga3Sz8>T%WFDiTa;wVe{a`-QPA-Cag?Vn)IyoP?)kp4ng%?O^sg`0mqB zc%KAIVBrd=hVX1fvTsAn%C2~Zr~-K+*_J3C8BJ1ovcv{IBo9Ip=sTCE$A`@*Gz+#e zR)0neBf%h?_RVqCu91p2XS6UX@qSf|Es1QQdM0?Tfr3fXmZ)|L_w8>I8vp?|)uPzM z?r6(mR_lT%xjkJ5>BOp}?vRJ!Cosf_kn4qH(23o;5Uw6oo#*=X*AKB39vj^=XKwl$ zEljyky(|6h2mEUO35^e*xgAC$P>_79rX^3i8+sJ6+jBo zmR&|RXBp>Q%_XH_JUTw)Ubh~&ezw~>)qVGUp;*ieNmr_Bbw@afTx2#p8x=#%k@Fx4 z`ILTM6P`Ftz$4|8=FgJ;Q0b*3brf5b+!~=+0|!t^uN$LD8fKRStTI&6QCbqnDl{%j zyOlJpROy6w>kw99zviQf6l#DJ^X{=k$kD)ds-8A488_|6%Z+JmA9N**{p!_sjc1&xg-kv!m5f z1$0GM4V@utwbJkjJO64LIL`p#w=2u!NpOx~;8NuOqL+wa%WzeTDu$d3;lB^SDH0)_ zqEpEji6T2W_gD>`3X+bn)HQ;Z@PN6Cx44Bq`Tg++!;KVMk5RE(D!42FY*7hVseO1z zpDso`MZr`ODkM76qYnl<08Iu{Dso^Nq2=Lz$mjp!5v~h_aUQ;h5Ufw52Z-pJFaRK% zYN_+2tFZ4}>g))xDQS5bHO0Rz6>>J2cG(%y#iRFm6dt}}8MFHC?gr5Kt3`8-c5y?e>`3t8PQlKsE2(Ng>n2eem6wFiQC1a?ymKdBJss>nX z)&H&flV?s2eb%!gD!qm^z*9jCVz(JBL?F)!4KrBacAIR0`J39A|8ro)-VCE{*Om}6 z48LUzw|@Xzy676wq~j>0HfhcdL!jE62kk1iq>(tY{vackhZJ6sE*}v{_r{%HVLyM4 zvxE_jWJNXse#T~Kcfubtk3_;dqppiYeUKK*Fk2!}NChhrNn732@`9<;N7VN(Z4yP2 zr-$?8#WV71Xi79%p2#7KrTfhL1bXSh0M~T`=Oo(kY8WQ*Eyiai=1Nrns!BqxhNe`@ zb~E^6OUGbJjBI%|8x@a&@mM|`zJDJtwpr1n(N&(;&6mOc=LNQ#gAg8x+BCR7r2GAp z#yL&6f~OgCiZuk`c=9VoQjH{CPJosxh9Nd*V=)2X*wzACmFv_Hx}wdTGpYVjDGZNF zh!g}KrYMCm1m=NZ5d4r`W;Hmwi8JLXL>CoC!wY|YCj8I;S$6Zs&j$NIK6&Pz{>~?@ ze6?3gv{J}wVu$BZdZS<9U=eP700L=vPV+6Wv5G42$#f)7&TMX+?Ut@GV!n?jTjc_2 zqbHq&GjKeP0VXO&H(*+n+U&Z5$W=?ghy(Vqq=6R>52hFfOmkxZtl2orJG_t@p_|4! z%D4fgD;D_xVN{60m9<4zfAv(`bOyY8=9B5#dFFbXXws*s0|HLaD&F)g(MqbGdgQ?- zX|D+eoX^*}|MkCY!PphsSa`Bgoj;{L4_wb&M+2bvQ^@}o+Y$q#mg{ciVT-WOHWJbS z30JCJ%cw-5>Y2kc61$Nwvb!)nb6z?|=idBPf~Sm-(b_VT$U99KVplH0?p)*wrcETo zaC+{aoBI9&uH_D$7HFw9U;q=tzz}FxYFli~6P~u(wPcVuyEcuqYVi~HsrpguVB-nH zi3g!kJ3hY+Fdw>eJOi}wNwLoAZ*fHDtGqAq`qw_ zz3Mrem);m*5HbXEqHT^R&+D5op3>2fG`Y(_RW7?^HGr9{)H`G3cJn;Hl{w-VIskY) z-STXjR17Vaz~BM%B5+zdJlD}_F%*-OD~=>;E64qx=@>Cw&iG7n_af6<|XpR`Lfw}6Lv3@j1da2RF%8aY$HV|7kj(F6&Vi_ z;xpU?DxeVI0#)e4;Il!@vzN|?mTebOxGzeL2sz1*$`IHD6%j(jMv{%c^J*q|0{6Jk z8K@9eq>wO-KD`KuB@%s^n0{AMB=P7SkCG%^-nv$~K#6W7j9kkYtxI)Ud8T1249%|| zc(zIyA&nQ_vb+vx!b!qcuo_l5Jo^mwb!zPDx1|`%=7s^MEz5+Bioi$#Pht*cSyU~s zNt}jIUc+?0{Kay9AfG&Q($vQCS*kn9Sxxi|yRYuwmtN=QLJP6G#)N3qR*BdGIn9gB z87KRU<<);tjVVCkOPW!**p9XuI;sxd#7ixm5L*?{Eoa-Up0Zbexq!jkVU02-Jif7EmnJp0kBS^Bvy3HOV8VSFow&+Co+k8E&Dh!6!7B+ZgU?9=* z7uYg=GC#@^KsYMGAe(t~P8>UmF|?{q|>W};vG z-2qxU8b5y+npB3EC3^s4v+G>Fc|dZ2*6;FSi+O0#K>9K zoKL26ppcvb$z~#BY|T(QqEzHOjGk9de>DWq7iL=ol2dtXe!8*b#8Bl79-JyviIOrp zf;_51TWxj;s?Lj1gVOP!!XT=4XkEbD;w0>vCv=um#FO z6c8bUV3W>=+&zPYCjz^d@U9C0XFMy3v#Zc$#R-FrFdQw;{iPvi+@%?~T9NPQ4{ z&$h(?Bc;Qi;fG%LhVgtZ&vOa3K(P%6CqtkV12DRp-9OdBmwj_6TwtT7O^l8$m=KDHl>zYr}0RKM@ELN{F_??sr~AN zX(qxGO8{DheJq=&-P*@Yo*Q%SOzo7SF?O=`D5NM=;Us0Lk~>AWBJCgu26*8TnTe#T zrPU*lT?(GY%M%#BA&BZJDVAT?HJ;}0Amn8TPorW~jCSgghhQ!vjnEcw!>Qnkr=5;i zTa50fW9@J=9INsiE93m|`hROvmNTm7(adOQALtLCIfEe5OWDzCat5d6q_Qe>It&tH zI%LmVuwgYj4Dihq<_CEI`02n~DkkAcs%Lo-I;tdc*@ZY%&x8;*UDC*b9SnaL&SBUU z%fnEo*!zm}3k1*(0Dhtx=%zIT?8=5W@4D577c)@Sv)TLSp7ue_eyQ z=-qfx?!6byZ@c`@m;Eo8oOXw46v|e75+|)xWoWb3;@=DdDA=w7zyJsUXGY(P=?zxb z0Ko4_Jnu-ccnCmaH$aBIIR6iE_p@u+c2s$|Q4dgs3M0!FGL{=)A=&QG;>8h?U%(9n z$U-t5EXxMu;%}#9diAaK+k51^J1>xDgH+Loj2Sax#E6)4t-a65^fk1xV#HyIc1sjY z^dg}6_zM853S#P7W?M2y!S$P#NU{NTSVkvOmaUG1PVx(@x)`DmK}j!WOA8=ZpU=Nu zP{QIUu~vJw9?DQ`CcJry*&PW7mF zqIb1GMT3Er*7yx1+p>`=DqR+yMdDT$X;~f6PAZT!$SBbSprJvUJk3_C;ncMlOW*{< z3|su2qj=8vGb|GUackEkaVDB2&BT(Qo!t9ZUx6Dke{9iSZU~XVK@~AH&sgcjC=9BO zgpq~-Q%59v*=R&wyhu2@FltU)Z2l^$MI2>kC+5C`zv-Y?x8sx89Mt-#e7bgDo{8>6 zW7S3ib);zmZ7~^}h2`DdrMf8Miz({{xSkeHcEQC|j=wWtNZ~A!vn?L;?Nm4|$r=9)>t;%l?Xq#Kv& zge@jYc0GG8v_i(BBJHv9-OX#x7O`X#VZGO62~!0~r{+!6%gCc*ER|48Op?dY#ItQR z0Zcg6g?T#LrF-NI#A~kSP<%59r!0{S{+CgRad7K58pV`CTVmDuvI!_6SexZ?iWEa9 z`m)=2Gt!R6#0aB7!GXVBO9+8?nhjY+n6~H!C9B~$orxPlFo_Zz29iAdY*|EUI5oBQ zfeYX)CO;=bp&R&meAJSQk1$I|;2p=w7FIbaAC-4rb86rh#R}u3frf~pEjqaaA78kZ zD3a(WqZm-3E!{4UFak~b9dZpzOe4$LZunx_GP};qGGqaX_z09JvO7&LOH+0e7sXPp zB{JQou81uuc4>z}7)fJ6Rf@1>IXS|!_A!(aJ|{y;*>kdL}jS*qeo5)N+)vOY_OQfix1gBg938%4(5%BbV`qP$_ zz!mE2jBUZCfFhP)(~Lv_@CIc|m_(cj!;;a_2%FuO+~y{cl+yJmfK$vpp0E5bu6VTX zyciHL5ou@;=7GS^DPZx!(BRjvn?UM)4@DkYz(|gaMx?uhcDss@W3JO^wCtXgn4cEI zk7OW9tIK8>JNqK^{3|uNZ^)akIi!=0s>0|dCl8);mn~6m37e-TJ5Ea}#n5agO2k`= zIm6C!K&lnm-Vx?iO2KsC0E6X`(jl2iCayiO830S4DQchfMRI?Mv^1g6+$ZCH_cy zZ1e&F)e1?ME0SMgnBnu6B8y0=IzA$a0P%tmuq&pY${ElEn{aP5cC9ImiE?hdTu`NR zGQ5%ft&TSl+C3Z50}hHnrm+Gj1qYgFuoA_CV!Q}S!p=usy2uxim8WS3!n0Fg=j6%R z>1?^WA_GBK3kfGf`>NX|JVX|pKxj)_J61-KSHkm&D^cU{iQy0f7Yw|CG;n~M6(hod z0|6+p_o=Lc3yY8V{1K~edOS51ASUdpixD8p@OM%S;GEGA@KJf^HCLY~Rv3eqHbx@S z=aNTaVpx`_le3MX31jQOiHHX!xY@04&d}I)ZIPZs#$DlhgFs6|220B#0yfq=^>MCM z?`d(Uohvf;CAm~*vveS&(u^Lb-XK^(t8N`hhisP-$>uqp49GNzdA49#WMipiI;meN zTBAvcv;a$f97q!e=skk1N4l>q!132_et>n&kS@!znAL*D+3mlcp8H>KDFnRx3ed7% zLJ;FM$0Go-oTdRs708^jZ~!j1?#^D$*PJl5?8aoLw%1$;024)dRG}MD-3>q5`!=!H zXaQ2nvdm5c$%Acn@qvq}3(Fa27&7L7Gcg~!vCsxCML>YGrIxi*8~cBh2t-ylA$lm)j&wLJt4qg+0mLa2=`mq*sv>69 zBhYyP3|YWO<;~YztyXpHqlf{2@^UJXt8)Pi)Qe{j9!r{p0357YkctXh31Qj7#K$D$ z6Cn_O!K5WLm<_u5#@}uMv|VS=F}QFHo>QbK@^`kb-^L8G(cBbWaKk2 zyh=Vl;_ABGoBlN)$O$s_C9D!6iPqE-No3iY#6e75+Z6*1)!uRabjE`l;j|?_R&XH5 zRl2?)@Thn_n$Lf`z>s1KPNh{5#zO)rg}*N9l+6$mPg<}Tl9M(l;<@s(syCgla=qh3 zE>U$*IBUT(N%tHI02KnQh0VcM2#oAXkHEQGKu~&&^S>8)vA>IEWUC&a9!V#HbAmZ1 zdt2VK*s5FPm2-t7+9BZtZfTbXT2GCU61$Z^ED=x@ zPb;xoB%Tl*#FuHlP7~Hx9`~-jT07XO+TWGOl{}^yo7tXP(XW3Vlks zwA~J?QP{U645dkgMLHBbyLegSvZK0qLBo<@X29!~Z}^ggT%9)1BtJn(x?k7tC_?i=#vYYrQ2s~XXl z!ciP!MjZ+(QA_nO!;FlQ79gG9d5aHfh4_QD#coMQKv;&DhJ!#9Nj#JaUKbK%X;s+1O+_iNJc~5dZc+Q7imdE+9LSV zz`-WB`|*SetL2=unAvg{&;)4Co9yF1j^vd=y0SRv(bCr?l+ccb6p1av#85!9IwO@9 zK*ofvoU@J?Ksa_8K-dI$iJZ`INZ4X*N%uy^YJc;zjU&ATO^#o z?ba+q$|(i3`%(RsIevL^{4|phxsxbQPPz#O&gPL=18uQQHsOI&^X&%9=A=nbmYe2k ztp&TB^khr|k?X)tF>Yd4MW<-XsS|bv?Sb)kf5gkqv)38BcBj-D4}*q=6=X~x$b!7l zF>LWfkG8C0+)7;6pv1te3Y*lm7$xd1PrD6}T|lMj41Q2v*87Rod(By39u0339<-4k zK4Zk#s75=^g+(k5(}+P1e)k70Gg$Eu|*BHck3oW=*TArnUJh_t&cBeH~p?Y_$OnuCV0 zDguD7sHH4j+%LMv|G|yjrgU?8DCC=olp3K$h6em(RXb&}83EQK9f1Y#6w`6jgj1HH z6U%7u6w|ch0|B>T*2N|nK1?2Bmo&`M;~B`RFi4o^mbyf`QDcISFx5|4%QI9baK^z> zO6mMSZ1J#V-Ql0EG-v(*YeBr>571U&AJy-?=G4Ho0mZ4RHBfK)M=L`>hL{?z8J+al z_nI?Vev!1W#>9}tNh`-7V*;7X-!6^hWaBQ&vdcs})NDq%&e-EYPb~ME>tAxA2a3j@ zjA1nJv_&chN4gju52v>YkD}2-W_@XdGo8W4s`jHdaA^5eNs3gcT6T%8VX8$eIZOA} zFk7((VgLXj07*naRDaUNRIckoThJ#96Zv2?XVWV&fUr{Ke35PFJ+ooJ35_ zJYBiQ5){1{buFQtFJ;8g#-9^@0cTz5@cSwUABf24iO*P-j-%m7gmX{v`e!A!+AXD# z))AXQuP&PmUkWtB03K8+?3H717Fk%6DFDezmx$8Ncm5G(#DNB)iWmri&{c_&t>oUn z-by55*}_T`R!qx!Ot0CDM!^;dDrZ?a=_R)NWbx@UW9@X`ieK1=jQ3x2Nb4WPWL2Mz zulOx$GOYpeG`}94S(kOMx!xN5E~r_{a;TOyTrF*rIPi!`*kFO%k{gc#f-0g^tWXQJKHO6eYg)x$X z;qNtPupJ65u~Bm(8P5#64C!$2LAdGl<0=nKMa4AjPDGFVgkcLvvhElYF&Yto16?@= zK%P0z<5(`^+2Zx5WoYMQK-FN^Oia7 z2Sr0zVt|hC33>e)lt_XbIeBhq5e|G)1y=f7*4iyxP2^dd>B4s_q!@?=Zj?%pV{R&UQ7ZBTG+<_g$~KzR*dD zl3k_cmc=IQgl#JiW22bCnZG-cZI=Pz?7G_tYTUfPdM}__yck*O!fF$LP<35LD^;P;)*lJJY6B@&6yFhST0u6JC+uV1@y6GKp{x?DI45wQHE z6guIl+`^QTg%T-Iz@7T&RDfJMQH$^>R~UWwaW%pSIbGz5c6InntPo8ijDsq&+`X&J zJqNXFpC+c75eKtg` zD&-o(^B#np2UOF~8Hcnj20vZ(V)8_$azUY#A($v#Md?ncC(u3P4?iuEvzH(=U1W>5 zgy6b(CcVlf^6-0I_IvT(m~a{h0&(kHIi;W4Zl2=13NT5xAzk{&*Nf^A5UgT_7@U30 z6u++dy^j5O-cRWDQWkJkG=;-iSL3EcfQYm^GJ@^aUAbc9DlLp4!y{KAlZhvgnw1E_ z^LD@79{+i9yRnrez7#kCN{Q_mX4+_g5=J&j2H`0fELmd68(P6>wG>KfmS<29W`{|u zB0d^5)o>aDkffL>0a0C>oObaUj%A4g2q**0BSxewVhfpC4kR6owm_LM>3M9_X<;yd z05n4-y0=YcJz9c=wwMAixyaogFmMzS7ND&W;~}<)iloV8b5=+fAC>>oYp!C5BF9EI z$;RpFc)VijmL6ROk)9#3<<;)9VITt^a*<`x3lI$7l0CT73WMSFfTGrOEGX9m>ZLa^L)*@3SuH47qaC&fX7%Gg#d=# z447RP8bUT_B2rjT$O}-kJ7-zTc6rhWv+EJJa((gayQepuSC3sWQB_Vyv?V9QU2HfC zDX|vtL8ki}e;!L5gbB8+91kcUP04PZLJr>(Xoh_vf)X!Xyj>z*`l=&Pn>;;rU0+E#=cL)X7OFzV1uaP|b1wm_+Wy^k@T&=Q&kd{GiY{-*M4tO}fbghAROb{1 zjgw6n4NyP>3dOoji^RGq~CeX;h{$46t1!O*-8XxfVLD#EH#|X zDX|Oc@(~j;UoG*AvBgP~CKc@6{-ulwxT2)y3utO=yZi(iJBbpztx^^Y6M--}qaj!p z8aK`BwZ$);UyLQccY#D6Te@&0+VNiCcOm3jN^yt8sKPE$Obxye!=ZbSp5xB_{250_x7(C*&fV^w%asvm29{zO^Rgt#BVRT-Wh+S9m`E9O%sHWSM zq7bU$K{5E*`DMk5HlG5TfI^5}e-(27=hS7vF;!Y5Ve3?4|5pt6f1d7t0#v;Ti)2@> zx_Q{i$<|ggfzaeF6I-O<5|MvFC`KY#Q*3^bIA~|RbnQ7|icy8ukwn4zIuSHzc`^}$ zKvxSs98z63)2SKn=tWF?VZGD@H-D`1_?xJtY4Zn&6-?jp{bK{fkO6MDr^5kB52_Os z&yZW=v>qd0ceX6W5T2HW!3i8bL6}E+EqqkJ^O{p5uJm|E&eBY4>gtAzpQdiU|>1kE_V( zGC2lWM6h=3s=el5+9kT9i{W(V1YnO1EzIr;MZ2!;N{>HVmZkXo$n!`fLsyazH#m7<3J?ijp*^=sH!eDxF=>o)n`B+I%%;TLfE@rMxk>pbpn_byd~T6YE0BE>jI z0SExMaVU{!z zQ^l5awKx%Aw=2w&EisQ}`1zegN6yKX$iTrt#zZ0}fr~5v+s^eoT9HJIczohd3$7L? z%!D&;Ax|SYN(|{d1S~NSnzQQ4Nd(>y;s&-|Mq?3BSgm=@>CUL7E78>l%jQH3Lxx<5 zYRRqN(1fkcF{zhm$Rfgul+J*!3x3?-OWf`qekqY5N67=p5E-|?Yf1|uW7`X^|7aa> zVelDd<)O`vIRdo|Fu5o`Uw^76*SP<)r>hv8@sX9Gs6kC4V@pw8=;eMhTt9=?{?dVT zvLZu6xK1r+RCF41UBnq+2x~`JXbjE>pahMdK}$gfEAKdO;eKL;Spa&%4B02jeoV0i z&HM!u>2Zi8+RE`jCL&2~+F}q!!bZM!q{I*)F{=vMt-+7#_g`~StX>p9uRT8lMO?*X z)28OynFy!Z>CF__+U9gW1kgNkbt_#~4U25qjM!rAlG0_B$YU$9HNO6TK0`lM>02w$dS9;6FLW@^jJewij zJUs(-k+T@PYVm_j79%XSnu>-hXp{aH+jGdSDLC*Ej$3?I0wxgncGLAPiwILIVZTTL zoX7xanGKCJB}OwWUBCr>cUOb;1wjB0vCHNuS30R>9{%hb=2C)@l*ms25}pOrLXpCB zYV3`|k|BV{Q|8ioVR_9l%#9y7Offj<$aOVa4=e#F03{-Tu5P{9wH!BvEQOH(YlO}a z8R0R+q3a=Dq4*2?sJ!!hwxC)WEoAjyoQb5 zvhm&Xxs>##ASEXQxb#360@y7Jj*|EY*eYeaJW&y23v<=uPvcbd|ejDT9Rg^35KT&3$J0-T9uDKyv!!1-Kk5%I{Qib+s)Y6}7~ z3^)l70c9zy>+Y6AP#r@?n3iG$)19gK&;*DCQb&sNG(dwQ>`oR4gaCz+5;>tk4n&w3 z(iMuBS_SZz1vV*u1F?H&U;Rpv9)hq{6kwT$({kyjT}3!{gQ|DL%!*h7m!jylocq<= zeQ@arbX)G%$faDEaH@E*d=4SNlS!UhLncb6ldYDH%mh^dmJHev^qO;}iKVcHgY(%- z?VtfofaOGK(!}VVT(zJnVXLA|DZ3Ih!qJme%5FuqHvEqo@4V(vsm%D*ttE+T0sIq9 z5`HoFC@#gLrS5@AG4#XGKPf=Nrtf{RU##>n1O-hb9EDB~r)5rDVgK`E?TGw(t4QCWKxhZu9x+7b`tR06x3Y6&h^@sV+XsH9$_wM%OjM zM_5!(kb1GjnLk}RKu~ZHM)i6e@4sMqAyd&MG6d9=>UK#3Q3x{3m_Xy9b4EMOpWvW< z)jd}$!!-pV%6>rld&kYULLInY|^? za-T4dR|$G{hl8gs2!k|III`G0w%m#UEo~uS%X`gNQQ{}T45JocSBz#WVaZ5h@?2dH z;5>y{)=TB+pbS4)xsXl1Q%E;hl!(dH3&ZlP3ynN$Uf0zOAt%if6e$dXV0DKBt#knm zT(CrZ2&3Vw#2dytuQ_F|&YrIojCq>Z7!-hXyb-P8vW%b}oS(Kk_3KjHKUwh9x!k%n zcbAoPS%XqbSo4BU0_RBtKNlRP8 zq!Vb)Qes)4EXgo6A`Cu{U|P|-s5(u=KoA^`fIQuX{5)s6m?ZpkL!d2#m5X*q;1o{b zjBOe?36saT`i&SUf*65@lBLM1Fci8nzuFp{vYKi$^f}=nhb-4CfHp}1f~&}gc3HHd zaLgRrK(I<6C@Q7X@t>vBDTdK&D;hCWLOIpLwAHS7(o*E4j_5={1{`DbZURLRBW=Nv z&aNHJ>d|ia*}dla4P*ae5t{fH0zkx1S_*p+0k#xXLSI1GbV~y?I+~O2N*foaLDdli z1T@my7XARGz@g2JNRepBJqyqRuRCaRHQNNhT4u*e7-S?#P{G14pt@4tkpJpyPD$lY z2K7^Kbb>4DL=QY2Pi?1rz`7PZ0ScCASVl&=ra(AtiGjl)FgJ_*^y#ro5autdLUad7 zcOyd+c9KWKu8N$PkY2mlv;cB<`S@!u6~$Kkl>VROnnmoefrbY6X8xz_V zjft(&o9AA0{1E8Sfb`;%*xaU@D*tGJ@}zkztKv}dAPG=iWNHlv4naxhR4!+J_Ld|6 zVyKdw$cD4`0`j3vi)?_U&=6F2Nwn!T?R%V2gurPR4H^O|9>PTK>Fg%k-PmQ-h_J*c z0J61gcc)-3Tt?d%+`13Irlj{C)Q?)pOdL&QgG2g)oT>o8+VuXoM{uS}(X> zooMqf{gLp&Ki+xG#VK96c%#B;3S(SM)UmGtb17?WGi03-pbpPmi98A9vMejN#>;IP zf%F2TfPx$Wb-Q7mBBubm#n91qezw}}EIm9Eo=)W?xh}?e$jC$^aJq7wvQ+7YF^Y_j zUA+_#xTP(Aq7lLQ8Fg(*!r`316uBgS^Y?@hqnO5o-0tgRASjwgZjt<|z|@5~6vJ5+ zOe&GS8C@zeK%|(Yj}6aKP$3r}QWZ9akYU;-Y7u^RPR|u6X8}rzc)4avY|)r-+PVR* zZ#UxUc!qPboqf^02`iUu%d%Y>J@{H^Ty&!dA6pz$DYszh3@KOSFWT1yUEtIG4$qk}IrSV>DsH07U|+A{rBX zR40|5ZAr=vjc!&_^hK6i)|cydUUSg3M`Bhn3=&Jm7@RTL<+{&6D%a{-h*+THJsV zMam*tf(@rp_btqBP9Q`gVTkAV)QP|AT!lyv6@y<48UZ$?u~G|& zr<7+-xmz-T2qST0ho9TH-emVRP!rmK4Hh z3K?v|pAM}9aOzFLmf+4WSauR6yXtnF5Nt`2yEjW`$!W^M`o8AzQx`(4Isi*($+O5; z{)~)r9Ue64q`3)oxAyg33_z4H@p;}yIy;hr8<%nr)+}3<3egw(jh`ombX!eK01$w8 z>_vtxhVWBlQ?I#mM41cCnX7c%Zv zDYAfwsiLsmp{nQ4c{1S_kX+R7q0uifmLh49cEfM5FnRb(i35!@=EQu=Q!kt^2y!Pt zNIW46ZdQ5V*CSZFB0-4(JA?v^F=-%yNUzhnh$@}4-4zOXhr*~kMK#{@%qTs;s+@pQ z$XRZ+BHRp5dfHi0eGw^TL7qr?k!pc8nO^a-ER{&u0cwHWYtGijs5Ai!su+eP9Cg!- z>WXBeO4w;zY*nO-ry^F!bU>DCN|G&9`q2 zvPz`Q(dFnb>AYyfC?wIu1$&smvhR$?V-HFd{Bu@uZ0)iM9B6Vyjv+rMwlVQ++j2k9 z=zlZle^2B0(3ZjqhLEkCgAa|(PZZ7Be0(iT31UCc|?86(VY0U1@{53?@3p#9yb zzrplBT4ML6E*A&A&`l;Cpa4s|gW?fsH~eN|iMf6e<0pA4trqFsDxUMa6@qJ1N@6LX zQ4FE)=|Ff;l7&XsfW|Na{0t(DO#-KhWm{~8sK$ z!-T*V3>LlK5zU!LBVg?k{0S!jtkkMp3u@!SJyzRk2M{0v$Otz5aBSb?=H^2CI2e+&7)syh|jL^Af8^L}xt z25oCNaR{fB%AGx`)pF&wwAINuMK-hmIXimXrn!6b5H=Q+>gA$X8Sc5$9|=S)3(II9_eUJI>3lH_qy!m*A5u9XJ9WLI%;D zEWyIWup5i{+e)hyd0UN6UxYu8M6AG0#+k>iLUF5Nxi`i&AHk}lv=2Fxw^Ym4#qxQt zfUpC9+2R*Z#1vMf>amLC2__jd!gH zqgimmUlyZ53_5(evry?3|EM-P{>oa8A^@N>>PH{xN(R>tOlCD8Y~z`Dkzg zCzjD>AV8v&mZgx#%-hYsnewK?1g2muOB8Po44&p0d5MYOgkQO*`}*vyLrruvBpzCSX@e zx?V&oL|_sXQRT#B0@mC(X<0prp^Z-;Fy_y26W|DtQf@PpZb|ZIbLK}_BQ3=*Y@-_= z=@ZTkpFRI+6a%~f$i`BqJSsLTt$`9|8VvqsC0+pG0UKK6@#N&m851$(nt(zc2S*?P z8ZjJxk;3wb;i&{&*6As%TJ^<)0ICcgb`z#~#!7%Q?KKA(hiHFPzw?@V;Z$vNIsK8& zDL~K7j-TDHnfW!`aa`M`T89m?b)ue%gxCw98?jZn<-f*!|!< zlwCvbbRomUCmAJK>Q*Jg*2Z#nD#nsj2&^(*ZGDwvxJ(jJg`mf-4uey$D=rrZBSDX_ zk+enUkytLOU0KU;l&-pXm}&U=)0_!FQdpEssry}zw(y~&ak7#KHe}jTv+xCXd<=3G zcup85!ggJiekk^)Q;xH8qgU=`9xR;E5Wp!*x-jkIW)}xbk&HfFe2MM@rZIL65Ee!t z(A8Zp`E3zSvjT{AveLFl+&G1?d8F57L!Ohr_{!Op#ksH&^`eo6CV)|7I4GgP7A%rP zl1CUPi9=b^8=5SvN@Po{o&14Bj}|GQZy{HWJGhInWv8YbOgxD~awq(3$fPi2qUTv~ zIy5wiOZkxT&TCHjBwDnRJQcRoRZ**uuyijMuQ_LC$=SouhsoX`KmevAsgVo%S*UUf@e63HT3|^P z*9Zf+(!J&oQ;|n5s?ccnhJ=QgCzG}%>~pcjDT|inO(C+2xNk;5ZFEr@Nd|#~Te2#a zI?@_^AdrEGq%%aKM;PU{D^l;p*oAKw0;pzEFfCp%Kl0u+`1kEw3*sS&?}5B&K0Yco zSm_}ExFro-6=Be}TM>H?7~Y{S8!9?krm5y>y* z_TBEKid?W|F-@R>b0W##Bx?!|{FM-?1-iNM!(?+xB;5o<1J&uId6MQJQ7{}N-8VFp z>&h`Ov1Q=?!%g0Cz2+>dj*|FJfrm7}40g-K)FW`P>Pk<9wZ*u(Uqb`JsT~qRx^p>; zUWIRwF3}caqhmlQOB9eaCqtwywlLCe{y4CcIEyi7+PL_|Ae=71uE7#Z;6&I3{rsWI za_umZXw#izAatk0AC6$@Y(?$z)4pOm7cV;>bseRckIFl*Ic%C8LZ}c`*~u8xp-95n ztc}k-@H1mC8oFQZaQ6B?=LHbBSrE@Zsb?3O&Dku(?DjCK8;$G;(>WDV*TcXg*MUJ( z%Pt#cTRd!1Iod9Is7A7mdS%m`y3=eotkQS)*K4;E!Wl@lkGX4Uj*LBk?#z07u&m$$Vv?U8HN}N1${6rYPcplTBEj8PR{BDX|D35Z7NbX_zwc4BFZbkLRnwSZ*R8F3KLNNick!l64;dNa(=7Bl?SZ9ZK# zxdg}(OR?mXLKs9m&Ceqyx%VHcqSz(|7y(p?qUOoDE6NE(J9Nll=E*KVqyYGgfp05CY!{WA;lIz zG6I#h1O=q`8r?HVvpe$ev&HuudV`pcPXd~#6_ja+&xS0k#A#bd;-eiBD@%zeEfL6O zn=K}hHA8xxVucbuKBy|Ok=CgcfG80*5Mdhvn}iHg09{PWDvDvq0@CE;oaWS~(d}n^ z?<{f07*na zRMWq1T`inF!X$#>OSdIPBm#PAS2|C^&M6?f-H_X&=WI%Xm4JYrrigOgz=FjmLui*K zi-904hU^nu`?ai=twz+{Siff?TZ0C^tdq7ab!~AL25Qf8$MmFp{TZ5~wmM?32nXa` z2!u2E%kB4HbB!A<2Hj8;Zfd&Xr1|NbbmBV7(tk&lwiKMyt%)>cJ(H%q!F9mmL8+?> zv8?$md9u@XmGiqfOjNW4Xv?y*R9aDUB3_lt)Sm{Z?d=iC(H7fyxO>=Im7Ur*F%MzPBTcldjc{I2g_88!Qz2xrK zoPfG^&<04%%{$HvX-+r_0THQd2wro&=}bnha7XvwcdI-EMRHB+__XI)T`{xk)2=}P;jflEL|j(lvF`@sa8_jB1+Uq? zNF|)O8?S^!x+}#nN1~j%j+SnhjsUbevMbV(Usz2c)^Vz0i?%FASTRoPx;4+Qhu2Zx z=SMe|)$%lIuqU%lHH$e|F@k|GR3|s&fIQKKVM+vR=Hfj<9wh${613+kVq&CMqWQ2ROd~0b#7)bLjwX7x45wYerOKrDh8B*yWpc};35T_bLO!XPe#I7uDTitvq%B9 zidRD8iL)SPoGN%-N_;kVI)i*BRz&Rok~GH08}9kh z$O%mtLF`0ZR>af_P)sdIsZeAJlQnKepSpnO;gTeA4N3 zUD-V0z+{lh(R%leb11aK%_IKF;$wfl|C(!XRl7QPGRCz*Y^)jeY$*3YF2$BEzC-Qt z2r5`94bkj8RPO5l%s?~0#L_hR!;z)Rvc@eYm9|?9Ou3efT}PvD%JGRtT8v;IYC#ad z=2@fw0*yyNG7d%Bf<{|1#5*}fd+9q=ONq6EUJo#>WoMa-02^8~AmGrK8cYZeiDyNPn(Q^vB?iL4wlX=LOtaxu`@ zYlmT}qSAydS0Vg~0cNO6Y!Sgk7f2?Yb_M%_(A$kBes1kW30Vs8dZ))W*sG;m?h22V zQH`hga^V;nzq*_S-*m2D)Y#<*!!I#F!O7LY^OH$H2(fA@J%q}s2qByb@z-yv4^TxC14XmQF zRyuB$3^E#QPVufF4MCRC_kF9!bsL44mzk)TNW3u~>hAA4EJj=Gvng4&&~^uC?Z^~axd;>=rRo-dSf{L0 z(reDos>D0a6J=K}KqFFRX8~j-7;zo{N~d!glo;IN0E$O|-6n~7;E>}_+dZKMXe%-q z!k~2@fY>6XhrlL~h1p`mnVb2P&EV+i)6^3H1xttO~g6wTB`Y84f-i8Ss;!zLno-u&#-YumN! zl4&)NN)+i@xOqwMxO5jiCMvG;lU}=#IW-!VG*~~8-QQ!bzY4$y6Lm2W05d*x&DKb{ z!mfTk`{c|?m)`j~BvOgG?ktt&>;V%mt9Kk$UPd~#tWbQy)Gt`NYmtWE07Vj<3yZ*7 zfCkf#pXRT9XCWA@;Ki@&jBOdt-N&UAB?90x^54G44_Vk}-3o)`wsA0_E^u`>#Abpi4?T+ae=Oo=1w%E5_13_q&hdCk?W z!Wnnh*M-Jo&7ZrrNLvQiYipxf|2(7yq=R*eL`uT$bZJuEGfS>2<qM*tDPi9j6KvI;}YoIN?dxLrS^-hb!ddmN)5 zSDi};bohJCp#cQvpkhVioG0?z+zv@L=I|Khb)cbx4CAVEpQ zK`^mP^9*)NF>@ARnRCW^X^eD$$QOClxT}=H&af+{EYl93Q$X~(8y!tm0<@b{!ZEpE zd&fB!iH%Mn@(lmjpKreA6sbd+m<2KP8sHHStueDZe;jRz-vo;c?ZgcEb6tGH8cxUq zVNBv&z-+8s7mtl=?VXaaJF~&6MFxco1fBxA4V(h_IoX6koD=cLk@E$&Ba93tXdvM2 z)>k<;4?id|lbg#Yr9?Blt35t)ViOD&rz~|8gd(O4NuV_7Dl0Q$m4WS-YiIR3a|Dm-N4Lb5jM%Y(2KLmNH5pTEt z&Vf@$B9#MT6uSlt$oMov92n7yTY4VV8}-T7Zq3>vEqThKhgld7de>9|gTl}j1o6e- z*2ST&Wb2DSAQ^HO6T>sWmVip| ztE+^%JP>g3PtyM3AO7M0-11NV^iPJ2bFZfoMauf;fBt7qk9yMBX*_o#-KUVHcy;#O zjomXG;Mj^}H(?-bo=IW#0$CUj1T@s8?;$-daa%g#7ehi*x>NYafBZ*T&I=S#E@QC8 zt1eejI5^WVLo20okt=>UZP7^`2^fx%s?HD7gn_Vu^P9i18~?9={cE-_ygm=mR=1(S zF-B*E8@pkq$50_8VWI@QbBP|OEW4y$1ap!iL5WYyhdfu0Uj#8FEhQDf6Dd>1g|^T@XNS5)0e&SjlA zobI$+%a|CS**Onm_3WAKK1s~oh(iWDsMBCyH{uW;0-ufy4J0TUY_{^U=}9YZBn4qA3?%GIXa1mG#0cEw!0pI-AUw%p zYH$SV9aNl8WUmjqKl|CwT%pp(bH>f$p@Iqr$#~LxicWCBfeiV{^!l^08`_>U1}Bjv z_lCcIG1}N20h?4#A%?de&!7F-pZ)4rzmk%(#B@|+b@EwvoNKUPOHLx@^N}{ybyVaK zX7GnIy{(ZkG;eUn{pWxF=Rg1X&#Rb@UUT3f(o0Mi@U>(LF5VDos;tNeSULn}5zfj* zHD@P6cXl}|;nn<$U;KjohP?Bd(~PT7CrZY0EuAFR$?2TEl+O(@FS#$vfy@|4p2g4L z@7B8CzNzIei*^Z!uRH@hje)!vU%UL=$@3qJS_0_!?3Os@o<@G+*+bH&vByk2&(~fo z{?IBq@Rr-E!R}M`^h->9)EX2+l^1=cW8Q^kkhZ*D89q+Td1MMm&-p??t)z<2)mQ#( z>qT3>cut&ct=tI2Isc7u^=tTs;AOpgG6p-c;g@ylp;g7!={Y0+V_S&=&RTO0cHjkL z-u=hl`#NVaiv+Sp1cbSm880Q4KI07FOmecf%b3(l1W+ZI(0PQhyFW|$a^s!X+&91Z z%|HI*KmMKH`JHj<_#2Sg&%Uldcg4p^7Q5Wd^jw|@yKO;*Jg9JJID;x(V!@2rz6br} zCqMB6>F@vk@B7xatY#X*Fd4~-GpHN&(@$G1PiKUAd^BBO+ivN@syE9%xccl8shl|& zCUK%JW#26N^5t{*umAe5|KczH;(Oow-XHzZAHhf4mr##fVI|g7)%TH@L1RIyCE(fL z_2-t1q+W`A`W`>vlvtt75OWfgD#q&<$^G)HFaEZE{No@0>7V}Tx4-@E?|kPwwJ(hL z)FHz9s%7h}4pyg0Jx+7ZjtS3*-HbkcD`_hnF)hd0SfaF(YH0P2y!rq1r$7DWFMs)i zAN=4C{@@Sz<-$Rr1ETwC47t(+Z!A*QSKy5|rOAy>ksPs-?UD#)M7+PoK{xj{w@EOFYA# zXO9rO2PymByncETshsLAnR9jC?q$E5bHJ9I&e)UojcbA8UAjX9#1irmhlmmL@8(K`Fn=5q-0F-~HVm{pd%s3;_;*zht1RZ(UKIo;ByJel14aPmAa_Yw#o{y ziad#Xg1>Qj$N8A&#HUCGSU7g;g<(m`MK$SY(of&@CmbLuCTz||N>7CG+f9IrSDMsI zZ#TacC4Nf9*~RuCI5kT@bjRnT`kmL@Y9QAYG>&dhb6Kkyi?__4aX0vQ&9N7m4LpS5 z6i?ggq$4ofmI*e^Yy9`DgXIi%RZbe5!2)DdF(du8S)~Y8G=#!RPv?mz4o37iY-x=VHFt@kwgjf@bq$tb47*e1*}dX6inyDLHp-YSfVIlXV51f%a;qIoYKBg z)>o8hMb#oB%;qO|yN|0Y%Tf%#MxYg6B5jvW3ai0%U2mhCd&n14TtB54UHaJuU0U50v$5(EYj zoB^33Mm#7LYozpI=qRb^p=~&fNv~ZoWHg`wky|Y~IZ4jm)+&}LARJH;qvIx};D*z( zumv+n-O*ysiqgx~b#^f)?7+`l0iUCN?g`UOcB4$JSq)ZJ_rY}{o$Njs6g}$-t{u)s ztwh%V;5GeQPVjpGkIOIE(g2P0JmtH{JL=QT`|@l(5b;f?E9G;bAFM|G1T2NFncai) zDikjUY_?$20GN}%W9SSjr#h#YvZOc+$KdA!3R4rI)SnNil# zIe8!liy=YvJhp5a;oiu!rChX2DSebOz}8ooO~a++B-la_Q!twcZOBBeX1=h{B%ZbG z7F@iPFvaMCD3`=D9SALpM^-=mIS6E6o~(Fa(wsyVSiR69BhRm5w&2BcvW1bgBaELY zjT@+L$bJfgY)heXC2s7D>nGLwXH~ZQb5HA11p}{oWayjqHDrEJS|<3E9

E0TEL= z0*o_VKvM8?b^Qsy+>Gk-KzNbQX9Z0>2{1cdp_MDfvY8;Mge5Vw=EiBHJcgsYoH&SF zi3-&kf6dxux9nVYV~bRjfDPFgON6GJEn~bxKK(#Y7hkU5dCeiGKx5S{>Tc3rbL+gY zsMP;8wp*ee`&|V)!o;U5kqrv0=FjVESY)FVA2^Shh9jL*xwi7#nh2P1vfC=Y;m&4Y z8)0^lQVJ-yvDlh{kF9ZFEG2yBx@UvUDIHbKo|kF!44Lkt!zbbi=P5iLM_Uo5qq^k` zx$O#=aKfj7MCsJFI+}~bZCj#EYs#-$yyLuX8XbhQdQ>?jI!aq~g*eB&lqSF77a;f~ z%r1SD8enysHf_k>XowNN9Ng2@@KG%?qY{uU&4lqHoZ{^g^g`Ynvn?Rxp3wDamw_Z_ z+!$at^Xx0h#`(Z6Pd}ryFP>esk><9C70863;jSL?U{O zXryCuvehO8yEH%`UJ(;c0kJYG;#ahZ6X6ePhu+cfzYPBim+!phKgWfG^^k*~dYHe6X*3?ud%8?~9EMeM02C@?D3fUSl$frmYY?qU6$wN*X zPM*SwA5P#1Gpa==V&D{6mL-7((FN*slmAF1q)T z=b^U}4-o030G^zc07cm9@=G*o+Ee83I{c-FzX|b3d$a%ok5YZn8Nllo)CpdRW(Brf zMkL3Rarb>aWn!94;9yBpRfR!ESY!rWfE2-vh0&5;?-8JrYY@+ubshwG*fDR3TeogJ z3s$$rorM$hZt{0r{;6Z98Be*IrF9*06(LB+4f9@YVeZGvY-fn42;TI2wvk5ac0b39P&qhkKv}Fv#*#zW5D2rX)5U!!zW1-uE5N)NUNF-IiV;|qh zlpq2M7IS_6+%k`jCddF$w7SLcRD}VY?OF18fRSj)FA^oSdP#XtF?v2#j{vPHB~I}O z)r;NId!qa=z5EYa_rLeDRhSlH8;5An1Pxno#y?}rrUwCMeV2z->JhY(dZShg%S z4MejOy8*(SG>{NPo-{7>=VK+HdjqX0GmPAY0yFkFwEdFXSNV|bVSXSID!?a7fjtnUfgt^)Mg8)y0 z6!CQYdF19i%kfCBu1II+x$0X(kCOoLViau@ezQt zNSc%tTKGIDX`g^4jKUztSz?sNCs=+laEKJb;3=3b-V!C>XML+BzD)HGdQdI0y4O4Y zH@`6i;$=s?yiBHME2o{FO^Iruig{VyZvGX>`An0vQ>gE|H*l-xOq(lQHLojDr(HOdL-8svFOD9SQOS03^OJ9VZk7yq8!Z?TD zTZZmMV-~=hd=G=iz}qSUw$LUWN0oz>UzO6y=!srmt7y@KZMQp`0Xifnn zo3jh!wTN&(rOJwPn6&stQ7z0HDW_cmmJ{ZU{kS%q;$7yRe7)=1^{xw%RY#zw+Cve6 zMyCWCVt^zHsYo~jZ^`Bni~zwTX{nHaq@wxDg&eFDAPc|>0b@bQGfT6@2yjwTdPt|? zAfOQ-E?6;&T1EySTko7e#ET(3mUfje0l7ff-mPA9B*RRIFcN1|g)AKhIGTz-w2#XB zuQ^mmEp-4`dL{Q!sSRR|1V6M44p;9WSE0wC_tD;ZpaNvn5)E0awB{R7_mws*_m$tS z6o(3bcTNfTz&V38BVmLQAcI5?LkMCM+oiny&lK;(x@(0B*=;D@6=6Ag-$?yt(!B zGMi`MAgSfbsi?H3;s%gyiwG0UZvy-U)V?ZcyB@mk?MC-{yF7(Nh8d=!iA%og>EaF z!6tB&D?T*46=m2Zfs0`z`2`T*5JHQgUH)Rk*A87Ik6pC{h%b>Hvak#E=75H2zu|?YACna)XXbFVp-gz`@87oi{iAYWc{-w(zg*C3qg(HTrT{a>>`zlIli;j63 zGLJCr_xKf7JbjUPexP>8Fd+pf0jHRk5^;bD*&BiO$}?Ljx>KbrT4L?k6$2b+QkY1F z9woxuWcVvxU0RzZrn`Y+h%C9;A_)%>1C~g^q~1?0%QZlZ_=8 z5#2jW7r@CitmnUl5(Zq4od|8D1$fc>8brM5`Wn<5)~+yuUVYJEaYn3KdA^qa*~`CY zzxkRo8qyr;md=}PSbl)V67R@elX$-G89Q|+F+YBCyVH(JZo9O2%M0Ru9>gf5N}i@8 zECe9;nLe(j7-)7e%n;Tz4VOWN&{7JIF!9i6c2X6Zh#{rh6-g`2u$#Zr4Z*>?F=$7g z(W7g(=}9CN8Y|1yLTp_q-Gzv=tKhw+oGV54VE|A{MY~MOA&HDF1Q^*0!BnCni-s8S zJTRrR4If$`V+?)-u5sLtu>ejYj2#FgoHQo`D~8+-hykBX>I)f|MM6XMdL`e&=8@jq zs?{7u!&bRf?|~8d#JK*%Q<#8;i2(5^`ijxF3}YlAK)ag!>YG$LGH^nJF93)ZU?z2R zoyu`8CCU;bSP24(08vYpt(v0m%9na+Q&wZNB})nqqZC_~K?zWZpED`aWcJwlC7S;= znE!amuYUEbzx%tt>+cN&VB7nsAJlvsWq4J2VR_}%tgaVyNiF~YAOJ~3K~yyep8?-X zKfmhy>;@}^0gWH5(P2yDVATAUwHe@j0++JXovkPRkNx@PYYrPMiBsvZiLu!c6a)~o z2#Um)j)~5B8hUdq9-t)z1}(sVlqj-m1e{SoF?PwzwXg+K7?FYo51nnwq%4V(8|i`) zoQNmc02x9w-`=iarWxA z+iQ-KcuE&<>n8sAWYs<>&c@=uT;lEKKkMdw*AK032v$SDtG&16o!6W~YLgB|=i2rS z4lTy@_&)zlfB=HDakw}8t;D{vnvNlArpTTUwt4Z>PQolyWT+^TG%0o2c1e>mdZHZR zkuK5h%Vf;U)=px_z}YCJsD;1rq zS}SHavTCIH)CDw{>|phXd1Abl{6vg$0OQ=fbZh(DE(YnC+A>U$HEw7%E*;ykQUyui zGy?F2C2@pBwiqHlX(>RKx;hoF>p+T(l|tb#l(toya4Kh)u;m6`Mf?Rf zikj^m*N=Hm8cxH(^6CoHWCs^mb#rY7csFE|i7;kPTkITsn40K05}hL#Z^!rB*5JZ-n(ND<#d1(ws6ct?P_ z6uZXN7Q&XK503zAu*5jPobcGfhX<_EJdD1Tc+)X@(F^Dx1Sl6m{Ogy;l1-XCWS$~( zx*@TRm8}Rwo7Np^@`03Iq+r6Xkg;@Cz~-@w@NfV2Z_~CGaFe<&b0eDeChEhLM_mZ3zH7yJ$dIfr&7)DY>+?>Z_f`}G!Moi zHQDrygXo;ou3)xZH-l$~%1&%$*xG1RA&mnFqr~_W#!uLsZlOWL8CrHrxk-hZW9e0C zmp^1ny(GvpY-uVFTdqVC5ZTq={d418Aa%tnH0g94Fl(v+`Rz(<{zwxp& zY@r=~9@?(->N3i$$8Lx$9N1{AZUIr^3|0U@`eagWez(GF$Pknh6Q6SRZnrA@Fq3xU zDWxnW1WVx;z>vsej9vlZ*n-eN*f5FU8XSTD*WTSMOO_N@7&Q$vMly^EZ^M)GB+S78 z1JgibtrK77uG3jU^v#wrC`%uBdw6W${u7aL^Hw#Dtvt_!-#*g(?uKKc*+Lj#LKHx> zMsN~IrM9a=fG{#LPUg!PiJL(3tGwUVW3$A7M=ls4WVP9HnG;A10{}NziBQ>9u)-`w zk$WY1#B#cd@t4ukJTZGr5Y~I)z+aU&pE>EzRIj6TsGeTUn79!$NV9{<$?r?4yVcou zHb%f`1Ps!RVQ{j^abK#&mbVF_%^$2?QFhse(%>p44}8OIWB{hDVE$|aC8vqUCwWH* zBazx7lm&@&{Om$HW*&YXoWShvUwz$E!zU$`O9;TSu=C*Lq%AS8D*SBWcw7j-i+SYw zjd%~JEf}%DNRql>D_(hStsl`2#ZrpuVYKClO}qB-l(8~uhn`@-1K+!8DNDQ6fX9+e z7_txgHV_(I7$3qq)LE^mQ@a1I$P~#q=ne6 zFE)eNGHT2|oO!Csx%5ueqXMc>E=GY3A%7_09Faj9`GAuh^ z27YDe7ryxz5#fhadBv+AxJvK<05hZ`!0ede!OX-M3$d%PM3!sBXUKMiQjI?Fs@g*#?`MOq@!h!#3>h9&%| z`ceR;7EahzMXw}0?Fz&!#FDcm5>9xJnopNMWbw?g-OGBxBLobdKnhn0$)luxR{43Z zY<>V;2xq9=5%)(Y9ZEHzjTvDDSY}_1Js)@BwcHk@q*5qpfsCj`0fb>U9EK2@RC5?n z30R}H3j++0LCX%-1hiA47>2Qos)67kopq_hr$a85k?UW+wRZ7zwb;52;i zawcq?g;al0h43Vn$(CR|B~^B!yJ)MEeiD59S<;r)R)APGWO%e~EmvEd(goIC1}&*T zyN?o2RRA3sO<*9C$ft4QkGyth0-S-i0t^tWncs^n@0x8{@iCyPNCrP!N$e$6ZL*{c z7~w7k=IU`1&O>*pJk?edjTuHDHsp<^U3r_it>HN_fTbRxm52|RAn#9*7)Js8sTJjn_IG5qGiO^jj6}QR>n(fFkXbD2HhTi zxCSPWpk-G~^W=<#Grxi{&?n*%6<8&z!l^Z2PBu=(_!{0b=kK|sw(E`aHo*`ns;y@Z zzh#w3#MqRYXQ{7(ZjW69%o$-tqFQ)t?hohPUsSv7@iRJ$y3kj5uWJ)S<*{v511+$m zal!dJY;j3}-OR_l^`$YzDhtmJ4mgh_XwQiriLh=7iZU zn;@*tDpZW}#?K%D>dP|2tth;bEE7%f%c7Di!Aa4U+rq#mS4RK_0EvVIW;BpW-FXQi zSBE!dNSqZfTu4#uH{_jX?o@s$MW|JA6_MSt2{uae?Z|6V6#UiG5jHBOaCo~h^VDSe z-kXq?+se3Vy8TFO2{|781=?DLgH>e9Di;W!r;ws_)RvG0%$6t;-jYCi7kB`glD_U> zHmW+h!#E9u*t(YiUnTO&RX70Qr@J)#1fUw+(Ey@w!u0J7Mm_#Wu7BIpZ>G}W=~tLq z<5?oH+TppM4wA^xiY4$1vDL0ha*9QAAlF~vP586B^rEgFj^Omq!~J;L43_B2hXIwX zYux95l4XgfK*q`c?aFDY3a7O*0cIBx16?I@m57!oCvb)3q+=-W$_PB9)WOP?pOci% zZU8fZaajITq2rL6!4J9a!l(IH;rzw&FBhBB3=PmbWohhdXRt7Iu`~(B=vNKD(t6x2 zMLF4|+Nx6-RYhkr?o#gDzi_`MD^3N}8wuq2Cb_t}yco-xP0}=zHj4ka# zcI4N`>-pbH;7q_WF6u*W8J@v|t&Zrj%r6#zABIhgf(_7=*m2Sc1~ug85gU@ezY$=O z;LKK%A-jluSrf?as~qjU!wK0l=YvhembAj+7f5*Ele;acMEM^Tp8>Kt6)7o@gr*8NloTEJeK}im2yIQ~f#kG=Hz=bZ-^Ygkr~1uj&QN^J z?zvTvl#;Eu>Z=D}TXSZB4PVH5<9}&BWO`dAZ72p!sx2EVTG^dqme_n&+p;9=ilN2wz`I6dpX$gvFcW~82O&Ra;c1+8go+WKVfbzF5K%SgV&RDj z!^$fQzgq|#fMJQs>*n`Xf0x=HJ|OIwbBQ7G$Vm9v5|Nb`Gc6aLan*DNvH}djlcWoP z%3#B=3Bnp5t*t|Lsf+78B5F`=R6g(sui>7D7)&lw6a!U~hb>D-c7Wd=O{s|#G#Fh7 z&j|UYuKuf5!IElg?e^6|g!jVSsrU`6n3hqKYB%DwMK8dK$| z!Q3HX?#%20qoOnTGs<<`*S9C+#1a*;8(V;u{MBy>d_IPkQcRoyV0c2(0Vi%Pqi4!dbelU7VwmKUop58dRLlH|#T`>Z4((IDTl8sGC&5%uk(U4&( z!&Zc1!&}-C9KTL`7-Gh!T<#a)j9O(E8#>5@%W1wqm}@I)$MM$v+q*J7L2JjA{%m!#F$P z_q--xAUve-^3vm3wz>BtwpMg;9U4$dKYI?p2mhhI*0?)=^ z*^~rY60jHHjJEO)>dWe#XHKE&Gv(4Nt5VXs;-9l+8lWC9kZjKE<9j%3n`g|7i9lP| zJvyJd>_$dUz^ZU{ma(Ohh}m&s4$Q+qm}Vr)1zA*YN~5pZi|%=SML~+{!|78UgHNgQ zLZ*vdYgJOxHG(9&e${3P897dVA!YYA^~cry;fT~qr85*PiU(ex?EIcN?^;sX*{C2Z zsa`6e0n(&F@h1wyPwLb%KTmHHHg$Sy_?r?>R3+lX87-SY;z4*9gq(IEo8$?)PTbN~ zJpx#^gVMEjIxk%M!^r1_ozktR%}xo#H8P{*W*D0Q8Ch5J=8E9y4*B;zU)59`nF+ zj+Vh6ti0`J+ZCQ2&w3g7=Ns=lb1KlA`%%voR1qtPlc;00wls`0naB46P5{y_Jt=l0 zGhDEo8IX1xakK8e(m4S{384eiV^DB@&Z~m+)3UkKmLb6w0!etBr4MQkhf~DE$>2%i z;e@Y9RS{qEecJg+3}VSrEU&0S==;PVBgEV(^n;y^6P4a!7%K5j$>P0Bc<}ow2cr@g zHS;|8um9z|Sj^Y2tj~W-4p_!=^(f#0la3Z%CB0(l-lNK1`!TFG;h4pey0%5ar-jsh zqbPfJRTYjZ20DM?vnw@zwytL{7A>~b95Wq~fsb6>$ z#_UZYZm~V=?wPgSZshvJ}b;JpRsU4X_>L)nk0j@hm0-y~5NjSw8PKSXnW4Uy+rs~}? zaP6aIq!~?vRsbo4#&(z<-vqC$Pq7s^d{d&67;J&lNRZR_kYQq|Lg5<80}$JyGD^K& z2EP+GSTi)?M-gX?QPDBekrXa!p8U$dZzeTrNlK9(%yPR(L=gtDMIZsv89C`-;b|=s z#vOlA93(#pL)R&dnV)XR8#NCROGns}=P+H*y#i3tJXe~x}D%aN$LUSSEtlIPQI7* z(%HqP61x%Nu`HLuJW}m~m7*p7w)$`?7&9q5B(`esx2sr5|Y7B3*mt*HRef}{Pfte=_&+cYmze$h(e#Ufybk zDMe9s)zD8q#`!hiq1-y9ih@*RfoYyfZOKmf$x_>`+H^H@epTLl=9FTrr=-UZ9~bdH zI5r8;QMs~7SJsyP8=~nr_h;rCb0BD#a6E7~MHq#j`nKfXBmWi=dj#h_+(VoDB+?U8lil%V612@kAS; zq-yI^p(F-?Bd|+H&gNu$P5c_$H%**fZ1>X4&-*wqcvddFmxh(Bs(5Yu-!!&1XmV_a;uGz(=OUGI7 z?V??F24^z68XUKbrb=qREOr$mgcf4g3+G=>^1u#5@{P$yt{|Z3= zg1fUrj;b+sp@yviMq*ywGvwA9CF)xN?PU(P& zK(ranho^Dnyr|C)xn0!lR)$>$5=~7kw|fXK#Y5^M`>No1A9(6LBr3BqXNC}!H#%i- z`iy9VXe7MiVIZ$ePr;d4A{Yiw+0z5q&E}7%+U94F?nciXn+KQ{3(w;r<0-YJyWwK^ zH!=NNN(@U*0FA)V#TH(j6}iGP=w;WbSUh*+U_ZzBrO%uOh_i8K$|AC=i7+@jKkfNY zIXMQry7lkaXk#MxBNQ9wMg4r{uxZi~;h}$gGuQkw9{8p5z}qFNnqkXQ0WzYpBq8s# zQMH?`7s6u+A15A$WwGJYIf1n-5lt*1TTbWX7f8o%S2~*Hq{&iL1D&TWI)D8tkFYsq z_kGQ?MSNNF;o(6p3ygbA7_xKr-`9og?@SyV23wXMO5$fVaM`c2o&rOzqHm8~b5kcL zZDK@Kf*44MD9h;#p73FcT1ZP}d@sm38v+=KTqO*`(^wd8!hMEvah8!^C1gvU7&uRt zmpYKw7YB?#aQsLjtc;uiko3&i5>@>?4n=v%Iikn^pjeb5^|*TCkpflK0+4$FE2By* zhm_P3J`c^V3|XZ1QEh9d3BVa=ng`OCIM<^Oc&E@DA`e+rwB=n}mKvCJf;5b!t-`;m z-+$&RR6b*^pqfeBWn7=^BR*6Krx49MIj>vaY)ym*N!1rSp4u)QGDa5*xUC59QT&$l z&Z&8of|f2RWA#TEvfEZt>5`T-d?BhigpJE?(_ZjqU8a(9%%jh)kEh|8$kFz}QTJ|s%hDr^qM-5Q{ zGw>r>VGL0V>;z$ugrTG2G{%ID$`+VidJ>i041|iI2~1RMQ_as)d5)uVtW8Uw6q=L> zp}cm55NtfeE?sNHiNF6aylyGV?66p{ykSRyIAVw7i#M^lDVkBqC~=Z}O_ z?@tt1MXnyq*a$-)e}FgiJI`Eol(imKZ*AD(Vf*kTy>VN%Ih~q?6qQ__Nzx z8S+X|B`zWIVjEO!0^z~zrmrHNZ$x#{VFDmbOc;qRv_kAos-eJQg>)2h~JWA@DnyXJpsr+q%Gl=4Uo=|rR&7tsqD&Fh^V9jXzBW- zL+VK2oHYwzYhssF9;#FIPcC*00Ct0YRloDh-E&l56{~*Zs~_DGpR1lZPJn97*fP#- zS+bF1MoV@Nn)Nl9BMWpAzdE_Hp4Da zWKlFQQ9vT^3hUm~5sg9YLKGl`hPRslfJMb1v4zx~A)}Q=pe5;721~JqkH7z7#a*iU;qLj zirh;I8H_*V$}{=4G-X#Y02r!`N4Q2f8P$9;JT43XB({>WOMx?k9$SI5UC0vQbiQ=L z?z#d%O6@K|N}*IWobg}tk3SO5qG&vpVgZC;5Ss{x=TBA-BU-T-2!7xv@ST6Y`OH;Q z3DugImj-NE)=6`r36EM;Jb}ajd@nraZN(V_je!(W(qeHk%w@|ko0MTSaRB6-BYx6y z7)VEg6G>%vLcJG-7g#+wOBeYXv}D7l!&r)KOGky!cH?Z<5_z5liVc|uty0}Zk6KYJ z*9chktK4s_eU(G2Ul_W=gnQdAuvi|>jk-xe`>t> z%*9*JrB}2b@~g&iIt*eQbf*hn^%`IRi%M)IoQya{3Gd4wgVbk8HVF*h$rX;gtqyFu zkqHTGNtC_GIuc+d!AvW|i7JDzg@7^Yi!M77eo<0KSe@{ebtIR-imZ%=79h;k)$OYs zo1ef>=M<&dz_u89$_S5K<>ux~Tz{5D^4b6ZAOJ~3K~$fhT7H1;pMpsrr|X?NzoLrr z!1>n#Jd1wS6+$>0NM+NOoHCL)Q8ns3oJqAcnYCbxov55(ONPXwRDzbagny#0dU$M= zjwTgQ-YN`_KUxNo(m4yeOUEC{$$6z?0IZ9uEj*sWF+`Fx*cx0e>4;rh)oEgu&Y~gH zczEn``jcxX!cYdMT*A{Q;p4}%-Et{dF0uE5Ia`J)d##0xndVea7o!4Z*FscME5p5V zsT5pE)dL1otjgV@>q?y#Fxw>+K-VdQY^zR{8V{;@iVgo&{r)qz*-5_%uHx!m^Ze>2 zepV3U(|~2=u7P`$|rdGw5n`Xr>MJd+9IMzc2Qt|^u_x#n4o^~f^UvU~1u#YuGYp3JeLy@WT+&p@>=fPf6V&G>~6##<=tQ1|fDgi^Q3tQJuiRU|I z3I8bN`KtR?!PsCcyRkGAPP<6}HbbtpfU{}TP8sinLdqM` ziAc&O^%WsbQPGymG7rr|qGAY4cn<1P{Mj>L0Pa#$ldJ~2G0%X}kvcbjNaY2Sg6)H# zR8rJ3@&Ir~Qjc_m{B|8#fJHH~^NY1)PtN{BVUT5b##P6WE<>jSrp@}LtAv5GrQIDI z5>6bP0C8d2OEIpjzTxvzv(qMWsJBR9}XA235 zWD^n6$j%4z`aQ8P#+}t!i4>g*+ki&0x@jTx`yH1QuRunncCG4}dC+rNZ*>fga5Bx2DRg7@kPz ze$3EFXwr#bAQAx!>0Fd;$={M4XEUsR9)416HeHYT5BGy)T_`4S9^qhd(snJ=wlb6v zpm_=xTOtPGfh6qwrNBVK=LyWtpEE$!(sdnSuxVQc*fVEY%se?TX!9aU9l#t7aq1EGdTM;<5vX2?mLa$ zFxb|bj@a=t63h6}mX1G6%dhG;pE<+TjKt+rO`e<;L|YOSvz=wf${@u{2u~OQi3mJlL=`QKmbCjA*!f2u;XAof^V{#7Xkv->D)jkR76^IhtCRC($C6-x zSDRaSWj*gZfUWGvOHIR*3g`&IBFri9N^lzv{)_iW8JWP?u3DeJRu_m|@h8b+s%i_& zuvH}tQuy6(*Vy}AgKdj6e?Mvb30=Rs3bb4O8h3qp)LeO(MFHG7TTatFbcyIwxKBDg-k?nv{-VD<^QZr7d5iD7#nu?In_~ z?6!p1Qu9^HPcO6a^211HrG585+u!?sB=)GGMXVa7wW?yo3W}&z zK`Cm~s=bP;Sz_f9fcF1wa)+_h7iF5_bDu%28wvs}ej(WV>q?U3m+^3urDbXPQypJ(37WE1+^|@8L$10CTMl& zR@{Fd1&)8<<&|4FH9MH?!&s*i?*cwnsb*``kEc+f?lCnlaUMV=!g8+xe8VI?$q%4p zPIJtiXTvMfKW6L@N=g{2o}1+2xM&{o`)EeTM819rxmNCkF0VCsU`>2(GDXgY z%SLj;N3S>E=q>Ojw>9`ef~1O<0n`N694jeZw(yfJ^cu;niYT!Rt>+3zEyEtcc)I?Z zW?9uVab-+W4yXCej@8_uTV$~iz3+8Qwz%2c$jHObRUdFcUK%%0 zmVe2IAK##@R~gt>xY#?lefM!_c74z%?0tl#$yf;8UdWEOq(R=Z8O8Bj0R;%O{zGj3@-qguf7+2$Q!%ZiKWVv8l5#S-JW#OgM*RQn#QIQ^7%y7MLF z98Em-lbK&61h!bHjoC=trY-um-)#Q+F4BzErm%gP#@=yAh`LLs))BDDVD5l`Lpf)A z_BS^iAwZ_~csrh1HjF{8sWxO44vt1o5reVAJ@YoUnXmCGHV?as1{ROU0OqJKnK9J=ZDGhMeGYS zn)iFvalT`WRfn>e*pFc_*sVBlk_KCt#-aHOUuD^I_G*DKt+y90k2utxYEp_rTIa(H zI}3=&j;D@OhDeF^j7#&7mw6?VpBX~m^r`9sYz;Q=28&@hcsrE~?@MEsl)Ufv?=&29 z?WRU8BhMkGN1d0xbELDt2rzNHcMN5zW=CL1B|kjFaCb8yIsQhgdVya%IAz9}ZA`s^ zA>-Sc^owk5Q?;GSWZQ}j|Lpo3q+~`de+LkrAPHfX61jIT7VGX)my<6JYMLFX{(|$9 z7)?GC#de=_Jr((Zn=;SvDFQWQP!PNMaX(i=mQ`9?!Kgan6GnR~g;wDZ*Tmmvp+jSA zHB}FT3m^pBRZy`o#;nbEykjL2c&$JnzA;zpUG&Yo+HT#+Tv+6B-}XCXU(FsR2Pv1G zw#ZvCao#maEApUn*cd#G^)t8GEhNCWGM^%kd^3Mk8~e;hp=wMwDU=NGbGkdF`XjXn z(!Z=$^r8Z@m7T7ZVV-WM&lPF&C{~zcPI@u}X1qPr6mlj5jHETwhn3Rnokg#4{NhEg zBQ(9nO(9CQej4`uztg1jsxD5m-7@c$a_m)EL`QxGcD9ET) zA%^T=yj4B}Z2Tz^CbGoIFs$|j$n|m|YxlW>4m*4ED$63HtsNX&yU&?geTNjRaRiaI zy6uqx*)(cvLmq1j$Jo76B5x%fi}wb@r(nqP&!f#H3?+C@SomV8+7xhFQsz$Hd1a}B zSepJhNmtM9gaHcb49Pn-p=vZRWKTF=8@8W0@`Rs-)oLpsrTd$Fi7c`;bf zGMdaa2bQ~g_?}Upw_dsm#mShHV(#9$M|&PAI4N87imWFw zqyM4}LN}oYAdRJ+cKJ~#-ziEQ4FtcR7lqOfPUK-k%S5~;6b1!DS!f!I(NgXZjhH8I zkEQ{RBRx-vBw(O56qsW$He36FJB05XGQ1c`^W zQug5lzpJZBk;6DG8derq2oh4vS?o^pp4n1X%L2B3a6fJ2no|Cneb5Fp2lRIEerPq? zX5{^8BBP2ovWwQ(QxN|>ftx*gA<&~^A?j@8g8RY&e=`@+QKM|+@1Sr8Iw{=Wyy|MLI-)!DlBoz-UKBWI{+{WLK*O);-@&g0QC=I zEJ4Z<_y5K;`Y3zoY*F`4kR>JY)sGu)$Umi4nQ1nDM{_A_LULKJcDh}-9MpI~@_F(F zsre|Y`(S|>mtho4l?)YOY~Snns47QS%!*BZKY<0Ru1T!>lA}5|&YsqjviOQLsfBD` zU7dBdzs2{=t`z*93fHSMfo4EMa;et`2HoYoT8G|$a2@ZgT6!s#{Lv*Y9&FHvYS{l} z25SFvB2^(|*b9M{PCj_3_od|m;ZkLS_}8)j;}D?Vk;0y zF&%Ivty*G-BY;%Gyul5e%EGlK$L?S_f*!%! zE@5H4z@vY~GCuwoZHSGdoPU}*MYf-P+?oEV#xF?23C_pkk)#zEgq3X?s^eJRQU3RD zL##{bZ=t*xSL<{JM+l)I%rX7!vw2?3{$E z?fYp(m#{kd+;(QR$&5?63K6M3gKW#%ot$%Q!!-E5{xi*0R|w!_`&E4l9^ZTl+x=Gg zhfT>})b<`rS(BjeMcbdiMLWnEq9IlmE$^hFdM_L4D;GSkeD-Jr^>ak!_Tx}Q|7X@K0(*_U{h*&LAI=ILQpuNFfAw06M z%IA@{0%rBAp>`{gD%2gnouE{w*sk(a=+d=R<7tsQMmrKEG#BF=M^TLdFrM3|X(~LM z@Bj4U_U|B|qOS7K*McB)ynq*QFGcL{|7O(-viUQbEI;P(Z71XO1>%|wyT>V|cB2cy zQg&_;ajS1G1Puo?2j=R#*R~PjcDs3ZU2pQ5=~Im3s0*OqNu`4!#UflSnbi+&m=N9J zc6;zQSDh+-a&e3#wKe!LEd@qio$ay|X)o{=B#=qYtuPJWEHR-Uv?tmw&RKqR;_5-9 zmMgS9Dz~+u*Vj$ph?jU(QMrAs6?M7)B>dRH_?iA>+bfjzNZ*FrphJf_D_DW$gm+dqhy){>sH);n7d3^J#*{&G1`!m@zFc0oYxw zXXw#lm8DyP?%Nrb?6#@EE9vDwU!r{w^G9IVb`KzwOxk5F|NNhyk-gTUbleBdmvPkg zQ0$TTcqVyQ~Zn zA2v+n{*+wMOuaTH0wK%z?XB7@U3O|tCX$0o^T1qju!Bwl0Nh6zNk=X8MSRHuDuLg z`*(G7uQOypKe}(vt=Lwb{V1_#B`62Zh`RcZ-Dtr1?+$b8t|{4Gb47Ii4@V3VB%p7q zT>LrNh}os1bpq^M;4Pcl1Imf2g38|D%_o_PI4GxZzQw;uJL05q0jX4fS)of>05K_~ zTnuz9WMrf-N-v;-i*PH~Z8$&=%P6A{h2iKQfEBIfBRDmD#9S*>1g_ahy@}B;H|>C9G4Z zVW&*TM~J{~q2su%nj?2fLoZ)e!k|QPfcFtaLxw~2o?;Hv$~sDRP$JxzNH}lWqzvT( z3{Ow&JR@+ZK8HqFMcRP}wr-;Lh7w23w@Y>n3X@h)>3_|d4$aY9*^dO?PVkEl+k{Zp zds%`?rw97(xVOWbf9Lan4DGUoiXPE1QQ0MQxw?VOqGvQwoM^Z# zIU=cN)Z=j^vF*&1D3#i1W7^!x?(6&ptK{G^fMXx0Dyp6Je~&X$SufGCo8PoNAr8D^ zr^KxDibnEK`jW4-ZyJxH!qRu6g2IP3`FBG|WSv-`g)y~O$QMOmwA{S~0vKlje zUQ&Fw&N0vq@(X0ztxj|4TqeT4(iwX83oa?H6xi)a68$RmW@pKtV|jg!L}9~(v6rV0 zs8^)7N)q+OeORVQ@0OEo^w(pg50biU(||SSTcOo&`0D;DsexS`ccDJ}6ZlI~^3t?` z)R}pa<3HW3LOhP!L8Pa~eGc!S<>gXK0x|0@E}yH|3^Y%vZwUFgN;5OzlwBguw_WNC z2LwaVh7|)fjlPB7NShzTAUM%4HvW|Eu^4r)xLLQkZ=<0u)4F#zO5X56FM?RsT~=& z8Z3Z@Td_t(GW6q%8`SVG9K7O|d@fk{=L|8t5!Dz7W;IB*$INpUs7QWlm+~d^5Srnu zBlv8=kKrn$X|0rNS;l1*fePN}F4Eo(eslT4$8I+K`kA!xxMuMO-83@}n`2ZYRa_mJ ziWdpx%xVSMu7d7{@p0pcuph0%_b-+Na-#NMs_9-4$^g6LA%^R)v7(FxB$|Il3)IBr88w0dA=rd-0riUgX6%oC$w6Q`+&3Sec|>LzG7U)*EN;(RQTvKcMri zkN2eF&1c5Qxh+=ieDF(F&giuu%Im>OO4LNa+C&n)3`itOei zqX1*T(R9OPvpC{H(^m9|_M zo0z3haAC@_!SxmC1FfF}pU{CD>*1WyKSZ4D_o6-0_a=0SyGuh$+ z$-NhXkYCcVPo8ia!d^bG~vq`C^pRvTp$N+*_kyUL3@eE(hEy!B=7^RL9b*8Udj`7H%A)1r|H zlMa?y^@{eC7wLJ}IJ9J}+v?(!d|$tVIoVgGx~D-gYMf!?Bp^V1OINj_yz*L&Vm>ue zj(usYykWf8BeOHwBb!1eZb?flDT#^K&)ikLk~S*T#2%~@<2`R8a7KQOOu%4%w}TKi zyvQfHS{37-2q9D!=6Iislpmj4U&+zAVwHal91Q<${=!seNFul2qDenulWM|(bMr>+ z$oSpvF95|vfd0eiZ!QkU3VZ|^Ls!1D^&V}8oL5b1;w7sTMO1Q5cf+_Xwf3jXq4x41kPy`5xDa%5>D@*~iHiWJ9cuMpgb24dBbGP4#X zg&kT{EsfBdjCpl0_QqZ;rr{h4%3^;W)LDMbYt;v3^&Q3%368cy33IVRvJZ7;>U;xw z<)TOqn(|mb>hrx{zWiMX5eU4?RO ze~ry)@J4nw{95~{uY%2*s(gM^;$wwwf+7JA%J9owEtbfr2U}Mcm#*1aq)4I{?Fp9R{ z11IXwzk&%ElY8Ik0c3IPyo(83i?`0moSxcHyb%k_Ti9cSFd5&SzF3^S=})^?@-W3X ziR3dWi{gev^7p+I5_hDID|jexqb{blC#a&~?bK{-ajtW0joDanWkxj)IJ+sN?OmBd zy&3N!tH!uOc>Y)InIwP|Sc5T3^IM9#%b-m1nYt@T?JIio!5`(Tqhz|eNuv6Lq4$Jm z1>K$andFD^-rf^Azc>gboYv`u;Q0&{MzuCr)=^YaJLjOF$3*5E5kUC-m6@2}SA z!w=U2Y(CalUlA4Vj*!+X7I1mxEB^4WzhohT3|TA-z$`O(pFSNS>xtKe_Kf#pM4EM< z!vvheJiJ@dy=m?u+SO4)(JKgZAmE8n+8;h7Watp2rbHSc=hMHzIePJMrg5=(A!BC3 z%pFyEtd5xRSDiOEHvIG?0@2rce6zhrU_j3&?F9%Faln6)@%v+ge%|$X_*KJSChz05 z7MkXxZv!|}8d(j&%(gDJF!Ml2cwo|(RLRu<(*A|+K>^E#o2okk(JN{4f=@*kd@r{R z!);>pS=3k(qQJpAI0L%N(b0Ds9T-!2KCGtj1M}}u*m)oiORVtX`cXx*NqhEVgO2CG zj}k){4j)8=OrMt5&JJ6ibp9iPGuI{~M4>)KzS5P;%{#A{%f1x%qVA;1E3Up(6ZTeG z|M;(=>&fnx$MSG53cXdwoF;Lax_PNaa@AV-u;3mFbN?^#n)j$r>HzRcXq3p`rw+i( z$E{vShO@MW001QYI_me$R>3Fcj?gfXk1(5456zQMWmenUcIr9)?O$)4gbatqRnWF^ zX}Zl|@|m6?6?NDQUN2BuxxRZ16boA1O&q(`T%1($StmzW8Q{Wk26iM=L-J)ZXXjNI z&D)C4fafhPW;>g5m)df-@)GiorjX!N!BB9gmaN)7JY|BHl218vYrga9zO># zhMQ7oA-5Up56hgQ<75UUXp5kof5I@^HTSIjh;QGjvXhUpyWD{JRF{duhc!W)SD#>E zQ(;1f|1Ea<0O#}BLN}x%$4T!ookt2EqBk+Cz5g0d|NA>ndT;#87H{Z(vGn&M$EDAr z`3_4v{uhey&sY547Ru-UMbTrr@=u97=&c@)gdP09bgN9~2!G{slJKR!daJ|?(r2xp vd@AB@(T2pRf2$Oi9zXw=n3&|o|3?x&r;eAeEHL_{0OF^kVW3{Eii-L_E}HU2 literal 0 HcmV?d00001 diff --git a/images/PCA_08.png b/images/PCA_08.png new file mode 100644 index 0000000000000000000000000000000000000000..01fbffb81b0973b8173d848f368b2e71b7cf7bd7 GIT binary patch literal 272777 zcmd3thf@<@)b~S`DkgNKhN7VvL=cc75J+fIAPIyH(jh2K5a~@45D2~Z4nb-VM0zjM z5kaM+fJzro#Mj^Z%ro=;3GdAA%EFbIFSU`LE=C8b=5KAPCTbsiXWUzJ0p)3b$nV{b01$CU5IyErk#@y`Z3G34%Hj7Dz3k zdR+r7B&Lnn2&Inc;(Bz{Zo}WPb*cS#V(zC+?jwBjJA?Q;5?^br-lD59bAuV)q_-{K zAODI_JB#>x()5KokJTT!q8RptTD6(=Z0iB(uzdgjDXgVe?i|jW==P?ZpjW=JpVL+T zoO0rE!-La5DsyW8-T&VQ|C#*H)&GYk%fH0VJAYMo{-RRbr&9a*NbTpztB^mPm%E)E z+Y5I)O;L6^BwI6zzc)6a%eID68IS&S4ldf!HeU8yU-X-F{+i1_&&)snv3L0+JT)Hr zfduy26U(E2`pZ!NY{3p`RjuHZL%x+_{de(wN7_orpZ6hu2170e^Uv`4XWar9-H*@H z9-ognsUG2$f8v${zNN0%!%X|s=B$0EmQO5~9j>3Db@3!W8Kq{NrEU|+ zN%?)F>pi#M^*O{n1jFCQe}6vydwA>bVS31UddRQx5Tzu-Qv($yl4Ed7xD7CEG~uU} zXs*Xd#H?`NFvHuQ&Id*^xif6wz-=I;pJxcz00$6dFB$f_?r z$W!xFED8CltB=)@?eBrW-&MKumXO~qA%9Op{!XWN98dhcm{>mGTc%iVI_;O}RW}m$ zoYx@sfB7hrLf!Fd7rY^%|JL+9P5BCE$9|OBd9vF1aQ=l({>x8~sC=rF^qel|(G+g& zit{pGM3SsM+~>KJQu}%2u4Itff7A|9+detT~eqSxCJ|%FB3Dq7|)p zEWnRoa;YwA-r3juoWKx`{Rlr@z8GI_{~a=QiCeaJ{d<=1_w}AEXPL?lb4t*^I=}fM z>3}&np0ldshpBeK4JJ+|hHVJ#gnPJ#f1mz$8~a5Q{9t(R&*!~!>hlxpzrNP&)n6+J zDo!A4f^tQlO5ob*6+;HEp*%e|j5PYhVRORXpwI{6eCp_>eA*!%{NqdTkM!W}bk*M< zCVugrf8P6JB{2AT&I;*T-~VV+cw?+6NK}7c`ZI^s513a5U2yU+gN9x4%#{}p64n09 zsQo!i@4U!eKF{qul;{M}?>Fe;#dRvjAEWtJ$DR^P`)vAoopPl|zuLc)rwF6@uLbgl ztbaFKA9z_F@Ry#57{Ik@V+atCPL4VR+1$v!BS~fqvAP*?=Otf6+rxZx%c;yS^o5$;h$&TFG)-{Xzrsh(uA- zlnb=dQ%9=rg1xCfMM?i))&|{!~ECO`8VYyxM&du}257hjuwFyl>L0kt^qIxwzMPbgyF|c()~(@wHyPhLQuL z?%sfRjUtVNZPcy$W_q`@1DZLUv(T;7Th<(FvO`{^&fjl3ceCB$k9|L17-)0LhQGmI z6E}JmPuHosJ9+#DKQnu>F}JVfS0m~1uDZFkrAP2_4R55SRHyJ*Ad~mvQ<=4Ivw@P^ z?(>P{H&XEmIf8>OfM31ldas&{k)k!FPj*^nV%HoL)?Svr5L|S{F+Vo&c)448R#nk& zj~7v(Rd14+cZBh(dBv)RWI}f z%4bi=8ayTuOX4Pv7;HrM0{bLSQT`u&J8b;9o`zJo`|)Tisz>5j8#T0fG<5@QV_-K8 zZy`l{8t*kq$w+J2ja~7wRoY=Q2dX#G_1=xt5%-JQpiQiXJ(k9;2^p@2;ccspgO%UyW14M@KFvbPmR6gM8u^CE34?3aTk7{mYVjHzau#{ra8a z>>c<)mJezINtN-sRn~7Z!O{bnxa}GV%4BoP$zIWxTtkgSZ^qZ#a&UfQ3(ft-nSJK0 z7!SL;;YDy?Dkx5Ru4X_I*2Q+e zT3iq0N0Tp;V^90opWyX!{|Wt|IZE;v2CqP2PYMEfmY0g?7m|6d)GcBx!Ho_oNBzPO zmAGbMbtI;!nP|qGX(&wxsg_>Rs_`_#v1VttFxHk@6gC+n|G^%@In# zE;spS7`M(?dO^ZMl|trOxNxhrPtzy=W^IUNVS|PBOFBm!32#_L0Lz53yYqd&m-DZk z=IRby#;WYS&Q;dFxO84hf=lKm<+it#)q+)mFB`sth zvaj;D>`r_YF|sSGFC8y&&ra_vksoxlw8ZL9d6WtRTT5dVTsP|wY0`ITtEbnxycA`+ z8pE{`zZRuu_68_*^U5_bNL7Pe`5OKXV1DmYc~>cDl{;8(+VnA(d37BO>Q6@Gs95NN-$e8(7* zt~Bk-#^`p%M-@L76jtk}FelKpnj#W;hC{pkC+VBL#je zm6#b0G(y#Mt4UaS5yqUxqECx723@Is(u9hQ0v$G7`^ zikuA0l8yH71k+@X@~B#>edaCSGOAU5Ub8Eb;fv=T`jqy3&Cj*N;hAI~4etERB)*C* z3qs}Wnr+GC)eW*%j2!OjqDb!89cD@F!Pm&C;~O$+jyGQ2DgWu>81&%I%i54+#XIjK z&{FtH5VyH#O}r_jI)+d=9WcK3Gmtf5kb1?KUx#64{?-g^TFgq(1}ix@!rP2As!A-j zyf*MtS3yJ(Jmg}$>D- z&2JwbL|o0VIati}??%1=67{aXh}LBjNdh6yWl6Yfo=!?D(;N~L^RC}7i}YRPn2qb>AH=Zxr99AK%_xVwExQ>eWLMHAByHW z9A>F?e*7ioW2Psi?A(VxKN1Id=|$ir1vuq=`=Fz{Sfic3#_FFwbc>*L4|5yZYh@Dd z_mR!wMNZ>aDp(;?MP8B2WiE?eTyd$POrU{mv72|FnS4**D;(!!S{D^TdLu3qKBC~fx7wydv$Mjz*rmnH`n!cfEUi?5hCO4*yL_7 zoVT2J$wu;1Gl)7>u9~H~C8u-<<5jP3i}RUz@ZTJYd3{z1h2SANz8YhXpEH z^^v&&=kEJLWb1eV?CJSuswftrQx0-FstWR$cb9cw)?& z`7+ofHoPjHls&ZRpIyk}Z3Zr0kQGh&o%x7yL5kL=>VzI8X@(%^-Yjv?1y4qz*+Q{~8z zJ4+2ySPq&-S7MIhCLtgRift3UHmSj#n-S?Zdw9p~WyWvg&oQC9E4 z>pgrs)eVBRVVgF;0AAdsyh@ADd)^3eOxzXccblm9E0Fx-)L@Z)y>I2q<2@>Qb)c$# zbJlJCC0atATcaiCP^o@731$vZHA_HdjddGs}~>Y_!>R)Eykl@o4AKb>s*gYCYe zN)>{Mb;6}trRtSK%dm?Z31-}|m{tUvC*i5!wHz{%J!}6~hx%iiC-es@aMFh_OZ)C18BMUUx#HFNSXL0I; zy8VK@nkB{`ttg&rO`yx~`E6=HCkfY@@9Qz$yp3&)M=75^wamc|_aq)%!LW5F1~6zVITQ;n?IDc8H!w?A9HbpmwuHHhf0Hu}t;-LPIhH^5LS6^4pwWLw6c z8%-$iP=&hBf0o$Fgi1nccI(Mtot!RsXy8irEj%&Rqpc)tCLs)iBoErltozLB{W_plLqiq$F4Y#rAv zf2b6=xc^ERxV-?T7Zc6P>+-JwQLvp%|9sUO^y7N7f*0US*XEk!Z4l5C5q-tWakS5t zONPn22lmjVsxPd(aggfz2at+*@Uz2te;d?Yu(=2TX`69($j|ie#am-|V%zTMSZDNU z>QT`0X;6?FMC$FA4W_e$BW4*;ta&%8rp<3YL@Vx@chE~ini>c?rC@x0(b&Y$6961(O%D1UZv7ANJUo zHqA4Y!9*$>2>ONdykWM98oe%m4pbR57=C6@xDl#qGxnN3QtQ)-UN9B<7~{^W*1Ib` z2U_(+qYb=&p^0`{XU^Z0^F1clS1tF0wo32Q2!5L6dUhe3>ZUVB-g~MVDE*fO!qbw< zgPSarz&Urkh+7u^+Ul+kO{D!UWfwT%7E-lRG5F(ha%gd8%rlZ#>dBl8G$Ex0$$pDJ z|FRZ}V~)Lr6q2xPw}C2umRZdBA~^V35ynB(6H&Ic7lbuSaN2@BQUC~5GbWz7ertj^rC?&(?`fc0Te+Jqu$Ex_$wSccNOV?#o+%4;f8XN(vG z1ML|3qNEI#il?6!7Kup|aYJnrvoj(oWP4jq)>EzwB(EEPmM@X?e?aNgElFEVVmDGO zyQa*#U9l6-K)U2uHA|=7?|(XFIj$313YHZN|Kx z+xbb=+qiF2b<^yg0$-Smfi4yt9sOPRo@N@Oam0At0cO$l&FauxEW!`BbPR=szlcbl z<7pSvL~2F`MsvK59nfr_OA}6iPzZZz8m9QI$?K1}dgOlvZY3N=Wp*}-s6Tm zLtMoJ?n0jZ9B!~@4gM|!&dZ#g#rDS^txVk!dDhPtmP+@{E{o9%V59!1;rrEnC{T-e zRN_4quuzzZctk0x5(}C)!oHrCyvz(p9{wok5sx53^Q+v)-SG@;v_0jdE)(JNt?=+Ax zQ0a}di6J(X-wU_XL~G0#+Wj%n#&Hcj)iBe9mAz0INbMT1XlVvH#*l_*LLVwlunUBG z9$xRD6Hi0=#|sa%QolunizGeU`cqLI*_I*H+xM|}mtT>+Cn8_mT>WvrlXlUI4@bg5 zva`a$$*>=@JdMZ4&aD2MOQZH_rxJJ8~E6w_g89+Uhzq@Tz!+4_Ev<*^Zfk5p_mLDQEA> zm>$QAFiQpxfsyeP$LNte+yGmKR(WM!yLNZBpKH(V)}7O%2!8tXVp`J770wdxh_PQ# z{(-;67KjBf+1m2qV$wR7&81qeY+#f{_AK_P=%+l#re2Yd$|)7VwZse3zZ;D4)|^2KJ87@-(45g)tq{GHvjG8 z(Nv>CItRJPBxuZj?~~(E_j5yEb(^?}ecAXJ5Mrfrt)hpw|J$9o0=g~TN$rdRsXA=y zy)C7W;cOS-pXj)4z`^{WN}p=s?d{nPuf*ZHL$}CvI)G`B;8DprDF)=bKFBKe!mQk$ zj?!N}fZv_M{#hNj4!;m_$CW|9sAc#rLB3g-uK-EnqLxWk&k$BsY0v;=Dv}&>x(HR9 zIHUJ>Y#su|ro5|pcSBl*mlMiIWHu}*L^=~_B1eehFh|$%7hkSN`S`~hV~^oOg<)Fk zHbIc@h={lu8Xf!n(h5~kFqDbJ#ysC)0mZISz!GCq-oUWYE)PGeZ?B2StdNn0LYYu_ zLrr*m=#<%9(mU#E--KDifUG!miqWXMqHr)qD#jbd^pL)8C#k9UB{Gc-E}hl-@Bu0z z42C}QcSaVj=*F}!eLgps|K@zy_xxKxmdkWT>u$1Oc_2{Z97!`nny?C1Zu44<@~t{L zdy~Phn`}q1^Reoh{Y>|ysn(fgyD${1uS9`Sm&ov85F#15%Mw*TynWsw-tGVvM3GO`)N)|B+NyR1(< z;~=-{hvnDmbS7Z=8FQx>8-^Iy`^VIsJE}|3EZL47IA}~yCBvc0TI0-#^GTfMGhBn~ zf4kx@RNY7M2mw3386_9yWvdXc5ZAkpFhp|b%=;*<4FWzkPMPaRNWvHWW(j>UBLs>r z7n^F~?<=17vT2{ya%s*a4*3w3DL>=(&c%$;Z()-gNk(Fb^h>or;+U0Y})3h z@Py(HaeV=jWDBKt^XVZF&&m?av#|O)ZA;L~Si1!Ni3qb-ih#W5?Li2M*;dI~o1t`E zW)UJuUkn<-_Em``&cATn0tNFW_Z-d|K`xk2eO)(OOO|;e(-+1_x+XLkt0r0{g8+s5 zJWYaH>3J~p<6dDZQ^*dB0iKaY}J#kQHqL{UgueU zM7Uvhbu;=}5)#--e(vv1BO#Kzm|=Sx4fwi;Z#WbVv(K;%J%W5`YPPd#BUUl$*I8R% zOgwlL;n_K-)xWJiZP@wotZVbR`vxT}-dI|o9F&^INV}K9(iPAKn0=YkWAJZ1*XU(- z!t3w3P1Y|;MYW#gK244M@Kg2;=f||Eu9QTLBYP7zfKGEw4J`=}KdYN0!a@X%ejScCy$??$rU1y2=T8iQH@o-oX0*fN{5qh1MD-~o) z`|ih`$3g)T{37~N-tiO}BB8V7o|qP|&$!2zV%0{UjPx_*Yp=!wOUx}jsXrDu-8m5@ z+!buR=C|`Wq5E2ZhlOcb$QdAyiiO$w3-ONbtIWqd5w*uiTa?VbfqLIQnTP&ST=Lkp ziYmke{G|x3BC~1Jm(OJM|Uv3ZJ-p=rPg~Sj7+~Jl+bB!da6r^{a zI;!S)(83t}vzt~E&@0GkYUsJS|D>jAj^+cen=mD9-8@~ixScnRO4LsLl@RlI7&gA- zmUIuSE3StRJ7uQDTMDZ!z-{mM(|gbA-y}M)+v40NQ&zA{=*Q7j3e9PA7?Nz^?yEkk za(e{jG^FU^-OUF3D4jwdJS^$uActurP?Jm|#G}%a!h~9GyOU0*Uz*JO^f=wvHoI08 zzK?p-@l(OzftHQY+p8VJpcSctL1tYSI_X(Pnwe$ggJzv4%g@|cZ&bgLzN!cUBGo*o z`XEO1bM+@inmuw+_AfeB&WzsuVJY$+G(cD|aXgY0gYC4^r zia*k&xaxNUp-Eim-M`3_p;cjP5ZgpP*-de2JvTil2Aif1ZNpLx?7iyW23Od*+_Y&$zAnNVXc^L^Zuj%H7h z+?dLx4@xuGQNH-9jU{2u&#go9mxDd)Px|<=Q|azFjS95 zl_=8P#zH0zVCn>TQIPQ58+NA=q37bz^`@7`nBIC(c1<3Tjj!1~fUNrWmaAdCow%-!IKO)J@oZAo`VrCb`|CB`1QVv3|78L8Wsdf&AK4g{RGV7^^hMz9;xt6J zRtS2LRUnCjkCARr6tKBZvn%y+HtPIRG&g)7Mo?E0?J_fTiw>-E zHHJweS%mZ#0}@N#6G@JIo?NCXzaV|qW2}Jf*@xjs)){_SO>a_PKAUo!#H8HC{E+&(wTFLsAbDr+$-mTE znS>Ef^=Id-WhZU`UwnngyUN1I1FlRSSvu&e4=jHsSG58rh zr%v>bCt0B_G>*ju*8oxn!!z$Hl&b8!>xz;*;!qTblE%y@)VDs}A~rKY>Q{$0-3Fi1 zLKv^xV^MgNM$U&Uenwt?eUT5f!V;8XZdt>Q((wpSo{X6k)O+2e=FFx|?+nRm5}We0 zmSaE5Zgb+`tkG=mgu(EG19-I?SNLvCVK8%~lm%Ur3W=@J=C{kQNCiSOl6njhe0jFC z*P1$({`H6X(3lytwz{~Az;2o#=+-d2i6lI8AhI2{NB*^bDR8+e@H0E}UC=D$F*NGR zx{nh^bFY#zzP&Y(;%9wy*xQ?LYr~=j3u0>!EOxI5FETU)7_z){x*|)}4gZkm;@j+J zq8Vzgdx=}&XBR(LS7(4E^h4GYy-wsL4@j0o_+bkgk{P@2N^d+ zJuqhme>0~x?IQvW-{rUS%MZzR4t7H5G&|Wag_%|E&~THt)^LF3t77d+DM@(u5GS=!ql0s z0RoKe%#PHhj#fITb6s{@T?Lq1^HTXu)iy5=TO z$P@88(H2LZA~bpY@=-xN*DGh%;!Bo1X362Vv}z})flaEiGORk+SxsoBiO2p=2EJ9y zEaY@dd_FQDFZw#@rRAvz3=EdzlSN}$%2bRe6Sjg^+NoPc>xw837iP47i9 zM7KO;xHgc6hwHI4laDJrcs`99{yF>T*SCWGrP+fJDN{_~=F(w};CvDJte<`zeA@=f zuP12t3R}DEfu`TalV+P&y;l19f1|Y*19g z4UossC)*+oD>#Ivj;Z5w4@dnDl z5-JC8XbuHQ{#j6fR~i*|kBl&#>urA&^yMx#$_;N}t+tWn*gz({eq61SI{lk|#nS8U zADI{vwlR||>vtE;i2_&jyJt)Mm!ZAy&Et#xy=s^%#07H0Ynb_*Y^p!>ckNyM7ZFA) z?hFY|8Qgps>p-52|gljs3x@!>7?H-c}oydb$X>1hFzzxPmjfZ>*Fnm=!5s z0?M3HwCf7Ykq(d0wNs|+-y}bci0`wd`)mr>y5U})NYA?G%%UWYM~1nDX#|`1eD&L* zV^RN6&0|9IsLp_{{ZYWD7?(K2@+^ z88h;t4U{7HuYVB#!KSvD(^sG?>ou`(vBiqU8R^kBTX8f1ku1%%Bzjy2?6M0@ zXS|-xO^DV=3*NV{1qdi1MdAUIlltz-%wxP* z8tzcxtB08KoPEpzAThd|~Un|3PuD&)-H`v&M}&@749kj6c`oku2+3e|SQn7$zs zcS>27qi|h~+n)8Q!MUgjN7ryi+75ZKOt#Da^J@Efwmwc}(zfQg9Z&ULf@tjnZHeOM z%OJILuiJDQZ?(EUVby|OlP>F~%1KwI%v!uCo}$mVnK5ISx$7@753_q{lpODc-p>hd zt|JX0&MHv)ok*O}CuZAlk-{Q%*gf9XDioc9_>wp!3dnUmUlB(my&3Q&9%3mCmEhC< z2MHPxmVO=|SC-_^EjGyodJnj^KW7+?TKy`)4V}}HHcDiQW^IgN6BA{%x6KJZD3!49 zPdn(R2rXu}1r~vp&FJ0Es;Gn~4*N$LUJ(O;aQ38$E-q89c&S6ZZW*p6>L>0|kh|B6 z*;_XK-p_M&q42gn?vHwt6}=dB8p=50)@`p1hr&zKB$a((QrxP7zv8Z?+w~x;W0yC> z(W4UDA{tUFY)(csUT(U+du(O^_3w=I2O*W|nLDNV=dN5vDGP1dSSn&Sp7Bv_L8W`GIfi zj>M0f#+3Z$!>=8^TA+ZOH3SMZgqZ{m2DRFSXZn#DK{sAMzI{<@LW5^(d2BI104kj0 z2&J-^4`N59RPxuHn`RQ8FJ_yzcJX01!9??4LT^5^>3$RhF=1_(lBolCEFKqe@D{Eu zvv0}Qd?X_C$avvKN29=F%Sl-11EfXju+PRQx2LuIEnlI`7cT=1=o-$yg0CR58# zewxHPuD(|=VT{PE>_NFpJKp%3!nHC`6~NFPiu<75`#8RdezAz~{fSyy_>f^Y;Q8H{ z)!4p)?XvBJFu=JVcWT8=P^nfGP^TI(1UOHvg-6&`_RIkIJjVvT1s>c2eDJ4xdM{cM zVSBaPC9jyUV+6`iVl(3$Gbt552u#{ob7B^EEMKb`rcM*3q^FWJhw#Gdlc?G9dLeRN<7kBUqUj;JaX106Tm==DF$DWTB6(QFWj2o`iYnke9G?0YUnnqZrV#xS7GfRh^K<&;)PI8 zgwt!>hJbSzJl$gfqjoro1pp|v56UD{{!aLPB~Dn&K`)PV1>rFxpG{^dGrpZ=-n`bdIAGyt1HK^76U?yPN;?Q>6|V%lia0>>&1hK&}}gU5R)_0DpiP+3so%G()_{X>Hn8I%x1L-YmCa!1+6caNI5a z#uKLBRKpp1GCMql?SqmRxrHFGNZe1M1J;Yde^dG_5~GEK=p}CX8XaNGJtdaYlm8~& zI!gGq+U?r>qNeajrTa(1vm3v~j$l7oG5#|$5PymG>K!ud_Kc7u@zjk~NYaPVDyO2U2HH=A80R`A^x3j=FsvQmjThD!) ze4&6c&$P~u^%S=}o3~b`G+SSf$_q*)$6Nmst&=@o zlDZ9(0Oq$D zk=j%dp#Oj^w4o~enVr!Z!lis?gq;Zjy#Cu6?iy9U1u(g)NDCNIOl|y3dd*fU@x_NJ zM;|J}UNTa(FA^{h%y#Z$&7$Cz?vMyzKiidG=1OUade zwb4oo+XtBGHK`}1vOHa;OmrGg8oX7_7VJJ;@u7jYGAWpK_l;U^lcHHkCv$RX~nGUPlshn zqN%C!kK793>$TgzkP3fso{&6V|GOR@Z!GZp^bdO=C4#gGcI9gjlPO5M!g`~g{4BNjPWl_EgG)`@e{jHe3Bbf_(*|VY4re!?4Lg}jl4H) zao06MoP6IDc!Pc8Y~zkekk9(X}luHSEwu?fzh7-NKb!QmS#GacBHR(o;#cuYovhi>27m7(-rxB zO*vScWtqn*a#g6bj=~D}ua965o}MAzD@e-|w_t%tvD1?D9(VWa%!U4^7pj zm7_3!%u0{N=4re#ngNe)=MD2C{B4x}wD^$D|5Wl1gFc=-#}TiH_ZWX#KFQZ#bkdIFyZ{nO$9E)V{6*t#6St&PuWjT{E^ zToFi+YSdzU>P#wu$_L=mh_xzWp2?D~K)m$v6cJt!j9-HQ= z(q*&$JKxp_ojjZ(8R$=aSB94FyPu0>#$D+R@}zDS{Nb`41rv2%V)n{um{#OEb7zoY zqfdLxrw}zhQpE=Zgdgl?apiLcpV_)T3i^7Z709^wS-&2RBK)9UVJ7^KJ ze;x>C!{*g#&~?Z8DIt+*uOFotUQ=9E!Yp_Ntwa)km-2{)#Pm5Ux*^Gox6lHBt$j5( zJ-Vi$<7IGJE>s~0#)ii~R4+5In~2bvW}>B98Q`WxN9Q2oUlVdL<`<-4H#YE?CkO~0ly5!qwkv`c_XhJREU*)?@Q@`msPG@#W1!%lD4dbGOGmP=(<6 zz-?L9?G)jK(8TIe8quNsN%M0RR>V$>yLv)Lk(Xrz`Uit;uV%DA1pGz{o;a6Evr-Yv zST>j?JfuOkn-rr;H2?kFg8Cpg711(T&_|-$+>#1Mq=H&BHSfa zx4lOaDwyN2a}*=Z>>H0Bp?UL!dwNz_1Va4FYX>+}=f)`~SA=Vq2LvhlUM-dgY?A zbaPm7L`c#|#i3yq+q$L+iGI@mQu9ZyL=8K+Q%NH+4UeE6f7zgTfPY=!i$7lzE-O;^ zE?sMYrq36f2JZszz8pz^c@OjMjnuoogWb$W`rxV(9$MKr<7r zXJTTvvYi11^A$Goh;Iq}Q4LY| z21_)1i$^ws3m?vl)mKI@oMCuOmlV(<5$*=S8qa z=}$iGwl_sXhMct*Z2^2U^}Nfm~&RI*Dm0uhX>!AtW*id?cC`uDhe=D_qJRGN`fSWqpZDHhjEu}GVMK7Uxdr1$*o1nn&c53Qd zUa8wE=opRbkm}UHERo8;HM3F24lWYS;>G#!uUDRx)mqnq+~u71B*rHOp#oaw=<1?}O-}-{1Zb{Tr?iY#rA|%<+%FFEy#i0WNg?byURD zA}&8Wg5fLHTKCFVn(uEJwwRK>Ab$2_@t zJAT!>rlN`bm`1YtIX{zvpHt`ErEwJ?TcfWp{ zW=DtZ7LYp|^16vTW}X^c1IsZsB?x15v7pBIAshO%qBeL_>%sad%6=w6H$W8gmAz9T zxq?QbvyBFxLB8|a&Kz9}$+_{69Sc5yH9S)S+2)2jFp_;oK4j$y5lbjSE3=L7X<0~n z^ELEsqk0P5RV>ND3zVkpIUp_NTBe2@)V*giC55!Hj7X;3aAD+wK9>=)LvDTks;{+WdWvt>dgP+DCDq3+bibY zLpW)dO>f@j#ekaMQ@t}}&rvT;gO}@hHICGRCTSq(_|TW!*HTE4@G)4`&CkL{F6sj; z*3c*L+_hVbaTGRBSwHJ+SmG1Z>bSrqlQeElOKuE6!ymg`)i=UMMw)wOu9uk^uM%_uXPBj1RTR0@e4OF@Xc!)q z=_%BQzAd!|;?{hq_4rlMWYXj6sY<^O4q$&`?|*vRA5y7;t)B(E6stsr`D*M%Mt)oR z!HBVKRvsH_!{mt1L{eUgbP=b;t+SX(RhN|{77~xa_5IJ6o}^|c0?aT-hffTcBVst2 zQ;F&ZgOpWuK4G>}x>Qb*h=I370+#WCBM$~3!Z-||_TULM=q;dD9b7i5T;;bv;t?B zvIA>HOO+#d6KEA=vP76u7`A&fCEpeX2;)yv+^Lty>aHbXUR~RI7b%WVl|_N4Hk?N-|ntk<3K|+-*EAp%AG0gt6 zwbJ}dX&vz&(0BdEo4?7_Q`LjgvqCHNg2WME%du*b^&G>~>Or?^kHN#(BAKIk+rU<^ z`8f!Y%aYP%E6ooqT{))-5U0o1X--Go8J{TuX1#B(#?BvSpAN32>wzS@tZFI8JcwOe zLkL!bDd}EBm~?BA)^zgE`Qx&yk_@X;PfTAG9FeI~!YLX3Mw=Mvz~LJd{Pd?m*LYa% zr_HRu0Mcf~Z(@R0R_@ju7`1u>{VeIT)z;9`hPhhZuZn0#h!gBy6lW$F@|7dl46Ot+ zBq38f&Z;;vG)5Ai7%8p9P-SS%Are`b85xjaY>~6HNoNW%M@!`7Z#{vlU(Q8(X!EVH zsUnVwNH=AMeKQ%Opj@@c@PT40%PIota(##d_B)vdQ4#6Lmsy-uDZaY4`ROr)nAK`Z z03r-P@U;F|L{z6-oX_|sT8^5&A)Qu z$d~Ad&%76jHjo}sP8J?UE=zC%thR!xWOslgcIdAKKTO-S@$Yy(!`aYaly-6Mnk27n z@2vacLrO;ovx)I(hWBPMxd3>`z==5l*uWZ&Qzm}IUQ5jBEWNCdvH+}!$C*5(#oeP% zZ}OCr1xACXG{=uz%yTHkDLn90RmGZ<0GL?{8&0S1Ti^UmRvG0RB0)&Ej&LOfANVK_gUo__XC}8OK&o7LsbAjaec`&}l;mfbDLAaz%20^-??1 zJtCf)o)`{2DfIOF#lOE5<9L9`i06`iKGFJu@d7k4jf=045>zEj{1ScUc^4^iX7KpR zu}%5#POIXFGE!a2CWeR9>^>a1rEdtfvS6f#vj@P z8cdR{2_U&YX{x}m3Sslq@kQ`RIYJ(o1AP4Swv@o7w>D2JJy|{(wlJ7Y&ovpK4+VGa zqP2h%2AIy5)C*5l4NBZtQs`3#Qjkhy2s7)*X}KJ1tgUp0r^LhrAlnstWx6{UqodFay~6!mC5Xqv(3>U2L+A-{ zxmIlOj6+Xqt0jv~b26+6=v2xuIg>4s0aMbqrst4a5pfma$u8J~>W@P?REaC3myJkD z%+*Dbt-38vjn~Bz-{HLHn~aXlPRZmZ#l*E_`n9bMTJ^>@cR?_1C%3NP>(&}ldp=(z zf_3FEeNam0FjP*P#VPXP-(`p^olf($wc2uIc`RfxdVaEi})I2l#qdKg7YI0 zW1ek+|(~&2~7P2m! z1}L|>A~~hcS3)800yCU$Ip(C+T9MH@!XU^5YqJP{YWZPAHY>R}waF+1s8h}^C3)65 zio{keCJQof3;^QF*4Y3pUxCcMv3quOjfzpOeAxPO*(nz*?+0rUx)NJ zB0l590Zi48PW_uVPWr_oSB_ek>RNLs=UnqWk8BkQsHhb{ki({j4}W4;P!*k$QK$W= zsO30Qg69nEdP^HuRU|Sb(j%0GFiuC?iUhEp^AB4Q412C@k*l&2JtsvV6B8_vB5aMT z>y$Z719=>EW9Dm?!6X%c!JoVji*nn@W$=ReiW*C$If57(U7vAYA5Mj2$&C$6(DP7` zUls-z>fsj`v{L0wfmg*=x+{n$C3=zNh`|^muwd=L@I}_e-H~Ez#ejB3L)Xm#Ktjw& zY%|QPLRBZg5jIY~^kCHm8+icC@crZ@cN)Z5nleUVWpm5;cX^l_}w^ zH<_3(9XCUWWRrQf*s4-TGvSuFrH6kqN8M_JaU@r@!lz9r&jUsN?h#cXkxs}S+e148Gt;cX;4Cz zhJ zuk$nN$Fm68b0!$Rnc^`}=KfrmpG~Zg;;Mvca5$L@GePnD7(z}Mog%8Jl}KAb+tFUl zoQo03=OoM;EE3x+ydX zB#{~2ov=33W>&UN+gk5x$+OMo!@$d$)EK}-YLFgZEv}g3Qg$QdMp#AjCvP7ywv_kG z=!o6xKBSzBD7~TznS<&QMP%_ApH%$$ZP%|O5hfxLMlD8djw8X?ir4}(A{*Kv`0(BE zDtH%(Cvdc=6gtoBaux|As}}T_i8KmSN=yKS03IrY!fIQO zr6{Bq-6<_D1?}|?zkC9Cn5D3Kk>$uh`mf@622__aOiz)O#aW@mSgT@X4IzdA^bqMA zw09W;41m+v(2B^dYvgf;;j=1sMB6F#dI?{&toN;N{w5>KC=*8n1qvIVh-=WE4>BWe zpa#)R7z)SV==ggbFj?`)MIx(+Z7n%|?2iFY! zSitYw0+n1~>F~YY2F_veM9w$WRq4pqX-ZP7oOVPy>eR~0wT1_4Ai9(5OQrwzNnd8( zu7*%n3^7Me427gJj|a0&Apm3*t5t({Nh&JgO#{#iu*hsB9LbW-_>DAh-vNy=X1!xb zWUbjo6(Bb0FpPuNQ6fLO!o+akm(Tc~3e_vECa0s| zhD|R_g#w750bCO}Nsk*>2-u3eqL;p-P^4yQ6R|QFYb{$#homr(baIk+G9C-6OcntE zvbsJu$TTh&q0`F2YfU~d&VkKD#A(lrRd*t?jLz0428UG<;U(_;12ix;*)+(?_#MI5 zW9i6IQQ{P)2}pr~6yXSp%wM`@1&d2Bj>=`>w53WrdS?y679KOZdU*N!l=;#f#Rj=~ z3i6#6p~pN84WTNvM(3R>@A)Q6nZh*HhAY>n%MkH#rhgGLH3HUU*!p3_)`c}$JPa~t?dd^pvcmUo zVbBg)L%| zUhn?K*k8HX1{g*OMv|uJWSn}pI;vkzoYvacf-G?<+V?f)Tb54p3_%b;ZdqVVqDV%7 z9yP+eBnD+=wGc)M=cIn9-WHWa&jSD+Rfx$PHC`p0B8(GEgfIC2NV{WQ>z1S19qz>`v4+N9GDX=|7npVNfx8zxq55@vVf5TH|=uyG%#6} zo<$wS-a1mgHx&sTT-_Fsvm$X7kn7$*cu~- z=Oi0iniE!o2E_=_5#|h4%3+8JX_aWrscRK846+neNW{v{S>DrBLJ)vFPGA-7Vrv2k zu+}3bvZUZa+r%#4`QpJ46*j8EctI+cPJk=+v@k!gEGFI~7(x|I5|z3>jcrvT5-YsY z3`Q-IoTf){b>VTAVilZ;+hrmjI7j{|=PTc2I;4a26w{$kRZYB0nF28JW>Ja{DSvyZ zTe*6u0b3kaS8?*?IzPXP^^eE!(VEVXMj!&2@ta!Jt&k%48Soo;>V{DZAw4cf2G7w5 zhn1Ui1Lsswm1xB&QqbLkv5OPG-7c|5=20*bPGSU=ke(hZABF~Vb9FcfT@f$*|GnnR zj9}>!`_P{-L1425?n+5i!svXB{qisWGC*&*T+HhZLjr)MGe|*4paqgVra5^M!?fDs z)FuHE8(>*do>q^s{eA_2e? z(jx)Vmnec3J_EJ|z{&!!72a;PERVLHR+bbPyB^6feRaY$_4 zF$_%rp?HnkMJU(GuR4cevx>{Y&ph&Bq>E>KTZ&r8Uj*K67GW^EH8tjxBMheNZfW07 z9wpiZvl@bX%P@;DJU(9hnFN#AQ4Ur)c%K;lqbL3;Uw6KAwD46iAO2e4Jgtr}qjg)n zfUU+zbFwKx$UMS7gB~-}W4cJZ5=-HD)GTIInj21FDFh?rt4Kze4iQ+yu7mdTqDFMo z&yG4WYJjOCLkSqhvD?;Dt;iYcHF&D*7UZO#9ua;Fl%!3Pcv%&4G{pERmKX~6MbHGQ z+iy!o+-S{q#2(Wd>?MI@g|+t!=|?aJHHY$B3;&gUL;_-A>WU&$I{0IKUEp z@;c6r5JTlSNTjrun}&kYIfkA&07$vktU@NP5s3{{5Rx8QommP2Dj^rf3NIpFArZ)6 zeEKneF!97d@)?rYo{^NGBEU6T-SYYiH{BjDg6KzAG@2(A5&ia_u@VS*nC-dRC9(rMH$_Ep;mgNfuvy!Vi{ra_Aq4cC51EdrcCp*|JeyVuHZxxYMX_4uvZhe&% zLy2}VOYD5xLMxILFTIYcg=*l+(OFSjPkbV`MuObkSW}aSVS+j0Od(l~z0WL(;!!2z z0?+cyvZavo?KTo75s&MNr_U1rFm1Y`eT#HgBgY2j74V7a%dEpf$YEMmu_{XV-0% zxz0$xwj>%|{EDLTn0|$%klIuwGQnUCfnP+4;#O>xw#E24s{+G1GF!{7uE&tpr6ci} zg|}uf8X*!VnBb*93w)TItsI@YMKxtjB%Vlmq%Z+UMEdaZfn_Fa_Z-^?OM`UQt+1YR zy1(R+>Vh#0_yxg;@jaBe;esg#0NW>~EjC(`B1y0T+Vz{63+Wyzq&0wQtyvM~h02fs zXdJDqUM{|-x*;55>X9BMuA<1(_ei!#U;r@8;`#L0^;i|ZNBYwBC;$GFW9Cy+-u))# zu_2IZ=DxjrhyBNY{D(iI>A$f_FeJ5+qrGjNMbQO2iw%aq4X4nw4V;A@6MduQo@QQ_Ry8oqNlgMjZa(3+H6DE*m*#3@D?9zYhKRJ)aK^@xpf z>n^l(SE0LZtGGzY@lb_R$_!g3f>X+Qr|&;XXYG|BxN?vLciV85h*NH~ovV2KdMObG z-Yu8wy8AzPGgbUV0&G^12sU}&TLdr|=@Pvmzxa#4=$QCQU?3RS>M5Lk{l=KL1HFl5BreNTeAc-l#l;f)|1^!8BS3Cwz6<4l+PK6ex{6+zUa?Zbr_h>H zxuz`zo{tciPMxx}xjBv3Ff%ZY6@bZgD^`nI1M!H;E?7trrAxHR+D|QamS>m%vLH)* zmg5^pBrr;}(kYSO9DHJ+b>T_kBp%y_=>x~#6Z@s4PaE1OF##W=V3Yv(%!M&VadpL? zlB6WedU|`$fg@s!YFW{eBqEo*GxztG7DAT(E{{jM{5ePv%C+)su`nE6TkWc%WpOaR zrcA?bM+RW4-uYVdOV5A(*MIpk+ke>ym|8j!$~6JPtbGbqMI;(hqM7 ziH{w1eR2BpL$fvQu9=Fg6iBj}vom?UFx}}34-B4WqM``%Xss3>!9*+}}q7CbMs4FlA&uoQ972!_3I~Rjni^misTBS&o zZix9FS!2RLm9gTCmU8b**O${SKtVjJM5_uy>zsJ>>*_FXk(sRb)JjM0bQR(xV}xmI z6~r88GDOH=u7x+e!P;sUQi)7NJH=b&nm`{7e&SQze2A2_15$2EWRB7LT{z#=vliGGqB=TzC`hnze+y-2L@ra_`pdGA|6SPIJK4-TleJ8 zay$O!RYX!3N!rm%H?d4nk7-jPQzgMBOoq926(Ljd27c3HcqQN&LRozTIBpRs(v?f3 zwO+*K;s@)cb2lW~g}>MEEb5AYvD%Tvo<4v=`zFJzN0@r7I*ho8IJGQVJeX-no^q^2 zc$ib{zH~i`uy}Gdd@wTfLWxVxIGSpVcB?CwJfG%1QiFA+yQN?b)Q7B3Thl0)B=?`x zDgt;n1(iO>e;>^Xt+;+`>dx%-n-KBhYfTjvn;^66F${-AVy*EU;(@IU*wzdoOcuGV zkb=QH5}DN0608fHhJz5mqb-gtpF(^Q45_kKXeEkleLDFek>gRi$@>!R*Dupki#!4x zpPS%wm>D>8G$JO6s^MS*?vdY_)-}IccE4s{{3fGYZ9~+auWOC*>307N(FAuA;*&K-+awSr<;kOjo7hdWEkuCzPqIAYlYsm1=78GhX0ZOo^ylIvT z>^SgaZsrXc19>5>VV(!~te6i!F$nR9J1-)uc1ul*d6tfKV$`1Aeb z55O6x8>>^Lt!gPsmF|33g%lU0AsE@pArx#HKAjAw-Ne+Il^Ib^&DM^ANN*aG8UQEE zGpHQeMQTv4;E>n=GCqD=Fnr1#Vt=ma4^H+407G*I8Lcc4DKjuzf~Zs^64>h1HYMGW zXZKzF^}jH@*0kjp6e(EIg4K1YIwndu$YJF2-P^9B7P`RIZRQCB_6W~GTOm~0G}!ur zeQff7q);yf9I_0{U12^PMfBj0umtfKrB=oDX{(`^PP*LssiHUsb6uGNr{HE`9DF>z z!)o!FEL){}^m>fbBOV7oLY(R{FqhcMw+jhID%vi$v(boJkvzrdOT}PTFxD3sM+AUT zOWSCjG;)vR#m2c>&cd%{TN3fRVm73(001BWNklxA^_A@w<-XA#tAaJEF?l% z`mzcV1JLRRtNwg|PO$YAEZJ(M+#^^66iH_*jNH-};V@YgCXd1m#Fi|oSaZf(o~q5)QvHvH=dClkS( zY*Kxb6$j%C+`&~e9{w;K!K#F@s=Jkw7_}J9tm+a)tg&gpB_HYIV9<5wItFR zn`7#!+VpbyXe9u1ae&UNR}a9W zqEcpQur?66%&zq*?}mRYLMlCeda%X8teg~&sM2h`SMvOm4W?&nbK~eju+knmMFcsl zE++M}&R4$4QeR;$k>$hDSUEbO%qaC~$|B;6N^;0BHaZ~90@Kge<3)k$# zQ8{%MSeDzV1iXl2#@VAS%>3B+)x{|VZJ!b1km@=NH$V^xe(i|hw2MR*4H5yE-uc$2 z0Win}kfe0?vJWY2wp7gM$%f}J+Gt?(Ai-&^oRRt|!OLvr!z4ygRA?bgx(TEhxmtyfvp<*3vOBen=SP^Ou4g=6TjiBnBp_TZ`0b zs~)>KF((fj20lEq)h<6Oxs3mW6)e82a!db^d#LaAOM`Jy!WV?s6!KX-9_`}kYQeMJ z6Ar@w0PlhsV7*8bTp_g}T`Ca(ocSIxYeD+diWH0%IJ|EWSxj7tV7;p~@p#&b?WUd| zt-^F_iR`RxFiA!GvwQqwN<>cK4<*? zk3#8}e(~%~>Kb7wNoPmkE$$PbX+*A&N51wM%m-n%iV#VRHH8V|8#RnLE9jBgBEuOe zK@6#Q#KEL6K?ar+xs{bZauHe588BMLK~mA1^p)k)-((e`EF;v#HC7kP_zYje{TZXN zGP|xFm5@ZIxE@3@yO~`WXE~&XVY(SG0M7n?i@m;hM=UA+hvQM6;i)*LusFpXDk z;CKW%Z7I5RT{j}R;Z3IDq|@rL^!VX9WGuyQmNsjTa!Zdeowh0zEGiLJgHKwCV7A7o zFAS~Xz^uo`J*sOyDKDOe; zZ8G4ywPRDIn~IzPkOa@*`zE8IpkpXPv+s}im5_)~ZdrDFV`XLOgkjinD*aTu_M1kq z{AWZQp$Kx4lp}zTkbqruk<-Teml$yoxnS%mDdmu4_nVv(XXXLSGiFU23+j30lw+c#E(VCNzYQf*KulJ~O?$u060BeJ)?gaF>RYe~fzL0#A zF;1T$DM3;T$@8ew_*L`?!@T?02(zUTaT+{Y`5YYq;NfRIibU(f1PS9{Ak~&C4WZ$e zxL`xxWbD=vzzU_aQNIe`|5-fds*tKKJyw=NxnUx2+N~YUs1S?8<6-=i5R(A}=76!q zuc)(#`P^V5db_#&0ysKShN1O#q;cqvm-I)1IoGJ~n25Xmqf_m)YO#o-krbLd=aKF-x)4uJ<%aR8b2cMa%w7#V2hq@|sm5 zzqecaBJoS)Go{7XoyfNC{x?fVGU5S~Wfd3fDw>1c0ZN8p_pHuf4U_*3??VzoyNsi| z_@Btn`af3Yr%Co_)Bp5O|D+isGfm^uj6bdV_kaI)Q~u|F{%0TDb?ebbC#3!ftvzeH zldkO*Ez+44m&m$FI0fxG-M$-|f?XO^u`)6o^WXmM-}*vDn8ikCV6gCY(b?m#96eJg zeG1!cMKy5x!9Exn{#jxFD*kyz?pLoDM*IGiM!A3YcYo)* zg+>_tOgqG<9{_`_5{;#3=wbT`460@h^ z=McmP;Pkk)EUT1YWQ<&VGpT*Bj-wI=OO@mH@74e`WEX=EhKJPDqFvFHw<@|Wo?`It zF-)-KCSYQwvuPVR?|+}v8cYU1{&=h+NEq>%2$FWK-HL(TPnYm}-}~O5{n?*EG9{d{HIQ{ifYm^kUuH|j{_msu|^e_njM>njIOP9#-qs`om){&6jP=diGMnLh9sUj#h+B2*VdddM?#^vuinxN&ga0t8+v`gz<;o0e-JNmY>BjbVdl4+ zo>mN)SFWH_7IDyCnCTh*gVW>Ir=)0Y72IRsm_P83=i3;_%$6DY#My5cKQT)XemqZq zTMLe1QbqE&RrTk(t!DU~q_I=zjrLCrN^t~R$56V*)yn^{hKE^v&IC+$LvH==cBj*? zAYK{2xA~wS|FUvE3}LXRhWuyZ^gM(4&&0+e@-(n@;VL?73jH9pV2&i(*7VZPJI+$qA_ynu>N>)rZ4?d7TDmM9)g6+Y z*3B>;XVj5->oOl?RHXz7^P}ZI{KG%^qn_XRjo&aUc87NsK0P zRktdXu&rR(GcrHrPuVU8bA0KKd4MjJ>%?Jy`Imp`k1_t_PyXcRfBxrJT1s}#>0#Bf zH6$6dZH63MYJD&q5!z*7({B{aFuVVJgfMksn11>8M*ra-{^9Tb?(d>ac0;y$6ifil zdn~U%L`mD$Fs-ll9-o#8K1cqrg2Z#`T6!;+qvSAZ{pRf|y4%0@YrkeCDPbIBa!1+y zAMIq!c?|pI0_V+{k|w#7#cR1yv=ZqL(*EUN{$+(e>wNl~%pYg>W@_Fz`ZV-G<|XmC z5pbH0(adjmn6!4f?#DhZ_d01(hX5uLxS{Yxq&TNx0{q|yKk!3b|79k*0BC(;_E{-i zB8$PgDN{=-TcF3`zlBf$6A$@k3p5yQxg8_iy#P1O- zLU+K=4eb79$N8&!-!2}z5~zS#!jwSRiTKL&Vd_5_(AH{$%Wft(2ZrIyQAI94%<1+T23ByKb~;}jv0X(2WFr39QxvY5eQ7s1!10?jk4Sl z?Q)(LW(on2IMEDkH>pH0XOPHrb|g~p@W0J0t~DL8E`&r#LEx1mUPUXLnAl)uY1^F! z7GVgjV2#LQeU+H708*qkIv+;9&$`DV0I6-QL9!DZ;RkK&H*)3TZ)ggMt1e5N=`ryf zThi^~KQH>Vz~TUoRSGJlMc_-f)~Q5syI@7EQ({Y95l()NRZz-vw=EF@5HkML#Ji%_ z0ip^9!1&MHXh~8oOCi4rOkPw^@q9sSF}LCmDV^alAJ!{iwtOpEiKKRjzL|VtI!ftM zfRRA*oqL~R9Esuz#jtb{ah7<(SS?J3NPr7G$gIa?2M{k^mC|zr!Lqt;)Us@)Ew*+A z>(Q3h+Ny-D*<^5PLqpuP6q&+1e4zM5GV=YV!V% z+`34QM}&~h$cZpNYVg^c{+ut`G{DD(gkxnyVq?Yvsqwae8GuJl@tk#3JGP2&PR_0J zf%(ktT5Kf-{)ublfF;qk-1LY)4VZFs&^08&DN#tuPb~3M20#5xhIcBfK?HFWH{WOT zHP(yg0K9lU*&s16ZCK$&YSMAeaPDaBHWAMJbtuAbEr?cW%vSRypr4ZLicr!WQessM zw<(L9`*O1)sq|5NuS=Y@)2B%vC{hAYqI7K9L1?ulk#WedTM&|?`n}j^u@&;Fc>UjH zfq7hdZAK!cUz>b^G2dkU8~|h5^-dwFG$-4dTC}W+@ZX+fg=ofu0ig&Pm+5>RGF0(f z`SGB|*65P$Q6amw&fM?k1%NESDB!Ug1q=(|k&~(_;+GOLDn4!OS*}PkthB5g_~f-h ziY$nv$K{sQV<|9`DcjlKj)Dpy$`rP^|}}$;!AAc zvXE31z`5_|7`}8t0#rxKk5I02#6}*o1vB#qkG8%BNLXuIe3Ow#6)U(bPIE)G+rk$N zBXOLngzvcdwPtOY;@yo_!AxC*XdyE`OLm;%oU8Hm=L*j(V7u6eL2gP7+&je=X}mCy zUYz%J|uOGg}85p+4qF=IgWDda7Fsjcw zpZ+FG)7Az=oCq~NHak)Z8q-b`hVBgxrnzt$*>Xj&Su;MX#H!DEW)-YZwam+_TY7%? zwbf1PT(`n7csk>;qNT)I#8xmXpNX?zJ4lY+#g`kP~)PUaB?I91LFtXh3MiQC1meYc_yK8{Bdvjt2KVer6c zD=NjHf{9QC1J6%M{vG^TQnGZ93{qlO#g-Hi3}pdS%T`EWdRRlSmQ}pDCDp|Uwu-12 zW>idEmd6<6GCc-sAj#khCZur2=dpvn@)Um=l@z?CpM?~Z{RBQx^`A}c~E22!D@ zCc|Td08ACRbn^re20*4mtiYjmDt*~H2}Xy5g3iAW&W%!D_`Q5?JLRD zs7Da>1Tj7-Mqj*04U2Fbe_Bn@VFZW=fWvA@KX?F&!y{)sR>inEXj_5#VV+1ZY_?eG z9vfoUvHR-!x@3HpBXC8fU~9hQJ(<c11P{%&I4euVs&NMTi&S zG+v)dosp3$=P|XVOZ0i?ZuBF3LzAc+tDOc#3`Y?!4U$##tr;=zTt?6jQi4)XJc3b}DJI159d9^Dy z601%=SUg={c$ix4wDM7bHCBL)m7mTy`B`zkv9^V$`JRjR{>c|C+L-xFFcYjUZKw(Y zR01u|Xsu>at%~LY>&RW?An{@CLc7hJbsFJBN?h)vFe zvl~DmjhqhOe>v===ufS_D(aDMWp$)9a(!XuGzYtNDl187Q(if>0N}NJ$zDf~1fdlV z1IUVFa}fMhM~;UizdC-aVE982vIQt+HyijOpxgUvlH#r#SHUg%SY860;rMG&$U{>8DY1fv6u{gfGVPr zK?$n8MSaBAkyW7xtq4n`mLr0JzrJY3Cadbo85E;IM7-lT&A)%hMN*0S>X9$VI1(Fm zMLS~OWPLl@($R!HOAynDdNXZ-A<=R#jMbJB;z%-nO5_p%%qf==ji8mtJSMLyR&0UA zJ7t_wN+*?b+d3nK;fpZSaL0V6pyikKL0fZ{(i~utO(AAr5t2GkPLuSAUoC42&*<;n zYYPl`hLex5Yh&dzMbm6$WbA&{5q<*tsbxQBNC$@WLFpf%^lvQqx3hhjxnuA(VkIwy zx)7J5qFgtJFJdf}qnwjZf2HMur7$OEjc5mtf0mV`UI8Ly8O2UeI;3C>DN&SR6IW=p zcFL8O!la{Re8}zqsoJ!9Y^1I(F|57>nG!0>f^-KA%KAKdSy?v|Qi|21a(w)Zp0aR; zq`x@+gsp@s`@w=kr=krRNj#WQN%Y9CmQ~Q{2-c|*cT}&1j67}1@@Qo=u!d%p3&uex z&bJ0jzjR$2lv86ICYU5(b)STBj+VntC)eUP7RvGX=wNnW6vgT6ltbdN=^_7`edU{s z0>#vxJ}UX9Lz7mW9JyACMS!I=FTL3cX%#FbycFl^fX^SaU32y#b}{G~0A8ZD&6jz^ zxvNu^&BAU5LkyU;`PPCJKoKMKCiCq*aPWdf#+c zgUM)@-;GgG?|eL(?bT}3DW?IIU9SX~x*dvJ*c*;2ok~kbB9VCn0Cu;;JxT}804TAW zU@ODpOuT_G3bFbEW7tG&;bD~XJ65>}Md;Kl!Keh`quuG-(um18cR?v=nL7?=%!k-DA;a;}H!22!Pzxi%0G(FRrfE z{KM<|s#7WC(a_9ch{5SG*=?x>sSA%1wSV8j^N;59aoSB1Wb=faLJm`1JNx9)rgCaY zw8ep`9gpcjH8yog@(6=GQ@7Ia7yJ4;iA_XB{0iL>p8tCnW5<&o4%!kGJu0tGY*W?C zg)p{81V#W11NOM;I7zaL8K=0?(UxMBl5AqSZ06}l3RkX?%4MkVPgqT*O}e;<6Co;D`HR39;Eaq- zRUs*mr||o4Ua$dJzigjQCec`1CzK#3;k1}37;&$3Fl}7Tub(bM>clRqt8zP`d$_Ly z-hjYhRBRX0peaEvXbK|Twq^m(_)4e_*(gQ8w#xzNqAaNB;%&i{IPx63k=LNLxV0@j z$}tfnG=$Mb9}Nc8tY84LNa{$Op1KZ$p^*YZ+BF$$d~w!0Ss}YCouqe>BPOs(!XR$~ zR*zMY!aOon$gn!!z!>DZ{7)fdW;+uoiPBg6pHIbMgQFY zwfJ(C!`L479-E zt>S3K1BmcvSYKG6001BWNkl&D#`p*e=9o;0+| zWndoTjK7LC6=u~#1`xEnH(5s>1)D(k+uB`GMLf1@Z6%UITR9;&PlV#`+|mhC)Z@g| z4y3GF7=yb$=Mo1S|1sKe_mTk#pG)sZc>8%iPh|a>g7Rm)P4T%_7 z72yS4s-@J66wcLk-Z8oOtebTA!F$M}* z3Pr^A()(3+^k5*8HP67lmHk)j{?9dkwCHY_U5a#vfFPg< zjFM16q$ zA5A7rYJVC|B#~s{M_J|em>;{Pn`qZy|BHbhaBuh^C$lf1kJWwc=Yz&lR zNyR6d-=7(nnNR0xQaCgYpdGB$c;8169C=^iG)@0#o&}(%K=kk`idL=mDq&{Mo1~wf zQb$wHu9RZse{MEkwnl?8+I6KzYM+97>2#0(PmLOY zY%_$(1KE#x=kESZ_M5Mk*0lcp7WRCycRlaC?lB7M(tMZ_sIZRAn`@IOg+A4D;1XI{ z;FdHfN1qlZmS$9N)TqkVxdCx2T*J`$=byjr2=4?1#mys4-{)go-I&{BsLWXWA=<+Q zO|P4=IxQ8%#4?Y;+LYgNAHhO;_sR-;DtFFLpXoN~GJhYfi}p{$e#bQbpzm;|EQ-2@nGqu!fku_o?<3O?lx?3xEL+&!rXy9LyXm)8M8cJM?# zHXJc0A2ETz;Bp(w!8*017X)E^FIzb?#6x#PSQlu~74iMnONU|}%kHg@-CZU9c!ykebMF{F)(*gI{RU5qt7Wz~C<16) z_bn8$1E394mD=2DDq;cNQvoz}#)$GjWPJzDZN~5Eh|%kx;egarOLIc49Z6maiAslm zpnmcg+292CmdTz9h76zlaj9!@OXz$3*??2fvMj%;zF?`kZ)5LluugD0cZ_E6{%raW zLGbce4?O|FCKwBY`bLiBwjAw9GM4A4|6W0Pj~rb~^tVkGG8K{H&Gct-sv=o4ow?K1%WBk8+u#&rE7GMPP+&foTpJ#?jRO zNMLHvJ)t<-XO+-6e4Ilsq)if`44NR(Z79rTB}RCt%jLxqj|RT6%NVb|?TIk4e6@0C z=ruz}XzqxG%tZJPb&6%+${L4Tf5+E!&BP}pj@+Dcqb)l9Oh$riBDAlg{kJE`DHyXs zBtt8*LIFQSkXqWVhrcct(V6NBrxRyFD$j156hvwIhHe<;XaOTt3QhH~@+s(oum;Q=`AI+DU^~Ixyi?8)M6WxYn zs<#xxer9Zlzq44kvMy(={};Nb3<_z3bf5!0cax~Ct|Uc(mMj~W)AK+)CE46D5+gyE zx0si{mc*)OjbtA;f7dlegYYs@-Vpasxa{N~7ZfeZ8so}F|2K_ct+PuJ1J+WgBoDzT zq*B~3UpI%!Jl+c*KO}uEIKbSlPwv7+=1Kih+qrqC{i{dS{Zx>_epk%&RZqH;WqJhL zvCGlJFb>$yCif2kD~)X7p-%Ri;>lllZ)=!$+K`>2)CALTVGlqv3HPky$ggZu#?rdq z=`(-qVm2??Ytx}}-Kc!hlj^iYn0Q8|)+G`;Zg3jU@l}ZyU^YE`BsTJ#jypb@EuVT? zfwK&U{LYu)TYUSGBKbr2pQhJbXg-pur6hW-JI9!-2M4{2EKk-BDN-+T8K{T_#*%sW}NDj#@W!T5XvXHqs75Y2$G^p~?j(tLGZP^{DYi6_%(8*o4--!kNTkWBZo7L* z&9H=aDH;A~9CzHK`7#s#URZUVd(^-l%S2195!q%Hq7a?HWI8U7`5E&!qf2f(^6Gys z`9xC_@x}h`j~AceX>}=iQbpeeHb@?R$!&UV3nP9t5E1wTth}ZT?#}l8ltcMT(eUjT z*Pg@KDA2&ZqF%HFP?L``_9-8dfA~@04KAK{dRPTA96KOhHH-!rzC{pts!eI+r+;^5 zxaxF|Am?8l+k%fqCgt@OgMZpzvmcd_V{77hGyv&HR31SRXu@7t+NO%~BLb-s8M-$q%x$R5|6y zAzg&Mr7g-|I*9f?y`jDmYfL$o#!CHCU!EW61@W%eZSm9h3Uy9@BW^%rtcvaGp?yWx zeX?t1&)yX*jKjMhypR`;o`G79NcIQrn^W_CQ(&k>4YPpbjP^ej66OL_Pxm`poB(s> z9FtpVyIiv72hTlnO=-|e7rkM$vrbg2Zr|RFM!6sHNM749oVMA^C)z=_f- z{dt@I1%)!UbegxO5ShB`4^zN(c(f7+aB|kyiMAE0AT=16Yol!sCIFm$i6-`D$B9Dq zMkz}cq>8HPd7n)R#MEgxQ0+skrb1zS%ZBEnh@UH0cBqkUQ+O)d>TsMo_1?Shjxn0C zsaAWgW{supQ{GI~oA=nTvVT+NyqiTbJ|<3DiL0R2PZed#huI6blZ3tNv*h`s`~`2( z-x|v%(sl*4_R5s?dX5%%X3u4jWpRsJj^{e?1(=8taqCkaAQWcVLA{b*|Pgaq5G4{~(62dtUaj(@y<&Gz2cz|fTdXVVs4Vu&- zf#}*j;`=bOSkbo7?MxsS3oib5H|2B>pmR_04kDvGF!V&rnY8RCtl^7VHJ+Q+-(@KO4?=Uj zRaw>CZY^Ha6y<5un#bw9S zRI`4Jisz!brw?*KF+=p%X7s{$xdN^$&L0ydKp{$+s_@?Z#2YH(9cEo2lZYD+Qp0qM zeC>IxY-`f*5}zr{A}=vW%cAIH6j=k0ZD&G{s`W?^7Gq`dmBY~swymL0y<-Zm+%Smf zHc$ddR7uTM`XYCAjlM*e_;^}h&@YAa4A6nsy=;hssE!lzu^NKrp_Xxw*^i|q#+ zD!I0LSPN5PP835i>DT3eWEfub37n=y3wB@CMfG2fZdpTT03~MhrPu*4{9aw&kD=;rk=BG!PFQWRDn%U5M*0fAS1SExWBh%9jOf%fBn#OPxw0KIQ(Dn%dq(} zYIKZmhEYu^66fG{XRb1XXo%@fQ*9bkDo*4RZ;`%J-^BFHZ!=FM+6U9UwdG`HXq`~W zl)d!I`)yeCZ61e4>e?G3J?MctB;%u2;>#JrGmyiy{V+9U4_+b3%tWu5M?tgww3>rO zV2oWrIJ}CE_g!mqtUIe&&Je>sHQhw#QXozBb|Zs^i)SyDWD_8r+eyg*(xHG}@?eeX z;trQ0saj;a@8xN19h{xgVHF1G6H|Wlacepv+vi2_zVUDK0+H%OG5l!=Q|?jJCDqG> zv3@hp+*G+iJd#F~)}BNfog)X>!9#5r9`uMkU7rj+>W}|$@7arw9w?-yw0ww2(^FSyc-mVl3{HC67ofh z#hetuJvX9d3x_9(@zOi@lmu^E)`Sfb|2VR?B6w1xQ7<5urBWQVMEd1#l0JsP`aho| zsz{%fCB?<9);r*yER!bNS|jxM{FTzDTBdv-1}~xr{Qf3eu!RAu6JV)c>yAFpP+6Y? znK)~PdA62-CBuTxUit`E)Zve}2nOqn2uep)C22rv0S;8B8{>3N7;lvQ)&V{v+hy;4rK%1puO1&v^{=KUGD@$mGg`Qr z^N$<*{``jl`2(PMBs_W^#7&)H0rtym8~M`a)5WxGQBRZcG0R#7GJj8((!$?!nD<8C ztNc*PdWO$pYMOd9}+YE5pQU%$(gk(uhZL(TW6eq&jlFl01AQM{rLEECxW+fMGLO%!jDoU7S zLuR;_mcq{C$Gu(h2alg3+t4TCHmvIv1B8w?>Kzu`N|=_gu<6eDJK}-q8q_K0=N9Cn z!kBc68(8E<&n(!0UA9T|DC_FP8XSZO5ksy!^`ZFp}Y%VX0e z>2SYPvp_M@*mpepFF(ynvsT*l#vbhJ9;g;$x$t)R-;651LGW5O|#+sBy~P%+J|hINz}( zj=)kjP`U6ciJs;?U-8urmjUiP-*}PtW{KATM0mHF?RA`!l(oHU3KL4K$*} z{9u=05;he97HjiYktK_ytvceY^hBmm_JsQhD2{%Xq7x3jygL7Ylh4dsVgDQYkA)Lp z_j4#f^7pNwERw9X4O-RFWBopdo{^mhB%caKEG2S)Lg#Cb=$SJtopFN3k2PiXeAf2B-84iH!L&CF{gHkz2;C270)&oB_!SSl9Fk*z?^U6vz_B|DV{KN{Zs zQTk`4bXfe!BKKT_L172zRC5g!&G%aPRM2wd_rpQHwOtAw$jEj-W`qDfa1L8;D0O0- z80RkLrO2TPsyVMt6ICa8!V@~jJ!{I0=miFrS0IK>>H|qDc$pHgM|pklwievljyOWbc@_=2_9}iD z^(S!@&8n&9q`;J-%Lho-0Qj{YnylFH08V-F;d0lKOs?$lJFN@#+Slvjo}b-&a$aP< zfoPhW1-^=o(2w74v}3o}Z_RG9W(H0-#7z-DDCi2Dol$`H)3(~G>J}ia0j*#vh`q(g zPmSRA2m?VHP8~ku)8nD-`!@&wZud%WvTC5n$IsUk?tOUI=bCggqV?sJF3JAb(h*MEHuI!zj`MAkvb?LDT{>ss85-}4Irs+*tofWGd+PjjwY3HRJXB26h zmjfSIOy$R{{+KDiro}hLGU@N^@lK3Ij$aQhIx}QpjdwYe-o8wfKm^}Y862;lju)o2 z`mrnc&}S{ zg%`Ct=&*=pinhPhu2T%NjypXhWCKf;K-RmlL@us6PxbeHnnIio@cv8fyS=!d^yzJ{ zs9yWBl8;@_aBBJz8Lxe*mU(oiwKYHn-P3fm3D!l1r1pJnf{J~56GDQ_1u<8A%7-f* zQAasurwFFED4F}El%~-Rv*@vHu;7q4Rzne0OsbjGzDCLM!DwteOR!nXv5yUBYoOKl z#3$h_e}2oO^5cz-u7ysjn+2A%5>L)umWoBcH^X;wRE+`Y*!sDyKm;W68S=N=lax4U zn`qoXq1OI-y3oL&P-I%V_c>hnCC1#0+Pj;}y@Q#)irCVI^24Dc@ovl`IG*OU)?|A86!S3K zXqf_|6USg3UN+^*YokjH?739W=D#Ej*@et?*ERBU(oeWyC$L~+KQArZ*Jx5UyK=dD z{r-4ja`RG$5HC}QT;ES=TPl?sWkiDo*g!9|K`w=ICTF&+IqBtXpbPV;zP*_};8Opx z|5x)!7<;8086-~<#8^;jCM-7f9#VwECZyUhcZ`x&OyvVmsy~MnJ;eyVLV;r5+Akr; zQZRwR1#|5XAOJOdW+1OQsz&+9gpXMmr1~#HTpFuW$4UIisud-cOm4^weM+_;yONXr`)DUn@t=L26*vGQC-F1WDRos*E4Z$7^pD_KX4lA@(rbQ z5Bg$U#cG#WYBdTK@BBH-d-QimACfGWQ4Xj@NQ7wvA&9Yq?kzapG;*7}*?-OQ>}&aMIKv5go_PI>@bir^$ZI->)? z8taRGMYb>bzlFf6mWAmgjFM8|vC-?{)0MjI;i2U0Emj-%HCSL<2xN-_Kh|o+8DwwJ zK-k0hXdXPdN6WwoBGY{Ou?+N)>W*PXAlMp!FywSvZ|B$64GWPwky+t?ZIk$G7oFP(u%Q@Dc{EUlvs)jpiyC2+dZPMT22*DE483()eY zw}I1;COxuJIz{Rva69oHsyzLH@sM1qS7mQ|ov2&6tnY?X015a!WhKr|P3~AD-4uEh z6kb>#%vR#1%mHv9(Oy}9Daoz)^tTo3(vQ56+cGtFj*5*b#zyLBnuJElwqIePiAfB^ zEHBrD*Phe?uCf7@GvNBN-J$6$G>FaE@5cU6V@ENrA9&}97JzOl=u)MFI&D)0b2@Kj zu=U8)A;d#*nT(kjEMj1Ow{mEN_{-;yvi}JsZ8c9Bn)S%>K1xa*4srj{u|Q$G_etV?wTr$%;(%m<0K6de1vorOCcZiiwb&z%Opp$TG}{V zMAOeHbnrpyoYjG;{h~BDtz`C6))Tre3`n#;hpk2d7fm|Cqt0o9V1LTHG|Q zetJKFs|wQ*=gk7nR7<##k}ay~5}$M5Df^7>$WQM=U(kcH$MV)!@(FpBgVxb50yR=N zV49}jIeItAQBwoAF!7KS(Zc9n6iFm#E$-@?M_8@Jb_(?)5~z`P)P{)DLV82$PWti7 z;PUvzq0n6g43U%MG_USB0O#|mC}&{i8_TzkT%AQt^V4 zVPFx)f$d_r`}kVAnK|y*MWf|VUy#(+0Q0_Gia5(Q55{OiSVI?A>^I+s(#bI(UDG$|(57Zd>W5^_G6q27uvYAfvANR-{6oeBdH> z%zK>UG4|^QX#TYEnG+ejB8)Og7s3n39zKLzR4-3vGba zOCxjkCoMU}65_R5wYq@u&>E7Rog%+4^o?jAp75WBH2Re{Xu$xf3<29CULsBm4^(3#Ax^8`U4C zEaYfrdB&om7T|0BzZLA=bF^JM2YVuwkC0Xldy+&j{=|o+iMkS%yk|yxPo*-SwzOzW z{z{Sso4@OU^bPS{OO71TL=hEe9ZWeLXn+G^G~;8$MZ|2 z==zNbsD!5rSAOt;oCeAP4@Z`bF&kxY!N@q6?ek~Xl1(7ELNE$SmA#NpQ?$%<3J?(_ z^}2@;kJ+OAK)p#G{K?j~+bJ1kdI$21WrX*ghM&eA3NuKI-<|4)#G|isKAb#TxtvkL z9g{80%-D63uqP2w6~mLIlh0hVeVk$bMbwCth1&xa!+?M%U$oX7RN1k^?4qVOeS`b& z2Y7+~;1^dFC0@bIMI}9aIR$8_B8f@-PFjh>PQgy@eqM&YL zVhz*moJ}WC1V0r?s$UT#g6XXLuh?{deHo!jv}BQ(3q;vy}gm?2OZB^7zg^Bdv>)z!dA- z)kZr7jtsb~@A(RU{8p5&B_t$FM>-W<>u}_L|5$iokz9R4oTQ)+LB%<1e%CJ4NY4od zoWyU^%niWQR;g<6HuWI;{9;=|OP%^nHkMw%;Zed)!f`t9x4oeIi@frlfunebD-sLR z?8K_kTj>W7Ny`$tm(p!X!f$)<^$_$VbZh-YcJDBgi2ik&Xz%t`lfQSm(nawI5@VM-vtJ`3qq56bqXUCS0xo zlCxGP-V1%pqw9aI!4kDS-UiuY(gP02cN~qRKoWHl5fAmIO7zUdZ&Fc9CLmKAq5C2WY z4xhu*B#T^ncSL-dk}(;}8x4Q9h`Ul7KIrWXP!#uUsLV5$-l_e)UeAV@sgnoNkmX?agWZR7B~5G z7VnN7?J0ZGq3y^{s^H(hlTK)7zTG)~_6Ei4LoX8RQSU$}nfFC$H@;uO?9RBB#saG_vkS^B>cu)?c9Z%S zCFhHFQX_E5meG&Lb?sV^f?{r1^D^w8d5Avjar zg#NJvsd|D7hLV%G#PPeTd%LHBgM6C-O5DJN?_bAr&TNl_RyXRzfCcwm`I7H=8IDol z@xp86(!Xfk;Y=^m54>{Q4jeiN56REx%G3^d= z;#cTM`>cMiDR0yV9~2@%c%c6)&`VIf`MDGu+MiT}=UYqsCPC4x1e7xX8XxNW58p+f z@gelvt>%$!R-LoYGE1E~lxfJ&ds6(6!WMwc#UAE)I&yFyo&z!;+Syf&5h&2i-$ZO4_ElQ zmXv9J=Vx!}U9RX7sK1#tk$$BK**IMAm=txgHpjOdSXd!%^b-F&RHARPZCUMJ|N4^K zUEWyA!Viqxgi&%T(!4)h)>@{1hG=BKYWT2kz}^>M+$U%Ot@l@jL9m)I0fhjRsfZoV zS)g5uPwuUT&a)xDuijOm7Z5#v1GVE%IJcywN8n#JrBr|dLhYYzitW<#o8!YH%HRo5 z|2&j9?eoxU$opP`t%YYAiO>=jOwwy?3+apu3Qq%-FaN^x7?n|Nnx zWYl=6)4$DvpZg|FvEU6;w>YKFEIoIz<46>(AXsli+f3Y)#rt-LXP#U$wf_f^E?d+v zybWmwNFdp)m8vBXJ~d?i&!XB5Si!a?J>&Ue!ombVws`h(<6EPed(`kWO~*nt7{O-8 z^Ihh9aVYAVe?_|C{=tCTs0je3YeOQ&1IlKgmk7r_HjjswNG_{se$1tLjQ<;$PNpKv zmk{AY*}c!wt!7J9)}G(WY&oy$a_bTcE2E{qZEM!rduf0BJJ*nQ_rQ?^)!SBS7{?X( z0f(5eyh@AI^PQU9_)wq?vk1a41rL;)LniKRAK$aLlgjOB%0`R`+m;&~z?X|c%+57v0^D;W zdWb3Jfb-fZ*4+z8?Gp4Q8_c}t5DJ{9#_69`kT%s@+<^&m%9W`xV8}If%vJI z>AisCS;(-B>5?`Spp~b_yfQkM zgg~#zAp__9B{SnA!izimm1YYK%8zmerTF8`CfoOXUx^80M2h}qt>{NFgVi*t4>ABv zCqCLn-A>mn{68LoPz?s%Gu%qrns^k~%0H}?Bz2L4CCfb~4>`%Ur)0^Qv!6`h_&HxnU7oZ9 z3d!KT)WIdywP^~tz3tZs61fLINnTpIR=gr3iz?izX}fRK5U+8=>6A-SeG~^qUDkf( z(MaTbJ^s54Qxyr*gk!S@${)U+tIz&v_}!l=`)F*p3<~ z0Q3O|#izS2vK7Fl-`4L_UtAkh!lXTCuvzVAtu4XzIzvLO9*x%B#RiRWNlLKpt)Oop zGH(CwqDcSs+#&`i=(*h+$fK!eRxZ_+zxCm@cJJg>4AQHyv-iV-Tf0#Hv3F$-< zruxs@v-ce`SWr7i5rjBK8ux^RsOJXTPVyt7!vTJ=lj|ErVz;W)`|X2Fq-oftnAbMS zP@-y?WD1v2iBDF`{Z%_+xEyjRE>24R+Yoz&0>YV(^@)~-*-C|dez~TFX`-xs+bJV# z&-%Y}b$q9FkXP-XX*Ky*5)H_k_bgePmL;*T=8s=QMs8*CQ%u_vmP!~fH<;1neXtC; zo<*TU|EDMfCH@O`*i-XmF1(}(AE~}O;<04hzG<>$t(5NO{Ytm~nt4L+#M~)EOW0Nk zEI7pF?X}EtI*KVo2R|;kcyDtU^mYSeSZoh4j?%zt+x$9muqGR+nq=8N{=H;79P%fb zhgEmw?#5)ULqz4+m&ml((PP}_;X^teVUgQ+dOLE{XH%EAjs4~39Mfw>?%5iTTVw38 z+1$`)(FvCJW^Pl`gV)5IH)ItYG|w>Mwtoib!#5o}e1!*ONeMMACRF5Va!*P3WUD=Q zl~^%%D+8%W2?2t?88zkQgGSHHC_qj`R`==GTYN;{t!8*mP4?Wyr>EG=!N{EOcn%aM z?Zw129AbD==%b~cUW-3JF|eGg4HXzfxBQiX|9r9V}MMA5= z&3D+xidNUJw}*NAnQv@prf?5$FfeTf{}UMwFQ3pOlIK$MJqE=WRQ4eGX#ezK-&b<& z)=9l}z}y*|XmjntSIz5mStaO%yV@yY0zMB@K%#QGdQEZBr}8>zegUW?=G2$^*$w2{ zA?;=%QoAQP5@0O~elXX)U(eXx*mY)t=R@@5m{}q|9!;svM!O46^cEj{xs@p>P zlqdBsb%@IBtU0W)^Z1=;6W2?`n^!^C90~nB)r;2OMe#`M!% zWh~@rmjFJ!37NLPEJ{M1L4O01d1AstAFNBl0L6U_@k4y2aFo zDgFG)#yM-nDWm+K8Wi^}j%tip_*7{8S?cTDB=;k>E=EtX2X!owpUCh5Bgere3t`=J zsoXzUtpDa;{SSFFA12Qi2iE~SQ*d7Q#b3?P7n};GZ}C+ga*){}bM36vZuy_L{|%qW z@OextZv;@x7t9aUv|kr#2PTN_*~mZ5Z8@Fl`8K!1*N2!8Q{T z?QF3p9M_Vc20<0B+8*RIkJoJznP>#GwfTK^&w2u@u7Q1X*tiY7&j@N&;o5kEQNKLj z-KQw(l^$P()1kJC`_q@Q+9t|KGu|!fKG|@yfFH9*Z?$@8$Wqf@y1b~mWuLq)XD(d*5hxImG^WY z3x}N5LK=JpI0IBQNqUz>(cD^MCiq}o?41rG(p6+~!fWeM5ggFH!V+yd8_$H_Fl!{& zx=}sdKbzhV+L3z&2d#>iWZKvI6bZOEM)T;HB0a@F@xnHM(h?6P%&+gV%T>xKXSmn4 z89-^%Bq&e~3)B4m-83cxu3y9r{jPo6AB}+O&z=8%rSws}ftY2PTl7?ppHwveBFbtl z_Sty)t1>#ReaRA5Cu2oGISCE)E8XM2!(=g=u4uF&{PO*78L7ZMG9DVv-oN9f40>}h z;x`z?{l|emrkBDHnXrE=@wVt__N=LVoMu8;6oSA1)3V9Si7e9=++CZ)B!a!S>ra^- zd(VMETfT(wj9YS0DMlb3`DGHLp28sZ55;fnhZcdw$=0OEh4=QGjtq4!iH9X*H}nLx zN2Iq(Y6($m!aRfSy(w6-msTTFa`7G{cH9Kh1+>~t4jn8^qEEWoVrX4TBx4)^P1Xm? z{=BIhx5Fo0U&No#jy?>kouU^o7@l-e@vbN^JE*6scx!WKHjL{fiR&k*bekFMn;#8A z9U>J#=`{ic3UVzt8MbHjuTUitRv4QEdR|$?Sery1=$zr<*Y5C|vE~_M)OD11$y)?I=d;vOv|ihhX09!! z$sMV$unc@n$FF2_37rm$CP;BR#7b9qWmXeAOyRF@QL_& z?F-$#=Zmg1YUQ^3+B@UgIJ!DkUpc`0lJnGtE;VO+bKv{b(w{c}_Bh_gD-49b?>xJ@ zyIj@8`{Vga)qAHNv&U+MS$X;JTr1}T%H{FE!D5(LUV5HXCo3ocZlf=Wa+G}tMMQGZ zytJq!o6DshwLuoWEdTPHT5*Wm?NK(k4nP*_b8?}^$Rh>b>Bl({azNqjS@DHYi^QAL zg%z3q5hqa)wV=U8J?0-7HYLkITBMr9h85bDxgu2b$5PLsz5mRIov@%-Hqc$p=}APJ zvF>9D-7m7aHTpUkDOm=ktUwXQNQ;Z2>rg8`VcQWjfONzaBtkOLgaEEA*F619@3@p} zL)WA;&A>T28Te_eWL~YE>6MD2;-$913!% z&qGG6t3PPZ{N^&F9n zIr}D3;pt`1hn9=jcySVW^7LULtDL}SKnFX8Yb6H&#;BE@$*Bq&N*{kT)y$qh2i{)6 zv`s0Iwu8U#eRvvgJj9gDrMD=@^^{^T|4x4dfuvhi1-vz>x4X)aHLryRYFy1U+oSZ_ zd_0s6LP+wy9!}!E3oKajpgNh#Pm2=1zHIn-tbm=OO<*xh1DqBTnstIG|4z+4904kU ztMJiofJ}{8RN2U~F!pk-d5UQgH#i3Uu~T|3oivAKetA(CNS0s}g~r!)eF@Gaid_}9 zv|~2Pe#2ugZqUZ!E_!KyiRpOg{sG3k`v}A6dZ$Bpax(P#B(#l6uAi;}1ex~1)Q9P8 z;T0B3{8feFB7BInOyCg7c)hIW+7HjIunEW(To;eneGrtdOn9Otn$J4#L%_-7^oC)z zb(Efg01Q0MU?3th6YjxpHNgHyX;P2*$-Z?|zaftRhG*tV9|pDF#ktwe%O>d}Z?uFx zlG2?T_rgu}+)N>%EBMF1SnHtuakA;dtXTm3^ls`n5skPv7xF zA7v85^3qkd5C76$>>B8_K^fK~!8HrZcg!D z<0=I9M}3VHYjh$5aU9@xp zNB!%>iLMblu2_9F-bHR!9^oTKWIb||8Q)c>rSi)>g^Tz>jIez%pl-cm^HZ5v#q+lE zq#?@@LTH*KT<27wogXijqo=hyW@7$J_aDJl^|4o8jMg&|ri>JHjxb*2?`YYSe?n(Y zcjc@!mXDqH2jtVd@2i7Y>3oLw+EPQ*zxfcg%2i+13W48?;(FTng*wrAPdipBm5Fr& zkajuWW3ldf4j1aGH~;Gpc>mu;$FD2$*W~t#9l~!|G!<&0>JH^tKzibTlw0!hy{|-y z!cKA4jCCAb8IHEw^9`iAxb0J$3$Ch@m zLnGWN(JD*fGykr0lN~xD%`#02eNe)ruLS(osqmv!nJEP9PAz*Bd525qjPHv{X5H$x zyAbK4h5F!%DCZ=RfsguvW8dCoe<_Ro{F0D+$$Z7NU+`DiH;nmU-*VOc@9kP>qD3e9 z-Dh(V1{F1l9qu0pDH1loxi~8#0wUR|KXCxfC?@tz>K4u5y_2eYz!9#wGVS}dGnds8 zXpG|9jfc?~4ku3Xl=@HT*O}*nhyy>IKrMYlm7$g9+syU`a&4XeE?yxV(e1y4N&* zj5|hF2iT5ghimRhdl|As#rZumpS!EoV{`8ye_#bMo0xWx9|ZAlHLEi{z`PVGj7fc; zZJt_GWRUTJy=Fh2t?o*Q2kW)O7-7@Rl#xG(%ynDBWPJuI+ckuPP`c zj)~@K{h6kf>%=%@S`?Kx?gRMcRAbGY3#-ne7NtAh-Gt_pLSVRkk}OZ8d;Ea#BND8i z7Q4pT@MaF9Yg#bEwOwFvEnB>T(5SoCfS{6=iRB@xplO|=>fUKWYz?0!AJuMAu-ocx zKje@+iYG-x%8=9X{URHz8vBAyez%?WRV3H3GZ5^&Lj*CwxjyuG)DT6;NC)v0_eD3(Ej%A{Er@q5_f-+1^r_;&Z%t&OAnX*2u zJ{45p1oOHaS>0^Tx8fyB2dIK9g@fX}VxlTlW4=g{$Y`EuJ!wvBTAo{RX&6q553^hc zJtdWtnczc>5VbY-`lzQ&b>M5Xl#$kKCCPY*BBke^0Gm{?{t@eYtJvut&uyYbiX)PO z2aZJ8Uy+C`hb2<5bR+~9$ja=+M5`VY^gQ|@|0wFh;ZVB%M7Bw zk-H3Aq;t(dWHdo29^+lWa4rFw#0}`z52S`3n(?+zxQ3KF!G9aSF-S=axxwuqe417s zP81EXM(SoLCuB{vW9pN3P@b+v1B+;;w4M3xPb%b!y;62&=Cv%!LuEPp<0eN;|2?2w z!(^4AOdQB9l#8;STW`%f<3 zlW}J(n`MfqYLOzTa|L-lQ>_8>h~yCK%TJ0p?4?RifG?~UQN^ejp%+@9m`k_L--nZIB#_G3t0=r(-ESR}j_gvOKUGkb@5g_L)_*M!*1Ji6Ck zp@r3JA88zpDY;AfdO4K6cVam5{`|*=G0r`lqd^COH@>hXS^mZfkRCYk?+N9H9IZ-L z%|6cglNS0NO6S?fc^5cGskVJLKxsCz2kxq^UF5=8l1~zYpwF z_Zub^6vY}?fvq z@65e<;-{XV@0sIRwA~_HZwBkV4gHRJ_WXJgMwhO$VRtM6 zcS)!8Y#LkvWE7DZyCAvqt>Ia44RxWHv620Wzpi$HO#p9##@h5EU-~vr>Z^x7)VE;^TH%*NTz_vj{=MsjS?S<} zLrR5XXi$7L@#?&fSMNnKh3o)4&JVn^`5mS{)bU9gcQTSIdUncUS-1zJD4$-nI&JU~k&F!J7m&%==_#jfDU21;89|J(S6L zF&Fw;$bP}uo)=9%Gci`F-fN*g=xN6TWIht-cmGQOB}=dYaZ1{Fa6N=JrA`Sr4_0?k z?|dz$s%ta+-N6~tFIx4rN4uO*O(dWw&isA$NODy9L4YaVeLMH_M`7-IrYX?A zAV4tlb6A{uLCIc!&j%~|omm|ko-$rEhPqs=p%!}$vZEIMWzgJ*vP*qud-km5lrp$$ z7~N3%dP?N%d?0DL;p#V9W@Uk&YA{5KdAH5XO++$lob;QRS8ZlXElWpoMzXN=c{XS6 zUDG~=sYcHTvkn0roBP90JX%X1_Z>P^7d{L1+{_xOTGp=;RfnT~l-%@rNXFO3qww8v z4X1fsff0K($OFuD1;J_@p{bW~TzXJI75l|`NM1$t7ntD=M^7!I2_5H9xpct9T6U6t z)UD!s%>gv^LjK&Fs)c@znDNbc-$BS^`uANldqH`sPl>g(p*JQ{(vtr_`~RMUlZ{{e z!&*V#{v&)`+b6kT?s9#A8hoM_+7U_zH;>lzY{Edy&D%V<1LkS0m}SrWwZj z2#mG~0BaX#Eu>Q+dZbu$3EQvIZN>RN>U{RbF9z0sI*38PaLPZFbuQLhOdZ~ZvuwjpY@RhDVHH}SxSu@iT6)s zWO?Bt_dvxQ0FR(@;u3et{Pc_H$e_HYo3J-^zkK-k=>i*@^0W~{iCq>?ekJk&!c+oz zhr(%+b}^GjBvXQk=qT}cYSv1mbX2S=RE8hNfv(^Gt8G2f%?phy4B|bnsTYn5Dk?Ikq&PE%L_|vb2E_uSA_lU)9I#7BS=OgbY5u2yril4n;T$NmkiEN$@FY zYk=_Ut_HWukrf7caSo$XU8momM3AVWqCX{*LY|w%>lFqvDuR1Q_?S6pLCy9%T!oM{ z0fa~dQ{E7)ITG`&00{$jX=P<$%LwRok2b&(Rnc{gTcfgq!RUfcO=X>kEwbsP+-J-m zVR2mQuD`yjwGOCwj|qO4lb6V93DSlZ(r|p^r4zuKe>&$ke1sD9=(1c69?TNSXxd)N z^pgiHrJ11OG-oSe9Y1j03%j{ zo&;FGYp5z@OZAvJOm0*hb-~E?3|RRrwxy6!@2y=lOaU2RI!zCkz45luhb;CCe{}2ZfWAyTss3N5F z9Mzdb8i<$3VGT_L7*chbF~q}1RXGB{kXRYKRS-iYU?O~5H+KGUp8kx^Z=Y%rtb{4m zqc%DCS=uUrhwO$4(-{chU;oYOkeJ#1orK4#L)SBII-@ zS-Z&y1I7}08VFNv8lpu7)6rU`fEf-L0H3WW+W2e7y^d?U z(?!5+iPyzsi`Y`PdsX~aJ9lGXYy8IL{_g|e7cAyI$W*B`Bp!FBzk~7H*pL7CkNdR@ zVPIb%h6GHB4z$ykqP48{lZTCy42_%T{pIKX>JV))4sh$RF)%B}NNWrh! z_xh4GQxCc3>7d@qXf+7Cd_lX!5zT5tKY}n>N1hKLtA_bf@D$|SQ$D|$>73t|T@I54 zua?Nu#4{zt$3Iog4uf;TV66~*=URGr=@|^9ESHr7?g%B~AySH5K8%&m5!AASx0)UX zk4GeY@xVB%p1gwmXKTBJ439J9lY}0^YQHuq&s=6M8>vfDtAd};>Vi|816B$QKk{~o zaY+f2$j|ryOGHvdgX&X(kn9YMW6kO`o@hl7ss*Myx!o0UD#WqEgy+Cu6BI$!(5e#H z7TO~1!qet}ti6Io02uu&4Hc5YFyrSm8AZVWSmd^1Xce?2D2pRqgo$KIl#547K0sMV z#I;)E!k1Dyn4n!f7UxstQam0jWUQO@bJ|D)l2poyx5d`s1Ml$rzM=m3%*&O~yTm)=Ds{tMUBf?7j2_ z!5S<=x7PC>qf-jn^#$zG+)}kJI-NAs5oWz7Pb5nrSd$klQ5;oc;RAFiRv1#7d;k&P z+81%k#V3+Bw5)PD^?1XtWxKYJAhhy}e{KEZmrOBTnSPDwL=VnPoLHAesYxct2eu{7 z_zg>(nR}z>2a93-xKssI=iMEtw1{||sx#^3R;8^~w3UW1zyVzH8C3|G2sYq2w>x|= zyEzd`*DTYHT=GbDLei@XfC1PgjC-2Fh-eL-Q+2!JEX#^#y#PQGkOqWLlgrw*^6kpC z@|$FLpIndUgXTf@bR0ue2E{Vzb*s?VkthyM^ zP4oCgSp?ERREeZ6Pz9!k1Hgeqo+^(8}4q4<019l0< zR7oe8LNQ49+%b+h1hZR3oZ{|hgX*R4JLCh_XN)5b0H)A6!uLPr>ofLKKlM}oU#~b` zopK?|vMOWJ>Kgv5Ty>G3iN5dSj=cs-BWC7IU^mAzI zp+*j%qLoE8!r1yccH2xj=DuW#!kdOFP0aVQ-gTN_%u3W|ExRl$0V~}EaBAGjL>8py zsJtdPo$uJWEtxoexmMyCAEw;^VF1>nj!aBb{m|e?0nT!j(_`)El(}T1bxSbu@h9)I z>!-hDdN8a;KqV1W8a;6waSE(pMsIfqAX5B{`QC-3V_Ply?*&%WyNE4IaO)i7ANK!MA*0prn7O`iZ-y7B!rB^aHbH9$;!cC3!rj% zqRNRMvc9bCiUf$W5sAQ4#ddb#(_e||1{R4tJcX+A{41KJfs^%3O_uy1cwnU7oh6J^P`G3sr&%?H5`{P z`PLk&Os^U81r@dOGbveATLmF;CNf`@0CqWKJoPja=bP09WH5MsN33*8MCyVgQZQzt zh|tQAhy!PKRWVOgZalOUW~d+m?83<9_u%cPVg@q+a?yLVW=GhIxeDa$spQ0g1j_{q>kH8S5W^zyo}~e)kt3 zM?jC#R%TbE8JaedX5Or*N@{C!v)au%`i5f-k9PPRU_pg+M9lq)y}o234Q(Vi;UzZ4 z%GnjC%`N91(|h9WcJy{x8YBt^)?mZ8#ewIv3s50c)dH@Z>ex)9fy4}!47(+A;4`~y z5e`m-a@FOyl#b9(8@g!D@qcJRN+!OoNsY~oXLRPkY7jsPzPMeM9!kDupZ=0H2-4Nl zULtztyUD~!w9;x83^+$5b6L;pTm*AHNY|AnnVI$_>$fq3sPnZw=A|Ry7q`A^p8u5< zEQS0Tq+M~5*0yA&$|}xMMHnYS4LW1z&G-_<0j$!c6uH@FnL_QGp#b`| z1}ercJ*tEW274-`t)porW|xkMxvT|Lz^oE+KGy_*0VrgBYLFPfD$AO-);M95?GdQMbyX(Cl=f*m$0j{#Nw z|GC|Nol57yXZSZS4jI-)i4CBllL0{XE=wPt0}m53$0d3Gfh)IE{R&dmJ=)p-^FRNy zqSn9qtH07n&#hIWbQrnJeN$qQa;F3X>rx4hwTKl@BDbFA@25AX6^w;1VydV-z!I&_ zy4_&>=V`7%j#FSY%ORfCg;hi^V8~Iaf&kw&c*05v@3M%j834QV|EqtV!uq#=`?u<9 zvxkcVP)gwBS=Gha7_F&-F%}HcGY8t4q7t`T#YA=kI3~Bf|Jq@vX-asc|L})DU%Yg;B1?=y#Ot@ag`?<{U&&`&$*u%|6r8MHtN`o-r*aCJ z3_KZuDPhE;rPGVCNV`hoX<{5(a%pq2sC4c3<_vAt-QEpmRp@Edx}4gW%~0uHaWpFm zu*OA*5d;I3sQtkN>1!*_E?c+z-K_!I+KQiFl@5T< zDe@zEOwEzFxeYX!btGecIsw9L9pJm#Mi@B2e|MZP09n3g)m_p*>047wEuob|ab7 zBVmkt&ZWrxKzPc3$I|l*ujtd6hBx3yKlGbNrzBdSw-bbDnFl!0dtRI!BY=sd!M(TF zbZk`LhnW(u zZb$#A?@=VJpZ=Z9k3v8Dvp?(M%<8R^#^|!1n@+1vY)$cwR%HHiH?s7V7&5kazn1^0)gu0zRrmw2&p6??+l+vS0u8U;o8l{6z!w z>1D}#W54~0dODwl()nDUnBw0Z&W}`8Fmj1GPR&o~fAmLxzxf;gIWGTzKAp;mGnkw)RPjg3YYRVT>onk* zpEJ&9@8;vuYDD?Kavitl#jlKRMK8t#JlCo}OXo|UGhak*>yxBl@>;Mp2r!rtxVcl}kVM42KKyybAN;`|{L(M|5<-!zA?_6!|Cn>Ekpu5Y-UQzsLbQ`- zcM7$GL8SE63bPyQ5C8BFeaU|2XMV=5?+$Bp8u4de{ktsvaObig=ka7`G;f;*N?0Q6 z(b{f7l8kPqoST~%@BOT|e*z3sUH8*J{^LLX{LlaV@BjYq4_}IRu?V)#E^?8l!Bnn+ zY$nO0wk9;Cs2){hPLOp|HXTT{Ti@0ov)fd#}iat#b7E**;qJB zFYfHJX2q9Fwswp~7n}j)QbIiCR({s$^drb~HN$`Z_kaKG-~R32`@P>YYF{-*9zrQ0 zaVo87Ra)tcd1`YeGVw4?vIdj)()9khqzQvnC}cdk`-{K$3xCAz(0})Lf0r<(Yb~2V zJn#+VdE%3r?DVgN$Wz#gB>g$o$cHSq-Ns9{5vAE5V6b2KgaYIlZ~o?Q;xEyfi7?$U4t`GS z9GC0@&mxhAH^Grn7cfiV%*2T?6RUJLn~9x&tNcIz)1NC!_e$jZ;hsqPJ7Vc&?Itmb zdY96P*Y(z^N{L!Xs*Wn#mfhHDWG$%D`FhxU3CeY`RNC-D=C41>8XmZ~Bj&i=)C5%LN7~fXB zt9Dz9M50i%f+8+++AUIWTS%k?ID>v1pDnX(3y&?45n>o^K>(3M@&1P=U4pGsewXkW zKwZQv7@$XKF9Zy>(E4sM->?$Fj~fGuPmke(b6|e zEmeHa$ao@=0C#G(e85;AKPy8bo(1b%mSU?29@SscucTxwel@-pu+z^q0H#d}JLNTk z5X5RYb~C*wYHn+G0wPSqvs}n_6_PH(X%tpl%c6mOIF2FTD$XwxVd}*yD;RRV2ynp- ztwS+nj-bYsmIcPbrzF~xTV3Y2D@Ap9JVwz0xvVL>?3q&U);sL8)G}CIJh$xPVbQiK zL;%g!NTei8Aw0EUUFigXp{m)|F2%F@;^&N$6IHNOVPHqxn{#4fXg;k)AYBIIqZRM6 zwL)sKy5QJSNbj6e?C}#r45_Mw2&>=xc8ertyHyYN1Q#zcVHLf_U%v?;amvi0LsGk& z5LLOH+sd~;Gs6&hO_c(ZFpiYTlalg3P8wFe^^R8}jXDO&b}NgU5!Jl0LC+ck&p=WY$7>>C9tb%k;oVH7-Fd zGz4sdtZC37mvxSttrS}@@MJWBNKTFSe~^LzCSGDxt%A1Bi{$ZloVLhlYbj$B2WWs+ zbMTXm9}%p4GDr&SHi&tpH)jkmt(^S2lVUP*txSn4|Amjc%K! zho4&ftZA(4&pKcEl98Tz;z-n?SC1DE=_F7J8;t+}AOJ~3K~%a-x-H^hSh5U}HO-vO z%VktLM7}JJ%aeBPnagKSC8|`hvC2&kNsXzIfgzKtV!jm*6Sul#lYQ%a`~JBEL&(-6 zAAalEyO9xYH*%7im`k^gId~WQ8#4c5jsLigkD1rEcn!)eeYBC(MS94#OOF8puM0?i zm?7J(eN~i0)x9;0OLt-46(2Bv1;zHKkvnCzDuJ_RIr(i(%;GCyiw0-Z8o=6J(PO!p zoNwCu|JDRRu5yWQ)SeJLwmcgmXrH&Gd$I0pLr?X%%P5zz~4KL}FtESm}Y} zES+E108HE^c>yAkk|W4b2(lo;1eYt=1gK>xmm&^;IdUo8NSgy0@X4<}Q@NCT*AXVy%4Au)RE2>RxAm^}I<>&X z>#JGuLn>O_${$b6E}0(tp-1o4)monouMPtj#1^Mom8%hc>257lFyhkPW*)i{)fKS? zECR0(lfqoqW2O0=CIj;nh5?T%#MGuW{dkPAd)w`e;i&woefmqLP~+xwv|e`pIY0GgT&GS8Vw%E@YYH3i3_%hKq@CvO0;|qLMsCUpiNwmpCNI{I50|A!fwp)Od?Z-FJ3tq%p%fb zJJ2_HDKK{N_jL3^0gRl~01hevS5|AF3Oq`ttt|4?;oR67pMEQ1CMFfn=Qc<(Xw)PGY5x1M9 zz@7^v3QBhnuiEcR7%3iP&jpxEFb_gJz^E`3g_ZAp;r|54m&}jAWa*hiyBr2%b*XKm={eV-N%j2~ z)LxC%n-LpU9m=(32nH(G0khI$u!`8i1BL-!EykZU&8njc44JUzD?ONaRwOo&nzDjr z0I0@R(YC-C{WNe=(kM_FOS3ASFsh^r8lzpWVB{ilCm=ngkguS_$Zu0H~Z4I*Ir1Gt`dAxjF950BnFtxa@9e8U~9&Q5vK-3ILkXGIa^yh=67J z)|`TnOi@8jDLAi$*B|c)ijV=rug#lx-a9M-2-~e$;``lK+{_7{$wh_J7B*(fS|Oz! zW&eVQ?|MHNsUiiYx{y-%NODA&2+W2b*cv|vM$y_KJ4<=H%>jvEB5#Z5S({q?jzEJ> zmc#I8NJ@-NZkn&UZ)1c3DA#aIED}LQYt~vLn2}(x@)xW`@wV&=CO~=sTgXYR1$eMk zELrAE?^L6F+IKmv@d_;;10=d_@kT^BZ;)K~t3JL2C z0>2SN>+*Tzf=I0Rt$`b~Dh&9UQZG?~wFLuNr#I>NFgulcS=W`LoT-kaMp6>36vM>e z6%21{<`PCBcLwX*qh)sts+0i0t7vqNqu)iW46SkDkH<|`u0O2vvg>^(5_4=RbfDN6 zhjQAIfx%cHH>)OW%@hK*&S)c`p!69MwZ!cbP$51O$7YKFJW9K?vTg>B6kS;H+tr1w zU>LAjF+>HgiFPzr4o?M5MJa|x`uFOE96#NP%f(?QFqqv9IHzJFn};F1yc)f ziyQ{>XciAoPgP`bFvv=+h=+yR>WQ0stJeXN{s|YiS(ydIy7ULhG*OGnr z&mzS=Ml&PE+Mr;YL-^VcAQE$rg9fvX=IFR>VyNrY63LIbLLw9HJMFda&{eCf(b=QBP5b)n6INUE5AyWS`3MHMN@Kr6-b zNOtCS6+{bAk7zSlNXBCq=F9e#FIlw>$gSxu>0RkZNWGEbA=H3X=QM@!CIW-$@N~{$ z@Tee}R$ao^B&QQK#HMK+!O&vpl`TtLIrHkhED=EbOz2veR$Gddm$VzEPwI_ zZ;RAO;N{*QEzZAg70EO-gzyp-1ttu@09`f*TTI*=$FZ^)nn`0>@3n8MtPiU=fF7%& z1jn3BRXYxj0m$m~16Xwp$*HuyGzHnsuum5r_nX|bxkM$mfe03t)dwJcdH}Q_SKNvj zN##gF0wBw3E1tCmmQmR0R0S;zJmzv;=8wcB&Wa|4WZXx6&3TNi%W!UidB zjaiDBAY`0wTKLL^#K~dlM3{K-tXl1sNLyP9W$)I{IZ9VTt-uJ0fwziOonKMs=tgow zTDz-LB1_6v&eN(c(m`NL020-it!kwt0a_pr5M9(O41;g ziNL47EI|>N2BMHlRFEV&3+7PNf(%wg>G4Q}uWq%H0dKbM2bX9E5U<&ScEMC}8#A?B zmV(Wol!K>7A~qJSxCpzGIJYIIRU&eaze@nCEW6bW1~b{n1w(RD(hpLENe39d#`Vt8 zyIorif%9ei^p}h#riaes_4C#JA3-|w!_f~IjESVurQO!Xr^!A)#v~4=J&xYYIx0v$ zYf_lOaK_wWz@w6D%XAuC19JQk#s(iI*)9=6B6mn+SW_;GFP#8>bzMpiA7LE@Xg6(D zdETs$04g#*LYJ)~^z>0t&MqT^9<@*<(hwBV=Kd>c7{JUBULu(40F{u7!Im3Kq7k{v z`JAW{37jx$$v{~8TENNdvI;4IoB>-Kk*%4CEoO$w!O$iv+isd`&`JgdQYCJrq$a=? z0jA_fA}tGs1eVCh#^SN+B7@8kM3P`xn0w@!5163cEF}Fdk-OBw)*@ZuTljJ9lI6;o{T< zo{2%omsN?RTA4VL(llhzQ_vbfq(mzj$%brq&58p6E2LTG2GbY84a%+*iRD@=B$3(5 z7Uy7-Te@8^QuV8--1M{y2_SB@B`Dn(nVEPN1Yuh3%B@hU#Gj^+O91+{lM;;xB5|2i zm-MiNb%Rw4rjwFxmoQ4!jxFZW3SdnzT8Z_QusRi_#GzYz%vDiWMGlNO20uDrQ;0A{ zIddfDnL-oS7^k_|Wqd(Y9$gM*jt7H} z(^-mekaXX`H$f|r1eDJ2v(Xu=3m}~VB%V``wp6r=V6Gh^Wwq9nmC0SdviMTeqEk`Y zVA7Do&j|^p5L(K$U^sR&xs4@xXc2lZ02`nnfGm!9<@iznaN2T9_4}M(<1lMhQ4Btc ze%Ij;jMjr81&MUVsUs^ZP7=;6ettUFk&2G26I3q0v4?3IiaxEaSI_U)V!7c7pwPiF zdg@v&{sfSHwB8qiRm#&yVg#c#6WYA)tx97PuaK2NZpA-&;)=#o?-%}hR>5e17qkur zX+Xmiwl;C&SD$ek<3&3A+V)Tnv z3P81#i%p@9+irTSc98&Bsp{x^OQ6Ca9$_WqW@Xh&w|Ws(AYr7pidPPpgVU&)DvSf* zTvXw-ro0|)nT*r)jL?rkiQ%QFB1^np!V5N7GVpkjLROSoNV}@z)N=B~-S+T|18?gH zeg7z+O5_0enM;x+GMr@Rq&y72-~rtqED&OjTtsz9oY;WtNF*mJ{`av@f5{Xhi{;dq zc~QeWCmtS`)D!A#7^EJIl_LmdB3cDDeQ#Ko0N$tAFvA$Am5)ajGXmyR5N_qzLMUCX z!NJH9kyykrfFWdp=g{u&Ucl}iLDe0qphyCcR2`3q)uo^o;6*BGbs5--EdcNgfHoR{ z8EqmQ08T5XPR)%GGv|tZ36tfk+kS zk0h%uUz}edoD~wZ#YbKtH-GnrxLO-gY-JTUPmU}p#59TsDG?U|&=eA-`C#=JEl#iu zK(1Ym6|x>-9F`Ieg)k4MOUz&Zehlql>=M{khwf!4%Vjq}{0@;RBuhG~j0RbJ_{}-x z@KY<1Fp)Gvs_4>d5&psM0AbT1BNt z3-EpH(_bJ#VDLhXumPq0uXfBgT#rPe&wXpks#wshv}A35tS;mO?J%+QeH|7 zDMyQw*=prLGKq_D5@3~R7vU2Sr#O*OQ6&qQs*c`eFeIEzP?l8|gEs+dHwI+G0SMEC z0Rmg`%;8| zigelWVZ(rsqXmUrYSyh)X)^2r<1c;v&an%|8iKe85>!jEOGD+r%C!a%&s@s-vVG-C zW*llO*%VBcEPn4Slck$tXXBsFw@ac+{YWt{yY3#ateXR%`I~x5^p#*31dq!1>w^GsU@*oPF<#Sl zQ@IWJ!1(oRD<#QGyjmL|r!kVGmRaHCKuX8c&>9gi6U3%2W?8miSUeK(TLGFpOnL|d zvoZ|gU>v(l7IQg^s!KkLQ$+hx60C|i>v>P16`K^hgqf=6Lfte219T|@Q2U-BNG7q4 zuBbCE#+RscVAW|r;)a)qAC*fo5ZY22#ys5szCbP^Z6Se_g2$sOQ3|9>TbvHpB@#D` zKWg^okwU=E9n2i4g5i|7S;@@+RIEqH6l#r<1OpI8B;~PL@jx=UrSkzKstZ5~HYMs^ zI+CnL%Cg33p6S8dNWZpz`b(D324qH_B`2{lk<}nNMPD-JNSp`V-97Gx{&iPRvOW<8 zmgtddY6!IlUsv_~tYXV$VhoOjZ0#}tBr0)h5o@O_Xv8iXG=M@KjMZ*c8a-j`miqQP z5SZ57dHscxI{*V7XQl+l%J6rJYO$E@GMD)Ejv0w95hL>UH;sk{rZk>L)HAR2%&s6K zhH)fTR9#&#jtEByyHX$tR)s@@xQF3+hpFg*R4-_~Oy@1%NmYvsY<3%awdD3_xkETg z!xW)Jk2J7SmMBZQm4R7d@CTqUlg{!1l!nnYSeG0C$}iKm@0k?*ZIP4}u?63h0B|yF ztU^{*niXVJa!Z%O#Ao6#DYwN(tz%Z0-lIyqyIZwArHn%6v_p zuTY%PYX8W(25&^%X4`mOLIzO1aw0HRCRn^I5vmlTAsL$whp7&4<%4O5aa_W;A`u~` zDuS#;swM`kUeX*mg{acj+)T!CM-%o$ZC}7p5j7q*S=}I%E!#IYbF|TIlA)-}Cct~G9XW)BElp~moWQ$<171&xX*~}e`p)=yROa`@R zS8*ETGRQ1iyGd%dNiN-Py;$Snlo)<%Bn{te6C;IYCNAQVqbUj_v?bAsQ}2QirZCO` z;&Pd-|Hs_Dtm?Kb)gI?OgO{V?Wh;VOuqc+T_y*z=TJr%cC<@jriHM*es3_hqaIoz8 zW&Xdf&A!G|j&p1aCknA6BU`k%WcJ?29BZw)*_@KF`gEdk=7!l6`4=P~y zffy#F?5jbPf?HziXhgxVZIQ~3r%Dj=cM5iiSj?yHcjcC(tqVD7%+9^5u6|D8>6QX5 z*_9EJoz!*XeNIVgfjp&SM~jN*mUjLi60BWX7x$LE{#wq}V+&GXB!~0$T2(=7ZM)$3|*JJ>SV$`@;q6XFS2q$gP#IhU9Fdrf| zL!j*S>uu)KzSjb0)1bl596u|c`I4=N<>oOvXJ8`UwhUbnhJKVwbPI0~K489NzGuzX z>_Rf|)OMrc5l(aRmc$X(el`WL1GEtvI_Y*aR%!r16SO&s|@~?S9nP~ zj{1VBT1$D!GpTg^*kFPIRBhq4fE@Fk&Ff)PgM({U;muzx?Pxj?gtgO%*Z`(Ps+O+z z+E+G!C`Pbq#wnJcK@-bHL}O573=ASXDKAW^83=`|(6>PfqkzHClz2*{Fi0fWL^ZK; zJ+)o<3ZO}ehCkIj?m%D}F?a15mieo>$)HkzdQ4KOw58O;u=B_T>^N+B0R0xEEwkFV zw9F|>o^%Jz-xeMcr!7vED+cXt;@o7V=HaYtA$9`?4e6jeKD3diD+3!aK|-%E zyOP>XHwtVK;$$=yQCff`?2yShLou6~pPMs(HP0e;e z0c3$8%LTxRP!`3w-#mUk0C3&?TAW7~00j_+3V|78YiYIvC|eeJ)1^}bk8qVhdfrr9 zodDQYOj&41+!0B*0RO5@HEvOQJ|NLLUw+Hz-=i2povvRpE1w) z=B!ke=q>@qgFy0#PGbb)nIM-s04JLSwrm$k9hbh#=;t0$LP{+up61Cz z?DAlMDG@EHC4sk0I3Yki4Tuk$0H+v*3`zhU)!U2)NEqN5rP4e zYAD2(U)MJo|AK2j-J1gmDG*QR(j;l3empp7Qajn4!cEU42|E}n>2yRdTowRJyGm+H zY~gmrZU_Ku$b|ir$l-}f-l+4x_(L+vsIUOQ82}i%hlZv{OJyi8!P)iTR0)BB7k(Q( ze>p?pGy$k2%rNu~I!*#i&kx^HuIdLME#-x@M3Pp6)9=UAegtXwx&xlXFAAqXyA^*b zczmAQv=hRo^ z0NTtCP|GR=U}KXDhR5p(jDH^wR0IZq$k^z3;Dsv>K%!di-NYXrn`e?!VCl+bml145 zLdr{e)cG3%X0pJT?UL-Muzer|P$#FZ37eRengyzd69xdklWLyYL1+u+Fuq?CVZcr` zS8A=7bv0LsO|h|^#P?=Ol+7TJhC>i)xw%;i1Os4%!N%a>uO3?(u`C@Y4`J|3G$>YK z2|MIT{}>&fbH-On0Uwf9mz1y`*^@G6mdglv9|z{n`p_v{CM@CWySG?oB% zqw3Qbp3^Rpn9qS-!LJzFuD(6oA9h{NGX_r(9y%dG`jQN=L>Zo!(q75$)f2ArT zK|4Z5OIluFx~fXVpNuLtNGT9%3KE8g1Y>~NRgCMm$54f30sDUBGhZ?_HNHly4i%`9 zG`KuE=`Cia8VjtGFu?Jv9=QMjAOJ~3K~%4Kygz0*^WcZ^SmJS(NJyiBxp|I41rXtA z8A#+3$PQ0Gr7S$kZoV{IltcmncnD0D+sfbs=rItY0Db~#t9r5>SYzQNv0>&Uc6-=# z+RH^pcqB?z1B2ggfq3+VP&nz1a@ytZmI(1!3dwJ&BugT&H(GB@T1bO}frL>~fjnsQ z+nRjvgrUV&UPz6Ym9M^~6aYN58Z5g8r3NT4C#@=VR$Ji8-YdRbQHk|ztUOux14w5# zn~oNk0b{EkgN-dJyZitM9lkFoETjgzwJx?_}wOu?T zVc6~T=~5`B0jh*#gOw%YgT19)Bt40}H*FCl#z+IuH7H|9TFv})9){YQj9Xz`DrwiN z0FpR@t_{tGml{8$z_jI4MAb4RwzTqKF6HZwR+hakkd}4C7Tz`55B?FZ3wiNi6B3WI>(}$vLC`&c{7nW@ zh>Q%HGXZn%@Uj4K@<_o}3{5JJQF#Vp6cbCaB)_5AV%HZfon0g&RC#q)o}@ga`HWwb zq>5=bhNvnDAqmD9tWtRp+Rab~iJW1JA5T=zSm6W)z#-BFI+w0NH3$*QCOeUMXbb`w z>hCzD#y}Vj*H!5^2MlungGXh6ve3v!Yj?9UuE@jF1c1~F17=5GorM4Zvq`p$6)8$c zSIBEYk!q-5TP9FFu_4JQBMp=Ali9Y)#mN>ZBU(Kgf~x{)0z}g00Lj=5u`~xr-*`@~ zxv@BvYHQQjf!g9kD;;O2!v^LI-;z#jz0LE#qh*f@Eh=*$3|sYu6Q1y}RW2#v0SFTb zT~jJ2mSE!?IHN7QEu^&xT6=~Nd)MAd z?M0G7VjS z3KoIqBPQ31S-AE)+LZ4CrZFrfNOGVoM6S<-1Mb+J1qpttF5uyD;RmX^rm9nidg`Z` zcvCr>&{+8ePy&_z`0;((d+&g;P42>Ay;pRJ+i)CTB1hW16$UeDNX>GVO=sz!So8{y9eR+ogB4C1_4FANu_%OnDh32LsI> zoE&le=6fAnOJ*rXz9n_yy!W7VMhUYpD*dLZD5*DTyy?|f6@lQ6x!wsqMxKgN099mn z#%b9aD;_clN7ElhJcnlzuzD%exjSsDX^eQ7XVU@N9{EE(fF!ON9)-e z_|v0}Z-m`X$nu*i!P#-VucC|g28pr(ZP?solBf{#!qLUv^~K%InZx$d%)>TP3x13Z z6-;&r!ELORp(>L@!$J{3WJU+ZP>*^8ZQeDiu#>4hU)^_IL&h+-t^R|5xuu{6hf1e* z&#{OxWu=94`BC}N%aHofO!tWfM9U{9VuSDjhI)gA;=vo~4y%0zI7vA`J@;C;px5?Z92$t_F`dj%#3TLU~ssrtgn87 z0S#!CumUAYRN|!;)p?wHX*2cCr{S>xSb=^oR$RyZi-V}Rxx;?DaAW~x6bUfV&%ym6 z#3Rt&fXDTm3#L%AMA3Rt->i>DChnL!L24h2))b+Dy`Kl`0d$VDQdnvn7 zo+UL%C)CS^t}AVmLND#&_k?I~8kuwN(L;HU({J9k|K5IvN{l_jTwDTU{Kb=GiN{H! zy9|X0!asCr)@SI`ma9^*GTIi`bF>Ic#`So-xh?{X%%u>fY7a0~yw{?Rz^1qQpx`RT zaZq^n^p!;WM(a zxZZethkIY=I{3A#qQ?|1h8I7ZbPJ*+u6L01f(3+;G**2_ARr#`(8ME%bw5sbL5Y~- zx&^zj(}bU@A?Jdqj4>gDOkg6?wLMVoYp`vpw!8CKZ^fE>tHu?+b#$i~F>C$FEK4Uf zP$rHUo6^!jS|I+j?y_WH{n4xFwT+#H`gkWpRm3Su>mXqtZ)TpY8UYATS~d6Ez@1a@ z*OUG}5-Lib6Xn&B*x;g397 zbs)uQF(%<~CosZWdU4)ZZ_edNjI_hp_Q(?cLbGi@Vr3-5kl5TH^+xZo89MznQQFE@ z1-D@$iH;2KD4UnhtE~(h_vRCoT+Lzx$TJ@Xo=QB$b4??hPjHDN$y|1TE}*G>ZXW{V z?dYP^`FAc=7fKL5*_!JnlxtP6i9Y?4J$p`8E1WrUsZg_`a+v+e(!nZ)<9A$J)l)!s z>Oee>G1R?vN|AvJpzJE`^3dJ4fs<08gOgr!w8=+x3Kv@W{gvd`&yUfDNGlCuT}$*1H^0H`~4OEmIHuezlWvQNKe+lKODp|#`9fgQ6b6FW)hRAqA*@(xh1}eC`Nh*z;?3rz)Ap{;FDE{~ zng;j`aBzFwI@!x~wSz;icf-a|biyB)u{E65LKVSdDnbl7G-Hs7lZ`7NJ zoOuCg*POzKP5={=1gN0N>qdBlZTsz_nyQNiam*K?OTO?Dc)&7o6G2rxO=_cxHY-Jk z3hvta8ZeHVw-a++^|aHkKinl!G2njcg^p~ybk|Wtn}M^e+2m6Eq)0Vm znl=N~@&KfCm0)G>KCX`-rZuHL*M!p12aZ1I;Kq0wGuN>aTHR-IG3*WrOZ{X?j`szh zgVWedR!en`7HzX}Iv}AiKPjB)%E!MY{4IROiG`K3c~rzDK9%(iE=#QzrMO;4$_wQE zWxBrCqlimy3?rCNJ0=nFHjPy{E!dsveZE8Y@1M-t^%Y1bKy_pyDcL=gFH?QMz)2>J z#2eW0yc^-v?c<6yIZj2{YQjJPgUcRM$ywGAOMqY8tjl`EkFv`iC0y<#Ke2cdS2coT z<)5Z?)Z^c2Em$Y1J)gdS8QPp0ELf&gKdy|Tk9o~ zDo9DiASGipAskT|7Sq#9%S4u9PcvywviJhf!haPA3#IUb9&@aD&=`0O9iSLidEsF@ zaMxIfETdW!%JuLKpJb+W809N9`w!gf-hc0>s-4PElV_%d*;5Inj}xo^736l=W0wgI zh3fjh(LlxPjt?cQd;h)?+0TmIdfG_wD_=C$UBgl~0pJ1G6~Cco!qutxUiJBj6_-11 z3HvJ&hq9Q#^0Jti+%6vh`eL){H4Yk7%f3{-cKcxwNZqvq66WBO&Bw0`p!)T|J_vxB ztJO6Qr1)3Z;ZHB?1(0n$Mo*k2T$Po&pzxOHI zMbL~)*y7}HSQxp(+il?BcJ}p*aAF|PFtImHH<=YmAK<*IQlr7|VMn#%RznJWHh?=r z5??_$-e$JC^;|-MA=sctbd8$Fm#Akexdz?Dsl+Mu{*V<9v_czNTu#9hjG3Hq!zf@+ zjz@oC;7iZv(vxs+18JW&3{*CH`fUR3OfwZJE}lh=R5Do(ope(LfYRxJWT9F*jAO!? zYTrNPh?f2(l~PG0T5vy$<%H|$cS}V`aG{Y&&YPUa6;bB4MJ$1$7~nHHXc&&U+z}A85-;p*!FBu8M__YT!Qov0)uEjkT~gl$GLFOPu{>v=mG? zru5Dc9|ZitBULgZo+}#O9o>vL%bF;2;xWc?Wkky6JF%J;<6z0|v zmSO6OCt=pnUHa+YsHUG$Q<CA2dK)5}8Q#EL47Z5_hM%i&eo zLlmYB@QT^~R)|>^dAW8;&&}Ml_5qaP=uQ1Rr@;ioOaRQs)Ef3U-AFCmX>@>C$Ed-+ z8(V@c4tpk-lkULMp#1K>UbEM6=9&eY|BC7uxb`#F=2ITmBIth9;A#2SnDMRl>-6mq zhBINU5pklm;jk}vV+rPJIe_%YR49og8W*rKRq8ffJp%_b3^bTY>&+|EkvudH$Wm{1 zuRpce%^Ea|Evfb?ZX^KCyr6&EZ6)tr7isDQty|OX(ZD|~UB|EEz}SH=;|UZHE_`b- zcNX~JE?vR^7DfU*vdO1jSq65NMUlk!1)0)zi&947-b&%ugw^0QHDCX91J{ic#CwB;GXhHDx!p4(> zbt~2vXq6XK0vhqY7&E6YD|6PC>e^^G51Y|HalB{#U*?;VRHIng)7pK!C^k+iQQe;H zv}!8abTs23ZnEpv|57YaxJ-myw2+9>dQqD!^}tAZ3IjU>cg-+5UD`v9C2E6NbQJ!*)z+EaL7q5#XFk0>)dyb+x9GXr~J=cl~*$19TD=|L&CfPOkLCF97j?rO2gf6L8^nhVlJE~GXU%y$g-e1<>#WC)n%;< zPjN!X`X}_)v_6wF5m#^;89J22(onHFSzFC&dbBFIXC7FzbY%5^Bkim+p_cZ@7JQ~P7jRmmji$GO#Shhny_S40uM~(Pm1ot z-!NLe%3X@uaSUK!tjXpe2#uo>PcA7Q(WLulNB$U8ow-1uhHD$k*|ndWir`kH5)|(L zjr2_goN846&~RYQMOj;-N|vf#V9vbg`dw63(k=dkhc>yz(>iBBJCHS5`;zJ0kzf}B zQ}1AgXu$XRBmKEhDm*)l1ll%%$XS_jTbq{sB#&x>4wV6eroLySDYUAj^_J>hQT*a^ z4(Foe;`N*aX4)KcgvG&sdDBT!sdY`SgoS639~5X+&lvRyy)0#&zW9g!W!tx(+9eoB ziDk=uJ|;S8XglPV$y%ApY?(0R#+RLHgl6qKdV$^ap$dAwi0S1u(S-Z%s&`8ph|4aa zJYg75GkXtnwG?XuI7S(qQ{s8kmq#{rBlgL)pVGaLXEp5Q@5&o{n&I+&m1#IQ4GPQq z2qiT)fWx#m;AOhzrr2{vJQ?{q@-Wm13@&S{`$2y*M~PS`JjnSG=N(W6zHeza0KdG}wbpVmWJ z75e@HX{i6w{K{DOhe694$1LcH#|c2fhcIzxR(#n&(hMYQLAmbs^Ko}0r3Txd9d}JV z_*X~-4sXZ0UBRY0UzGi7p!<{@Qw4&KV6twkmuoaT3@0&5M%5^#D21Y%HiRBJ`T0|Z zC3UG4knszy^F5lpw8;%XYiVttD4gezEul!Xr_Ky#A>~_6GRG(bVyEs}4!ACcCz1G?{;~n zUR+;w`_LR~f!jq2%br}^+%$b7g6_*5MV#R883rv@gyN6H`v>0D2b!Y6ADTB*i4O9@&rPvp1=?V;TFX zlg+XX%c*Fum^V+BA%5V$^WdpEXfG#npkg>MX;zQ*80@MxKEJ@ol3*xk-dp@e#9xr!RKH^0d;Xe{y3_|DOUlA^QpS0YbI zDC1Vg>HDWGseixj>wCt3U}9{RM>E`=(^OIcp?=>-tJ9zJJ3~Ceqz-B^VEq+)dDfTu z!Z{4VOYuf+BZ-5%7llg+P`m!!zK-7*pC7p(fG4RFIRi3a$4zcRLPF$72500V!#Liv zEDCQ;QiTqB<+-*r^SgHl&9ELkLA(`$NorxDT}I7$6Z* z0hg(q4JxO8T>^PbuhX<}V2i|ZbioE3nf)f7S?V$v#D-#jYV?NHJVUMHVw-6MX7xzq z;_pq2838ee$gJ{lJm)pDw1p6+9;dQG4Xfmw9uT!yo%_(V05>*h709UBpAi+KpX~Nv zHF6ocp`zA7Y%EaB=~ONylx<+I{izz`0qslEkUxRV{wHC#NZV|vo6J0<^5A2V&OUMZ z4@vb+OB{a|`7Vx2?7PZ!T&4$IwB4iYBtkSF`^U$6wOd>-Bu>G|k0*r($Ig_X#zJ!K zcC8A?xE^E`cM{mI=Y%I}->=+$v71I+kTfs!C1fln#;Ap_1Ofx-!q+4En!nxkE#*F1H}V0dH}NZ#asnh- z*SJyFeypRGf!BFiUUp^!yA&@Taw&A%4?GJ*VMd4I>i9vUvYZbDNnzP=!WzOBe>%Hv zIvMM6lxyYQyD_~)m2!*j&=DO5qpe6xAOq4gOrJio84GANWySLAmHI;2qsCG=#~gtyqb{u4M)?eVnv zR-v|*wq5I{NY1t!MXZ&pMhC8@ZrU_(eaI44? zns=OJpxi-8Fh-}nIv2s`+IKL-rDcm+d9_%5Iy3e!!rxr45r5KRJ%*y$KYY`Xm^Rxq z%xxi6AcrckQPEp*MyTw8RMiITO`>0~2;_e+F)cEPefL@7 zv%|k)1q*pGdaUTO2)DmY@5K-DJr3#62_&~uJJf<7BKx2OofCPJW7L+le~iM+^{!GI zxSQX1mt#O*4Y}8QN=NR}W4ymtwlc%ki4-!`KFz{&l&p%sIJoP>R5a9WJg(8TbQXYm zHHXmPhnZmZM5uX%Ich`v#6T9-%r8b^oSaPB`kFLwxk61Enj`wTB5GTT{ZrQuVxR(g zbSQfN(I~h<{EBG6kA}C)34~f2xo!gK`aiX9 zoxc=6RbgT!Tv*o}oi@=}eP51o*0!XnBD~IfRqqbBY;HVt7uyX$J&rJwPq>PDdVmgN zRrRg+HJTnOwx^2YcLBJgtw4x-Is9?eKG}FnB>ypCuGHje1`pF?&beV!8N+IX;*$kb zjca}Ls4YKPJqKt_E_(iLH?F3>l;w1#;eODzdJzIn(?CV#C;6-4|G5Cz7_9>9Eci#& z2i>bGzkGwY1&2(>Zs2pGpdA4xw za>|OSrUpbL=nHBL1$UfRt;y0KG5`K%k%oG%eBT~9FZj8YN-2oz40Zc}>NOX?^Q%WC zjf;3jcjJd@Xem!PxAANM0huWpfhV$3QfCehc+>(T1%9b^v)|+TqVtDdI8!E%j3z>{ zB=^p2LignLq(JaB_>%LUTc4C>o&0K|rBWAA^0QBYn#JY30E)8FOjhrgr3iP(i^XO$$EeooS^EKE6c;1H&c*06Jd^jp3X@?;3; zG}t)XN6S8)7WPE=zjtv5@24>OGlxI`8OJW_7vovy(;1)c!p zNgMeED~5K6*Zq}RVBF1kp-_&{>NCy2I~w5WH%EUB$uW^<{5_NThxr*Qq|6Z%SDTbi zMSn63mx;mezENd|^_a69rO>-~B{uYpB^naz8ua+6c}yn(Eo1$@Qch&vTy@uWcE(Xh z51QOS6#Ooe_xLQp^OmJ4~mWS4AO*ty=Fms)%DV$k?(q#xv4ds1fg}%Ea6yu0h9k;H{+>AN z7XPQ5d}xO`>AIWj{&(}0Z0gpf3wV*r4`W(WEA4qvF^j1*7a&r6w(!8cH5_{KBQB39 z`Y8!I+xuy~2hC8ipn1}9rJ)esaq2mOI^$ec*BZ|spis5h&(y&WsTyi91#W?4HBux^ z9WpPru52wUplGXUik9jvwd{j3FlSLQ2BzD>&&g1Q1$@sGNv{_+?I)VJA_T4q&cNd9w>uKiSL8c_)JG%z+W4e21H{Ah(L`!zR7et7#y zHP5YU&F6-?Sc#QUm5@W3m@;O`+>$alAe!_H^2_F&>0M5;)g@iJx9V;<(Y=u&V-%v_ z((fy)TPm&U`sNRmmRHS5$@4e7Kl2WFy#E{XwOt!z!u!It2N13#k|feL3udDcMo zdZ)bGR}q`}N~tYlws+Xg`gD|P&Akh$LFdubRXjsC9Dl^j4Zcq8oPjJfNanDXiiuS$ zh#;<2_s<@WGq(Y0UK_m0KYjalc;m3>6CX&MbGOG?^rQWqO8fkaJLg5zgzwz?ZaMo~ zqesa28t>`xy7XK1NEEk6>sU=ODq-gNEB^K!r-RWKj#+}(nS}_m_fIPQUee0Pw z)GFJ0Y4JW)JvobQ^8M`Dm~*Ru`cDB><^cGRB zq7ZG5%vi32_PyK1e&(xW=95yQA0kJ#Z(WsNG8y^*z5R6+0%o#k&6!wet==0-6zPfk zkoGxlV?&6#KM9FZZs{l&qTb)!dnt-ClGYE%aUN`QDqn(=;@Oe+D+Cz^q{JbDIh+?j ztGf<+rgWe8T(mnfAImbaJ+2D}w!BcD!yK2501m=|O=-)U&j){eV`$o-`$Y`D-gh64 zwTcQztDqd3!T#g4@lT@Bn`a=Ss9|DNk<{}e+C7R!sYZ~@;FbsIYlLd6NZ`z2)T73& zxm#E~IBEVABDESgI~Cv)O1P#W^b0MaP<2vyFZ%VILdR)J9onDE`pIQKdEcSzDWP&W zjuC4<-ybvMb@5pG7yM;?n&GD^Ec?`Kex{RT=j1MvspFlW*Nz! zKM~=lk5uHapYhfIBkR}7F9UrnABuOd+SlM)h(u?P^@ggjkz+sQ2p+VVY;@i3bwLux zfp|GAvgynGfnQB1vG{;#N~vC>o?nbXhu$&Mxsk&K+45#a_gfLAQ=;eW`8*N)8!p{u zA602y&|AtvW~TzdD|c_wx>8UKanw;i+-nn=Wh??p!h13+s4miyafM{qE$_)4)E!#< zQTvT_tT1^{GC@S+-g8GJObp>~MB~S9Gj@PW-XU$R#!>oy@Qyvq)fzAKy^e;F#NQCL zw`Un+)H)`o+xuyGhJ~Mpzeq_5yvL@3fH z^^t>*3dyUNO5{?%YvA#aVi?Qo{-W!)sWxy_bB|r8~-Xg5K zXyBPf)AdP#J-L2RJt^7n%y)2ir2IGwLa;*Dw~*j|`jF10h(K^OAyF!vc}Z$L<`0+y z(Cge$p(kJAIqu;x0Oyz%zEMc)n9D3Z91~^rGowM(V$6)hTvA`kjV!kE@H?XIN>5I= z0=;iJvG?->lKJx3*)W#jok3_@o2lPh)`|T7`_pf?xJ|-esJ)ea>ZJ*J$5P5yJK&<* zl)DV6wSWT_=pkb*AjeCC4r~j$;3PBK8d^rqtsf{~2uUBu!~0&@SWasYDEF|^P&&MB zKPfVI>JtXPfXWhfNw3M;4PxN8h<24RQL_|8)!vp`38BxB35L?zx9*?Gt*Pia+gop~ zUi)b;(#qo0tY*3xQ(WRE72Y8JLGHT$FW&6c*wQyL?Ls6MiIx|7m+kjd0f zuh^x*Zu;2YetUV!!;i8^$J^8@R`EE#o!%zDyB)=&%$ZOtWr2Gpo5<>9iY~3`HMATn z+pp;I!C2#Vh{`yE=OB}$;R!v6-JZ%!VK)3!{j|neRpzb5HKckCWak0rHsFT3pn6pp`TYhs@ctP0gY-kKVY*C& zP;|FFQRsr*PMR|}(A=4s5zc|>wNcWJkZ+u{k1r}w=F>8;BGjZVA8vVeGE z_5#sZ{@S%P+BWi23Be%?LqQ5;$-o%BR0A#wJznrT`zo7+UavHSLqn(5{lCI3Jay1) zQSS zFc^>`0{@z-S!%E(VCI*vvRIcq!LD_DEo}5*QzlGkl7%hzpxYO8_ueYKV|bts)XtZg zC3}-SdyhYoWQ#02At%_Q%19;*?Ns{>Z3CT0Q>IU+HQHHG_y0WOq{e_$#U%axM#9*n zRR!T{Ax4<>gW%k%K4C?4@7)Udo(i1ML6*UBo#Ms(BN^_Ak5pb%cEm2)HCvpd6#pWP z(Vop$BUyrEOP@*z9Y-zG43@JG=@;?2mA0R<&_pY$8G$3yavu=#e~%v!V|#IMSjm&Q z`1{lVguy-wTZmE&CqJMx_oA#<=|NZUt0voBl1?g9xg+MeV31MS--x#--(|Nw5qgo^ zAhJi6F`J#gi}Et3jXxPn=Nd z_xZ_Y!tMkGrXaiq9(S+uuw&CuC?!|k+F5I7*-@GBbikt~MX6U=)kfDZGN#sMiJdx{ ze$f6+MG1ajS{@jf8{<^q!7sHXQ(2Nn{h{BpCD@f@aidBhW=+r9s-hf&xUdXSt$Kxh zAoQS5`Rwm@wxRhVB{gbwiY}2K4xRgkKSs}**$Jv^2sPKmr|h`e!7ngdvkUP2axpmu z)r{IC(-AaL$MkFUta2l&2*X;EsNE#)MCBBQJbl*1)_RQH7#Y3qq=28SSF4&+)Xw+L*?_?~vBW|d_V5xQ^y z`diOd4G0FylLt;I*r%37wDy~=JZxb8@Y!?zNoLs=R|gtv^|a~QZ`1W*54m{cy;Cx# z-_=2`LLH~5LY||Jvt9>pRgfUBY-G-h;mfiv37%Psx^(Er(jjMh*!3uQjrV6qgIPem z7NYk&d(XkLfsVV?@qrt$^F<|)xv%(zF0+aPl zfJMB2nylsPDnRz?*Nx};#}oexXTW6=?ENR^i0@^84eqP^UjTl#tBG^IrU+|9P**BZp@U6gLKf|fswgqe23VyK6c`CDYXB| zjK^IcDJr_X@-Ga>Mf($Scz#0(KfH|+je{Hi6FI|qf}5-)sVjc>#i6?e6C)+p8S;3O zN6fjEgfIPJ@4^e!hWybSf{`-N&mgL3Ex>AV5p+1DIp?nH<(sn%o#!h3b9SP;-d@n7 zo9m)koP{3zuPFnP9yGsraepa!hxelzw^h=1`nVuU44H86fydrEtH2J|;&B0!=}iMN z$|eD#uHAK?&+df>BB%tDz@#Vg-9;n8R7{+tdi;Hl=z?<1q)*^D9i{7VElxYbg3g* zGBIvO<`5d9p>LCAiLZu*8@x}c`TE@DO6V?wE}{f$Pa$70@9ej!#pKBtS;$gkQ4LMT zI44UFz8~64wHiy0$~KunC0{u$7oN@fTILoo{>sMRdVh6>vSstVs7N4;*cs%NUADaJ zqZO~SNwcRZ2kSz=(hMv>e=72raE>stm<5&lPBmpm^C&Y-wg~s32tLyK*+Cp(*G@YA zDmi{sc{FuF?)6b<5l1?#aeYZkiixH+)A$6{*?7oAto(2>)0rZI)WeC z6;my;KZ|FB>C929WvKL`C6pn$x zxt^7lI7=R*M(P}TohrWy14FHfvNz7VD@nR*uzkW~e5bdQN_n~g8jCenpg=_Jo;2p@ zO<)rXX%FCTW0)DpNJhDKKB_QX!yl$iq=}_!>dvETjM^Y0`zSuzkmxWGc(1x};6@p1 zt6z@wQ=NIQ(jde1_Zt_;`~Vy^38Tug6wAF&q)Or&f2LDMr>gVgtou7zf!8>=$MwMX zOXEhg160IbEfbpngDkS1Vxx56;NMEe-D$D8$uV4<7MG9Dw2dcWtUHm+ONE~}c210- z93kgT=ZZ@~(cjnKezvjJ)ic4^s+XWzduept(_?>7vi81F+1dC&G1frN0B3D+FgiF} zY*Lwv5Ht~Bov3+Ua-^B}qjk`#hlcFYbUr4|l*lX4&I*m+5ENP2B1kVD=0h<5x=y;^ zaAjA}W$rYoU$}uF#g85`X~658m=AFC{VG|2N!>u1b4J{R$uObA`eByr{&gbUup8`J@7JzgmTL(7bLYD zA17%cV%eg;TDSof0$u=X>1bui!piS?3(yTElF42!vG@;);E5WA4tfl?#Mz!)R4O** zJ*_V3@bH9WfxjCwDC~=aqh(K2=D@tj4*DCWMD{U|BbVX1*!()tgTxpZZ1xE#0+zDB z_wT((m%^sh-WLbth^Jfy^B9jqm{E$geLSt?tKavw&E7aHlZ({eK^++jCeWGdL425z4)`+aI1~r}<7huS`PFsL7_CS!ENB0T z1%jdk0G_yBV_jo^LyIIDlR$n_f-?v?Jjj#BU$(vbjVbR5?l7}yZ#WO9lGo?xVxU$7 z%K{9RqV&GadJji4S0mv*Ye?sHoO=R7Jqi#hcdG~fkKyt0o!bt|pU^11$@~HiV|j`m z0570~W+`)HX5KvR)$IoYr*@NGjRS^rfc({b6=uh0jq7O z*1pFt9x)@=^Vhw9MLx)Eyxw}zOrUohlQBgpr7MvVxltu%MB`Gv#|5gT9363<@Yy`6 z?GSsPWNYAl(2$*2jaJ!5?l>7tphOuXNGNt+5WGanCL4jVt|n3)rw;rm$88-_Uj0!g zO@zPZSX(w8`;;SwNAR(Sdy|Pz4pd@?n@9oonCm+SF^LCZ8cC_v zvTJUo*ms4{6Ds#Ir2+Fz(R#+{1lKhhJ-ScT>Cz4a@b{gFj<9@=(S|bQj^T{5XA#?O zpK_y=li5QX9HO^__8(ZBLi@Y7fW50ev;*3w*>&FjI4nKR;11EHPu=#T&vY{XM(sza zlZN@&d=~jf^ip)KDe8xafy^n!G!wevEOL2Zf5;ZqM-BvSpu2tCea4V|0uiZU)g^y_ z{HuLUP)8MW)pS4fe5AheQQb>AZnAm|y)yn#h6UEIoq-P%p7=k`^IMT2<6dii!Ak-X ziLPzLQf5|F(9m{uCy?Ql*BvLHg|5|ulm*!%j9PmAV8;lGBBkxOD~~Rg^+{K>1jwgU zTUjmiRfu6-p4yQDB^OyWQD;28HROJ6Sdu!lsm`D3!}GvBlG9lVYa7BkpO&Pg>+_`s z75_7irxpV58quKo1z2XFr}%@cQfgR5QNoLLC_A?q+!9fh>%-J8{4sEK{OjOY0c^;a zB(dnI&t}A62?E3OM!=50>RI^JIhE%aQ%<8AfDzrPS`4AwkhO5XCm?BI)s^6}*RuOa*8#7woW5fZmfNh2 z#O1@&RJdeE5n(@J@#A_!5xG&(H-r;Oqqxc{zVCf-y9GyHy`KD}5tl($JRct{$1WKr z#Lv<3*JYuy0u%HGW|U6t03WFS#RD)X&n1w<;~p;FLUy}!Ai)AN+;jH;)`$gO6UxWT z%d+){cOzBFS=qVIn-X)FNZ#cWK=kdC_kwpd?6(9BjEb6k0J7pm+%qF(5$J|FUM6&q zkiJy9k{jD(W;v{jIW+jB_D)acHT0A5+kxNqd**Kt5k17LyDEnk`SNMY@+e;d)=EVj zWJUGhB9L6lBW~N=16J=Bm00)F4b@^HC&uOh^bxrXxw_95DZLN$>9=T)wGHWXEA?qEAjBBjHh=ZXqTsh4pBr`@ zGCN6^^WcLK_FrG+-?h!}CEj2YX*$a6GwgHZKr)}4GyDTK9Jo`uD#o_Wdx@|KuL)>x z?;o2H?D4Nx{<=4>wZu>_j9IOZcV5y|;Z`g?+2%xVd*AipSw5T8ec;F43OHmZBY4N@ zK0n04)}Up%Mp0hoH4(kFa*b{l@&|3lzQ>f?ZYS)}Unqk4(}%Ch!muX9Vqfi-yWe_u zvs5>vUB{$>M(I8Uo7JFtL{(@RiYFpZe#xsrOFEa(z}RIddGfZh>n|VCfqaTL>o$I` zo@?Vz(*rmN90Viu9MwL4RUsr;7bIF^aU|N1FG+vMbob+C`Nz$DCe^~lmkT*nk~bq5 zf_oeKU0Np#pP2%mZ#M_^Ow`?t2-@c+g z+q0}|7L%9^{r2{mG}ttl7L72f_;YkUaddqaGp2Sb5ppJRi#PJ}FO!_%z2;@?>WaQj z*Llw9*?D0Lf7mjjy-e_N%Ny4lYRPSlW627{qwUN5(EkohC@7>SOgcYD?-&f$&a(b< zm9GY}b<4cd%7bU3ZspiaZ9P7}4T8y1qDCKD*$I)}(-yZSk8VlN3X8j0^VilV!4dlZ zzWxpC&VP8rN#Pg2OFWIe%x~c54BB;?=5}AxbMj-gb?Yda9{7c~dg1a~9b8bpNR!!z z5;%7I7vWUr6zGlnTzAshKhyN^?vgBo$Dh%7bIL4sdHi^9R(s?t>G0)h{#hLG`n!FG zsTx^StHDwE7h_}0(czT@2R$4=F+BbA#d}U(I*fDvV}zc(5VQN}FrnlmQ8CHg8uM+B zWN~;P+HnlW&T0n2~`}?LSJ5-iJrc`oZ+_Z z(EO#->U{b!zu$mH-i2a$uxHv_W5 z_u*r2&tB5q%tPfbyyfS4r`vsl2~|4(wV%8*G(Q*e`PsvAXn(rKTE9U@>dlnJSJc-o zBp24?v)*J(8w!)l?>dv|TIc@szc8V={7YaHu}q?q9KrMhhR~t5eUwKDYh1&r?%n@$ z0cKO{Pnt+SBr~z#A(L02zI$`XxGr9F94?$m^FyEcz|1HlKHojAIQ@%{Hs3Lq0 zp2P+aEA%FR{;8*(D6l%2DWI1LSP%seiu?||ypQp6yBG$9oSTLi3#Bjf2GE3`hzd}# z7h??NL_xf~z26MK`i=Pbw!Dt`a$RuafafesaJzDJlb8Rk>*DhfeXi!;h$#7}YzPuv zVcjUJO`)tUu1lXk;ql6~+KM#h<>I+w#$Tv#qdXZ_9f#ti zPLU$xt)DX(+$Z)vVodxK>!Qr}6Rbwu9k5U&1` zisJj!CD4~Byn9g_^lxp>-DAzj)%z0m?xUTyfpmm*gw)J(3}z>c{xQ*VO;GTeM956k zb+hfi=3pAM1|qxgOZOMrFsl2DSuGBwE99_QFLM|qx{Er(lhOvueyJMRTvFg0s3p3+ zOuWO&-G9)R&uE$tLyZv9kU~(;F!Ua=_>Lo>iRxB z3&_!V3L1aO@kWGtf4RrdALr*I))bD!8ek$na?4$tx~I6fo$Bd7h$`MVSQhEjf)2DbrM!Ql~{WKjb?!JR#Gy@i%TwFx11T znLfkK5r9bVM-SewV8-&qN4+!4A+1IaAox@Q4&FT13)T<5W$Dr@rF73E`DOPWCnak` zYvoe|bpni5mO^iINNkPg6cY38Gyy5^WvmBCo+-y@ zt{lF&OB1>U*R3t+RCvtMwl1>h{fs$=vmb$K^RJIp*ov(wmWdd$(S5`1`3XhVu*h}L zz`{Ye9kSGVBi(eaQ3Yk}T?(OO)H<+-Xue;HoWY_&8OfDk(+_Y{{R8mS}+)RSUVo!doW69Loczy_=X|6nN_mWIB-wUL`a#=;Cy-LpL`J#?7G7*gT@{y{4#2Mk0wb32 zJO#-!U0WZJ0c`OrCX$jqV?Sqq^OtN>Q+m}nm|n*|W_u$m*RCtulW$TDOZASVgQUe; z_UzS|!9n_l`Fiykqy6B6>N!(UiQzUE=@Nrbn**x`Hi^8v?3NqZ=H8U)Nb3xs`J%gs3Nd9>@1fr@Vz%;W#amXH!z#&d%NA?~?dQr5{=PLt)diD~sW{ zV5ED(z))=D6##6`U7l_W|1I;yP*UM;PQ@=!EU~P+D&)bB%JoxKe`AXxl}h;SnkT~k zT-Yz-kThge>_{@$oX7zb^S;8T7#>^I5N()ht_yg%NOQ=EO_avfvy3%ji$_#`f4cHp zCPlh+wVz+QF6u~XP}lzC0pm20_h?I9Y#j;dLS~>M&#q@j;%(s3P6|=H9?{}Y>Wfoq zyJRHsrx7}9f`?~F;3OygcAT@wW*|4=&SFLrvx`&9aYFK|s^K%@;U{61BBv!zy5023 zwndhj9gmKP)bN2}h*8{#^X)M}v<%2F^s@%G5QHmf2BdKbgsIMvTgGPV4)v%Gi+)B4 zS@FQ4o;C9j84*I7Vcq>#^;CTL{}i+0|DVPuzhuo3yFv|mm(OF9fKbO$*vyD2%7`vGrU-ZDFf2PoU%8j?}UGegSPbWh%Krq`Q9g-VmC$% z_(@6ax;z+Y%vvzO7yv8<=Je9!Z?K{W654J~9d&Qj<^!O%%IoK<9`C>kvxHX|&Kjig z09@`vTZ-{3tcOL2S0wQ8Dgg^QSRb%nrb75j0jy5l(aMOE{Tv{qetmBJ)?~jYRIQq2 zQCQQ9!4gS_0u!@u+v_{?{%h563UBf-88oR=1+-jkID4+Kb;R|k9pruvR-03^Bx;b| zOt3|Whv3Y>p9skhcBb}SxzVo=!vJU%PZ%}AAWMW9EsYtUO4QSwJFKWM#1C`%zPzBS zVuTD-TQ((_+H{)2Eo)>wDybq1%wJXXNJ{C6vh=jt62#EUrL6GQPOjHMcci*BB(+>T zlN$fhbL?`0@d_ zUm>e1Ot9HHh!{|bqh*aK!3HIQ`6)FFnD|L}i^;c&OV3G($d&(U!6mcBh*6q=jIS1) z(q3);_JP0S$NE$VYHAfDSzT0-6t`BC7-IqJ!_)6fF12qC=Ikx$jNmaC2m#jaQa+Kk zW&|)KzG41KRr31E3aVvSN+PARrtNi%A1$LZ*=GcgAH0BJZqjRsr&HqtTZ5scvlo50 zirWS`1{i{gF#(ROh71owiGRPP<^IecUa;R9O{3nE5s!|5%@7rSA8adM#7O0;&d_$# zCWFY*6JX83Mi`6JHw@u^sddD*vIfuu{^Kh!dVI(zf{F#)Tc$9Ept)1NS@I=6t zlFrikPEK|DVFdXEs9s$`H;NgOO?;!X>-}p>`sAh1%51SDadwL!$54Y3Yq{>oV_IlM zLQFoMsO%r%q;@7fKwxX9MgSS8M2O@_G&=oyyZKsp&Gil?5&$g6IuoZy ziOSUizay}A;&}LWSG}1-+IpToDuZfhBsByuxwe3Pv=}y95`7Z9$N88UXVXx^v`NLo zug6xfkZ2hnAXpKrqT(D|F-L*{XVb%-?=$1slo;(QA%Pkh=^-Mq|3%@ zZ40N}jHI3vm(`NX0;i|Gwj$wIF_;LGm1B(xGb0{(yCii3OD7vrWLcc5s0)zsr$1q> zka2Qg@F47gmDn&5!mKZskd=S|W+K3)3%X2?qR}R!t#WOdn}{q7yY?KoB+;0> zi@gGT{N4Q?MHAE#v)gN>Rb1y0^4&M8up-rp)5?@{w|TC5NIE2|lzcZLLMKNLYpa3c zSJX-mh5eBWosL$JHvH;trgHhw-kbc_-%3!WGmF2(qwjs^l}nY1NRab6RadbWQ%|Pf zPCV@%bvngOj5hyz!!EyP31JnRwk_68Q&GxQQ4T(HDX4CS0bY8OX{|4-OS^CE`De5o ziR}VJ;!+C18%s)>vsIhSkoi$jQm(9if6}rs3hquwJlV3$s?r=v(x5IUzX@0sDyW2$ zwcg@q;Wvb(5L}8~v;Y;dnoLb~xVGp=*i<>>@u?yMMkCXo=4y>IRm~i~OSxKGyuQNo z8HPFh2BLJ;*M<9^sa`wcvK)FZsk8ymkAVP@PJs-@&)Hh(%5`(5#H`BoDWbvM=y_3; zgWL?Y1Bs{Z)au@V_rpqt0gs|OWq96q=a1W-1fS8+=yKLt zm)%hS1msspA`;AzlZrfAiCPnHINdOmQ#D(an2|qek-LNu4+$n0|7^Sjm}WRsy&u1noPwn~o^rUR8F-PviR$OK41F1YF<@YZB->@u9mgOpy&b$S%P zhm4IWM2}#!8ke5WDbD%YKK_!a&D0}HGrHoqq|6ZS-F4oEFvN8?)Y9$!Jd;nYZDC;Z z4W%(fa_Zd^ZLO%fMuW=WR@x;JFao?^(!+1uQdlY7sWAP(=&|&z?Q`n^4v8v4D@k~? ztF*2{%FJT&w} zE(b}iwRP(p0L@+^l(1o6;-+jF_2d2XjL&=cv;NW zTf+Hg6ObF&C4ZQe5J93k28Ytk(+fcmOgYmyKi9nfzv+?NLMZq4dY&3x@NHE>QFyth z;cE@h?iKr5Cf+s9Xpd)~So5vHU^ z8Zuf))!n}3Zj?R1qfJ#{_=?g{M_?t!X*YvM%huHRMWmY^RRB2MPhN=r!&U#)s()Q1 z0%NPudHxOATh&{J@s-Br-X$K`WtydkC$$xZnFH92Lc6RZa9O!}0k$>SIUzd*C2HT6 zy3A#{)dGgJMyqZWB{mS30L<3dOrytDJFNLr!f}c1D86^R6|*&FTWIAPk%!#4e12Gu zI$8|CiuSmw%a>)zssz~tyzNkcBSJ%NM8Ml z6O)<7o8$E}qTGVO34jzK(hJ>}j8jAla%(d^ZjYu)HUqG$9LJg}ev)kA@d5k8AO7G! z@^zhf#-~3?(WQ zq4W|B2Z{8R14AXtR=17EpSgK(iip=jN3aJ+FeT|!A{eSlR0Y4ry?;!SDll1{5#@=u zCP19SVkR;xOKF_8T+T$`T~?G6rYDZ17`D5_Po0myWa%Kz-D#BWd;f8J56Sa*=p)4l zdSZJKxU5^ddZ508G|gs*T$VViLooNNSzGaoo79=*eY;sZp71p<(Iw{af}|#6KgGyu z7g$jM!uVzJnK*vs#5*|=*17gh;oDNqec-ji&@%jNiAV1H=j%k`ms?#Cbqzs}7`&T$ zs1k!mQAoG1w{tHVjhMMYFskUz78oi)j$rp_{}#%f>XOkZ1!o;42HyPXsVOpaB**|z zxs-yLpK@XprK*a4IbeQ4v8vU1$%=m~LUl7#;(UZwR6Qr;5m49SY7x@ z>Ew&ZGGv5~uMn*=usmQMd-J7*L4rrg<*KQG3>e&?_^CwJMmM( zK?}@BYnKD>PqTf-RFP$ufidM2(lP_9MEt;D3TcOC4l2Ht-^+mmEaDPadiM#D&jyu% zWRMhcl!h0tA_rcCaRf04f;DYf3Rzv!z)zJ(oFbV>Bp4VfB*21^VBm;klw-(5kl0Ng zB!`|-#5s^s%+qb@e*mGIvlP9v?i@Fd>T(TM3TC-3H6`A|*wayIbph;l5FCP=fGraP zZZhJKGYX|NQZgC>Ov(qg#mMMh?fw^mU)MNGl*{-4i3bxQAPuI<7R5k>{za#Fu= zzWI{TVOZV~?s%Uue-_c3;);L$Ad|Aj>Nw%`saq1k40Ihjsx`J@)n2EySETo&NK=kk zUAe%Hyt7odDMSU#RA;5+n6-0)4EEgOOF8FrjSqHM?or7C=*hRb#Gn`VWikjTu`Ke+ z1=~s6;!`5saPTnm^foaW41&hO-0N1|AyK05oL|~{K?|Y>cv(;0&L-Ibt2-j zq;nEXMx53w>h*Pp2}TbvKN49k6Hj)vTmrNLNMSB<(o6;;7CqVp_%NJy& za3o^zWil>7Ep*U+J*F3`R&%KaS{B+1*Y^&q&d``T3|3rbf4JO2!nKgf^A$) z%qk^=!MqefiB=JWTHsS+ZsgSxnn-F0%0dE@&Zn;qJ@XpVC#Rvn+l8q~gOg=a z&B7nM^*5n?(xd>}btjoZgLXE7@u#8EFpUo(=9jFS-laI}PR&nAhcvuPJQS*{mZDxL zZs;9@c5Kn+{lcl)&Lbs)*lMs{5p}zn5XyDl4&JU{zFU?~Bf@XRAi`0l_G9SLqL7&Y zDliypj#n@%q6C;KavOq6%zEL7G)z9zIP2hC)`daANVk$Ix5=zQTe6fOwKk<-o;7pn z&KE7b`$rcXS$>JMcJ$pa@eAhQ!O&$zRS~qRtJB8CN3IHTKWzD-xF5OX;)#T#gq5LE z)Z`6{gI{;RcnbC(2^gs@QoWw665$oqtV<-a6vfZK#IGg6E>uM5nD|m48J}9#kQ<;& zV2LhaoRJrzL8)a*BH|9TF*YkfS>i4k+D?`vS<%9zFi9?rNL_eql7M?i1!du^YfZs} zF^^enCf_Jr3blP zX1s=`agh`PBf*9w4OY1#tpI`HiTBcGb&(QmrmD2h2YD`8nge{de*7g4iUz4?J989;iOptNp#^(6p2L?0Z-pk^c0gS`Bnurv2qqQ4Pk}6vD z=G*2|Y0yTkQOH_#m@MUXl}6IN;-_p8 zVAdJeFB$G65w9%~RggeZ$n>rRJ+jbptRj#e4C7)P$N-6~3p_62t#)1Vr!Zd}SUH9^ z2OCb8$i3Nh4aTQ1ky7k3%pCztPW;wprG0E@jY6B9BVWJS9(5fdw8c=!T^&&YCiE`0J;WtgE1nlE(P&KD_x>XiTuoEC&DqM zsLW7Nxy?-wn;;&AAQ?Z|%d&Mkxuyh6TPZXyrj{+a4VEuU+{#x7*!<<9sUt%MmO?NL zPP_070A9Ly6X_qB> zL9aC_EDfBdL<5Wx?x;p>tH}_iT(C6r?RL|`WG>w;0JcBtC+O1ilAeL1Lt6lX|mnFFUnR_TN>zCw2EB8=S9U7CqP!D`lJDYnL`&~5!J zawGTd@QL-1cdOXq^bPPCqYBarOg6Jyx*$D`y>gH=CZkIVGj$wb7f#V42m4g(0xf4B0hy9@bj`SMFfUskoG6ya038;g_Z zBF?F|p3#T{>&KR3h>9<0pr$Een%0>49y!SF67gzne4IF)kdqiWJa7X=i_KOBKU112 zF9ix2yscJomXg6R0Epw4r8NSOOG$q%z=(sTleUx(Nva4K9xHxSMf?$#Dt>Mi6hWeW zwR}q`RK-j@T2^f3sv^afh?PlElmn&~7=T??6%K$O&=@u{YAr%*%B{9&vr4=Kub&WY zxm3a$Ip1M5fh1``A|pfGii)8U>^C7<%~Mg5Op=}kZj05a6kD|^$X7R=OBcidPlm2t zwxuG!A@9^s36fz}0Cww6A_3HH6kt_HUQq(NEo~`xR9*`y5x(?}54lSfjYT=Tt%6dR zErwhP0=(;;i+g~h5KH`D|N2+@ar&Pi@oOmAc(i~=E(!JS7V2*aS@GC~L4p}ZA>Fy; z*uqQ|qe_GrL4KELIU=?)06hEmKz2o}7{HQ&pTlbH(w{#|*!jXQrE*p#1&rCvSJWln zE*@$#L&!`ZvkTl1oFGT_g5t3iuJ) z`eeK8Y@DmxMck#{C~kd@fG^lg`N$2Fd6@enSNEJFZ}j`Q-(dg%AOJ~3K~!eMj8Y+4 z%uwXQcj^jZsE~Lg18Z3Lmxz!&Kh85H0vk6Z3`-b7=CXJl(Nj|}3F~xQMbwp*BQcoE z%w@6_)s7%==grrPb>)1+Y-s_xEe~q<1k9CrgyG51G7-j+SQjzy#qnU+>rzLMDYTn| zoCR*k80rpy#UEZ=b;9t-LP(hTaF{K*)_Zj4r$VM*D~uI*wZL$ySc=u9T_up)Wqj6_ zq8e$2BKq=7GJaK*z)yx#?oT5-Vr;!ftch`>Duk+ONN?t8@Sv3`>T#4Q?{>>k$vi2|VbmZPh5`Loq^V^$m7zS)2 z+LwhN3Bro@u+U&K^ssc+W5HTL-Y$S$3{}CvH?d$=Mk*L3kW5560oI-ck<}V3q&R2k zXJq$fnlQVup>mY!dSDrHMsT@$OrA?f)|PZO{;J@ofgvQXuC08Lw$fl#MNwu8hL~AZ z#Ld}>K#EWzOCb(3E=OQuvce-_vTy-M@2y^jE5m|_mfMdNgLhfn z?JihuB}|8-*Z}Zd`9YKPw>gHWVzY>UdcCOT^Fk z2w{Q&s17Oa8K4SD-B~H`1^|GU4r7%fQE(OWVbX?;oqG4pYZsL*fVOC0cCDzGLRB#w z9Z_OSgp3|P2i*t2>n0>Z19ZvoQ)Ldo;z(-HiU&zlIm*F^*K$n}BdDV*=PZ2b#n+A? z8-qe#A5Ouo&irvG^BrP+j4{AVcj@Cqq;l?9KjB&ZW@fE-dU}cbk}(V}Ro6HehvBIs z^WhVW@G5%UKYX1EwsIJ?a`7_`C7W>aPPgxVaaN^>6+_b-Mpgra#K{-2TU?Ng{G4_H zSoc+@X6;14WYMNCBV~#jOQr4Bg>*gxuBbHw9u*kDZV9)C(wSZ5L_)@64O}_9j9-e@ z9F|!nsrlQ*Tq8K)(UL75w)7YFzw0(KufklZU(uwtg?VR z(?&HDIZvzL4Iu?f60i>nh329pq7Z( zmfdcJV0^P<1;OanUMVm|1o>clnHqkU2 zHbAseRQFWuZa^yzpb)SLSW$@!vU+ieR&EBy+*n>oEJ6UVnafNH2d92z?JiW2NF}5I zkQ9$#k#^Un+>w+;Dyxc=TIQ%YBuAm}(Y7nTUM2&K-zC4&N^o3y_4_-qj@wKGrCUAN z*?9x~^PfI-%y-3DbZSKD!H^{w8xjo9nb>0R1T&7yMyL0N!x1T7(63E>byQT&7&{l= zGbv3wDn5+w6DKhQ_j8^WL=-KZe&)v%3QfaSvobW601h5XY~g1ekX<~wyMsJ$z_>oSJGA{^vk3O&u1LTN6Aux>)Z@EZ4s zQ3aVo44f6>C@rhit_YJZMNlpVm&q{a9$q9Okk*V3%z!11fse{1K>Tu%c-=WZ5!E|Q zJT4>2-=!27YqV)=U8DoGvWmWxU7e^j()-7t0vHtIi_8$xkR%l);wi`%iMA=JRd>m_ z#m{>O09}KJmxA zZ41AiHE#sUfi2w@C14!Jft1UKF*v)}#IuV!OCz%d;6>mC*S~TQ7nEzw=P(h?x(}?V zFw=u49|-`wRV1gZ=PF*0Zl)|ww2i2A%#e6oR-!~z!rStK(&SElAi&dmp_^oC<|})-~$%cn3LX|9YuI)VLH3w7Ky*5tsfprmvl^2tC?S z5;-wApC%4$t7!uy=Babt;Zd$%x%xmV&G>>oW6JsPM1sMV6kAsOsze3g$b6sFN{o2p zrC(o7SUMPk7tvtMHNuyrij|?_V=Gcq;x6Ti@8(&9_;`ksS7GcKs6ogOy(-M+$HeJtB-# z8~{~TiL2r)Qp5o`kP-!5)+0&oMsFS>B{n@6DXYa{Rgo((n4pv*nw`mo*(Dz)4VA7? z`uR>!oR!t;GR324EOjj+1W%VDK=u zn0O|L*7NTh=H=xbr;wuJ1EkO@9hf|ZpP|ApZdb~XZ~Al6#R+KF79WG6?qe2b_m+4m z$k9g5CrSD#d|$Z0g6;-!8l<4LR;7yK1_j3W3ONX{Xl+UF1BRr_zyPu3l#-8!lhI?# zidGAJJUG2}tu6&?xz!~DcBwD5tlD`V4Q3_evZ^HBWlgQYkYQ|P1t+pBMOBHG-yg?0 zYY|erIa9)ibS@Iz4}K@}G2^FDF6AyIGQt#9(JEcbW++}nu6rLjXXdZc3@Oy2Qz8TvkZNNo3P2*IIXB*3sHo z3JpwkkxHo2`Hnd@B(YhSUOAV*Rr%oqJb7HwX|20_i6%paT;`H>&j57v?tIS+VHFy~ zrWBRkS!`PYfP)F5MW|UOE+SFg(p}P{T$8C>ro-=Ne2@W#wRo)Wp@-hHfBq;@J7Ad(2hU0Ttm+}tRK z>{6VM0hKo|a&edha~eykG|OU>CDCYA?s>!j@c?@6s*do5#Rnu&erExnM}?&CP0_YAFgP-Wq=}qu%dc{=SC)mEQdl z)*k?3kTrQ~i6BIN59;;TG_Vz{oJO2Qk{mR(wJd@mgW>3c*=0Bx9xyY}i!Ie%G7d|8 z8X&ubd};DT0{BaiKBJR(;sJ-6m5s#zF)Y24Zn z;7Kh7#-&vX*SBmr}*HCqdcRttk& z=5n;P_H3|S{KJTRVIP0V)F6>u#z_+qjL#YYSUucc&H}L9W-V9)VFI9a44&J=_VbWQnA{QrQTS<*XZkGh) zBdI$PDJ)^B0tSFwFIBN3q~DFf9E!exOTRR~-l6!}-W|bW;Ai+1G9Sm`j|zRa{6gkq z=6@f@FK2!m^M$iZRj((vBBw0!dLnjM$kA32hE8`*cQ1zij-uW5rI%!s7;WR_YX^gs z-*}raKZfx9(ou=HWc7|p&~CO}PH|ND?Yfk*(k`oOi<1GDIL%Ht-V@>{+EQ8j&oHasXi>$KbH8z+brU`%`}j*%Gn*H=A{h}+ts3YoIkehh@Vd>q$pj_VOfb7nOI)Hma<_|J z_M_DzR<%s?Al|-2!crypOdLj*5^f0QR>q)i-N}7wBgQTgD?`q-6Q*YCv_ebo^2mDI zB57{Lxn==jkcUK@QP`)hT{pBhpqFEJw)F0AU~IjAIh~HFa;ziQrV=cGb>%o<71bb& z2#2*5iB*ipkfXuykyvA{aTv&S9yM=E9&qwFNTify6`8qw9!IL|BI`6c z#3%Un@j7LKS+(k}-A$ts<>n({e8CEBl7d&@e`LY|Z! z7AbhNW6lZVCyZKVA^pTTC>|>)n>z~3Z%LdnX^l~%%wGaXR2s2R1qhy9}7B;2*p(guvSq#kz_k%U>I9* zCN+iP9Cf8+64_)3DvF_8_)@GDRd-Yp1!ft|4NgD0bXMKA^;4-+OHj3 z4IeUXTW!J1!j|!Ytw=T#z7*xerIhsqh#-e&>8UkTwsd633fblBS3I2}c=%xJE}epg zV7H>}+LFu1pHvYx20W}w-@}~MJqRRDUom2D7y^l zGBJc@UBWX+25EI^f@IvC*B_Msz+Cu2a+C|X^`+(>*lIn?L6+4~@gpnEuw=vP(vD*q4_<`H_R_&zGtT7 zYXqjWKaG@yJg`KU%&rpB+mhukr@-__m;UFH{bp7!u<8=YGwOt0MdxOdt~!ie={;^n z1h0Jn4$XE;;V?l~cVX-{(u%6mR0CIciE?X!Q_xy3yF3N{({9MX#4BXY9MJBlD$>B{ z?=I!2+seU@2cco=f`dUKHd}%NOK~WAgsF`b<_Buw~9sKOD% z&tb&iwALC&Ix0cC9D;3CMLBFNk%D+wwcr6*{i-6)0_;+xE|P%_UQjxD%&rurtuS3W z2-CBI!Hc(*e*UR+nbTHeanA3tkH2IUBZb!NIT~?VwZ}L=z(&yhByqcqN%O$sR$H1E zHz{!|Go!|2Qcr_d%T~u+U4RRJeaR>UqpbtRKU;MXzN~JP0T7l;8=v9H;A0kq2_`rT zhU(^>fpDyl9EDhyQW_@5F8v|HYz=HCjm0a2dD$_8T{&~^%^Q^)9a~uX~Fls zu?3k7t3p;97)*}H6eiM|10dZu!ygGER14B5T>6E~*T_s1b*3pM^GGhe517p{_!!yv_U=>fTOSA=P zOChRL@=lTuEUpR?zPMbMhGqz+;fDYu-oJuAFn&c7=j`9(%F+unc8xG^UI5}_=10|E z>(_;wM1%E61LkBmK;?)rD9jqH5OSB+YT2zXt9Xq_w=1%sI3o#O39C!6+OJa)43!=x z*n&B&fvpUl<+m0gpwsVII|b?V>)rA71K*w2S;(f11A|9(JiyErwbe>0AB@jzF_){G z43Sw#y9hp@`6&)qjt*Al#NUXYZf=KLIQ^kizTXpHHo_>ii z7}k3jFk5AD1R11NVzrbjDE>6nvB^ct5<>&EBjiX)gDoZaIr%O#m%qn8{*oz1huS2b zrr&M5Oi-Oz*^~vgij>Qdt9c`Uw54Hl@eDgiL4H$%j|zsxDPmq2T=Jcwp))?bExz=n zR0~*y9}g#sP0BlPKDxc&=!s1V0RJ4?JvQL6!P`>$8MIroNdgEn&18$H9x@q%?p?1Z z#%DEEtrRvZ?7P- z^5weSeVG{X67P`C4r11)zj?u6K8TEM`|bdRd8tfu$cwCXQC{2?*0Lr2r&M zt==F_Mx6K(r8LGc4q6vx?p1<8R=?Q<3RYYd)q#EE`_H#c)voqqrlcco$iOZck!18cv2PM{4;X2$^6nFJzyn4=^5{g~ ziIk-^s>t>v67vMFUs>W9MEKI-eFd5CA_lu83DS%fCW9A*Zy+x71=F(<9FbaXt8(I* ztxT<%2$<4nHSQNvt1d)T6wJ|Nd#APQn za=CUDa(Bf~A)S7T@-cJ23BssHlDop_O2KBfF^>(biZGKcQfW>KWnp9LN^$wL7+xLT z$5TO47uO4wzBBE-N5 z+H!0$Cxd`}A?zZD?+FLsW59#K>e7k|L*=%LFbo;L6qhOzY-Q3f@F3N4>v$trU5aB? zBL3bH5}6<|y~yl}$j#((N?%1zvX#q3B=Tv1zpO`6$hOuCSn2Ar9*L>)w)Nh0--9{9 zejJIJW?fW*Bq?|}UU^=-eu0oHkpQs9YXwuKiu9C@3a4Gj>EQq{L90uNFci9@93|t6 zHxs3mQymPU5|N9D^YJh+zL{|3VjxLhNX8?#x}^l>!?#MQqq+vh>2x4Ps;g+{1!;6% zXWqYkmfQyYf@MS%#So{ay#DBcZ{U4+D&17Oi}YA7NwO4W$pfYYOd}#>5Cd;+hQr6H z{ee|yMI@q?+hnNXo1xnP157Q;1ruquO$>=R>Wbzt9`qTNGA-0eb;REFGnU?ohio^S%zPh?_c76!($8j*WNTL%Ar(M2PIcAH_ zz8_w5;$Zsf9*~|4D}%?TBN)8|=F?++nn*2oYndLy27||JnYw-*6oFA1fNXJMd;=P? z6qgJ@X#ikzz69q}l%z^yCMn}r%le!ZRW)MGv|}I$QQ7tN@-O86{O3RWI4MUYLd~ib zj3c5!N-$XY#QXC3Pt)wWX~nUT?NCIR6iS+jUA{;TA6UORwPtk++UIl&0W(UFKqd(@ zM_i9&FoQznqf4z_k+Q&;OGuiLFqf#T%w@D-X%pm^Zfhn!p99d!$y{P{3w5S^EiiG_ zyR`(_(ey5tZxz=#B;V@N$^ zii{_cG*sGdu&s;7BmVzlAAiZ{NI`O&LUNNBK%bh=_yCMkE?>`(ji7i#5tLQBgO#KYj8S-h6lMDj~)D%L|1gkvxf>UTdY3 zp#%V*L$fLzCW4s*jDH5e$SZOiJy|iJ@)_&j@l=$Ueh83~}q>W~WDN7W1=`oiIFv*>#y_5k^Vm9AFU|){AnC9*Ov!qi>kMcIf8-%Kbo~khs+)%{y7$`DlUp z^8N9Tf3!-(BTg`+ub|6BR-*G&nuaEJ^xb2HOcJCL3|L)vnn)zcu19J)B8~|_F2h-_ z6=5@MYu%BjM=LW8W{Y7?OUj#UcICT3`6E=Yg9%T>$n<$iq;3tkoH z;k8Sf*1}BT(R$S)w7UkMRJM|rlD4cai&z8bizK6SU-`+2LIMbOYL2x($_6(7tYH$? zosin@D1Nj#E2oh7)980Af|Yn1dNt)Ag2m$r2EVg_5lp{TA$Y4`PXukI2PP$}`Xsqb zRgrR~Gd_E&{nY>FOXeUMt(7O8lSFH~R?}x8(^@A@K~^cYP}!<^_|6sJ&h`u|es~rv zKd`&XJz-^bC02<4WQ)+67!HdZtP~CsK^Vs)C{lH7E`KN?LlBr$4onKCQ+j5LNe2tr ze0oiEPdu9vmzY$$Zenj$m$Iantz{cg(=}X4=i8R>W2ppWmdl8et5%=^qc|{p2L3;Q&;qhnDu0`;0XT>1Y8^=}|@RTrHG>GyZM>qq8MqmF0zku;ZvT>6|bd z3jj--AO|^E_V1^Rgb_oqUDNXx^Dc0M*tGxvAOJ~3K~!UW!Fq29s9-X!`8~{+tpE2i z|8hl-@LI#bmu}7)G#_19Z6)l-YKs7?URcBDD5Pt>i!>P+!5SonHi><=;Q7F;j-Ew3 zck&3+noB%2bq979@)F6(@E3u6$Id^0=zm^HY2XfvsfZZ~t2OB`rEseLKA-c2<4c5x zu>uG(4rXg{&1w)^4AXG*U0aE5&9N^R14*Xmn9Nx%rTIQ)ro>m&n(@1g$|~L+D2_oSz_SXBpaaeLcBf6&9mZ?s`O||ilfp^l z*Xze$vW7@2hbAJ@;gTAWwb9L89HySFg8|0|+1(!}3^N*YWKCy7fyvwo9kaWEd4yc5 z-f5{Q1yTh6QF*^N*7$Q06L~|Ff+ruRS4QV2g32nr+~QWIsI7GbIgy)#-5uBysS#kD zV{i!|g0|PO*AwgEL?Z6{L8sNN4=guTrFa-5`k}rThagD`nKP5vgCr$M7&384KEe#( zX@YiP>dWN&j8P))yxPSBscuK<#Y#{5IX%5DS(2>11f^?#L!*!h&WOQj6=}|Gi9k9F z8qlg@2$|}3anjRndYZFzYOT+)V}P+D6sL{xyLozUjWM0-R-FUTh(tIp70skG7=%`q zaw`~NU`sDoA&01RM}`vsiSFDFx}#8}7CN}7#F?q8b<3W`76Zn^2v8*xcXd&xgkYtsl}p27+zc#F8>#UWB@cgVJ_>j z-mRv$ej$lWVd-fzc3DkBb&kYa;dOUy%PvcHqsA!$kPKPvmi~+bRCE{&S*o6^rz2HM zNvd{gs#^u;!~j%|p2RfU{8n3?9WX!6Ce{|ebam@m#ZppIR<#01Vf17G;(AG&2FXa6 z70C>MZxx@V^SkxqFPZX$b_U6!qXq;;tN>wL+SR!}8;Z7pgN5{*cpml)*a86S#Rns| zteQ8P5DFNT*VZ3*Mi1bcw+61cw zTwO|H*nMO{NJ6{Pf_7^s7#>q%z%)GBly<3E24IHW zlij^EAV=8QDb4uNZsp_$uvWsltsE=D47rNkUDi(I9MXOBxCB!RiO3Ynaw(_^0AHj+ z{JLIlYC|q@lEj(ZEdRM`oE^}+78#0SP|GUO76*By#bKOahsd9*A9XM5&qX<$@pEvN zHFB2)m-)og)+HD}D}{_12CyuCtIL{|HFA!)T~0{5fnWKb|Kpo4nfrj9(|8X^4{5Tt z8z8yP!|2^roq7!ecmVbm^CIJm;M5glJoSu6Ry z#w5;+o*r9iMqbbZP&#}73_C9G*6Sf)Bz~Gx6a$2d)QTN$3|3_(r|88JO4KIbG+%qVPyrc$Dt8!ghS&_T* zT2R$#b@^cNEW#<$uFFeyWMCP7n2(%~zhwG!-Wi{obnt6N`Qns`m{d2k)iJmfm*tMJ z3&}Cc=HXKMc=&Y-P$GcRrF(unJRa%3WG>sP|Ek9TZ;KC)eB~M+BnLkL$L*4SFqUS! zwp>~w*Ouzd(A$A3zR#7vu~z%NXNhmx zJp)qEY7j|!dWO}V)cjzO*#I1olyl0mV#BFugaD1m7CkN<2hF|6nj5NQNMSLIUrJ_B zf*RC|E|`eY4cw}bElx6G!<B$*MhC3VEH1y4B#gHIISxXjbP_|!6OsEkNtKc)S+!zqawZRWD9#>>C+JAakbt>V4{ zJ5#uKZ1d;Sz~qud4C9LQ(i@U}!;(hT4dvy}Kbk;71%U=eY-8Q-pvV&JP7 z4dq#8Ly^4$l+Yvk_;E0&k7dJ_;z*HEZ2n^XN z6ww7AMpj#Py?QdL3R+n(syH*3<#OaIWNXT0wQIFyl2$=0ZB{9yN)c2}u(?H2I<^E; z3lpFS26J$?^dgQ&kb_D&TO8FDVs(TNCI-8iNK!*iFfhPUs-8SSu#hm_Cyg{%O86NJ z2fz5NbW{v2KvdoEVB+Q=j+yzGF~0y66dxw#4GopJ6~BnaS>K739%uK4=gw!W|K3(1 z_rMb6P9EpYG;W79TA!mWjM%XQ_}lB%R^)NN|5%1Yml8g6p{| zg&w`wYK=s$LP!`5>8Wu8%!*g8S`h{or&D@r(b^5%R*g6magSeHfkmidcBx__Oce&n zqywbZmP@L-v@1oYnbSv0Z49zRyq!7m*kVb=k0fSz09#hO-BhSxY=H@?3(%T20GCo2 z{nn;!WrPXJ1xt^WrF_0!i4kI(Ho~OG5ZLHyv;Vk_NM;lYDc4!Uql(R1BL0}^_XPDQ z@ugp-=jR(w95bt|iS?wouUNg~v=x8-stbl68wWpUV}X%aoK#y)HIjz22~e9cx^>PCrezqH8mSkWdk(8!V!Huk zu`$4lM^caxRz>A?mj-I__yT*7R038QL#*_CJ&yi+*`nh(RV{?J_A z-Wpzf%PRF>E{nvoiqD`e%%v#Z7G&ckI3?m>F<2v1l<7#h zoZ^r!rG$60;b{VHC-_yAm_;tVLW2A_D<|HAL*#Cuf#ETf0wzTjm)6dxNP5t&97nE5 zxxhUd9J#XqFjY~PxlEgN0P#99(o9NV`0OPA_MH|+q7>b6AXP^T8M&bMj6=7ANvSD< z9hM2_OusA!qZcOLmV1dsZkMSAXo;FABAP-Up2k5s#a4Z~15yTQm(Pre z@2RMbMlX_e+0=l?#?dMshE~N{52Qy<+~~m!F)&Ur6}vwgO&S2ivDJdy4NedbD^l)O ziOiM=Dr=Fbu%XRF7@oCLq99eYArXoBdGJzT?5=%JqsP)u>)PzKlDzm)Riav|b22{u z3Kf^a_)61n<+FT9yK)T#ZCfJZ{CFTa>z(r6LDqC~(2}IhcshtWm5Azycn>H2X>i*} z#Lw{b8Hc${_0 z2^fh88xO}NLU;~jO^LMSl3yXR6#{d)t~=QPr9^Jk5z`uSCPD@zp2WLkRTNhUxs;Sh zS%kwdP{=qg<;sfInz{D?VklA~UoiU-zm&gdPo=kAf#-f>WfifCw8m_8sh1|xLBph$ zD(%!7RsE8UoG|IuX@lpB;H>CG!bd2gP{yAa{sc$Z<@jqPa%=eHSzQLON<^F4 z+PRBMq}dRN(RC)GHImE?7{*)AN5!WdGB!M%?g~iw#H$j&p!=ls3iWd$hNh%qR4~9+ z<-F)|A_wb-2}PCW%hC&2h2&=O@WpFJXyX0+YUHB~uy z_7rT_mPVQYw)#?+W`Y|6!Ynsh!Ina~F(ahG z^q3F_yxqL~y@7ro2QOJ;8sv^CC#~>n$aY6=jnXS$5 zoR7a`%F{vOa}e&5n%7>fYJ<@PELab1(Jkm)0g$lfYejColRPhR&N_cq>^X1k2E~aj zJaWh5SuLU{2M=b}nASq_JPc&WVhF=5WzHtf5v-l}Tlc6H@7T~XJ}N=0elb&}kjuo_ z;*gifZURW;f?%&6 zih^3O`Y2ij87G(n^489<3DV=&9dVcU208!hy5y;@4^+vB#JZ+9ZKZ)ihOil)s`ovJ zN|2Ar+*(ECDyJ^xUc@mR^t&VJ>dLZep+-33231`=92HeZ%lCm% z9VZO)i>WV}|705g6}%NgGvQ~E*u5uwcv8}CRDAKolT9#;NJay*o02YDiy(Ii9JAid zs=?y7B~CfPE|W(mj7wVpkzMVlFF$ z6M6E0D`5+j#H?T)Nfd;a)vmZp7?&ZxTR;AiRZ{Ie82-S}9dC%X=xZFhb(zGbAOaIi z9IW|TnMh9UJ-h1GSI%S&-QCGNkZxAi-GKHC`2M>ARFJj|)bwx7Ukm2Sp_QA$b93F> z%j#B!A+NPFLzRg)fp&up&q2tLGmc2*lH|{4h>xLMw28OE6HvO{i~y35Sha5z$p9+t za;mE9vbt}YU!NZp(}`*@;2o$cG}y{);Ur8}L*UqoABjXM3W+!ZGlzG{vFb~F7H2&+ z^G?%&x|CRJvgEqN+{@P`a=#e)qs4v6rbI5}{*6vlbpgW&5JW|QOTH5kti-vct^qJE zHl{muJ0p@9Ul!&@@tgxNTGL<&Xczvug#_m$k)fQ{#NpABM1!xXKhU%CV-wF1LLxCM zSw6`=@FIK$LtZT)*M&7n{NgUb;)yCfi(u~42oEWd5+5`C;W0FA@^q&nL&D@X96pio zXc<_@;s<)~sHOoHvbfb{BKa^`yS6wu6~$>jj3W{WAD&OJ;S`U@N}k=;7w`M$vlW#x zOq?|+sKE%uyX0iav&$(Gi3mG0dcQf1l;*^EQgFHlSUznrlm*!dHbBgFA?*Y{60MR|P(<@}rRhijX2H<5)hfM{Fv>lXJ&m59 z%(#IKPQ^}wFkrjl)!kST#*7x{ZVQeqk+e}oEt6=S_|!IQ$Q--OmKKl;+Cr7`A})Iu zcsF@9BqMyaC|4_(L}Fkn2gY$pBobC%@Zw4X*sYw>vpTf}kV5!^z(!;XxLgsBN+VUm zC8We?l?D?rjZ~FOu%N^=xTHK`0D&EOJ^{^0PVKo z6og?a@~Q*tPwx=xM6e@rxLapn7WXt-1g!k7?_AED!v=~O<&cr zN`aBZP$fnq%%vdm9wX$staso(i6b9)g`bX zUl3A!_`zU^WF`Y_Es|3T87WzMPMr9q!0+s^HHxZ43y@}1;<6aWB`2LXc1GGIM?{qX z7^3P0`R15x1*1cUoQy*KC-Uy1(6W*?^I9P|BL_emn>4XwdW}@0za&I z5!YnxkdZ{t zql&JIESK?91!;u@up*Jd&@xVXYz3CiWQD(a&$+r3Y?lwrT&m@P_vACewuO+TpLj@Z zYAvba3^@`hf|-Fdx=VkS>TVSw=5}xvBxwtf9y%Gqf(Q*(X#&g&CX$gu^1)CsK9egB zKjz5)hqrs#(QZ4cG_1M=K!CTg03n0~0y;FI0d%#qID^fxQK~DbXU_Ng z#$L|t0{>~LqA?vS=7? zb^Fz604p~9VG(xVDXSXp*q5^0qM(8<=I%X*0rMlC5UJu!@j<`UtnXf3z6 z6`>L&A)z0kp*agTYNIn2aYz6I$S>5Bl=q9L|7?S{(Jv*I(PpCP&C<9pDKxL+CJ_4cW3YeNgE0sWSMF2jvjS` zu&bHc)@==oj1_s!kPQV48b-y5IA3Vw#aCVvND`ZQ5Ld9K>(amtPHtz3>=(Fo2}KXrXST{NlFHOv=czjsr{}l zUSbvPG9?&tzLgmT69hv`ZRe<2RN|dAhkjf4D|Y^!3qApYs@$^YP!JODne?lJwJ%vZ zn=>$Bs%xa`c5Pu0&tRIrOIv6~oI(e|S2QFi|4#Ib6ep=`$|XQE;h;KGxV@{3iU~3d z#W~fbp;1_IRszzlENryFP&F9e0L5V-Z>iUu6Sfr_hFkwoQ7DV8N+ra*e-r}K;93*W zLKAiV8E@d&8!30?t^YL4bMqCPp z#LOC$5=?iD!mR083%al1ZPgtTxmC0Z<|m$?)4HNAX^27Zm~k%AE^~=oN-zJOgcl@Y8RM~S?TQQ+akNTthNM;w>~xS zyR_Q1HnB$W>Gg}hWK}f|Gjg=f*hj@%Si@#&*Elr8(c7Bg*P*y>KK=Tng|xpAtMPXlwwnjnQtu)2z}f&d9{$*&zg&T^xw zHGaX?NNl-Onqc2B|LT{Qtai35i-GCF45>0ty=bjRhyc4DMQ;s1ulYwr^{zo%FiZ(X z6=c2Oye+HA?-SGxQ^H#H zR%{GR`?@v(opO}GMu}#fIIvoFpInHr1fWtvipP?fm=qYuU^xWq7g(Z5#)m}0 zQN264_5ob>kn;gp4X*do#vN>Jnq&>)93EIx!7xWsiKa&tK!Pa`?@}!=h7*Q~Py*wl zuFb~6F*=h}qFhM+8T~cs{!^qXkysfqwI-1mCaAQc8kbTq2CGXmApk(4tn8A#o+fc7 z0$k(WT2uvA6bS~72$+hT)&+|+he?&CQA7e{V5Zgo20ZPkJ-Ja*|3v<0woQ9b*u zO@uS)Om2~iE~uTJGVi4Z8yca5$JukoMZh%x03ZNKL_t(bk2pec7&_hGR+p^trS>R$TgqL*&|rP< z9C>`4vbuFjN0mKuyH|R*?!62ky$LKugt?QL1{Kv{bHGotxYfJf&8NXLnro+x+Xz*a zhR+!}Dh4jGT$g1jA!1f&*@lLM9uq?XiSU%UkGk9|_Vq2Xl{FSyd!jh3`M@+omn?Er zf-t>wtSX97)uGcS(GmB`-p|)jS@8hCr;UEoGjQ*BU;v!ea_GuwC$OwqgW)p_B5`&* zxm+%he7k}SxEVG&YE93Y8MP`nrAWN=ufN3Vy^4`kuA{*KTxl))*~P9)M~`*~R|sUC6{(vyRnP69Bu1aFnq8gi!^bc5txe}3VP)YnwQypLtbLuDTs$ z)$z!}iGg7gw~Bis+-Lv%Gu7@7YbVrcK~8ph@WAk=Jfzi)$T-!7EM;I0CB%EN_8HTQ zyB4x^oG@l+MS{)EM5Lx51<7vL*122nZ=X1kSaV?NB>@RucZs*+Sr)&nN{BbB))-n}g=d?UxU)Y{QYefk&%) zVt_Rw%MEGZ@CcD7Nn$WrmA=A{@^w)o@G;xsU|<}VrQnH5qKf9m2+pxKCE!XgtJbDp zI!>4R#h+R?r*hPmF6gen2_v1wS=>MvK(};9+~}-KB8BBPb44*Q6_uz*enGpnmavo* zR2mh|it14c8KgEGu&nXkA-xvyYBh?gTUD_IAHc4Jn4@x8O6eu0)=FMO>wpqt8k}sx z(t+6!DltjPNQo*@O&I)}?Dc=`W{V|kvL`ax03z)^3#DI)jGjp{UdQC_HBS`*YIE{9 z?45eK?Abcd<)1gDfN(Nw#!x1~x-w7cCwA0l;bk-R%v$bZm0rt!O#3B7#bQ zW$Bko9-XK>MCxkFDn*>OsA@+#JZqjM@N&*1Nvc_XoP6>7i&QexRiQimd03x>{xdOlb*~ldsSw&6BIabRG zke>jTBNg5&R5-S<0n6NomzsN)P9qvxRpKobs23zzFJk814H2e zId%hd`RVnGzhs_`|M-vpP|qB9Lwnx5Zv5bEH3gS#brMZq52yS0O|}_n<9(FpKV6=O z;QeCF@%)&z(pj%LNNjvhtbYWh3RNCp_ksVTLZvy<8;V1vW$ERz8C)onY~OZsFUd;V=H;FJikH zXL+8xaoJ^5bu&=trMA--OmKyyKb7cT4# z_kUk&;u$0oW2C<`-R-yga{?-7#i^F{X?L`**(T$;%RlYC4WL~Dn&-d%>%V@$f6?Xt z`h!3CgC9QOcYf!0Qc?>4>1^vm{DB8xxqwz?cCt^Ypq&DNrNt{7Z0PbvI2Q=XCeInQ-U zP|g3QGlpPWmo?`@t~ita;h+UW+M55&6=x!Ip1b)!F!7tPNPb{k5J^w8H}!{F2`KUD z|M!F|^py7@y}BWTJ=f=MnBK+RpGE%1b=Bv5Gv$M-FS^9`Wab+qh7Zrnv#8xnkki(j zA9(ppfBMhT&-jz%n;4HXkze#ZdXj(f?_@vwvp@T5zxHbmFN^E>${;Z#i@5Yz;YF+~ z-;L z)bf_^_k;bG&`*DMON`ds{BqOp&{mfQYs+sx|L_n0@KZnaQx4iCE6(ZoUd`P9xcg_B z$Rc5C$C|UP@We2xvVKS;b-z1`<1q&U(n)Y){_qd~@L&GrUw-vhf7KrzVerRBVUD$# zaBltADWm~s3b!UHodrjThmzK$c0U6^O6;TvWBIoJ`JeyUS^wfM{^D0(eMNS^Y&B`w9g!rBe#&lP^Jb}q# zSAs}tT}~~(Db?4`H>cLN$|`pZV16h2>%ac%U-^|^`ObH~BTifLl&(tY`AJIcb~!NC zCpo{wj;7VLKL}gax=w&Gy6YInFSURE=YKBI|GUDD(k1@p10!7`C-EZ@VVwo%iK$|V z`Sn#7$nV{8exc7Mz7}d9I1PR$^LwGo&)FA$$-eciZ~f+P{^m5PnvV4#QV-Oh=ivQf zS~E2ezTBkC%4t~5?!yFKX5I*14gT!5zr0n~AC&O_?(hDt=d;65B3i30RT!sWyB`jt z-6iI1wHshOImO$u!m}Mzw}G)45f>gPL)eRTb|nw_Ye|WYv*+G zu%_)ha@$8Aa&A^;Ess8#(BunH!{^LK=>09fD zgsHV2PJUDAl3(@os6Wj`QY)Tj!7O>Nr||wqQd?ceCm(1Jk z*MI%j&Do3iCw}55j9M?U5^1H4O#>OKw{qGYEMW!Lqc-bQ8~_zZ3WXCt&6@_txAt%U z_HTdrmw);9fB*L({oK>!t>+Jv@BiMqb8#FQOx9uX`|R~XNGAd5+^QXB?0t%yATuSA z)Fv1n%vMjgmHEMxR0sWYKlgLzX}|xLCY};2!DoEyE%iF$-I=y3(a`9ei8rWv*^9p0 z&sNrutxM!!GdERy$$sG%e&IKM<2SIm)B+ibR<2xlyU9zfOMrGmwpOAo)pysWO+-;^ zfMi&eL#{gOk?GMU#tc0#vix}J<=`lRYp@jf?pt6^BpsF`=tQ=L?D#@%J;(6Ax0UOm zcB`<)TTxpa`kM(cvfOq5U%zB(KSxhQMheH-u*S;S)^=@m2HWk(%e8jW9maEHi#K|N z6++0y#>vmIh4Vtb{)UAgEP$~VaXGb-ES@8MXCU%qlUvGyUADG6%#gs1)EYC4HoLvt zK)x|W3R)upE~Pu$>e3zKPW3l&w*}*f*iuekO%F4}Y|f|>VCA!?uu3?xFfQ#TVEEBu zv(>I3i|w+WrC@*v2_vufre}=xGSxywf$8KE?4cq6i9*(NT2YBJ?em$Sa$sSqn}F7% z@{Vzmy0pv6@~|O%K8<@I1#Lkp;dIU$_i7UvVLZeTmZWH{SL{ozOUS@h=~vo$CEf6A z3qzRjQ3+;U4nUj15-9?ZRLqC#c4w^$M_etE2C&5+CtsxbS3QzxX!5Pf!OyB9*R$NK z(4aUj6}5}%!!$4yvGP}i&)}J0mkM>6u;M8ZPsX-5B9U0ZV8;2RjeM)bIJ+ko=ZG_a z4;IFj;Rn#HmW_hdJ25Bu{V{W7_?eWl_-Ml*OXMz6TvV3olN;gX@ZTw`oZr=b}%~|iTo~Q znVo**T0ac&&g%Q-6<}*q?&i~WO4h$ihPkbL)o=JbX_e;8{}7QV0-y6-6D%V42@qkG zu!1o~i?`xr!M4ls(qvve4GjRfTdIe@e{I1(iDla|imE747t%#sGMoyTl3YK=@*Am0 zGdw!35>?vb#8W(S*#dLPP$f@AAJl$9;Sk0I?=AfLg$%w++LW+s zMTPK^ecz%`I*;79RUN)DmfjlAs7jZ|iFXk}y-zls{czyZYmyY&W!0=%xeSlB5s7Da z=QWeI9IjluF7HvlmK4SlKMkB{#WmvY>NegdU!(?0#4L+%P2tgc)wW_Q4wFr10um`` zw{=eBc#s^@Yj)$bW+F&ZTP_}RYordh6xn=1CK0)ab^e^0ugS!2qh2 z_*3#Kw<}(vEe$e)2OEDWpIE>6OQuGLwEj7rYv(bE99zKTvZMVPAJUe=X#k)}@ip9! zY@5+W$!W@99IFW9kc92Iy3CM^E0^)%v(lqViCxZC4wC0(yV47m)mjiAmBn*{eq!Ep6uD`R}i4R)1mJmRVI414kS_g;w49fJx^YsZXH4YgyfMBEW7V zkBwIzspNGdZWCZfn0tqaPl`#_>_+=a)f6z@Bd~e!DO?( z!5V=_HFAzbRZ6#8MQei_b_w&bt1AVw3Mam zq8{&rUdIa7xWdPb+ zOBVU!U?PdMixxQ}FGqwW9_)#vAFMM4mX200Fi(EDH7nTYsO{xLb9gd-MEl||*;G=H zTncI+m7TO*cKW_2x-GkHNolM`V3drr(bRcEY>r{9=E9y1o;0X}maizsx-EVw*i_je zjV#6i)M>d^&06i2s~n$+Hz;_A>b=viCXQAd7&EDk+$9ZJxvelw zhJ%)GXkHe|ar{#m3_A4&@k#TW8OJ4Xw~^Oe=8_okOd*N<#B-D@!g0wry=qyR%f=W3 zKnhXiZ0+cKTvhkZ?K8&jnePVZfbfh8vqGv=A_pyz8Q&Hqy*JI_ygTnd`HRhb>>>ms zj1rU2QdPt>wkv{Gx^n${B^*2qkGhc7b(eP0mQ8ps%5KM-7^U$ z{&|#!ne``SUtjlC_Yzvu>$h{0Vf3gtc~8d{{)y+PD}pLhx5-f0z#B#F3xdhY%1!E8 z(APSJuR45SD*aEPX8Gioj8;a$9R92WBPZvHsn2o&Ob4dB$3)C-N7a}%J|n2VIK?~N zJDhXt<3#=e)^wzBm_n7{WF3Po3}CToB!weaI?Q3YCNW3iI!#+Vb!|-&SXLLQg>z&j@DkPXBc(?50n}Za1w~mP4-lXt-!@Pp6d?^IrSH+j3hd~y$icYrN zI#Q7@%T|%Ltg0lkHQ2K1@zwBs2>F5vDd&w)zvrLh{qO%xjG!q|NENkxf#Pg{c0Cem z39`Db9Br&%=~}L9JPk_X9Jvw^x?2phdFD8XHOrBus6;7d%X-L@p%;eaxw?!$Rn6hK zq9qjrsgXamsdd_WSaYk>6*4aG0%mk3>A&6OAL%oWd3GZ;Qt3FW1>XZANTj+%PFsSF zCEM7$>#Eq4$Pmn$yb^ke4LK)_)nyU*^aD3cYm)>ZL)|dp!Qch4i5N+PlBFFhfG%Pa z$%znKwWQN*rQhK`CxDYRhnz9QW=m<3)XK++M+ujm2}CTfL_h0gf(IaBQpCIAIZ`O(I6F^@R|MW_dY=HqjZJ+;=?L|NYa|X?eAo`M6dp!VrFhU{aGM%Ts z$3Tklv2u0JF}U3pPyUdO!7d(PyKySPXAND6sI2fM@;O$fN`)kL7!uQoB(@^8X3gwY zk%lIa)YdbU`=(0?hDel%6HK~Obf`uo=xF`mY#LVP#v)jd$ke)IE@QwvaxFkAAsqm$ z`_iRcyXvZ{=1JWHd{k)HwklMesDSI*ngssyO+;3}F*nzuvZff$$7F5!p|^(sjC-;p;P9YEh;HABf08czs0&_5*b2l=e2SF*gHv7F}uN9k=$cB=aOJj zO)v8st*@8=?r@*6e#nLFuE0FQMi{luy-8Y|t+f&WOnO##-Jfn4rnGbhw%iorH=J5N zbGehTY6m_U)zv$zqPUjjV!KIaK_bgm^S1@y62FOctN_)W3=UO-v1y@Zuin>xXbi)Am4ZkqH3P?D`*P|!Ico{4>rAR>=HxODpo~$6{F>6#rf&HlQ?f< zFeFy7WV$j2`ctQ4wx{7S@76&MUnqlhiJ>s>mZr4~80NBuRs(i^flGb9Y& zzV2d^%lMEg@&Q~*XHhi-gJL2`sH!gIZg00bjNK`;%d{qrhaZ*5hoRXOxzb(>5_n1w z(rI))|99YEgF+UTi+c1gox^G-sW{6xa0>CFA&N;|2Xd&y2&?>jpRK*!^?UTnY z{W&1|UE*Q!>k-n*)UsQT04{BDY7l285eAz}SuO!w?%-UC+l?W=(zPRkRwJbLV@gg( z^D1*&NDTdryK%LOBn(xrFYR-hPueQoD1ddBRQJya4IE)xdZBPg!Oo=@?`lo-|fA>gh+H~Yf zDAZfBXGsLZ>FwTCm~pC}5>;GwIlL_pnw!VfiiC!$*u^Z4oG&OBLq9Dl!SAN$Fm;119h(NVsfxF} z6`>#iyjum8k!B>NjeusTt`wZ&ZYSUX2{TL+$eMse{pzdkln|HbJ~t@7bh+8IiKEgc z3;=BacCCDzdL$Jm0am_9+Dwc9iMs1AiqBff&ZV~Zh@ zBDM%%wL@)!AqAto`{#XP<_JxQY$Ps=xYP@uwh_XYt`JLJE0}atO~cud>Ile2ZmW(k zNaVxcQm1++UJHa7wJk8U64RE;PQOEUKq9u9j3ZFgXDQ`^BV0vF-27D0Oh9-)H+${y zlS*5y)vUEia+r#CQ*KovlT~81`1nEhdni*r9`gbcoVtL`hd9< zZfy@|Z|{Mc?#z!ZAMRE&xML*r|~E{hx|ThMU4Kv9uF zl`UBfoa0h0)s-mjsp!GL&+zEzj_3S-S)#adN>^Q66~+;P!63^c%4nVwGYn*nTUAe( zTC7GmiYg>Ux}eCZcXO@O3QAPh8-#HhkituZ6#Xq;5Hf&Y;jKi2fyxpLI1%ixtj7}z_A;bdVrPfm4pffEVxwyd!QhKbV& z66v6sH>TT$h{(E zi_h2MSbm`hyxmGc@D*iNBYSs`_2Ri)ihQY%QO#H;t5g>qzwq#1xevn4LK z``DWJ66JEjm=#kIKt!CGFpLMU$4RFmOoY{x%fu+^=Fu_+!4knZ(iw;CjSLT&JPPHK zM?;OI0iLsVYyp6&qC_H*n6`+4dw1Ja%UJ-Z1tW!2xy=(>^6XBP*6ISRdtMe~J(lRX zZIZT94!kZ1V7ee!b-$E<``h3C&Ue1^Ge7e)vi#JnoDxb~rDKLPAD2~Z;DY$^Xh%iu zNQVbIL%jbR=k&l>f$<~;Ob}jH->_CZ%odpHOd-ly5uCjf{TybJc2(~Iv8tkk>f*Ql z`73&LD-D2$8HKnNm`xj)pt=RsO{$f3sSxGrGWvaeeUHtvHesZ9^Yn-*hhGYS?r!}v z(i~e@#Ezx_03ZNKL_t)*kff5W3K(WQFm@XPRW4ah%IzY7Z}NmO40cO&jxm>obF{bb z^LWA&uL~1Xi#g)7+2vzjjRQ|}ScS zjK;)??p!s`>dLOTOKf0rQN`@iE(WvabfN&L8VUx;(yag@38-RJFt$i?Yi0;tiWBUP zp^B5XN?Rkxwg^WR2T;Yx6A7jTaZX*Nvo;~Sw40Sh10_v~Lj3MdN;C^b0F&Dgn!}Xa zBA5X@t0>g0R-&`erj!k#(pE5ak;G$l$x81MKRpz(Jp*32(jg55xfh?i9Fi#{D1~MU zz2orkJ;rvuYh-DYRD?RJHPaJRSETO*e!bKVaFSed7?KSEr|KB&N~cXxKXUfFf`~$u zvl0Wj(e+!1-(3B}C$g26j#)~A$rHgwUNcPalq7~85vBwaG=XaA8gnn%req5Sj}^xB z2rx!*Mf=xbq$n4s7EHtN-N06+ToHIip`eH?JpF4RIL~?9AHULU)fa8rS1Uusz>I}F zFL!#7@UcPKqLUKUF;FGanX2nARHkjzoh$$)=|QW6iiC+X42{SZ29|>}pSD`w42!sY z>wSHF>x;;~TO8J{C_;H6Whv^dZAu)!=Bj8{vjoEg6J%+y)$z#{0U(c01JjP<04Q-t z=^`|sWi<3d00wxy6M)1jg+*(;46Srkl%`Ftdq5(v(OJy|gE@l%VBQ~EY$XYRuLO*h zslu-*yYAtX@QuPTsVk+X6vC6qt#S9fa*!kMDL~7St3+VRIjBUE#AlH86_xdAdN&6c zCjHa)#a}X&Dw*6A*RxJK8yImTYgh)PANUT5ba&zH^64-QoO|OOSvwiEvpC^o%jU}!6V^u5;QSlM8?^1WA@C@Y-JkBkSB~Iy%HiR zkDo%b@=Eoyr{7}~a)~6hz)T`S)s0S^<8^=k&585x0rncgU|e2#YZ-~jD=kI3ILD>B z#GutI-zX4rMC__%{y+coKYh$Fpdz(5krc}DqY@-96Jh*00KlqLQFVAjFi!%M&=hdDmT429grG!m zV1+P9XZaE_)O7=dY(ATqOF>EiP;pQ(K0_s9<*U_Y_+b=P2%)&KBV^c=CeoSueOIot zaMqbi7SbwL6?0RC!$eqh@izzj#e+#S7A7dSe-p<+V5UviWzzXzq^%TMMGV0`tPuUEfI9{Fr=eo-Xsxzf*7ar* zx#}?dkjeo!jj}G&`9UohHkK;w>w>uy1o#o{lV7qF8-()wCS|3JM9KuUO{F$Wt@cD% zM<`-CkVrHP-*hn4Ehn%N0IiK?;D%BP!pcEDN5i+pQrpoADksqm?T&H7dB2n{zA9yj zw`ENgVHm)=6{N5@t*o)onQWahmr@FfKMiwPhEvz>5|5d3VD4tJE9Wj$OHc%ca`>e; zYBww8JsZsm7+c5$C{$AoL?IC?a*?ODd|79R_t^%c)+z|xO944#A~|>fRyStpUWMMd zVDK)D#SA$JrI2Jx5RCr5Ljf=_B5`u+0zOkQHm`nfEB`+O9PbW6$P(p7F370`W9eUE zcN=*7xDCwEz`aep^3b|Wo0Lj$#N+H$($M%D1(AYaaw$x+mKho1&QXI#p~sM58gI2L z5f~xEEK7Ak(~#I_)#`(dWF`WmsfM7V?jj|aE#j4^0Q^7$zXg{m%rPi&{90~wQl=cH zEi#C)C0AVne97SLx*JPT!mf5^b{S@^Wq4GCtb|0qDptNN03;b}oF-;Lk@^y$N5oCY+>qUqYB|Tc12Dk!Sn;?^tLTy`ZH1X&{25qVlryx! z8YYD~3Nbt)2EvJ-FC8s|l8R~0y6+S8BUkhtlSCUeA>SFOGc$O=xY|H z&&VQF8%!Jktj;Mb#Y%U%QVdk2nL1_>NF-JmjvK-OGg)K9A1wjVZdYAwjm8#>3R~9P z`P5n=nV^@K^HwpKEF~&bl|^v2r54|Mn!mrULB@FsUqdd!wKYSPO~6%gewGQGHdzX} zcNryq_;TZ#l1n{`P-`+CML)2oJX-DGA<2^lOd+r>go3qMMUgZJ%3?~}DsGK%mmGzF zISegwviah`B2y@cO$1&Q0H>BC7POkJm@PmwWY4<^OW8yTS_P-*Cl2V<(T7; ziv%HOMIo7r@Yu93gOAkcyovczg-MT zO0X0T4OTv>b~6=$S*5L?w$FUYh)%A4_>K6C_P*U*Cf62;R-&zQ1YtS@NF=>;^`J?x z?g<0xFuE5%EtFm&X1BPHA3Q&* zWJ}DXB!JVLt(4eR*A^<~(pv9=z&i`Q6UHznRXI8-G!s<2za641uR?yN zb_Z5Y3(~u9l`ByrS%SqY4ZNFNx}vHyC4e+Y$;2gU2hv%~RhMyy0VYhA6^Rud*xl%t zIk%tBn9rNp8omdI9z0;kWi@5L>5raojtH`JAGhZ@lRHcAXpmvuUFk<8GbyIJ3 z0+V`pF!)v-BJupVv;_<)F^kH1bl7(wuRna<;%9N3(iy*Wg|dpu!qX@LY$Z751XnBa z7;G^}I%fr|+k-@N=2Es-knvnixW}`M|U-tW3{CnH>jK5 zXUvVBPWT+0U>-TEU@2&ugQGFbS+~0h<4h`k;`!-JiPa@$Fe}HUXU!UnHMXE^wcAjtB-bB$cqf9L-i106o1m zyeX1|leOhXV^T3w?uFtfgI2ppFhk1HqqD%kI3_6~UOSZQ4xX8k6p;xNVNDXC6cxjO z!SBS;ir2EOm`hPkN5D-ZSn2QtR7Huzxa7#y1%qcCfW)*V7pGNey9gC>l-8sBt=wn8 z=|eJG=EJ~b;Zdksd{vN4WV=>%D{YruIj2)w>T*P^IoOE2tS{zhRmV&~Mgyl>wqOYM z>m#Y0rQlRW3vH<`ai6HbhE*g0 zwr%mntpE)+9%90~%usOzZ5a{2ES!;4cZ8(_la$3N{yF>Pmn=bQ*Su*e&u5%^gP9di zH(wlvV?f$)e>fXXu&p9>1>7hdQZurJtyAQf9nNo#pr93JDZp&CusMScsl%wcl(dBu z%v@$_aRlqP-OBN8=}4hqE-M-!ot3CMAD~1{G3lC`H6Lo-qwY?hG3G{hi5%W)mys>* zHSK{B7qNxELI&v0meuXfamlxvR7fc)j9J7184*~!RC)OKH&2&)!X*+=BUYDER7sKt zQldy=>~a#%HvxWGmCi?~G*!SHm$mui5zJtiEo_7tg7-*jy-i%=G(hw52ONJz^y1K( zV6#d;fS-#ciW8sg^Lx|%AF)IWtb|0nz`BFsxKy1yi2&GGy*R;CHC~r#vzi{m2`tfi zn>fwN)mMeus!dc3Rcy8(ms=b_=k(B)&ft@pKAE)LNBz0PIq0q~^JSxQl?v zCN<;J?-VlqM$1W_qSz`e(%h^HwMC&^TWP3qTjEGEoGu5LfWXmqC=wkULQZk=7`3v* z^@7u`Z$M@@Rf43#R7)`aI_1Yn1{e}|jvya{OP^2UvJxODivUKL`_P?ZdKmPgZg)|t z6vB`g_lcA`ZH=K3@qwATaxuFnCHAn3q>X-sO0NZpnK7Zby!yR zY{71KGbIQ;R6b+O6Z$X&VQD!FU;_G7#~<6>HJR3 zC5MTKQ$?iL2ct8GT8Vi4kn1z{z3+X`N|L%}2ya(8>AhJ*Tq1<;WfWUo1KXmf7mb;7 zl81o-Fbqt~N+=|SRB;ONAncf21^~8OvmAI$bt&Dh2t&fRGB8`+Bw?h)<1&LG30N-2 zZgI}hdhL?E*opveq*ZY@N+jE7%wOuPx^RM%n%c5V1K6%C!=#V{Ss|+`E|XfV>J|*2 zV1$`0yJ+q9q*!B!7EE0jhHdY3JR!mOM#}7FB91^iR_V-XhKaT;1cQ-VE#*1| zg+#2#tvL4?ivh9{{<7_HMxrAlf)|ey1~dFi;{BPm^Ac=JmO@jQFe{SXkbGclkm1J+ z$!C#Rn`Dt{t#KrL!FuFWR~9@!RUCi_l^e`%^GwWm%!f%SOXBD3i@#(kPM?zXU}YpS z0P%zh@+b77UOn@}xVdjHrx}rF9Gla20RMi6Zy56) zaoLox5ll8qumO_FkgKA!Pnr~*f?&yb4i>B~>V1A=u~vnHfiNPIM>BhJ)>?#Ck`$_9 z{RR+c5~Wu~I~#~{Gr9bY)n$4F;WLG5rX`?AuU3{~_PRRF6* zDYh6G&eU=Us}NX*Ge=6C*2(7B4O7qx5Md=Gb}p1~T!tyjC6khJY@A@piw#D)emk=6 zhxL`hPpn`3B_o{_>m;VT_!@2~v@%*@IQ0n`*ouVN%CSmxX_Zw!7yk86k?s;zAOSo` z?%M46P?Z=nzv|YMaBQKqr53|k=_Qg1=JG>4PALF(M-ped)>(u@Ho9n$XhbAK^>$z1 zutmt@Gl?)ChOBf?PP<@kK99X8r1yBQ-Lk4UpL2=NLNkUBMkM~sggqNlAjMg1g3={| zbqX~?6^u9-3`yPvR|`(&KF` zeqr^in3o7WIEjHt5{#6}HA8Dus;Djn1Lp1}I<*jf+BAZs-t*ByCQl)Tll3KwO%R}V z)SBkgZgD(YtC9IU^i!&tY zsS00&MPlap;v#bOtNMkUx1rLi%tT^PA_gVwCafvRjSYZBb+x>1p*T_Lh)L&Xw#vdF zg4UO*KXUkkfh}WHnl+R3$I$)b&I!*kD_ax8q0k#ik5+gkQfLdZ>YS*glSetsNVKzF zq$k5lQk_2Am&L$vqC(3wRoAv+vp!2iD@Cw)%$Mx-OpOy&vh5PKBLI+VT!Qfj(^N$X zwmbdpR;UJ1bu+l^?oGfa)-V2&Rf8sNC~suef;Dz0a~6t;qg6j)$}&F2mnAN%#MY?9 z-SHb49t~$Zp_si3dL8tHG&t4qG|lJW>@pF%FjY*aikzeSKG-f9KRq{md_fFKYhl5~ zZ2?qqiB$pSWHK zvl>ZK4XUL|=fz?Ds3C$4GTBI~D@z2GEo{ssBfEB5Z?)IIYELAC8Q5i`s99V1Rcr+l z=eMfsJ!k?hnMfGxV8G0jw5)LgV8rn^I`_t{cFIXq zNFugYxprwoTQIQr2Muzgbxb}{8JH|Z1M?XHz_#@37c9SR`;zrBa~uG6nG_hMQTc$e zeiGuik&+#TCWSU_7ijD{2dsNJl{M-GBYj1Hd0-ya@WU z45a5gh1DH1M|HHxh>*^yvde~_lFG$qg(>C2&l0DgTwt7x51bhS@tY^jQoLLH2S1ST z5=%h{>5}8d(@OxstU08rX^4Y0F)KVVS-y%pFPu(|i2$oYWNe(;!Dct>S-@i}CG}Ek zs*I#s$q;wR=OjA~3UMkbUR{Lyl8K0ma4Ny6Vp)`nRI47-5Puknk^5R0k@5P#NZdT* zL~ED1l*kh75`z**?26X~9t@;P%v_q%?zg(Q-<|*C3nbAlob6S^Ck+_vD)BsMmkgl9t(>O;;K7#82s>Z2jE_f~9k=<1Osd4EhNhi1 zRj!0{lz1>)zC-vF@TLA|zGNiQ)Cn~{k@S(plK7k#fDXI8I+(R;5RD$7`@25HGktQ< zS{<{xa+Om>&`rR^?KWRq%4Jbmf!T990g@d|x=Uh021whJ4eYrE&e z(<)LB49{SC7ikrQfoB1%c5Bd9(~!=$WeD0gIzAb`>qfk1Q|p^Gmn3)#c(6 z6-xgReNCa^pKO6`!G|pIl)nPXlKvukvlT(5mImFR17MKrQtni71OuBA$0S9<0Ecv0 zB*$t?EnuVWfIfgf;N!98*rkWOC#=>2@C}?EmwZRi_rQ;|z6#D-xsHZxN~}!FnbQQo zz$i?cihP`H#mr|IW(lz7P}o2?3>c3sc$ZcY4q8Q3=X0bqNl5>d@@KZ19v+6oWqxZ_@S~DWupT+dZYGejaN4rk zsxPZ83>=1BA`I{%9G5Ay&IB_6Bv#BAnE29d=?JGtZyUb|c0i3{7#%|bFuP?YerZ6c|$oNH-Vpe9E@8;q?RCc>mc1Uz58^| z1UtOmAR;ySEFsu~YJ&U;OPh5AY70XXSiAY>7JHwL_~a$hTEtp)tDrSQ z;+Uo+r*ha}N+eGsPRb7=J^+kkm*8YOKDiweWaJ__iE$Yx2c})joO-e5w`I+#i}@VL zn5A>-5hnq?FZk|2tKkR&_}}9D*0;X()mL8;EZy&vKE{2IscQ1rI2e?uH6%=limnla z44&Cl2p+9Vj%g_RG!YmiO`wXDh)5~jRF!5fk$Z3IwZrV~FMqLh!mq|+ax2@AxyVY_jPL;EOX)*wM)L@)iV=ikPA*Y~Kb&1s- z8}cHNi$`vNIISWRAi^3Z84d_o2~SXF7Y|i5=m@i17(qTNtIL92?o5ZFQ;F~}nO%l| zaZZNqjXL}=@spuews8q+$_mpkIWA?n)REGGamuwdgN&aNyZqJtg!9E;GW8U;vUNxt zKO@2=(JrknIlCL22kV{)hDW!aH*u?XVvk%04C9>wV>GOy73w710S(KRTCG(NW-XYK z`GLEvBM}B~6>$I@D^ps8iAagxCBGZGtSVlm=Mi-Y`N6~)OtLqtCqq7du|ENlrH~<8MX)J^1Qp{mup(Ag&{|*ERCJ~anF(f8 zRzZ{W0TcH>iNgAyuXJgvLm>u9gi0&amNlIsVcn`!!&9j@ILftX9lS{^- zw!0S$i7Wu4u(}M{mLb@^!#Lksi3}!KwE@8x3Qj4I)11ZjL3pq{zPV$gsBHfEe*|l_9>l94bsx$^X3@t+yXThj? z-}TCi8I>o&!|6{nQaG|~F`RfvHDqn_)1VwSzE!%l5|vAaV2-V_Ao&HOb#Tn@G~N#W zo4kF={OX`Cg#;+-e^u5$B=hy6EgsC$eU-s*l9x8j-G|M*Lah=xWZQya81R(KK~4!y zTY~%?Fq#1rLc$lBsS9a1OqLSsG^c*yT`Ixyz4%zCrp>^rz=x?s=_16a#Z+;*DpHVO zz~*F`qm*kh-uV9MkujR5|FslfGXH}qF2$RhTs&5sObI@6Y?@^*84b@BIZVdiE?@ht z&n^U|V?!IWm1Y=4n*i~Y#4M-_w<5Lu>l?NN-5XMf1a`^fqOAp63Ng;piV#3>4Hl`E zAO?{XO2jr=mr~SqXSy+@IBRvK*pdq=*Ot?VjAwe1fq4;tDhl!$PB5H&!K}n~%Pr1l z?cyo10pekNL0kM_OLSRK#QgDqv8r(F>Whi6U@o6Lv3+j+;xCypYNy7^uQ2IX=j&yi zuXDR#I&mHbYIRzfN1~%T9p9d#Mb#aNTuNYru-iHTE{oWb#S*jXlgANEjI}tt;Iay$ z>fom>&F&-sV6r`^cKHd&Z;i8d5+gEOIaO}c=YR*xvDT?A7-E#>h%51&41lfPK47Zg zhY{zPn_Yf=Sy@}yz+hNeIr&z#tYLa9sVfV^QyYGlqk{B~fazcE;(MuiFUXBh6}}Xg z8>8|1%pk{hB)(tkoGF24ck?V5tVQ^Yh6_2enO&WB^Z1PUN_kl@Z-ge`h3gFhX-cZY zkP(l0#+E~KY*mCoYwJ{fzt`}9xs<322GfyQfobEYrHV@$tYA`XNtehvg$h-7y;Muk z0FBO6&9)hak<|>5i}-P&;lp5VI7l)Wj#a$wh#`+EwtK0AQ`E_-=s?k4rDwtHV}QY* z7JbtELgt?xblehURTMuxYT-|0vH`>y7%{dIqYDBUN0vBCtzgQ#3{WmTsBkjXr2t#i zVubbclXO`c@%8m@aM15wl?d#o8AI^5Wz90VsA?gF&!S1PrU8Isbf~~;q*_S8$cvCR zpC)(`fa`bN%XCm31No}=0cSZ1|xwuu3NX+J=Zic^htN;y=L!KMb<+D}|M!O+E zq9s*URz-j&pv`-;oX?dlD;|!lPRA}}49ay_rollj0^B7Z*lW(ERf;Wz%+q_>koyG) zjFQB26v87B2AFRh2CO;Lz-oa*Bzb0KZAucwRg~*(RZ$`XBSC9uV74fPv{iMEEUR+i z=|QU;WI@h^$t`Hb0LeH^x?RR8G9)MccF90!<%{cr5!t8LtccV_LpC>ermwHN)D{xs zMeeur$VKp2YXOhAH36+P$hQT|p;<>090L+aaq?)$`b621MW-#kpK_F7@Ghm(X$ybk zX$YfA(*uKNE{n*uJD4qrf{bH}-Hg{qH->WgEbvxmN1NHoiUfw=%)5ch!VDn7?D9u@ z%f9Lg0@zK)DfuJYXTD?4-dcuU6R*1rm9YDacU$CJXmIzsc5!#HO23h4Ti^VY@BDJ(yYF$ax<{{_5Nk* zN_W0~CZOLbH(pZh_6rb)dbotoqw9SXD8xv$QVAie&$Q2Qc|>(Jx`@(h$E4$4Jp75+X;0q)}-7H*suHy zrc;!wPhgQV#kUDERaz^-ui}RCyiC$o&QW$JXr+(_D-uO=sO48Bat9UzwcU#@YYKp4 z6^RP12o1zRm9k4b!C&ZBUKWDvpFsk1L}@mRhn1UM&$m!{5q* zWEhUPYqpf&;#nL<3755bM8EG;C6Yv&isJD|aS88IB3kbkYJsiZn_i23j3qL#+Td*<`N+X7!01zOh8;DW~z4vVwz#ysZ}8) zN84`AiwY8nDtrtKRVA8|(p3pFd4l+*OUakm z^kA4vfXKt35}dh=Gm?thCDLci@A}%Y(4W?ss)hL zO$naWgKNib_TR(YBt=98E1_h1ZaVento@~y%{ z5>C4ej1R!?w~Yjs*ko{?lGpOpeTjSjN64-3@N2y3>FwNog@F==kUuLCK5Z^-foaOS zW`3|84F|0`Kw1qJt-kQs>Nq$en&@&0;gMU{nkrxw^%-McxB%jQfiSC?2$QIBwEXzx zQmeXPRLXG}uw7O;k<0N~1f}SuS$X2{h~SUh>e6t$@qHou6GvY%2Zu)&t;s_Ioa`9V zFdhzCGs&rh)u0&htQqD9NVXJgXv2WHv<1V7gh<~cHy(MNrZ^11Dk>xwpj==bxluWl zRsyEdBAP;_(@ccvIx$rz2@F77`$o;LG{=|8D%gpun*nnO190MKl?HR!7Y;yBAqEy6 z2{va0DPl_@)&QFizb*hcm*CtC9G8uvHRc%d!P3de>_$tB(!uH|4Pe;BL$($Xw5!cV z>N0EBn!UrH{Le4`l2xY}QKqqugc^?Bx3JSyzBY90(kg{Hbt@94=lU$YEs<=3`i!( z%C(BnCWViOaqxRtpt1#kK}7Xld2_ry`Qw+%k8>sJw|FZ6=1hcRZF;tfxKzt~*=vXc zg9qo64LH2IWI)oxhw(Pyz+mg2#hRpVj<4-m0-&Cr+3OTWJ(V^$?9q~(c3e28?p*=Zh77?Nzu zB9}hnYVX#dT1AE+3`sb1S`z$ykQ`!%9{FNa1Srv#n`zE=Eu~m$isR%QMY?egb* zO~3dhQ!Ki8J3{?LB{sH_M$Fa&iFBPT07CsUCNOiFots2>*n@gA4&ap@fj6W4csdcF z!G?A?UaI4n^UahaHhOWk6whX4kBJhE>kWtSfhXz;p!wqlhhfPn#>3!lb+PWcLUL7S z3-d_q$=T7ABET~VS+K@s@em~<&yKLi(mM;3L}3WfL_jtjj@(ipu#s#j*uimHCgO>@ zoP^<6ixDhWEs<*$)K&5n%}C>r0ZsgDOLi^r!{4jlR?ORtK=C3Of-w=h%{BJFECzmF+#CsVTucbl+F{j4apMBA6VFkb}v7w~{k1bXm zx-f;5pkXouz>j(4Me?%+h*!wlUl%&^mM8Tqrg8BDq5EyDA3mZafQY;cPi)2TTdIzO zB?+9tV>hIfBT5!Fi7kFWu!eC0b>(@#@D;Ppfx%@;r zv5Ww2(v>q1!M+@}fF$(`AwyGgfpiM85Ef|;hx_Aa2*JPs3SRCi=8*-h_8BW`*90KD zHja!~ayAE9*cOjQStBWo$R!Msv|Y<|*M^4K3xqN9V(L0w`T@JpI4eZk!l!sPd6Oc3 zQkG?`2J(XO?l0M@GGb|Vq(LBb$Y1O`37V&@PP73v!I})g=sN&QHnDq0%dW`{ao|eW ziq$=`c%J)oT2{R(F$9Yw&TEIit>MV6H9YICy23Jmu!TVuP|Us7oymoM9(xt}1?L&z z?V20e4B0R(S5%5%{+^|R!E%ae;P4HWjl6iea#Cyow4}v*(me2<7F*)e;Z&%)flDc! zGfG9$wp6rRfMs)|$#u-<-1(~l5Q1k3f8_am~&Yh{oY~ec`-%utEu@twF7X82*+xut_9qTuK7RR%c|qmSJlDdO4k+wQFCP+@=&m zZ(+YZ`098yN3~keeEDP%2zV-8o6_NvCQugwfKU6EM*c+3iAzz40UYx9=QM==;Eu5X zIGEQOBjLTbEUe-4z(iG#G|8_Kez`S>54$Px)GQBS+ci2+3s`v5nV>Ba8iR-=!i=ROXlpYmCM^*?0ot5V@3!tS0P}O|6q=T4b2!)J zQapCi10^_~jxP^Z5=+kxfu~LxWHEM)w-#vjib|J~AWzsOzS**D_e5O^F_N>2X_3h| zJRPt6^TjV&J!l3+WzA8~oIIBGz)1?Qi>^uSNn^)15MjG9P9o{I2O#S_Lm?7o6)kP4 zd!K==q#>pSh#bjAyhJ$4K~C;ycN?sfa@hdmQ&wd71zaOI&z1Pe9f~c!82z<#r@Vyy1C596+n@Fim z$EQ=CQ}a@hUqFW7o;SLbGoi+d0r?HX>3}slHdwa4^wI!@@l-`cVLS{xX@3*lAFPRQ2=@<_5)gPmt+XX) zm=L;taJpLj+mfz}Xdo<$@E~JLE+*NQ#8x6q7U6`}m7oLR7f{P5>Us-_EQ?)VbO^Re z)T3W3qe>eHfs^nk!B&yKTw1O>06a2vrwW;Ebikd3U@b^jeY+CtD@?)Ue(UUtNfaV* z;KPCGKxxD*H;Sl=5ljb&L$C@pUL2x9hrq9pWen4h?FL>&c3lX7pGZU%IL&iGKYwDg ztSCcRozmzPU(w=+#u-kYm-Q=OGF0?N){Qxill9|xOx%oijfB;VIYQVpoktgo zCf%fZu22Nz5;pzu6wcYLOZNBA8U=<65g58JKa%&xr#Y^L{7mZOhN7 zMEGKyrn;S}V`VFcKw;4funQojVBqCe3t%1TWd?k?r3em_bA7SfHKq9(Fk{%P(C+8) zm^3J16>ZcWUBA`jQFI zh3@3y<5|$c`HDS$Au~W*ssj=HMr`qj(GD%FDhkyLOimSfH0Xcx2V6P-W>j5S?2ZN$ zLojW0Wd2G(fU}D#p70P^V#FuQUB89Zf|zv?NLg$FNScgZfbc-31;lel))Fdiyc#2k~+;fYUZ;h^Jehy)}Ng=37;AuAVndSTCu58vQ&)A59Zd;=+-O`-=} z33J2QK=>PAl*E8K;g5c^;mn`sz53l>G6j@;(?A1_vE3RTGfP_%jkpdqnHWkvgegWa zv9#sjS5Cb2b~$CWWk8%u%t@2{8SF-BS*_K*LZ7lNy9ksek+AIwEHMI>rF1Wm6xMBX zqSte9{&GAh6Btg_0;eqn$b~7l(s^hivC`FQbaXhJVl2a_`O}KpvW%4_u~q4e2mm2@ z#BjQf-fP}~iQRA*F|-tk@T8(m##Zs1`7ILx#s!D2I`Yn1Ax|3n>iPWjXdHxz85)FA z7+?*V$a+AZU4B_4Si8_b;YkxIYH=KI0ve`DmZ7`3m;4nibbWJTe(6hkcUVyoRK z*#a0Q1W>dr2EomXk0FI-6QhuYt*nAioe!S`yZ3%qs0RBOv%S{{kfvG*w)XA9R0zIN z^d*x>fO`R%LoqcdtfELdH8wQb(v}i1O|P>nSfZFF#^!97hkr*C2T%}fRn9VjTs+#{ zL#%8qtkaac5{ZJRz2p=gP{O6VT9B2j=8Oz@71q-$<$D_wnu2jeRo5&YcyJ- z7YQVZbis5>TN$+5W@$!UVhC+9_;;@D+Pddf&X&@);IjcjyKeFMe%#~PM3}>1EIsf_ z^GARo42Y*CC_Rd#-R9m1@fl7CZK8zx(Y$YAJ@3RJUa%1SF=% zj|~0vUH^V8Ua`s2m-6R6{6$Q>UEHaUUC)D0N;8M@HN2`kA>Z zv_wpV(J%?WLbm)zo6etKUMl1?oazcAY$84oyGnzFgA#6*Aulm!=^_JZS*`#n03pjt zcrtQ|RMenqdHluXG2W1cIaxoH?7yk#&ssZWB%9tiw8Uyf8=7lx4n7a+LbfXgvK|Se zx#1=NNPt+CZtSKf%&r)I%f?~}3ZHN!YFt(#OmKIMpOMI|<(SCT6p>}iRrC`laqc`y zfK{dH^pTzrgufVu5&#MQK(GQyCvB-WlOmligp4Akhy0k+xhU&ajNppWFnJj1w%8C7Hd%=h zZ82b)IEf@r*U0pTbI-M#h~$rw6Lqm%O_(v4t2MW|3(Yo%Qs^N^Z$gX|s1A$mR$ekxa(LDoEg;|&_ktgZuV!I0nhaZAJ(eilc&ST@rB*HKRl0lP5X3zri zT+Q61Esjn$gA*EYD|Rs~RmTC(_*kyxCeto|!JGi02_v%TDk^7}$D2ZoDr_D{UsF{X zEM&QKGUV_DuS$gkFi2BP4~-v5QX_J0k%r*@;NS{HIFdR7B9Vb}4Gw`{m}Pz>17ryH z{*~J<182W)spSyqIHc`%pyuE|r0exfyb$>XoYS~oln6@{!@$#zHJoA;<$<4QgovaC zPb>>4SeD#L6RtH|mbTz0>;mMXss%0AHHLPjl)HYb-mzlKP+g?SkT}zctq9Wz+6?8S zn1FO1Hdr6X1gs?|ZkqrbXEaptY4PC54F^@u=E+uCI*@Sc)a3n1K5=|Lq7cMGv#SuC z=t;o=a%1TYBjtR^{*NrdMXDlZZR(Uwo1rW-6iFZ#Lubq4-~1zxr=pS3LWStYNQXen z(rGd%AR$C7ySj4CS>gg-FkbnR)m|jOp0u*K-A)Cf?ZZyxWRO*+&rv!9;b2sVTPPC#8y< zae%2DvE)3BUMkx_JXhNEFOWP!zGu6>0_0-bRSty56*r2sQ@alD9A9=@QVNg-r=NfQ z*$DAWB98!_bUieJx!`C^RLin{#WXkmP1u%Te!>V->G_fAUaiEvqIg*VQBB||THUHd zY4(b)em%X2~=VRgZeGfi+1N%9m7 z5EKcS(YTrhXDw@iXb{NK#gGa?V~dwg^4oe%Uip%}VW#0)irK~VyrDQn63ot6K3q-B zyF>MP9rBSzRy+i~13g3B)QmE+3s}mV_{c!6x+=&Bj-l#k*mB;kzQ=<^jJ8_| zl<;@&q16i<9?Py*x3*qJTZubE!2+~i6<07OxYcs;6&1XW?21v5Qw%?Y0H2*F1UB+g zis2+cEXChzK@b^9brCa!-kWSxIZ2}k1ZPZ4Oct?4dW<1ACCi>Y98?r$K43*k^lP7= zD+$As$uqfLKj##xD>1gUX<2}08#1w*pn8a0y=W6v2w+j=m(IY7U?{N>2@p@OD8B}g zCn6;d7N%XokVP^S62>M46hrfOTabi?18IPEAsdScm<$e0ney`_#c#=wLh^JsyQP5mU&g2u_oUCnz-RmZh}dCM=#IKxDzim^K6qea8I9j>%vD z`q#hz{qO($=RaK@<+>*{wm^8C5u6SJ2m~I>4i1_|M0PH;6kC((a*~+Xk_Dly5#u2x z&bF&50-0#48A7vFJdIMUvYXN#!!v_d)GJ>ym)pEB#!oZp`iUHkiw4AqEco6J_U=ay zm7W=QU1SZ5?3uSzs}=>2Yi2j85Wg6dK9)PB&Y(le4zS!sM(jG4^GseRTwc8 z(*VP%1lwK2jW8ewTO@qB#2B3psCH>3fb-`O$%qCURL?MjmxvVg001BWNklPzETwo@AqQN#fJ!YDX5T)n$MUlOZ^g`1f3a6=@5N-VTM?^}z$B zir{c)=~BvCYhZcoisXDl*cP;I-EOsI$l}#i)O(PDM*N|HB@F>cGY4J?n1oYI9x+4- z?^EwV;uR(alnI!pD$>>Mn7pIqa{7{~OZb&zaKf~N4--OCEl#isk*+~{@lvEGoJ8H& zvhxEB&C>2g{dvTed1~2fog9Myd(8@vSW1L3*P|PykX=h%kQIVP5D-Av(whJT@%xgA zQPGbAzGTK|p5ozDH2&iE!tIaO5JXUs2T z#BbPQs^Tcs>N5sh6|%9Yay5B`zoK$G{fg2j>2bJXAVawNxd{wmG@lrfr(Bv}BHe^5 zp@pEzO-sBcenfY~lzM){xs`pN`R*?nawx`FDdq2iD020wVZp?_q!1p#cCqKzd;)DE zjMHwxfwR@hFET^SJ?m7sW+yng6Uzfc0NIe(KqAbR;y%TY;Yi+`N{Papg#+jeIO`Eq zFF}`#t*FSrD{YB9nu3bMEzLDYCi@JPF!F3zZfe83ysB*{WRl`11=EMknl$)n#z@l!}Z} zy(o96T?!ea^UCn9aadT15s(2yIWd-{z!4zc``Vvm`WHxoc|;PCibfbLkuDc`>B0nv zFHC$+elg@=Tp&D}wd52dg>V+n21qtEhPRbnhUz|J5-~xbnFIpCA*MB3xwiNluXsaK z0&^a}XL#`uuRiUu~knbaEL|04arHl!*+Tp1LZoTVyPztkW0a}+0 zjS&M*uC{NDHxmf;!a#}ee=O1)9ef~=F%ib5T; z00FLq2|&;?fq+;b(#_CM1F|p_wt+;Ra|G})ACpuldNgn`h?yH(>4qalJY?xS3?D6} zyGT3&bit2<>dHYz&l$PHehLH#Ryush3Cs)#wPqI$AlG!xe3T&1jK|jqemDUR7NB4{ z5eAkpAV^8X3+ux02%x2KGDPx337L+-D3XH1c|pJUC5vlq*Bc&_`}pd)8^+cuiD-#z z9$UIiGsp>isQCpCgh50)7)N^!=);L3V|VA2p<)R51RcVzT25hkXj2v(pF8aUYnfjF zD3NXtd0s;G3OWgUzUpTn!zkqA@~t6d3b zkiC5Sj2Vt=3>;e1unRy~%f54pdP|y2-!nzUcLcWTh({p|)gt^5^uoWEA)_QcgRKw| zmJ#9RLzl=PQfi7$c;*Zi2ynanJYX3>kU@+vK+(b~Y68C2gh5QhouSPE+H!q?q-&6@ zHRrOdW@1afN~lgOFN)9im@Ocn+&5JskTy)gboW*O5L;l`s%Q$O!iH~`4b#z>xr!n9 zfz0Jc6@Q7sl0)i)+87nm%W3ZMuR>96SF{oYRA?>Jbw?MxT1NMw%&}|)WA`uxj4YMv_GW0@B&$Fr{p5~dK-Eb-$nwVZ0p69Zn1W;Jj zGmNw!Y;EyF^P=%1EgUw^5nv0rkAdIqON!UH6nmebN5igCFK z;@JdqWW-?QC2ktTud1d^H~|Wl;y!e&Qh=}lDx?vSz5wVz7r!yI76kJ*1e`C5&tEuf zCFX9#f)zk4<1dB8fs&$KKR7uUkN-9hd$}T|n2(D`7)0Ws z@S=M6mrQT^?_iuaPF3D4Mx@RyHv%!)bfYnpB|;`0A>&N%@m?6z!0n#!D;^Cx;Ro1! ztHS2QGw@a9lmakT0vKc^7-E1VMHVnULku)bh(i48IxWIbG$?+NAq#szpMTiGf$5nU zf?Q&&U1RrX(EvqO&b>?!2(uO>MnFn5_&G62Ab>6S>3jT>Q;D)7P?-2&X#s?RHp$Zx zig?aD0n1X<6+kCAprHVMI?PgPtfv;2@CB5KyEg8oG|E zQB;UgjHRLu)I3d9B!*Jj<(KFpiKp2-_-H|-rfB`DRipr;jxCLRRFMpjr<-YpCP1V^ zlio91xe>r04yny>K;eKnJ^aG*t5OOaW1)#c$^lFoeh54Q91t4LOS7a-?X z&c?yu*?~p9dD&`LKxm~rAkIIEp`|45M@Cu3YAyokyU{X_NCCj*MnD!yV^zQ@_%A0^ zaFGSmBNN+B+GHG?a;3y=cGc+_BftZ*T5EVHKzkgKBVYSESu7@^H$=@F%Qpot-fp^;5T16l*w1S&1qgRMGk%hK)gj9C(` z*#aV%7645xHoum|^a<=uYOCQeuwomUmk~Y^)4iLFy-PrlX4J%{4BYtjE5@M^@ybQjr!JA$7$vf$ z5C%#R90w*M<>DjV^av2~c8%0hig<+>*HE5^5>9iNzvbO2OBZO+b+lzh_`${j8E0e; zxOs4F;X{i|)&i<(RlVK|W7oJ{!C=)YjJAYBi(v>Lan7%6RHNZbwh48cKt>2bW8eu3&aCl@7slh~1VZ&R(q{ z=Mhs_qa3%f+QAg?CM*tu!)Y?zr$vSka`BBq0K;y%vc%9p;v6wc4@NHww?P)>53gB6WCum5a5?HIx+&x3P@QHc*-^Krj0<-5mZG=M|@`< z`8b#-O!h_Vh?I|)@h_md&5Fksy8(8%&4iA;>G@Uce&T|OtX<}Y5ROg-6O*Jxs)BQ0 zL}<>XNG14VMFWYarV7SK;}8@woEo=_7>{7~O0bFEKW>(1RVsu)9DqZv1P@qt%ke2i z7#tk*MQ~HDSv69*s&k4L8Iy7aF!B_<-Pl?ZXhqV<%$9r6eg5>*G4&-gZFkR>n3v_1 zFBz^{HIA+(68cYSBlb8kHjWI5vO3Ntm^OmOAuFg(V(m2}8UiURgL49;y4TE(JgHs( zgekH@EB9}6YeCFCz9}!=GF!~Lkf@N#yITz*R&2t)r|6MZC4AfvuwC@g6Syj{*bG@CzRtI`8TtA&+vq=4)&>HKa&rD@Jeq|FB<&$f0TY?t4C z=u_n1U?*OnUKSp8DFSvADq4D_(S|<|I5;#h!8lvuFCdZ`oV62;oN&-)6ZXauf06SD zBm7}1WLBghM6X~0{P9nR6XqL0btCK*Lv$j=%R~Rlp`)q!Gi7bToGZ?d}E*q<1|haDW}be#WX_rEQJs zj5w=EREJ=zt3tC8YrOT_06AOU+pN0{(=xeZHgJ?GalhdOM~p2?%kD{oLJxob0_=u> z1~f~CEdiE`VNb-zWV@DxKWUj~r4b;}?g#{j@S6TNXYk(xsp@k&68gcQt{%jnFS{Cm zX18fNr{YC!_f5G#>Mhs;473zRXlYJiU0hpTh~5R3J+57*?0GnYg0CEro5TUKt$VGz zt(Wb>i9mNEN?j(f!n&Z+QN>MwU1OAJOBN#<6-8i!f)Ff^6!-7kflJxq1Y7krXvwC5 zlXyaoe_hi__`<|vB@x4T{^c)!Vf1S2-?-T7$0(6RZkhpqb7NSVaMdHgMqr+2{l^)# zD^jjgP?SOQD8Z;MLoHj?^}_Ybhf&z2u_XlnVT-ghH*Z^_$4&uG*BFklh@sSoX#Dws z7)Z{#5YwDN6%U^Xp2!sppEfb06VTN{lAjhkC5M}_R{P$p(Pu295~_2 zlH%8?KmYm9{wK8l_p|-cq7v~@NW7wfz?8+VQyhqCn54v>4h=dNez}M-=&Co9oNQ>u zYm2Q){vvY*H7#tt2q3m-PPOc+)s;Y!A0R_amq7_m9(4s5AXl@AE==CfL%#j@Cmk%2 zNWx^Om;^4-y)pz>s~-sXOH_!k#Y-=Xp|m42e4LYZ9ZHW3R80;CWXqdoGB zoHJr|W_GD|yY@!GAgbTTcy;)a{I8$?{OAAk#BYA{oBrAvgMl z(l|PpJnf2P6uMV1}r6aSLHwKV< zK;UyqA6kiR@&D~_fBW6r7Fe2SxJs#=MloM7!`c5X!C3=25T|GrW z?&+GH1oHde{~n(&fBDN^_qN86fu0yu(1=L}K*Db~wD=bs6Om$y&n_j-P47Z^jyE(o zjM~gYchFz_;uk;p$xkZLZgnx7#N1$sU5V=U=K#DRn2GzJbY9gx zlplSuYY+$j%?OFgH3VC#sKt};*oy5MY!0XrP9mVzXiF)?Zkiz_`Pk-}GoESj{C*Db zzVpj^A1%x=B()&&WIqa77O-1n$r+T$_>5u3G@~v$6q;zQfGV!^vV8V@!~Wwx{=;kM z(d6@YL}(Cpvh_7S$N(W5T66eVkN>t9WJ3-r4?xQ>5B&87^^=WVpLS3P=;GX|$GsXQ zF|{yH%lRvjuFzdagPw7ZpFeJNMhHHxc)sg<1bp)D-^u*2%Qem-FF*MwVaS~_?gsI7S?HHhX8HyGa6;f1;o7NT`O%l0%LwR_WTqK zzhk5Q>?Yl7!oPoJ+@%)Y=$69n{(IK!5nFIucYm~(GGl&5jd%k6DN{pJn&HKY_ApCH z3n07Gj3obE^KW^#!M04ViUW0g&ap$}FWn@);QsK3KNxkhEfG&1Sq%P>3~-wNZnrEr zKfB)P8B4)IxkQy-^u5i~0=&P(`>6QQ{`yQE;eo6df@I&S!2*0U9FI52S=gv<8NJB2 zTb01)KYct@PTZ{hDBx$)QkFh&rP-*GoO#A`2J!-0K1TEW!fihM#uY+nbYz?w!6(h& zr^Wl6f9XqKqTNY{j<#o<(Wo0*XoI@r1l3kyZwQRZ$W&TIuYT!C2x*=HBJ4}%x%S`S zfE=GYt7Zaxb@LP~a={A#9;-J+?<3lvW{lE|iuNl$TRSUijII`EwMHopAwW)?{?okv zX?GJ?`thjbJ9&D zBi)02*WO%aS4#1;0DdpizE2fB*WiQt!4H1$%U}M|e~}YUkLV{p@d>{~vRz79QgAl7 z-ad53e)6&mOHAa8pOZgUF-LN&;@?lQk?i=Tc;x&9K-`{R{pwdg``ORF^{sDx;~U@T z60C$sQr%U2vn-h24UiH}#B9A0ySCEBuem|o(ul2=E%873$xnXso8S0B*!$Xh z&1_Y)<&=dvdj3uvNDanQGQ3*{xVnwCcR|+GT~>w zuYUEbezo<8TKWSkg94?O{yUR{?c5s+{N_Mk13JPP=eWg$CWsMG>~&g?QgmmR?x~?g z5+1*K|MezGJ1|7q zbi3KL$CFXymc|_jPXjVLF`Nt@+CWWBK!qBR)8!Fni|q`&GQ0{MgZP3?4L<4Q81BjcgaEK>XA2V^#Jrv3qe>N@6(0Yr`eItjB_qbj z=0rv?ndih_FN=mLU{h^tQ1=+WL!gbSKVW3Yiclj0Ue|2}$SFpEXTvbPtr#?UGh54z zow4EbgF+)>0K?=_$n?C)!cNSt~#ZU@o9(B#3T4z+(U^8g8q9O+?al)DKs7^rf zSOU!Rntu0}Oc|}xn*}Ota^`mRpqb;i-Y=XDsAiCE3qtWUgr(RWxGl?O)G2!QdZT$- zoC>F1=}TcW7g~BF-Z67Vo*{CgN@S3XzyeCCg*1;C62217z)91j=UGgIVWf(*bh||EbeQcHK({O%RA`(;q5u-e@C)V_lbyjMy)1^VFSyg40K2vV zX_=?)Xj_^ZY(|mAEMAxy68=g%Xpd9rDu!mOUC7a(2aAk&0qKFCq<`s4mSCczrE}I` z9jVxhsYsY4k1fH@-BrXH&+b6v0TNl_dB`raro5FbSHdp4c;Kim_Y}OYL;?I6G@cVo zhH$DqUKZJrr(4o&P=v8^8E~K_VJ?ypf?dRlDT@wDKyOUHgiU%`^V1rG(IA zvT3CWXHX(l*NFM3#VVtvi{*UeoXXl0_>jN;2?HGaL!A z?7+4(noY+po0eX~SFg{fJv2*0k?t0H;7yHozfW3z1Ks^-3ep*z((QW7(9nP< zJr8U&uG(jy;-jQ=TXqSjrRq+)!(Iyhk*rW}G%qRK#H->4sNNjJkgCu`p}-Af4`(IR zZ35vBVObIhCL+_J#f`Q^kCr06#NC^+gyku+lzB>_D-@1h1}V5LI1CK$pl4K7Orvcteuz7$iouLFiJ7T*M6I+p#2)1;0gD7noPOT~JP&~TN z?8lE6br)3e(p4mf@8gNEwNBfWqJ&_Vx$6ArElVM^Nu0|X$lYMC7ZZTi)xz8sk()tt z5~XQNU$=fcelP?k3g0Vs@wg zXybk!TB@s@daz`7cpVbk_y|KfXR_YhA(zRd=&A@7W2Tm6Nest9Hmv3$z#OX^j%o6g z?nr>R3IG==cp~^>cDPAVg32`edBWK=>ZPnx^HKMX z6JVYQXx3~UhXywj(@2_$BNL#IM4+Y9;!Q&&g8-xjU?Lc-bcvO)#2JAOt6_G#I3>2r zh73VGk)Ei+S)^czM6D{)Wo^6xN+FzqcSC46;nU~=M>xr*6S)LP2&yCyuK7M?OU7Lm z{LH%!7htv6qbHz3^nx>l%>#Tk<5~aurzJGB=QM=wEk9ec>#_FLN`f-#Vk%LsNXApJ zB`7})(1qE0%vX-t6 z&cSqwyGERBiGtasdw?xn+};$uZp75NFjuPIYJL2jbhFT>$e^U-!z0CsHl_xl1OyXQ zm)KIszm4}Vib?-kUT$HK#Xv|4=2s$aw8(6Uj6?ttOsZ8mwD%>88+;2;DjF>pnrC(AsY8l!6i zL9pv&n92z&i-%#0h=JKb_=rkJfCsD?!UO~-ipK{y z*>S%aT|ZCOi=q&;%?SQODXJ z^SBJ8?nEL0e^f2?sES;E22Z;TXcDC(8PCE5h}58~$ml}CDNz+!ctQ}*HU~C8VJO5S zOFWxLFREB})1=fdO@K%gIpHBe?dXfKv~^WF|1HxfMRGjFcp^F!!Aj^(={Uq{++t2A zoyFmGy$K<+ZHYG!nvLfp`lWxo`%6|yRh2i{s3W)PZM9o)+Kd z!LhU@7nw*7T$}Ns*C{~p@HrU-f)b=ZV*#bpCMis!OTr_b299u}4j(I*upV_CNmYu6 zCTv>EYyyO~)h^^HMNe3>&AGaj#-VuR85Lq=SDKSS!Y_q$VkshQr{& z$|Jy&)5PvJGQyw%QM6}Y7pL8;Q~p(lR+s>=cHLVkf(t`0{HurO=MXWwBut3`R(F`5 zJ7@{QmLjFp7lvUX&yWj*Go!|7!MMrY7m-s~Ejwl6+>`Y#W@v1E!BHJ&OC^@BJ4?Ik zMInFC=PzgZOWM6HqYV(x;v*@`tdNo01k!d@NmRU-u4Nzu2k`=O(w3lh77~F#YpXEj zw1bkF>`e%SAEsaiiOG}2EB}1uOQw$6k*GIZljh52pi2bDQhXi_3t-comVkBzn~Tfj zcznscBN#@&DNESt`oqtU;}9mmP19C&rMNNPiT*bq{_?IbnZN#Ii2UM#V?ry9a}!rC zhQc@6v`0II0%wcL^?u~ZQ;Omt^-wBGY@A|SF^H5pDKF{dg~ zy4rYN*QS934@_tU8)N6?_2I4}EL|`JmlmuxA(Munboew6oL*-dOe~`+WlZ8DSJ%~L z)UR4_%pWm^rL84im*6Qb1JhQy@X=H2BKLee!vS?oP;L1ShW~kQ^5=#tVANYE2}Qr{CWgs6s0pbn~W5K?WD-gl_scy zav^$n*f^93&~9OL9O%%hYbhR+eh=%%e-m)Y?J27(6N1KHywxOUR| zN+8QBk%pF^ArijBYSepcR8$EcT2294;1sVT#8!gSmJ)gDm(8Q8=ruHKB^D{gVSzPd zcDc4J^Kf>NI#aDd7El+Kz;zAN0BIggiIJ!mKNR=3>b+KY>JgxpMG}VKO3-z|(Cipm zDuJ`27>cJe#E&PN6Ce?c7(VnyZC4CA%{~6tb#8SxT!WY+sjd=ihIDf0DOjYiCQu|8N1LL5gTCi1dtHofWOn}+T;i2ih7RRQq`LVg8-2QR%BwAxQgQa0fTGPK$41x+lPU{8257M=j)W>+boI`HZ=NotoYHQeBF2CLl`*kAOKS${A0!2s_x8 z5O|c3!UIh$XqZGEf_PhE@Dwb@?bW8?_yM#j85d_^J@puRMta7Zm=a0Tfc%=g`%6|C zBnSp|qR+_bs>ZMvpxX{W|Bav#FHuGvxBq32?P!0l@(=fN|55PFK1 z6P(RR5aVfFjJ2E-K7`Qd3^B?f2B9$N#8N=J3<3Rl9aaP@9feSjz-7@b+0YWKl(1#V zkQ-FDnNuyqh#2-&{t(EfA!H9wfTK4P2hrbsGD$P%v;`RrDHzrrwge6d#BQ8Jriram zAP_0irQp`#_WXF%E!FDr_KeAr4v-X#8!*1QcD0kY#~Y?i$ef$w}6mDG3fiQFGRQ0!qcC z?m#7+(MaES;fqlM0fLn_qh~3x;A|R#LPX3p(=!uJk!Ta0WRO!NG z>DQ=vY*{*SRT_AFbR7X8!W^`^&>|y76#>OmR0$j^$`;V*&=w}eQVBR{DC*E5FP=dp z5`F;$pj+X8o#{)4FdFqJvNmb)2$Wk#3h}Gu)DSKJj@>38I2yKa6N6-}$wF0t(qL&t ziHTX(2qzr2LbBE=v^%l-jf^eru!|YtKvd)ht4F^r_@gf^`;r+Er!B0cFbL1iOBXP; znP7#$%ks*XO!ImmC^pAV8ne!(>0rr&nJHwjHACBy=ygUrp$6LR1O-++d^mz>OMdZQ z6SZxbaC%P>AYh3SDw?B_d3}3v1ma=#!;4dA^xXwZ;Gb@;XAha(auSHGV&Z9ui5@Kjw0qb+e!%3E zXadN%QnXRH(3~QXL8%F74H=^Mc*4x13Idi40>qD6w7Nh9YoFG;T-7-fDLg=A@dS9M zCq;Ef<}{rJoaQ47bNIXK{L(pxA5|X0wo4dVGdDd-XG;VNyx*4o?^Bc(>~!?vdGmsh z1pyju*X@$1TrK3kik$%Cf_a_L5fcW*^s1`#CIBj8XLye}tZ`M$Rw1yZgf9hiTdEUw zB9gEdFAK6x^&6QES9c_|+12e1$TE2Z^jH8WHa{(q4je24KG{{o%AqGf41_%d>0!n} zUArdMSr;z`a+lN4AlJy9KMwrr3RAIwJW|ZOgA-PXX2n*ka;jiOmH zZ8b?*M2x!e5t%5#sPPU$WFXV{$QmG!{dS^dyAW^)L|B8>mn|T4hOmyz#Q23Z1T7?- zVqjVx%9rAt@Y{9bW`zdZmY8tlG8&yH5fgRo@`odxvv`S`5+C7)$!QsmcCKVw0F`LewGOIG=Ms6BlW)SCrzcsqmMmHHfM z2BMk?M2u_4*03#!aM;~8nmshHBn{J?F!@y{?8>o&g>NWsypeU-{A!83zCT9-7wOCd z)9g+WlY}Q}m$M~UJRt)i@N@wjv8v?Xt4(#>fZq=(G#Yr*18at9;BE}DE2}o)hf}Vs zhACzWbm{RFfQF^kz(zwN(V$L=Q{cx$MZrpouitbH zh8%*FW(9;{3pfPv#BK&{i!da@A&i7`Jo!5pTLH@Q>g?_5&iL`ge^>A`M{McK^X6Zd zB4FtwB%PBmssbMrKmle;1UqOwx-Da3=}qD1P>(LZFd%wiYoxH2kYR=csz_lji9;u# z2v3oMmENqx;}hoC3ht6DOF$yme3}eOY#P2}LfEd>l;9LYqTPM#1T`fFvMo}WtzJyX zpwWC(v|A(uRqpo|b93v-W$0bJ04=kTF@bUo3XT$x*+>S6PS4tvZARxLh_^ zHjR$~85zLl<+TgY+l@vKtdwGuX3&tMn&xTrG=W2NdI;4L?0B$+$=?OdgMhHOF`%(& z{%L5$E~n}+-8nz1^sYgh(_!1ykvTvBeut7POaK9uLG$CIckk#h-7vyq3z|_#1Z4>9 zM!`?wX^RL(ASXWq0n&*`#7a3(z^hmyE!cb_Ccvn};gp`RImPHyiWnegDi6hZ=OdEj z42?}VB``SA1B;uh;tk^3I30%nw4e{!=RWs2G0F*ptemkMINi|bY72vd5~^WZI%_G) zv1>uRTz`$oe+|gT%&wI9z=^FG6R-?TE`e`Xye+~YRd3W{#FwHjiF5Si2CEkW!LpQs zD-|dcs4CJEf}V9mTcfeEz9gESq7Mvj)0pm{`^Y2KVHQC zTA+`a8|5y!T5{2=LG~Ep78)mE(@Kwk$d(M{XqTsSRA-b6zY_ceZG91jLdCOdsuFhj z)ir;Qq?bvLe<#Z?QKt!8yg~JvEzwq8C|!@pWz{)wuoNR+I|it=F^m{3vVqtF z9z&7k+VxK6SMFtb_m^yAWkjpdG^wb&vW}dXl*1E%U%|q3%Og@7B8?JMM@vf~UHT4Q zlU=Dk?-Dy#Sr9@74jC*b55rst!xksm#07K!2HKaSXAiQv%F%4O-Ruq(T6cnz4NwfK ze(3?iYs*)gqvxDhnSTI+EhSB0x*Aj2o?ek&LFHmZbm^NK1*p%i>WTnp@SA zX(?EMtfrxg7Q}Zm`S)obNXR0)tU4t?NQt04Ee+5FJTofdDY5Ale9ip`9G>fF&#z*9 z>cWRp*LHdI;t5OuwuOHpfUs3b^0NVA$e>+3TBJ7l5%!sJH2i2tX=0d|uw5R7IJHA~ z@(X6rpxR|ri&J_XrM>15){ZI=IAbVR0tVB4t_f)5w&IK(^f&@;FdOsS88k#H#8DTx`yS4aAZkA0C(l2v~^_IyFlO z{K9yMTOkrF2qoqLr8KFL62pWL2pqyGQFTWNM_DlHdcuxFROe zxMb0~wxyPIk$UlCy%(d7>_Q;2YCL?jiP-{d6gt|d!NTE@Wj6uB&qi1z8=$4q>{#tq zNXO9DU`5uuUhsT#{THfZ#m`(xzhn9U=niR*)ZX=!xyQk z2FMS}pD1d%E2Okq!(@x06UQO3E<)pBXrYS0%jHoQtP5|8A(AeOhlnH@617Y>5M(?o zF-IUY90aooCmOw~VA=u&fuXzDG88S#7O|ALNNASQd1&!Oyt;zz5?eeD!oZ37sIHMp z+p3?&Lc)ij8JCdngr6Obhg0MM;KC&^fYwIe2c z0qS!4k~so~n~7%uVlX6Hzzq~(SCK99YWpykOW5LvZ=NUV`uRYxWsQqO>5arzE>W)2 z5s8>31OciSR&KkHca+7%SukNYJxq)X8YtA!Wbb7Ac5owN?2m+E^sWbdgq#Y$gx7Nx#Ukb!*a{YR<7;@C}HUt zz}AVdd7u#|VkV~Nbox|)h10=llMO*64VlMr*o9yTFzKH7W1KgSqAd8bkcp2LVAged z_#$l?ePQp2{ zESLu}flL^~JV_6=T}FI_$yGuZ!7@Z^fuX3eXuJkxiLnb`x|plO^KGytQb)D~$R&@e z=O308D%}h{o1R|+KR%!;#K|D0C#w_eL=XnWL)-_qi$I%(CS?;~fc4-@j58fc8kBgH zpfTWh)u_%;PDd_=T!sJ$k%y4MnNhIFf@Sd(CZHJQYSY{ZG#;7=&@3`KQr&$fI?{;U zXv-B3Ryz>`!YNl6EmDB2I2Xw;ozs^13YmQN-J@|`BY=i50|u7PaI0J1Y?`-J!}ctR{i1+K>!3&I|4d-VVrh(VkMyJaN4r_vb_6Ch6lNi8zIav z;3OCmb8NEihp9PH6Yp<%wWU45vV>^^LN~s_)|u4~Cmel^ zlK60B*(HoT%C&1r_<3fxMZXaUVmQr2kLc0Yq|UeBZmms9I_{#A!cnHjk)|qPHIdM>3Fekh5GVB&s z3Md9Nl5O`cb}JXLvaZ5M0ETHL%kD?K)6SB`gC8hbBB?VA7V3 zDKSh3gc2y)uBCJA)YeGp2&j%v+=O*u?gkqOsBw_h$#Rl6jSB-3yExivd|+Vc2GYI7A4JUlV(FJQaXGho`+!<4yq<2 z9&P>@8VdpfIK=>oPXvU?vYXT_yDQgik#ezoRbKg$A&p-ZW6Z`iCr<~1Xnw64t`~=& zP5On*@5O=>4L1?*LBp~%K_x=&62NJ!F!_nx4p=;akO;HOcJ_Vhj7fla;4T&dZkXIg z-zY^IE}P+m8nli;ZS<9{F5M9-$EL@#lmghv;drT*YX?ZVG%3rjNafJrVU$SQn#A7{ zW&v$IN}hl4R058!*@;e~I*eR3QbVB{m;=V&HfRFo(25_l%jjbS0XeElaRU z=vOeQ3Ijv36orHpFP)!&CAI>IQaWNgcif~8L>3T5kx}dXpnU!E$1fdPTDgiA$zBOI z5lJA_5f4D39Iad(o!Cq9oc+g-BX;8tHoJ3&85G!Z83CSx*RGVd=wKD~_OTR6ixi^; z$Yi4iHMGKPNuk9vdS2Xo&naY-#4`jWmF7u+@GD`ds8iEa2gE6O!)NnfY@UDCXDe`Z z<*FqBLO)e>0q$rDi7YHAo)FN09|(Lg3xfcv^R?y8+mlW=3b~0E#s{)jgj_g^w$+P8 zurOlDZ>e-5vfWy1i4|dYK#(odhvwsF^h#8VO+aOc$Gpiz-rETQMa>~70p`Yba8Z)g z5NMH*1HbRulE}lL1%&Scz*k-3a3I4MRz(4Q_IhVRz>uIMYq`<`VMwfE$I1^xMU$iz z1;{`{m6zqkFIn|)BJ7N8&FJcy-}C9RG!9p!TarI5S3J9C$#g8WO&A(xfMvTSG`kTS z3VUG<#W+k2n%9{D`4za|f-M!2!suC*OR5f8U4JpjpH|cC#tI67F0No<^u_E+sb>!> zf)$YxrbHrzK*-?1O|Y1P0ZKWk4`qwQEqgjAopH)OzF}b&$yPgjKDo74&A^x%aujMH$DCW#9RYClE+gaePfXVf#w;kDweCxNJJ*l zsA!y5U4RnKuAgaC7EpRE(D4y71OfaDW0R`fYc+}|i|e0uudDDpdI4Qs>DnQdMDL`! zV${8}Qa4Y0!e=|>h_M0Y=W&4{Ulb2#y9l`at|G&-EW0t}x7!#YgC`m+&jRvQs2VWw?xkp1e!uFGQ-$HW`tZwAB2|vJa+7-YMtVFi3+M&g(vf+y) z!uSasS&6I~$3c4z2uZnG;}Ho&K$>4x$P$UA7?`2iO2iWZ$Pk95Eny?T$YWP6b5K;6 z8G5x6WN^OITl$55u6OvAz@GuLX5kQrq9ekF7SGr8>tC|yzL`RU;B0(i*m^Jsx5_No z*qbljn=(UtHKtX|#8s#YC%~O|V@mUblB-Z6*Jymh+`q)o z-S-TCrRhL$14VcOfk5&wP%>M{1XX@15oVN9FA(AbIYYoY(w7!MRfx7Fk_Iata+Da^ zoWsm{*MVvSq@o&*_a!fFjYO96TrtF|Cx7)b%UXxq(B{2f79={dVM%az5Jg^2)CIVl7s0lr4( z_p$4L*yt9ze`d;QYHSB%i8*9PBGPYTq|X>`onrWOd{lvK*Aep2py0dopwO@jUljtj zb5epKn3gM%9M;#HDCRuEwyZ(UtDonbMUt9jv=vUv`&PLN(?T|6iA8d1?Dbpf(P@*|Lr1}1l@ zge&y_c)Pz3SNUZ>XDu)s33?4#vrJmf{L2l#D04J zeWT4cV`gnL#&YjE=&84Qt5&V5_wUabbIqB+#)UlV6k4&dmCLuqnVxA7wAH)M1P8X2 z$)Xd+BfqsvyUW>FBm!7jxyAK$Cv?6ba%!3K(#_C&q7;z^TO4f15rbVpHvJqU>XXR| zrbH)8fZghrj*SEFg=syf{vEqd`v3qS07*naRQ9I^+EEnvYX36W*zBUJBmZHVLj6cL z8M35rfZ{}^R+inVLRF`lwFP4ZRytuE>DYQ3>3(_~VMVu=tF`1+OE43J+?L(SwHt{D zF%)JA128Lt@{unhkuU&YwfZ*p9+`IP#hO*ZN+Fma zwWw%NR5}vx@(Nv=^OckjECm3P7%L4T((6~DI6Wq>6tr1|PT5V5(&`QYkK^4|0Enpr1`q1&|IC2^da1^f10Dd7Fi_ zW#At5g-Qt#SspdZ>`n=X#ZS`b?8BdAbguzUrUym=HD;8u&PGs^g4V{-Rgl;%F)u!V z`v=THf=#gLhGn3%$f#_NIaM;(N^zqEZUD4OFpfw~SrenQw<;r**zkv>q>8fIt(-)9QV84$MqX3Fk|B;(x+smBtS}0dL)~aBZ!Z3&gv)iDYi;CjNZ`reuEh0rQRb)udY@O-9 zy@EL6z>SC)S@@YP)27WTE-?mM9Kx*pMidD#cs31nQ$9SB;T5vWr0`+V)*Dp0B1$0i z=tTi0J$}8rnSLScqUu__^E$oVm#st=Z7J3U=%)f5QR}x~V;}=Q9#pLAF^I?J@pJa! zPqNAo{WL+3Z8c5vVtV#yOm>Z2;W&hB}q&F-sT>M})(?yE%R4Wd=+Datd9T zzI>1k9}fXi_|{0;5}!%WU~=f>07zu~rpJe2u9>?>gEtE=b>@Z8o0QyUQi^gq#Xvv8 zvJ!6##+DSu!C#x@3W~@IBe-dcOn<8Ciw{O2fVK3kf_8hg8ka#S5lngvDS^pUly0j> z^7O7#EkKF`q_d*<;lXS{@>!Dv5VYFu{lsH7hPLoKWvfSL%A79&VA7eaXfb;PQwwL^ zLHhFu!kDA+J`N_RUlWjvS-O-G%RNG`0fVW<0dA73BE^$6;L!;xhaDXiA5c@`v< zu#joNsTR{3LrG-jkX}NU^+2C?u#Jd(NEeL}I^V7(H#7q@ao$tnX%=9?CUYwA%lLmf|(!rP% zJ`D^Byfyt&oKPmnU~E}!F;qF$lYb2Z0}HT82KLBQw8F6P)}!oRTr}dbiHzr_o+TJe zyHAp`M5s+U<_JB)2ew-rd9+b^Wc(gsAWhg2^b1=rS8R5*5OU=BH*;0&S{ag7RBFMC z0LSA9AjMnj?$$p`+SFqC;pK`r_g+_maT3t)misXCC@U~FPMY~rY)zyHA7F-%-40$0 zfQT*_p8#1_x7yt!#ydqOhzCrYrpJMF(*)J^$dOfwNJX2{EqjhEk#2JF=NhwB5OOP3 zN#ZbZ0<7z_Lbg<~~@VV@LqQ?$OTD~(g3XYXqM!hZL@b<^NTKE8ha-AIh8g7kQ7IKlQ zTXS3mb7WvjplbRam4h+FPRoHIR|QWu9ui^JtnD^jO1i-!!HV~Yp(RvQbqjHIwrJjT`jM7WGQ9Eth!yLts;s_v9bomDIyD@^HoB` zV~(H~m0x$bhorh@1gPH6?!Es~D+OMOYC%RK%jt`!T#ynB07UJFPU(XPn4 z!*E4?`5AFNV(^mlkzkT8fOLt>h>%E}RUN<j zQHn%(SswX0UP~P}W>VFKp=Tj3dPJp%Bf z<#@EKG)~vP?|&*PXIFY-1k;yS0S$InMefcK-WKK>3}aVBX(sZ{1j8!?iH!qO=_X?p zCxb%P#6kiyBpz*b(*Rrmjo3mi9UJkC1Cxd$=+39QBdoi2t%2(?q;+w-{2Irv@tHVZ zxrSzLN)SVp)#=M>GC7b;mR%*f!%jpZ9^|$dc`H<~wRixu9?>>QD?($j7NmsF_O`|s zgvs#GS$CX^edQvjlPb9>k6%iTAmcMZzLX+L)G|(yQaDT(wyc>*gF+%=0^Y6#BNXvv z#iLuw=#d*|wZLc=(M~G|43Eh$3@~L``QOsM)hAif@5El8DAcf*u+OG?!Xv~IA(?HS}~Zrw=;h} zhtogn>BGzkMMZ7+)(ssMCEBsFN=rfLY-k8j%W`d1nxk&`WTYfaFl!dfRv37r$dJGU zu(FB*&ms|L)oQlldkl0Gd2h9=zBpr>lp0T4xUJ4G5&^c z%P@T#m76MOEr`}+8UmgYt>PXN41k}t>yfo<?Xh0)aFnpBt`QC%0G6bN)>f))ab!VSd&I1|Q4?^I z@7IW!Rbi#%R6Vw5>2~D`%EcMKLi~g^ZE9`xqnMYEd3sN_x~p<&@JNpmMye456cmxA zigbNh8GsR`-(z)QI1JnE=9A0kKgkqk8lXw>qx9{&1I1ahu&Xys_ImJW*JCEw;dwM2 ze?!^-FXGSr+|Tt%=H?lz+i!M8U=VWQ`9_d{&Pnwh7)*~{IL83V?^^ro5kA9wl5w1k z-6_Y=OhqI&j-B{E+kZPs9|X|PIXc=$*vjX}C2s7JvfFf2@t_|xiTD_W&Jst!hv$+X)X z_?5=lRMTUXVz(}UGca39%L1^9^ca=kOazz!_YF*(20@N1W#G1R`@00lQ3_}=)e zc+{e{v(p7_jf<0coTVf}tGE;^U(qUB6Imh5s))#iY%(<~OPoR4l8D5kwK;&vjYlH9 za)JRoGRU$@M1l&2*<#{I7>5-HTY7@qjae1P4Z!I@y{q_&?9fHBTjBM~WEBOw3E~9f zQPG6a@*TQ3!jQn)NvfbZdj#Ovf?<>cFzHsiMG%G$sfu#@>W>YQVc79Oiqqih6!XqQ z>KV=b6_f*lSEAuaEL|ivYbK%`Js#zPrNLv$bs++fA+#l;9J6axomy1%@C9KE3Y$i} z&6=}EfD9F$Gm(4EtZJz)ONtfD`fcnppJdghLwP=x6j&#kvnezP?U}XSyxoh~H3*MZ z5sqCSWBywg|6h6E{qA>tnEBH}Fkr{#^Tu5?&5qyTnBC_rXh@HsEWUXey0@M*NbwVx zpT>NQF&|?dJB9@7g~@_v&YN)(X=QZcCqp@sXv>FGiyw)Ve+gb+#yh-rcVN>mF1Saz znq{);i^6tAG!omDc{();6IPBBd8&e0ctwXsax7fFf3-xRTE@2IABsK#{HfC&ELu*$>k83TkAV(ZHeC>3Uwm1#BSA>IC$(f0qGt!8-A17e45fks>M8N3Ugx8gNie$8v^~>^>}tU{1w!E2iOoXsBh|dy3)u-*lpJZy2vckOYaubH!&2Hjo zA(=;}=)GO%*JZ4aF+qhW0rMiUDj~50Rz)Oj6X}r{aW<)ZacT(=%zrnx@O5OZ!NYP* ziV{p5NjybJa`iL9nt!#HE1mU-q1_s{t{jJfC6c4W5=$Qmj9qohYK9`w#uHV568Xf# zc*J~LIq!YgM5G6+3xM!~0GUWm3{rqa%C$C-?hgjLB38A$Fx4RTJ0Uu%$w6sZuMd>DzGG^Z0!7C_Lh5=g`mqOx^+Jui^_ z)B@WL06YfZx)uy+i^1E9RtZ~t>Biz@)iNBu@5)}w7=TOR^fIRnK2=iuVBw^gw=BpE zSgkNtmW)=9N$QcGR4F1y<=gAMBXjqXioC&sJq@9FFW~_2Or!>ZX|^TE@kn9a@k@uC zPL5rc7+ahGNT|ZYk(<<}L|${K3Ot5N^UV#6dHJ}Rkb;Ti%SENGV6+}NEP2Xt7HsPi z>t{a6jI2(Yh#u(3Qb2Sn1sjmji|BbD8=CCHOpqhqr-esIH_2Ez5*fnyIZykk4O4|2 zj}!w%)nR*w^%>^BF>yx)34`n%0bUo%F`N=TrV!wKj=lXo{Nza_j}HbPKZmwvf+3x8 zI?kkuSHdnQ*itybwgN;8{BBpI5@ECx8^^@RW8KS;b}>j9=c)+u#kE5!3$vn6wSuhD zX)D*7!gkvV7ANv(TLCW9>n9t-6zNa^7`F5nZ*yKz$XQ^kNIKy)&gUq>Zxnp6aoS~I zK9j`lavXQ(?oN{ATK4+X0)9Nc5jR!7TLf$ilG-qdOpg>!ji_5`;NCi|1Pn<)dddO| zAA_|qmR?18GRW@r;t`2*b~)1d5?P%2R`HDA&;Xdkr-p)7L95f@=|4<~Q{k!&gA{5`@mGZBGI&)q+ZMwk+OFMQ>U$ZMbDar5WIAe|G5 zkxGR3N#j1?S!rz5Z3Sa?8AtF2P9&#QJZ7sck6j*0OaP}x)fM80%n1ww=|%10H8-@$ z9!vySuDEGbS7L1KTBX|!X$@Aqmx&aQ(|{kL!}UUdFNJN78{4`=!q8{sO zdcfY1D8~d-)$ZrkPkxf6X(yy%Mu9l1)n4!(-3blr3czXUnYlx~YlvvW>>#D|J;nP) zJPpe!8XQ`|_4zDX=~h(TQ~)WecL}=6{WONwE&)!+*ED!CfHPI>;^|GTkFnmfNKHvw z7;4k1igc~Pu*94Lzdw{aFtZRuZ&g9W!YX_Yk0I(SBI)dU6+V!Y9 zfa-klQha0RL9mi)-kW!EUxN+SVL?BEjO9Vj!#`VB?Sh4+&Eu2gWKLW|gKE2>Jw#y2G?oD5Q~h$=9GA{jzd3=fQzW?L|jNh+%q2`iTql|&9O zOqLRZ^@8>NgBcy)Cp`e)D!oJ%_wAW-=C!PZGi{heddH9}Q6XyrtQf3SCxG!&Xw4QW zs|g6o)wm<;eF@l>h`K2xES+e}lCp_ms~2E#n6<`XoxV6`S*!ch^Hj)x#}8RnoknOl z%#@S>NKfypl$T=iM#>-ws8hQb06bQ=bscf)R2=Nn_L)yI9j1nYrzIjmFpj6Sk1>w` z@Mhr{m<~Pa&_w#G>!&5Vf=J}DoQBdYB*p{A3Bw85*1egpUlW-W%wF>@P)cCja&K6E zpK0`HPrYjj`Co+HjJ@fkO$koN=AF)?gGZY@C&v$&!nBEi)vpNt@Tvrer=lT6U>ak) zNaE?Lm005;fxBM#VSo*}6s7Yi*SobFCS5MD6og=mV{RHT7F%f3X{&O3L=KD!GO)*{ z2g63&qZNSVq>z8ho@My_;>+q$7AGFgI+e?St#)lSWDbQ4k{_lmurv_w8hHD2CHyN7 ze$nmMN*=v3D`&;r3lB*rZraSDGvu+^<)qpAG+Qg@2)djBsItrGw8iLQ4vRKHThUT3 zQC+VrGFWfEn2}iFt&N4>kWAal@GFx5>P04;6% z85b2EQfZTA$elG<;{w3kaA2MW5N4CHE23XK46{eONR&Q@^kxk~mEs$YT_-4?+TJ+f7=oc1%1 z^?OTwe);exS*7TvEQu!db^T_PR>#&Ez!MG3u_6)Y>)CZ#P;U$aL*8^84~Gdp%XtKr z%TB^gF>dF|$Ir;1K?&wADhCYX9``46?uv<@)3`r~NP%Hbsj7IS2PQ{W!CUL+DN1`uLxN#WHXnc=n=FskI1Pjo6$}|nuGQm|tOR61w4{1u>H>3O4p2Eh17;k6 zj4xdlODa4+l2QQlVlDSnx>xIxo$9sV9l;x1e`L#N;ux@%n37i4shJx)*+_7b1RsE( zl2#-lFp%cY8jf8l>}Y!Xn+)Dz837%Z6uBm;kekL))ZJiJ7Z*eV2He46<1^wf_xmNh z^{JDea`FO56QSQDA7B_o^G8)Kuym?gIbF`Z5;>4|NgZ?KIBoGaa{xgkEJAF9IU@$& zRQb_zy!k4G#}M342Gft)PT4yE00EHnBM0_<+81k=A3q)u)omH|-atgAP+k7hHXK1D z4UI3}sZBg#N|V$nrym|auw4;}O3+{LBzepP0We6fwVgEvez1-Pp`dhxi`1jluAqvQ z3t(kP8lXaVgy(Aqix4MaY2%Aau@$p&a#>(O25bV1BL)8QeXHd&pJW=NFRe9s+I{;V z5obj-5P*7$#U(O5Y&x94b_e5&Gl${D>?Q5OS$9sh^nIps4TDF)N_RQ<%)V9i7xexQ zVN$R$S#~=K!d%=lOExmbRUhU2{lAS=L%W4$PNG zhHsQ!LVVyZdY2xCq`JUX6`ZEjqpb`T2S5o9!DE0-IgH#ed?xNUv4*coTY_@Q;Dn?h z8NHBt-xmphJbvjhBme`usb`Y-#StRWulWxw9RQm(E7$5#ye(8Bw0Y!9FAh@`tI@ea zFl_kd&?*kY@3H|mZE{P_f()inrsR7K5U_6;z0?oYf-@Xu*5Z(q@<>*#Y9RH3B2LI!S0vhkWSU_fYXCTd2`qjG`1<5< z%wE;KuzPa>07ha(NJ)u!(DDHsYDMje=i8MfQes!r_pb;&8m_NhcgW{`3LY|faiXP7 zL={vpE_e4^R<#l)aaLU^tRUo*-=i$HT4@$Z6^8(ZfdJRnSh~9i4l8Zz- zrxs+@sVwp7Nue!oJ%Ydhz|8!cKo}xDCdNw7nAMWSl%vPW$B=+&z;KDr0@j`By<>PO zD_6Rr68STPe8CFIC7^P0+iI6WkJe1Zly|jiPzo{9@o?ai*C~`(#kTCG&?8eQD>xn_ zZ7d=Hc$Bt!Y#{m~z!=3DCp|b}8Y50Vt3i);B|0gboL(tboFZT$lVm*-uO&}J6`it? zw`G-!nFEFpe~l9$?&edaFGpq-8A-X9_4VUpfW#yq&U!Zo&a#4eWNP7w+^V9riu@ke zBa+PYupco!53bBCH!;b&}AOJ~3K~(+o;b(;hPVj}lkVqIj%eSh9Z6)AEJi;Jhs#J(C z7&(|XINv4x2F&Vvr9laXK?_C_J-+kmjy0cZHMhflPfD<_#Rw!8fcb(jOhw{*tQ?=zBKh!Ll@hH1a&VeIst&QP zOV^!)<})ee*%f4JUA<@V*nNP(NnsbsBieQWwi3=&?v zo8KMlcX93#5_UOW3!Xj7l8Yog#4tMhfYAtWoldh{0t7oFiR_I2?MtWKZhI#VDWVG6 zCRqftpb{$bu^A>LHi@>{O|5uNVqltp)=v5R80L2Hy2B!=eL5JJh*f%B@bOooE$<%b z0l?4S1+E-swRDu}&Wp}FfU`EwsH}DOWJZ`NG!sD!Cep6Qsk-AGnQIT3&+$Y}%s_^n+~g6EvE-M__*kP>&u>o6r=Q9dC^ z@(3e^?Q&qQJ7>`6g#V`BuS)!j?N<_yk3&skm(U=TpSqu z$Wxmy$T|Y;XN}7%{QfTI`~yn>=G<76!zNPic16(2jmINHVlt3~c_f1gmP}>8QFr4sl&CZ z&KeYe78vF+q&Ci5`7DC8`G9xyvOFec={PHGohqeEG-^%7Yy|+5(o4X*631hO06Ln| zC7KNL2-91bwG(M#wg{dE46ZX5ez^I$Ch<|S#}rKGE>@!7{5;AY>eIz z_CComH)o+7XFguysB=htQSjztqW9;l@Kvf zc-9fv4WLjxHe@MCuz`&y@JH7Vf0EIvc7scep{J6Rrf|;Wo&@B;w)o<8tJS9Cql@_n zVg3x3dF+t%X{HA1t6zT)jE_gTjlQAdOp^F^>FF5MRgN_>D;cf}{Rr(+qNus6>tD(8 zpMiLEVCD;q1SfteUNFS?_d!(jIib4Oj~A!iYOMrX0vM!pmbM=GjiO+asTVvj)Y8+g zh|(C4M_99h0Kh#W)KN{*);Hy}$wHE(N^1nBAKL7yrMfM4#hy%GxQD4d9?1Yk)A} z(_n>>#i1vs(ue)+lgwZlogy7KT8`>*UhGf2!C~uk8nU7yWN;)JzBeXUuD)QL4&~1w z08>Q_@=l~kQl-#?lVfFa`K>St)yUeB&S$pVbLmluGeK4C##XSnHU(>6iV{_cN@AzL z(GKgq3>%oHL;wUm>V?y5O%Q*YZ7H#$N98r;Sdv0^zI^xGYnh3_sBWsv(XdVgN1S$9 zlT??aMv5n^BZY3kSH(TzksAXC=j8QRq+Dyet+rtJ(klv}oCy9f0Jf~n1hR>_x_y9I z`TDXo!I=5aa{Oi$bEWH|2!ND)r9HAVkmM3}sU)hUq9H47$WEcD!(<-E ztQKapwG7-1sh3KBZvD(B8D&g+N>XMP9yd@DT_*4E8qSgh|~@?U~GMi`Po92-Fl~IhN1UsDP-It=aURRksYXrLaG3S#30CON<7Zg zLV7ItY&N`AU8^o&#!#+AC8%8?kJEGHa1iuW~k8H=K0?qJ3$z-JHC($mt}H z$tqW35l&(tW%09B7bG4-JRWVqsK^|FEsy0|$pAp>p1bYT+QpCqAS;ZE82V+Yg#mEf=)RwS5nObk!o z0=-}J@$2*yd$WYqV|`87k@$Fx%V_wVG`Cxpb;Eh%KIgbQUtNjJxY!-%mtXLbCsB%t z$%=MrIV?778VJC)a&wOEt6UY%`T{T$CDcN~_Y!bqDX}(Bs~|I2DITrk!6}!Rq(%s! ziZM!Ykr@B>`pM# z$DwPa_ht(agNUEWAXRTZsZE}UDWx#ZV0!VGPOUw~*wU0Ng{)xF!iY#waptjjJpxN- z5;MMF{CDT|W#tU({`U*W?Rw#PRF@bl-@*CoV!!YUzwo{9ea|ldyce5HN;HV7Bd81Q zV_*i}FBR=hk}QO#XUH6nrH=v0j2Ig9B^{C&X16xQ)oPcc9IH^AkxQAwSBM4UJlWh9 z3|8??43(^RB1P!$u;8~Vt|{akBE_HP4XAeTgBcOo1bBpJz?(@!Kten*9sybnzbh&c zArfW|)hcnTAXtx_d_Q}{8Fg|ZW@oqQSee(GuRq%GRY*%#5piw1ZN|r8jW13lIV$p% z=yAdBVx?ikJBDPdW!4g@ih<)W_};C6tv~+pkG(^IiOXU!SS3Qz<{vxuF-91>tsKpK zfWS{-iCF}Ls{p2)AYY;?0meX>2pM*JW6~O5A&;_HT~8ho4Km7Ejy2^C+zY<%tva=( z1kSEkY*rDwR@F7z1a<{w(FP_$NsoB4raEDQs>6f9Q)Np~n;fey&KX}*F|&mS9soE2 z7#ONX7f<{mFvzKu0wdQ;g;Cfp-zS+<^UtDx|NGzfot^L2$%-Ept27zLW#I0oiTPKj zfApgt*@Z+-8;2P8L`6;va-VkjUJF$uX_f;6&%vV*g=GOW2c_*MyI#ry!`PPkIHGpad`DP zAgj6!@N?^jKgpD#%&Jwlp{_hOphW0L8&;-yzS{##x-2Wv;!zc`s~M)N`$uN~TZ%0V z+E$TYmWq{I>6|@c?yH$ZDa|oG5*<&nIq`IU_$y%*m)kKAaCgqRaRJebWg_JYwhLJ~5sr440eaE8E-(zIUB(H#jyOz^DUnW}Pkt2h zzU;%y#p+d!r*xTHh^#M@Y1hi8NQB6N5B>-S9r=RBp zkq`;oaactHm%A0l7K<4h8FEE9VDaQwN!l9$K$NY;wgL$veKR+ zgq(9q-t!F>reGxE1-HfNx+)5jej+oEoVMuE3$PVZu!$L(5||maoeo+T-Y{900Y(rB z&eChsD$b;b$yY`DzV;2AlG>5Q@&V)~ObTBFm;eBJJX*cFz4KU$;O{%77gS$3>I?XD z_Tf*m+x2Oibh>Ma?v28nvE@;k_lZxx$n zMe}WWgZ5@kz&;M~l!8i8YUyVQ;D~FjE-DR=L2xD7rKBO`SaZTF)J!Hx7Q%7`b70^{ zUP`Mt{79sDWU5TC`BZ3x(IO0K6-g&2HYskl`{Z{o{-YItqTsecc2cMqBmq(cyNi5v zZ%cNB@%Ou)QfZ^)lCVQBZlk|cvcIka>Z#w+Z)-{a>V4+m&3|%)?ifahO7`6 zj9qLR5u|}{1?CunPcn{=G z^jOo-c$ZbMTx?T?fwpQ1RvjCDai`B<@W_n~X12zq@Dm^xa-3+V7L~Z&z>ZQ1KR{c2 z{4hAJ9yzL;Nlr!iU{)q#4QypGlxw%hWVgF?xqM*q=qc;cyk32T2^J{}XU*={E!yzC%=k6}Rq@gFzNcWCuqE0nWmsLJqfg zp3WE8czu%j4D(A7t2Z?I6Z5(CGoNI{)qv~EAyn-($(i+v(v@j?tFnq{fNq`K&#%{i zSK3cwwisGnbxu1NMV+NWRaBy))e_`%HhiCC-lpX$p^y>V>WUj89xFms)PeyJ!4S{L zt5qTCFiawRYl&cL0Z0T89D_&cC+(VeTY^s$TC&Q7W9eqW$_31={Q%YU* zPGK_rOlCgb#A$XG018P#%Ti+1lysd6+EseA676mX92OWA-;i(Y%!;3h)J3(dQo0+i zN3Xh#(Qc}&kvK0FiC_x#6{iwYj@F~sA-0JZkuFhCE$zdr4km6F4@kQjyF zF$?wzNA>K;BUqLa5%}zKf4OD=%$8M(l`3qdaBSsE9D@i8Ki}gywtH}g^z9udw(3S0 zX9~C4@+y!{K$ptN_K3=E0^r4~6%rVs2!QFO$2zr@w&Ia%ZW1|+!{ox}I|zqj$Vx{m z%Wjx=v{Yp{0qUzPk4#a3)^37(-g}G36jqv;MrRda0CHO~h@_;fY8A1nwM57s!|)H? z9f%be5+UR3TFb3!1!yvn(|~8az&NImO{o+N@Q`P$*E}+x9ITPTj7N1~N|<0$1^Ke9 z;`qgxM-!$*EmjaX89lbuDgul_T}Ao8sS;tBA*Fi-`Q6+8fzw`tPpXglU+&+}n3?*f zEJdG9#5#s`Xb}3br5P>V37^}^m)I+Tk4M;vMy{e9wMNOnq|_Vm~htXWB4 z3FHpT$5@|aBq_aG^D#(|0d2DFx)}PhD`K}!BL`E?8My#xA;rP0y=l6BFc}6`cStzM zIU1DfkBy>tl}^I4f)W8@ zz!py=m0M9;8=VF_Q&b#7lglK+SH&DSR@Rn^8Q9Y>1FUq9-3`nuBo|fhyaebGQg8}I z_{9;%V1=n1d`?-A9IFxtT`ku@B9h(>CTSD1HF>~Ur;OPy!kX<-V%6JHi_KRTn@7Q% zk>uE77&LC}tVJYZ=76QgTEE0Fj{zW&^SjvM9EMP?U0wG{)|ui=3?u+wUFn)CzIFup z0kBoQEZ~_)!PxLuLb_M9q5}|~rarP}Qa=T!Wkv(=H z0D2sZ6aQ`K%Qt#)DJJY@`+)Z`#`w~EZ6sAzRG9HRY58_HLyrs$Efe?HSP**5(57Ug zcy^(LTyyR%%nOe%B0l}KQ#xjb!DDenoma0JasDK6M3@wZWhF_X6eXlMWe3MliHE!y zudkotkT^|gv?6>FY>BjrFnDo~Ief;?#8ug9i;~ti$m`YN5iBKESuBi{W#zZ3KB?ne z)~L`jDcGLcAk9Y{k56}}zyNZZn?zX^f^6)46=*AkN9%p(RdjLAe7n-0ec{CB4(zK8 zu%b0GoynGHt231-cnhBQdXB_`#1PMS(5`xdmGCo}U%4{tsO2ZI7y^J@SnEN ze3B{FpgF`@X>BEl!#L(%lZ{?bdyTsni7A6MI1xWC7|>cO9&?1TIiwl30J1m$vKThx zIgZx#H9PY%{e&T`g{2g+W^xh6e;DsuxsI5Z0V_KfxsRm z7R<4xfedxQifCVic`PEULUpH2Mfr?_1gx33+y=szVz*v4nb_b*IK9AVV+MHF-5tzX z0J`P;B-MU+{55FhYoreqlK3Jk#|c^bt^E4IbQl0im`DTJWCXF5O9@Fj?ImrCV-6|w zD66AXMVpnjM$(#c!A2^#^h8$6E+;EXge7AGln5hkl^)>WZp&>+fp531)|KO|P+d=_ z+@-Qn24~@=>a}lm z4LsrmmId%MxwLg-y_^G(r+Np+fd|V_!C0};jNjKdSA8E>d~6Z&eKBQj0zVC1Dx5Xa znk39jq@tWff;E|VhH1-MoMVgHR*xD9QwttvrI;91y4II*WhB`Z^tu+o!0%(sBVX3K zSVb_J%Z=PxcQCdTf=P+3l%Qg^JPJa>$g2Hzqb+v;kC7N}A7ehl`fh>BZb;7O?8BdA zHMUh%z6P2UHEoHnhZ<`}kWJi41h6Y&;`&*7TeZ{#`;bEdoIUSZbF5H=F0NXt7#yTv zQY*1S)K(?g;*C41b&*2@wq6NcdcIeJtb|$B!cenuZmrPQ>omwxmpw6dHPWTA)c{p7 zgo`~9c(9aPJ=RFVQq?UtXO2X8gRLE_)q_2ZwL(MtQ1=k@B7tRWCbt>TOP~0LeB5XSj<+; z44?=lID5MfNq}AP1P4o-IOAt^5d)I8;4^U!q}5h_oPsn&5*Q#=9M)@rBUmE-<#JY( zW`0%TEG4ilfV#ubR^*$>6xt0Cr z+FBOmSg(XHU!LG4;^(wFcaB_DI38`ul8e*J+1sl(R*uJLG1O*k)*h`{J-*vba4W%# zk8p8#kK$W7@9gHiUP_6S-f`3K%`NNY9J5_b^-{9hYFD$i5?PhV`GUnU6tot!u1CB1 zfvqW-FuNkN7-RvARyn?i?+QM{{8G`t`CgTR7yxSIbL(e5$rP^GYCHRyq;)|N{#2$_ zuyLC*5|8?KHr*b07D*%U@^JZj4-$dzO$UiYoK>+hk8wIYoB&-}!I+6b*kk{(|&x@^Oy22_Tu3m_j}WPqau9EQrBwdMXqrpA)kCgIPqON(>yna`?rO zb0W{-b0AlX-y=dnoLxvW_Zilkavv~u8QQ1G?UAFLqjZyz2&#osoNPyIi~tSIsvWbs zpZn)8IQl`>08J8d%pM^Plfn0x!q^ffMMaUsl%57YJWEDfR>;7%I3f}9r!c1!Y#yy@ zWqfDk>w-~R4c}=BuEe)-KKw~$g8%xj|GJX(Mlo}@YM#DHd^T@aOSZap-L1DazkE7^ z&4%ab8JjBAx;4)w25uMNKmOxCoZo-`=YJvxXv_FaE!%}&2~N{|O1($<<-h<~Vs3M1 zsi^c4dwp7&^hP8r4OS7zfBxrx=KRaQ{EJK07M`do!7q0!SXM+|lZTMmT`ngRgojkf zwRZ1!`#s9ig1=SfKSuwzfBUz8{KtRvEy;H!v+}n}#bNx%`ox%+zj+4cbuI<@t$D68 z{|w^oK=Z9HxmQ4%6O%vj2DPKKh1MFfJljDhwR@tLi@`XU zqt#j_{aL~;dx}Xz)8G%FmyV-DuQjX3UM7F{cYo*IN8R3ou7ocd5Hf`IB{6LtpH>x(5a*Jvs~TD?a+-vt;S;I$BaishnR8~kDkB$%fI}GfB1)TOSIC{1QcpA7`A(azI_>O zEGgvglJrgP_15tA7hY+`Ryuw@{*~yla)Q7H$nm;Xdf+CY;`2Dbvh*~Z)?oQC%i`ng z#7WY!Dw&V8h6Ze6dNDB-X=a9&N#V%#-uUN#{^#|DL9VSDNiCipSMeqH{try;fIZ{< zcI4Ue^4t zond}<2mcfNQy&XHxAF;agjNcly9nPsicIaZ+&lkg!MscPrpHln9Gly)3$d+d?$?5! zyZ^2KZPMv6MkS2#zb*7>fGYp3$ajF}piv z$1rDwzRvntgniBPf6sbXW$EG+x`#jYpa(-9!!xoLINub1V!rm@srnjF#5-@Vmu~|6 zzleX`(NpdGU>+HNk4ftBL-Ib6@=g5js2sG&^Pt}WzKQ35HvUaT4X}g$(C5)p+lPN9 z`~LU8|Es_HtG!Cq?z8>vcptmS*zr|Nig3UH-;z{KhZ+(l3cH6KiM^uhQ4=35lQnXGKM``19WtwH4Jnwdq{? zO2A{V%lu6CXMgr*{>!3Y|Mg%0npPx(On@~<9P``$>$^_D;@jP$#1y_$>v7rwUukEF z|F8b)uMF+?fB*OW3yPy%>CW`d_52vIEXXXuD}5Sx*i#G{cFG!mgu6vK&wC=pPh)@j zr+@0lT-Oz$i`tFlV@n}zIq|QqqFw$CVHzO$kgWlpt2mp~RC%m~H898DDg2wi`J3;3 z?|Z-dyT4mUf-%G7h(xt5@pj|cWB95Ar{S3%Plc=r>vUFK7TV`4`j7tTkN*De|Na+$ z@fW@1*9E7!NmPPWmxeuZs@U3NyYE(6SsiWiILjiEd9QP$IEu1#0{e}H7xmBo{Lg#I zY}z#v#u|Thr>DoNyh(Wd@7n1(jCCEQq4h}!qnvMe-8WZ`LO*=}#b5k|f1B;Me(Sfk zyCIMB$@A34Cj;}=c2!@B-E3gaA~{R<*sc{rNBM_;_=kV}*MBYYIs5P@nZL{SE5Gt9 zYCF+>Ij~<__0w)Y`8smWIsdo!k!Kq^@ksGn^4O`HuQPBG9Y$+E{(DF83odUBtlzZm zBTa4->6bab_G`c96Bqe7@w3W7Qq|jBYoio@H^eT=cBQj;#`g7%5J|MX9;l&=ED82NhPh}3cwt2IFQs?gJ8!b&WwxGd?}Y47a?FVdrxJTQd! zDxEhGBCURzV{YDpfBBbxxk7@hD!^uI;F(8RZNWSTg}=J1UTN{k;5-|@bQZKD18B|@1~#NZJ-$<`1f8rB7_dQt z`8RfbNPPFZ-~H|1{_UDdLp)&XdbyPbh=f9ZYn)Y=h$`DaHn&FC+*&sQiFJ)lI@y2w zw}0!b{Tru#C6$Z_OGE`GD`8bHVtrQRPl+w&afx-Iv@!ODV>72gEtk!&K>IDIN5N8n z@%SY3G3LXpEw!2twhTBz;3=7&rwp)=f@N9xS?Q{G**KZFj>71|HS<>KzA*y)Y0D3O z@B=ga&ENb@kL`A9iFvN6iZD)V<9%uqWF@N0hsiv03T}PdJTGm*nL>uf9Q6O!Pcnsf z61SJvH8O68N^Td?tCW*Ovz7u(eJcm@8S&Vd>NDo185mniCo=Fe7;b)RaK86e`}>>Rb7^?a^YDF$>`Qv#bIP=ww5`O z+@zBQ5G)e3N;F0cj4!2H^_X9Gu}w^Z14IS(bOJ0Fl8>Y+oB-BTMU^kuqjj(ZSXm^k z(So&AMLZs@QH`X>kpr-2v$i}MZ!i85;V?d4?|YP9bt%%VE2MfbL72r0j$xPzA%P?&^Oy{5c(P8sX%rtP zaOtM!{oS_>wn+w)Zh)BOMqbtKH>Jt;nX(h;?doEX+-^LaLvjMjA>tTmo7G%lR1 ziK%EZ1ekLUHd~D}hmQ>gfXF7#gRw`fRyN2ar-00H;pt5y{i8kfS6$JxY=2BIVHIxY?+ht%$AOWvonTGU5kj z{HNf8t+w#wtGfy3r1qVj?rqwXYZnjje2xfOuu513JBw>k6D+zL<|hx zBUr&p@H%t@A=2o;?Am&2EAg2-8G>>FB$C?Da;n0QDo)xwE;43LR&{>q2%nC}3Uz{3 znw4N+sY0&zS%i^TF_fiW?=!vC@C7m3jl@br<=V1~IX3YKIhE!xNL1dbddouYxGAhP z>2HT~{W4&s-ild9VriCA^>&+JeA{tY~^6Kdn>#?wgpR! zzqLr5Taj%3Inh=QEJ?`|v|BL1=hn}Bl07Rm8fQj|)9Tdg#1!12?yEJQQ#wp0rN$bB z0cGdg(KWwFWG+OHYPl082xgVVVnE1YB7_mp998T{RA*CC&?+%im+V{xk9g{CPPlC3kM8AB9HXej>6Dd6z^&4QTV7p|X62~(W5w9a%+pTxx{8Fr$2;{r52v*k`z?!Xv z1XSHt_=8)xw}wJgF6DlN5hj zd|Rl{l0lW+&PdR%PMa_o$72|eQaXM9(fwu;ivVm(xdh|Pv85J5TO5zJ_?(oS_sjeL zRg~1|?S_}aq-Xrn<4-&=lV}xzB*}_F5Hg1PY89~yTz47-3(U#l1TYE;JIboag+Y>e zEFwkZ`3NSMHIP<3?3tA?vSTQ5D`);2-}zr8t!Q(aDz&@zRa6VJD$bpSpHz-?!TR-< z!gP&9#8$ah7S&QzBs(RLEFT-oZ_YUVa<8{9PWS(NK%9BRc{@0xSR;b9tc202wF$(4oPl{nYiK$ZX?mDzM{b&>GstH- zup~7QvOOl|bL;0n$;e8Xev;MWCPKZI45G$1{iItv39wR-=*L7HIrGuw5_A>12jo9nvat zU;v2EAeA84y11a-3gMRmP_9pOQv#?;owg+f2}^1u)*Sf6HyH!zbUGkBRmq9`CGlQ# zC7L0;KLpZyEqj!>(zH?Nuy$V48GoFqvQnEb4iH8yhM5?KfwkrFqRtY`dQo4#6WD@B zXb#M-D!tgA<+Nj~Lj1}}ltO&?jjmcStQ1Z&Y%BqaptYOM2(j(!xp?K$X@yrbT5B(s zFdprO34oAA!m;ZhI7iw2%=XBTFcAQTU+?#|b-rH|toqhDa$!7X zd=cfC>9u|(B{J$D z_0`7PrCN!pjYoVIpGS518h3vh=H9`2QFNWuO;RUiH4xP~bXEw4|J37=*|jB3hGV*8 zetn@w?lBphb_E%{xRi`9f+z4&WDT!S!u;u=w;&2tC!3Q(0IWb$zu?~A-0fcM(FU`c zYJyWcNly(ER<6g-*=Ih<^skeQ&o&MYl?_f@8|=KE?qA=nch@_c7+b z?C{6Du7XFCYRZ+^`fMBL9{HGEj*Ks&L?lE$k%=kYR_!!yDLW^=EwVMm!5}5$ixkWk zhtxPnA_1G&!0_~FO)YoA>XE^-%lDe6M-1v}r>&82r1Z$4wlU`LnK-s2_2TK3Ly|=C zy3Y5=NzBpl_Vq0=4e_Msp6%-&nv$ZHx`K|Zeo;+c9eIqiwbD4p9RJdDQq_u+@!4P^ z`0viy;@GO9$J(KdY@@a%XcVM|ECs$9_P(PXA_43|%C$NIE48d4a1h?WS?t1#B&O26 zwJA*lj4inglBIkr4YC*jaG2Qmn3-KGfVf2QQ~Q38?udIVcUhApJ)Ls-Rz-=_cvle; z|I%|zgF*JFL@lIT3MzoE0T^Gf>X5;#;`#7d<-V>c*A}bdJAcdw@mN{YgN%)%R`%p+ zdWIlKn`4bloRt-!6}ep`FS&0&#E3u!P5{5G+MnM{On8?{QPtJ;V)TW$@5FpT0?Zaw zPIKm`0W%U*te1H$6F?7)M1BGa);_;SfUHP_sN%Ge4d5dA81t77{b#QJ1Me)yAYhn?Ih-b5OouBarM17igcu@dW%d5o>& z0hX)P%*&~dH1CO=j$c;2=9JDy%g+KJH}P(Xn}ONf_ghLOL`DLTttk#Rv|uSA0A3Jn zt#z41!ZZriMXXWrS!W->qun%XnG#hz@)fFC4o;D}aA_(Ei9}PyOSCdzmL%ycDx*UM zP-6e_6~ZPHvn{G{w&qBoEn2={`b9kAR7)d#W_lC`NNRWy2Fbu;la*Bnej^%5fW~qw z9Q}fP!B_r$okt?bwhKJL0ctI6U|JK22UsqD1MK3tFxs>w%b>i)^pf_DV~okR8xKbz z!7dWE1aoZRQPH88LxjC~?QN?b?Lx8|$>FaBwJO(&iq*v;x}Y3YS=Q`i-czm}Fj7VE zD^%|(tYR>YgJB4XmW40HR-IDPZk<|#Nd#b3S3;td?3I>lcNKRnW#Nak%jOsFvG&g( z?u#f@)}~i3W?&XiV&DrZ$B$oR!fF9eQ~=e*hTr2U`8NN29ZBco0fsa^{9bPHbg4FH z09$U9U5QenC1owz@ECbsx0Gk3r9z;MMra1fK8Cr;a%XS6m! zTeR|71Oq!iLB2T7REcm-`FqzpA>Uulx2*dw%IIBUvVk*?4GKTPMB?<5 zsQW}=6*WSM7X!nLhhQsH4v8)>z^4Iu%*dI?=Aa{DTtsij{jLBZ68!OSD#4KzZJi=i zv{fNnZuaT+&G6K93e!+&YrClEWRkFnb1J&YbJAm%cqz(ds+Ypa_sID409%>#yMO-g znx=}AZFqx)Nglv@hfnYmPZA_T z3;=9nFK&xN&y|19t9bLVi?g7(a!(VHWg0GFw;EE4wK>SeBO;3rT-WgKi4=}tStjGH zll7K2wN>x20a~MNEAg`Q$Y-^Xczz0Vlruv}4iil696=0%?~MMecACSQEhUm@t*T6e zEmoFJYlI^LBi$;+qt=x6n8{L?Z;i8BR*jgU7oC?(ukQV-$uvw7zq#Q=BG(+U+Q-0B z1ssDnF~%2>NQuPd0yma97(}K}JR?{m3E+cK3#s%ZH6No;t|~AobWb{_6iSS?Yrrp3 z-S{OoB92_fDZTZj?BoCQ;ZL$ks9IMXay!BfxDk*GDV})*lOkv|9$9z*TeTqwFmgzJ zS|yH$Ggw*DW5{_jh`>84x92XLfV)1Czlpt0j`8R^w`PS{AVj11#N2NfE({TKVMZ$Oo9Y zS(*1Ek+OQHmYy)o;#OJ8EWJcj5!^ z@vxk>^o5P8&2WbWX)EyB=j4}e^$1olr>*o@pL4dwVopiB+UKyfV7B}_nAdQW2qr$i z?yL-9cff=*)5Fu;++?qg%@awl^kya3G1=9ARC-~2MS+do+n2u;f#$_?wRA;KVNy9IA2Ya z0KhNek;zRP0iC|x&)J7R$q3D8B0~8TkV2OCBMks}te7h3unn*|JQEzo+ z1%@ddxrm+}xs$WvVKGZ&@fWc^EvZ$+uNvzDIsr~(K;;vwG<^!iinpt zHb|dgT`ad#7j`i_W=L7#u}MeHF_6S0?+QQHiwp)YSE7sV!>`0)-R+RZ`#Bw zK?y)?w&=9Q2$L%=O9@D7k<;H)6=m?m129Ow72&P?I>*Rc#Wlt7=KxDV)oZotXqiH2 z(_n>^Rm-+m5u9EXjSdxqu|+LMoL>Y9u*bw$8<*~K64q->qIT#pSO9wJwDkBfu$mRg zv1+G(aMByPbW}L|F04(rQK89G0!%xUZ$%rSRdr)`mt=7a0UI$4v(^Sy`VQb6*->^$ zFfhKYj!EeZUb;Ad2(|zvb_Z0X8OH8mycVH#E%P&KCCUQiNNo5bWa|POA55+kyH9%+ zxc^hU$Q%7>gh*n}4S4%PV}L$r&75QS618KOlX5HbDBafoA?|K=r8|l&46DaIVS?fQ zZ-o0`fCLf(0rQ^rllfMyZ~M4g;*?wJ7^EX3SFBhOxp&q1erzjkt$If|FW>98Lj{}0 zkdwiQ)>`}SW$nmv7l2g2nT9puV>LEPu>f6u?!t{}=Tu)KMSIA@%N!V|G z^Bb$@0b62l%8ePN&&=?tttm)sFyu+cFJk+#efyhCB`T-pzKQ39uXqEpx)>5O9g0|O zJ^g%mD_;YGjj}!+*=DBTd15}PeRD9UhU;CDRTV2S>^XwAjs&G(HcgZAl7tsw_^smj zdrI5~@-9?eGE5nUgVW{tF2n$q81WdS__Y@U0PD%{HuCX=p@gN)%1?7X%$FH%O9L}2 ztHCNtGiI;7RUAWu<%k$Hq(=IzF)LeZ&!xI!pbZJl=0gD47&undySPN^+E%)L#*I42Tkm*QUJx*Drou;vh0dYq0}6Odc2 z$V-8@4Im{F0z40uz|UcnOHUO5zXthV%u!$~wM1$pNy-5uXW|*WVAa7Ge1<_>Rtkez zr7!{l8=Bj3FP=l@4YKw$f~kTneoj561XW#ZD^f82s#~wFGpMx|Ok$jP9I0jHm(q|o zRVk$doHFliDX3(XxD|#HV`N}V1fiBaS54CDf|Rz>*>?uyS`$PFCQ=F#4@N^K65B*p z+P0QcWevb7-dd-4ka&Py0ad*qZbT5?2b~|?d{=RZOuv-wOJ8IYgUV@ysN^bPtFF_1 z$dEeaNT@X*PpPi)S5eW=?2~V@D$%NT48GFk$7VRHc#)VN z4B_dA(JUX2H?4H4^r&$nQTdO@|K%@#`SYLu%pnq{2{^@X`>K6EyKRr$$9s-nkO7lj zM}iF&l|gBl7*myKP^$DH>j=PDB*JS=BELtZRc>Rnx&o?d$ESw>%3|AwU(vMD!x2f( z75MrMw1g$tDN`{(DY8nhaX}bCCc?)csGZ(VUF=1b2xIJBQ^J778%~9+5q5+Vn^9;d zfJpQ28R#R@du4QSrkRpVZWe!MoiZ(~| zARHzDl1vGBR0LC!2CFOp;1X-fD$?pSNywX3AB$cbzgfciSr8b^n~on9W_W%iN^=A` z6{>d;TeVc_s4RuxX%^QVUmU;~aT-q7v8)QgFq{mhpp-};If5cgQJk#mj!Y6~pHxP= zCllByq`UJ8(I$V#{^xq=eK_2nkKW?h&R`~X&W<3C&c z*T4SN|KGtEgKaZWOM{rxsd~d{4qKI=#8VO&UZPWVHLj>E5g5iHMle991Pcl0JD(i*{O<#QMwV(>#EZ`25XDNh7#M;s|iC?}Drl7YdTiQn7Qku4;X#cTzOOR<$M zE@B(42`~&7`1%~zZwi5{GODymr@s=0VIigoz?O|;Ro@U!EiG7s7Hoh3N{#QW)+|~PNuH76jx~=Vfg)IhD3UU zg475ekwE~ zWU_4ajIALex6Lqn;EIo*lO!n&Ndm0R)UTHT@OT=KN75$+-%ShlsM*p9$sx&651;Bt zdOGRH;|=s#<|6xb5`Yv+T%=p<4_El=7N1)3hz#au6VJUbX*$J`;Kb}Hk)=@Wke5SP z&m|;z3~kC`m_%DTnI{Y_$ILm57%B0ix&%M2DTV4Xz7;?r71?=m@6WSUsb325Pp7Pe z$<@v*9>OXbUPrsNBDM^P#QHr_uBFYIW>rwdCQ=-bgCREk8ZzZcrPHY+?H?J`>NJN~{)=0I>-cN0@JwYn1}S(NX1+ZHu2w$SX8jIDb zAOl{BI)&Fr*VmB}S$HWhDq5uoV#Aq13OemM@u-0HWhn@ZnFgn>m9NK9L8_>_qgrbV zmgz!uey8w7>dsLuAVgxz!Qgbva`|Zv55sxOKa+t6h|{SQ&$CYt=7Fc2=3W8cWD51k zOp?B2nSc~6R2NvfqN@C#*eBm)74Ej^qlVAKy8vV2i!;9dJ8cSGs?pS>ZHYS9vrmd9 zE(Kn$(-N(x%q;|?meELu3D&8#L`O=v3=AG$7+)&Pw?!9Yl+1AHlrkkE?q)-eaCOBI zN~}$Zs`wJ}o0IhD!bQ4Q3^4T~t~GuwNY5%N-M1H2KCL*UQlcDHH1kn4M)(rNn{65d zZL`KgBnIZlQ^ir8+4AvVurl~w5+bpQRKhy^(v?^`VF2(Vz$pCVU}ln2mK6g`J%X`(6~*g9(9CTGD{T&_S!HR zXe&qj$qXE=RXj0~TaC!L%%`lBNWlY~41hjl*9B*O{Ip?U5~*T*iB5YqdTz^d^i-%d zunf#2Aq7Ch)`tW0i7(5W?ly_!du*ukx4nD-N)ZQES4U1OL=_UjBlms+IQ4-hqIVx1 z8t14LGF9RE3Q=Ok9D^g|)+WZ$F9xUlwmE5Vq&stHEW~)Q_0snlX0nwCY)t?*cv-;K zXhpOfn>mPsh5u~*_BR=Qto9m*2GrJ7Ga|Rg6h`M1Ge}vrWbMc`Fc?R2^}}4JbhAe2 zJ}~!G<=e`wuB9f+g^lMB<2W)m)OW!1r5t}%4OX;5)N{mGr6UgE0HxR=?wDefQeubRNZz1 zRf10OtM@FJyE%AvRh*AA7>T2Wu?3*b<4CXz@Bje_sv?4o+EN0`y07H<`ecHHG5k4J zDL7qiPey%7JZj!Qdk*Gtf%Jw*nL=!kXHxH<06J1m(R_HE6hiW~i7I{=^Q2Ri#3N+3 zRuK;Cs5vNvyvx1Vmw@mvoRG2_K0Ff?kxl~v6CA$@)JW-s0c6RrR>BI&B-T{4zyTD^ z5+jbBamavSa_5LQA`W3D>|@1`oF;?8UE?qDv~lkdo4bI4H&5yG1Ve({wozjPV>*&` z9^d-_#{^g$2*UiUX-ww>uCKd!H-0GajVv>(OLmie+}hyDMLB{03ZNK zL_t*j!xIdtjMSXg2wNq_(-xq}ndY@_L5W6c>qeReu!`_xORqZ)Ocn!}AbI)?Q{!^Q zG0&V<-BBOk96O0*3I!y!gQX(P4rDW^v|Wa`fRMaiqdPR56l3@;t1RS&o>!O zvoq1hk5}5zv-Scw8j@qHG19fvMBGFXr%gd_03RYEWeH+tG2?*=hKkeNTPtdHgx}g@ z@w}TbNiDro5swj5OPn@_!6_w0_)dK!`CS5CxR^?K99_&{N~bm%uByilA&eun0{4_7 zrwX%sbqZF*s-g&UN}I`e;t7x_1%RP)ijzS;OEd}?N(jz8e=sp{lmIy0UfX;)%n?97 zhs9>i!OY?Ti$tW;@E7~S58#Menh)uvog*FWt@rh7XymKHm#AwDi#xTAgfHGvPQG~7 z#P;BID#*;IuPA@Mh|Lc!wtm^|y5$1+W)hLRflG%Z+p14%Md>kTgk2nfbUfnjT91(F zDKQ4Q9PN8-z&IP4IA5?5Wx-d-7C!;$NrNC0j1wD&6}N(=A^dW2YS58&ctH^uPousX zf=Fyp^;BEM>5)P+hSsQ>QduH8^|PR0pKDfIQV}}kpsEF8%CZ$qk4SOBS&i6&C5)5b z3|$0~7?K1t0~2Q}$FVJr6H?Le>2Ycr9t=pdEZRt{vRs_CD-h|8MnaE7+p5H02|iQe zNPnx6n>pf$r!zga;;N%%%PrlO0BeIKiJ3p72t$H1DnV5Ij`$+dS*5i}Hovz95?g>u zM<`ydx-ob#Qlj)Q75(n|?O&4_MAq!)H`BI>;0w}f%ePW*-5{Q`6NdzIs-^n$Vd1f8 z7O`0~cq0JL_~{X6FxF;-%>@@pWJnPX41l#PSK>0Pj@0cwlsKeUx$A+KOPj9~fE2=W zN`x=BEWUeUz_lh0-z_Q)FJ2YQB3Tvr9IF)kp7ryC{rwBL%~oQkwi#sIaq=-#+Lptn zL5iThYSy}en;RHQRSMI_&tkL68j{ZdzJQAWuN+@f_~iz+#ukPi#y>jVZx;-|9_f!( zr1-(T+43O=?qk9hxZ&)xxO4!L+@_b)w0(yuL6V3|_XDhQ5}o#Z@JQ6STrdLcDS!69WKW3Sp?m7HnW7m7X3tHC~CT zS1X~KVgM?NIAZ0N=*U)Sr&q#{Z!+8PXsObsuP#{zLPHT>Go*rr;Y5;1oXGQ|vK_c9 zkT_u+U?o^V2!Mp}Jcr*piDbZk`$^rY(-W&h5!lR3z`6o)d2UIn}+K4S?pAnxL}-e4O85xQHk^2IGAlmkW$<= zg_RJ2v<;S?zzX@ysuvM>CRejlqE?sd$R|6J0IEzCVd;@I03RS)4y$xvu)wNkZNpf> zq)2a#EsWfyixezHN35wz49016x4+kSsw1#Nbd^Zgwbhp6Nsxt^Z^-;E$d+31wm17c zBy=+T)xvXRU4xucE{sGglZ9U*2eRsX49r%L7>Oxy)Bv6GGZ9Et5Z=7A*cRjiC}9<} zVq*ylf3=)Nka^0*T{M0Uo|xsbRDspk3MEE6!2lo`<-Il{l@_e-s*@+NPrQb#BEnzd z<;JWo0N7d^m;iA|j#Cf0E%Kg?{nlkeP_9OH5tR^piu|ts$v0U&>xz_&`kK@U1<$pu z6u}hhr&%{aTXAi`uo@6yuGUa6JMDcI#1m3{wsfZ%9+z=3a{Gwkgpve(g&Kjvqifb-{5Y?o<}z5CD^mU@)7WNQF4!0jvND5oQ`b=2&01 z$W^I&iDmH}sgiYMwN0n2e7VJ`;xk9A^d-)bHJ<|}kx8jmwDZFk1TL4OklC7~4{N8k z&sp^zwl+5<07@SlhduQac?Ne)rsqq-7)7q+qd7?ht##pag;4D-0K!mPA|#QrtYA(( zLR~>6q(idtgb{&fz#@7~vukDUmq-}HapZ&5T1w>Pg~z~m1Ynqa0G;B*P!}nIA)B@3 zq|KTIjsb}vWGhGd))*jF@0C%jl#!g?-d1jSFxn_2K%^3U18l1iY*JUQONoRY&Q4d3 zQx{It+@)Z%RnZC~vFgnya5EX8?j+_w(wq^NRYD@zO2aEEVy!zc6{T<(WN|@+wo*j& zzA9sb2g~@RLRtX?B}QnQHjY9tRd(6A!Rj7_`vbIkt|ZpZmX`4(cuu zNiwLaR;xG-vRH-W;_0-m<4ILWt1S!35vhyicBH?C5*=Z4Yx9PFgDLs_*!h_wx|M&%2 zbGuBhWmI!2`dmTDv*I^8FO@6ya{ynw9%Gi(r8je1rxIgZ2@$>{@|GCp4C0#S2f$h{ zo3mg%P>uj3rqI?^B1~!`-LG83k=2wGc61!mazsI2flDN>G*X*r~$%qdHWHSy22 zE@Y{~mjxz8Elz8RAvL0qwL;^ZHZXoAoMwXf&0M@mDx^)TEvFuVse_#+DkW*qMRgl3r3T)L;RE}&J@-9U>N4W?k zI(6M1QKq8Am^qnR84@2;a+{cKh6JaqtL2DfV9e34v`@at6uw=bwzEc=AmV7EwJpai zW={Fm0C>Q{H20pB7{H8X1C0b;IdvgLoLVsm8XQ8o$%C92fPBGDf%|}SF&vi^Ud6ze z`#FLm!lnw8 zx)F|}g!M}EQ_@a7&PudGGAY9d68}t>Wm}{wWYZ?GxdDi4g!1Qj zOQ|S+_-_1?z21RI!cg2Q*e&~RFt^@742mj29-na_IcUd;r>TlN4GeI8s=U8Qs$Vci zOriKwg6B}b)k+L64(vkHrbKaD7uRzL;BPt*X;n)Jc&GU5LM_{PtjLY46pq$vu*W7P zNQkMswZpj@&k`)aV9O$M$g&7Xl`TAEjey0UJW^w(icSV5B0cgVf<_UENF~6KR9b|I z%+e!;@vRb(DCD*6%@vfT78zdfV0_9kqbic}Tj5m&l_MDYHL|a5vPMI;)C zT#nMia~LWxr?SZIFPeEuNs6snfvwu{x1vnIH`)29y8rzV$jYfsVPdQ*vMJ&G8vFJ) znPR$PMCeEJj3d%f14>hVYoo6#xw4E#5OPPg+TdVt78yhMXX!{FX>cWurjTQcfrDYW zwt;;#_>5ycdEK1LkOFMwyDE-!B_>0J!H7iehQ^P4Ru?dA+S*!iGV!M^a!31Gw8lI` zOv~^D?2)D1ws;8uG@zo&smD6CwP2mvN(1Kvpe>AeI;|1L99S@m+3zA~cXb{d=$YsN_ZhpB}kI$`$0$0GW&gfYD>- zo(f+uX@FEqA@_n%iD`~J9>K-I;K^ILl#94xzLfrwq$+%Ip9qm_L6SG2J`syMv3#N8TBs>*W2w?3=nw>p&zYz6Bv&^`?aGh0;>JiPQYi|}=q z9wdA-WOWBnuDHjkKcUwGq@u{*bzc9(=Fw%4@MT3v29R8GFI)_!{eD0zWbCz<*C6F_2xAqo{Dw!%qf(5y2FSP(m0C+i=8L@+4-mSn*nbXHISF zj?_7hfTb83ZQdC_iTBd(;Rr0f0mcRoKo90y^DI@VP#Q!yjKhWuES^Z~Fkoow9c%y& zi{S|vtrU`Mtub3OSrIx#Qjk+_Y)?t63khR21nqm5?hh(w@yNMxb7%-KCL__7fXX># z`2Z%&dhxKqmjWOTDG`HONLs6&3_eS(b%LE{wPt0~Gn}{V`8-m{?f2iNa;lxalKI%2 zG9_s93_J29_yY+H%Ds!c9=TPNE5$bD9NRD2M4kpiVUd{OOB_tZ5#tbW2l@JYLn`(R zBXOGSkk52}Bsut>B^psdKF6BzOT?_M`|3vxzKJc<6%7o40h=c$ zBSxo!jz%aY6Ujl#Nhe2~FU86y$ymHTULwCHGg1PaHa(*zzJV);N^AauN5C9iV}Q@M zZJHv;;|E}q)b@k*+uvlBd=@6C;ja8sqM%dPBPffnA1|K%jk{T!iz7qN>3QnnOSi5f z9%dq@V{pu=EoKpGDLDvjXG=uxO8Rt@<+3T+7sIV^ZZYzh!BlZ1PK-4+ryLPrJmQM- zwJDyAzboI0F!2*wAu{V1{W8j4+EN zq$Bs}Us$wa5EStw*fMxQmmb)b<1~fhY5}l{Rwxo{Lvz&d0}FNp96-8ACKA;gTXu{5 z7?+t8!R*t`i;Rsb0}pS7$?_*Mwo3CkN=vu$5wd9$;b$e{aajs!-`Z7HqCr^!yexiH z^-Zg+rAtvQQ>^;3rHsf0W5i1!z4=;`4LUlpY} z#n+>{1v!E+Jtej(N{1Kcv~n_A0Qk1>kW@)`RJv7!DNzuZwjNM|dtAuoNJLmVDsz@- z%j#XN^Pv6w3!p;qnA5V!7LK~kd3#2@A;7>0-ON)r4ZlfXpr7;Jh2=wPl8iT^$ZJgh^!(F znK<&EB3Wp~V-V!mNNSgYB+Xw=Hy?2r%po^J0FjDX#l365q*`$T2*N~V%@Xh|C!Hlp zp=JwK#OgFoE5fE>Anw-|09dWw5g12amVJ|nI~6zW995`o!gBHNf{v6cCY@G^?77tl z9v^F*$)57&5S~0DiSe1k_!1q(V9RN?JpdwTtuU^bD#j-XlGU}9c`$$(&gN{bE+k)^ zBhrX;aVXvfpr~4?tV)jbsG_6VgsiBUH%95TNfl?4v7Jr!ZR_=g zdM0)MEe=Kfw?#;D-Mtq|qY@#5;juLb048pWlLqA&B^qQRjKWe@mm@1ZF;mj%Flh@@ zP>P_4Rh5RoCz~&l3~S{CRVPLw1~T|y@G$IIqC%19mnD&-Yq`ZmI9BQLBp_OGNUIcp zL^?7k!!${AD;TXQc~m?wjf+Te{MK0&tG@M@;)zixZBnGCxyhs!z}Cy_Khx^}b>|m| z^hg92Cz4OOZEOjKVKI{$Gjf~=)sm~Jz^x)qQ=3$)AUtMqBqDq!&M=(k>3+!AhF6zb z+g>OaD%UDqT^h{I&x^K3=LP9ca~r-|IOQsl600m$I>(W9r=L0B{w8~Neg^P1acVlH zz6NM&SX$MX)s`a;*(szxZ^rrMwxG@#HfBulOr6FdF%k}o#M(fuCBg{G3KPt!S@&Yc zsjgf1+2lKbFKaKJa;QqgBiCsW!EEI3z>j}I!e`~?i_5BCkp$+Mrm4=Kz0btF%2)wP8iLlG``gZJU1f7-` zOiC8GbqtXJEU^gXMVc5@Opns7dS@zziOmY53)k1Dl9h=#f;TH)W4_G1lXwIjDFo9; zn1>S~!;A_~|L;ftd2+wY=c`4~8_wC!J$Qh7qNFofU}TFs#il#Ha&4`1oVEoBhCeV> z3R!KHbIVpY3x+(}QUF**9T9-jk&1lUlGhx>s~7-&!aBk%V*O%*nRHnLSIbI+tFiLs z(qqeLhPTc5Fw(`r0$X#GD7bAAK~6mR0k$HX007Ne;W^f4x`?s3DflGW_TlTdi#TR3 zrMeZ}7SAej8Ulwo>J)8`wREQnZDJf_@$$M;-(>#RzMe^!D-I?lr=oHZdMZ4?CKh>A zkZ!hGjsVJS<|3T%O#m{JF5Zz8B}6hoS*%)uaoYCysp4hnON&~}%t!@g(POZ_#!OPA zuI19tkR#lzFf-{?S;cMN8bA5xx4+30srj|tP*THZ8YW#2kowUil^Pc0_~zJ;nUGFT zqxXML;8Ui16*mz_vJCFLj`v?&MgE%l`{z@HO~DXDQYgqsQr&404w7DPN2n_8sUnF0 zuu|mmXA%_!W}32=D`?AXR|SJ~btz|8`1v_B=1wt7sUrVqeW&2zW3GD5@-NwW2{EwJ zk@H~^fKVfXs*7LN*AQwPIfJ)4g_%MCz96bfTLW{V;zV1d(-gLfgh?$K5(ROx<_3v` zbqXMbfn@-YA_G+2skk0J8?Fo?%+e!N*NA2qVBmYM{P63AG@@OZ_sxfwtmk(>s-7j^ zWd6UYfB*a6eVKV0!3gL_2M=%ptbG@v;xOs&R?al|Fa_Icu#RG|g;`%p)C)-}Mr&2E zmjzxTnC@h;hG2zHK+Lu1Ex(G?; zEKB-cI_ZhDGFxhs$N$(q`6g=|bQ4EqQx+shpCTGaI$8QLl!VgF*PDy%GbQ9AesC7Y z5S85CXATDI?fvx`En;hB9$C+#fpVIKAjewK1A0H%c<_@wwRHhNo-8YX2D?{C+wtTG zLISWFycG@uK&FtJ&Wi9k5}O_{vlTC0N|6LuZ6{1_$jNgm*u?t$?X$z&_QXq9f>nZY z)zg#0Uig(xKq;*vnPwwNk{~7Qeg5MU4L@3((ZVRoAgAZ1zS5HyA%G}`X)dC=PCZ&4 z8&poKI|qzORJ3%>0(+=Da(sA4O`xq@b87;8r{-pQUP!+x>i0|lh=0OdPy^KMq6(jsho~DMnSMy8Do#4U~O87cO4vrjZwvyruz?Sq7;w?ux(Ms4P{Ruz|(Fytc03FCZh-~J|3j{@~*qAa6B zC)S#z-or||V4u9rLW-bM7ddmCF0xODvXGZ$E{?ia)?mf0U$SEE z?HU7225-V-n1AFE4jG{>BN#>^d=HrCM0&vp!BQf~???o{=Z$e7H5*d8Q-qE@dxB0y z)S{Vqt9hCsU(m`oUe6fw0WDWbNMJ{dvs-gI85J!u*~;-Lq0L+1S9_lJu2O>{g!%Ed zzromBK);F->(QE}5S!{Sm2kv)Ltgi_2xlfeF{Ow%4QuH|kWmD zzyEm~K$5hE$G~MVU4N-tEkP!Qf$^1N$gOEkr=w&G^1Gw(M6M$|uEwodC6Y>s>fK;e znCni^k#w9AtpGTk@)K}Ia4ks%!B~DPJQI}8IPmyU_37u9v+iA%*Ot-Qb;n?pUUvq< zfyBcZKl}`a^0bv`d&J#eLRqEPtR{k0NPOE;#8*X1xk|f4zDRmtm|8T5BoFz!zwVS_S)-wq=_Gx8aVlxe#Or*6(-lBdFbH?){+Jio8_NVWtTF8& z#3RM~Y&yspLZ?i(Xhj-|*?C*MJj`^!emM^KQmjs4(vR()95%i<4NP?_!KdE+fa}hP zan!Ym99i$5dN`3!9vBP@{}g~3zexO2z^t|jqlEDVix?f>D$7xhk51dZ*f5aiP3TiN zJ!9Y`K-`pUkFsmFg2;?$AS>r^~*1lF1pQk%B%TjQ^<0M^XW7n8_VtBLh) zxB^*9m&=h0i5ZM>n0SsOpALEj6ZE7pPoVUw7^Ww!QxQmGRIA6pDbB#UK;=nuD$*9% z6&Sm1Vt&~R4Ng4?36l%MM^23D`*agj*BjAqK=pl~B2~0Wyz*cFb~Z3(Rz=kT7zcRU zBG2s|Um~Q4_|bheD@~irf4#kuho(wt~40mQL6}xKP6^c z=>P>4jlWSC)UzDCxaV66Dkf4PNTZuP0OhP~NaSgok{HCp9En$Cap3T4&?&;I!0;WN z$zC%Akuk)HVQduw0N1{EgK?0+L|%Hd2w8)wO>8~zO?wOg03ZNKL_t)9w#?RZ)i)U! zT0E*CNwf5{SufdPV*m_;p_!-eGXRNwjd}J&v?-YWdTAAr$hS(Vh>90YB;z1ZWehLd(Yl@R~#6N9Zo5Bg^$YMp_z}HKmZl6lxIz@%SY8uRt zvmPo88ibeCVDAsE=XYQ9MZ6#$43Mn48o|s^S?d=}6?g_#P+~eu1O|&I^0e`3fRSs$ zBeZpNFZO&lGuu{2O$n!9ZDK%}l8|6S)j>P#^+X$^H zuCKNtNJ92xMk3LXIKz;b=li~P@Z>}Ct!=H@G;}0Ld_|RT8iP1L>(qFOVena!Y7j;W z&a7G=ub+IA83%F7tEvYQQ^p~*u6hc+dtPt&E+gq>H8K%Lz#d%Bw?_>FfS@B)e3KcC zT3(f$B?2&sO86YV4!XW5KiqVTWB7h^}D21x@+e(@uMpFQe z!jNjq@Tetg{DM@~QE>n;#m}URfH`6!N;?feup?G? z8~{Np03MMNt-&^j(Tb9=m?c3&GQx^axm#VOV;N=5Q1Sq4p|i>BBm$UH<`6ZLL^KM zzb#HCOLa#LnIAtV4Z*qybvXcjHRF+^pEe9@77sh)zIP{At)^kkc9df+4#{Vcvs^f?0TxDM3D4u%_sQ@5U=95x7&$GAXu9oX<|Z ztDi635uVJJksV%253nE~n<{hy#0J&}SL1bByb_n}^&VB%S|N!=V1W57+G_Dxr#Q>v zq}&=g%+f23M}$3@Fa5WdZ-0|D4m!w6Yf@T80P4hx?crtyCqf#zvP{r(?4zVllb&zS z8S5$U0-|ygV0=zIk#AMS^_*XhU2}iUMIjZf4G{xpSwv<*F4 zXTS`DplMXy#Tko7QG^)Po03P%rBec|mWi1gm{UF;apeHO095BN4iXWB@P3Mt!Y4rR zN_Z`kBu-41A{VpuD84C`rfoCnR2D$xtN@VX;V?lMj*{@1El1=Oct30vwX%*SpP;rUwist27dYYSWq+S&MKYl$fL(iH`X3)Ra|RaMf+A zWnzN$0_H(_e$;?f#j2MI#byiHxUTTmGn@>O%2^p$&$f?Q&oG9lNUcOpBCQMnOkL@= zoP67IE7|~S*^v~cT&GWDnBtJwqP5!o8vEp%%)_cA^>olgL?);KE9vG7*5F)B%{YRT zCD$me9wWx@`>fwdw>E3{1P>rl7DLNy)x~L8$Sb54O915adid~y$!N+^VGvYEl{x~> z;8kC(I&}n$fs+P+FtsMmam0xsl3)^*<3GUx0t3j6knbo{)Rgwg+vwtihh#ePN`N&G zlhK`cT?giiB;e#c^bm|zAxZ*l0x?+Ma?U^1wF<`Ek(6bL!?4oT;tML2J#}OE? zAEJ8pAg}6INLz&!3`u@+gth6 zT4IhkM{brLr6aM$@0yYn8&x7+SSv}4HmV@2@+NzIP*hY9U}mdCTe&?6R^|v#?K`UI zL~^pEI?Yjq1-53-d5VlSKbPRgsi^`h+;<^{qkvI*~CBEgHUc?1Ct1cuGzA$t<6%&ABit1KG6fb9pn znsVA>Aa{m#ezovNC@V>GlwcZf<$STUHMe+>>oges4Hn^LdQsKBRb9wVIkC+_Wpsj^ zq&mV=A-RIg=?0?QOg!1)E5sL6x}jN#6iGw##9&(lUZN@`^3}?2@l!n`mE$OpaXtwX z8bPNs70YwdbugDJCRJ#gZg}; zDko7nw3&)bBnuOvwc#L?#hgB?ECQ)D)+s{Q(Ko0r6hbaoMZUzh%n$$h?Qb#?jegZm zH*ZU{-dqeb;v(d_0H|f*rWSKlbybw(L$Z;p$Vcncngc8- zw{2j(%tV+JrT_*(`M!!34@RnE#c9}X%h=^=pBwsFeEGhw!+OwSR0A9`7way!L| ztso`OLXMsW1F6u_`ZfaM9PR1q{ecLjDXT2G*nk-)jI0u^Fu;{SE6dskoD^}VO#E`3 zpHynov($6jk1YMktDq{te#-F$_S@h7*1yf_=PeD2TMbqglH@hX=NLtZgj9t&vX-8B zxlEz%NU#>X`F^(Z_34O1Gb%@9*QT{LS1w6gIWQ~$2cFfq?VR~VB$8pxsHK6?Sqp13 zN%+}vbF65yPO;Uv^)`Jz=>SNw!dFh|nTR7*j91Fa4IqmjOck(uz2|=8Oa=_)`PLas z>6NxR5+N*;#lkp(r}lJvAH^w;Q2LY2DGOPlCo_J`rn;0INGVNN7nrRg`tlevK8!@< zR)DMV^`{|KtQ|0?H3j3N(zETk@-SPKt0D|!iOAy@S)wPik6GndZOZL=(8y(aJuv)Q zD~^q36=m`Dh56LDrf6){qU1CCfZOCy3KCYH(lxJzHH2@ght!8NVO^q@G=v zBjYeKY}M+jtc^^tLVfgDfz@^DNO~nku7n_kFslwJg2z2Mg-N8KLdg(6S9d?-`Wqkp zD?a^OK41jH16O+FX-I%0RjlyqsJ>c*sh&=`&lJHXqYz{wt$gVS#pB^rMWG%tEAbj! zIRG#vm|!I9y{&jf@ypbV8~K)<}U8FX9N5a_SNTfJ#L#Kjnn=`U4c&?GR;!32gW{Kw{4}*SjYFuR6R#z}9 z5*1jcB9l9LCdtPS(5aO#F&-oB3S_ZO-s$`?q~CU@W!W~M3RzhZ;5lIMMdIwKpl78y zBxR(6CC^%wR{R_*i~)KKJa|@AQhHiY^@5wHAd8SglH40R3-Uh44BxxJPmdB=c;t*P zg+fTb1=YXg-W$;)>Zm9G$+KD!s))y{?Julyv>*b5pGa0AGT3rIbH4peMvC6Z%BX4F z;?!()DsH9KyVpzD>RxXbC()@jtFcAo8i!hFyK>|r)zz(FR|sRKwogDXD`dVZ$a|_N zffu)x%W+gW&xeZMSa`WORjH6CpwBxPK8EyAUXR$y67N204L=@*JOtKgMT%R4(ZFJW zLDEP$YSkmh(@eiw5`$F>tO=9_+32i}fRX3G^UIaO=|*4xSOAY8AAnUIm7|Q#j;!KY zN0;MgU#?EUipRgMjZUF8MYd@t9#WOY+hjy47hC>Y(V19nS_S3GDiLx6Q0Zc|~;%QDV=YBi5uXOYd~1aKOk&QOx;0-* zRq#k8Oq8FM1yGMxm|!6*loDWB#jQQPdNedgFy~(128jm-IX@{dm;S`H>>N&;H5&$fv&rH5at}a+6kpMn60A^ddT+igGdQDwcQEL^aArf6+ z&hiQ?D9xoSY$CPsyo|ciNd^|u+W3%QQ^>5n zJbj<(7C<=$mJ*nKlWiQy+dwxO<>abP3@~B%S&6og)$)xcm<)h>YiDuFI8L$AQ(t`$ zV-_LIDZ^GfeC{*X zz_zL<43gQZk}wP+TUU4K!EWB^S{3PFBK$q;F(hochNdqVoqE=#aBKrhr%kgH?1)KM zC@O{c5^ecbSxk_O^Y*|0KNMYoVJgAzmqFI7n=PHHo(FXe-0v&;4*Th+pZp;iW&)5~ zQCXD+R>j0htbG`I_&BX4>Px@ykTrF*zCRp;!Pg^6j=-2BS(#cMIpwTOP$4NBohl-7 ztyyCD9D<)t)vc^}7%XD}=|E4arH^;3m5=1 z%*4=>O;Vpye7BS5@h4xf{FYct_6@u;MmnAKOTABsH?x)=rno7A>) z>uZi}5he5}U4y_?uUs<`fl)KcDHXG|8d$*tCdtM zLb>7`43)F8XDx)b@TJ@er$Jl2*urBrNf9%2aqwEuEL!F$ow6K}=RNd0ivD=aZ!k)M zar>^aU(Asd6$S>-Y?~(r#)n~iDF{wSyMul!Z2FP6ea#ysH{tTE`3&^H3CK_5`!{TztXMov;hyv z2Tm1-jHe-KJA4m@#`|EAIIC!N%hK=D9Klo_!)B|;roDNls_NECl)IKWsR9lF>9+)9 zHaeUh9!JD9PYw)|!lD|j2tumlu4^QI$ItI25b1Qy20*1jzWAj)OLK@#dbUgaq8}K8 zYx05+kBU^jTkA(^>2jlWx^k246h_yMB)V(4sBFngShJ#^@sG++?c3jE3Mok+m4?^^ zn?f3NQm~dV4++K8yRT z^aS_TDVWm~^B=qEfIVC_v45?}wl*6wtM{!#Dj@(EB z8j)Z&0k+a@Im<1*Z9Rr>lAWT>BqAr3Ha}UDt*#?0Byw3 zq}*i7$|-Kmnx4C32<2utr6fk8BW$H`WWht4tyK%IiQhHZW~Jass{7>=j4<+)YZeku zoXA+{oU{589l>V80@=c}^ zq0~^>y;eJY`Q&mMNAs!y5$Z)S0B90}_A-~sx(rAdC9G^E?wnuW8Sx;DO5(FFJsoXu zNwQUUgnWsN25Z{@X;7UE7vs_CUgL>eMOjwh^n~P#WPI1}YpfqRn?o24+YQ*XNz;EvUMslOVV?7q+D#WB5bWL22^@1Xge@~ZMBe;z8QMjood0{ z_#BDmxlYjG zR(eK8gX(!m$yN71e=Y~crf#FdlH5^Z10LBMkj;uSvUv*dRsC89x z02+O?BXpV-X^qV_ND(QQ->iGq1szREw1S;Na###XaQX!FGBZblk=KjdBH9iI8;4@~bib>oQ+ser0CcUHGBZjrd4<3A+DCLv6}sI;t1ZB^CaQ7t;EWK0Xw3^iX@%@PFb~7 z$!v>%wtoAYELrJJ3UR4)lu&EVTjc9Uo3sw>+K9I8dD3%_yGVV;W3{cWmD$EWLideC zx^-D4F8!GsVO;cWZ{MrnZf1yQXKFki)NaodhWBr44jL8$#w_;s4Rep2r9 zMF~Ns94ZVxP&g6==|Si_%rD6L*D%CQ>G`=_3#B+^>DLGWR#qfc#7GegY+bH$89d{I z6#mMYXTS|iI&fiC@a7CP9;{WwRmdb zbCgz&ITifazWq(6C9~75lIi2D&o3(yY(ffnf`8Sq4f^~;y zoaKr)1m#v&WYew%D-u)~dZ2*?6}9cfu<|`3;!dMYf0D!n(*PhSoz9sc8RqFlf+RJP z6_U~;_~Zw(Wnhe>1Rf?`itQr6;l*##>(BXUXn-YJrC?KT3=+$-W>Ljs6_kbN)O&xE z*#_WXYh2c>p{Z^Qz;Kdn2*6Gqk-_mz=64s}sjb`T*JM_+qV}moY1=F+c+3*7uGd$r zZG!710DtY!P`Z^ptALS*fx)k0xmB^oELd*w;c-@iRLJlV+FtHMF4xaARsbv0vT-F~ zB_c-!03V^CD%$t9`k40J@0)D@UHnx9ev0HbJya7(YGYKFpAlKE6qW`n-%%pHHP{5> zY_0Ti1r@4R=|xnbTsu}>6L9*!*KG}ngf%XXIE5Ui;rSvAhM17F^$RtRP$l3AkYcTb zF63r)M-@rd9sTmfsdrhPDE?ZDHs(%Ass)nxwU0jy9N@C>Fj?@wG)IE192F(z6tA2r zw)tc;MgKQW$bZMa{Y|DH7ujfZXggDn#D<$zFxzyjy|&^r5vL8YM3KGE!AvBx1=hBe zZ`PgwM`WZYHUOv9YK0k9n5be?mzA?!`O0Iu*3e=AXsUuplvhZ zRO^?6N?2>9Tczk4i4m#bUPQI3k{gz59zZ!r1Jk$iN4AmLa`(H1UUd0lT6yYE#SY)u| zwSqNUk}_MeRbez|j%-zjpCuAchF@f35kw{H8Iz`K@0fx)Z_dv_groiXdm6 z_N?HO?OXo0zsZPmmsZMZvT=(jY&93Afz1UBID>IyE|9ei49WDPv8flAGBA8277=#} zDdPHzx2h%nDt7--MOjK%t81+g$Q%H1%+?Hkry~4H7w1dq!Md07dKhI- z`zuR2q_uXWWC;_jbX5WihLOm(GD_4%NJB7*DYpVR4I`zvZRvF(*mi49Y#0=+P&}1$ z3RaK4kW#Db?$lAWB)U5(^{#!6Tx0S0`8e(qSvn+h#5fpgHU}GWS!oCmK6$bd)(XZ1 zBf-zQ6jV=U{43{(-zncwBx%^nnSo{afyGrpLPqjVKewYR;XD#P1We2vOvbJC2&Ey~ z`BS0^8O@=twfv&7>O)Y(pzn77LxI+p1;{vQ5Jxsrz#gJqNt#? za+(#NsU<#43ZGjH41bg1XbOoeJ|h6XZ!d9)V17C@b3u~Y`e~`^g4n=PTT>D@LlK1I zAMC1l{WUaxDPSRO>k*zLt4I~o*_2d~+w;J21jgiA*ZZ^mXn{NBAZG|&P_%-4)`+YC zPqy#+-~J|}QZs4Q9;+)6MxV6^DNaS$TH;*b3w#?qbJU)rki&<>w(-RrfbUAINGi%_ z@idnqIn{ESen`PgFoSu=e)bv&mOj9?iFYL&CLR^v_4GC7G3}}p9U#X#4LJj7iquN; z5%Q5Yjj9x>ebeS-bq8b1pV*cGVeb`WGM|#A;;vew6mo7D7Y2VABl)09Wk7kBe&I~pH!^fwK#C% z(^d)V)2e7P4M#<%nDG>`O)x4xRo*G&H~~Cn%Gq`rb9IyINQo?}i9y92HPRY)8caHi z_Dyh*PD45!d7NW*#D7ZKk@Up{F$ktj)bmrAVs&myq8?bm z^)QJX7}nq;6S=J%saM)do;ZsQIKluGtuVbg z^%v0niAO_BNN9!q|!b?(pj^pFxQBmXW=PO$d|GXn)lqt^ZNU`ku8qhKC47-&n1F~`IZ{ZLh*P;ns%QYt7jno(S3Idtj8no` z$~pM0;w-$QrwOt!#*)ZI8i=}-3tA~u(LMg@Pk(|JX_y$~LR#?yyM;c@`#^^jPc1R^ z!jUMR&U`DFHA^i(j-XQ`GCkJZ(gqWMe?in!R|E#W>&WRk#LrybUs2GJ# z^rt%UiYX=CwbVK)oqRCTcgk5-B&M+7U>`6cJH6LgE z;)B7g9H;8moafQX1?!$%p{sJ8WBc0IzUHsHKgd}1r=*cTgOJZcI|^*eS#Zela~gO^ zVA|FW&0fv^s}|q;-uFUQE|^Aq>a0x4vr4emXMFxt?VOdX{d%0w5vk?9@kIixid**6s*Cn0 zVoqMCz@Cu4nMwp8H8cMdR;U#$WL2y%TX!_4qsrCS)`Il-!1|d_O8+Ha4y&(c6^Yea z@aaggZH;-Wc!`VTL^wU&R9gVfGvX6%lAroMdY1e2pUL#^OM-Mx-_?CfH=0`Iv$dV0 z>Vi|SCg<(uF9rq_p`jJ)rBQ2T)t$@2pvuB3C5@0iUX8T-i*TtNrZYlc7KO!4ICaQMJnY;5<+H0Y0p@PeabmQ0~LF?utO-F_s=Ye<<|c^90ho z(oeQe`JetK^R51!?|g?cFKDkbTjuR%>l4z0wY5ufPit&P z6Q*;6$UHZGsPw0MzkKj&GnYU9@sCRU{O3RS)4Ee&v=S@SeW2oqbo6|18z{guY{a#I zob878L4udX6zwJJYoOo10ejE(zoGF``~B~K|JT3%^%uYR#m|2BGjEW;{q1jm{_~&x zI#eS_jL|TgWaP@BO>kW|0pisn-Vp$KkXDvFR9S4}bP6v~I>LB-n|kf`TQWZ!{r0!N z{l+)G@spqY#1EUkdX3k(@b~}L#D5arce9`6wWBpvNM%*m#lH_cRq3=g-gH_^v<7gh z+!WR|ovb+LSHJp|p{ZV9uG>!r-~ayit>pEUMp#rBd~Do{Av2v?ZB5b;u$f_!x^7ii zeyh_&rZ(j@5`b?$hTw=V{SSZmgD=|ee)qfI{`R*CP^-@^Ur|{&A=$I>g4Ie=5$lwc zyGYZv7QfoR5??x1w0X4L8gqRtZ zw)j<>g3`NORag-S3Vrbt=EcGx%;o;+Pk-`QdK$Ih%G_h}QsoI`z@CIYINd_4boP8Q zQ?B~cl7ZF*;b$u(*r!Y)&SxKF#85 zHfE!MVGXc(@|$GSqd9Gydf|}DnhbtU{rW`z<~P6j(T{%g%U}KyEgna*ma7D0Ybj1E z)Ve!uD_z8zb;_?PT^PG&>(1I$f~jb{M&#A!^GldFjHk}g?|%0?Lwl$E^#A?zH<=2m zHq$%px4EQJpAEF5HI}oL^Smcn%ms3ZWUo&JjXNbW9;GX`jrzThBnN7 z(tPW98u)cliTG0zVV{tFNKh$fg<*0LQfT!gi6{{#n2M~@F}L+ZX35)=8u=wYA3x;S zth8A#*;fld8~kc9j@(v9RV1wTqa`xt0D_x#iNIR!)n=Xm7-~~4b0fBqM`fGNf=x2a zw3(o7FZ>M-9FA(B5|__A#18cnmJaq=|{4ol@^T0iXk4sS`*~t3l`6D#P~R=+AE^h ziz8VbspYg+la)^}^OkrekJH!|-&kejx3kw`C@P5G{FH2BQZRshIhW*vR?t2rIn%>ra;_e7$GUBvSV#Qg@O>dJF1Xv@|*~CliC=y%NDME(F zTJRpeE#Vz;4(?VjF~lm)dBz0;$K!~qkXD9J>2=gSF69<{D=IOO1*LGJJ*~cftW4Pa zF^lBn+rG7QXNZa+VU_Dt%JYJ-IsK217JU5YQm@&P6z!#d8z})uKw3E^VyJX$?Ihb# z9m&l^04OO-FcLvlBi6PNLc;Wn^_Zp5kbR>4;?W<1{ei6_8X zi4{^MW_ac{yU?~17Dg6^4Un%Ki==d?%6S6ajyO!8g$AAgY`{)eMWH43#;i&@t5Pmx zS%L|`oD;1S%q+F_Zc1fY>(N?Ma#@2aD+c<#g)*O3M@W2)^$U4_N9C8gT9fDq8_eEa za*^QQ08^V(!1xa9*TsFG2_mOWEl!t+P@z;|c+EcjO-5)VFl9Ot?Lp+Pe?p1VnZTNhBsNy$KFcbP`1rN&$i4n(PLr6f;|&eEYj4JQ@W8+0>J1L z$4P3Jv>s(K!Wc}B2msnHV3*wmI1(ucsTOPdydl#=m}%A#SbuwA0!T!ZkVv6IcaY~l zuA$B81W136k*;OQZM?|cOO~$?yYoH^Uz|ve6`LWbXiE&9t(*j#0LPKKl&EXVRxwAU zDb?~*=bi_JDghY-F-5rnkb$|{{Nk~~i2=E*z^Io80>6wE9_S-?&M*gC>V z5E3U4HQzjiiMGpY$Bj$AA zFjnNiFdnczp1__2aTDe+4uyW*q6A+SX83+I_i##Ajs_x?NPM+K3ffBKV}?vWNsUF2 zZ)HyTI7_sZn;owA5~=_f*)*_;XUZ{DnInd_m43<@N6Ui1*!1WwykP|UyjvNVFE;HX zuV0c?{BG)8Ax-noH#=?qRa>U07RW<#007w5kX!?vw^TGoz>43Q2@K>QZM*3r54|BKP-q?LGPdq(hI|5d+< zspaNeAys_r{e0A4_-g^ioSiDoBsM@ny$}qrru4ocI8s;p+SH3}r@EK{3rYu23)mg? zxh0im3@S1rOV_*7GgJ)<2@Jyn-)tSRZF6uo2Tz@+#WUkCmis>Q#U`jO5>&_yM6JeR zOGBK|g6Rt_$6&i_{AqZ$jDa-@%#H|dbPEh3F(+x)h&?UXpzuz$4FY_SsI);+&Z4 zu`NQTuB}x$Yq`xtiY*HR#&=|Ov?KllqtJEMYU=rI*R!_u?6e8`EO|r>)DsCAE#|J-E6I%f z&mjK(_rLpBE?!L11*IF1ZW{q|Q!}Gpj*f2Gw~2#Qi#)VURwGjva&rvnlYmgXZI`V( zi5P6f2~d$iR!%&AD?;foBvnhfTIOU^g;vGdFIUzcZg1XN?$xhcrYOT{3r~sOeG>8= zsZ!~>qhA#yJ#ez*(%`huu+ki|QAsy&k$NA4d!f?`=?DX`irAz?)hp8T;0VCBfdh!> z#UGDYA6gL=QNbhwo2=*Xo$ew?!sE2HBd08$q&89!Ly$s)FK<5{d48C;hU%3zGyr%- zamK@`HK$FxsY z$|e8_U&~F~RkDP2R26+mtoI%mqbNv#2T2x(W;`4WPOC1fLD|lnk|fUdz{tXICA=+| zn*)VtX^24(17_P+M*z~?tbh2vU*GXPqIfU>E9aTd)MX;5lx9dU1LG8ABFs^9;8aoj z=77h_1c9AOWH^-h7xeslq4_!T`K7CtMqoIaLW2JaIg3d5)l6*D2G2-R zUD34h1yu}VB{Bx-{L#X+g;$QrMdG7Dq?MuVBjAXgdhg`BcX6<(!dVvpRg|J5y+8Gn zvC|Z~h?(^uLQ_96U`{lU)Nm@EP;{gybLuXy{$o?zK2!1UO=xw&Asgxv{3O+^&HS z#u8u)>4;-B1SS%U7)T8Ysvv%M3XZ zSx=K9sF0@2T=lHUD-`(Zefw=Qepy{ywQK>Z{;uxr&yJYYW$=8a*IWh*CsGun;3c?q|gK0#P}R* z_8g;J3@i=(c+{hXP#iM@D_4Y1PurDto4ykK8p9vR{BJOPpZUX?pRG}mlzw;3`Ve_L zyHoM{)rfLrBiw|KtZM`aR@751k)cA;TS!*Jaf-)q$Scys9Y6Vc82~q`bjV-+G_^-ehmrs9_X}|^aODZcJZm7q_AUMWqI`!6= zj9ZXtV?FDQWNd~go^NX+kf{6*t=M1x`d43L-s~_MHV*wWc&jZ!LvQYpJ3XKy0`L;La=WL)n&maGPbrNO(v=QBAm=tEexo_pdyUXvll%uj6cC}0Hkm#w|Ac{ zhEA;wlastUYAj|VjzJZ3(2MV8zwYDf7fIw2kuZ+9(Q$OGkimX<$DvAF8j>MGp0^n5 z?T{F!V7;%c9#^#ZnK`%=YDtyll!II%6K80xj(ptx?6(H-`w>rph?#ZViuCE|^sd^M;<IR0dmerIh2S87R%^Zx>+JUrX zOMJn3@te#YxCw(+(%rb=UcP2(%Jh+|Pb+{nm|(LLEZ$bPj&y~MK}Oi0NIV=O?h+e3 zgYN>&#StnIDVy4+;FL8=rwmvvk+yhPaY!YM8-V|O8f9FwJ|~dVx-iI9lX{ z$#qG+I5Z+lgoX?oXJEAHdcBax zOs@gTq9IOM{DuJI;SrZ8-N)M})5ntU7UEY<3oxhzO-wlqwn)kqBu|`~m6Z50zi!IrF7GUk$Ru`2ZNq7k0b81$bdZcsDEgpc@%Ju9idfK=q zE}h}b(8e6>%76O}>YLohkAovmA%2E9VI*-xB=&3!FCxWOQENUKoGR|rgk56qcL3YS zCBiV<^uzSM>b{45?TPQBBEknyX29<}?|hqfCIPS@Jg>jCa} z)Nb6kB1UgYx=^;|L~DPMSvBRtokK5g(3tvqBf+spo-!w#|krm zzUr>lZ1rVL?Q83&lhyO|^iAdp-Gqtgzu}q!^$FeOar6&Kt~qvL$bf7y zAT(l*T-~~C>BwE42gr+_gAGX!6AdwM3VSS8C4e|5Ysz?F!mG%~iKi~Cj!pc@0M)bnH%;$EDz?EUKpZC}t@Oa4)u}3i zQ6)@VUm8KU1~J&Gi{x~2&6cGTQc<(Q42k5apPz|4Jrb|TbUMPLI>SH@jEXoz@+AfU z=8Hf|rxONVoHiHaz3-Gj*OWYoQW&S}@WYme!Ro0Hk>0z)n?WKNwmEzNVyq0g2$84x z`&AKbPm#4J6KxKpT!m=sqhbCYV=pKrsG=X3gWMXkqeS}6r@y`9tK}4xmNibWm5GqV zdL*PXNUAbhr%lplT%wPL>Ry1hic0K}R+f|WH zt4R^1YqMzL zsNf4)13QvPu*U+eXA35CB&C&jCX0#iQxZTGDM+My2)eu;Q&%f)MP54+HJC}43*eMV z;iq3AjuaL{gbJlWE~5mMhpAgQ`tHBslr^0Iw%9~e*Eq1(gl{Z!7O5yD2vzBs!->kN ztQu@A`3QT^;VCygTgC@dD`6T(q9T~Yx^@HutPlr3HU`Ph#N{%~o*C%?(g}9sd~B5v z;mabpw~TVOQj`d+FGu2p@gaR-FQOJgD;{jB=o&e&>Zk~-mLoneVTQ(GwE)Z(Q3VMw z!vLH}JmQdo9E4O=E&*U10Qzg8T7tIX7>GohqoS1BObKQY02)}zeYhZ{vy>=m2%dym z29tt;)LZ$he{my4ZvFD{#~hWTu1POQ>Prc6Y*rShXM+Qfq`G#h9R2ZM`1yUZ$um5_ zjR;;YkqQxDOT4c!#<6wX{xCsRR-4i_=*F!u62VlYSuKRXn^jw6 zSw#$%Lp(waLfRr!w+GVdJ1p~Vv~}7*JlGnSD1}kdG*-fv26(hqK3c2vx&RRG&51!` zJqkMNUW`!{YZLAhTA>=$uh%I{Pal6lB}i)iCT#4;l}MFx+IK40WEw&fF5XQc!A1iE zrq&!-AHZnq9Vg{VAmP7kpZ+Ezmzs<|nus8pEQ*bZAfFbZt&T)I9~?7c1|3o^sxID8 zz>87hfqO!t9@7hxQd)a6Ub;1ek>3kGwAswiF|@u&=~SGl+d1`0W; z6~vrQLFtu{-aul55h*A>M+)B<4aXetKmt@q3D!XH)U0;Ksoa?HI5GqeyeZjYLq&fi zP8pKRdj67M=021awr`Hoa?HGhUsoYVvx8lB-$acuhl!r-s2AaW`G9Ogg% z>Eq@@M}v4nR;9^%yhS3}Er?`BrwR?t5a$$%+Y%tFnP?D?Ee$4sx$k3LL?Wo}xsQ8g z)?nUOkiE44SYyPG8Rw>FR;XyOD%9v;_{HgQY9+>49F^i8$q*NG9aaEYA^?=gBAeAz z{%h+i-(<;kC0eD1Zv7}vT*^{x?G6k@iVKD}EHJ)5A8_OfLh{{W!@|b5nmB&xOk@qq z60tf}LT+2D8HpH{iVN~fQK(?GdR>y#eb_Qvm>#(Ft5SD($aV_v#~JtJ`aKQ)#OYtI z`(2h_G&=(BQmdtOSDt>HoVwGm9#t%olF~`dkq%b-R#waP2&R@qV??E*NWBY6B)<6o z5bx(ij}$;pvwjgO0Yj1$TXh*nt~E|2=Dwlq11*Kcwd;O?ZW@x+s`z!CA}_86P+!o;8H? zs=F^cGsMq0^eAEFGbMnLVAiGy@Y9SoX7LQhDZD2NCRH1|UPS7M7&3sJa+I#9$PA|= zqkbR!dCf(OL}^cgSpgKsAYK<~2DU{A97!Jsc*rb_IiwQ|cvF>2st5-@Dyr0VSrkf_ zdp~gJ6DQFJO2p_S)^8+`$?(89a=9%1;&<5R_05qL691Z_`AG<1J3}r@U1s=R>;8<= z`<*0RE2Nx>HBu{b>9k=sLzpgCoI-@~{vqWTUwq-4%vTyf{hEWR;;+-xCXXtKPXpFb zx1g5>%Spd1oYsbKrAN9`W{ccZjYU&@>4FKs>1fSr8BByZg28|ae=V!hMTnE+2u9>o zy1x{`4JdtpG@1vgRA7 zQ&n&ZVoQdieXgtks4#$0zEvDsU5LATdLYrN6{jFVTMmZFtBS1dDOyFrJZFMcL51H| zqN9FdYN`Mk3?)oyFb<@tVpFkKSfi*Tr2&u_ps!o7TEM1|8>AM-D8OtJnZgN9cGrzu zoKYe!m!Y-d6n|;}rb5{PuUAYNx8p+7+8B+DfS6x$S}^%2J(` zu5|p;nK+W#yr?t(rxm0vsYp8I2s*Vzh>GJ|+{&+30D43k0*7+b)>@GS2zEh&=@|nO zk!cRuCkP2bU2DH#@-tbTrXK@lU}7|46}M(0Zjb?ZD(V!WDkh2Cv%yz7149Vk)q9En zp8B0K5i1xa5^b&g3K39KCYH91(UG7vC3<1DR)Xol0MMz(Xq7`{YXtx!Ohw;bp2@y$ zMZzlwgA*7AEyAPwS{Ka)W2$uH@YOYEK>*XhAZTl7w(zY^#WDMJE9;+c^!!8CCR$Fp zkZ6^VNF@DT2R8Hf@vI&EvZTbIi)6r4Qc)PCr=%*j0ALKi8?hB^w(!9OaWY3audT0q zlPQ_$nM%HX7zJdRowepgx(w<8OiD}r`q?+qdUy_UJnEta z>l)-{7zh)$x(pw9W{#vvWB?KwfLtQm(x8wPfZ?Zv0JcPUoTX4wiii)GTzFaH?nxF0 z5|u)>s2Z`K7T9shZ3&QBpLuKI1m5Dg=8C0v!V}*L`@dr?jlfpB>`%{G!U?b{CIR?`t z7474x5H@~aSBmlx0!s{h<-Gkb^z}uvrc}WOBVuK;nBXn-cAMh1x^QG=%_rYlib81f zrNB_Agv;Vrv0N*FD&k5T7tNkVMkn!(7^?9|mj#Sd785}}TBk&+)tvV*z{dvpyl%M} zDvymJd-7Q~#e?CsZ)WZ0% zooC^GRlqp)?0P$UfP5Nhc9$`bir!H2)RIh6lIShkbr>baNx#rfCtWt_Zi?dI19aW`o zGMviAlOFt$gE2l5Ml(as7blM?9VSUQ{ejHdyALg}#_7?fFK>Sa_4BC@wgF<>+!VD% zs9ftQd9AHD3?6K1kzIr%$ehw9h*L)}f=)|MB!De|c=+0p#ew(yNMuf7JUl%=d|JRd z;=>ahPda@%I10r>XP=aq`3)@+JV~-8Nur7ft&Rkl#Deh`L2i=PwtPP&^ed@?XcLL8 z64qT4D)I1E{dO;I%2=kP_N@|Kr91Uy;Hw%e49*@Z5vF%Y3`wONfB~OQ?%X=UNhgIF zB&$urV1V(!?6VAsyemK$b83Op0~6H*0Hn=IsyI%sf~F*^6k8@26%2ea8FuP6@tN^05A;qop%1m1`!%2F#hT) z&1qZ`X%;~uXiFZGf=WbO73l_xjU!%`)AYA(wi43}$*5uom4jCZ%+^ujIi?o?l5Z>w zvg<(ZzPzElo`A)B83AKZjsppUG@XY#oA3X(WAECts>CQU8ndX{B!VcBAgGwN)oN8$ zZDPmXYL6t^8d3VG8nM-;O0@)4w6>PcC*S8de#eo&Ajx%K*L}TTuk$RfVci=e%;p!2 zh!>+#2Auhw75rMuV*OsoU+DXSKZ#9YyGlvjC|oF(Q!Ic$#Pi;EUD(iXtE7Ve>*@XL%ya-V^^ex);Kdn~wiw55p6k`@z_7oPb~ z=f;U-9#m##(KpG4mGa|WYm$PsHjR(BH;Q+<1Cc>+@t=K*=-z%_z0-HyoGjgKIfbo+ z>li{QVdMv6Kl`7X?Ar$JtV;fS9e=VeZNXL+Cwl*^B2lAY?X#D;O-2nxb%LEh4pGuylZa%qMT<;K0V(G@jzBDXgowELCUb^ALblUI&hYhC$N}|cD>7|KcaGL+fR$k z^TvIaMaM2`SpC)MI~plqc-;-w31CThvjboPXwj`GIe`l27NR26R~=kEUhHZ={@?ht zKz#NQ5K+vhSPTW3c?8nNpzwZPV$;u_{Mp-ISxfJ!BC{MAY`YiO3&b$Dd5)aPjchmi zsSymAk1r>ru3D}@VLMRzB@nZ)kX{IFQG|o{5naj$(&Q)Cudv}$L@rWH&d=`r zQd_Do6T$=wMe_n=Z*gP;8{?=@g(^Ugol|?3S}mDE$}{hB3Elqj;=F?Z!M{|bTP)n4 z(7?YM+mCNqnHU=jCX3qv~$S zgxBLE1$VAvR_8;o>xfd!3Vm-w0lS0i;d7fI01I6i&ra?4wZWYci{8AXGLGvEL_|q( z*k-fsyMooRpsVx|6Q8HfF`D6TDGJrq-AUq|cY6zpqPLLU!>^3@4%K=eG>Gy4B|ne~ zN$7b}S4C70KT=!I`x4ibk9q9rk#;gDe9xg#R2^t?rEf{wQsR$Q^qLHU)djVDTiWqC zPjjy-^%-LzuMEzHYmo%czdLXRGwkOTfo*KDdPkeVAgL=K&4*auTM#H`URZ>&)EzF8-cEK;T-}BycI_PyUyCLE)23cq>Kz zo|FuRQyS%)l(U|u+<@!dqxr(B|NNtxcpPj6C1cZ~TNl6ZoLfOKUNfHHw9ys-%#TRL zqI3YYVUhOS@PsQ8>Bc%P<7!K(Mv)5b2S>ZDo{3+5sK7Bi`5HUpH68;wc)}-edHs?Zqt_GA_>G9$AiyUAwOP9E`v_b;dMs zDhm5b_}r$}<4`T8i`(so zIvpCG71WFdlm2zaG!kg6E}1c>Bw$Sw4-AZXq=K}NsPL`xU0_h&z%7N2$k`0CsxRyw zXE40HuG&$e0pGMXpbe|qx0SR}+nT4+Di>EB@N8hFhVKrXZ?de2{I-`g6Bj?luGvHL2uC1GemcJ7VDX19}T=);~f&b%dla#yN|x@rV$g6a~L{5tHLAmqWZ0i z;Hf;#+%;$*)BxHL<|bgF*HFDk&ArO%Z}JG|aQx>*eEZ)1J}8AFe!-^$uv=Ke%5Lb7 zWIyTuxf7&vCi~?KCOVwOZt4|9k2B%DLcCm-;vj@)n)l7)Ir@sFS(7A~HLyzf_^$F^ zeX39syZ!8LgaNI90wwy>Ut1b zl@7vod~P@U`4*r$Yf3{XtH#_atbeyxGHXi>hZEEdlsj+eW%y6PH0U zoo-Qc$v$gOXlGcvnIE|2zQ^})!A`AKlX}MwqNwTXFuIMH7J{ela9W7aZaiyOOlmQ6 znK(6`eU?yzI9L@GW-j8%Sl#%>>Cr4623qxj{7Km`6ut^6!Z_EdGbzS5MeeTF$Xoq- zgC>>d{Q$3x0OHD%BS48K#b%@}C!@K*#nI(Lrc~j9KG)2xl)PZ?>W}s}WR7fkh!1yK zf3Mec{`WCVWwK>)nSTAK4b2b_VeVyq&QIp5KsXzK8MCWGPU$zV^F+%hdF(ONGnx49 z;Wb!tRh~aJT(Eg3cSLIR_hB3o2L_7Ec;#=kPgR_~w+nyGtdln}_da{@T78c{vZ>r8 zGw&D9PnYV5^~k0-V*I;IlO|z55$Ss|L_mcsyN7;> z7L94fZTemiE?DW)g%;z4ulyzV{1v(6{CxLY4=(=B*;hUm0e&_8?!RJKos-{;3FoUy zsa9Q(2nhb3eQG@mr5;BZN0+<%eAU(Xl{Jz5B}trDn&jmx7%$0>9KTE~k!UHER;lFRSE%gdA*6 zekmAd3G(C)5$_mi-e*~#-|^r*upx}h1$pxXSgkx;PW$9B)@14S8dvAq*UdBGU&&P5?4xQP%uqw~w!3ass*sEt!~Av0a>u|W*fAMhu_)ALs&ow4KD z_V?3&e=o(k`lVhyPWlvGXqdkJ5lUr@ThNLIw+nn6v(ibHt95XA#oaK0BYPNocPxAs z6Uz7%nxBtE1K$W!_>2R;t=a;4l0M0fTw<3LD&j%*W6T+abX2E4_Cx;sy31n$HplJ? zgSr5{!9arG3Oba2Kr|dQnJP#SsN6_FbmxD~NURJOIqrhlHnJpFwPmGCa_q*1?yr@E zSk#`qCZ0T*sm_VJh7O426&B~Ms+|pyX9Waxgp(<9tEtUAnYC#n(&QTXG>sFx>Qd^@ zI=AmxQuoezVvI&mO@4>c8z-8`TK`|iT~oyYS3t*3_yPZB-^t;rPW#X^dc15v{ynKe zpSR6r%v1{wo!4cyq=lp_jw9gW^fFW^FD-NfvUTFpe7s89LY`7g6LEC zyj0g1~`*BSH?-vFSJQ#Nfpfu?(_$m@sbOi||MHzPq#UH8%ve zV~Y8PS*N)h_!_>3lx^LaUXjko;Enlj$ob|A36IS!Lepu&&fvPN#f=POC$=raR@Pt) z`O*AOO@q`L=_ND*Oc6_&Xt<&|nK%ELoEKfHJ5GtJ3%`3yTMTu(O6=J_6i5@knKB2` ze8ec(#2P5nke=l$pf3Sod)H0$C+naC865ObK5|bqIRd6e zv6b*wh7Ql|YOD2U(Ny?c#lB27?lz7XL9HPbUMQ7`m><`gc~zs-V$f#bWc3yAFcf;$HJ*zK^a6Rq>6y0ONYW@I>CF^$8O zTW+`6=FIWrTm0gg7R9?kgZH|f&zsksgW2p|4aqAeJs)a^J_)>RifpMJXsFZ}bJe8C zt=GE1p6I#l9o#H7-OOwrUeSOfdAu@qJI?ZhT8CU0u*dYl_S}9XlGzQXS+g*YJuCN~ zp^10ty{9|yL{~Stb4JDM4C1cGh|Og#)61` z=1Ag`vv`srGutJnaNre(3_~B&^jXpl6CQ{T-P71BTwAXL+g@h)@9tC6{~(5LMtI4x zvqVHTC?d-;$hQF#tNh#pP#NsBG0yVMN-VCYiv(<4^lIi zO*fgZX>d1$_nE0C0!Nc}>gU5@Qc0-iqBj;i4TfZtaEyWh&+|i5RcXq8QZy~A6akb<<%+Ff>HsxvWyK+U-vh%uj2mm)mc()78u}Q?R#ioCU()nqM6fRc)$eP} zS_GoZ74SF~kbVaoWxsn6uuvy;`HsY7$x%4$io^}wcJDl*R~zbb#LYdz1i6a)@#kJy}SA7EmH4!HhDSufXpGkW`$ zaw?4AAm}p7m1pBlEAs|srx2c zZ1+4ciNTF{LTA4Urxc^7A|J1(-`i-lR6XWdmqyoYUB?TGMrEN!IEtloZG~ zVn=hJKFIOn25TjY*}1U+3&c}mXaOu}3tXgjs_Af4$_~;63A8TUD{H1T%@VJ@#x<&V z{^`y^xwbD%t93bAJpDW3e={9&lR+5BZ1hE-ek5R;6dk4Y2z4s(^t;;P_$1$Ni_JIg zn|d#Io^WH|W?4taZJfFQe4>i%;49G7M#Bl=Z@+FtWrn%?+5ja~KoET?0h zWeis|$N4$Bty(^GknW!VPfKRf8#$+>u)%`dU_W9{n>PFspf|>0$sUs2!_x!${|R!4 z!CkyYp`;F{_F~0{v+oi2fUXk>LJ3hj7&Y)Wym@I@LuL^nBE~P4ot=b12Y$ueN$DQo zt#WE$=QjgPaE}+>8PA_n7{;BUqJNRHKjK;SPRw3#d|)3PVv(^9KX5|0MFwx0<`}b} zU3fmei*ojE2vT|d9IeDwl>!2bVn>R}Wqbk+U1H@bTLhu7Yk}0fo;5ohn@o)&rQ5b5 zZS4dB5gPby515${82?yk0@c6E9I#Bl#3|57(2!Y9{#MQTn}B64ds7SGrT5PVD>vhc zthL4MED|_~( z-(pBC`&BkqzIy(m)`4KPox0DA?JObNYU+}2UtU|($cI15BnqY9$(>k@_;AMPb^kL( z{;k3}2OG=1F8RAXGPE%yGqdd&X6TT7aI&St!IG{}6o^~9 zqlAGyFryFk=ZDqKg;0Iq(u=wcjFp(KI9I~qTk>{WmTdVzW#FeL_tQXTQ60=rA2N1v zAMu*55S~VeUQ-?1`3Fz$CBOIBq_Gf`(O`j1L+Rtxf=Q3!J%-+OSvgv zWU`J!8n$F~}fiheRkM>cS%0tv<`|HnL{jld*9E{=KH} zgs^ZLTy0r((N;H7nqpU(F=;ciH7kg`TYRgNUv>*H>x1fqIIIpsSi< zV=U4b!Tz=}B&uW0H4cf^=52D~cjx-roP#bUngBM3b{-x_T$mwPhXwd+Kz?ZtlR$q& zfprng;B#?x=}p$Y;kkxOLrr|oI77cP?nqY$K4#FU^F|K)m!kbOFW7rQvnk@&W~~dB zGpP%>uZ*JA_Ufd8%>P4xF?(y4C8-Jp{O__yc3`f0=W2@6R5#)}pAod79$;Uh#R6wh zMgaHKl#%O9cmubIJ`jWA!@uIpJA9nAVGED0gkt!@cQt6FeCeZeM5}y7L}}ONY8)B} z!f5P_N{r!6TKMy7LM1d$z!(n%-}MujXt?|Id$8#&eVD|c zI>yC3z*3Zh388R90X-sU;ck=4G+nc3GC+lV+ zTZDFm04(wH3sd{eEW29$_0JUe1zZooq&gct>_pb&1|&fN;NoR|G$Ab{hC?P-%-DOcn?R^X-$zDCxJK;_51P&DF(y?etGqYrM>Kof;bS1F7o}SO$%fjHqAOU* zFx%U18TQJWZe}n=m)Z|hd}Q7EiJt{agL4L&553?PM}<-wb4vkOtq$E`sD7zPlLim_+wBq zf}Fh9tP-rGq;z-~Ya+Wc+gVr`qe}jJv%2$(#h$AxE1#An@7PT; znejE$1XvdTT`&|C-l4LRI%dO+WiCRvR04nhoXv#L0xG!cA(<&z_pi!2Om&k0J6c)? zoK+Fwu@1q=qJX``H>(j5!EW8ObrL>@FsIw(P332W^^l5RXO^G;-6*}r)ka*@Y}ovj z#lXX`wV2p(3fy@Z@W0~dvO+NGN~_F*+N(!#+0kE* zZ#J=&H!=i}Qc*kmnzw!mzS*7J&fZFU5E^=KO!^T!3Lvw+bDQo(bF)zpY&2{eTMX&L$!r;X5C5_?jy{Tymu z?wCSl-0eJ0hOyq`r^W=wb0%dNWo{jXdDh*~m#$6w!8`lE3N>}O;G%Y8y=Z|#c-A=S zv_Gt=(SSkmYh{X*DC!$XWiF8#C&(~%-n$DxEIXZ=sawCMVq&}t|5ee5o)*i|R7jxI z$ORDNL2c0uX&Yve)4bx2ZZ4!4BO8fohF*Rq3m?E~OCi2(d8bcJfGyfQeXG`RJAY5H z5$b`ADkH%Ky-lZdF~kf{z|8Lb^pogNTYCnRZg*P!6D+`ko!h~=$)^b16?6^z{9({J z10vP1o^ZWx?stNL48Q-D@%gDoHtQ(=>5FghfLoj&qtO`36q95hszbaK+0Ke&Bc|lX zvV0zRa&I|F?nV1nVRi5h>vzD%t^+DKf!sZ8BDU-$hEWpeTQ=&or}8!@Yvn4D$& zfj+wyQ5N4|>hD6b>lw8TP$T=4*4ZRe-~k=J0$~U_`0FGh@K9p44o@o(_C!Lts4xJc z{$4a#gY6ua7Qy98&HxY>N~Bf8I$f9SE(cvCx- z()X5qS=+j!*cTWo2JXgc?YbQj&VL?>My#kbXx44uyv^f7uxe({em&;VjL2p-rI=CD zpdNlq5>jx8=(o_*NzEw-El(bXc=ajm1(BNJE5ghHH8~5`&1;21rG`Mv;_fkvU!dg# zQw?NrM&Uorv^kG8b#G70m%$Fwj8vag(_iu@D`>RWam+=GHT)Y-U7lE}VTF=is4n5h z8^ktWbj}yMYJyFPD-N^Sy$^~BfV*&X1eE*&EFNeid<*Y`c`14&J*F107rW_8Msc8t0toLY53$he* z^)A+|HEchtBB=wX-c-_QX17dmBT*u?(;Gv-X5KGPQEWulzs3(8^lgBH<f%5d=lg=U>uv2Xv_Z&O zx%MoImwS;Y^irIcA@rknp8fQ_l&QG{_E@cFD(@TTY2c{RpyJ9%ggg)X03YZ{=-Ro1 z9Feq(T8=E${db}se>S6%d7t$ixCCWcAA1?0-=eNPVFNli; zC))4GB}))e_^Uc=E*>I#rV{uhTaRjvlak4`DF5;3a)> z?mQ?8Wwlv)hmBagVXU$y3__-cZFP8wHQ61jn=_@eG`czl(cb)S+vMK8GHWVuA>uS_E4#mj9{)f;ke4s z$GO5O;>sg)oLq#wp(6Bg-WK-d9a*FXUtTC=FD~9RmC*>T= z2EHl>@{P0c!S$#H*%?i?)Lf5pokGbcs!!VXw_0V0!v(WMfoF?BLA)U_U1o7S6u4 ze7tU18lK8p<)@N5B!9(UG3NFEa>ITl;m|KvMjl>KRaB10U~btHNi>?v(>ZV*d)=0= z?7#k$TDUs{c>E9ZxqdjM-s`tx_y#^b6izl=8{J5`j9~RVa=gMq+00u~ZJ5@*+*|X_ zw~iTh@syXq^K-XHOPdz&gze}$-M62<;qWBv@W|bE6e;^3%Q>1>$?bBl9Ac!&itust zwzbm4M1dTP1z)3t%gPNtCUVfnoH1)~DJn1z{doSJx0tUXDv=p#ZyVyQU2DZKj1rCE zk^fJzNvHw_@>o!pl>FmL$)eA~_(%9=OTIHXr(Kg*=7{EX>z5fypOh1$9Q`mmiE5os z)l3ZbCEi>!RV;%4ZsU__;=fZZZzOFaxmYZoj%)xEhE1=(vP{g&rX6@OyNEBYWS7dr zCmI|u&rt{7R4h5WkOKTKMKmc_4ku~Dn!}@o4X(l{45MLojG_4Q?lIxGWO89KQ_ls0 zjVl1^=MZNB1Z8#;5bo=;wZRbYSCGAZJ}g4W?$bA32iOKsUEbar-vrFMZPLKQ5L>?6 zzq1fRjsp9-+Dj9nFs!R1kH1VJ>=50u9|^wXrs6~1tgD)OMT)#ZGEnfgpxF!4k4%ruVV2R?p&^2$9Ok@4 zX8**^RE`#1muj#XV{q5Cl}h~DXx;wt=k`f1T}+o4)imZ17u#k-pVoPQ-v3pgl?0Qb zaz?-0Esn8W+m;!mAYryqv}^xFsVhF;1lujzo;f|1NWQ2FTOej)3}G%0Ohj2^rnnm% zaLd1BImXtL!*2FWM2$XdJG|V%Lp~pR?cx#i@6egcb?RPMzG;qa-I?3?ae&r^R;EXj zn*#OvVh05-2`EQ5CFTtVji7Wx=cm7Tm@Y4@8Pm!DTaGl>Z?+QEmVr&w+Y+XcdalcR zee#3cbV?>%F)?g9dI8VF&{RXJoV|(Bek^xbZR5Iq&7hpUmO-Nbk)|gwQ>rAZrg!$t z@4prw8D_3KCM1Wt41ey$EVquP+lm8#HL~Q$a4&XR`_|@Ta05X+*;YqPb*j|rfgXB+ z0UbvyLek&4em;lc_#n{Qax}2V{qX9jlw5vR8=2E0BkCp=NMC&HZVlx#5&t{i2 z9I>@6sVPV`OPo)Xbf_O|>Z?cwM+kX{EccLl{#u%HNw&a2R=k5K(=zx6t_GRd;uf@d z>;qPppw(9B~kfw+_oT)bf zDXCtk;QnRcDDXuylI6!(QdnNZ|mKI&z+)Ao~fE5O6%k+Bhh*mRIE zEJZcESTgdqF#Hdy z6nJyNX5?3ODUt0+w2Z%1#T{3%P5`2DH*-$5zuM5xy?Ib9S##32Qdmqh?#N?2vHbk) z^RHg&JCsPYV-HW9T;J5WR%+lSW`f<3#&-jaXD~srooAohOaf+D|=LR`0-2Jfhz?6 z_Y22Q6lzsW%0ELPfpyb@MS9qupJF3+{V#J*eoPh3X}|uuTF997V_#X5fLTQV$I!Dq z#NTLwh~cxRaV!DJ z_P=|eW`pcyQwPrW`cc&LBug5LAdYvqVvWam9By(`MXr|=ao$>VWTtH3(_A=Ku@SBjJZU-$BZ6j`HU)t|P((|q{KYeA@1*I~3LG9Fj z9H>(IUwY3I+WG4#`%;sf70eBa!`kIAyXrLr(%JqUGZSH#S4Os9vkkZis#ZT-K+bP1 z%9ZPut=H9*zaP@4V{|A3F2adQ*1zPo2iWV~955OECC~O>XNO8!uWy$Am!Cy{ck^{K zkkg{}6lxsf$Xg$%XwF?YY0(>g@Xjq8gJK-ejG#Z!YPNT{@_x2n$pctuQys9@{n29N zcFBxBRxv*I9W7{RCw`;N{n2>E&Wmny3p`o=LIHR|%@Wd;AH<%V33&P05EXR5!zdp& zp+D)iJqVa+aR2S_g>t>Us|BUZ&n*3**wN>Sh2yb>Uq+n$G=}$9Iuju;pvc-hPe%yy zg(ZmTUxfcUK7W}M)m+<%Y+G9TnIETx#!Eh!3Flf2LOcqg_jFYixI`!OH0*EaS8r7n z@e5*aS>7+H-R{DG9Z>7GXiObgN6Q4-VPc-{l)1ny6x!@!yU>ADo@00mx5~|`1c8DB z|NM;!3>4iVbf34;^KHNJzaE`yDXZ>#gW2E`@58Z$2IAAt7urGk*dg&j*3g@ee|-jM zhzJfiF{VSoJErbu55J!vt{0l3sv2`*+YE&;F#6u40wE-=+S_f5d^&gD;&~FixJAs> zk6ID6g~*207KP7YmxQEI2GDv|jVota4v#AzQtEE1(D(u6(SeCkLUFF{nTO!W=gK`# z!=z7dO4ggsE>061wq%wxLZ-Bh{00@ioV-tSj|T}pv;~XG*XThKrrbiYmb0Mhrcr!5 zx;M_WDlrc~Qc}U}k$CP!TVL=|*f9Rv_1E;CG`5tG|D2CfLu}_|;Fpll^CGjsg6o1I zk1YXBailB3Zn_+w3Yo=*It%iTA4LmniL@fS-v0OEX25wXcrP(0kTgUj49nb`kb8kD zAIP4-a@|dmK)_Sy0Ed7n0woSJC293cVm?!Ow)mJ{GKiLAcee6V$0@sh4#(}AWtej< z6oB0WV7vVNBEfDM;BZ1tR~5sj=AClmS;hKbju#n|FroP57p-2*jus*1%bJ)ivh z_COKUBQ7P)&)U?jX?V%2M{}S6UAHrnDE>wg9O0s>8=oE;vOjE$n2>|xB5o`9%!=+b zb;vX!b>v^*>c>Rx+FW^v1J#Csv1ePvFT91^PJ_)iwDIDIdDy`C_nn|t#~%vx+>rL= zZho^2&5fW%l9(i?@}B#}n}@FoQ7fd{H3> zZQ9a0-d}q5@atJ}u1mNIxbw5r0<89tK9}-8~zvxTu)yC_q{9s`sxS79;9Fn@B%)oW1aJ(d9U=Ki{z^7qv%f7K*Yk zDMPqiNNJb&cFyA&Mv{R4X!sN3?nk~72b}B@0qPw8hWhnqKUsXGb-c-ke_4N<8|!e; zD3oJEU+PHPcs61sk<8)?3skh<0(LTZnX~$-h>9HExcjQxd&|Qd8@tB*da^yqfhS(Z&b?9_tsWx$9`*gocE~;+ zZL}q7Z9O;~lo-qY6^HEXdK~!Y@J6vp$C!_RR-7~6-mlMPH^MjOEP`C|GJ~EzQwkOz znC)-WJV=Eg+(i>+gG1cRW0*AxSL(K(gbHjn<(Sc=u-za4IX5<1Qc2SCMF}ofaoz>@D7!%EkLc{=X6S`j;AixzYL z?(}lMxS(7z*8g@k$-^N4Sq;&Z0^FnR{!M92nR+ohlo!e*lq~10!w8m}oZl?IsZf1; zViDtuRdrjdv=i*zS$l9}(aR|2+UT--S5ldfK}K2e9lG2eLy{YtWExbuXt$AvWr{0; ztbdP}`e1ty387M6q?>JAOkKrWif@?yt4f9@M&;nw9Yqkd-@KGxcvDY#n(w(Mc3P;n z8@5o^_~h<*aBT0$A-{d!jX3T>jA5yDQM)wglc0f{tH#-y6O>xV1hKh7JxZ`&zGzZZ`Q=N8%BCW%qGp%Ao=Un;LuR;)vL*WrwN5k znB2Uy=KE#OuJ#l1{EYY6V*=dh{j_o?Pvhnu4_PHaCep70?7OWS*>=`M45fQj#n{rMYu-3 zl3S;foUdz}pE?51+^}KyPT=0$GXn#xe+TniT1pL2$exAOy4>-ei>!PC7biY&vk?HM z3l(B45)~@=it5Ob;+7~fE>S*|W+e^oq~^``(%6{Los7U((*JW+(lmrh^F`h?5KjX0r?CGa}+903Sys|LGagx(-UIX|IB$k!ap z3^%>8r*oItb=dW5{B-Z!OHB>C981$1v!&wriXUqK82K(zT}*k9hF-Xt75jr(>uBfM zbi$c;S{stpZ$5(TIK$&LIkYbZbeP%Ks3pfyN0nZCCC@q-FH0;DLuCl4ZSy419lme( z?;qYj@Si-`I*ghdKmWW_y+3Xtnxup2(t>4^Z!2fr*P3OERM5nQ2ulO~W6TeK<{_6; z8$wJybVX(o6?T3n5;=;0IXts9dJ*_z_rE&it( z?j0&eA;SvQ1>H)o6`5pK1KTJRA`;%{)S z2O7Y=)66(#4r*Z+!v>4C(E4wmzN}0EJbSq{T0{&`#OBKpwjuIR|vsoD$ z#m5!~dV&EcM|QJN#_5`nUEfq4u)&rl`o7~&kqTfZF9xW3KR zsHBC=-Rx2@piObTBArg>ncZ#VshNH}nsPNB1iO1!m-1v;_qQc##nKh|=qsO(dR_wU zyBz3SXq8ySR`1~;5j@$OuI5z&)u9ao4~?B;z?L-s)+3`-tj)|WGc5)F7Ihe55Juij zIQaJxU~jU$ts5)1na!6vU9)TJ&{sPURtC?zJ|cSA0xSoUl98Uf&*!3S6;c;(cCe4) zZg`0`OqMp6saVIrjPE!4Y1~X+5As>FlXdW(tc#Is&@)6$K<~(o3 z`p7e_1L09CJKP1(;pp0%x9;ZPZ4fN7%630#;44a&;9~ zPVH~#p$)28!Hk$hdjq1nEH2V#&}B!apaKOz`Q>Sfga;TXWzKD=#lN>%z1g3)U3%mH zvH;`N)o~aF<+GRfYuyDD9@J^YJu=3#%EMJ5O2cD09&by)(jVJ&uZU6t6w8Hx(u;pl zCU~~=T0YEAxryDnHJ`6D%k=m!-qUeSZhQgKEBoA!A@5{U!aVM;$696;Pn-`rB*e)b z$tJ=RW}R95#e}z_Ud1IH{*IFi^m}`}o?+)^RNwb5M%)Yk?sbad^~itHDc6bTeVANCc8``XGoW#PQp*+uP?m zXCz!=Gmj{vOd?Btnb92wD+^Y=&gjpj=^|SQFMIwTn<%xA2JvhYaQ|3$Lfo+DRHeDO)HN=6PV0d0< zp5Pj_s2?^~{0ZzT)ymperqXE~tShBV&7}~|Ux$Vom-Rd-6Qmac%i|r^k7P|m_0rq8 zxEpksc-}C>quu<^WDBuvqDQ-9Jh8?~LXP|aa+{X`UzR5x{m>%ZYsI znqT;Nx6mdi6&&sOn{*!M*++Lnd2XW@gD>a^3G?Ei*+d^1zl=xm(HRE2`-cnkctvfU zmmI}%xXVk%fNeeN^xgwRH%ZNxK66*$LI^*e{do9?U$0qqy{$fVchnqwmH+rsC;yXg zkH}uc$UXB_6ms?o6dI(#UwoRh&T-iFL(KU(T=5q*4BQPw*#}=J9hR9`^eZ)|3|f>=ib<* z<2#KHUWua0Y#}~K+@P?Y1?!fZ_$-yz*4AnqwmlOObUrR1d}Cw5wtdm@-|uLR%3Lq0 z(Z=ot^9-6I{#(&^zF)743=SKMC^7_OgS++PQiIZhI>nigStAUk75o;G>2vO2DH(BD z>!5M|;WcZPcL05pfm5*?`1$)i#KU|P?VDMXuN92@=0xhe)>XsI*EM?tq)3~Kz9eOo zHYfYs;Fy8feRyTD^3}0}Ag36?)VB|_1+<+E{6>(gYg@K{EMwB*gGsxZM3d6!R>-p> zl|QJg#snJY`q~}>i*qs%NtnB%jsVvAKpk#h*jzU8#O_Usv_Zr9^E*O3k!la8h*>`?f6L&X=WEK(FNETd8Q*SP5I_opj*7)Ou$}eEh(TugcNSEkc<0>qfW0g2 zfj51f?PQ50kE7gRJ{uu2nVNSr9sXJFzmcEFl*AZ$-Ya%-W-l0pgS8uijH}c;aI(JR zJLl7*b<^%%X;rCu9GKof+aKF^T23mV;Fqf(ZQY&bM1uS(wz+ z#tyIRo5n>Ui|_=Yp4G7?8xxZY1+g{l>ReY@>n>CJ`u*Or^q7X_2j}kpesA6=2A)~b zoY-$KE(B#}43s!!wumHfpZ0LMM#&4YS0rhA8T8DgIF{F~ObALnMK6}g?}kV4+yeT) zs|oA*&>ZpKaIg{$$D*iE7S^A?;kJp?>@SfvH?E`TAL^e|L)A1rSSx{P0CBRU-E|z4 z%!Li=IK6EMD#|yDec5_1irZg!r z779IeMi!CPVyy2-T!KH3G{(Eg6q?~iUX1tJ0L`n&_7}pRsZOwom|H46`~c*&>h_cB z>;Zp=BmEHnhgasN9~n58$#W3W7U|1A20qB}!{-GYwPhnRVb)o~?11Bj1w$s|(x5cS zpYT_Un;=-N6FW<<4jf0S5E}79TCeecD`Ox4! zLP*2JFVzk*jEp(^qS;#}iGV*R#A%wn)gIOz#BPUz*S1HHC7hL*Oh}(;a+@)Jmbz(w za($d}Hs`C84L}J9u|(_Sf0@yaS%ulXrVDVYTUvm}s|VC6uf%;7S&Fl=r;By%kgFgq z+ZN7&Di8@-!`eD}yp`DAnllOH;JdCVsNTs#K6>#iuS$hV@y9cAv$jo!{6>k?zJRpm zpjIWxDmoWecfWohPYb~9xbr!CP_VN^S1Po!BxOPQOD;C~IzzPL;BA(gVqPL4L`zkL zUb>YzS3AbZmWImh3_2Hd@kEWeE9Cx+uwwSqnKBw1~v*mFt zSC_U>T%5VK0n@yW^Rn^rQ=H3AFN<;v>0~wSaCQ`$70&9&(w{gK zie0qpbt3zgwMn)-Q!E*`yXJy zeW?0enP*grs^Xgr1_Om0CB(@9W5n>8c!dyGNJ=emnBW}9z=8?cS7TT~&ju|7nROU%SODW@ZXt#Te6TsO^pI9{gJash1V7nQhgG7(>9 z8NZ)(5)=PO_^rEKhcHf`eWU&fE;3ApgrEiB85 zvu4R#331@YLP?JziMO(t?WRz=BWCw2?0kpy`amA-Y3aVx$5Vs={CsQ3A|6>9jKv$u z>&&Z)CDksxD&9&s`36XsbduH-0AEC06@(Jut5_EzJz9$ZGjS%u1`y}p{nuSB3np@p zMXb`Tv{|Kah+&P(VQKA-^DJw&L+tTNc-{F(tT}0jHvb7uIg*6s6x>=-su+gnO;cj9 z`KY9%*)C2ujUDw@zu*z~$W31Jx9hP)R2+3p!{;=41)EQV;>sCFh5Cgi5)mif#jr9k z_^Qx=$LV(=IkO_?PYm9Fs~JM2S;{f+tsW`NNg+S$5rBzUk+3G245zHM^&V$nYxs)t zn}ZbAK?p_;(=<5w)+%yP?NLe*!Qvj-Q)CLO4nwL5TSZFg`t`G;FEgJwvxTW5Oinz6 z;TL2%c5PL$_$Ss6f0O;=KmOxy|MqXI${Jj=&=`r?nZzCCJMj7^OcvltLVAzUYRox( z^LQlIKOUskBFp`|zxzAy#9#T9U-6e$hOAb8DXA%U<#f@_aFbN8G>3(;CNjd(^W}m` z%ytpsnO&9-??323WrqLsPyggGF#xJl?vF2?|ADV8n3@gg)98xyDYXg$fF%;oocz+a zCL>z8sN6pn(TYtWTmAuvlX*8b;tNPrSxjBqGCAXNo~qYue3yV#`<_i zo10JLPCSfNN-GAmF~{~7fAJUobwvj~!f1OW5@&B8gH^(AJbm!2M2f(hm0hc>NSa=Q zg2@Qb;}!CH7h|X|SxGI$`t5Ij+xnM(`ImIs%Hr8@0K_XDK!kOs@3OB?R_&)5fB{%z zd#>V0w2-B(D(CR7d34j>2=Gt=Gr+exo$2-V8nw zeP`5rgcy9!@&E7-|M1`b?cdT&QiBpt-X29*uvU*$fpL_hAsKxf5+E}0$$wv)i+#PU zHZi*uZS_bt@qhC-fAh<~{L2+;#hDXflgIg_g6T1*ii?!q`8Lvypz}pL&RX->%mEw| zuX}})8TKD*L_+QyLi}z^F zz5=V_R=J4A^xUfYGs0i+scjhi-}Ils?S5D1rSE;A_XzBQx>$Zxbc)a1=@ESTPfY%Y zWIR)nA@biaDDBSq0&vg#TZGcTsi%l_4&?Lk=|}Pv)mIvNTyV}aH@_{POghcb2jeTu zSCZ^5GG{48_V|?XO&{zlVc#SK$b9CVHHEv4;(d&JuLWD_oNp4YDEz=re?gA)wnm=w zd<+Ijo^LYpcF<3%c#5Rzxtl-CoUbt7O#H8qDtF?Yod0xa$f!z~H8wEj%ac% zfBxrx?yvdrA{LBrv@v^J(WfNwnyTE2a@h2&@k*~m@q*y=IlRsC9sZ*Hv~$20vo1o&mb59vSr z!$16UKlgJ9+axg$FX$EHpskrmkB*)bz=}lHT1(^ve5JEFTctdaHD$HM{@@S(!2d_a zkNn7wm@uk=0r>P(cf#g;r7FCY;pyxuvDMJ{ZCSy>>nOGw6tvqB;p@G2fO`}6(XhqZ>NCP$grAAfKUImLs$;zZU!Q0K zQmgb6FJ8Z>{^ei(|=`@jGD9zSOv{wDLW{HdS%DYBB1nyp0GY8>X` zM-{6vb&3YJ7Yf+x(C$ApQ?5AUkDrsN!Wv(H6l;RE;BjDJe#bW*yXGr6PR`Q;TVY6= zJXG&$XV9~b(<%Z`oP!g|QGCs#f7*42Xz-HlzmoFia{Q_Fqld)r|Nig)u^;=f7_2m; zq()wJ?|%SftDB616@~R!kHx3C+yA?XeI>so%?rw=Xbo|d@?<fn3B;zTxb!~EPTvqjT!8QW-tQ#2C(Mf_Z4SBYA)R$^fI z@wW?*qzU7Mk0kwN6_HYw74klv#V*seDY-L!VfZ82ZqXnA@gFAJR$L*Y=s@K*gtC&6lEfE>kunTnuC!N~-(UUp8^riBqti&qu!<}6t#5tH z7*isJhT7>{SucG?cDSw$TB}G`Xpa(WBvrLQ(pMkhwUb(~OkWb)wT0?$|MqWx@ArOB z(A(Q8$V^P>M3SdLMlHXUU;rJlI1Svrb*1~4VNJjg1eu^$2glKx%}C zi1yX;Bg-xI$>qb}WYuY8bYxfIxslzcu5ao)xsEDd900hi8s^7b?ie=8RfOb=KS}cA zLb9ADNKY6Rj(PoeNdqf34<>d+jbWY*V#d-W(AKq3@tK7s`>P--T66bfZS);-EtAFOt9*Bw5%e$b+sb#$ccRGf*5A)0^4Pjcj8u4#mof3 zvJ&|Xik=+nEVhOKIZ2hU7Wry@?mjUXrk10MMC4)O7j#U-_$V?CGp>7j=ldp@Ug|FA zUYye-LP#)c{fZ33m!%vMg<_6eia0Ui@J|aY&L%*RA!Pa122~Inl7?Td6$V2o!6F&M z9;L5V$P)8o0FGI+E76t}1EXORZVL|!pD)gUsTJXyr{Oe7k*Qk6dKrH&+zm~|)s<2? zH=lX)=ENUiGO$%qkd?LS@Dk4_=lz1Fwt(2O=dIHrgTbtllgA*Q_=l8 zJBwW60p#k}iah*8PJAtck=$>QHRoP{7gcXA$W!LZKEV`i(y#Pb`m zU2%pds-3+@6|FD`#SKV06K5DC#(*>0%2@%fke3))JaJhS!scfpD?`3?iIIFWUE~yg z17cev&e+?~hbQaJXjhhXiC5{Fo1qcV=+-slz!Gn}M|oXy7^+}j3Gg^TTWVqEb8HoC zXh=A%i#G&u{8o=S{0x$kXRu+`-Qp6N6cH(QRhQ^CXHPL0fUUrcFJ&h3^gX8JK<}2v zQ|xw%B=flHYK0`@CVe3!sZ;aeWc=jS4ianz7*&ts=U}sifA?Pm%#Cugwh&tBSBODo ze8JL_+KMy$bDn9o3d*t~u`bSOL}=+(l)(sMiUFD_?}{P2kkH zRZb6Yt1lP>BncsA?{}xk#A_iEbqPota|*n_#-0KYrbIbbX)7!7P~XptNaLz*g!4H77&!1z zacciiTz`-8gQ+fs@mX<&2y-;56co=c>P)6Cz?k$(NPGj2n0#CO1Y3cJ;go1CXqQMl zO^?HpjilThRAmWf;>0*FpUi%`w@3Jg?n2)#5~D6@NIL@RJ?=#qk%dU#j8P3L% zQ&ZNQ1n}{=3|6_l+`ZqWh{R*1#N0#}{v5eVLt3ZGE}y|mtbNF*80nPDVwCTvVLl@! zGap%vXhoYz!fc@$Mo?shY>BiYZ0sp%p7&o1p8p}8(TPCPGlsPJ$$&hw5(hJxokfzO z#g7@r3e0-M$!NBf=FhF4`6jCwg*yWxa<)>IVm)ZU=y!4sPoExvDQ?8Aby8P28#e~v zO2EU25MVc?U2#Jh8^@NF!9!+EP%fj&x`9H{gNnS~R;|-{$zH#D%c3FcJn}mj$Y=Yi z+`D%!AFwLGFeJe@1l^fQV^Q&G0qO#tNyl?~xPOJKT1*gO1FRQ5Ld^RSDWugFo)~Cz z3)6<7Hpf#hQpm{KvaVvgG)LG#qFP0dlz8OaCQcU&zeHOsN0n(%MT*C|ejXW~w$f9f z)Q*aS%@#~W1GFy1F1Aby2C~2X!J~F;0b_GF_*F#0JYuHYsB`#%s}3_gwN?rYq&v3V z&eWPExY8r+Kt0~#Uw&YhVwg*zFp<>~=ZM6EL|xT8P(jw9IC}Ksl$SMFy-1X96y~29 zkwv88=(Pq*3Y$rNQ3#{(RlwV$cWgj|K;bZx;w4jUZfjWYAcQ8$hx-n16WCth(s5h zvUlsfuGB77~@*>t0)e@&un$RN!oqz{p3yJkv3cXUJJ>H zK})vM`U*x#w7_cBk(mfGkIKnne38l#^J)9=H<{X$si!>k&5oL`k)W+)S%E1Q48{+c z(;B8V+7d-LRk1R;OqMN=eFiWaP$w!5fCR?sk%b2UqnvT_`($ycphrwJ{zT>%N zzr0dWG1{_fk--#2k_H&ec2%?ji;&Gpp&*N#Ln>7qD_FB_UGJQ#V8{-|+ZKtF^68zH=Of7_wi_nv*X^a02f8CZOIVt@8PUic}qe8YCBOi%Xyf=|T z?n&bLg4U?we`*sahD8W0kv~qirGpTxiWMG}rhxf7#0|3&6w1m!H6DgP!(%K~RFG0w zDQK(W&ifi;MJ5kJBbCB=nnVVvCK$~w5@&i!LCE;lX4MRd!8Qgy9*<+=po*5-N;m>l zo`q~Ni5PGqcQn0!`GR&;Z;Jpjs?wnw{*yBeFcNEo!;mNn>^7DTc?!S(*EI#NwDXq` zx=wuJk*xQGoiD@x_zzo5Q?*H0RRp^aZethH=akc@;3mC(T&QJIkw~YcT36Ir5JoP( z=@G`ayXxe5#Ky7Oty6c>XMtu$umJ+>!$>5HN+B{jP#A`%NGIOfxud1Q%u@?|wEi#b zGv8!7OeN`wBS6F>>6A5SYsb7%>dG!mJ1 zQhpX*GOzz>uwBX((zso;80u~pYYG*L z)>;(5;NKWzL_Y(l%NMm$~|W5jw1qzggjPVS-plNCY7T!0cmTEIVE6BVr;j4v)-zc_(C0!QAj zgZ}-wV37$<2E0TogW;==xpFyDRACq*(bT5V7Nm5_7FR3)03ZNKL_t)XRx;9~oxa9& z5#9vG(EXHNEdo^cXjL&PTOuCWO5nH4IKa=|tCEt@dSq=?j-L$i)6%`Y9TQb*RWxwI zItza+#{6fH9u0~H49T$aVG`RrvLY!Ikh1$@qN%0HjCJOx*^^u}d2O^H`)+IcG`|W+kK;3)#dF zR)e)~K4fKO!IUT zswL;)4^mBm6cJKVLo|#@ahRap2H``(v`0EByN1h}#hLwm<7+3MQ#w3T6i>b_=}o5} zSfnVF!U*|I#ugrlMI-`vgtx_aT4Vr=kf%_s^%;PyoWyYoh6E1AsWr8_F4V#s1tXQu zM#WK-0Kuv^kTBv(U_hH8_b8tJ!*##&BE%30Kywghbysz(PBW59LDGC5u)NqF<4zlv3gY9{f4x%_*JZNuOS!Aco|80frLq0BKg&g zP-!rxL7hh1Dk838Vj!8U62&(YCFFX93}&TPbqwSIGtQ}WRpr3Y!?!E9(V;@fJXV@= z$dwk9VpeXlZ?gVNeU1nXkS>4;^zq?0VOb0n<0M0s+U&8x;xU0|J4BYa>7i9f77g&; zGE7!;i1Rjm`pVIcbX|Dl7?HIt>-gL92u~hK_#?5}WlA$td_2T(v?+zrAO$BG82GG? z2(DsCk1(tg59!JoU7S@^3x9+)D6xu=@Lp~k2*C&ewi|CrO5JVw|NQzJgICMl*I0_`$rXDTw>`QO~uS9o`Wz3 zS>1k*J1l+elTh!C#mXSf5L+Z7Mg-3RMq&$qq%ODBBe2rO?u7y)rJsICwM)6803I`b zFh~*UHQVs}yixA4n+5=O^xdy9O4PFAk(f2i#2{ySk=URhvjkL8A`A_{wQLncBHqkB zjzsm9mV%HxI(>n4&$Zdh%Pv|k1)nv4#gws_;hL@GN=Wx{Fd~IiZ)+cuj;}4%RjeKS zY9%|Jy**V&WfaM7ZaCLF$7A9#=u`xr7#30?fXaz96Ow?lVA7igM{6pg;zUJ;b0nZd zjfhCM`&7kea+yZ#=37H5K}<#xFv5&5ag#Ua{&!=BEMm9n-5+WzF$Z(G$o0-@StAS# zNlHRm8A*_po;*(TQL&rgAa)i$9W`Y#m>Ve{n^o><{(k&z0n{c!Rm1_L_gVAR7#qz# zT*;t^-)BK?7Yw;MCpFoqn#tGz1Uo)e8nQ?_@raPbLH;!5x~>QbCiTp-?RS{7Ol?Z?=a~El3f@$k)_>PBoS^P*wC<2z4w!peuIK@>IVZ;Ln+LeM(MF7D{ zHyOCsR023h2Uyu)@DC6j^D@A|^n4lEKshwH?b2NOIoBicK#)Cxrm64rA zcw2n^Y|-s>?%uGjfk)-g!nbl1V&UbTNEFGIz{lR}mGAL|}$ZR)PW6Cg1cVT7j*$kTA87a9~s+jEMk*p+R5t z^l6n#w$_Y7Q7dqmV5RdpD#E~X)MX8@a#dNaW)8rJfe}eFr*^2t+*WM#c+6^3948Wv zIWPkFMCvGcFr4d;iN)@lV@_zsXdhsbljY@d@$sOJ8HY*chKa7^BgrF=?qOPi0f^ z8!kt;;xOj!9f!dv`5l{v%fhKB6FF147Ed?EL?nX6hL8haVj75%&QD>?A|724#>WZf zY*ZjaJNS3Z;xLdR71Cp>Vv`l2M^x^LSB$paLEkHB9)JA@K`pqzekqs)B)!5IN&Z^jJrA?NQvW6eJ2^^N5yyz7lvQ zoAOdP5-D_RtuSasSa>P%n0XfoVe=0;c?cPBh9N=@Nv!WMpV<2uIqw1h`~Xt0StA(_ zhjJ^JUYPlmBF@hJxIgDgFZWgc@uJkDfdIf)OI_6|rz9D&?7FUQyY4uSrqhwAs8wCo zh`I~_{w@jMVgBkS#xZJOJ^I#x^f|H;(5s4%na(s@b=0}Llf7cr2pBwzuy>qCMUfEc zATUs_h0?8B(<7sh;YSFgQ!?y&)TyniBk{V>1x|4qd^G$ys+BKAMOnlki4awDAgnRo z!MuLKs=5`vS_Dh1kqGPYiNr4m#>Byxx;^6es5_6U16Nvv1Ez#@y#R19SP9UhEu|yp zo3>SJOrrFprWOpjNDcCV(VC2iU3h~!7xDfvhPXs9t5L9It4Ilp4WS4IFeVs3pCe0C zOgoIQc4c`~2wtIju_jNUsOl5|Y-S6LiI8Czk5$CS(ASuv+NUboeyGwcum&4c)lq%g zKJ!hc7!k=L#Rsy_q>~f3Ta$b$!5BZYtE+~nLzh^GBFvcJN5wY|yB(NaqiLpi88Uz> zu>z)&Ny@UXRM*9|G_+t=i3&^G~??=!SaX({!q7PIRS zvnqD2)QW)B!n%OGZ{71NtS$WgoJyw?aYoqu^y!P!-(<$ujuZ|~yG;)*M;8r&B)cL2 z2;CEZTc#B=jIT^oTIe@&)dka!oOw(t-vDi;)~fDKRuxx8#fC|IM&8>!S22?)y|@Sx zNLWa+dL z&j46Fdvx4_nENrypJeI+Mo@SDP{AMLxdZNV=Y{#O{D1z_#oE^S8N>bIrGFdQL>gQz z(MPv&^p57FTb9P$T{pN(T%YwX%i!=R(Q3G?QxRbRyLR*>1BNr0gUNsy-zpd0Q9&}k z2r8xRiga249-UT+9EL$$6+u^lqs^y`qwM`P0L;e^$uN5q#FN8k@r%UFsgN$@vdy`^ z$lIMRJq^-1<;IUWawK+dwId0pey!N5YyRR&bfLk91jA#^_%Q(R6?LpGrK{Qd&WXE` zsI*)cN|XXD!bI#^aoURCEm2xb)#hZI)} zkBHZx?nD6alge2lpBaUja{_FP+RAmqTvb?#ItEusVm%oYqkkvKUX1+~+-;928B z?#i`NNI5VW%q>l4T}V;%jPec>Gk~*$#|#-K@#2D~#{FASG=f&H$G*U*m2T7`wh(dv zK5ZZVolHw)W%~DXfr$QnT>YfbVH;c>dcpY@Y2I|*5-PO^=?lzXtLo46nJ>b|rxRx& z7tFZzCQBi^Y&TCi07!VV<4;oOB*HL=XZ){%MU=q9r;6WjooH%1Lh*LN#Jf`11g&tTRK|4X2sJig`s7s#UQ<|Vc=P`l#d)ZgTc@R>aL6&pr+F4 zkpRr8^2k9B1Hky$lwj^3Uy!e^d+Fcb`13CR3Wx9bY|*T7R+V`0(}P?(Jq&}b%5f4< zEes;*f#kRYZceXkgF+=38$x(NZ%L-EM?ru%kM3(8$s?Oijno&l0sVyx%B#y=#8O7!A^=_ z(eUJ@-=o9@aYCx4MCo=}zLYg6h0p8)Qw0+YIeADplF`5dyd> z0Nr+dnLi{UP$ANIoTLFm}wq2{0c;ZOKIl$!|DP1RX(-@gyLa zx}>6_mcoLy%!j1PBMnO6Q466}P_DSvQdrS)Pj7erRwR9D_>dkYGER50Tjc$ZicSou zny~LbMjm{Fm30p3v-aU{GJ@*aJEcDx^i|{!9IWoBmh{k{4pBy;4q3zM5!lz5zm*vt zNv8#)1+AL0wmE%(buPlUi@ccvpz1uzioe80fdQwK9)aZwdNjN479YT)M7x5f3?oQY zFr_)tt8RBk!k5TY?*_miVTK^fBMtD#Bf-Ox)QUtpfE7LqV++O@1x30aJ(i1;Jdv!5 z>FF(lQ&0p0HkNn}20^O`z}@_^v@17e)hA3v-MNCSkBS@V%gj%3wjlN5Bhm2rNUhRQ zsg-gLQx_hR&K~*jR{F6u%=+4`vjqSjRVC`Wbn(W*sfBnt6f(%>Gr4$V3HnTG#Fn5e zYdlR)gw(9L@i|t4Avp-8Gvz!=5vSHS86OOlauqcqKhJp-x56_rB5w#ABOYc-UWGn2 z68q+mVk}B9VCE50+*+-Zd2dle4h%Li0jTPXaxicZ%JLyKPmgl@qZAtYiNUUTlO!HY zrzTJ>B{GjX!VfHh$M2CI`IYG4V31fz3e1~Z2;uE&3c&8C?K9tGL@R8{&O>=R z+-$QJaVqp_z+o_lZ3Lw24F=xoYs?>xGb9~@5$MMmYr}aoCb`(OicrvKfSs!>=CLde z>-s*YfP}#?3Td#r2-%rkv>BMw3T8Jk67xNl!jV*?^{P8}RmDyz&fEna#aG(9hhrh}6K(U!J z4kO4ENHI7E>|f~lvnGG2*pDp^-bBEhif^xe8}n4h#PrLOQL22B(B_!2~mp5k_LHq}Gls7+D^hvX%ANNmyY7f#qVe3W|t( zOpge|OtuxL_^3*U$6Pv?%MrM8;sA^@ivcr2c8k1T`jGl!O-50>sX}PC##>z@ACf*Z z<|zn}!eymGXu$nkFN^@`c!b7-V)2%7^yreXq6B@c!lKPu)CtRROq zgyQr7SA{~gSi`Y4TjBvElBcdXOy9@0@H9X-EvH)X%aT&ja#M~(xhjef4?~HO`u1A!E(R&K=s}AgMi(9#Dl7fB=4+QQ*3n?V48SS3 z_M3yC##sO)B5IK&n4}Wra++{pG9ZhSA%$RDOq^^0DGGUYxVq0#)HNhRYoq(z`r&V~ zx@y(1Nl~T&D>bIptQ{2$p?*%Z>kLHvEXjO_`PAuFZyLj33ew>}GrHky5FYYlmwSbjld_j+4z%pR=emc3p8rNnWc{FN1j9ff0t+pDnW;1bCq4eiV zNeLJya-2+4R?Gnq_F{F)WJuR|03OxS1tg+aQC$%to zVS;P0-qn@cSbA#u-c;2>eTw^$rTBJobhw=l`E1+tBQ=gV0M{^ zmi_UGmy~hYmDt=WstQb3iz63+NQ7Bz@24+cW-v@jTRrkQMG}C`h2i57w+66Q3!p8# z*dT4uNf^gUzoSnTBsNBHNUKIfYymU5@LFaL&Z9M9_^a#D(TKCU?w#XxXHZ=LoX8=q zsxywdUW~vB#UMqY^Z?5;UTZ1Hl|TqUq3TS8!VH)rA`VbRSvBIZc>1lIfOy(Cz}7mY zs*dEA9+eWd$S^JdTSOA(^2=rG2v15N?YfZ61%_Ag)Ar$Hnl=d1jmfYms|{Q9QAQSV z)KlhQ9FL%HwSH9BAwX9F0L&neI38=qsbRG|LMq`gw(tsZ;5jT+z=F&iZFT&%NRpeQ zG(D`ZF1vhhTl{l#`g@WW6txgU1XO(o}0ox`bv6eRLQwoYdlgqU?2(k}Dp1p8Ur1UxFoQHyyrih3DyiE*|f zoMX4g+sCUHyF5I0`2mtqcYL<3v8nznhXf2yhn29-+I#|Ym}WiVk*)-b99UCsMc+vt zA)TPz2HvU)m|cY`>VQnCcaHnO;twCWD&jDXNiKOT5$aGAeIZu}-n7$?3K)RG ztY#IWN|u$6SuXRKMYwexT@_zs5HKoW3<2QdY!|0?2qs&+X_yExQea*e zz(_uAAO0qz!*Cm@895$bNR){aK{q2yglUyxkp^vL<}RpJuAdf$c0kTe$9zj{us%~Y1R*$lzGmnXx23ZxwLmT6W5GGwNPR7sj z#k)??c5Q5(s(1Jp@Kgm=@h4baSt4muR|#2SGL@z$<5@lMkW@z#9tjHH1`4+F;RGF$aqEfHHt zAlp)_EbE#3`(Mvf&X3b75d-idNHl&se*Ljz_*3;(feb7T1~1)9vbxwfMgapL#YzK= zpu_E(Y@eoNr~I_{{@n{g8dH&ZKhv-hO2a5B(aNXiX>C;qC!++RKT5^M z5s9HJJV|Pp>9K`pR+YK~)1!zv`x?u9UwBp^kbiA}b|{!Qjy<%iGLXPNpcTDU{m;T4~5U7D0=FMXo_S2>T|(rUV(Xx>vIJ z)}@HU2wM4+PrUBhCBvMx*`F)+BP`ev@mc$Dvcc)6Q|yGasygWj@**Rb?}v+Y!<&dB zv;}F)yf~W2W(!*rhi8@Or-_aMvgyc@TY3?7nK%>42_SA{WOROlrC1qc)t!@Cx^Q?> zY_$SN5mcS=>$k*8@Erin);P-wpMQ$I|HY5U3_}LIDyP!>7rugT)E6+>lvp9Z$tF@o zD_Fu9wL$es-q+{st=DT4a+^l#iCYG#tg(#PJ}MB9VcmF!jL-+O;L3m*?)v zVdKN(U>>bpSx;tudO9OFij5gVB((V)GHj8^%F<><)r6(TAQwKV8~!`*_0M#IG5oGN zN04TY2H_H!gN=hNQz%EgX^_{^w9+7woo4Qx&%qB9tPv>`PmU~3xz#N`OeZ49UNzqT zK&Z<5>0G29A!Wrz`5o0+?D|A=tTht3H4=nXDSk@cqL=tA;%H;W!vW}#1CS&zc9O3l z_fM-`qqv9sI^}YKIgA5_r<8(L=}po~JS!+J<#~MT7ly*NDxF_S@~SHZxNF&WL+2%n z5#!N|(aYVhDPBi-BzBSN#d|DswGvMr7(hqP4{{;m0{>mRll2NlO! z)~Nd3&U;eCaOg2)4$~=LE(h~WEd~Hw5HqA6JDqno=bsVUMe=F;@Hd%eG}af-nd18= zl+H<<`g*GYhvz?N^xv(@@^7mBPoYUqbf>#SJ!sxm6ZBI+vpXZd29Oi~8RYvjEH1a* z4uh~}XH3Q?*W-*f)fMV)bqS2vE!kwH)B-AwM|chL)j}oGX-V|RXO#$FQNaXHq<9vX z&yhmL8R+}FbN(CtYC)V5U@5DsghEOL&H?DdR)e+@V{YT*1b)inr;U@L;sA>$45#UJ zeDNcXKk^t#X%)f4IM`@5It+ErUA^A`03ZNKL_t*Kk=aG^s(NMQL)yi2i=1EFtI{sQ zN=Q#$CED$txCYL*j}4d^wtLH-PbLR>w9@e;rYl5%U2!iOxoHklExRyXp+2#x#SB2O za*52DU{&~nkclr5o6@Yh)dJ3FV9kMYFsl?Ks8kFlS9}#Qi`$LusR7a><1kqz@}@~zccB2_UoC=7imdJjiv zSDR|ptW^p^0#Nazsyn+(MMg6=>0pAo6JZ>NuoUT^w(oeO{ZCkk_DOC`DI>0C>Yvb! z*i3yP`J2{!lbHpW^MD6Xi-X~5&BgTv?#qu4d`5C7Xeb_;=J^f6icM~YmPpo_Nd%Ch zkVuw4m=uI2>!Ng5WWD)b-;t@6!ih~$4kS*59FO${BYmno1_mhZ@hcmD%5mmkj%|r; ziDN+6#ZsLUzcm8@c38a;Fo2mG2LJ;@&LCUAQsuF_tuSTLhBId8E(p+xY!1sE=c)9z zG)$*(%pz~dmw#eVPJ?A}2#8;V1r?bi7~bjv_-gSY=nF=nG;`o(Ra&t0XA5>cK5qp~ zCr(4@YLN|AAyq1rLIS|7IckZ+ukJ`V^)g za+vBFAC)ZWNOn>AOfUwRI60-)vLHYjG{~2=h%T7jR7It(^ID`+5Pb4ap&je*ZbS9LDh0pOUe1%`r&Uf1L|kej@B$rPqzVD z1x-P)}kyDN{+Ts9_dxT*aDxt3Vu-a@L9w#N<#xPNJYJO47*@6j7^kkq3a$AmcDwVXXLN(H~MFCLUoV0AmwpNUR98+$+QR znvyu>IBfx-$`?l>*xG60>``B~@W97xZMV`D0?Uj765vR=GCZ=t#XZ`>Q&Ao1kv6L! zspn?je~VeIfh8tS3X=lB@GvP>0JR#OL@9!tG>fakJQe|F{AZOEim+f6Y8Anwy4&SV zhfQ2iA&D#}VQocXjWeDAm1v8S6!sA=D|yzCt#bFs@d&_-g&rgr_BD1IzQM@BD%ZG7 zEZHMOVhaWy2}gvV@mVCc8EAwbaEPdg&E zyp-UbtVb&VTD|n?lRh!F6cx8CNQnrZ9M$>aR+4Oqqhd8BOS)$J4$E(~B?VFzTM7po z*{B#l6RCv66w0zC*bqFHLJzreSAq|Zxhygm60g7BfP9!rP>X>Ejuh6G6>UvfJB1W_%mUa-gX#?@VU0*c z99{{>%8?~PQgu0$1dwPZQh+(`EilJp!5rE!@Erk62Z3A!9vkCGQ38_B>@tzH$*~I- z5YinuK1k$(g|exAs`vDZrq=7_lI)@TPnBB%vL zRVUk)h>A*>z>E?$9!^%pc&yo-%4=Mh(P~qJ{I;xVSZR*jCh*k?Nwy${ZfxTfmqI66 zes{x*C8M@1%%n=^SmA9+6s)@37&t5?FdP<1Er7}TPvY)fSGOgp^0?Xt3sF!MDhC7@ zAV2~G7YPFopOSbXUWGTnzy>62F5*_=B7uR_R-66H{D0rrv(_nEwO6&e!-$HEj2JN@ zGUuFY?Q_m9g}NSw(+x>iw-ORjB^_m>qkYMCdqItcx)STltk^u!R+Ip=L`DkD)(CBD z&O`S-*qiiH1&DX7z-1L?TSX*cM!>FMBAAolEGyv@A2$ea2&Wk772{{nKaPCnOXfE% zbdkdzA!lQWHycZwY-!a;$Y<>P-~Yb9^20&;lF^Ptm_%XCT_OaDmUY60kn_Cl?temW zUQ(KulnhWwMWyq@5!{7vk2`6Y?Ft~4iJ9`V8?HtQNOKaj7i_5(OvofwJZw&35Rz;- z_z(tvMr}Sde=Puk88U-kn4;1FT9S}CXPByS;o0peQaOf1$e@hTRC$yjoS<5shl{17C1EIpG52sZgjs3m~Sli(otoap<%-|(9^yAq}2fK1H!rMHWZ zTEy}>y7{HZMMhBuKW!km^&$XkOA8`vSpYyzVRq?ee(SvY5=m@z&$|o)fDnd`i~^KG zVrao64%jC6h|ehtW_&hPVf?kzt^hKdVOKm3P1r7jhoBLws?&B=Yz~3YJc8e(UZ;Ek z&ih($5)`)L38xf;${$ZliL_m{^seaZn{a=Ju!IRDoIt{t#R=zb9<>q-u-!D*hRsvO zayL&)?S~+&7@EKrW*1H%!$HZe80k0@oc(%4bZScqUDsm7>y9wyd=4-uTVmMpflzhY zmRpfHI|ls}+{8OUPJDd2)D4Zcsx;&Ffp0Ye~`F;UL$>;_0DA{l}i zi6w(aA{#xU152~>Gi(X4WDuom#Q7r7);tDFEYYB4dGSdRMwHWFEeNZYa?V10tb{$| zRRkhHIexixG#J^Xm=(VO0y97X{H`2Bn1Hy6u{7`|ELcF7q>4PGA&4ZSSJymJIK`JD zI4PLTFF?G=bH?{q0R;4J7fHkMGpnxxqw4(Cl~rQQ>5OQE95~pza8;ymj>h5rgUkiX z%^xN`o-s6>oVCz7f^`I>0ZK{YBc8#7ya2Lcs?~0+#1v^6n#lMd@1)opMFhk{z)gb; zF>a9uq+k`r8)kt0oC;ZdjqDud@{qx*HQI<-3YJ?V48gMar4(r^vCN}cH@Pa2?BBnW z*cL6)@|@`XG0svv&Tazo(i0Vh6{#puOR(xKY0Dp9zWPh1F>fF2(N&%%8Y2v}1UQfW zMGt?v=r3T@hJQjPfZyLFCRZEm`yM+#lJA572SND0Z1KCqJYvknI2^F^7Pd**g{iuj z#@$?KW5U5{iC3{)@xm-OHDSwz!w*oF>Q(6)*($M*CMFS2qKCEkfa9U?=#FgjKl zTb7lUu5|Qhw&|$?zxYnm*_l#;5@Gv{xgoZkH8i>O<`6MUIEZZ^)s1uUG!ZYDA%3}x zrWZH6aA@hu4MYmUJfx=%6kBe>2|=QEU@~}|h^*$xscYJhMcS1Zek~}GSdutIqt@gK zU=snhXqX-l^RXK&R{Ua`n*dpMRitHA#e|h0og*VMVv_uziU(LDTQV-d87#@>EG4ad z+=xS$E(}Re2k8|?Bdm1kblrus>Me`mB*L`TwJ`y9yGjVQYdJEOm;}yNu3n;Dd@*$` z(v~W=*mChVF-OKJo#t$}$WrR1c7hctfae(|xC_I{Mjkjo>3KMbT&(PR7R-<#hVYAo zU{@G$Q}r_e9RV>-+b$YxF$6f_ArZ?Hi0)c4cz}n`7Mv$rIzyO>POx}I@pK}x#4AU$ z(e9DQt$3&J(GZ{oP6FYQI#i`(f6#G=0Q+_sEVT--B$oAC3#CAd65R|pNn7F*yW<850lS3Z z?93{sV6dbvY~d`I$MBIMvIO%x0&J7;rAt&u%##nhrC=4uGuu`v^bI^WXKbY?)DI|C zv_kKFQ>)O2~Q#?vlt_N?p)Av4z~Seqna3G`Wn<(F1Y!45#4ysG4NM zRLfIlo@K#l=Ct6JG`rI3GUjKKMeZ`23?~g1R55|nCSsPcg616Azy-5qfpWx%*`=H0 zw15PTL{MNui@DvPY!OSk^y@h7Na2Cc4x|*1fR88|>cS6MWbt&D&0tGEFM=zLC44$$ zy1GM{QBl=@9Qo=mnexs)mdI(6baHrTnD}D(fcav%h#I!*mgv!dETsc6g$CiuGWex8 zoj?rT9R02N9gML06jJ~L4k@5{A!f-b#s!jv0}V~Ott9?DjOsEVU?`H2pPq-Ig?>I_ z$3gE-nrHz|x?Y~;6txULo|eEr$OyEHiHb(2s6uw(bJAo($jDRJoyt*CaD#x7Eh4=~ zx)C`G9)3oM}0nR~O>dRg30F17`x$Qf~ZX!sfI~0~b@v+3+oQ z+zN@eMdEOqILeZQ|8!=TLIX_0M9c-QdbX`W6{fmI43H=-USzp+MMa|BQaZq=bwd#dPPr3Lpav#FhaX9sm8uWIx%hD6yfrBoR|3o)xl`E|M@TNw7R}ImLVQltaMD za&{qUu$EHdFEX?hwH3}%YzZcsO*1$_F-RbA+J(Tj8*;niE%6j1fODg;%uWj+!2;2U zT$D<=1<#w@tCcWh8Ky{tC59$U`xPx$x-9|X1EFKm7W;GZnJ<|KTQL(snnCLUUG{E_ ze+EW+L3k1S)yhA&bZJV_o-HHj$F82hX4Diw0hCz(YWc$`^Qzkh1Z1<|C&FmCjj2H^ zLDb!DB`k#{H~YLt6x9nuT>&%?;UVXRasT*O38l*tW6Ke8Cj4MmZcctq!c*>3^MfMF z9mZ9a~$rt7}dK z6 zuyu=|i6oXpA`g*rr}9#ewE#*YqZSy1Q{qZji{}z~Db9m_@fX0bEpcqsH9-De0hR(V z=(ZPJjEOm1(&(h10ZIw+&XmC^ShF!a<*!)g5x_D0*Y^8=Dn~!%*=EdX5|mU_8yOFO z;GAq^5<|1pb;2g9ND+y=H%ae@5(}UOM24-FC1H#qKpwjasY2VO1%UNKHrRR>Y1FQt zXUA5wJ6xARZuo3~!{;QH(!tsd{261*%y9r7GBh6Lh!V7=Fi;X1G`ZLZTrOvltqLQ- zpD~haM+;KgWe89O+Hx6$rxvP6L(3T-2u{rr1ky}gv)z1Q9g|`DIlusU8U-l1QKCtl z>qV7kIUo}2#nz7_U;QPkSe=Z7b0SgHhW3aa9GDN7|9j|ffBW11b`QT``PoNSGjhga zdIOq;LDX&9#9`9KY zux@-$8rmIIHzp1O8U;WSvg%I)@hpA;_4Q1*B~po?LVI?KhB?#%d~7js;XFcYmyht2 z2u&nzL?T_q8C|Tlr4+^^z^*KfCrbBrbHQ|nLj>?=5MgNu z89cIx;4pdYPK2?;S1WEj{HkjWc!u+0@Eg?T5O_RA5)%_i>K9d**#!d^FTjLBX~ZsA zyL1vIxtuk{zg{?{loeGvBdTaPUje`+s^#1TNQ4QeT*39LP14;sxNj*S0_EOU$oa>p zmH-71C1hBpEq6U)HN6ydvC=+1L_AR_frAh76HBm)5(eqc%i@uh<}X)#WGa2(Po$+S zlULNTBk(fxpE>tmIvbrBbp>cMR)^vhh3qycTYS(O0&R=dTGK{`M@#`NZPmN#F|^Ad zjPOO)4iBS33~1gD5NO;Qj+Em08AO;88lmmdJPgvVCA23i9>SAxVP4Dc>Z) zwt#dAXkp}LynZC#?Cd&;&ckJjJlYFbBkH>GL^)br!Wpa-k?snpG$T8Nnv!A}JtZvT zcCfBg_jy`*6cWk5QNSVi3jod^0&pJMGTUyC0WAy&C@}(VLr1|6B+g)4R=w_cl9p9r zx1@QRGqiT;ZoiojgrihSB*n!109_D#oCPM)fXQR*<%UDsrQrt~8r`9Q4K3qhzmynO zXm(3H)4Ug~76fRvgklPyRqQp2VUIDVNF=*^t7!QYF*w7=P>L-c!4u1>DA5dg(BO<@ zdM9fp<(4S208EH5yKy?3!ea7hh4Zgk1{4>_j@@QL!pT(h!QYg`s#% zYL=l2r|u5);}m4US%V_QknnAhK-Aqci#GhAXff$$7F!B@B6tQga)Hmi?OSe_$1>yy zM+35SDQQN4mP%NfQj=taQx~yXI%HuDfhOoV1qA#&=N(AA&2WI(kli#_P8N~Q2~ANk zgj1m;58Ey+j9^ICxGhdi2^NDMPbBG@Ex0bw2t;W#XdaPrJ*TQiQVEUoxO<`TEHbEI z?IxB2RIdc*p?j}Tgj>?vn&)ec&wR;rh)0z$K$J8fTMXLy`O!n${;xItPS$T@mi+b4 z*r|voqaG$4Ba^}~5tqOpF#31uUvfD<1r+IX zsFo6zHY3SUNEYF-i;Mt9HodvAZPn(w3rAnkU=-HpKV)oOGmVhIt0j^_!rajEfM2k^{Fq}8fjXhxlVGHhfO6(bq&j`E3 zPTIA@RzU4{S+PwbFHx0j0r(J0DPb~_A{W0}N>oLI602f*48aRSqapCb9Bcu$5OxGo zAT$RafC3_eWb~RzoM{20CsGP<(pI(reszg>4cdi9q=@0K79&>t!gP@zB_fvyI6(Iu z#Ob`6GaM-}$Bhwzbh+t3q>Et_71=5>CQ+3xprX~i*W~qCvMWAaX&g$FRpTa1q6&di ziWpe|GEQ$-fDoS23myTSLD3R9MS?n`ystw1D_sllgt;D0lk@@emN78`1cJz3mx3!A zLt8|3nxF9BKE6~ha%4hCw^jRcu_Cq*W<-z9jNyZqYJ8vjDf&evsDq#L&VS!8mUOk@B8`u7le9`(z3)?bXsm4 z7z9E_x)RD^g%Tq`DX09s08&~?;i1J8Z)vL(S~^)@Ch0QZNy=@K*}-BSc{=j#p4zvT zFh&*7 zlfpn%my?GUw#g`=BA$(?apj~*h2U4klE4g>ZW*%n8$x_;?CY?yg%MfLX;^aZ*%XN| zRwNDub6RqWCzf%(fv^9_0m*t7u!_hSvftFb0Xpt->B0;|*2dURkY+Oe5YP)mQIXEB z&lp&kcC`@mFi)R%+G8?49TQBl<3MJ7hENI(N*2u?AS0U}RKquaQv%f->I*~ZXxqJY zPU8%{Y{;@KNi;&vrpIBFLa;>&-qzO|pZt==31j7xsA$O%`jXkwu*a!C8tz<08VY|u z+Bj5m0VUW7x(b^$zj#}WWjS)kFVTxeWHE(_j025ETWlxfcoYJ{7R;GnjKhN_z^-K? zCJ`SiyCQ)QP9mTxY1J8hIT)6O0j%5;nf;;J%Ed||N(RDE)CE!`)pxAATt13MFLlD`rnKV+7 zv0ZvqS_Z2kV{GH!r#(9k=H?a=b4W8t^UT8*tc0R4X*Q=Y9XSqs9L<0I*MIfL&dtPD zGSDy<6RDPo>W0YGTN zPeZ$_*K@tnc5!GjoYfMEXMoEx0V1+1=RIHJJp9^`yFztQr*LcqURcPV)}Q&3Assn9 zNYjr^w&T|cP7DDWXausf;X!qN9$Kf%@9c?~L;w&|sMUrj(%*fRcy65^SZH>i)tdsR zW8f!w;JY`ZgDlHd0i5uAeX!BsKaD-!T#7GHf@q&HDv6>=KDID6n=J5_4KYR+rPE zxLTlW@fg(mc{=~PnaG3n#(@A$mS9`$vg=4ws)KS}y|VmgvXF6;a+ zOHL(lW{a$xr3qjHL0BiK?xuuuSv(L#%H`|^G9*?sE!QxWAmStT)NOr2f96YurLHj3 z1FmG8v_aYx5NZ88S9C4AWKOgnZFuZTc~S?cL^uNE`W^f~|MNe6$^1+NR)7%$RF^o# zW)X;`f#w%%iH`{?-5Ed@&mVs_KS~0S5iFf3p%6nD$)F_?S@U~Yc$;+U>e^C*fGU{A zEf1Z|K#wLoVM?#GKbu9y5_mWa-^=|gpsH8ME*!x$snheJc>gs~o}vyy2_4lGv^tWG zKs?(DnI9C7Dh+lmtihODCI#Rimvr1{7%UF)F=q#Q$UVMf-GQ4J$$(dM zlo+a~A=oW|%}<}9TuS^rU5skc&5b72W$@Qa>478D;pP;qL46UnU4A9#BpS_JU9gpA z+lmsKRIA7yt{U%N`5JY*oYzJHij)`u_@Fq&fXWV&6D1WnW5tLh1V+7R=R@!Oq{PbA zrbt=Nv1bZMb<-UdJ5dV_!bsR+s>LInSgN&=j)^UtC+hOZ5=4p5GxFh6{I3;B|{w<2pnH8fRdF4Wt0LSbbcN=cMoMeYC#rLvn~}Vky31VWO&eMj3R~ERn%*ttUTiVvBwJ8 zawoll{EbC^j23Jf(rZoKdWk1M1{| zi1F3=P7#iw_z=21aEu0yrOy~Bg$T4Jg@fsk_0P5otvU_(KaOtdMf~iMxRvI)Q#rRErg92F z3)ZekXU!16Pm2+mAdtWK8ss6_wZl$A5M0r!TgJa#k)>yFKFR34rsVRAG?qJ_^MkW; z`~_WB{)cjpG|k5j6g<@Ay{4Mb`!AD`w^$ZGEei@MUiE_ z!w)9UL`=7Z#tm{?{FXUuO=kw#t# z!XJ4l3=%im76gD;!IyGS?h&)aYpS}KpycD)d4Y8zq(qTTOlhzcij~NFEJv}6$3cw9 z$k3|jwCZCXny}BwXTD_mR7^88iWtNd?-=vcyyNseGXiw6|Cyip8N(9h2*3U9Z#zXl zghK0Dbk*bWpPRIfrgJ2(|K7plFbp0cvge^rmEm1XDn9{-8W%L>AT-So7 z=f5l|a#d$QumzJKAlDXMAsQ?Yi5gc|)~ZL$?u2JC8F`9?tRn(bQGlV9j!Dl$VG$5U zW;2MvVrW*iFDqkcjO^8tLNv&uu2H~Y1IJCUqG-^Bht1hp$4W4%5wj9T>v6p^?D7lC zX}p~{C&O*w5uJTx4Fh7|D?O&24~lpM4l4dr%HwxR)C zE-j__@R5n+*aAOex>dyEPyqj#!u<q`Vn>VhAu9+oZ@k96%693L8v zDvlnGht#bTAnX}n*`S_;v4W|bqUJypvNQxQV!L1^O0iWT%cltDCsM@pZt+s`f&#_w zHu{YD=NkS@s6SeSR%@kfjKSJv)F1;UCgy<2#s%5e%iGVt)ZITUP`4JO*QVg&d1fGE zM1-L`e)vQRss>oynv$3Z!-U4cY>`(B`J8kH99tLfrJ5vU@zN7Zusmw1D|b}{uqBIO zD@WE>>BS2W#&c@llkLQV`kemiFBuX#B-)5;H-^U+-o~-(>otlZC%Sg|O;7+$S~AK7 zNVMljU^XdTiFfvDiMOP|@=a9Bxd7#2cyitntSTA_U(B;8CZS0uRTrsZ zXtaRvmS`zJt|4fLXj86<85e^b((iXS1U9Ec;3P`odH6voM3co78NEs`afZHZ1)_xX zj+k9ykpkee1E&*V`P<@TNJPwaa;cz+QKB$LTMNi2m_0t?iTOBsVzyC&KoqjeFTm)c zN^`~m4P&vaBd{SWA-(v5Axqi7RcX$2B3J-fkL<$eyYu>rD*>O}YUhOxK^4+il(rSl z)59rveoF%(65-Qu7^vzuKAZwXR^lA|6$9^)VeCTU88~BTa=o4X52;<4=bCzf%!^ETm15b{)4C*_cCs zqui#=Nd((MfY_>#mL+=1p1+VOjYDB@Vg(^jTl|d(4Id=7FjM8H#VA)5eoHz55<`GG zQXK~YiLG`y#p{T+B}+Uf;glte-;!OYL*{9EM(3?)IF_=cpmz$~4;x!b_@JWKppdtl z=X3fqUosSH4=oJL)D19APP*IRj}TGRVLu$z&wcs-q7k-zTPikfzS41PEQ=-HYTCRmuQ zO0&h(qjpR~YYa}~^2|t2dRmI-$)Llb)dedoZ8GL2(oz_SWC!8U;gbwE!B>;;fRcqk z2)M~bKAd)g3h)I4i+Wj&$vX zF=~@;6v!(lrXj-zRdvl)P7Dt%hOouU;)#G1ewd-zN`j4EG5is@oxQqKMPisGMj(G4 z0Xd};%X#qB3nn7Xu)ZuAN*4?qT5LImO)!@ToEDI9M!vq}dhYIr?EEX~mV#}qu4Pg> zn-N3Em+YA{Cs?H;xv+9u(qcqrR0ZdrZex^-fZq;XNZM~>{=caDlJWO|2$nclhC72f zEyhf=gH??@IcH<&Df15Tdh~KrGz5=>Gt&_P(j^4aX~HC?)QEJ^5kNymX%(A*Er5-M zh8DhDDYeXK2mOcl z=k!;9$xu;SRbsx`4W&1r9z5_!>&;)cD6DQx;q@uFe}1J~0h|UGNXKR=mq#J95a#Nz zmEg47G}Y?-w9QG1XDGLdb|s1g&UOO|V2igTE>m-dtem2D2}3TyQ#s@@A!116g=vt6 zmatU^C7oO@uaAl?)j1j28EIP@FP^pp0`m;|eyGCdpL8?qnv4czeW+;Jl!B7DS_84A z$2F);tx0sZJjr$o(6TV;s;Db~padt9(GwtS{)`S3Lzq2^o+w{0OY^sDi|l+MDEeW@ z5pFWs^%5nXmJJ~%p&?@?uC(_K&E}NOkD<8f>BqXozRviR}~8T`^EvRA0O zvh1>zo|Iw<%1H?*CV#mIWLK;vkH!qilxI^y?eupN#l``9E3gj~3k)Sw+eMsC2M&U5Js+ zZ^@>s(lgbp1p67WH(2D|E3lEl5Q4<;8GYdKA#6{O3F`;~VE~aUo>qvU2d6E&gbm7s zZ4og7#5WMRgss7{B9JYZUx4@m_;1E}MmWPfxA5LTTLPLxHUgGt(+Q6fJdRsOh*dGz zPw21ylHuW)N1|mN>Iy%0^YzTvq(L|*!XOPrVzXv6FGj5fUSmcBE!fTvCTCELKm;&? zGKG$$LSl$4{@z@I8+2EV?fayPcqE-l>9RT@PP^I>Mk@`iW~)e(U{$e2fP|CL*{Efi z&9Ka-*>zEF%QQb(iCgWIlNDMert>$bI;yE>0A#`=Oh@|iI5h`Le$)2Y*d@~A8Mm>G z(q;FeC($zS3^C^1tEvx}$JjTL?IPJKZ1}5a=8f7`g%}Z#Qv9@v*#a1K%8(ct*Qr+| ze0~TK+m#cLECq-=V1S0xA14@5_XMVyAWxc)Fr~q&!U?LORegNAR7%(-B5jG`!Ah2Z zx&zB54J0jC74d>e)3C)LJhr53DuE9K#=#q0iV}({=-?=*hqFX@#P_Ml2Is?b>1#fGW8=CoyDOj4j!~Iq^ZJ ze>`^nRPjIl!#^kU6%pC1fEGN!U}ZUa+96id@OcjJ`$s-5bKqhey)3iUxCg-x(>;0- z?j8mhlO7q`e838Wi2#jBS?qhKjxuw#h?t!qLpmD7HLhQ|`l2(~ve+~l*L?!IhYV6c z@e$ZAXB7vM$C4jl^NCUo_8I&C@Fi2;=y7sL%3H3nja6g4hUk8bbxy<$FlDpQNiEfk zG7U!zyBIZS+ zBt~v$!$_hU!e#YS$Db%#zx=`ii8c<}!I{C&CXp8@ zv0$3ha5U(2oK%O!!!OMFGKk60;zI_43Edd!7}As2(#7;t_rh{_8H6)3x5!a=DnW2i zG$t_XG}Qj+hRyqPX4q=MfMfS8zipYY5L~Ikj9NiKJ2A2k7-5Jct(~67y>D%m|ha zBpNi~nX{rae-j83RR&#^s0zS5;fbNdVyeh#i3Y-MTEga0bU4DEQmz2bL+*VEiy3lT zX?2YSEQ2U23`1fmrYuV~987#Oe7$_b{JElE$Sfi30_aN$oZ_qEG+k*`MDo-cryts2 zDkNRjVQ_!c@D}wCP?YGOQ`mJSbX`n109~hk?8C~L0*8ixpRTH_5J0+#+0qF6);aze zFpU?cLiFkX-7-v(099u*8dr^kkUvksY)&HB1z1sCb3P-B7uKEE1xy??We&s-3bv$t zTE6;sGW8UujkV$8hqn=!ONW7tC9OB2Nn4DZdMLezt$y})%SnqNdNu{QjRxi!|KkT$ zn86Bz+{m(}B;w;B9ot>Ccpi#xlAuJ=Jh#pdd@@T14weoI8bfKj{Bmt2JcP~9NMGOU z2Jj?h*@6Qt0|)-a7gHgaj3j(G0_b|_uJ`QKyREVqFa_76m_B1PyC*>m8jgk`(y=y; z$fTjI_c5siT?u-1pD~;Oov$kFL?Kcky7rr`T$px4{y>BCjdA|BUBR*}cif z1c_`oIQItVWnwAp!W<>H$PW`(#o_2>krFFJi$um21G0*QEr$QpxDp@`yO{JP^9}1W z)}eIzbbv4?3OPG(t#gg;YuXk}XgUID8axsU5b53ROV$&&S>Y0ssCJ;e3~Nw;6wjll zwLc#!7cwI|5aob`gGPo%pt%@w3s&w%oueVLN~dLQ$!PaRy&mdpVYmU2!q8yBPuL>c zZ30^B1J)mz8WDeCpVMFcB~wpT6LJ4cq{BnqL`>6sO&OKiKpkVENlsZbXLmP*?4Y2L zQUZY-c=J_-p%CNgFBo!lpTo6Pij(Wu(CBDGfYu##MFezHIm=qPN@!oqY)eIwGgOZ997 z3M-N`QLc`*%UGd;A;WQG9wkpG>6zkhIMEOzQA)_QAb?bYM`XJ^jL7rL;vuVE;&XYf z)Rnf>l9&ivB!g4Go_9RG)DUK?C8b=2>hb2i6c4|E)<77MESTmj*H*!W(L}Hq2xvM@ z;$k~2k+uvF8Q&PcllgDRXiKaFh;(%sRS#!{>ZL1WtGZ#Hm)iYH2Jq>OXf_-Hgq^Gf z1`oFRW2-t2-m(5P(!WyI%T^cd-Usx{zXT_@Q6NL$(2>-FnbSmiwMGCR{xhk^iAT&< zM!VCu!nr4>nRh!C4K~dqM(@O&eZ%^7(}eNC?HT;F_E&$&Q1K4xY-ogd@GwpN$92kn_PfIFo9-3<^_DXQQG)3Qb^5nj>wL}Qw>+?pyTXI=0QkRh?$V9~|_LNTS= z3Za;AYOr2>Er^clr7TpR;Ehp$$D`nyjjfcxrATzp_lW+NtP+I@h$;e{(hcP4k2Zh1 z43v~3(9GYh=)@(Gp-Ci_9t|FLy-ag9nUnAkPOCIy;6npW0u)A&6v@MOE1KT9G52Xl zo``u$S@|XE1u^lJ6KSc6r7Z#QZ`t!&kt^}SpBpHE*fo<_Wt);+!E)F2jQrb@OFAjq zsae_;RtjXW#m6L8Jd7Bqc##pd3Ggdw zG67m9&*g_&A=7mvJ*vXiI3pRFr7EQJwUmVeCjJSTf7ipmeBVEp;@7fB2eIDagl|`_ zCF6|jeU0swf|!8OE74M9{qk5oo64>zdg>Ansh>Fg2Rp1L|#{}R6G8h|h8p!Z)ygz$_PL&k>z95Si>(8Opt&49qZ12`}6Jl`xWz@3bMqwkiUtA8Jm(fEY% zrH3Ce*-tBf^EZDJ8yW-TjN9wUd}$Lm8a)G~iCx+tI&4`QsEs{uoOX#RG_tZTz){9` zX8Hc1plK?RM;5`vEu>vXnrHFNZu3%ztvVcGmI6@Hg6radRgXXj^yZUYxd_`DJ$8UJ zDQh$={mDDOKehPBfBeVz1cESO6Je!1+aGd~as#ilNMpzO-p?Q4uN+KSQp~yZN(k=R z@GofjDNp-A{_gMo&d(Vl{lo;eA2kfegS`)Aa~q~tfB{l!aDq={GLYQF zq*(HYEM;vrlU{soBOH--pCZOGkb0*{qhP2@k3h>+=O>WWRmcPk-~aw!{ncOfL`V@vb|NC-?~z8sReR0EXrJL;;eiIk zLDOVV5dQt&|J@^ikJInYJ2*e-djuGz2qR+PgTl%;o=$iGPU7=i#u-9}0K(?Mt==7C z;=UOLf8~S;?j!dP|L_k^0kRgF&u{{_%s)yQg-P6!Ct0LjwG{2W)ITBn*MI$2V__p{ zOI_M|xd{>>#FGF9YtIOD_5CJei}a5RRNAC9HS3BYIwCYGu=0%G6}Q~YwFxr(+r z&~n8SAcO~qEacU4&0bb&8{dyqPY_w(OpL}e zy_EkhviPSixA;@w$^b=bT+8lm29E)HhCMl)B479S{S#U987w?@<7G=Pg&~rihf(CM z|3&5BmgQ553!FbFns`3>-Nvev#s9(hfZS5d{4?eZgsxM1GUv0(ih_EIgZA$5w>da# z@z1c*7pxJ|a>(LKN$3Bje(pjLFxZR&wD1AVt`~}zFTXL;#XOrWC0NLoA0+4W4>dS{ zs6gmy7h+pLF8StB@M!Xos`+C_8VK^c1lPB8Kv#l8;Kcn~$ z%bd?G0SRu=OZ%#s3%~FSs3;HUNoBat(aib5fbhX%`E+K3B8Hyc z8T8t<^wA=IY;lt;|NPJY{Ga~mpZXJIG0zt?geqnPB_^?C&~^);$A^)Ov)zKjNuSIs z!c3+QC+&G~NQB|1Jg<-MeCIp0TxG|L4Svt?)y0!a@ikbnN?fA%8&^U1;L>9LF{_1W>Cw7UH z3_53xr`zSP&2UcgO`j2t;KXtu^<|mI(w|hhihd9KrC<7`^P;)(?6=7Ad4jifu--px ztzwh}Cvi)o{b8A>raH%d9qe7i^S6KdxBvEU|Mmv^>i_-fFPRtI@BQBIb>4b26EaT%sa6Iv5u8ZPL(Y^QM24a4FX8iSE|Fz$Ed?bGR zw}0E{dMfxC;+2Rbd{9x+!rqT6Dt9ZNFLz{~Y&#Bh8Dyg_rJ0x&1HOR%GM<0=mw)j` z5Qy>M=?CFo`ITS!qd)p1F{+@17^t*m^lD!WBQmxMYgRi){z+^F9DZ+x&)u3TcL?xR zF$V_u<3Il6zyJHc|HD80LvIiu-YleHGEDM$CxORGWG8aN&%d%%aO0}GRh0D{tYu9B z$w+J8i5RIj1?dlI{T}ugfAJSyAHVvmzxrFh^;^XVi~O3k9BkFol~^G$SQU&?y@*6x zr;{E=SxXedNkjsX+clt(aVNdwyxqR{z3;8lYCW}bga=w;`8Lo0u3R7=^v(XLWO0>9 zN3tcqS_F=k|MXA))YI_?fA9yt{L8$nWz2r)`8xSHO;7KVb5K>*cV#Gt} z@po8p5Ihl6R%kTI(|u^9w51>JJ=#C_b3ga{zyJH){Pk-WTVZBG!UxU{a5#)Sv|TYz zwEx4e001BWNklQ~wIHU6(b+T!D$dfy=j0(g8FUTmXgCGDs=nU~ zrHB#f4tPpGypP}vIZR7+O(W#X>!k`P<(b7pidRU{1}lxTWKKhH4QxfbEI2_unM-Mx zw%gnoLu)tu@f7g%*YX}f%cqnTU{&JzK?nFlwQ^NV7Zc#XRb*>9PciGR)8SmvrE{_c z*n-dKGL)Ns)@^$CqP<@0(w_kU#f-oTfhuyyd3IZTko@SD_GR*B7Z0aP;y^t$Y@(d4 z>}mxSa$T%SOTlrD7%d>2a`S^FhMAL2L^5nK7P(V4c4BGwDM1~?_vKvm2=EW2m;!** zrtTsjj6LvbDLUlBq>JGcOj-_;!MVu%Pd)sn^K0#|{+$dV{WOa{{mLV%{ zu|kH7Ek0tp->Of*@~bPjfiOY?$Y0mbiX=TTbjsDeQ-W)NfSP?N#27T@6z@ z8j!_+#VSCyE@1kM`LU7Ki!kT7LyWEJq^#y3KqA>zyOuF8QE;LtVGo&+EhQ*gZg#K& zWYq;-yqITEg$hI4CG;8Vk4a5{N4kI^hhK^;{w5>LlEiS7R;#VZNEa3eBVtl`#2cwo z;CwdwY-))xv+b5%U)i>jN(abenWxhHJ$D%xP9m^)hIHV0re9^=Z`hXO)5J!s^pI&% zIn^@;Te%vaQ#}0ioFl-fP`Trf9~3h2*~B6+K#}D>!Lt{GC)?265MM91h4dw}>^-Km zLXHw3gRVNi+(Y7u<+G3_5x|*_xuyBUEk92*82l4U0wfPx7~M@~yIKUvjCKX1<0d2A z3#a)=T)6@A5QzkU1X>(8^H^q-RhvPj!{;Xn8OW#gXTD_E zHv$9grRfdQC9w4z3f>wZrre-;P)GMU=+HVL_H#NqB=_dLRI>=s%NH6CBfnYmG`Q8h z6u!`46->9aB||v~=z$_nJ~2_+?=)WhKA-(+48&F`y3k!6mD@npwdGEWbC@{u$A_-l z28Bk06-<_%QQbY99?1UCY$?L@1(4n;D8Z(M;p|Vt`e`5-*&_o=Xx%!HX z+!0WvLdGJcFi^G0Q+kcq74{TQ1j$owk$D1Nxr%;HfAyCP@1{U|115QFow41))gGNR zueR_e3v0LztTQv3wrX-(iVkgwr@@xk>^^+SjLGgKeN^*zfqVz((Ve zeciTT-I%0HBMcy9+O2iTNY|GWNyEW5G&-YpIG=JB!LpjABZ@Nw}d>TD~(;^!kPfmq+V%}`QR+N#1Ph*I@ zqgTB{kEash(86p9fYx}cH4S80YgVKzDRf3Q4Uh;(qZ(lb35uSC-&T5C83KqwC5TzZ zWV%S{isC>b))E22UgIt4Dn4h+DLp_oLsnsxYb$$+zzx5HmcGQo=s3#-l~hQU19DIN zD%NL=(Rm5(N;pJMN@57m$_*!mjU{eryM-AAK+F7?@HZb+F}DR1vT{{9m;PS+oKob< zf@s063CGY2i zM@mCrn2fDH%$j2F&IPzC&=LrQExp~vFc9bniV>y+ZHvEgHKOiMY)8Z7k-;Qx5&;rn z1PDI?PV+Q;fL>~za0Xa@i4iDfPp?86)TR;@>gMFHkSe8Dg0tHWWWqDiSBWmB3>bHY@ehXtjHzxQn(QdDKKy9m-J1wFtrwtQFZpAa>;CxO}im1 z0F$KPV8sv&rFc&JlJ%nxwo24>&$xpiJaEt!07Ojvd|((o0pXvI&;83v)MD^wuyq;~ zWQE*zFB5+pLKITbaC!_Cl2x!ogzvZPeZ_HW?L43(#P9 z#&gOhoOU&$qYlVS%%{GFi6@&}cCVjcl!!kB@dm=fR#(_Arz)0mZ6(4;lQe&c(pRFU z#IF%q>^wP_vH`XW))q`H=%_&<0KrzZo~LGuv+4!A00=n!E^xt5C=ZA)pF{zSmf|A- z&BNt`#~|2>+>{uYD3@5OMVgh!>~&hR>2hm?4l`#q{!f8MAg6DgFRus)f$W%`0V;k@ zKKUi90aSEO;?%cCOQ;mUC?I1?PPUoqA)D5oT+R1QV%X)`$nFGQQ*b$?J8ZiykS9Sr z;Q`fXu*wiaK!wZ@LvRSwE}P#Hg1cxJevxHC>vgY+T}3^3eZy2|%T=zA!R2xkgq|F* zU34C`R1}|H03+ui_kMI?!l{v*Y#=mB6@t?i0}F*E>TKQcH!5cEv3_fNhNf#_9a@(4=4Ee8&9HCQ^VbAf6P}*}6jjrFKDaS{5dfp)M!@y+A_0TNm>6p0wmA zf@?6%6M2dAbTbHB#ZoHQ7S47d(`;dK;ehqpf>st{7}gh^;nsp;N1iUeC6MQA zAt$OVMf=K$S4Bkwu?3{r!mk}TwPs1g^Jvfu)Dsf(poHmBKq43*QAOS2Ev0LjNQWc1 zmU~AaQ@PO0!Ox8T`GhaoPRjI%L-Ai?`R{K$qHrJ!08+fC6tY^X^sd*D7@7db83$Sn zY4Z3(#ugx_-M$}s5kN~!Y>|3wfN~*^f7KiN1|k=Ir%F@Cq>$QJ6<0-9@RM+L>RPedVWJ_4x9o4Ss0^T{-N=N z0F&6_(PQaa(2?_Xc8P1IO}n~qQ4LL&r4(ZaOP&=0Uf`DkUX{p{wVw>yRg`p9)apvu zQiZ7NYPnQI#c;)ReBv<_M!OaK1t`?mtNU!3jk9xs1{oPpXzSONcCj&uMv<`<+?1Mw zD$ZS96_JM^g^ok%v`IoE=-HJOlV%yi=igS{pJ-gi-XPoeeY5D@PE#(67MrccLP)&_)OvnKD_dyVU?LzlJ zieB({@b0wh#c&mXaMGPkEzr10l%fP%x+P+&*iDqPjF?DhV7<86&@9ntbUegNAjpE* z9OUxY+Rb3&)AZ=|&M!s0bScD=lL+Hft4?uac&_OF(_POD@l=QrjHE41jfv`}VYWm- zm{m7S1Mgd9O15y|q)GG)p+qT&i4iHQXBarDF~m(UPrHIa*|pSlg`5sF$Q_E^5MpIn zX}wQkavmkxi8NGyhClZxiFoS&@_o)p9DWOuArKaa#wg7$2LjZz|ASXIjH;bn756y{b7 zV+2C$!l2OTpfT*Jmvvh_=OWB5+C(~rJOG<8CqTA%!Ac0oBc@a99ikVBwp@mv`l+At zm%MoB*v_33d4v=31PA42>jJ()!HVq9FpxJr!3`4)Mz%=p_*-xMm?*xcFjUJHGNhr= zHNs^Y|dirR>&@U%Sv-1+-cG!@{kL8Fhy=?hS0s@Z}N6SR_oL9)nBs6 z)hdm8x0Y@qXqjM-w4RYJWfVCLi>}q%^7*8TtYN#B0DBG5Z1K7k1Ds}$NjS31h0O?u z&XD3Y?XCT-Z++{hfBL6sOHLpP!FPvtv0Q?dS|iazUQuTti_?-#)Z$^drVQnH?4}I_ zI93XE1yz9~paBYCSjJOWZSvUCHMuOl{Mn#*;3C1Y#aEZ{6uW)2JV?D;Es1k6ha`{E zN_bRy|Hf7cPHbrtFr_#vA)bdnZngwB1cu$n)0PBP+ER*Xc-|z+;x`IKX^ogUrzr`j zqv8cOI!j^30!@nGmNXAyRm4q-LPR1v;TMJ;y%ae5CH(lnjC>$9d(Zj&5F@xQf_;L> z6)ZrQX_H!rQryI=BF5PHGc@%S-PsZ^m>&%u%i%+?g{Q6gIkh0Ba%pWc1Q%a-P4BrS zrm&34v0-Z5J?YLgG<6L#Vh9lNm6#SIpd%~GR^Z~<&V`nEkLYzD8Yz!lTg6LHTBgfg zi5^?pwUMrblty7boh)tImIOUZP$DDgc~?=E7>T8bR4Bqy@<%4yaEw9#CT0cD5(n2f zCUC^N24?8jGU5kE!<5diD9#=_A0GckqFS;Dk1&ly1GvckSOUIW#3H{=mB3uQ0M!N4 zY+;x~R<5i%%E?ZItuKubO9M#|5XM6TK_H19Z7BsAMt~BP0BgyxY)YWmpk&b{-hxK~ z=altn`OKHBCb4YL4UQ8<2b^|({p|0l#!^@MDNzqd6XWhg=|*O&-I}K}+&KtR^xVlY zpvmePV5`Dr2m>M@D9gqKK_P#&3>_s?gV6J%kboqc21vBPZp834UI1IXF5EwVo1!J@ z6yf&<#34VA3rBcl1=5zKU1CcWTj4-f9X(n_&gh9TrvbScu2v|E5epO&xwlBtATO(IQ&1+hdJH}OOl-7~ddW=jN1L*}t1lED)h?fa0>F0^9<$PbxBOr#c)afV4m z(ujd2a)ad;X;78|z`7O?c+5F){+#De5AVP1gg*}&MA+_-i4lNw?c3FUmsJU+b)-7v zYAM7ZwGczEBq`$U)(A~3p()LVP^WcgONzSuH7i{qF}21(Mu2$fjCyCtt&okVQ6U6{YhdL*Q82LPmTK zyI~S3m~_)@F)Ga|olTP>^+ogrpJoGuOu}I_1o5`wZwNRDhF>JVUA3xM(SoZ51YqD2 z1+YIYU;QOJ4c*5NKjqo_(SvKzPc$Y-`j}yiu4h1`5gSc|){m^`v*8wstPSa1J6fww zRARYx+jKzTVAf#*WZ1d{Uq8GH0L$ZU;Q&O@iK3i}x+01D?bUz)r(4xEvgGvOp)G~s zvVy9#rH9H-UVhti^Kej3q(8&-w~YV%&;LBb6QYoKeCz_Z%%&$fqa=)9Il`zfiQ3Vr z7-BNEMDif%6ilpvqhZOvsmg6`;^kVJZ2^|SN+F$^V1!ktJFm19hLl(_01ES3ff+1h zF`&#%Jm-^!Edh41?M{nf0Eu=S#1O%@>J$j0yAhz$Pf@74Qtri6(eX=KW!MH0i& zMQla#KqDftBH5ON-4((!111`_Xu(mkt2BX(h9}Omh7vNj=IftC;9w4L8m#I_>Hrnb=dAflE6w@UAqX+X;8V=;jF^~ippKb_1Sv&wCi+?gi%n(e#J3)LSWjHc#gYSIj zJKz28ch&Negu|~Q93`aCo*F6MNb6AmVsgD>i&V}W=%q)%uF?pr1)($IL=|#p0bCZ& zs{{qOef7)O`nxb`^YX$1lYpa2mvWDt<0 z4QS=s09`?#LlWXZ5cO6d@BJ$OU!SSz;d@|zL*p71Mlv$;#EFxUSykQlUXtQ&iP2>e zuR(1de^i2w#HckLgFPc}=Xz9|$S9IFMPcBtR^5&Y7%XxrILo4kFJ4c{>!FE(>`g2fak$}0!#CLc`dL}?E!r(UFIY!7LT_znP)kY|% z(6oJ7rTmjg#0*IWhX7(A%K{c}BSurBmfAI#t?^~GWRFgB$3y_-MnP4)Ba9eCkk=57 z#}$A=;A(ZOmRKjJ2v1f&jVj@B{zg|wHdSXGxHsT(l0 z3+%26W?=EsIVs`fhcU7Wkzt$lp(oTmp|HJ!(dGz9?F3KiH2^RvWznn~+Z006(v7B0 zpYoU`B4jYO#sCB3N0085pipe4p55E_bTKHkyJ--#%lvS5m ziYEI==%gp8W|kr%rMB44-Q;%G(rpK6C1;Pq`mZzA(tKiVvrLf%SS74 zb&V25e90IFa%ubf*l_um?c!1h+TJf z9OPDwQgBM|ya1S5O~p+cIXL;@jSP};uC#aU%U?1gm~vEhNNq-cP1i2~${)C7Ln5K zI3h>@?nuHsje_>rUijT?OH7<`uC1QU;<1ZV<&@IXmB{K=v8|D+uB`1HttTy$%Va5G z*Y%`w#*jw0#SaI)H5BbQ&@$6ZQB}01L{l(TdKUfQ z0ZI(aSI&N&7Z`^ODS{5mbXgKh**Hme&h((Fictg)HYGUvud$}$sPs^CGCdS;n{nb{ z{5lDsEh5?_NF-kgBcHYLf+?Sjro&?h&ml}*8)xYhRM8cJA(CU1TRJMRkaC$gyoe3f z0hki$WL8-nGfII3D9C|Hp^8cJB>FrsPTGvRXOu2Qp_o<2dGDkyAwlT-)6+d!I*u)c07=`vyFtt|28SQ0A*FdzUka9MD{gnyF#Uhk(T$+AU=DQry zG+K(OJ!E_l$Vj5DHOj%Dts_RXmXgufLGr}`;LGh4bzDUl1|!Ij;8fShOa+|~M|u|} zg;u9+$ZAn*M`*ow+%u(_(&CEtcvwx9CFBxC)H1bAOHsAuRsl?nO<_vR5ogyP&K)h0 zat4ov``2DR{`1RcSu3LNz3vmN2uNkclyxrceqQSwSPVB+=7r znjZ179pcwFyEr^T%$AI{BZakbBaz8dYens)OI1+3C1bRxW)U`f+Lh3XJQ)3lg{v9W;(ByvrAh%(ZVQ{FC|CQv@WYeZB)xtIupTcry`k1 zOHDCzjHJfAjfmU6C3qyJcxcl=UjjcZWj%(LBx10OFs4%4SCER?vJS90c z(vD2|DIqB(mQv!^EK2%aP$WP+%IS}G5q;#GGRF#q#E|MT5<-{H}Jv?7dt zNXO)ScZFox5mUvO&T3JZNz9~Y082dCub+DD+7d9BiqaA4l{;V*><&w@REsJR*jQ%- zD?vP1TT4|+AWh%4cfMpRmKqXCN$$OC?ZlEU`&q-6%vZ|PHo8)LjW9A`#_3d?LAym> zm4kZW*HcSiny5RODS1&PM%+|f-x=m1k)zr}s|3RE{Hh?y(grL`1TrvRML#q-?*ITG z07*naRQ#A>nu_2d%(d(0Sz?q(w<=c(Oe3c)-&bKO4WDBKzyqv@rGo)5RDv*i=-Hru z>5y!Vl7c5#&wzcQ6^|KJYzS#)m9EO23TG*h{FtLsg2^ptJStv8S(QScy~bDD4oSt zME86%d^!AN>DBL(=Ho$mrH!)a7omzIgnSWkzAAX4%`s*LjW%c$OcDnV;~+`AC4Qew zg=(YyI*b0Q0v^EVUpD&xx&5#I`Y(S1M2UyDmSR%{UJq3Sur=hQns%mMs+noctXFLo z10+j%juEo^&_UAxk5;Y@P{m@9Xce9*VG3geD5&$|Hf!3^RCKG#VW_mFFh)GA)oy~- zx9vyI$zRB#e0_mWAEC_De(b+hOE#lZ8r_%7hGDurr8Gij@U|qyS)z(xISyp2_Xb(g zk&2$?Uw26LJFQ3u56N*+AR|Xr3Dsp46yaAzJpO2R>M*D*G2l{?kt9v9)a6i)Z(rC5 z3lCf_3;imXD|DN~^ol5=RoJNIbG=mc?RI z$P%fT18b43c_~nC32X`jV^a&*5+1AKrWm3XH`ZD(C24zsyCLLgl0=mlBd7JyS*uIE~}{DRaA{tqmsfKB^T- zC88CK6Cp#wIDN@9yrN)&kXDn2#SXK_o+G;;D>Eo@b(Z`kS*M=sw-t6$Dc z|MFg34nxMh0o7w%7Jyz0IeEjy=`CqlGz>w z1Sx6k)bmL(<)_JNEpP_?xweSi!URinEsFtwbtg0k%svBiSbOHcNU@|N#@)rbg9OrO z39@r?LYx22t_S%SdCh{vz!v;{`1dbCCW@#$HXCD!wUwkfLhN>)=2D{(v`R*AtN z7lS@9;$ySgZ7Fwn;FdT5!1pci6)Ht7Q=Hz~TIzvEE=5pXzHS58pY&Toh~KoXq7rP? z$QLQd&%(E=DB8+-2O)uhZ~JOl?Hvab%+bhgBk&mDab_(!eL?9)5ipixWWWlwcPFSy z+ZV6&OY6blp+R+>DX}*Iq^t~vQ?82w;rL*xnt4a(q>c zor`ox8{~*1L;$8H3uJ)V;;XxAHf;lDXnpJGI4?iCdj6_PnID+c3 z@Bo}4F_>1ptQh3N7z1-gn=q?Yv{VWJKS_;ML2C)dYG##T#vl$>u2pgOz>-m%33grb z0XVHz7k^I|n8ZqGz8@gOHQ!_7!R|*zxw5*T9)s9o##y7%0FMeGaIjPv$!5TlL4yk& zEwELvYAMIsT7^s@Gq53%$b~!^R|+%EDKoc zRy0mvPD|Adf0g`rLrLLx({S!f=8dB|J!`2cgYS%FVH+U_Sg?Jyk@;H!NC}594fjqw zZ?o$kQVA;2#yQ&S4gk#H6{5iyGX2R=1&IhF8xKNDGgFo}m^x!Ss9;Q)_+;}fC6Wf@ z-IhqgmjZdWmgGW;Bed%_sIhfh+-lnHr=x^}@U_c&^@All=5nPoaY3APO60p32w5rG zC}_1l+lWY8hH2xFBAqM&O1onOFVPZHSBmd?FGidqrv7x%SIXtVCQ{u*!Xu;;*yG&C zj1v4JT(kx#T0XekT6;LgFhRFgF&JZ0E}%T zoD7U(%t4|=%_;H${PKUk^Ch!+brMm*BkZ~jWbrK-O>2Rp(t1-n)L9mT+`u(uqj*h; zHnx0YrFR~v7|z-!9)OZeU2GMN7U6xG28mXg)fo7ZwFT@vHtW&y*9QGshF@K(q#Mtb zd;NrAX|H%${iII`+N2sOL~d1LZ4^mKgjU-E04F`h7(~(!oMw@h#5oKhyH8(gXyzZ8RLs+I50z-U<{@z%Cbs8+fk87zC?}@p7DVZ z`dJe>K#9f-iH&%8{jruqR1^%@Dj%(2r_ZTYOMK+?U{C_mDAFp2&ZZ(@453jlZAK|f zutG+dS}GolqZSK)5uG-+eO2HC+*A0o>KY?i^{+bbe97obw{0^bOzGe_BsgAGt2!5m{wk@1^KX)lSyTu_`UZL|y4^B`!obkB?*=-haYJ=(jtDv&fx$V)ULQ3#l?IwTY1_wy{yDvF3hDjm3Vk#)Pv&@RFQv+=8CiU-n;Vvw$= zI0v%o##XC^jZ^iD@#9$vA2^H=xyXGp#J?(K!CXkZxWL|$F^_#Hwmge?BUbPXbM zm+qb7j_u8&?Kn|65k7DuHYui+#?xMk=Mzak0j2=korood76aQOrkUhn=G<+7RR^mI z0U3VAS8J=t2jk2K3t!M!Zh)4e6-glttVUI0u(bl1&pweyJ8kyPCvx)OacW4WMb5WY zcv!%2BC)Ci{j|{;r3yy7z$tEc5-KT5&V0$lZ3&lC5HTP zyk3;ms;E^<$q;9J!pPvmFcC8HlNYCPu#H-g#%(-%o`0GV- zzIpo4l}-$iYndh znvd4h(nd}g0^k#XdE_FQx~kZIOUdBN8aRxRedPU+E{Gu$ZAa=7z^ZOlONSwtFR?-} z7xkGIiJdP@G; zG&T{rs)$f7IHV=1;}MrAJ(AL`GD~B|7DLJ@nb}Ta=tQL)u=E}x_usxuCzunnTFEv} zVO735{;V(Awb!FBS@nWS4y&y-B7lgk+O|=|o#WWr45o%;-Y6nigXnqnIsV+jj}jY8IdHF!z{6!O{FIZ zNvkcP;uzaqLEuUlmFOul>KJV*B7p=$1ye)TF+prqYOQhSG# z8`~<1u=bAU@V%PM#~>Z}lOc5b;l%+stR7lQ!xG~(!U!rSi?8VFUilwCAHZO^8_o(P z1Hgr;5Lm(Z`65;$)CA4+Dscyxpz6{Ym=t&;86sCBK1@We>ne*Q5hp5OQ#%#03MNCa zJWEWFA@uxnAg8KyFE~G>`y*mMk)W!X#%YK!wh?|v`_b2^y(>|brpEgeEkY*FZ>jEy zOn(>vOM;f@WV&Y;He0JLB}`CH1f>8=Z%KslD-`Xg(GrYN?vO}WY{k3qy-%sSz6s|a z6B6S=xc(L3F^`gG>YVWP`xZyU8;K9*PvhNHgyJGBFmgtiB^x1wPZHzUqg90%sUoH@ z6q=?}7Cp|9^=MmS%DF09*N;#}iI6_4^b(*%*D{P0gdKFfHPv3GD0!;$!%RauFS#EN z4#25@HJ>lbD4mHgkwyxYriZzNZsXP2kAH2H5*ybscuuV_+KXLxd6KOJZ8Tg3Zf}yK z>z(19FBwfrwLQC~DHAaz^y=k#q{Ri>q5asQL`z`e&c@YoY1+Ac?itQEg|7wmrCcQd z7zaQVx5^YM}f=%Ju0svo-Gf8e(wN!C_jF<}9NIPw7rZC8(6=ZiY#RD{kQI2C| zYB7!C7lh;#)E|0upnDHfPvDbXLtLqjh8~GDa718Ck${ontran~S#?1StSC9vv zVXzTT83WdE>4dok8FFR|N~^`BB$AARVWgu1Fg03jvqt?n--7F7AWj%lOCb?zwGKuQ z`A(bwQ^yV2Dt;AZ(W8nfUj$6W`I?h|Zxnw9z>?Q?P>BFYOux7(N#yy))6ba_V0C4s zqy|cqE|MOS82y3anWa{P6?|{}D}2f7f=1NJ)Yk%|buJ!6^ugmg&xRj-*v_3~r%SN*0vJuXh|v%$+Mpq$+NP`ZNEIRZBAohQ6ftFqv>NT4Fko|rhulL&FyENzz_!U31lB{N?HH4R3T*(G z#B@M{j4x;-9(aTzNNkf|Vp9>0dj*diSPDYZZA}Cf2Dj164&G|PI&6votwe+jm@g6u zW_6Kp@=c30T4KOC3tpgOcI`in42E9^%EC!cwUqAtt2(e?PX{DPRw2nwxzUt(>i}8#(G08Afyb4>S5-#PGkDp%2J=c-=`;ZyW#E-9Llkc+z_*k)(T!JUmzX zP6Kt@afsAaBN?@{F5O2mh)HK`w$_OlAp;oC` zhosRQt>MQ|FHjxI*MZHq+S$+}C|3z!T@zs((=MF5QlimP8*x;w3jyws|8k|9=YK2! ziIiTu7)m!PXYVxA-|4QRDp^}jhKO1np;1MqG%8DS+ua>piijoF?g~bQr`t>(DkLzj zo&P<44pp^|PSX;NQw7f=U)=%bSW+&)Mu`A&w~<<*R!fi^bprsWIogWS&nR!zC`BR* zR$O8voJEE~wL;j2fov*LFc?X4>2z=%L8l-HRw1J)d@@p1Y3UNButR*EDPOCZL@*fL z;B<35ZpC!Q}D&WOMysr8>Gtjq z;(Wt=$^3(LO~5SZyT#E`&VDD;c1tjX;je^|hIT+5z=(tno*6@aNis2XWobLv3K#k1jS^5!-AQRwvT8oBnI2d?t%=TyA3xM2JMZDttUhOj%bgRk}*8or*`B zyo>r~r^q!Nf*;6D3BwPYzwL;iV&ZLt1|lgGjH>aVuE_n78-RnKEy71`nyqeC60jf# zObH#6xYYryUhL2=U<0q_?c74_UF#LL=jpYhMN=zpwg@Tq$Hny(P{{O0M9#skD2!FGbXFf;7N9m3BLwnsD$Zum-aeSmJ*)0M1pacC3TG$ z09*i1VqYom3h9-A_v$lx&-5kp!2pAo=u1YDzR^Fm1hjpQ5^8nURg`6Q0FFp09EGHq z^0P?zHhc1}-yc#Qk`fAg4cdaK%>uin_EiUrd=abC87hL2GvsMYZR2Uu|MS<}(f%dQ z4xX1=bNxTjiMA33GM$sXx28-oO1q+PmIVyoWY0+Lp8lvTqp9NUSn-fwhL= zUl%4LRgK|G2ar-ZBod3bA6*e!I2EpcIjXcRbV!uAPkx4SihOLR`1Ox-uz4PsXQM4R z+CGi#6crv~DyIZf*Eoe7b&V~xBN2rJH(KR0oXZ6k2R3$ZXcGh@-Y(oH0*E1u?+GUr zGB#AZwTJulj!4WTB@bW`TiA}Q)~i$@=d=rrO`CFE7+unzy^bN}GOPG&yW9%dONmIV zHj1duII~I{!(hV+gNlFPKf)KWN-ZCGREsOk7c64LT(63RN6y5RGgh4p%ouFeXo|l* zIs)6b&2`>tRC1XqeySXkco)n=;rNhPlJ3V5=jcz*yxnwiQl%3Ui6A3mhV3eFI!P)! z+Aln_+8$M*Arm(>4k-=>j21tg6dL)ZCxBn|iXst@3R@%?Bo-&8TDl|!pmdI`68RYb ztDMMIMcg-^sQoskIab&0?%uv(rZk{xgCF#-D?|yiM2Vh5wzX1#%Ubo)9jhbe153Bc zPpwhVP90?rCI?=S!z__h>vV>#77|O2`%i!RlZzp)ir0~JRMnCwB?j6|Wzm2(C2hx2 zj#U_zFj8v;2LNY#R|_qeprYQ)>Kgs9o^?4@feGvs_-PZdgh9DFhIwtVI!g%+kZ;>N zUovVaQ?ikQMRF+P9aah z(5g6J-R-3;JWHemtX6Eq4`52+zGMjX$4%%mpdv}%kYi}evc!!TrYc7;+Y}*#zxMNC zc(PWdz$-x~NDKkQbF9*-QH(>jh;(@5cW^~)zYds!;js(+vhYi>DsG#ee7AyQwt<`Q*o{b|T4x%MmTOZ|9B!)^@FY?MIUinWFxDZ6 zfEiVB+4}lg^`o;NK(VRlrxrW%KLYao_utziuwU0~s)`DslD>;7F3VU6qtcCPA)m0e z42d(d)M`D^)vmEsiTas!lPP3;8dLSKN?YbA{B`Iz@r=gS3l43U7%M6|%PCTdN+4iLFS{E$qfQG{QjQBjGIOpBcd zfQY*InJlo2;`}TL!@O~rNIXd3T_dB_>qT-*#QhV*X^eqWIU}F)wDB1~OIu>-F)c2_ zhT)iEHiC5{O~=Mj=*l^Nudb_<*V}?^L1Jbvk#jO}ZApU^PUFmqNdKipyElEek5+kwdO^qTmQzkL}#yRZ{VL_vaQEp1g z<*Q{x!kQB4Wc?uAPw|4X2#%_Xf~+b=fP88J;uMsk2}a;^t*!yNm%>hjQ|rD-$k5NM3f9921!Jg$Amf*HvR}Vt9)jy%lX)V2#{99Of6$>zZk_k6 zKdJMhv$iCN3f|0Eda#ezMCQSTIBG zvbkxL+d}^uMHaz)tCoKM```cJ4}bXM`QI1r>81x2k*XN&#eQ8Xj=r&031CVaMF@85 zx+L8$NHSV#%X~rn*fh!rDVYB7c+^#q7@u2y{Ye!<0980RrHk7L20WQ1)0yedw=aLm zlF})XLP6WhH<~t5pP9-!UA-DAC2%An?be3HnTRD*R2(MPxZG$>fniL4+6b%qsG(Ln zHplF2OtHmKt&TYcY%W%tvRbZ)i{<1*sOo?rCAt|fv`OIzs-iR#fd>Ffq-j-*VT{-I zKCCI2lwB;-n9G6<1|yz{fYD~B85xiwmguKB+5Gs8mXNSGMd*~m=5v$)Xgj8v2$M@E zlbD7WdJH52I0DG6#&%UbCKn*XTnh2Zp)#@xVPF*!X=$TetKzfqOJM;H$3>!$+#DUV zWszE^Md|M|#*Z08I!iPv5#dHbFtibx(vy;|il5{VD&dvtEx=J!$~4GjvIN%$+V~Rv z@Z=o%@!zYc1y&-TCELiy#_o{=xrUZD4R2&A$7wZHZD%Qt&(d`Rjup2ToAtcZPpZzI zt{bu{MT~bX5)TB4V}6#=$9FkVwIr z#<^q+A;~zb9CN7X(J$2J41M!H&$n6k<({IR)Pvzx*Xr=4#J*YfM2pjO2bgvo>Hq zbRo3brO2libQRQ+1#DVTKD?>xD^j`=*!W>&<;#V%+IesQjN$-{!*KF3V76-P zU;=l3u9v$4gB$?fO-0U;0>gK@3RyKxi4h*Z5e&Gv=^UIiG;&}VHdZ1+mN1T0VCfuq zafUE$lrcnYJ z07*Qii~tSP(%NWb(p67P)v;aTK3XJri8zMMe>RHe6y>R7ZU6uv07*naR4K(sq@}bC z98#f{+OLt?9#maoy--B7kziC3jghBhYLB98xO1vo(e^9ds$Uc|hgHJSsGGthrAHOH zN^>N3tVXNAB5__NKVAphX4+unf-#YT;VtEClv~A?fH_PsgER$;?JQmz!~wdiO+|>b zDSNz+rill@pW0MmE7ug8DGUqK)DjbEsV-@Vh%@q*_pa|>-n-{82z|i(G2P$&-QW41 zAtAlE}4B^#_k3VHag=FPamp&_H(>I)VzGU|@6wqW8G}4+}ikYB& zwr3lIv>&^L(UejIPtrADX#boV6i?e0X_X^)iJSyj6=zMsb{l$Sh^J}*;Mk0s-n6^o zyg81_72)@Lw7rCftga(uHr2b2FU}O|@Tgh}e36&Qws*sv|LFoS6C7?KmGl z42&dMoHlExF!UJ7prLyy!WRLv7h?@qodr(zT4XAo;9w#gwFGIf%HUBUX9d0Gw6@nJK{CDA}~?Q`mGDtf?^vOrms-2nSNP zjS8t)Fn)EzizlgEt4y#~5G?nuN2Fb2X70ZW)3vO1@nB$=vU8?tW$T-lk)!mMK_cB) z+pne^t7r`Ov3NR@YOH7uzpk1tvHhA_MIVW&xM{1jCDN)T`ZdAH(q`AxiU1n{jIxwq z;Ug(%6l^K5k%>r5#+CV@+}^d(XUtzF8GXj|#08_LJ2P^*BqcSGaw%lgBFEWy=wH6l zN#e-jXZ*We5}o_|!mhN~s#rPjr5OR20Ec5BHwSt>pTjvyH0 zTOB5(=?nmmS``8)5gh3fljoC?DgF4 z>=vxLEL&qu6;c<*l-(Uj!jJ>k2Tmf}piT89tEH#_Fxc9va7wYXED>?#at4N(CA%ru z;=ow|zNI2y1@E*)jIXrYe}FOR#&`zKq0q(|2dp4uc%AVHcQn3atkd!S(udg6T){+2 zY!#Jsjq>;~B+~Oa&R0ZYbz_KgV-B9Gr0p)UEb$!Us((sp8jP=~to9hcrKMQC?(WB* z)CDk2Y9$@l71o6)1O!-`g7 z<&4;B0zb#7FZ#b5def$&lleX^*m%Ews|kAoCxL! zjeNPCPWnxYOH2S~)e|4as<>4_4Hq=}W3+-++qH%enNG;HqLvaMf`r46ln7rZTNN)6 z18_EZR#|l|m11=^{Z=6XM68~?*PRqRGOxOkED~WwV;~hnf+K0#ErPMs2HUb@^-9ub zKOH+AuT(Eqg)k?w5=~dgl%%$dABne{W5rPXjweGRw$kSmtjd@<$!=`*r(>#MIE)5~ z#IGjZlaLMO+rO9V^yrY?*K5?My^*%Y>fKNvO^xgILv-U4f8f8@Zo>a86T zfZqqtAK&qP0s*Wh9i^6XhKU#hj6tI9n6gp;+E;`p_3D*4-+}hL zaEPZ$yIdQ4DdNtsekb#Xr9Nh+N=UbBn!9hvv59x1idWjG$r63cd_5U-Fi--xFwQgqYVICUf|#L-IeMo#H+d%%p{gJgiE)`$>W zoE%G?kfkhnMx4>+h$O?ihVdoZg)s+nQ#`S~B37`ZHF3^-0u*sw;&Q=7)9GuBa&6zMu77z9ht8O2R|ELE*Nk+#Y+^I z#a|>Ix#2s?c43JyDRv>n=z935`1aV8-^u*V9}^LmuEUzpO^D%$x&|aRH9f$tnJ=02 zK7_hKsw_x#jX97sC;^Y0t@8+jp%quf)_}XfNH{Fn+RL|E6)BkcGm%-e0B_qnU$V+8 z$*C}hK6}%bYwI6>=(pBbg%Jl}F{EBE>LU!cu2g_%xAQ8tBnXMnR5}t}bGn*q=~8eG zKwLw`H5VX4iBiHiPA?QnAi?zA(sdEe|J0r!N6@(a@?lu|af+0VVFy`7afzudrHEWv zMoSzc3)zw&L*8vj1B~a8a!5RaR&A$gDaL5sMM$^&aKGLH{G^fxIc*97_bY;ifQhgi zBP0_+epard&k;HOxCZ2%pw)t@;)4mI>fq|XF}zh4EWbn>%mmYeghA#6<|hV!B}`i~ zMjODWVr(%i&JhV;ds~X9M7I||n8s!z2-6e(NVpmZW`mAQw-K5e#obBoCf#;MJ@5c{ zY}qP|EqCJStYgZ-Al#S$5fve&lTqDD&o^xs#(YS|he>ezYIP&0I1RHjq$e?Hh-!qE zSg^*ZY^`UlDH(O!l$j=#gDSzC3}7-i>KZL!&`D}Bd+8gcR}|o`Brt%KsM-$9sec`A zwOSPv0oGp1IZ3M9sRc+gaIG+{5J!qQB$&|@55q5F=~Hu@elQ}LOJYYpKfYu}zr6vd zUT@`kVBICtvW!+$N8U!-f~>w|K4wV#R%(?742d_kDI>F5iQYMov85TOEtDbx?+%m7 zl5GSK#}8nvoWvR%k01w+@#ol=zho6to*?Bp6H&0P)lH)y-JR|ljf5{T%Xh$;DL^ge zv#YPSAAeRzEph#FiR+-L)vhK6JaNLXiRXj)iP)&cvcQly>3;j}{UV;xAh$C>F2#>{ zz4slnUGxjPvvfuH#2}QFR7zl^w-;2VeAX6l@`1&Tt7VmMsdN`hT_!H#YN|-86quye z2XWIltuh))uPp#QFqTwT#YXIi#h=KOs5KMG4(m0T8cC|{nxjx#ra`N=0LJjN-4B-@QzjRl{#pl|;jv1a{IvC6+R|FsP)6Sgp7E$q}ij(NX|DHh5V%7~SA4jQ)rf zxI-k*_Q@z66*ILLiHwtv877!fMb{N=MkljJnvF3iA$NUl8t37@P8pIV`@Qjc`hEbcYhY5e zyPHwP3Q6w|&5`hB!T5}Q_uY5?J1Bnq=|}`|R+k5Eb7s!-%$)h0 zIp_U4?~laJfK8mEhLD_y1Uo^0-Bwrgji?S6??7pck^B_=&n=fuCm$Ty8SO+lj1KP_ z+}Dh)0nCVCQjRk?HvqFAglRjz+t+t#-x-U*mW%f4(i`26X0gyE+;wQ-9S-IL)wrIc z>`C&fEgwc`DKtJp4$_Z5NjJ+=*dQhwG+ey=e}KpvG5ZQfD(pYk?W z?3oBGz{leBv-3^SxFwHLSM8=?f!s&1nHE|8y5VQqBoe*MY_Y^jiw=Syr=Oi`ww;5G zW>5?R2$C4iltIH7@M#dcS7@u35{@D&h}vgszV4~+D(Nm!<;o0wlgiqgOba8Qp6&<_ zu(Hanqp6e-dir3n?NpaW1t&H5XArB*=diS)#s4k9rE;DL{)~j`kBF&kq_B)i@zi)F zYn##bfrIxScp-?HnJ8y$nAsragNEjE0vFEy1K7Y5r1!(~)a|Zb26jAquj-pe7H|Hy zF&Wt^$eXv&?vsHM@AzZthRF0Xrnbky7mwV4uPcy6OHWS!wM1>ZUKNs5XO?V{w_G@8 zI5JZ?m^Z$-z1q_PC(ZcXoH4jSd7auNkouv0B=sa*_05G#D6W7lis|b3uCd2BB6^Am zD?shRC+^~5+(e8L3banM*KJ+OuHY7F?C(-@mV}12_dO+1|Er{~RI1k%5HgRADZ*_{ z3ca)`EEODp!YK#~wyNlyK+5k2ItZ}Ihr(CaIf?ypQM7&=!u%#iT^)s*#w){bC@7+a zk`C-rW|2H3R#y1X)wLmMDa0}KW|`uC%kakX_u54a!Bm6GHjEua!-ad1T++OG@~h7B zagEmBG&(7ogpgeE!do-NO z`Zda2%sgU|<3URXd17iPS^Ox#a9CJgVUYu-$`4yCth8)O?8BCO6@a$W z(M05Ms=_z#)8Ulu#5i+W`?1F<#(iQRQB^yh z^2WCGU%W<*R%gGx$I=V1v?gk=EaqWt$JI`0JiX-yPoe3Ysr(*`?+izLIHWq8O^sua z=E^Eyb!qYX1@IKf=M7B6;j^{l&5oq(@aFhNL-?^2{L2uXphLXUt)q4Y-}V8vhdOuKjHMG`hJ zyRFAFiJNDJ{N^x^pGw-T<1|n-S?$^iMmp&%jQ?gS$CCdTqwYCJE`S*_4%Z?BoCHSh9^go~%~e%qu~ zTTV)|qQQpmgF0E+;Za( z6JQOqm_gB3nqi08zB=-mwQv|arYbLi@1S6K9MDDsdM~WR8Tuev_-8R9>5%vrP)i|?)&x$bQpA^$9WSt58%C@eRvA=7vF1zv+MxQ@@hO{^<(rS zbD|3z?GgiJ)ng;c>w;(s6N5xk3yG`cRnNXI6$1sM>Gt?5zskId3>s$wDFK(!djA+% z>jG&CMF;dB5`eVbvJmATRjseH1lH%kyS5v9tZiWbwhfA(cY>hlf zj6O|M`u*|=?0Naa%9_h{tvX`l&vfcAs(@RA?^8U)NJ#HD4|T_yO3Y|Q-UwgK3a2#u z>kI0-o#LhCl@!6V!Mj)Zc<()eU`geepH^J*TV`vY@`eGWygy3m)4W$JH^GOns#C{^ zh+u|3BAZX}paEt8fkL?i@uU@{E#>_3p9zt}TDatr6$5`#7`s%@_HXhM*AOKcpE2T8 zZV}7ZKqQnYSDDN8L-@FBWYK+3?oL*o8LE3QX$CcZp7Xx0nr=1P8j1RfcF_fUUU zeQw_7QS>wsa@znk=;u-)SJfO?`GOJ0q^P@vLTMx2b~V)DjTYjMnI$c~6x%Ixmk>M* z(fPUs`5d%;(;9E$r+%{A7ix}2jZqMlTta;_kKxmg6%i$eycEvA+<|uTA+C`}m8L$w z=xG>4WR#e@0&G z=ZJUuw0lusOx4oJW~XP8VjMGi+)w%(gH<(%{wOzyuGoW9CAdoJ#8wFK%2}v3s2bn{ zCZ8o~k>CtdK6fTD|8(c*$?Z1B>9v{D6?2<>h)K8aZQ+R`g4$aF$$4Gg=1$6C(p0zgFJ4f#Mv&{RYX3bDa?~7u zDzd;KoRHqlfSk3>P|`^~=6`T6|AWa}-ZNEX5TU}$EnK2SOh{C0wm zvmT*EMhV7AB-fWpu|9d1t!b^_#AP3kP5oj_O?9MLbdk5V1*j)kEp4!7FnYc?^}x^# zb58L!F3pTA&?@v(!9@^Vwx97gsPB_mib7H0m{A3HpogFbGHgZp4c`~nv9oRbL>yxc z;jD_&^G*BcpQ73p8;K+tnq?POX)_@HGOn-m`;6sYUPsJD@QIW`Lhr+7u68s;@iL*2 z3{4$}4ELjk^p?uXN9+8^f(KwE0qK%TwGL|RoLjeSXC05)9Tdp(M7M?vDn^&=jn<6y zmyHEbRL&+2dp(pTIP@@gMb3ybW%f2JX_=uMBVM#aEUIYBn;_3)B=b+z?Wxj8?~G<9 zxaT^KZO}as9yQm&rF9|lWl~j9tg4Nt?(Pp%*gFEa06Ja}Fwv*WvcZeE@*eE)b&PP) zeZRWRVCy(rXx@UTt}>;{b+g~$J`Xr`ME5ZZ&NON_BM&ndD2T(vUR=`O?ERIh-W9~G zO3B#+HfShp^T(deJU!9H)@Az&aqO#Z9<~@&Lk6%#6 zpl9YR_y^{m9pnG8waQwJ9+i>w}8U}WRk%u_g2fcfTlf|QB|7JKYOAqS5?$GR*yP+G^5 zXZ&>Ej6AD7H+217u#kJ7ZO8{{`P)Tfb#j@^HsUARX4W$`+3qzlw}GIyb-x;mEG--3 zV2yc~3aLxY^Y6Ei4%ROsm9jKW5AD-(4oLJdE-4*v_Hu&MC>p3wn2cf5Klu_39#74{ zOG_H$+pRF7dGA>@UZNFW8=`ucs;-rG_^LNyIJbG-6(fh5Oq;CqNF^Qv1&RK^n82aM7I?gq(c&FP{r1t49mKz@f^Am#&Rd>SODo!X9qr zoe#tSVD z=4Gx*v$2SsC^q}HY5^-Bf~?%c`8mlzwQjM-B84jM1z7PLrSU~*?0(soYWBT+#h0dT zIsts_#AtR*xOEWwQtZ?^cR1@dl(&-{lI|`kNwmVx*J(}HBuiyrGNuX=j)L)aUv=aN zU#6b;M=FJVSuM@LPGJ*GfQ<-2IZx!Tw-)1NOX4CnG(2ZLIDOVnZx0MO5YvB(fAP<} zbPzt;BpBBfYzs%Nsnk5+h|~#X!mUSHr>8c)1Any=rJRr5!RN8YDgeKsYv;vn1VE%; z^?n)gX#Xgc-^r4ed55ULKze8%$Yp>SxAS%7qMVIcP5crz%UONJ40wvRDjZO>Nl@bE#AtVef#9h*`fIIp{ddHqd((L zH#hm*Qt}q(OwzB}zI1tz`bYysBA=+ED4i4m3lBu@MI*tUQig70LJg(`<)3|NP>~

(hQFx+GlAd$T|E zf zlYKTl`9l{-Z$#ZTo|#T+%#JAQxzqsgkOo~~XOgrmrP-E89A^D(n{Kv0y3K5*82Z~U z=g6MBh;zTZ(%uE~aCBY)SZlN>pckT=A7g^l<1P4ZZO0SHJIj`PD|R!319E6|evuRf)e>GID4RTZ~Y{GS90r{(l>TF;eebN z3&VYNZw=eTg7-9FUd$M-M2Kl4`3K!S{Ae;pQvsF`)?V%PVBPOLdowA-iBDaWwS26U zo|ATCDtfcD8waUVBp^yuuL|Cl=T#L~StPw*$)vUuDV)3l?lXegV}fqXGr!DCjyF$WR~@K(LT<#`xrLp4AG%XJ3}xo+J40 z>dkKXtjyqYVuypP@+jv|PlHf$_arXf@o^k@Hab1986F&V3! zCLusdRvX;N6)Ym$Q2Szn1PJaM&Q{W~;!l2&MVvlmCr>)@Xsl4%CngU5FY;)1=Z#u0 zoU4$n>QR6RU9FHe7;Ze48a!bxdmqoWS_7Hxg$sm=8mp=)BoI)IX=>@ny`mfhf9&TQ z1!sk&n&as*9VfDW35Iu>Tb!{-=BeEC05<)Bx<$)_qrBA*Lx8~tip?J+LQQ>dJEKoB zd?B2|peHYJE^ZX)x`Hgen?NsQj^Xtux}~TAK4Gq&9Hsi>lxKVXeY=#~K71;FX#bE? zst;)Z$sn6h4v1`LkSC)1WXW~yQuxS6u0kVR8I04X9@QmVWq0ypxsrL+N~8VKmGR}b zvDLS22k86O1X&@UH>>YNg>1zCbe@`w+Fx$NTStJG^Q_#yC0R6;M?labHm?YvGicwb zSY4-oP6DY=@ieN6b~6q&`5^+##S|5Jzmg1A^M6^D^Jb%}3a_aUOUyba9qA8Ux?G}F zx@+z_8x|yzzVCMC23HB_UPrTjFXcod=_@I!J7+5a%-HPXyUR9F4M-P`Kn?^d-yNtlFa4O-MHXhw~`?O=J1Q2ly$-#gXQ`r>#p48&8PEzwEs~&4CD@&r< zhzO^E{PLz@kp1i0ke02;h zh_rule^V7HuBBF*WK~vw!ag)NxU>Ep40@6OYfh;6zS5l!dd-D@uJ+pg{#((%xmwOD z(aXX;eUkDOcESp?4)hePi!3!EP;IX|`Ugpj8bV;dRHSYYDpd56aH#Fa4c?fOr%|E8 zYq0xi1(P+{2rpO;E2)1ixWfM7d4#a=zCQE+>me)m_j0oBG$jcMp0f!C^|$u2krlJ; zG}VLBJmI$CE86cW%<`T~g>KKq1UHcu;hpL$S^ZAR%r4+=ZqF)r&GkpfRRZvFNOHYA zoeG6ZlkdTi&?>DoC0Rs}Ji&Ul@jRF$i}NkP^Mg0@rk0L*itwHF+W@BiEsyZaSN(FP zEo&=(U773`nit3|!k-NFLHYrIci#AKt=;}40DcucpCNq?Md?!W`Un4mD6?z4(@c$Rk#S_k+R?^6eUAefPP|!EL~knEVwh{o zpz0bM`*E@rIb8ekLZ_JyBYU%XzF_>qha1HlF`m{*CLxMMCRHEzjzIU5_u9OD%0y{bn7) z0@fhQrj};LmsTRn7Mf;M^Va_Feb)uX&GsX%t1#+i%;Eo3@&C8_zkgP@LfiBU2OEx& Q{sj0<1*)!CA&(CF4+{a@6#xJL literal 0 HcmV?d00001 diff --git a/readme.md b/readme.md index 5bbe594..5b12b37 100644 --- a/readme.md +++ b/readme.md @@ -870,7 +870,118 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): ---------------------- -六、PCA主成分分析（降维） +## 六、PCA主成分分析（降维） +- [全部代码](/PCA/PCA.py) +### 1、用处 +- 数据压缩（Data Compression）,使程序运行更快 +- 可视化数据，例如`3D-->2D`等 +- ...... + +### 2、2D-->1D，nD-->kD +- 如下图所示，所有数据点可以投影到一条直线，是**投影距离的平方和**（投影误差）最小 +![enter description here][41] +- 注意数据需要`归一化`处理 +- 思路是找`1`个`向量u`,所有数据投影到上面使投影距离最小 +- 那么`nD-->kD`就是找`k`个向量![$${u^{(1)}},{u^{(2)}} \ldots {u^{(k)}}$$](http://latex.codecogs.com/gif.latex?%24%24%7Bu%5E%7B%281%29%7D%7D%2C%7Bu%5E%7B%282%29%7D%7D%20%5Cldots%20%7Bu%5E%7B%28k%29%7D%7D%24%24)，所有数据投影到上面使投影误差最小 + - eg:3D-->2D,2个向量![$${u^{(1)}},{u^{(2)}}$$](http://latex.codecogs.com/gif.latex?%24%24%7Bu%5E%7B%281%29%7D%7D%2C%7Bu%5E%7B%282%29%7D%7D%24%24)就代表一个平面了，所有点投影到这个平面的投影误差最小即可 + +### 3、主成分分析PCA与线性回归的区别 +- 线性回归是找`x`与`y`的关系，然后用于预测`y` +- `PCA`是找一个投影面，最小化data到这个投影面的投影误差 + +### 4、PCA降维过程 +- 数据预处理（均值归一化） + - 公式：![$${\rm{x}}_j^{(i)} = {{{\rm{x}}_j^{(i)} - {u_j}} \over {{s_j}}}$$](http://latex.codecogs.com/gif.latex?%24%24%7B%5Crm%7Bx%7D%7D_j%5E%7B%28i%29%7D%20%3D%20%7B%7B%7B%5Crm%7Bx%7D%7D_j%5E%7B%28i%29%7D%20-%20%7Bu_j%7D%7D%20%5Cover%20%7B%7Bs_j%7D%7D%7D%24%24) + - 就是减去对应feature的均值，然后除以对应特征的标准差（也可以是最大值-最小值） + - 实现代码： + ``` + # 归一化数据 + def featureNormalize(X): + '''（每一个数据-当前列的均值）/当前列的标准差''' + n = X.shape[1] + mu = np.zeros((1,n)); + sigma = np.zeros((1,n)) + + mu = np.mean(X,axis=0) + sigma = np.std(X,axis=0) + for i in range(n): + X[:,i] = (X[:,i]-mu[i])/sigma[i] + return X,mu,sigma + ``` +- 计算`协方差矩阵Σ`（Covariance Matrix）：![$$\Sigma = {1 \over m}\sum\limits_{i = 1}^n {{x^{(i)}}{{({x^{(i)}})}^T}} $$](http://latex.codecogs.com/gif.latex?%24%24%5CSigma%20%3D%20%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5En%20%7B%7Bx%5E%7B%28i%29%7D%7D%7B%7B%28%7Bx%5E%7B%28i%29%7D%7D%29%7D%5ET%7D%7D%20%24%24) + - 注意这里的`Σ`和求和符号不同 + - 协方差矩阵`对称正定`（不理解正定的看看线代） + - 大小为`nxn`,`n`为`feature`的维度 + - 实现代码： + ``` + Sigma = np.dot(np.transpose(X_norm),X_norm)/m # 求Sigma + ``` +- 计算`Σ`的特征值和特征向量 + - 可以是用`svd`奇异值分解函数：`U,S,V = svd(Σ)` + - 返回的是与`Σ`同样大小的对角阵`S`（由`Σ`的特征值组成）[**注意**：`matlab`中函数返回的是对角阵，在`python`中返回的是一个向量，节省空间] + - 还有两个**酉矩阵**U和V，且![$$\Sigma = US{V^T}$$](http://latex.codecogs.com/gif.latex?%24%24%5CSigma%20%3D%20US%7BV%5ET%7D%24%24) + - ![enter description here][42] + - **注意**：`svd`函数求出的`S`是按特征值降序排列的，若不是使用`svd`,需要按**特征值**大小重新排列`U` +- 降维 + - 选取`U`中的前`K`列（假设要降为`K`维） + - ![enter description here][43] + - `Z`就是对应降维之后的数据 + - 实现代码： + ``` + # 映射数据 + def projectData(X_norm,U,K): + Z = np.zeros((X_norm.shape[0],K)) + + U_reduce = U[:,0:K] # 取前K个 + Z = np.dot(X_norm,U_reduce) + return Z + ``` +- 过程总结： + - `Sigma = X'*X/m` + - `U,S,V = svd(Sigma)` + - `Ureduce = U[:,0:k]` + - `Z = Ureduce'*x` + +### 5、数据恢复 + - 因为：![$${Z^{(i)}} = U_{reduce}^T*{X^{(i)}}$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BZ%5E%7B%28i%29%7D%7D%20%3D%20U_%7Breduce%7D%5ET*%7BX%5E%7B%28i%29%7D%7D%24%24) + - 所以：![$${X_{approx}} = {(U_{reduce}^T)^{ - 1}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5ET%29%5E%7B%20-%201%7D%7DZ%24%24) （注意这里是X的近似值） + - 又因为`Ureduce`为正定矩阵，【正定矩阵满足：![$$A{A^T} = {A^T}A = E$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24A%7BA%5ET%7D%20%3D%20%7BA%5ET%7DA%20%3D%20E%24%24)，所以：![$${A^{ - 1}} = {A^T}$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BA%5E%7B%20-%201%7D%7D%20%3D%20%7BA%5ET%7D%24%24)】，所以这里： + - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) + - 实现代码： + ``` + # 恢复数据 + def recoverData(Z,U,K): + X_rec = np.zeros((Z.shape[0],U.shape[0])) + U_recude = U[:,0:K] + X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） + return X_rec + ``` + +### 6、主成分个数的选择（即要降的维度） +- 如何选择 + - **投影误差**（project error）：![$${1 \over m}\sum\limits_{i = 1}^m {||{x^{(i)}} - x_{approx}^{(i)}|{|^2}} $$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7C%7C%7Bx%5E%7B%28i%29%7D%7D%20-%20x_%7Bapprox%7D%5E%7B%28i%29%7D%7C%7B%7C%5E2%7D%7D%20%24%24) + - **总变差**（total variation）:![$${1 \over m}\sum\limits_{i = 1}^m {||{x^{(i)}}|{|^2}} $$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7C%7C%7Bx%5E%7B%28i%29%7D%7D%7C%7B%7C%5E2%7D%7D%20%24%24) + - 若**误差率**（error ratio）：![$${{{1 \over m}\sum\limits_{i = 1}^m {||{x^{(i)}} - x_{approx}^{(i)}|{|^2}} } \over {{1 \over m}\sum\limits_{i = 1}^m {||{x^{(i)}}|{|^2}} }} \le 0.01$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7B%7B%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7C%7C%7Bx%5E%7B%28i%29%7D%7D%20-%20x_%7Bapprox%7D%5E%7B%28i%29%7D%7C%7B%7C%5E2%7D%7D%20%7D%20%5Cover%20%7B%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7C%7C%7Bx%5E%7B%28i%29%7D%7D%7C%7B%7C%5E2%7D%7D%20%7D%7D%20%5Cle%200.01%24%24)，则称`99%`保留差异性 + - 误差率一般取`1%，5%，10%`等 +- 如何实现 + - 若是一个个试的话代价太大 + - 之前`U,S,V = svd(Sigma)`,我们得到了`S`，这里误差率error ratio: + ![$$error{\kern 1pt} \;ratio = 1 - {{\sum\limits_{i = 1}^k {{S_{ii}}} } \over {\sum\limits_{i = 1}^n {{S_{ii}}} }} \le threshold$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24error%7B%5Ckern%201pt%7D%20%5C%3Bratio%20%3D%201%20-%20%7B%7B%5Csum%5Climits_%7Bi%20%3D%201%7D%5Ek%20%7B%7BS_%7Bii%7D%7D%7D%20%7D%20%5Cover%20%7B%5Csum%5Climits_%7Bi%20%3D%201%7D%5En%20%7B%7BS_%7Bii%7D%7D%7D%20%7D%7D%20%5Cle%20threshold%24%24) + - 可以一点点增加`K`尝试。 + +### 7、运行结果 +- 2维数据降为1维 + - 要投影的方向 +![enter description here][44] + - 2D降为1D及对应关系 +![enter description here][45] +- 人脸数据降维 + - 原始数据 + ![enter description here][46] + - 可视化部分`U`矩阵信息 + ![enter description here][47] + - 恢复数据 + ![enter description here][48] [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" @@ -912,4 +1023,12 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): [37]: ./images/K-Means_07.png "K-Means_07.png" [38]: ./images/K-Means_04.png "K-Means_04.png" [39]: ./images/K-Means_05.png "K-Means_05.png" - [40]: ./images/K-Means_06.png "K-Means_06.png" \ No newline at end of file + [40]: ./images/K-Means_06.png "K-Means_06.png" + [41]: ./images/PCA_01.png "PCA_01.png" + [42]: ./images/PCA_02.png "PCA_02.png" + [43]: ./images/PCA_03.png "PCA_03.png" + [44]: ./images/PCA_04.png "PCA_04.png" + [45]: ./images/PCA_05.png "PCA_05.png" + [46]: ./images/PCA_06.png "PCA_06.png" + [47]: ./images/PCA_07.png "PCA_07.png" + [48]: ./images/PCA_08.png "PCA_08.png" \ No newline at end of file From 75d6f370bbb3e8b5130f9ef2edc924da32bc99e1 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:51:30 +0800 Subject: [PATCH 03/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/readme.md b/readme.md index 5b12b37..b54b5fa 100644 --- a/readme.md +++ b/readme.md @@ -969,7 +969,11 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): ![$$error{\kern 1pt} \;ratio = 1 - {{\sum\limits_{i = 1}^k {{S_{ii}}} } \over {\sum\limits_{i = 1}^n {{S_{ii}}} }} \le threshold$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24error%7B%5Ckern%201pt%7D%20%5C%3Bratio%20%3D%201%20-%20%7B%7B%5Csum%5Climits_%7Bi%20%3D%201%7D%5Ek%20%7B%7BS_%7Bii%7D%7D%7D%20%7D%20%5Cover%20%7B%5Csum%5Climits_%7Bi%20%3D%201%7D%5En%20%7B%7BS_%7Bii%7D%7D%7D%20%7D%7D%20%5Cle%20threshold%24%24) - 可以一点点增加`K`尝试。 -### 7、运行结果 +### 7、使用建议 +- 不要使用PCA去解决过拟合问题`Overfitting`，还是使用正则化的方法（如果保留了很高的差异性还是可以的） +- 只有在原数据上有好的结果，但是运行很慢，才考虑使用PCA + +### 8、运行结果 - 2维数据降为1维 - 要投影的方向 ![enter description here][44] From e1b7fcd3cfbfe2d5742759277af2194e9e8971cb Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:52:11 +0800 Subject: [PATCH 04/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 1 + 1 file changed, 1 insertion(+) diff --git a/readme.md b/readme.md index b54b5fa..7891466 100644 --- a/readme.md +++ b/readme.md @@ -872,6 +872,7 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): ## 六、PCA主成分分析（降维） - [全部代码](/PCA/PCA.py) + ### 1、用处 - 数据压缩（Data Compression）,使程序运行更快 - 可视化数据，例如`3D-->2D`等 From 0d17bd908ddddbb85f5be768cd2949f092d8efb5 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:54:25 +0800 Subject: [PATCH 05/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/readme.md b/readme.md index 7891466..e7ec552 100644 --- a/readme.md +++ b/readme.md @@ -948,7 +948,7 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - 所以：![$${X_{approx}} = {(U_{reduce}^T)^{ - 1}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5ET%29%5E%7B%20-%201%7D%7DZ%24%24) （注意这里是X的近似值） - 又因为`Ureduce`为正定矩阵，【正定矩阵满足：![$$A{A^T} = {A^T}A = E$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24A%7BA%5ET%7D%20%3D%20%7BA%5ET%7DA%20%3D%20E%24%24)，所以：![$${A^{ - 1}} = {A^T}$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BA%5E%7B%20-%201%7D%7D%20%3D%20%7BA%5ET%7D%24%24)】，所以这里： - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - - 实现代码： + - 实现代码： ``` # 恢复数据 def recoverData(Z,U,K): From d3e367e553ad6eca03dc8211a46124e914770abe Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:56:30 +0800 Subject: [PATCH 06/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/readme.md b/readme.md index e7ec552..d51dab9 100644 --- a/readme.md +++ b/readme.md @@ -948,9 +948,9 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - 所以：![$${X_{approx}} = {(U_{reduce}^T)^{ - 1}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5ET%29%5E%7B%20-%201%7D%7DZ%24%24) （注意这里是X的近似值） - 又因为`Ureduce`为正定矩阵，【正定矩阵满足：![$$A{A^T} = {A^T}A = E$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24A%7BA%5ET%7D%20%3D%20%7BA%5ET%7DA%20%3D%20E%24%24)，所以：![$${A^{ - 1}} = {A^T}$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BA%5E%7B%20-%201%7D%7D%20%3D%20%7BA%5ET%7D%24%24)】，所以这里： - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - - 实现代码： + - 实现代码： ``` - # 恢复数据 + # 恢复数据 def recoverData(Z,U,K): X_rec = np.zeros((Z.shape[0],U.shape[0])) U_recude = U[:,0:K] From d31823c07689bca362ba2b7f70169a76994dcf19 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 21:59:47 +0800 Subject: [PATCH 07/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/readme.md b/readme.md index d51dab9..993ef0c 100644 --- a/readme.md +++ b/readme.md @@ -950,12 +950,12 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - 实现代码： ``` - # 恢复数据 - def recoverData(Z,U,K): - X_rec = np.zeros((Z.shape[0],U.shape[0])) - U_recude = U[:,0:K] - X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） - return X_rec + # 恢复数据 +def recoverData(Z,U,K): + X_rec = np.zeros((Z.shape[0],U.shape[0])) + U_recude = U[:,0:K] + X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） + return X_rec ``` ### 6、主成分个数的选择（即要降的维度） From 324542bb626b56002754a1cbae582fd738f77f48 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 22:03:43 +0800 Subject: [PATCH 08/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/readme.md b/readme.md index 993ef0c..fa2cb0a 100644 --- a/readme.md +++ b/readme.md @@ -950,12 +950,13 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - 实现代码： ``` - # 恢复数据 -def recoverData(Z,U,K): - X_rec = np.zeros((Z.shape[0],U.shape[0])) - U_recude = U[:,0:K] - X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） - return X_rec + # 映射数据 + def projectData(X_norm,U,K): + Z = np.zeros((X_norm.shape[0],K)) + + U_reduce = U[:,0:K] # 取前K个 + Z = np.dot(X_norm,U_reduce) + return Z ``` ### 6、主成分个数的选择（即要降的维度） From b0944805d16b2906384488924457668aa62e1d7a Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 22:04:30 +0800 Subject: [PATCH 09/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/readme.md b/readme.md index fa2cb0a..7891466 100644 --- a/readme.md +++ b/readme.md @@ -950,13 +950,12 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - 实现代码： ``` - # 映射数据 - def projectData(X_norm,U,K): - Z = np.zeros((X_norm.shape[0],K)) - - U_reduce = U[:,0:K] # 取前K个 - Z = np.dot(X_norm,U_reduce) - return Z + # 恢复数据 + def recoverData(Z,U,K): + X_rec = np.zeros((Z.shape[0],U.shape[0])) + U_recude = U[:,0:K] + X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） + return X_rec ``` ### 6、主成分个数的选择（即要降的维度） From 09781cd0f1f73d515aa4c6a19d0aaa8e35b1830b Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 22:07:12 +0800 Subject: [PATCH 10/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/readme.md b/readme.md index 7891466..d117035 100644 --- a/readme.md +++ b/readme.md @@ -950,7 +950,7 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - 实现代码： ``` - # 恢复数据 + # 恢复数据 def recoverData(Z,U,K): X_rec = np.zeros((Z.shape[0],U.shape[0])) U_recude = U[:,0:K] From 6860053c9858f74ecab7721b28ba6ac442b2fdf6 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 21 Dec 2016 22:14:38 +0800 Subject: [PATCH 11/42] =?UTF-8?q?:memo:=20PCA=E4=B8=BB=E6=88=90=E5=88=86?= =?UTF-8?q?=E5=88=86=E6=9E=90=EF=BC=8C=E6=95=B0=E6=8D=AE=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- PCA/PCA.py | 1 + readme.md | 4 ++-- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/PCA/PCA.py b/PCA/PCA.py index 0f01f70..92179ad 100644 --- a/PCA/PCA.py +++ b/PCA/PCA.py @@ -102,6 +102,7 @@ def projectData(X_norm,U,K): def drawline(plt,p1,p2,line_type): plt.plot(np.array([p1[0],p2[0]]),np.array([p1[1],p2[1]]),line_type) + # 恢复数据 def recoverData(Z,U,K): diff --git a/readme.md b/readme.md index d117035..4cf7982 100644 --- a/readme.md +++ b/readme.md @@ -949,14 +949,14 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - 又因为`Ureduce`为正定矩阵，【正定矩阵满足：![$$A{A^T} = {A^T}A = E$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24A%7BA%5ET%7D%20%3D%20%7BA%5ET%7DA%20%3D%20E%24%24)，所以：![$${A^{ - 1}} = {A^T}$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BA%5E%7B%20-%201%7D%7D%20%3D%20%7BA%5ET%7D%24%24)】，所以这里： - ![$${X_{approx}} = {(U_{reduce}^{ - 1})^{ - 1}}Z = {U_{reduce}}Z$$](http://latex.codecogs.com/gif.latex?%5Cfn_cm%20%24%24%7BX_%7Bapprox%7D%7D%20%3D%20%7B%28U_%7Breduce%7D%5E%7B%20-%201%7D%29%5E%7B%20-%201%7D%7DZ%20%3D%20%7BU_%7Breduce%7D%7DZ%24%24) - 实现代码： - ``` +``` # 恢复数据 def recoverData(Z,U,K): X_rec = np.zeros((Z.shape[0],U.shape[0])) U_recude = U[:,0:K] X_rec = np.dot(Z,np.transpose(U_recude)) # 还原数据（近似） return X_rec - ``` +``` ### 6、主成分个数的选择（即要降的维度） - 如何选择 From 2a2326322e614785f83d1db2376072448221c654 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Thu, 22 Dec 2016 16:41:06 +0800 Subject: [PATCH 12/42] =?UTF-8?q?:memo:=20=E4=BD=BF=E7=94=A8scikit-learn?= =?UTF-8?q?=20=E4=B8=AD=E7=9A=84PCA=E5=AE=9E=E7=8E=B0=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- AnomalyDetection/AnomalyDetection.py | 3 + AnomalyDetection/data1.mat | Bin 0 -> 9501 bytes AnomalyDetection/data2.mat | Bin 0 -> 93481 bytes PCA/PCA_scikit-learn.py | 103 +++++++++++++++++++++++++++ formula/PCA.wmf | Bin 1810 -> 28284 bytes readme.md | 43 +++++++++++ 6 files changed, 149 insertions(+) create mode 100644 AnomalyDetection/AnomalyDetection.py create mode 100644 AnomalyDetection/data1.mat create mode 100644 AnomalyDetection/data2.mat create mode 100644 PCA/PCA_scikit-learn.py diff --git a/AnomalyDetection/AnomalyDetection.py b/AnomalyDetection/AnomalyDetection.py new file mode 100644 index 0000000..21a25cb --- /dev/null +++ b/AnomalyDetection/AnomalyDetection.py @@ -0,0 +1,3 @@ +#-*- coding: utf-8 -*- +# Author: Bob +# Date: 2016.12.22 diff --git a/AnomalyDetection/data1.mat b/AnomalyDetection/data1.mat new file mode 100644 index 0000000000000000000000000000000000000000..1f0812377e45f5d13c8c0e450760ca5deee1de31 GIT binary patch literal 9501 zcmb8z19Kb<11;dbZIh<4Z5xd?Zfx6DV_QwqB;DAyZKJU_HaFSW*^PC-J9GcQJu~Mo zoHO$%ifSl`iji}(vXd){YOq+@+FLS{tJs^mTRFKp@RLg`DCvmua50mMyIPvMTUwAi zIr5Wh*m#gjSelcQbC7dz^KDVCUc<|NqRV|6~=>K7IN`f%)l^cQ#Afca15B z)e(JJ4I5Pn+q|bb7LCX%MY+P}sP0s`DC!c4xg^GWbqb!iZnOVkC zRd%4cS6O^+xtwlRxjyd?AH9Jq9+Q6~BdZheFbKr87!p48Km26gKm5d1F)%n9|0b3R z=#D1fDfg09L27upBoX*dHeTQ!!VxBh@=yOEZ!90Lq6{9Ns5ZTLHU6Q zhB%GJ(+$g47CUz@Q}(g`RzG*@s-HR|{y;NAv|=c6`^z@Ve(Adb?rXw>tfWF3{eIA~ zMudQ|`;x1OLt{Z%u0(%qvr(BcA0++^ZiOuOx%H|2Oa7Ckbp=QNluMB7Bmb!+(I^2~ zmNbzF6y4-Mu?up+Tk-hf>l}!`a;7xrU74CoMKiPOb^+Y%t>I#3`H@!0OJA5=_-l92JOC>M_1=5|frL0_U4>gAEwix7AEr(b@5%GSp4ZG$-= z;kOa&-)aS#E&%Z}Q9xnX>?wF%!GMAJ8Rj+Zj2TW)B>nOxx=&q~Gs(nh^C;|)nE3@o z;3WyZ1p*b=syJ*jx2_OU$Kby)EwhM|>h{ z<~MTeQ79-dHhy`dLtJmA!<$U_c+(GPp^crQf`LRS~ek!}z5JAXi z@7!)rFN#0g;_F?>9)3DqLSx*sg&ef!3ZD)2Umuy=oqC;%& zKq_UrTvJW%RzPI8$5t_(fIV%BLNnN1VIqUZCf3HfyHs$yv-QP_BQ`dfWdxE_gLmMm zZ+9kUM5JRI${nP;YK2K5<2&LDx0@zTv5p165l<(lsNQ5-n;_JLFm#wP5A_^PLKAB#Wkr8qVN#YZG<}#OpEqXIeZQKz&O8tpZ_q_;edNQ7cOk z_0D|u!m@65T5W8y`yA6v0_e7-H<&z|B|U5Uexw-PS&fOYPi%b^MsCOlGF)l$ZE6{ zs?|jj*93wx_DtM)yG~h*6H^WCRgZGN=gn;Pu%>T2k7=|)1QHTjsJxvYsG&TQ3-rhW zUe^)VuaOW!WI7^CKf@FSt%+O@95DlLW^%AN*ZB;tWL%AX!p~or)|(ScDb#OPkAJs( zGH*5hTgO(`@YJ$|$%_Hc#@oy9y~_z_>N%j!IiDxDtxaM`q9bEhfy|wYzE^E+GiIyy zp}!V!iu9RY;`~*2^I(wTwR**yZQzJ1Yv`OC7lT9}+oRObq<*&4oziwYA-YMUi z{6_=-rL-?x#Yfo;j&tY(a)%c^#8j@A=W-6b^Jr@+XpEMp3=&;W)yT<(H!}_0`^zcJ zBO|TPE9f8iT!O`^L0OyHh9X2UcVX5mXu7S72r78IRW4&$VvzT~A65{rl_0shu?FOK zJ*i0SZ;+48?;pUdv%*frCew3cG~i}t#No{CxZ2Ur8u|F<)5;d88K|9iv; zqOI@Pq##GWuDup?G+k}OtSGL>hnOlgWmWVbs#87U;iA@G-By)#q`$XQnB^AKEf8ZYCWI)1QhE?$paIceP^KNuE++ot*e5KSmdTIZnM6YsG55_ zldz8nseQy8&WE@0H=#Fb5&4+#jB`3r-m#5Z*2U%t3v>E7EmR&g;Y>II>e+__mVet! z>LG)nb86dJ4I+eFZDHL|z zf!tSV0#I_pq86F_q!G*y-lEg5;}<~^(%1~tr8klmhiOZ_<&hD?PjG%tqGISq5}|o} zszlG?6e(#{6(d$i$P=7Q7JExdXv!1Pp=OqEnKh7W_ZFu==}?Shz{x#q+`?|=(u}5Y zYI>{}WL{qrk2Ddd)j7evxv6>b(gHN1k835;t65&V%l5yCnEXr6B-zZP4U##Qpu?FznwO z@6A}yIR8AvjY0)jkaz3fkIUT5Zp#fn9o6R`BQE(>UkxSt@0u1rT>pre z%MTtNwIN*)rmcRimf1fC50_Mi%}g8g^PQ0w=H>UGM78lDzin&3F2qZlXHQukbs<}E zk4{PiV&^Ls=qrndhd?ID&j`6u8@*W6sHgaJWFl8`1b#lEbfoyf+t?%T0Pe6Vvd*Ua zm-4uDso$ZL5EudKBs@f`hVuEN)SM+yB6l#+b05ljf}C1cH^UHhNa51i(RPgvTmbdu zyexVHgzwgkiTlmd(_F;afI&gon{VfWz{fD1hJaFJemFbSDz?3R*QNuHa_%pEXU)da z#N#=2ak{aXit4@B7b}5pEr<`HRE#Z#gBg^5^i{+{-0F z_VHGzF4@?%16VoUF!QM8KZqw-&hMPhz09v>zpGDE*mBPAk}1ULuv#Dwz1 zJqzvCknHFh96#A`n^FP~wy~`4>#z#j_RA9$3eYodx79s;kW^hh(%v!{af{4v+cfNP zDOK8=FL)})&`kHG&IKX-l-h1RM7aR5QM4>?!di5Qi{Us-O zzs57U+AbIT5BZ?J1OlMLXv~U~ooi$V|CPp!4r;im?TJs5EZJ~4+Mk}Hf@Lk}Rzpt6 z^MG8${1&sEN26qgT4L7S>N^%KveC{j)jL#6llLFY`4;ilE(=qO#;w$8qsYMAH0gw07i7E)Dv$a%r z9sAth)FW#C^c`N0*~KxWx%g+dVZda^d2vO~-~ZDx~8H}Rv}-;O0x_&|i&%jJQt!#zo>@k9`p1L!(j zTRhLsSfdxeG*+}bD!M%rFDi2tm4&o|rPL!s);L~T519|)WnGVYc_+( z#@c4P!1Q(<2V0#>3{i9mS_kZiu}U!iplj z@4O!@g+M}Y*hwkjaKbA&CtR=6j%{~q%}FYkRlLiZ>Y)x*;#+KB%-sH=vkZdV=~F`rEc6)k{b9Qizut4h6_D}h6c&CE=1!`e zhwq?4y;4@cF4=GTUufOcHvekpZRC|8hip@rxb;q9|5AY16lALw7)X`94d^H}!vLmT zXjl1-xQtyh1%h$pitOi_N`k}y_BxO3HV`CWikv=enHn?op&}_zk+}CA##hr29e%Pf zkR|{fd%9m|^%PbTzv++oIZZ=s|0n14%XoJ}(QWIv4Qc4#_-G8afwP!DEOyD9I?Z~$ z^(3U?{^t*B!+kMaq<7Lms{9Ir@}_=gk;oZ9j*G%ogl~#3VQHZ_7Q)QRIxx@pfjsKc z1Ho}=2giv0TDnBRrcSDEJAu$9&a0Lj8sZohboEt(F_Zf%#xgV_*tM*PY2R4r4%B>amJp&k^+rnsx*d{9YX2d1Yonw|6MIcGj?W zlr*#bw#2Z(*uL|J?C4^TozMAk!`XT2Zax@aQ;0QlKsW%HgNqjiz_M-e)5wKq~5;Kvyn^gQU zw5d#DFgEAC>|MAZn7HVragR7ph8oktnNTr8;3Q1L1>;BZLP0KxQn5 zr+g#C!_GC%DKmV7iDpg^O*T>4-jJClUGWfE+f%^b1#ejJ_NE;eIq_v%i(Mljzv@K z?M*nHbNNA*SIAbu6F#fMW$+AQ%N@p{>6oSI(`knBR-ZHN$L~X!8}eXPP8V?DCnbd5 z?J=p%(V3C{%7ZeYMufO}WfM-#wx;Zg*4}921Vyd26rzLA7or|0t*KIPNCk(3aFE-kM$bqLuac2pGb(X(wu_`8sJ^u|BB2Mj8XUL--4>a}!i-8MtGi%FFK%a@LF zHdEUtQM4{Q)7BP07%Hyk`wfMlU8t({R2G-2%48u0^KW=J?2*^73}4~(>fmM`%vIX4 z6g&2iKX-mG6}7Z4a92{PL<2bUjmz-y|=&GJ{v`lYJ)Z{1H4 z*8hciOx6k0w-4+V{#MvwQ^)0(#`869F=uDAkoQrFz!%a=6j&C)E|Ag}H~-BYkyJX> z{UR9Je=JUB2FKwpzJeN)DZbyV|G<*7WQOcVXTIAWGwkD*Qk9TEOv}%!0giZF1MymKy2Zc7fE0_S7wDSsoy+I$SV~pF84Qh8 z*6f0Ya>S|%;Nv*3QKPnPzO_$86jQ``Is`lB8zn67xaE7!klDhso#u@%Hf?P|p2mfl zNrP{Xp7iG!B&O|>J~zm{t-O3B;f{p@j>!Y+EVod#kZ678w zA2sc2PC&5&h4_5e7H9Bq-WeIm0Iq8JL%oM!+BA6yW2mi;jHsaWx#na1NS|-`(qCy^ zuA`bjwjTvIv@4z`A>X+OpAM~+B$;^xV&3?igTvEg9G!<1;L~ocl{#^$r0Q#i9w@{K z_04@9tmEB45BH7ug+7}?5L+Kgc_cgI%XUiU!`3lq+J*!hC1EZNZ(HHHai0ae4)m(p$`r_3-2M{R^SQ=17&MRNtl?Wgto6#M+*H!_Ltnsp$@CAlLMpOE*vwM4v$mvf@6A zhMty!sR!K9tT=s=N-GRQe6P1Bzi{#C#ZJRzAM9iU%rt7ezq8pp-Q`{3A-_)8*YJAG zk_}*a^}FQbDT!)rsrZEc;dhPG*GwC`XY4wS1l45SwYe2d4O496FB@325hB|*gVHc@ z*=OxEFcZG>B%$O83s+!mJWrbO=x<~ELyy8x(V$FC!%ag(GQnQWyc8_cl2?n0FCb>F zB{n6;cXXr!nH4H#SP39<^3}{o~(-%tTY-*5thPUPo-8;M?>(?HaSA z&qd@9TpfR0+}<;h{{7kHaUXteE`!3{vh@Hw%d`XP2pJY^)WBn*Y$hp{ zW}7P*1~wu#4y8k+a&ca76=PF^Xx>EX6{R!=YYM|Dbxtvb$MC+&Iy_-xk%v2K*}Svz z6FXOPoa9dTW$TKfSvQ$vjlP58;OxQXH1KnrZ&48`t|=FUG^N+TiTodp-{PwQ&X21S z`3|N_>awOu+N)TLd||eODN#1WZ;}TnZR5n{X<6gN7kli#tgA9p(jgL8D?VMzNgXa( zmDL2SQo6%nZrU(yy#o+^nyza;9^=fq?CBn59ly|!+`r4>_5Y z%b8PRW=Hsg4P#7-y|(_7Pi*i94H0xFwbmFF2CM7cN&Rze^7aO#ob*`Pj*CeK2vf!k zrDN~BBqW|&y0M}cWnu^Rg>}+S0RsekOdW(X_RZhpq7B*@*zT}=giF94DQI)*|5i%W zSv;Jz#pPW~``{6UnuP<~?B<&jyq7101z!ezct;#5o&ra2`f)~OQ1D6G zM9>YV%@jWd<1QF1KxUIDHE&-b%ur*3b!7mZ!R3q@C#kMf9cs@4wzCL3C2>BAt@YrL0 zdVgd01`#KAP-j7x=xWQ1qNPn=)}b&s8vLK1KowtiI;jwaCEy#kwfM%4IRHC`l*r2k z8$7gL+)OPAf7J8P<@-wBYo@V$Q`Zt~2!E$;6z|JI&_iyKfg86Q+Bu!o=i=>j_bTUs z6Z$CIuRP=B49L!GnYp9{7DuYwglZ#e@%_@NkAt(Rfvz}s4;6f9n+z$?pk{D(A9zMv zIFA_IOplv>7JRrs+Iz2moIVuP6AlTz>lv;>6S%hVKRC68FzrI=tXF8s1`=WoG%;`X z6VgV*BVcYi4g1~+xZp1iOS!ykntavYUl?exK$MJ2P445~s6^}AfA}w~z=xd;HWp-Y z9h+w(<(O)H)M<1|%C_m*UAP93(-{i8U4AqIi@laNd_g%7$EraK4w)GH3tunt^ux#iaWg>m^Lz$xHsn@AU zT}s{?rDSI5v)ccU@LM&=3EGn?J^T6y0$#*EB1ybBE)1 zUY2iF;B$RW9lUB}g%>Q>T(o6L{b49uU6HSGGqbBgd4N@;o{SCLe)Fvs%DfJ$ujx47 z80=^eR8Z!UYKSf79Q!(UfRE`;RSLS!pTPrI@U}ie$h{x@MaQQj;6L@#Zb}rPj>~qe zvFIe;Lcnrg+J7dGp>z%qK?a}~bGGc^Rf2!c(;yjgCS~S^7FPql7N9{i&G|Mio>xFa zxY6cs+rhx)yiUs=%+8z>Rmo>3gLU9;^0Qzre2*o1r7i@Ae1@t4b`~Bk{yCKu=*sUc zgZwe5uJG-lvA#1~)iZQ6bYQ8G@sQu8{RzDIr0nI5&GR@;Ct}X7=m1K9IVLjML6~St zomXi|ZUJWBLtT!tXXLZyb@rcMZ6P#e>NcO%^?|@Hq>lGX zsgl<9!>tvlC#Q{S1gDVMgYg}P$OG$@Vq#h!Sm9=-f95(~3L@XgA z_Z4|tDQK=bDfrc?<4yH$2F>g85t4_zs+WKtX;7T*=s*lqVJ+BSJ|EeCrWy6JaJipp z)8ob`tl(C|(*0+B$Hld*r~IuG{f5UI3L4&-5skK$*j{7~->za-Ko^wftHS$<83mt& zZeTLfX>CN(6RgNIAa;TL*u#vTL)Ir_uCpmnk+XUm%&4T_XekKVF3r_%SwL5F2 zh^F_hEt(%~%<<6f_MSI69f%b`_qfsOmh5z_HG4rF?x!LFAzF}*u;=S}Jv;dKjR~SV zJam$_mxs9Cvhak26KRQeL8Y9WV?x8BpS}khDT-d-@p1ywF@L(Z56~ODuaNEmEkmM$ zBClx2jJ<^Gwg0t&LPlMR`?AFRIn|eBg?Ad#?(~NX{aQm)!%Kp9?~N%Qhyh_VH9SJg z68pbObT6HL(8U%sEYH>HTD)Lq2L^<~;WW3IIwC~~!s+gRBVbm`yT95F1WF&&p`e^g zkWQ%U8AhXVw9n?a$Tq}mx&cdYb+7P#Hd)*LLYkWl`?->jMtqnuJUT>tRA62TI6d+p zb&(p}5hj@)prxQ72R?$QyZw#C-nfB_S$}~&yFV6Cj?owhj5$h(?Y~Q~W z_rZ!%+BW&lcaqoCxW$8`Rvx(l|H}|CIqxyxj$g^V4;^_nAdIyA+i2}?tnlz`9xb+ zHQBP;3p=Tn(tydC-MrzYup*<>fTbv#YxHlT{{uc z^ufJ15{8r$i}w{&mY`)RS7`DGFuo{AH_U2j>_ixnP-^P3Q zI`yUit@bTp6I>?b_sHIu0nbh=O7<6n)+5+TAA;ySrg%>TmL;h)%h)f%et`2a-1M7B zo%4H1b=fZ%#;YDho?dFPP~*46PHOk^7t>NIgfk*|XEe|fvz3=(`A%vj`nP%4x4e+z zbeT3ioUj5Ngjk5?d*k|Vyj(^MpO~!zlXz8LF zn@B7Wav}Y^i3%7gUsQc`Y+vF`hplb5nd^VeKx%u)iffNM6zw8aJg4fcLZa^=7S0Nv z5pj}#NC;dr+l(Ix{`5q_R?$IaW8lW1HHGaeZKYaRi=&3PXw47Y;L)~F}Qbk4biH2o8+KW zh~JD(}GG=07V)A947#W@Lt4@Kxc|I}v ke;i2SmbzxBSQ^Nv@oSHt8czREn1p>|C;F7$^cnPj0KaSGL;wH) literal 0 HcmV?d00001 diff --git a/AnomalyDetection/data2.mat b/AnomalyDetection/data2.mat new file mode 100644 index 0000000000000000000000000000000000000000..fe48db3afc6cc7d5936143b80922963b0b5f4330 GIT binary patch literal 93481 zcmb4}gLWkhfP<&DZQHhO+cu}R+gsbV?M`jmwr%gfXP;p65J^t*$qA{-3JDXk(K8at z38~VVTiKe?5-QpnxtKdR+i??0$jWO9v9r<=ia47YxtN&}I@og)s#>}dikg`a5;74o zvv4ypbF*?1GBYwU5&l2*2S`c|;m@BxE7CxJJhExipct2TKS%4nH|ma^?N+z1K9L)r zJgHNp$2N$Gq*3mfmek=TPwEy@E3`K`$`vqeR^ikD~;gLtx%7>}dDxp4G7c0~fT7lI+mA7kpF%K+Qwy&w_wNm7- zt=;d*fdMN^M@`4H23~q^?^xj-gdz!koy_eWqN`o4bJV65-mP$7z+&Pi#8YBACSw5G z;;+-kS#=b&IUe_Nb2m#j1+&g}E&$0h$S_qr0_U_7=d-aP4KTm=drpNngOq*cI%Y0H z(D$xHOTkT#zu0v5oL%Bw*+yGX-71EYF)14d{8|YPjV1r>gam@rjGS4Xtn%=IH&T&n z=g0k4TVp_@YW>k)iT4QMRD4Ae!DpZmPKj6FKaob3+eG+s&rv`6X`?lsJr}>9W*QVFkJPBD69}qjiLk}Xg5bn#aRykP1 zT@q)}HW@f_oVJ=5&O)e9DWtcO5s_SY0>3x0z<6-gJa}3_WV!mQT^oT8;eWn$I0DG4 z&;EYe|75oQ^DZKxc6erJU8attCkY|4zub9oOZ#>`*wK5J6|t>!3vzH zO?1;OuX-#Jx#I;=I>c3vg_s;%n}l0e*9cJzy&);$(_OeTqN4t4%b}dOJ30kZSHT-yF|B9?#}oWd(%My%WSvHSWl z(ES!pu57}`NVoN1lvyWDB|qvdAJ#6jS$T^xj2Cy;^58iy>A5) zEXF&Lj^9Qq5LphV^dwI#N39du_w{%}SlZrb1PjW6?acw+p_^V0u;DUKpP&#`m^Ry3 zP^G(jjkmf93Gjh*o#Iv;?SGt{g-)X}7^?Ez7SlTIf_$p zC#v~#0wI%z-92qrQJh(3u!06IPZfitcpb2IpFGzJK{???Jk3j_g5k^8`tD)ySwD-? z&v|BoO8DoJQ-mlFn->~>3d#v9(+>j! z-%Hh|1!B6-Lr2;zam?A}8BEgn{vEYSL&#jhI?B_Uq4&;B}VY32} zeYKZpH#8Zv5iK&@)XVMBc#rLxsruC6D{r2`92`)@GqF?H4l@ECzE|L}+%#}^Yj0t{ zyci&;va@I1)#xH4qsqISZs$R-R5l0W7O0YZdnT%T70`VZ&DxAPpzcWkE%}s$h81$u&!%w-OhFI_+n78vY6hkW%?-in4@j$Z!d*~m{^5?Cby`{D7l$4E{ZdWw0_&d_G{ z1q#kJ{~$10_KEykrLPUJi{$|(;V+KC4i-{>r^UoPJUw7`N%)bPoxifK?=wAZ4=z*Q z3TM3x>&uK?-XR(8vR~|0zNEm@@HeF9{{XqXPMI9!NgylcKMfuYT47nXuxhB^8uzD$ zZl15Kwh-!_-yDdKEAbjLLw7M2{8>K6KLu3*XMDlK83J`g&vap`uG4(wQN3~-HTQ!R z@Egj~5fcT+kDDZWv7ZO&HJE*ydK|l}U*#6jbV9v!x`SO^PzmFSZ1WoCc`oRt&h&dN$QA2cIh*A&B!``BOK&YJ17X)_*4b+NR>AUH+VteOBQNKE~kV@}ol=)AJEq zwIr?F=VTTnQDYCrgQBJKHJ=DLWSd_9{^rHPs6_hf3fiPi#?!tLxO#pc!F>_Et z#NVa%2f;sChkPuAa6idh3Al6KMSImt-~od=K8@UOL?BOr?EJ3ISSkERH3HeSFE?60Dmp=MUW-XsTnm$r z$Mu0)=aHFy#C!bZk_LNB&Fka7ElMa>N7!W*Nd9PszY%YHDJ)>D`!u4!h0#OlN1Iy| z>!}AZcXLc~@Z9WWw8?=hAqVuhz_AgTRkd`h#*QT@;stisM+N?Aw(Ig`iwZf@g~nk& z!&p#7|CcFiU+pW#_wX{})%i{>p_liE8|>&=tl9l;Qg{|Gu(28ps68pu?{TJ*lr+;I zCqL0DATz~0_j%E%=c`KUS;mjixpW+0a z48HeB=NWwUbK?jh#xqwOuGsIjpD&LZ`VT#Jr=1LkTi|f-`eHmNGyLN`!_K^*(y3`y zE;B=;tfo{B!EyL-7Q_a7)ZD({=tu-E1=*Nlt;atgD?x(Hhx&u$fS5&pn2CRs<(+?J z&hVxU(zE(+T4{BtNV`mVlfTjlHY|?nzMJy{NxGhg8`#9sofkiq$wxx==5zS%+?V=W zR>B;Wop5Q={UbI%BLpq=6TYDEwes<g$BbG4pt4s5;7dFoygUI&BB$lDZy2X zi5Q9qjE(*zVXTYbpCJ+j`%p$bPEwbiO9JH96~ZBA%**)Ku=_5wn4%ICi6XjY9jt1} z;TM%0E^Vw`4K>-L<7DM6G_^NA>sZD5vJ% z)2jDLx>Df~2lg}R&v?3WS99H>y2ql5vm%hIoVRcbQ*>e2QJ>GbSe5~~9zv#Sex#IE z+`+Nbd-kX~wSm_g%(X`ntp7>DR*i9dSG%g&%p%Y+J#n0Q$OWyThvPJQPd2od5ezRS z768zm2fi;x@KK#Nttn0NWcRlfBj!bWq#UQCC!eM17$wMRzUwO{#7G*ZQRWVpQ3Esl zi`#mt(uIU?%kP_BqJ#OM949*1iJ2tpe^$L3HpbhOF&jeuRfR7|6+5x4ElZ zRJdCFnX>sN*3bGIaF?Ve*Y2dkGcuiv@?-nX6FrUH_e`Sy;LR(ls9Cl&3 z2|)2Fuif*qdT@eXDlmN=v_MOE*l~wj)C%^{*{R41?gPc}snuIZA!u)}`oZLu3bf@& zOZUsfOlH-dl%`A)jPQQ`I;t#|X%1QMSe`2d!ofzH2FR*{* zwfFLF)x1OPizKC16MOyaELM>T0pFhaRc?*MteBbE+lS-uBBfZ*GuE(%job^aDnkVu z6kP6~(Zsr*UcY(6k*FK{uaDPpRlM;Yn~c0i&%~u)ATVpxcOX^US|c0%qd{lK8g1*( zM?^jEl|gElc&0QG+`aeb{R)f0Utum*oD}HOxNW9D=Q3$8DF85^H^;;+b24aT0XoM= zB01~<6LArXWlF@?Iz=w{m3QLXu)fB8{wWtNz-}SspBjCTTYSUtOsmtR;ThGpO#1pa zhfCmARxRK0IYmS~&2b;033X8dJN=!Ho|{WMj@dZ1Z1aLdoeVQ-8f!(Rz~-Eqn7$O{ z7czPiG#TW#w1ZbY4E=T0Wb5ozA%MURDcBOielD~!i62Kr05*QJ^WAtq?W-VjDK)IP zoX+$Ef@S|{;tK3e9BrRN={9_3iiE{rJBO!1djDf;QQa-2I#}kt4gG;8iraFWL#JjW z9Q4m5!Pk*!*bNIo>2=jvy{X%7MZYGj=IdhzFzIoB=H~n?Z7B4vcJq{s#RsE+K<=c< z1Zld04_(oQOzR-QLWw5${qL@*q>1MF=LC<4V{ZLhv|gczO>P|{J~5~qy@nsDc&yQ~_3zas*}Bkgo4ts*07s<5 z?NfEvBeh$%1cr-;6Ki@t#^WM(nq-vV zp`evzF)MbuO1Q;cUav8o^6WJ8t~hPhI50tg&wZR`AX4gfshJ*brqwR$oIgL1P>kHc z+!$3yzLB$dS1>5SUkniC;3x(B{D`L!A>L#Q~WX4?dFzJ^2aU_GCa%%!l>0*2P|; zGpSvPBrMD!c{~hZh|$ILDp+9HPOh= zYWg=rGzYXjC5|-3AaD2`_?!ynct4Sw{l05Y+Xt!87JdL!olAXiZsuhN;tjIv$Z`Oy zspb|*Avg)euWOu5{od8!a;HH8X}sdZCYP%$A|{frdu?<>L1B{$Mc@GRb89$ibF-m7?}=~JM!jB7 z^wv9P6d?IIb@=aSU$T%nj*;qF@K>c(tuG2C4JQI6>iEz6wi&_J{;z z-)`_}Hn)PfLznWA$?A9aOCw>5CjjU~o5>q<7F97+p&||{2D*`SQG&zetUT)5iEU9A z3f}Z&!T%qz5dY|OzLElTr8A9Wmem}P4z$CxCl65bhD&j7kv=##FKP&fR;7rK%@Ge8 zyWCj{3UnLB2?)#uS=S|woRANpLhn#ERNkz@7{tf#$gTm`r(cCMwzM0U-}#GrV9KRK zu!fs*|4JQ+<)Hz7z1NfZ+W-`p=5govdxH@670oLb=thFk*Xg@E!c=j9v+ryg&u93( z*8+hisNn7`2F;x3Msc46r6cDP~YzO2FJb8|!Wolyi6;E7)+;U=@cC+OaAB z9?it@sZvqF$znM1?Ynb997pl4!Hw?l{8l&EYK!z2m3h~qAq`gL`bJc4^`n-r4F2aA zni(VDpw7C39vld(Wkb5AvrjLZ;MFss<)$vy3BPE9u~z7LvD&;Z%Q$E3O_H5*^OJq? zo(}DuZ~e&jDHOaLqV|<{w=BRC86RwOfRgdh0{MDw6nHR%y{(~&m@r$l>2;VB>t^XC zk2W1yupB@q;4`Q(1$gWgWTi%^^oTqTn3}fNe$qKka2V zi?yYk^qpHe$Hchv-T7{8m4%HcK*?uWYG!Ci6p)Z7nqqUn?wCq+=hzRc4EM~tX! zAmNKwAHrM(k{#3v8nF}h8rdH?U+_fMIkoxE8+aRe#g$6H)mi5!7*B>_y!y$TmIzww zl+|&l)g1{_mT3QBPot&w>;7@sYwsaF$rEDKg=>!unJ11*`QW7Pc>aJmdbT1JL8Gjh zFq;tdBdQt<>1gLH9B)zJFUv=*JC^Jo35SBzto*BF!^H)9m{x`K+ATlts87}-wqs1?A9avg zuZY!##FB!Z_B+#`NMPRco`bkLN1??TZS&h~d>8Nw%}Kk2fZHAcp53$g{^EkRI1y3Y z0dOkadwznu*~lE7T>~}nU&qwg4>Gg%E~(34L=$8aA07;QiveH{G`0o9-hfk4@VPP$ zYT|ttU<kur5)Um4{>|5)~Pi}~Zz+9fdbtoE`b+*E>G{XX?= zcH+sQ^}cSYi?hn^8#-X3f5|oT$EPo!8q#2Dc3i7QQbYFoRR&LbMaAwkF@Z$*&@`Jg zo;-#WLg(9@t$n$v?<|6+1B1g3$~p8khFnu%xybY4d-H&|6uP{xCvog7c_{Fm+SBm# zDza60@Pva*mIOGA;br6d)OJ2m3n{rFIiBs%Y*N`GQ|&C5vjfy&-`2m;^{9%e`Ft zaZ9`B(lO)fzEaEs%8ec%U)ZyW+@51d5zh$DqTqPXvJR_uKT|uMfc7Vmf~Y6z$N63e ztq=%AW2oOa`8B}!W(7z$pR?~?o|&NQh+s;gm{JvdxE-aLruk=+f&JgsynXTj`CXkY z=f$ta`PW@cmk3cnNzC{w%W~79|2TuXCXF5Al^r&z1Tt&Hd#`~h5 z4RH}mTUz-Ikgc%)}QKINMi#8WCbR1pDMBUaR;qb-G>pK|kr$~UL z_N!B{67DK^(T|xfZ*(s0og$(!!IhT=Cj|m}L7mJbSw?xlZ+W{(0Ce-0+YSX|AuK^u z2#2YCnb1I#{Y(-kT!v0rOzd+x@F&@Mz!?wBnvzfllxjXG>-has@D&UvaVA-$8SVZ^ zX+luqr_l?l!>RI`kS+lKdECFrGVO`9H z)F4!*w3I~<`BWWgn<``kF^rAO#N8^CZq>cUQvoWUq!ZSL4K4|A_rP@?jzHb%ei^>^ z^lZd{YO|OMQbfRN!&{7;)8)626_;xU735d1Ui$9jI+2TDp=qN5$alNzba}Pqw}6cN z%fyXgJ|kuBuHqdG%r>Rrmry$NcZu8ykFH1mrFh5~J(g#E;t18mOt$3am!+oYBB7sZ z-Ph6$v)-Oi-HD0)MZj@4NUG75I3jxIq``3|aX#k&j%zO1mCkvMFG234;7Z}u4#TEL zpCm=-{Z1qR*>_l;!~t(e*`nv3pA=}3YKMpQ@A@CxtveViSQiVOxSCK3EcKkmMg}6k z^uP7djgG|yao!~IXBlUI-hM55Q&^*?-%Alt%N7vN$4izwY~dtv>3B~21w!IFr)^>4 zOZxa4vx}19;iTcV7pSqKG?6zhE17E{OSAN0<(bDBADqQmT4P~4?3eVU5Dx?~Yv~@N zsKG>qF0s2im}uKSKWpWNFP|#A_{xi;zzB@--{A7d0%n9`t%7KaJjJR))WKRIS!hn(W|>S3WMN=h+ zvBD!G&WKibw>wop-s-^P7;B@|bk~lCSF0gZ88^leEwy@IZ+!uX_8>|w2e96m9e?nM zdu?ck&YOa_<`h0T?VJ>wDg4jZTcX!_U;f?gS0PX3@N5=dR01yxi=fxJjNT;_mQFpW zi+Nza2{Ujhp=6hVpO^hK8qN*HtSB4_!O(Q2IV7Imx6BV3C9h7zyYGqbu21-5X0oo^ zm1u>l9iy_5eyK}rNnkUz-n-T&j$_85#{*e4X}h!2adY>T^f~!=-@w3*%N1<;8wS!q zeAGTU6TXO4{_D7xw&cn6svB|7S&bvNmZohIRQ7)!?S({^9L3p|lTjCbyoF-&8Bi@2 zW60iU%YxrDu>H-s>b_Y$S&qzV%D5w9gzU1E5yyYI@zv=X6Kr25+0tDGpi~1(%hh1c z=^QUGQZNAFgM><07oIi*PJ!H)Qh4qSJZLJJ)H6#me))%{1Nzp-k~z@iQ6cM$pNyai z9m_n;g&g_H$hB(pmR9CKCX!6Uml(m?Sm3s?RP0QPNgTbAz>3Y%-?2%=E~9oun7w++C7WO)3X@b4MKH&~72w3Q9( z+-J185#;kYE8NZHr+_I0`<6nS2r~}F?rCRr&M);JdaXsVX@7iO4>M#jTRPZFlbKBk zrS})#ZL@XtK*UIQDstMs}NF|4s6scE&}@kqg~z1|`0 z;jV~)2SZDfhNB_$>TAHeaZ?r3`Y{xCI}km`5(twQDHk2z#8hEPtBo=}_sa#bBvl}I zS#hn^PkV&lz1ww#3BsjQp0OcIQ}7G&=g;piYI?Z9@-M;gbxt=k!)xd3#%lLVXI?cr zbyKq9f^q>FYeEEap@S;5SR^qV*()iJlzOD9B$-s>>Fh0ohX8)vBlqbu@9jT{+KslD z7{|7m&h8aqnA}tahVoG*Lh?er8arZH)@z^RD{Z!^+&AlnO6N4B_5l@~(7bQMvQIvb z@0UQ>pqmMOcJ;!6l(gr^7kv^)Eo#~xQxBX`Q8Ty>wa_bjZ3 zYQGmsyS#&JO^qK4*H4^S;|#S2q#7#u##M*f_1Y53^?T;}w-o-LkTX~}nM*i0!U$B)~M<4v*Qw@T`{w>Y9iGvpSk5+I|u(-uJ1B(}< zU2}9>l}>*LRgSP&+p7!wSn$R#YYPSgq`?^RCYLI@&OM!r{pk&{k%GJ&I+=m!`(Vh6 zB?6W{KDR``nwv`f}_0Ge6DUjFlI5r#*DkR&w@40-|F{A8f zq`nHNQ$-iw;O#$bIQ5L!hi2Buzb;~YrY z_cJDzs_XfEk4>LrAQ8f|;h~l))Q~%^G5-w_klEhbR1pdJ@HZc7*P1A#e6=OSN z-i+T!-)9*wzdhWCr5vv$RwbfHfvmL5X`%k)KoglVe9~O|#O$a;9(AX{W}Xfcb=*_T zV&Swm=H4cAAD`C{;$_b7q2GZW^k#(U=k_CMy8JDS+H!(0q1`n_3k>s{@1ABt85`a> zK|&8ha@d+(8-p+UQc%u=BX~nukJ-sE4*P?Xi^PZ~nalM(&fTq~gx46g|VJSgj#FrbH+^r{`) z{#pL}X?dwHUir(mCjuGVeOxW)BOh`aY3#5i3sb4tPlG0hog?D?x}820BQTSe%=V!U&Na;(s}&b(-j)Q= zx)u?68_6p921c*HZhj0=KRaoC&+pe%p$T0Z^!{w~k&tG&#KI=W)dMhhHj-%A7`J#t zGBj}Zb+`SK%rGmXSJTj{Ph?XEvMKVgnT()Y^i#2HVhK_v3nRgECyadWI7))I{JFM7 z7O+24u^fH@upsePaPz9nG2AQsxh{l;T}#?@Tdh$^4O;C!XC*Oyd2O%$hLZ`s zLM#2}lA})Q@jEs5;XzKPJ0ZeQK+*J*z8UBg@C&6HA2x9Q^%^k``2IxH3bMbF&v7=4 z;uT-Ll?ni7$)BfT?ejr~nFyuBg==+fk5*|my|IW8^HwCP^KAC^Ddd#~=Fjzwo}6A! zg(M@+PQ_Q(kPsCM7P0A?@(3i7xQT1EQKMUhUpn`)1DWC5gjRLE`d1t5nfEGUg{0G6 z^i?JK^+POges5P;vvylTXtV-4&lVQSRM3eaz2oJ@ulR?U?hQ<0h=#eO(I080dU@u2 z$M#sk-OSt~|3R#~-=~VFNnd1-Us7+oPI|CO*~2=!1K6j#RXP>l{*Y3+V{?g%gKUAW zw;Sq@(Vu~bn-fJ!k6IPBuVLt<$p_OGzfK-3m>SK$CbN5KTQhoqZLUTXPwdv z0F3|IM5_=|>-Q^i&lz3)A3sa;6#@Zwc*h7G1J&Lz{&XT=KBh+(dADiou^IEUp)hjhecGVU_R>;dL`}r39?!H zIMcnGCRVCrZM}4dPez?dmi0FCR%+Q`jBzXefLY2xAQP$=!Ic8^cu{Evv zu2{X3_9C`@LN+tlgi!n1pK0l#IvtTP_ixsClBzGqRW=pT`<)lss3H;PvikEua5-Go zh>eA(JkspCa@Jixi9rIsl#eF13(Y}!jnUdjfH2vfg3a{`7sN`96}iUdySb5rPZ2S*yRf;x7R;7! zw*J??{rYwXgO$}`T`8*B`sDl4^5%WDi8nYG4lxg{8;6%El$r||zLqtO$Uz^bvC{X9 z{puS&xn7Zh$STw9z=eCc&&74Q(k8&_o*P-yav=vrLN zLnRj5z*QX>t`SxA)jCg)YKMAV6f&$0C*~r$(>x%Y-u8MP6|-UIO)0ym%V&3@3B~R~ z{JNj=2rUd3iEY+5f{g@tbj%q?Q0^qvdvC|ks*8f$H&#lnmWefQmTgS8*wmQ6l@uUu zRr!E2vK6iu1|F`v@{840B>CvA6W`A&PeWf_bG2ty6pOd&a84>_$3pB2j$!MdAyNS@ z!O!UmsrsKD?WmBrMlcd{nsmu4ofSn-ec0<1;B1TsXHlQ~-0fUu?IE&)uCls}d%BMW zQiaL{oPA?v9m~H_eh2d(6DDH)J5O1s>Y~^O7Isd$GC|;ty=nhE%zgt0x90cDhDxGP zF6bf9*mTzL>^`^Y;bQAEQgiWp`mrgwU1y8pWl%_#18dEMd=L-ZJhPrsWBD^XYgOav zV~1}Na=R>}QEsm!e&oLmlhAY7@v^mrQ8|CfFv2GHI-})h{aM60g+38Kv=mY1iJtMl zqh31(I2&Kl@`%`}bb5*0BLlyUhv#+Sz~Q~@{d4mifF`fq%|yJ1oI-lnAWX^2#pi#0 zwX5Rv&?TZBcnO8b!e_i6J1MCVyx-)H&rHrN8$C}zM26Vo-nP;-pDa4313I$*^n||Y z!)UPm;TbMBl%fGi%HoEo^=?9ck5-R&ih&sIV|ZQCM*(=LLjj7^EgxJ2-1*JYNj@Fo zy0iFEyo*BY@c2{_X}`*hUJcmFrTx_$@)_^Ayi$CdNx(esq3j_TeoRIq(|mEG=Y}22 z8Os1Q0H)NJxQ8fN#PfG#rc&9EG}@4E8a%UKsWn|?DK=36Nt@TMl2NvIs^jcr0I(I! z{3y+BhET(V9tn*+zMT(HmcNUYAoIYjX8oW;?3aezM;Czpv)3 zxvGd?wX?;16Q0SC*JYJRUN@4{d)7tIu@j!#4no0^9G$C~_=}^rnvB0>L~^y^lGxHc&>e-jml+KaNqnzyz9CjB|v=NvzVhcW%@cMB4gDJDc{<5Q{UDA(sv+VSf$g7L=m=_;kZj~ zv}1cx7NH&=lSb?`-Wu*JnYdYXhd(#c?Yr;e7h?92uAAoc#10sH9uttLF>FFU&3Y$b z+{?c@()p{2#sezmt;8{4MGAi~sYhnYV+KyeR?&YKBsyGU(U=dryfUJ5HdsLatXWry z$|Uat@Ozv9FDrf|(V*9PGU><38!z(-`BxUAA_axfX{S-=lB*JG`hNJ-ooMRf>*YK6 zp2Phhmd3+O8sm8W+?dVh0u^*{+vp+(Ko#P>w_Sy*vWRQ#7!Ki`8_v1f{BfIfoqwVx z+AvLk>0Y2-6CnzUfAh}YjjaeD<-yNr^g{d7L(+9}sHwPzhl^KwxfgXJ)=(R?=pmJBKkXj!-xs{thA(q{4qhZG&8a(J#8ax3F{?yJ=cZaFc@Kke&~f(V}z_0=zHXE0B)wh2ya|$%E04Z_C+DB-P7)> zfG1CAXv>Q|)8$LNVmfbj*DEbpRvgKeL1yT99mX;A%f;bVKeYQbmYvI6?8>joyqJZT z;-UsT)a`D}(Nh_-q3~=4o{1%q^akH-k=7rkZz!kI!%E99ySvA&X5vy5vP={V*SKb@ zAEvHo_|h$Hyb>rrP?apcg%Y`VG5z~zwJs)L84cdnrxL>HIGZB*J>yvxzTSGXEc)~$ zAM&PYFUx3*B^sWJKg&93Ic?j~@%p&&|1@M^k^ zNH?qF4Rc3fX^LyFyPxQ{F-~c6>bXdq3msfjvT&-gvCkh0=lf?dcnX?$%#aG*#~XU3kr482-u8-O)1hr<61f)zuCJ}j=6`A5{<^73zBkNCUr8Y& zERGz#d*4pEXx?RDNYPj^^##{as7gDV8gAJA_W259jJKLxo6I+sZ)aQFHjX&}F8MVm z+-*!OqTY{FS;XV(kIOOO7bB3{e6bluF)b}WDf<12AWQsYavy6iBHlNAelLO0bs@a` zU-3Bv-O6t}M@_j7ww8*7jO)n5PSdXa?z{u+T4>XM-y}SbD80veB~=7dHH{5AvY1=h z{~7fB)YGdzBiL{s;TR7y#C~_^(8g1$T*S>P61E)Csg!6EB)C7g)o2}sHfEtzR}Q~d zf@^NQ6Bh&K&#qVVE~$lw%E;8^)iKm0W`4G-=%Q|SlV22tS@+m(iM!OK;SrcA_*9i+ z0>aln6+)jKQ(;2sdRtZCilS$M>GDDnd}xZ4ezaRSNmU+esOL#gnYJttv*q>);h|gxpLTs(F#t* zj1*FX&UTH{cS=IxYh;87e4h8{JL-SbUJrgGQ$eq6GLEj&35E08ry3|Upk>@~7ep=9 zPsr%K;oc_sQYT^-@rt0yM+$Sg3P6;Y=zR$_{PNOrPwUTGVo zmD{Y&mB?#9uxYt~=ykiD69?22f_tx`wsl=)+re(>5cR~u?eziWw+h&e>O<(;)#yQ% z-zLXu^cQE1nrYAbwM_Jvc8U7jB~aZ500ACp^uJ>dKl_ncr0MvKd?f}`qI;Pu3jsO* zhE!%0H}fm$qjN&A^?NM(Jog$V!0my)Fw|8`FRH`wKF2S`iz^~}{dy1JQ(~0}z;g3B zXkCy|U|6EuiyNj{CH88e>?1B#KxHk9n7^FoL8R=jdcGf2>tZ(!cJK+N+82l2_`Ovp ze3^Qm43@SJ(Ta=sHcKq3@+e1S-VZ-mXz$!2SK9bgVAdZQ#G=>0^MBdyI!7`Ms}#dj z%Lpz9oedimdX#Ycqxa8~%FMa?Pn9WBeU3&aH8h-G!5SPD?+WT$Q{bm8)0)NdL&dxP z9!hw>BVn8&X;O=c5!+>bU05O&&dh7~jfV&6At(=<)}HN6MLs|MmH)ytn55s;5D{x_ zI>U=1Br4p9Z<*p6K<#M?j=Qd9il0KdH{dY~cob-U@kdh`9G#e8_1z*u>z1K6E8{6hB-1T+t#Q{}b2Wxto9i*T0I_5Q88;9s9r6(lRC3k4#?hlVcM zNd(@t?|$Rz?>BE9Ag7SS|@k%3Gzf#Y7U6Wc_f4 z&p2Kk_^KH^WA6#-etoNJ@N<56h(dx__Frmsw;h60+g@24RA(#%>29b)>cl%%x86Ar z$YJI7Z~u&fxG45s$d}3XQk{TC_1I3vLm1q08xN|8iI#nP9Z#u`%rvvC&ax&Vb}Y=^ z>?w;Vf)3%#lfYSZ&N6y;17}l_ZASTB5*=LHY{Egf#;16{?75|a@91;t6X?rBSoQN$ zyQGoIPU`51<}U8v?JIbS!b9C3FwKl&Yccw-YP}D{1WE$!UXxjoLkjSDJ^4LAmbJST zEsgXVzoon1<&L-maaLn%BN2`WZZF^JN1w+4I zgOdF=p*F}!%QOAO0;#1!{hs0k`+CVdDzs+|={O(Jeno;(9Hk*420=e{JCAI-pr$L{ zrnU008C75upxt%e6+;Wgb6{_`0-$U*9gerPotu<)Q+M7T8{02K$^1B*7q*1ZnAZp} zAQ`1HYh9THBqmi^B$A};Y2?~jn+yhN8W;0z3umu+RR0%5DbQPP9|V_8E1}(A9ScTA z*dLF{xlKHv^DcxPPumuBF4i9OU9!sJRWbS*fEch3n0K4Dpy-`m?5bBAn*${!p|t@z zFw>#Bf8?)v=>Oysp~>o49S2Mw7ZaP6-C7=T4$11s40*LG4AGkVI-WO4`3*Zz-+bKh zxqhY4N{8Wsb$aN80+c}rm?*(4)SWvf7@(2Sh`BaWAG7bQ6Ighde;QQk+-22pf4NW;D0u_7q-cBrwxJeZ<_`aS4gM{ni`)!bE9eq*kCvr6U z9>2;EhDF#COy+s-ri261w=cIl*d3T4XzL&6VN9ORQAw9leP+MeP zXmUN^a@ip*+r7e__~6T-lHbA;Qz&B9(x;#&;H*|I9%tt=t659q zJj(<*8J>rzBn-mEnKoG@0L^Ul)i~~YebuwmG~0xGxzWA+=Nb7D zZfc;?KzHJckFV)1ufbB&3TT#^B#PLlY(6K?<*kiKaPQG@it?ANsX%0GC*8u7yk~CG z_hlGb`%>-BkE-VA`IlnG8M`3ZxZch5G{nKsXShO#x59ki+WEiHDaVjUgVJ5>3@f;h z7BB{b+bRHrjzKfe5359yT!zdV8yRf-O}n&(vg5`RKyOt*-=)jB1+tAAX|RFVZZ?fl zWJ;I(wUv|0XAF~228XDf<|_S@THjdzTPai{h4H53hNovg_RpD>(K-L4 zvSbocUf#7@NaWeNG=`E$G}y9+oxx-u`S9)N?{A&Kagn+6Apl7-7iPU-G}-A%zV-W2 zA5PMY1!1mcnaQPN^HvQX?f64t;;0Ri$lT0VFrk9^zye-@LvJ~7v*S?Dc%`&ls}L{k zCnj<&H^#W&lB|Hl1Xcezj~(8>QM)Bo2fY8<>=dj>t>ExiKIxwhI2nTZnnUoj;Km{i zW|K7Db#4NhPK;-Qd#QuP@fK;9al>DUdo1If^KYkdEOKlPuHu=A#=Fx5O^j?QN_!3} zHS3h%D|ni;WJ&N%lit&~zAZ>Bd&Mq$`MBWl1Sx)%bwOF5 z$D1dGPxEhQg;Wfqi1**i=WG~f9@5>oFE21Kt+%oN5ztleziY-#_Kip@cRo|s&}2ni z$?j(pplBv`L|J3-tg z?M8#=;f<&f4Dpsjg^^;?#&z)($onRzxRKw$em(^xVX-)^0wH zfi2doX}jsfKJ643C#NC%;%>|BJf+b34Fb$Of2}x`T+O}(g_wByquG$(;$e)7#DZ3^ z#64ctyCfL_u`~m1fVI_5$lXP*2J(n7I)-)St668qNu5O1BKqh827eV-dX{^7i*ZD& zGG=8T6t@>#bqTqVC@>id=&-mSs(q2zaX+qN)TY`CPZ~+jvHX_63=V z;&TNqUbOw+0a8+^y19I~*I2p}ufAnhZz=Azjpti9t0trn{~CtWHlqEuoHzCJn29kP z-|uOcDBy|Y-B0XfoW6~h)F)|vSC11pS-?D{W3xRkibmm|@G52a1foX5JS9Grt9&S( zj}f-^5;*pjF(&%)2*>V6CH+10B*YZwQ@IjM9?sCxcP0-0uL*&Nj z6*#I;_Mx||-1~ky@}XssSM{Gs6XZQmuXOhh`5lwJ34ZX{0HLyj%q7HRez9BG9A<1)e%i|%t_jjp6rN_Vr9{BWogM& zX)&pvLQyCwWGYfArQ~#+P&XS>0OM(t;iVLZ@JSy zx|juuvI&Cpbitd_so5G+@LE3uEBDrQXmJQBkM4@=+zF(r%HQ zol-F0&ubHAA}>b^FAE;ANn`OBqC7iLsM%UonKQb=!JOO9$rrKC2yf!>6O(eJD zD|S~~X;uQp6%Pg6h2 z8UBcRx8Yx#zeDsH@OGe)^@{HUwY?iTVQ7rtg zZ#B{_3CxD9wflN6!$}<+lno*L1#)qT9)qIO5d*swP25yZ1Uk{`>K7<+ONq=^Bu{weY3VB*HFR=Fe0!WId2aQVd-T2^+5bv(zwtHvHOK7Iqsm zp=Ui`-m-!T<&vLvbdDx6=jCdZ%hjNOjWgaashId>HdXge3PGwBt;W&}@MRZwn&*kY zP44qz@?Bjd&1BxNkhcVJ?1k~BqDhzPOgh?4txu@` zGs26)+v!DAI=;Wo70{4Y!`!87H+YB5a9U{7s@_=z^zJtt=*i}Kq{71| zjIE1c$#2ZuE*hei*QEbFDNHnkY-*$)R6&ACEp2}j9m_w;MRrlNF#JMw+wLnS*tYcB z=82Le#5)I}>dbge#7KB}hu@G#=ypez&#VSgBEsa-;^~<8`gnc|p0*sLPS=^(un}MZD z#&Q3hV4`#8a^J=Pe&Ulr##&c>D_CzRI(|S|0^6nL-kzD$#JSd=JGhC!{Jj;gM+$}T z$3lXT7gt1JS!P7$6;qu56vR~B&cyBG8CRlik{~7C8!R78$ME+HgI%LcwElKz&pV|A zX7o))&`o0ucv&X~T-FA0#PaOEJ6a%h)Av;FXtVjf)cm0LR#hm;pOw#AuZvxTVU)ay zJiJaWsWwX><3o4U)x;nANGcd#2$-7VJoK&Fd}vA^OO+qZ>^v(6FI|=ab-OqO3IVUPdgKzLZU$;;V+*^}=tBIEhCEL?MXOnGk)+c%4gbou?d1C?bAxs=l zDf*XQX#_|Ya4I%1Vewze_nYrHoQB(!S+i>@o0eIhJx)Nq|+J`v5Ej}cr$zb%$&kvgm+JVbis^-4 z47QjJR@nZkn9OD($y5ELuqFj@C;W74*Baxb#=EsITMZ!-x2iUqW`*@yJ-cMv$rzv| zifkED08R`ajd3EOu&3kd&Lu_=o{2ENc!`XJa3#;V4eIELI{t^XN*#8tx%;}TxxKdc zQs8SrEgaO+cZ}PnNR$M+vKik^aN_-G<($h*h;P&}J;q}NONOv~gR?bAE+0Q$C>gYA z_PDnp#9IULi$#mpick?JuH+f4TFVjX@LV0~Y=q5OuT?MX;U{eC({`*RtK-vmucK-? zX2|+_JiLcZg0F4;(Bcs~A~qxT%mMo>o zP~k1&PAQ4fMqPN`9ZHrCL{G)4@Ym}@fRbxvr(p>Le~Nntx0iP2r4By~H;1o6tE1#eePbn!8QXqq(eYG=Asv!#iY{L6#)#7IaLi}3%eB!y|ob9JjO(O@7JMm~Oo zjh-_O-v~t#`XB#Qo!!lX_`jZK`^Y4MV}~=Pjphgv8wl`jT!u$()xM7%bztqVdyh;k z8&1ojRgxHHh`DfvojIgurCIc@BUblwvY zB1b%*>HGeA#1L~zjd!Th`uKZTEV^4$mKbVbs(kVh#)H4n1D!Hr#N-XJMc;}Q2-4{A zKW_={_qZ8&H2MY!P1}2xjtpwTNF6Uvy)?zAs1gBYmI30r%a7jiVnKBMz7Maru;93K z&+r5<3%SBEoyxX+c-c~w_r}5mOK%plYQ_2Sw&Jt_y;}pDwmWy)H|k^CXz5GVxC&N( zp5EDfL=OrMtaEOibgX-!T&+@NhDTiy0@@Qx!4V%{bHXOTy7lm;S^Hv z{DK$}_*n8hb9cD^Kka}sDpZ90815^7NJc*GQrn;d9sR5rB4cI=H1pl!-&-4V z-@E==-cmYr98UXuJWoNZkfd9Nks+=Mb+0<$u7LS#9Y@N?sHk_GtDZ~JM~Cjt9Xji& z7}=XV?MA0z@rT*PPIGE#Tjo8kqPq+;yYwn^gLJTWX5G;lPO7oG$_L_@)3(x4Nv(_ltztRLuhlCT%JL=fl+_;h% zr-hn*Lzh1{TYyfwwfMQZ0RmQE;d{M~fxlw=>37965Y}|7d-sSbCdRs_gzH#%AA9Pz zfukba`;Rmhuor>v2R(S%ydJ2u!;yM|HsIyx3aRyJ;7doQ_14Rxh+g^V({_74D4ldv zHJ_8hUE?12seiHeTT3cVU+Bje6YL(M3o6S2K+*cj!2vmU~pzl8&J$ z>Gdn67$~|OluFT)g7uBNH|1*$QITJ`t(9LF1Nkrb1%g?yQ5)8}VyOnpRMD%ml}f<$ z^S$g!X%IOVb^E47km7V?@Y`BL{1lN3G>_22&csvq9jYymdMNdi`*9XjdqZBNWm+P3 z%esdvuGvF20?d?iG1%#iSrj=?lQFBnda#Wj}F9l133-+4m zeCO(%Xw8PWTZs4FAvze-fh}+H8MxxJ{`$FHT<%k(_^%f&L5V`xKkK;wWUtv%} zg4oJ7-U$sh(vMVo@!2d#)7U?|U1xPsJ6n@4$L*`g>1>PEDm^?GP7X5_W@BlgGlNG@ z9;MAkf;K!N!(qMhZ`lMb&?uc93k zt6+-!TlQ~uXti@rr#AQhHlm<&gntXUm5N<=cUuO_T40#`?b=kBDJbQxyV5gog)`;EyVXZEj(`0o!ezD+Qa6s`w8WTg3MjtL3w{zS( zmMo6sa)pn3h2ld$U7UBybK4$6LCMZENvCRK6dycQnwzMF?zw`)H&2^k|Jb*)q%;af z0{s`48tNgdN(-h6=NDN?(O~rES)!u8Ea;L2&Fiz}5ID3w{@5WpzLH*1CVSLT zA>Vo0T)fZO$<<*v^PrSD;-I8e8K*^__3mN{i*3}D%6OsiV8Xf%?4fPnz-JY zULWp!b+0UfWhpIVAGHwCZM5WlpA>R6j~$&Noc522&$6s|EfO1n0X%pc!Nk5R-GU!|jBxj)8%L3( zfvk|K;DtCUcygBfc50#_)uNL-oG?Avf#P2AZTNl z2(nid%NQ84FnBtX#{13~TbIw9$=|0z#%EfH)@6#Vc85bN&9!jP<+jjmX9nnHW-C_& ze&TG|a&fAa22?!k_qIK#3ioL&cDK+1?}kf$()U@=@PyyH9s_Kg@ZhT|GKO>T(3Z(# zbXXkk&r0JMBB$6(QtB29g*W9tKTcvJCnok6`@25cqub?W=ehi`ka}aahdOo}3#)S6 zsGuJ@7-_Im3G$Y9WBq2j@J)%U;Tf3X;J>*Do1;`z(n@7g^r(1uZ0kS8AR~OSA*%fB z?j}W@OPx){yvlYWBd|?N|aD&TDLJ){EQae zD8=R8x(fosK{nVvo3Fn-Lj~l|TPZervY6ic_rBh3C0K=IG{reGkb#n`aeVq*sN)Pcd1x>7#^4XnP$wa9Ie>p5AaAKnB=Kz;CTE4Q{mj;qCYOtM?S#5;PP`eHsR_T--tZQII5#FtbX-VJoriyd82 z%`remfqf0#-W*w@y?(_hra1egeqs9x6GYg$Or7FW$EHp30%Wd7-dEMgwBvfonpaOR zt}Qi1lK_9UvyKTY^-L2Lax_4QcS?LRd}#BjZ)@!tH7fq){Mzj2z(l!PK)+L{HkVVC z?W!!~(Qsnn%g|#g5|?`qmiU>XuB7W(`4?lXl~Z2dq{~E^_2V*XKG$Ezm1-Qz%;B>* zYgNrlN%V^(T(=LVV)xt3cU@dAc^q+A;)#Mb#)7YS-l#P~|LrvojlztPvR?eBHkWU* zbi{wxwi=-)a|Pw}j3!iGRqk5xLl;feB1)1i49M*$-8OVl3xg4Ye;#Pj;g+$Z&4`=V z6K^l5Yp>?!M!m<-bS9-Y`iyu_Yxfq^7~Ut zx!#|XQ|Kp?rH1rHT27PCsb~<4>iFrU1^y$E5&LQxP~~3;_iCmhv$37x>`Ot`$bi&Z zu2=sa4c@ddM+Fm0t{G^ZiVJ74*1sXkJBX>X)fm|?g!xkoTv8(Pb)4nN<< z_2;RA&XNo@ydEwodSz>Zrnh}*Jf3=Jk!o8X#`UPp^$CvO1Gv6*Zo-VNse-z7Ya+@l z^w96#vh~wN0pj_+;lFFDxv_XJUu7uOu7Z?04*MpaJU;Bnh6O_!jIA&mq(|9_}PU$NJw_?u@ z__ynTXZgFw-_Gj8;gRs9;42I4-TYO-rcwjzKcw*qi|fPn-oN9{t){q9Hs!H(OcNiO z=L|zO>0s52bGT@mAuK$+_?BpyBlup?p@v0zh`pcQzP&;T6WMD_%Z%qZDnU-xtG`L1 zNpF9E<3=O6=!lGoBuRju)N1aT%>YIqyZf>0+44=z1FHfQ&R83}s{{kKNlvjqn_|F)={kMb*1m$3v=l+*J zdnwX_s=KmJnqgD7VvN0q5vWU`p++@DIrE3QY^^*7&fh2Zc<4dkS!Bg&FKx`cDTqFq zu7e9}Rla)HGvKJKSl%yZgv6i?O|3#qgh+pw;*B*x{u0UjZI70M>b*v~Ai)UsZC%pw z+l;X7pL%;yz7%3C(~{4vv&77C0cWY_7Vy7+tjelD5)yfG$&IJzP+k@A`O7L6dUB`b zt71ve<<$-B&R}6)*Cj9Y0SPL@U3YZ_DCk}76&CHH!sR%*EfiONkU}E05(}B=Icp*J zcDX#_>rdK$jgdsREMuvmCk?F@1%@@mtW8bDfULrHW%zqLe3D)+g^#-7GIglfuZMqV=;2k=t{TCAT+bfz;TiQLAtYtGs0k?guUM{Iy7Pq52;Hq5%9~=E{W?O^&IB!H#AL* zcn=KB1*>AkDqbJzMHb360`@liFhc$@LCWpQUYpVCCA#~6($S-vZ};;*c_h*t=K>Pg z=t+6v{Nm>_v`&e5JQsb(>04yz|DaAEeC@k)Os|R}Gqf;g&o)Cm+Rgb`^VAr3HT_K6 zE*XMYmi}AAO98*m?e8|5CL!9gOXsbv86wzAyz{rpVjnx=SaX;>s8b`x&+VxA=>5%X z5lJ2u^>@;LKm#wjsI#IIWLy`i+m&C>^(L9>qW3-8h}PJ3@o%>Zj@h`G-we=$%3Or|L8H6$%;^lfZ@qFIoaZZK~QY`t0 zUw`I$w(z?btE?#S&sk=rNYaAL(=4yw156YNq+fsgT?(85gvdw(Asd zh@u&*b6FR|@)k+iGIY?>jANfJr6KLble6Q8n7BZ`>h?{_5TkV*lOSV#r27iG8qDZG zXjxgI%5DkJ7mi4Ku|L}^zVl#~N0ot9N^_PyR65!psbsPrQQ`jZ&0#(hEi8Emzx0!ZrxU)sHoy&{Dq3L zJ|l3>$9(=fp^3pE9ln#l^-wgOw0*u=6IE*mZjS|OT{%Nk7--nXUJum)(V+ic zT*MMvzGaQixsb7baQaT;eLe7O(;faGPKDG0f9-)I+?_5schly&5zZLOPhIP?K;r28 zEhWz_F?w)XDt&~T*G+jmgWMk8d~@d$eFqXAdO4C5%C+FAcVcm9!Veq46@OBWJfs{-D8^4prV?YVZX;59|hkvv|?L3~?l5Gkm57D8$`9-^|mO z6bMf-)4D1Z5QB;DMx_>!iRtpGtPqL{k=Hr$K1#rdSmjdc_9jh>AS4NW0l`JY%4xor zwMXQLEZ&8|?pG}0Kz3ooX>}4&(Ys@CG**uAO_bs92xbsRa`Rn}`5O>{P46yU?V}Ld zi;}fsrX-2TJ5j5?#j*(Z#Zpg|d#MB(haT=e{@8}#&tGx0ObwT9?CMA}nuO-lVEWYt zK0=tJ(Mk)~A`V(#3LU&FLdaBZNSRDBCbZ5~_o(Eu3HJ>*^)`uXp!`_+U5_gw#G;XR zGYQESg!_8q&z&RZ9&lD^6LC97h1MsF z6YNRXWbIK?!tL$WESZ%PoUP20SCpaVr1-3>NRI3F`E8izAD*@m>c^UzhO*= z@YULIa>iPe$TPdc(qWK^6cOXb;P3K;>fVK!_%&L@o?W*r$d-$UHumcUdaMSqZz{#z zy^>9YG>knne9Ry+?!VrxeR>%b#KhyO+_Z^ObMg6^x3UmCpJtYSW*HIks`2UO22DcY zjmu&sWhOD)HR`38B~Ki^;PsJx!iFH9nd#|B)+GK10096043~F2Rev1D?VapBE-o%E z?y@iUNRP$DWM+G%O2kdc{WG$d_BDM@mljFQTV_{qvjr9=r)e)s=#Ufmy~bY~IV!c-BqF+Mn{&Tr)Zp0^O69(v^{z8Y``LQ6H^N z&p({#kcI;FWOi+Y5Ef?ogukw~#MODHsgd_gJZNh?$$6p;Px0!FM#F|^{<^>P?RGNu zt<;RG`(*^abBxn+^ct?QLV3VPA5)k}gdO>tVTDCbwzDs8li{7JNGn}J$B5|rZ`GkD zc#>wajI2+C(Sl)i>M2<)I9;^EHOT@ZUXk_%bOUU#niJJ+SHs!2-|xjgV!$KJH2?i& zbEIF15%O{;WBA0E7?D;BJbN5reyGp{q#MMrmXtivhn5F*!rk2V%^|BC4(nk5sod(5 zUyShZWNqLaMG&+MTDS2Hal)n7D|_@G6`@X?kivLVP@6){SFl*rV7k=jG%f!mU_sW4(ebCk@*;I7Mf@&c9+l-HnyetotgsFgf%InqrN^HOJ389Ui2L+~V&{dRpCWTjbA~%W` z8}ZIBKl@8h4k64J2l$`Kz$*VH;VEidz zKKU~lUrcUQ|J7on(UJ7BMZyvVVibClKD zwisFKqi;m!v$&x?!73?l@qNU^n(8|*->#6soYuv)!tr!)PE_713fISIk^0i4b25nX z%~@IR)TTP#E%|@__=w<9oNwhSCwe!`Q_4fIQ){@zMD$;tYt@ zmw5F5nB_1x-XHM|*Tv%Y{wcu_3bMwIT1-DSLa6Gh_-kAnJ$xgEZ@Xp)k`U( za{0ZmsR$Dc>JP-bHEUwZ>O5QglNmTy6z6xBsiSwMMR@ybbG*M0AO7Y&4c!Wot@&$Y zkeWDi^J11NT2H6Hdgo#V!-TZqJRK9<_0M`7Hld3%GPR+rTnsUn)4$Nc*$@X+?$Wot zSPL0Nc>wOu4Bp8gBm)DIZou_ee^wL7%4y2P@;{w<{Nv1N2Zu1fAd3Yze36b&2J?Jyj&nT#y)N;^2{qiRGXF za*EH^f66&B!OcHKO|bDd1~K*T*TU|v+?og#`)fgh#OB zsct5k*G4o!iGTYeaas%SHh$Q2B}oQ7yMry3YqIcmR5?5JmIl`H&G;Zu0UjocB`3Tz zFkBYjS-6;muC#Sl$6T3^PR;SRiCO?9@lA`aHnG5`6+BzN@iymlzEkn6mL0l=&9!Pf zEg{c-nGn-vhQy##Gk^FE@Lu=maKl4m=wE$UNZQD|Kl>2-Vt@)-y^aU0%QZ)Yb$Ub9 zI}KbwW-?2xnJ81P z;mF@%f>g9_Y=o zlwSDSE5(~brTqdsbgZyqtBR3nw-iAiE?*k6)ff*#JM_HzSqQ7ydrSDD4bqEJ^L5V{ zW4_kK(^!M|e$lQm0hT2+c6M{bSv2&y%l*=3+aUCdQ^I081N@4axz2XxaC=Os+~eiX zV>jWK3(R%k_T?_~ORGNq-IgJBoR>${%6-XxX%vX$3kn^*sf9-M=>E+rki|J=ISQI%#nI7~YzlYK>hV_DCej*+6#l`xJ|eA!AT@Wpt4qs1L5^N2)m>bkkhX*V#$# z-oKOV?gh5!%*ehKc*7BwbRNtM^7yc7-NnHt8a7axoA(g-sRyT;>8Mk6I=DIe&wp`+ z5juXEIErsqB__>1;~wVGQP*VIBK<=RqG#5R|JkMik&ym=+p~I5WTUCG-yVBDjxQ<{ zw}q72CH0`|!bFqnvmuKcGu-?~wJ()T6`*$Mg-Quao_JAb`#Noh5w>qSSGYb`4nr#@ zdY+IRVNzUg_fnA8w?h=)UPBAKJYsU^i5LsHf7vI$c3Z)EPib#K13z(VxL07Ug&q>s zZthvcw!)7cm&F#1S|Ca7>9I?Dc>njmKSqxC<~ZGd3B^!~9O&)Yl<8XxR0Q?CUTDpN zVEN0ZYKk<1qW!ARLrjd27P(^4&}#}>i-PClco7)h=HHR{l!hSH+zw`@8E!764J?0b zh>zX37e^RS5s*K3r&jf`s-KOXkv}HE$eTr zcGkfCwYt7zLRz@yV&@RHgNbj_7Y1IC%uzMlelmk>fr-6(TV;GK;H#=Rap$TIOeYQ0 z!>1^iEA~EomtTkw&^Bl*btd6iSJuist~wwcmU+(SZ-#4CAyPfs79bs1_xoDNAUE@! zYKLe0>bJo~%yc;nPRtv+jj>Gr*oZm(#FnBN#0>!^lh^fEVgp*hZ9 z+**7kTLrQ2j*Wy_nIQL!te9{a`6!f~@`_C3Yzw8# z`jg>)c>dPfE=yb@{q9_p%>W;xqDwQG3Z?JMk8JlhLS5mPML$-kqdj+5!H4A^)*15!urjpUu`bes^WC2lbm9ST49~GNKzip#m<>l@! z+e?3)jZvvA@6ixQ#)HbWx9)V4aNYOl_F_>sXr2id^ACRGYNXtB(6rY=r?AAjM?5~> z_x9sY!A=S+9OkEGl~hpHUh1BigDw%BulqRYXcpD8)R#cN=!d0qUL-8G*E;rmTn0jKiZlgQ^7!V(+%MZheBh&n z3^&~B;67Y@ZHH`_5^?XZ)5|7Dp3l+6Z&>D-A+A86=D4;rkrynYc(GT7Fg$a4gMJDF z+h$$coWyh>Hox!p)fX1vJWwAh6k%Y7BwISEUE!AHm_roZ_#xKbV+$Kr{s zT1hnBJ6wLrz!3lJQ$mSWVQfe#e6gTz0o<>(`P_}vLFsqbgxV<`RDpdfwoD!h7z`460Q@y00j=C_v`Sh~z~!(fLsG6K>HT3qO8KP+3Uv5SePs^NjX-8|k% z-#^fOke|@dKO---KmjA6zY})-(uU-xQRX`-b2OQT1-^K%i50clHvBPc80wD9{OhLU zjKb5{=sydwr$^#*>=_!4rQg-6h|>jGw!`LFiU{=6(rgbeXX53HCEnVTTG%z<(Y1Az zFyZ3(=`O>?7)t}!M_Nq%;FMjj=>Bxt0wo38SBia9hxM84@X>gAuou+`y?C#MoGrHI zrh6rUR}O-yUGKO^o^SZa+mFe0<{r~5D?~kt>qv4HCiKnsvX$bD;NCB=VPgvmdJ99H z9h*sbs4LmZ$Y-EDx8zjaEEQFzE(-@E$xuCgp!LofL+mjN5_~SL0>wKSR;deVSUTwY zN5+_jA3+zN$Zk?4^#7ZF-+i8qU{YR3Xa)sC*MudUTSq$W` z;j}^mThaiI=g!qOY#`9^b!E^CIssCB+_?HY4g0i}Lz8?A;O4JXRue>nySMOy)I$sy zu;2C5E%gYc!P*8QR2u_u-@q&$;^ysXe?qx^=l(HN2qCma+ldH%NU30a) zF$!PoA$RW6CVn|8d{}IxLqt8HFHSi0m?P)lD{6jO6jA@qzbX^1b6&xGb9YqGp3SoD3XEw1&Zc=trlonwWjlSjxM26c4_p5jx2_c z<=kM`k@4_`Gb>(lA&wmrOMbtI0+xL--yeAq;%dh`w?`EgFm7a*zB^(J)4cLC_IFHh zTl%E`+TRw4>op1S^j9bRb{-niah8O-*RoW?kA%*Wm2K(@rZA&vt;-JAN2a!IPr9rj z^qXvp^GfNsM=5-L*MbR}S-#C72@SZ{>banQfIA=d`0POi2YlMly!WI48)b7(_%|2Y zqO97y|Aed@K3T~vRj(!E{XzS|ne7yG^JVy(Wf?+HXgBptyctGh7%RtuAzh{Q;#>dDbvT!?hje;?8{mtBe*DNgXLUu+cyqp2Ei2VJB zuhQYt61Y@|EdmEC-@F^OHV8AK#LYU(5?{pZ&W)|pB~J3mN}KYyRY-=l?E6X!@GW$; z+bBB5$ubY_6|mGK9(FM2Hy7){*x&5GOU|YcvkH6edC`*Ri4`+DqenQy;_C~>hRA3= zKhU_4ZG@jsl^pzLWYMJYw)Iwm260_WFQs%nufNU?d@;Dqf<1NXeSu+ z)^zBki$vVvdBHK8o%TBlc)ZsWwqizOk`oj`pEmc^C;Te@FiPTOQB#~>akh$qfahml z9o1Kb!(50~U8@=3+seqOfO9Ac}zw656Gu~Tv9`>nkF9F?+MdosZY3dyzFA5(PE;5(jvVzmtx zliK<@DRg97ZBEHuV}!nE_L90MbkNUG37agU;^3>F`A*NZ2;JS$Lg~v*aVF=;h5ydk z;?}_9`pb_f`0cU7;o*oSh}a6Z%_sY~a4$6oRqy4}EW_l9Su6aysnTo@QNpXTF6*6- z7D6>AT92=p2_VS*8;r1@!f|(+ko{AavZyn^|!bAUyd9B=Ed-%r|zhPjpd-|)TtA)WA zm^QGcuAaM@>ghoqX5-tI7s=0yC=ly%hEYEm8#;1>0;IIj8@g%7S%L&IX^Or23LPxN z<1w`s#z>tWIn1>B%ZahsytVp|4l;7?zVq}DBFZ)#SS!4HmIGFaW`HI?aX3#g@JX@> z3I}b2X}8IQ+(W-NT?ZWSV_)^h1YVwf?TzuUx_t_aY*ny_-PD*nQBA#`y||J$yD6< znTlI7{x#>~l+mnry2Y6;50*-*=6yB^sXP7N1bK~cM?3wdilWS6&sN{ecb*KXq!d5a z5(boxhR6?_7=slb9=R<*nBZ=RFcJ*ofRF#T)79sVT#~qMPD;}#r(m5;NT>}R4VBJ< z&KdGNj*uSa7tkb<4cMEA-RYmcLupY5kr9H0=MVSaI`GNzS8DwQ==P-?Z( zs`RKnp4q>2lXo$L;Vym8ba^AJ9B-?tQ8L0gmeB`yRRcT}wLLgcD~?6{A3P2HS+MSn zjb;0ea|2Z#Klvy!%<(O=w1KG(A^qzk-}FZo432lMHfbbq>bJMw)e;jtGy8q;a;!Rp zn;YCslZ`Q+(yUS7BM+Z{zEYD)2C%m1%WcS@;!jdegr=1uDi7DXM;3}8fBH_6T9hi% zLWb|y{@qiQ7RzNoq~oOA8FV{=(kId*?;ic-N$+aeQ?D2FYFibHkCOo(Ypoh>`WkL8uW)PnCTAlc`Y zju*uM#b(EQ4`i}HQ!OR;8OsoPu1DYQ9R9);X!jB>{pf&y->SW?(=73;PVMdV8X5ez z=0oxN1+sV`c71KX-a;%LLPys}0W?q(=XSb@gFBnLw12f8;u%wwy`hHC$_bb&xMGBx zk#!=YL#D|4r0<=&QGp1pjuE}vCjy_!$1Wwx7HAwu+!9OD##|lcUUQ`wdUeZ>suMKi zJ#U!%vwxO5x>S&R@|^DE@x*&E2kV+>tY5nQH`PAs|+9t9{lKO34F|*r|c?y}Gg4 zyk7m&>7DaQLl6U6smVIa!x#lQM3*d5MHszeBt3PHCa+O`dqFh%y4=ew!HlwLyMrFhr8?1oQOK7ir+0qT0c=UT@JQ?EZ(l zdqcbNr#7BnJzq6n-bTeX72WvugSzN^le@ZSL=f&zYM#!1BqQp^KG~S#Dj@x{uDQTB z!rg5YyWVes98p*5{XUX1%I%8N#>{;^{Q7S5QX-0k=(@-w<=Rx<{Ks&q3k?bPi3@tB zY6D#6_WgYQhgFaj6_@Jxd4$U@e%MgG#|Y`s%YuC?WpSw}Xlpx14~MUv^btFx&-3iW zRT^|tgOHS!y*{Pdk_DbG&k@kTfoVNp<+5Q@%o`N`UhE=)q|n0wlf@DmVHegiiNU zSK|aIfT|`OFJ`Gj$Qb(ob?`S`WJPpu9!(uOFE-qesuTy|1*x+0e(VrsYTC-jn#+hE z;{TUkD*^FR%*EAq6u5d`X}`sPzv$%+?}Nq)S%A{6iCU$lAagoCw2CeO(#@Bb&SA7* z7IV0%H&Y2DM^9{C-OvI7hH*^vl03Xww%j@&L^yb)lY6fwusRKGeeUOl16;-**UaQVWq;j;&{N!qb1ki^ z*NYDVh7J5xW|Y7=y22IC;($HBIM};f4W^FkT9iyFfvJnb$&^4oaNZT-c&d#8tRG-G zoXiF$Du4EPNA84^?g^Wb<`M{ZJvmaKP!f7m;(AIs_@O~~=e&fu3RpKfHrKbv!&YMI z;k79Z7|EpRKl(RM7pG6*Dh0)mLz4Z8cY+GAe?0cFYZeCR!e;3oEOEd~P;=7p8?jj9m`AESJj& zuvT?Z!(Mojt~~6V=HWO&|Ei{NN^=7Pp5sg19!~to=3Sy_fh-xiD2m7X@EB0GR+b_; zkI{8`hHPZKG=ZXR+?4x`AJre-6Gu>yhBJir-5;iK@Rj$l=9y4Q$i3cwu6#uubjOaq zm>1%OXZD{zy&1*8iO?IxrH`~hV@Al)&yEM|?72O952?dl1EX{~FDY2owf)#HKm*o8 zU#Fy3*BBSxybt~SNfiQCS@ME^VL^7^9lpOJBycCs#Z@~fLV@Ljcx=BB^wN2}#@1%( zbzC_X2JIrK3}f`r=b;D;+-sjSDpH4MEZ^UGOQ?c}Jh$rEOhLH&NcwV}y)qQk6(kr< zkzvkL!9wTFXGZtfJ4^JN3+!IY(;Eb7pvtag*f%AJ!jfm7?P%738P^IcPi-wQi6Qmo zpAiR!X(0JJRS86QFo(01;UVhQtqR59GP;FN5vyptBvjp__{CVwFlxQ5G7g>+0&M!O z<04fu!1?pJV4d(Z!{vC>`%^e6sJ*0blDL-+Ot$8`L^pmgw0V|XW3Rg^Mz=yjjhPsfAs40d?&paP&aCGICOLa?kvsh?w4g`{4gdc3kS?{r<^x@kHRw-1jI4Wk~%mTV`NtCtbaXM{WNBwVgKYhw)f+PC}GYZefPQo7| zv>rKj@vajUq6EG3QfzT>=B@MU#bre}ab=w8fG-hP>@3gaaM7SW)x9)`x1aH%Ou&pG zXat!#ZjV}`*XTEVmcIt>kq5D#?o!=Zia_r4y*5{-1*zCVjQLX)=w3IH;eN=4D(#op zBeRH*Sgdeo*#Qry5)WL&tLi|hYD}WYVMXwMdqt-}f&?wc>W?;75+QfTfhP&A(m;&k zR~Vzo0h@h;oNy}+0B^>BC0+;|EqPw^<`aRuY;&ctM+9|sH=XpnP6q3h*KyCx6k(%~ zi}%#8Rfg|m_rge=CJ?LMt=n$rhGntLG3_@I{tEW2%7$ow%!Ax=e6u!?T9){lZiqs( z?t~`0t^)YqytU-;O$hQV`139jbbx-iSm|rFFj#Qe#4)@l>2V(bK|sF0MQ1Mw$%F3f zdQ6J#Amev<*?Y4J1)%A_8u)vQh{WRYg0*B}WP93jHI5mB;#!~a-08$avs_0P6*Z>xEo9JkaFj3+}wx zWJEn@1h>`HJ}2{Nf)C((B#2(gkxOh zj0}?AdUvqvl?1dFov(1SR0XGD6VJAOB~Un@l-+k32f`mEbfQFeLgvb+pp`mBaF68~ zCyS^+2tk11L>^^)iT?gU({qb1dRpgjY&{vwjxC=0d_w~Hx(DWy%+eBeTFqWw#d zf(nmbbuPRbXqC^hEfbW%v}Hf*$I~QG(X+qy%~%dbx}=ZKA0WX9L37_$)Aqf;qI`Tj zHyB*?$3LM=9O%5MUhoSQ0;N~EFP-Kz!F8dds47SbxLjR0`b%^nDsKxf6-fl#!T36! zu~vruTsZxUCIucCR@)n3G~p(R>)zf{9C%#yJ=gwG4QxJgM_u_%1B^y-i5$NW)ZLc+ zLnBDSzi8Zf_H=o07j#@)iQ|J-$+EAhM{uaXDvRe@ArZ>rH*IB%@xXLAY|{HyEkkSK zdy}v&8M^NlisY&YfYgrAg)Ai+#D{6u>}gPeJw_XO{(JeL_leTW=f$ev_4X+H@v}5I zSQvrnt>lAclgJKI90qj|U$90J6re$}P{3ha2$)*F1mRP;fo5^$p65L^2*7w>t-h!N zbFcNj$(d4M_XZr#RnUPdA-ius-|d8Z)qgQ+L?QU17m##|v`SC9t#W8>Cjq3-9_T!m zq7E#t0&)|sVxTdJ-#nj_4WdSzE(>RqP@7F}Qc#-=gwOd+_Ly(ceS6P%SJ+4crGtB) z<$D>B(0!DjmpI1QI41bcVh0)2GuE>lI%Glcl4gfty8ZtFwb~HRh1^}$-N=g?5vDrqYtEz{waaMefEO`ku>;o z&x$R2SsI!0Msg4wAk&Tq z$>%#W*29F+h-wS3SJpCvRsPHFwL8pk-r`c!G3^DqsA$<|4Oa>9P(E^&hg}g#%oCbr z+?haUamHxlhCWmst=eU@hYW5v|9$B>Dg~p%eT?81O`v5&xI3m0!IIHrxHKb-QopQ8 z3G*y4wod<^q$)6hrylFtwa04k$#u5HYncF6kDtEyWGD+0ynDr2$B6I{{g>J*t^yMb z_wdwN75MRX>qie!45Yteoq7Ak!9BV1)Pqag+{M?K;4~y*p5u%Qr#S((qIOr-_GyFj z%zkv~2@!VmlaKjXaKKIfo?VS>%uuj2xqpJ03(Opz(_b?Sq5qDxM1)z(!RsTjajPq` z5WDxfPx#(th9lJs9mGh0e9$=oel-HJ$V)W&S};nlq?aGW%WA@_+{U}XQL=#Ln$+Fd zPDUQNxFZu)DsWtZ#7>&u=G4b9Q5Q`$xNmNI(KjSy9k=!ogu(To539`UlG^`Pj4Of8KCdud-`RyQys>H%~>QL(LiwN_f~T|30xW1 zyR%HVp|djV)(0#GQq#H4CT;U;M6~JlQ>L7%GB~xYvD+Pm&PE zusvV+dpoz12_F`pY|+o&n@f0pUXPQBo-L#ajM@#TB~Q+%%8AIGMZ(JRs&SP{1E0~n0jwJy*a)2Jj_3=V}6BD={ejLoh zNdeE`!-Kc?8p5(jTM|nW0era(M*qH*2i~0jRMO3bA;j-3bN?_EgqsaHzSxuC!wXKs z%s>U`e7213YS;;u{A(h+f6!pLS8%kZO&x}2U!Ci$W`+&jtqdmpe~hnhaAI{;643NQ zQb=}+7X*A|qB4dgpsmWYGWZMzvCjQ^_+PUmNMy4YD-BN2X=SG?-is07`m10csVBVX zSfvmtJ4hW~n49pO&*elXuM0Q5c|!vp_u2MG5~5J4=1w|umjF)lIRaXlEU=s7Bi~UR z73%PX12^{LAhshoO0r7_dUs>q-$|#yKVBPgty5w!W0u}SYx~P!)$NiL_&!hf=}tct zF|G`Qp*t!uA~<;RG%f5+9Rcn~gpcEUxgj%9eTPT-7TrH2E$MO@4UXz9n>+LJdaQ*9_eoZxuy{`J$48+oHd*M>5mXITrGb&thbQ-*D1!5_1Bu5)4RWpG z23zY_8(K`aDWL#PO?Z=7~QUwhD3F*R%h#qHoeGQnC>(92& z#-ZeCy>`|=cqo5aaoco{3jAf5S&lagfT!+DC#@kIdiKozOzDyq-23Aa@tRK+-n|g1 zl#bMg!S{_mubhNnUn<*-_ue1$sD=P?QZE*qYRiIMxJ2RH1^*-Dbq&zCAa|MNxi-{q z^s7cyZ1-c{zb+2O7?h8DDf;lAJh-j7Zzh}_W7Gs!Q+Rm90V6#YS70m!`!VgI6J0w% zm_4a1uv8KZMtaRtCY6EzbWmL$eFq9mm-tb2QwTYSMP^>LUu1l=89_(iE5aqKZ>cYI zxBHhD+a;A3iYTIQQ_Dk24&*=ViSn`LML*-}BGo_whS!6g+}KI5n;up|Qx!n&e=|>8 zw{in@O4HhZhX|5VHX2Q&lR=#15q!Z`0iKd$g4;T15XTxZd`49coOpbKGi+obYNtzz zlFtky=ohO)l$kU-V!g7&zaR;2GrXqH)0BZd#r1$>DJ$q+%y`>jB?iM=m!i`Ck>H}1 zQ`gH@9T+%X-ju&{dmpF&E}q@14-|t|kwa2Cz|P*hCxexQ>azdCIJF2PF5^bAaBDnV zeivruL)!_z3*ev_hcGUCd5lWUhH57N%|>!G4J zIH)fZ&UA|lKAz_(8)oK*;A!)Bp1Ziwr&GSsR~}HoIsLfyeySL3xJv(5wkZbIQi)b7 zjx@NwR>(r26Cu3qsWtN@Er{Zj`0P|`00zvjOe+HgQSwR@CFs{Q!`Pl!65uZcCHhP( z?9A$bWt~zm;KYD#hVBwMhz1)9c9JIql|hPlVa>)|7TWJFy!wdiW(1?i$E!MGaFxR% zNncJLoLCMX4G!W)P3vOKVVcSiK8jr`B+N6I*h0jp+d0Oa1#J7i&4HhlJ}lr> zvHGqsbb@i!_g=}%A0${2yD-6XP6e9LFH?-uCZqUCVmZ}=jN(PprZl{`kavIaYFwf+ z$O}sJ@1?0i$-NId*q%Il!qw?K=V0b%s_?-e}-%DX`luk1#Zg8dtjE=IMUBN*>$xX#u@)Y&i8lT@bR% zv16ad!MQE9Z$>!EcK^32oHLV#3plU#h-wKG`9Q}$?x!xCrDK}X&oaZ3T$}Lx(T@f^y3A_R)6rr#G(432t z5OUnzgjN451%o|<0|glkjNgveI|B&P&@3BL@^642u#3BjN>fSj9=lr5*g}ICKi>XF zUu8ip+tWD1SRRfpzrS%=6c2))r;Y_2*xrjz9!LF`EP^ssKDR8qU!#x6YxD&%NO1nO z;8^-+X&5>(mT0Oa529(GT`ckU#rIYiO4uxW!-F z=s!w^)UfAkyLPL=UM@=BQ9d0gTPUqg%EkfZqEhT48y4D^gEC)wvq9KON@DU&Zlv}- zLVxhz8vRYccOAt_K@iodW~+CS0`AGhB~Ldpj8RrA3eVwzSE9ShF`EQBnQu!t*g2ro z0|>9(G$2IW{>(ccMNo;Y`4T|kL|$fP?qN|s>F)Y_qi6pJ0PBZKQpahs zkUZE!o~R7F48C*2kqgZWjHrF0|IXxnWbn(h@2alUg+zP4Ux`m-!LG)c#i&RPnipy# zj!7=jof=HAsqWHH{zz!gyq*RuMt|16Fh~P21)G3<+r38aPVl>*`HGOAmKoIZN)2ci z8*KD-Nx-6XEIyT60bFa@rRrbo+JMR1_Obc)f=HZ{0P_}6nPRRvhtMFzjFkfC{&nasR@p3!>ahx`p99t{~7 z@jrV*fsJX|k(IPn#=@*8Xa9CTaIbw|J0T$h=Qcv0>|JC>$~8(C=enuD>Sy1Yw(Zfp zBZ9Jt!xZ>qY+E50wG+s0N3eaof>1NwWXZ#V1zI7o>tMVvtXxy9&2b8x zXXs~{`YbcTg|UI*uasc${5kob9XR;Z7~gA4lLK0bA>HO?A4B#~(!vB84@~L4uXe{S zF$O#))nXYu;I8qtUeQPnvX$#>{%-TY!!~EjDP0&0?*`0v@4|qS_`_d{Ba(1e?C2bh zgaxLzfmMg_4;U&#_e!-@RA6<-V0FneRgex4cm3*ygKy(YHpIgcFq8GAJY{N=u4z)# zH*r%PQsy5lvv`Pu`3&=5{jw_T+Go>u&Q%M<)-6B0)6s;<{Bu2@_6Wk>JkI`yn<5~8 z=vMByDIU%Fzup?evH*Wox@As+8knwsmQl?3!??l_fBoi^5G0?_o`e0Oket8Pbd!Y$ zP7-<1oX>Z`Adh*9&5Sb4T#K_~E~3D<55XfdhZUeZR?Vg82|JWIdUNs@?}Q4;!7Kh; zl2DTOxU{801aT*~pB)}iM6KOLrhj9FV6Y?W(ai=yc+>9HTepITkh9U%XD)6r25+Q9 z;p}DMY41(xL=qLyyxX~u)nfX9L{fz2Wi{|+wxUjrE;Fj{3unGg)d1HDhYOn5aWE9N zHz#_K3d2id_%9E(Ju*`zB(PwR(O2%ux1lWosedZ_U(%?sJUgj46CewByK7kcx4Cb1 zwf0O)4HJqz!Z>VsM;NrMK}p?q+ZQ?R+qL7F(ZJjx_IR@SRiu0b|)` zHxi|h^`=$v9U&?RwH6s-GKkQp?svL{st7CUg*7{T*x^>1g=6Ee6f(d0?fA$?IdESx zJg(%W4`DR{d5Uf-K$yh_Z&ZpQ2U%(B4hJr@AZdPFuv!IXrm8IUaf+~mcR_po76e_I`IQVDS6;+n{n5pfj4_Lkq8N<~o@1B63Ug~3YTg36pX z3HCe)yE!6-N0`#r$%BDRsLHgDy~O|r`s3mwKVW+<-+5o0V{2qQ#(z^ebyx^tetA>L zgA@oGVG^W8iNV88-ujIqZYU4w77PEQ4e95t`Q=Q6(b|KGpM@{fVAuFo;v}CI-1oN3 z&3#7#X*SB+{0J`itr|@5GZBG>whuA&SNWjg{@XJ~DH4#7_tb0Qfhst7QXh6*W=2Hp z>w;)U0WjQhEPeA=8A>MKrzj3#VgEj+{&WXPNdBZ4L_I7A$p%Hs)4LU6DW>ykt)v2k zNekVtSf_xftH>b~Dh=W%qD|u7;^D%rf+@vN8k9%rT?tH42JgD3TU$aJU>sXzeL7DZ zIve{h$z@X^iNCRDpdJst{r-0UB#DSy+Hc)kP7%Je+{uV_Awm_$+e2-BQ;Zmzw5a+I z3c7T-bFsLCg3#kt`91q}(fzy&sm8oQP_)0s;!X`8xaC-Ro_VB)8hN@3ZY<&vB~)0m z;)y(JQf?*RC95L#oQL$@Mo9=)x8Z9sQbHG0r}C|>B1%Ze@$Rpn?l9BSZ(#E)mw@w1{R ziTa?$N|u7=PM>U$-KmLu4VEsn{KFyXwK&>Aye6_cT{X8gtB)4?(`^dz{Aik;x72S; z9UXP#eX1s~Q1$aqkz)!CHQ3(d3B~S2X)($l znkTeTa%bc7R>NNmrcUGZz%%o7-$3^hL5%{izw;nP#+l6NR(gGX#718pYz(H0GQABO?x_?z)7Ipowl(Th&!yMKiicJ#jXTb-X2j!-+o^VX-uY}aw)eLzGv|$$7d0)`2@uypvhP1`2AvQ@PpZxb zM;|goTMu?Sd}h%=rQ^QW^$A9ZY1d=#`z~a3dAy7oc$a{NcrLWv4A4gH`t{B--KuEM zTy{O4c&j>!8%zs{YTjuxQ_5?U!H8{xI%WYi@8qB_Lekx9--oLAtHofe-(} z#85+{wUCZB9wC}qdY(Hl64teB_wy?u&OzJXevUZwKL7v#|Njh^hd&hlAIGiid1Q~f zGwwL!?i|j%x0Dqrd_^d!s6<0UWMrkGpQJ*vvKl1G3imf1zxxN?kH_cp zc)wq-=To#M)B!iB3=vor|Np(Df#hoa^pJ-p{CnjJaz7+t(o0B5%R?L_hJzp3@ob0j zf)lw?t$0W`R50z#GJu(gOgmd11CSQTuIv{fK!y96y1sfXILq0(IUt6I(Yv&U;4&%r z=DPB~nJ_Y_oOm9gNHl?#kZXyyqC{YPWOClg(}vphe>DbcWDv~iN=eu&h)jM=J-hD3 z54h&PDG&S!z^D>zH5%212YsFwGMo&7kiB5~pP35yVBUzi`|1O^bx*m>w(m@=LyY)9 z@;~OW>#<#Lb@ZTGxm0+cDh}{P--pMUR5m_S1sNHSKmjF}-BKh`^`MwT%#HiSKSo-|#86$gGITt; zXjgpJ6#560X%=2INS@H%$?H#p!JD&rzI>ucB2z~rI+F?t<1cpzkyPQm<=Atz*Hm~o zN6OWYRfVvX)E5dS2GB=cO;btG2iRpz`P#I`%*3>Nsk(k;=)QL-y!8W%4p;_iug2)Y z+jCbEZzM>AJU!mw=eiC^#|!m7(3xjm?hy??e_a`@jrOaj`%u8KdunRdSRTk9$vdCi z#X(*EIQK4d3Pi*!oPIa>o1vK=<#6GIHn^m}ZmSj0f|akF=BE_#XkEi~H}kX_NY|D9 zS7@-tm^=DkXzH$UCh1P##NOrY;4PON?J6gZ-oEsDGm=1uDOz+`U>XfJy|WGJSWaC=OO_9>T82vj_ZKL$&WJG66~P(?XupD z4I&5=B^K{xt3kr&k*w(4e~c$BmyJy-N#HvZq_HPf8f@&px0l>AfTw=PEi-#CAggph zrm$NIE@Ig_zLgN6)KvMT`Aff)?!R*)FuyI4wtqk$KIEq#GcO^-Siweq zMyw7joOTdlvt>YXPgI@d|F)Q-jO%xXm$xJFs4pB(8q|@_)N=ei6&w^?(L8+gJ!|fy zVVW1WB3!u_aqO5f7qUBEP)_d_Lfu~-MBJW9L(Zyw*>pD<HYzFcAi2dA{<4JVCqh+G9m-? zVPQ@a)LwkFZt|Cdydi`44VMXU$bB`v*sd+FZAJh zzkS;oUs0fr?QgMS-J5SRPi?ThIz+af%Gr5?3YpJhM00W_Q5+*OIpB*C>|(xubhL+v z&Lz02k?e55?6IH!Dj*6vYTnQ8@Tr4q{Vu&Xom$YefB59OEC;M|d&p{->Vbn!$>_&? z8fe=NktYWD;5Jq5fG|!2w2Ysmch#%G0RgM!{jwN{ShX$xri};MNb1DTm&P!Abcy}= zJ6%}BIL*}ANMGNga`(YQtXWHkbx@ghuz)5%6q|&?Dz?36cAAoB(`%qlByiP z&l^kv*Yan0V-gPjsdkLdSIGkVhzPCwC;?p0W7EGEn!w#|p^JTsa*!xw)Ov1Q9N7+w z9XqA0h?bu`*HAhs2VMr(gQhd4m|b54qHl&{q2IK`m-dSt{2^wUQhJZHe~2vS)*$FTt1PF3KRaw_hZ#e9(jJ^r6s)Zg@aXN2=oU z-!tOw1UE%r<3rMkp_JiDB9t913TXbo2iFVJ4qiU03k#@MfXT;;sz#IuZ{vu-Hp6Le zhk3?up6zdz`=$x5uS>)E>(-b%bb?zC%BjQDX+F5LtO{)PA!(^Q3}C*8+nl$E0-LE2 zfBC*N3O4cOFd3DH9`u~sR6_#(TNJhLpAZB5aDU4+MG71sSl=@BBtmACG0$72?~I6% zv^Q2Z1YpPC8DYPHMcL6}!9Thbpv(kI5>M3v?Cb!pf^(YrKRH}Q0KWtT;6|l(P8vg- zhg594nmp>srgIG#D8h^1J0sY;#eqEdOdud@lUbZ&Gf(^egFzMe_xxqJJWSqkGEnX{ zh5BUY^(XpT@S^56?>R*h5aZuPC78>B;7O;|@iSyN`@nne_TRdY_GZ1ojGzRok3?i2 zSh8}aE#CW<<_6Q6w38#%eTykhp6c=3t_sWdWu{IfsKDBY`R9K!6lhtNY2a%oz+$JW zOaC|pJSq&>pAe0p{-IXsri~^Dkt=;v1;k)5#d`WtgbYG=9?r&G=R)V==OBDW2sxfNt>T)^!X6=bZg|eSft15gU z+D~=~(;?+*iL6GNCUC`6Z*JvlgH){Brq8rG)R#yg2T?(Y7(b+;<-rNXx(ByrP5&@k zuBg|{nBky=;Jj(c6os5bv30#yFH`CigT1^mv(wk5tZgyo6!Dh;z`W?}%v*V`Tg zmnf#kxeerC^y}ALhYMs_YKqJ_lC~W_{+hezF(U^xcYB7!DJpR0_7i`7aU78G-w2k3Hs1yBI=m9v5T}-juLGx6{b*OI6bSITNp+eef|Bm3k|{$hEbH8V z<}a%OMN|QLhnE%v4et%xE+GX*vd(82Im(dmthJT@2&;EF{M^|uQsF%3_^DV)HYCyU zeo?eT369z7K!)vERd63|~d+LL+ z8t~NV_6&7uz{-IFZ!33gkd+TH?CR!)2fL@5P8(4HRYW{KqQ1dsyI{_o-lqpDt7DkN zW80Cl!YXgxX-POU{P4ew-D`}n3Ri`s+lH`}pnW^sN)M=v+EBJa7MJ8T#AzT6aMhML zQ^Wm_8K9NWBm7$dReA5T`#Vp8@n_4;`YW;^{PQ>=Glc@yo*VAjb$^&oI|S4N2E-5t zMG*5}t`Vg8)K!P)Q-CsCHFoBX8gO1!I{B$V8K#C-n%r_(`>nwKy5EQgarNC=G|{I3 zckWu)ha)tApPEY1y9rQzRWIMkRuy({e{Ft%A^}O>B2k=G8gRy1?r+r8Po_)l&Rz4B z0&t0aw@;|6HpFu!h-}S}z?-x1@Q5oO9$0&wkS@`MiN1QrltL=>9?xeF%fZ3K(!w1bRHNeEe zvtd1z2v2s7Pv|G9qEsgNj8~p9?C?xd5nU2R>6;!I&DGg=U*Lya;=t15q#&4}FEFQdg@1uaH5}G@i@6lw=3%YoWq&b5M zJMeRX$79KGu(G{MGFB48@CPfcTy;U1r}lkKt{BR>rtt*xRUV!@X4y523Bzoqu2|+Y z5d_Dx|oz#C{BVKtxiWfS^xZ@?8_~)i>9!*W)I)cCIgPfSW3z4XL*eo zK`i|R4es0XZe=p{VMel>myNCuO|(Xp3*H-y#={!;C2lT=wUX}Ms$lsiZzIof#|4Hp zdajc`Kn0VTq_pn$Y^Xmi>d!twG93L}8G3lq0Nn0O^6hkB^{>yjm<~%UWH5i_mW0vZ zPWsb@G;S%dEjF^~xh4bS0f#M`leBn}X8{;M3Ig;x|bJ zB+}fP0<+kFE&6bzP;dgHWBSm~?K)Vn-CI*VQ>ut&m720^eYeB#*BQl#WelYEwxYgj zIk-ysKIT5A4I_>)wQq+CRN`Je8CoX+e`v#B<9a=ymF`R&FyVxxPK+A8p938eqAa@9 zs6d$WVSO<*9H<;6-?tEvh24KgxVM2P?jCC%cY+R)m8L> z)5}`${1HywSwIB9%IvR#dJm)NW$t+BxB(nEAjcIPkAs#+U1dGX3cxn1w~F5`faGKt zjyr~xVF;`8^7`TJkT?8Nan(}=T#D2y?i)&hejDelwnY{v#hMoPKP5r4-nnhbY^pF9 zyWjQ)BEYipq~9XP5(61;lwYixxW_5CDx2`K|Kbh|pkFclYI2BJ_rf;vWB#f;#ek-y{FS zz=u_yT{dQFaQ>-r@^FF`WJPWhcUNU`2q$eRtqc$3qT@Bcj~hUjaz-d#${2h)l~k=* z`2;@{ZU?cv_LM=Bt5vH3U_;#9?ut`E`e}8@uRnN5PYepsY3SbqYX`8=e0c1Z-#iER!Z zT%y1)BQGf2Y6Ou1@2k9n)L_7quGmK)Lx>@?AMC;pK4%Gn(2p4Q`Rf#Da#VY+ ze#{V-Ji`rx`Uy}q+WL`ND2t@lg7uDdvOK2v+kozwe~g48b&rTiBj6VM>UE8e#d}!- zZwKQS8M4prXN#U<@x?2tk62Z zf({gTy(=fF>A)ZInb?&*$}nn&<@!^igq9?D1iWj0ry}ijfR?vl-X$Of96G%B zYlKW;_I5DC)er|%x7a^M^Hd<;v5tK1@`o{0*QFEhLV(G5wmk(RG?-o=?Zw`g0M44+ zi@s61pxcIZs+m`UgsBzEjPwu2Y+ILS?Qvru?z>b{dR7TMHlZ<60@~9m%Zc76UcZ%M>BPj>{ zjV_oYUdzm;6XSU$JzI?IX{jK_6H(xx+G}BT3hs^Eg68E}LAXtCi;DWpk zXcl<$I<;`4?vj@BPe15j>5!mvP(TYB@I1;*pUEIBq5g++w>reOw|=!PAww9(tK5Re z01^-=G++757`^>B{zii|O6ZukzPn!*cno&kapF`2FTBoiiL2buvFXk!9K6P`IM<@e zJ4%IU;FA$aCW9pLR`kh8V{rW0XXSO74A_#5b)6MC*e2BxT>gv-R~FXRo4>L8()5z? zc|~CmIv>SjVM&Kmr`CpTB&d+eITv?mnF?C^3HSk5GPrH%O`u~MK$Yx8vbLshncGgz zXF?i^*~9t_@) zEWB|-7HYdE1Z#E4@XE4#QhlE!Sg!0#sCAG<2j8F@cec|(bLWc9JA?twE|Z&Id1RoC z{PoOe3lY|@Iu`4(crUpv%K7IN0tA*uUJJnCptQn&ak@Ydk&S~T>jZcpa%FqZE^#pk zW|qDB^@t7x+&0Ubrs7bxVQ|_qPz%naUdvhe$O#8Suy^h33Gn^r)FHi68Wc7gH$HaM zha11l*(?&Yq4+y;z0P{S+x7jgwmuPHD($!LuP7NPpqsgdoz;Oz=bY3ue_`0mZ6{fr zLIBN_6w|I5O<11y9BHfEhBWlP>#gxhqSs>OQkN1HfX0W-m6(===5o$p^%xbf8xr|V zGNXdE6XNdoSzvrl2OoU`1{BN%EBUKcQD(K<0Wk&#q-k|}){SsOs@YqEtDRVg2#Ni4 zdrlbbdS;QtAEyT0(ZNRo{75j_-0a$LRv%($c>x@XI*>kKa%tRI1L)xw*^~#in8{iy zCiWr>5Wt*K>F!pCRki99`V}NNA2jBiktqW-w*l(MN83;ZG550fZ3bxAG$vWPnS!lj zGogazA4Y*8H~KO-AwuI(=waUxX0xg2li4y&DC5yw^1FhC)^~!OGfpb-?Z~r>oskL< zkgau_JBtQ$JO__dXB)soLhXP?kRi0K63KQyanNu#(7OFTiw^=1TYpGa2l=t26cN8| z(CVXo=&y|eh)439R0+#~xEdFA;*Bhvy5@IvphO46EUguS?rQ`2%dlT#l`a7DQK5Ds z9U5C4uCp&-kmY$h+9Zhv3E$;}Y+NUqJ7N7dOFdwF(d)}P5+q2#bdgWyVxa@eo4 z0cr9%?GIiM;820t_f>H%l>2jF_<{ii=&@sL{FE)`htF~NF+oKz5MitSV z-Jy61C@>Wk&1PW0M0b=W%-P^RO}f^z+jd7R!*yfO3IMTrC|{y^~C7Cwmc5* zzP(ZG5J!Q$Di6u}zjAP|+d@V@h61|>-xq5X0u0w?>H8ff!SIz(_JB$}ygImFb?!7C zt`uMLK7Eb`)~CxpJ^s!E9K2`v{8*k5#lmg=(3>_^@ZPaAgzcv?6dk%0 zrsOLJu4!lcx@}qfH}=OhMhXi!QeOM07y;OXo>zzc?qvx5zEOVNLI!pT6t+j$k|9UH zo!%Cx3}=`2iA5EvK-rPK?xG>au(vURD+m9XF_Z9p=kgbBkTM)H;OLZt36qN*cI)ym zu7fT6-POg6-f;iE_b~xxv=ZM3>9QjZow3}n*h&+DHsSx~FXC8Unf1CL z;g=d*%wUG?Gc$t&HaV4i4OrNG{Ew+qs0gv@!yK=)8SMrV{U!5Ph~rS-f=*52X~Wb<8Fc~HmjTB%nr3u(ND$FKOt(bF15vOJs+wc#mPF3#D-YYngdy*j8NYU~GMXzlrEFvJVXx34{)WrspuhO#TjLqr;3)P=0YuqB4Dj5 zFsE4|0@RBe3*aD$*2|a$76-{FAIsJoC`mxf-i_SdztoZa!a+KmCnL>4E62`4Ie3!V zB53wp8TsZ6Ud}I4LApm9LM~ZKqPTO3W714MbR0Jp5u~CRT`SP{BP^tVKu~te>{ol z5l6fwt&{G%RFSCg@thYGL(Ej(Hx6P^DoAvRIg`pzL@7Gtr~HZXNK_4DUU2j;lP>^n z%Z^JUYU6$>F^mK};&N^))fGjU+>-k{;t2>&TL4$REl6DIdrU^v9ikr+P$DEPs&Z{m%x7e4^2#{>K!f z*D#-daYO)B7lym|?T|*^@*{cMSF})D7oYye(>Qc7JZ-gnL>Mi7_z~A3Lq@)#s(IoX z>M&z;J1eY)g694A`5(JQL6uzvb_+dNWX^lf$({>`{yWhcvzo4e!ZhAw{hm-psf_SF zSS||M@!ZTe{SywIH&&4}qRXMoXHsA7##))R=2KJ6YP^W(Iqcr%j7QV68!fl$WWf5n z%Fh#(RP^)bx5M0ns%W!U`u#lxS#;xSNQ*qXG74L-&c5Y`MRU{T4T|%+Xn3~2Ze5NG zD$>mjFPq7t>!QGwSLahTSt{@{#Wo`84GYpD6bikayRg6t!FS#31ku9Dr5&GrWgwenm0O!<)UeIw$2(VqUY@rx+@HJR>{yacC5~oqv4y zx`#BVHD^6Pzefvdn>0TAnR z_M{4_!0(ubeV$S(pxnc}oK#Onqj6$QX3PAjH?uN<;-m`XnmY5$0(t26ao#;mLqM=N z>`;AE8DgXwpLk_!z{apYWbOfF2p;-t6Ce8r^RFjN<|y@G!Po4ck1X3{0sC$eFddBeQ?!ZOC#S%1?lgAR7qY3m!N>0s=aUv*iT05zUPYb-D7!;N@ ztlE=zUlrz)Tu8%~5}=RUZGkCG;Fjvm{(L|O0`K_0rGU4%=Aw;EXDJoT_`!ELg8;1G zUta8~qJr-0BjqAvR3vpwl(CMqGG~!mrzh7~Fxnod7yOfef(V{}xseL6)pPxm!|C#H z*H-=a+$ky?=$I2p9Mytnzi49*xjYbTDeq#PU50NBfi&;61h z9fI|p%1=cPU|Q|Y$+ctJV8J;|op%sL($fl$9j1g)TmMG&MLr$i4W+qnpH+g_$9W{= zreu)3Xi`Bmn+l;uWKEvTwLmf4DS4dmAGT_VvUu%+EHI0~RZTzwol&VYKgUr5A-Lu&lX@`z8a({mzI8irZt@fYXWU=m<#vU`FJGJN+QFRLiQlXM>z z?Ybne-@Ycs?o~q_PbO+kv`N8>O97SD1X-B;W(c->R3U9E$@>d$ALiv68cGeP!RAhK z*1re3z&qdN?~a&YyqDnfYS0K`XB>9tr7mGGEL}LAS7cNGjyc!&-hP1v7p8HFtZQ)F zH74l+#&YmPN1N)lNg7nSReOFHk%9F5`JPycoV-AXq)P9LtIY{$v?Sfm!D|vv-ul;harK=8J zR+4bfJ9N@-KM{h4a7s;{2B0TrO2qBB@Ynm)@t;S@Aib8;r`sz8Sz~XtD%K04RI{N^ z6;(Q*bN|O6I!%PICcQU;97*)d^R0$offiUSg>b6#xRA)uSa()kA9n9_bP7pk!jH3; zA0Exr0mFb#i)20-uvtD%c=1IYhS!S*DP>8*g@_E|74~Ldniqi0+YXGBowVF@b&JMz9z(lRjup$rrmTQ z_(E3cwe=tHidVzWB4Ec3A|GtjZ=xT`T(@LDneUIfrc#bzSq!IHy0kooc@_=$$10jXXY0ad!nb~>(=y-_ zxUb5jOB=ZHw$Z)uOlYi&+mOLegL)pDSLBtv4elIknPf@<&y=X4e+O@Q~ix_FD;X@OabP{sOb5k%PJtIns6W7)wEG-S3Y z!N`>Q-9x=3H~>sQv%f`B9SPBqfEzDE?kD-H!MLejV4OY$^jlsukHss3#s0<3c4ye2 zLFG5`$smEe_xnAa%~V+0*+ThOs0oi-dq7Dn#(m>Bytqm^TuV~T7 zW#Mm`s)jh>{LPb|0QC5bZgk}T^ylVH*LFl3Dtu;3kAe1?9(&rBsT3$X7Ga8u0_ZYuc zYAk0#HEoAuQ70961ojpr^{Ap#mRly)ryD@L@%I}oPbIM~1P}K7$Z0;ThBqfe3ICJE|i}|u%>L^`I~1T>dihgav^wa&Pp-PWT?)kBAA|e9lptvB zP^97uMKu2Ok6YPE6YyM>e$xAf6cR7kmlDn80wH&QQ`Ne!*reBcspCdO0AclY?xvrx z#D3q{84F1i+P_Kgd6o|J9sU!f6HAAt_A&A70eN5x`E}TxTZ0xciQK8Q-;QskZ zbtq;&U1rl2;n4jXS}1E28;qph`x+yPw9mG?jQpO(4b9gs9<7vz6xU;3hJ(_`Q#Xr5 zbmanS{u=pa*Bs_|(PfUMDhxqI?PeFd6+w6LMlZEa4SwV~yey5Afno{$?+a;aD|zlR z^O$3RZ%o|K)zo>sUg6O7+k+GoTta+Q@~;kmIzAntVImDzZE~~;+GI%m9sc@btsxkB z6gZVsD1oBkp7J9p0x+Pc6FSc)4g|B0e`<%~FmGl4I?i3yWSV=s`T44gOOcwDXGg~VFsVV+fVXgr?h|FByDd_^=Wtlkh1 z<8yIstB4fXmnJkkZR*6+819BtpD0w<`DMm*Q2-3g* z^arxw#LoU-?~7MFdPzz7!ts@Vq2dG7h6^LD%f81uCiP+8wA=QWXg&n#o&*1QH9`8A z%dQO+0;FxK`|6$f7mGn=0*3x#P*Jo*s&>|d&2Ev|yN`}zj-%yqs()BO7%?*b>r{#1 zCM*%wh%5;GdR5-_LLX+1dL#(+(O|Lu3TE(85kH4^)+O@Ml5>)f=Tjo<}&}enKJ!$qY?hraXN^obOm`2WP&%08HBC$HIZ>kX| z%%wkGpPhnJnoLuZ*m_Volj~4f&kJ9KulQYF=_S5m5AKM_>w{Mc$^5;O6bKJzOB@0b zP*_+!8T?KaYHAVhGI@pHS^qp#ngk#qVu#hEVr}63Ek3%Ym+S3J?-S903KJtS zs*WjSeHMj+I zzc)ypj3!A34Q*=_!B?^-0A=%|RZA8ZxAJmO&0x=>(UKlS@6PLM9?^z{_!`UHS~e&X zV;+ny2!VTK_xqiZ9B?mUv&!2=L0|jtvhF)QD9d`R*2IxsyCE#+s%9Rpaz%Bd=GN{G~)c;L1zKV%9l=52K1fnq(*-nPXBymM1_Ed77wYVM>SXj3DzgL83`5R0zHUq@3xKd>83R#3@5@wzGM9rxc8!F}d(! z3J_Qsf;keySg&Wjg7*s++}pK>=5n8nT01=5RW~Uk;@;OyPlkK&&G)fiq3`t}17b6l z3pwDV;#4^~!iMfIg4ZIs7O{cOb07Tea8m zF1eUEhGmpUZqJ~|z=dHvS$aSY>iDh%-(D1lwhMV8Q}2Yqgpt3*5t_x$ZBvx_6vzj= z*7Zu)B+TMb^J|xTYm{NH$v<4lgtFpa-`JuxD_)<|;4HhB0co!{JZh~Ozzn)#8`dS! zq573bx#Jx+=pUf}o6+Tf7wcC`jtC3VOfAOx3Rie4RvlZ=FpeLZ-*(a8`VUsZ$cy)W zuMXo@mG2kX`jGY^46po1g{Z_ry9s$B5Pux1cKt4gd;<@TNj|0l;j1057J~;}@gGWD z`lAUy-X0=u5?6sUH{TD-oR1i13>(@xW$WVHGH&!lX}RfzJ=BkJ~&5Uf$E6uczE3)XCd zyE#G(h)5)NZjxW=;qNPwC%#bNY5e{6nsFU)9f=?pS*t?B?hHd2K?)+MaLtXH_~7h? zYDvOwDX0tCvAt|R0}e0dcsRF^z&>wa*K`*6BLvt8kC0o1OjN`2rzf=h4F)@W>^ zL3Z3KqgX>FWZO~Ib1#_%J;TI{h07Fp*3*|F7c2`CwOYt^u^$+uNpIlm}=}U;5+r3D5377JI*q1i^;vH<8Q&Y}Z|8*T0R^ zxZ%0m(ZhaBc;>x$xHj?&_D6~`?t4rUwqEfVtU03sYNyY1e7q|TTUL{v=Gbw7D@;Jy z^((nKy=CO2&mulLl~$TuLWlG+)4ji&bRhJb=9eSxWVG)e^}JG&7MN~!<~lbp(Y;$G zf*-%JV3OH#z`Iuk;`44p`0!qezoVS)9{ zq9Df1T@}@!07E{nl&*edfWLv>yX>|fScXJ=)Piz9}j(p6^(F&eXl7&7AvpF zN|^*!KU-5^zc3_(oV|2gR12QRGb1`55g_p3W1W%`IS{&WDY#DkAMU?hmZWAhfcv`c zSQQ~bg~7V+1a8YD9{7{{@6**eJWJwvYX?yhiLti{`%MT!#G&2k*DOWhW0u<&?DC3_ z&D0H_{6vA&#m6zPT8Q8()1^{=K?u4DBC*rrhLBsB(Q0*c1dpeN-7vkb0N`tSoFm?d z2R=)^w6Ku})n--tr*2h;o_^BxgkAFBQabh$xk;gF8C99R6b-P@tBw1-qz$!hI_F}g zXYfKX_PWGdQplkro=-HF0gG!jUY<+Wf-*ymDN>w1V^B=)OM)A+TNG_dcp zhJ@bH;0y}pe}u^cBlR0gTTmK$|J+$hDwTpZ^1N4#3m=FLn|9XNtc7mQ)hM#7G@7rp z$t20JKzGYgyPFZ3a8~rXA2D|ZTPHQvy>&YaGG|U~xwoGU%-G7PsV9rrtl0J~yN}Oc zN3_}=GJ>>#;JxkIx0w6b(X$S#2(>g|tB3JNx+|b;*7N?JMol<%!hrW`1{pRAi^sLc zNdx&pYJSN|A8l_Rn!4@TgH@c@)NFmO4n&ipgl9S2m7dZk{@+a@6f83<;k?4lX~}6b z7g+@a$%W=6n_uG2ce5(5i!ni{zNzrK*>CJ~Y{it-s00)u;Ftw_okGJ3XWre+f3#m7 z<-UCGyk{F5I!*emUb<7^=QX8M8D3PF7Zs65nA zQTWj-TL7+p5^F{$s-=hZMbIqaMWXn-@BhtcX6^ zIg+E4e&en-`jJ*E{${&-eYLjhAMEViz>e)l`mwWgqDEGh1QJb%Nz6CZgL@2zeCd8o z7%+LPLc!G`*nEBIzAZeU_{GvrfWQS}(%-M&4d=0=!mUs8a};3qkn^!9;xJAymXfZh z5JrA^odHBA6596r(RkrC8vL5f_`UtRJOsD>u+h2Hhf6O-9|@JAfn1qlUdcEQ(5G9c z^;%a!=+Hlf!|h}UT#Pw6%3;8(7HVbhggEe&ootG%U_r9D69>)_P^_Uxj8e}J>?!|_ zW@AYWi1}`ONV-!EzGMXJ!3hd7P%GI}JE)Gd{rSFrxWhnjaY)nLdkjly7jP;_;(=KM z$71e4FZR4YWA)^FA|ifF#ACUgcM+RW=(Vow z^MW(K^gbCbYTn!t6!L5x(rFEy`g)CqY<8tECXSHNRsSN@PssD?<)ea|cJJPMM}iHcuyVi+HPJh9=g4TfY3_X6*0C3Hh= z^#}b!Qt(mEd>}4c57A8uy>5>&kopf}m&|%SWEmQ$_QK=dun=7@=n;(`$l9^pWkF8-^RR{$h6q_Wx{Os|kZs;d>dxDU55H zRCbq77zr8JNs9IMVuatf<{#>6pqN;y!^{{7?OPrDK!E=pu0*hiw_TQj*?~rN>Bj^3 zS$HPllZ$9yTCWQwzM_XHXx^qyYc2#Xun3r;76nea%k{) zm@>viKT|GOMVivl3D(*RTXyQenYiuIw=4A!{?LUfwug!m&q}u)iK0O3d5x`GZi*tL z^!=SzrWCqTS+VwZmI;!!@lthmn83I`+kW^vf5xv%FUAaqaM7)wE`e)4YNGaQ;noVB zB1oHg@P6}{4pMeC+2n9$0S}Zj^CWj`qLRM?Wm%FW`0N$`v^GEw{pcmP$ljJlw&rOI zZNZwTt3(rd99BcNJuYEU4qRjs8s#+Itcm=eglu?g)QxQ}Ax|kJQIP(pFuj_K0x)&6 zI9xNBGt8P)6WAn=B5!ylT9@d9iR6#&@5_crsQcCX;hhX*@g!*V zfeI43c)R13nY|vG2g(h7S0;KeTi;+8Dg`g%{X@$S&=KXImB{2{7CJ$(4I(Cqpui8O zLMdlhDF05I-aWD=x)MDiaZ64VJwCtX=#hFl%ul|sU-mRaEhk@y+}GAZOZU8NAJxmD zz)exJTk z3&oo|@~{kM@a%AY&Z%f7y3mv1E=eMxG=B-MrNjcJec`j18A}M!MyL(rLUdFn^gE&> zZUK{C)ww23h=}%u*yU?n(L(a+Nu1eq8MJz?X4>Gq8Y=w!hLFdnh}`47lQ`N!NW3d9 zAl*y>@v6pMEA>`Fo~m1A`sL~9Si?G_3ttS;eeXX3veQ)5rQd6O4wC})p3CdktrJGK zH0Q5h>SUq+0RRC1{|r}WJk@O&w)fuKIS0o%$2!Me^}j2X>|{jBND?aHMTroS3YE%E zb|tAKEB_~ns8HD{lp@I$>l26o)b@E>}~bTqlK%e~T{2k=UKKzGs04 z&E?T>CQksw7Vj%R{P0u9H;x^@40ftxy|lHiyc z7{4FpOIcR}uIo+oEnM1=_gAyL@Ut|8R-Q>ZUCfL4981c7>?MFGldFJ6fmy3p+f*Jqq>fs zyUSRn#TzDnUlNkgJ}zMC&j6>p_e%4h8$!w&#e7;w4$VCKJkEZQ3#Kfd9fvab{p!)YCWcT*GSv z|H3tG8gRrH@rg#Tp=#+l`6QzS%%S<(owxWZ9(p3$gwIh53V~A4GBt~xC>bN_^phcP z%%Fmhq5`a@@A0!8GSI@8C}t2Q3!gb_cb%=?oNp8=xYI=*4cCs@ntgnYZ|!w|v740} zC44$nv$}^4c30yRZ+wt}l!O2tVMAG%{tCRb=18P% znJ_3k3ODcxq(JCz@^Q%<>L4cUW|7;X0#;*v(-d`Q4LZ za8?0s%1TQne_`CK&TCa$%?vHtg$guw1_tTVstIyRjaV;3yb zU-k!(GK@diP|F8@QufI7M(M&>)KXpT3pxyv_?WhosRNhNV>LAuIp|Yg&~KeogVFHB z3z9k9fG2IoI*e4|@$byZW)mhfsIv2tXQCGH;Jmw|r!yD|87;#wmE2wzXkO3Ti zc4=v4{OI3J+2j}>9mo#b(G=^*493)x9jsxhP|)Bv=8-If{5`n;#T?Rw=aCW{Q90_M zX>jaEIE4gWp6bL?oJ82j?lI_7)`f4Q?zBH81n~1v`|(nh4cy-U2f-sssQmy-`GN~C z=njUby}7Fjd5fX5-+9Nec_-Tg%1rVQC0fj1SVo7C3yi{VPb9&WTW;y~rd|jrDew(G_+3dhj5*+P~h_AS62v*#*6vstQFaoRjp?k8R_084cZnYuEDoyaz@1}xjkJBGK zMif?pjcsnb2}0;U_E7d%CL}Yjb5N>H3%FiqFO4s&Lg&Lbp`UR&x>k$zXnx=TvvC1q z=3jJ(ZB$>+&sBnC=V2e49Xv2uc;qm9u?WnZSvgcF zppoL|stl&hO#S(&7yh%W5Dzi^HQ1mj3Y?rU$bv`2TQ zp1+~M;{v;a1`-*TKR!+3eNG3-g@=(Bdgws;Hysu_y6>;xv2Szut|}q<^)*=tlv$N`80COd2R6#uTy(&y zJ<90ou|+(NZe067SOwj?M$J&arh@E_aq~KV?8m;&62E-pP=ltlf@JdXbv!$9kR;ql zhucZEyivb&pmzT!+{Tv#vaKAw7v+rM#L&qoBTOF*d+|(r!5?__w$z@O9(f4b7aJjW zSQhrnn-`UPEMaFZ#pzr>CIx8&s(i*1s*v6wI<>Hk8x%>-mewI6K-*w>ABG5MMnD?cecQ>{$lUa;+)nyi&pE8GuVc_Se^W17roS&$%fWPkud0ZR5EzP|dSux875Ck} zI$BX~1i_t;Durz1LA~g~bE`yQ7*wP+eq>Sr?VBwR%hZGO*Ecj?JIbJQ&)Bs;#wkP5y8~9IerZFzNLZU` zrzV7c-cmBqEd@V*?K9{VT!wE^Y!E~EVKmV77821berI zXgRh>p*Q^7>vPw)g1-gpMq40V9Ko1m>oVw2FneB2fm;VU_ii-bSJQ^> z84<35ciQj;yY3+0LWM)lowMJ+vjCDQsZ6nZk4^nIWIMH@3NwdoxK1AL#++)xh8_G> zfYWe>VJ0q(N-lieCVyNX9_L#SNF`KQ`Nn(q3m*{%oI9tiiwaoG8!oMn%{q~ z94HW8od*T7V>qwko9mDKl;Pg?eOC?pi4f=QL#)ar0V|o~C0#%pXvJ4v$Q!GHX@+pd zzVJ<-w!{4QRS`hl&&;L%^fKO%#qQwDq5~%fI}BCNi9`L7QZqAVHQ*R+A=}50;fDS2 zwx1&!aG4fhly8awjULjO$B&(JrHgPI? zfBlF8)N{7m?hKcJn3WCHmQq9TNpL$b^o$A(%BP15I9L#SLYahphXUGOeE(i?lmPP3 z@cDC3{U7$Zv6eBsp$!Kf?R-JlD}_Qkt>2`?3c?4nOKHe$DvFrAbI|RQ2s&dZ^X%Lu zRcJ2#cHhH~0D;i)cy}QY8fptntKFzb6>C>t7?(jlmeN^~xiTR4J3ck)DF$6eJ&Kic zt5~7RhgN$xSqNB}ojPaRNs9I%DaO21vc5~KGfzyr(Qf^{jEPrZ)M@RXd z!agO4rb=)>ENjP}-lN@1(a?jBZqu`)zon67{@{yjUR97r?>wJ>6^4@0$q~$pfV`GR5yteR@B!AxK9Xy`=3ePp>BDg= z;-a>W2gUP%l819|PMsmZ?~7H7bM=_@t?2`i0;Ba>5cz)grGJ1^k-T!z0qwprThOtzl;m7HFeYb!$luLY|*HFD5DuOM9-a ztIkP)h2hqMfo=kbJAB_a;v)#P#$~mq!=<5Qj~o-)MFqOETL$qMA5g4?Eb0!)L#-K0 z(-1`*nr;=k1dcNx@(2re-6dHVkT_Rz-GBhQwnqKSwUUL>?1=B)yt1G=^m^j>kTxs` zyuEznJsozfZ|ivJDF$YrB9GOWQNgTI^y}erI#{jgJap7q!}9g!^Kelm*bX&welrBf ze70o1Uc>;pZm;DHD=o-w+r!aiP6zpLjRhxmQFOmCz-+>p4nEmd`B5RfXw8k+uk{ca zYXAQAc=}ZWBy7aRn?K5e5AV>Cpj0|oKW!4<@kSeMNfnA8_Y?v(?$X6O`Fc>#|0A?- z><>Qr{#fvnG9Fk7$iBJjiwXppn=NZBu|Wdcb%!)pO`v=&;0$aU{-0m^Bw1j zAYwgZQo!WhsW&M+gVh(MRerrqgCu*IPv2XJh>QAM&_#g=A#zUpOl~jX-Zx4TE_iT2 zKl1cxS}Wl$>{o{eEIRz6hc#h>rjT*(BNeu9)jZ`+XKem&U$3s7 z1hkQiY;M}IqMPEU3&ogJAd@5K^4woVsG8OcZL-w|i&kUzXJ`4rE#1E5lkqZ^%A7ls z|9KGGciqfj=$9c_oE2tNXYoVZ-3O=QA2R`0|L1J4gs-@?^V5TSYG@$2-S(mD9TjLE zKAV+g%Z&62DtCFT>cOG;`~K&=7~o+mmzbW{j;EG?58Kux2WCy~L+)QCfktIS7U4Xw z&CyFk^A-bq9k(S~U{rXdQ1)(Ei3qj)KeVp5Ny5!@>~agaY7qBhUVB<+9+TC1awn@y z2H9q)?X+pBL%;1AlWmr>l8J0-3Xw9UMv+!@YhA2~JaZA>st> zjCZmwNR`}KjT;}u+D=ZjJ<&CQ*Pz<#52CjzSCzGeT^C>@iT+YoF?W+J| zUeSFXvJAK}QazueWmiF>=eFY zFF*BJvev7>8S^@!zrzH$Y5mgs!CiHD^X#gWV*(v^`1hCkk#vCK?k)QLCIKoh?$l77 zRfeW%wy$aTS;1n?#N#cS0VE&L;P0*CgitD5&8ROIOnqM{3s_VIJ_Y+p&HH3vvJdg{ zq-cQT72g8II1PBYBDQ$$fDr18QG8eZRtuVTR#`A24Z<s*sQIW`9_E;YL&W*T6rFV%A- zn*!ccg+I}GGx*!!`rcTY2E5y#WwvYSz>cI^?m8WP;3~d$g+^e5)(>f}4od{+#jl>c zUnP$Ian+hW51|0V%m3J$8xp9QQ6@0*Py_f>OBp)6a9P{2SY8ES~iTd%^ z)&MB2R<3LR$$;#PsW0*+!k2e)OPA9*0aZ-qmfWI1=F7-#axWF4yDZi@lKDW0SkBbm z)s5M{?U`ti)84%M^gXQ?M=)kxk!iI$224B3K4aP`0lF?$uSOPh;O+Z|$%ZvVK(3WP zejKELoxpUlfy@k+JjQKhG_aZPqAWStwCIq*Gy9SQQ-f$j|=NcB2 z+4D%?e2z5C_1vBMx>Ff^o2wLK6&O%G+}v;Vn}D_)#|loLR)&RtLi>KjX+!gYpJ}Dc z5>U-vmemoY1UCeqnKL|uP;=?)!y}fPz3`lh>!*iXU?0z5)ZR<_;H~gkbhc_U7sP~% zWj|nm@>v#DODR6MTlX%`#{gwQXBsu=^Or-P6Jg&slt4C-L5H*pyQ`kD0sn99i%btBkliEscJVi4 z@SCZr`dv(d&Zof?>kw{O%M(AJ_md77lUxWnfB-`KWZWYbiIC(tEci238A|_@QPaQE zA)5VRJA2X`#x|Qb#44!`zhYJi?nDE?s$5LJZ0bOP6w|FM?(&dXoWi9MVFFM8rH*=( z%b^LKc)yTqYS1HOTt0D75EQ7x{@4#Hc+|PiiZfnex10JmbfXl(cFv-^HBcS}EFZn; z{Zt89)-n~ZS22NG(BFv`L4e@tq9=QPN~40Gq6r>0?-&WNiyGj!*6zWHOn=DQFQ_mzRfj4IcwmT9S=O1h6`~$| zOUL+$i0R#{Z$>8uvFwgjNvltCV6D4Go%Nyv(?km~k&uFW`M;4ORM24Ai7P{I-3;o} zF9!^(_o zI?A22KIuYkaO07-895+#*kE6>b%14PDlfK18Jq=dMWl*V06*v@@#~L146R%fn{AUt z1Akr~`r9uB5?Q<1%)W_2z)k+IU0Q#!%bHVxi9MCN`Rs z!GJzB-hG;7!+2*AyJ6s<3G~~!5=%Dwu9N$_W18>O!O64mv2*uk9?Ud8ZOg$44xdXC z6FiA1woBDoJyZ+GlMjbz2T7eiz+&E=hK~Sn|q`e!FflClL3#JbA1;ME5oF* zeb}|lT+-Kg&(qbC3{_JmMkfyGfMaf?$H#lZNR=t8-+?3xm5e67mjNVTvEq|dA&EnP z*q^%z6atVRF^#6-B&a<(xNFqK0EDw9MfOM=f@rhv^5Tdjn$GG8-K(eofg)G5rk7VR zziB7a>Jb{y*iLkK4yZx;N1v%55hJ)mi>H}%Ju8SCUz@q@Ndi8{AXYIC6_65fTn0W*9iU5tzvhTdk~Y**%k@R3Ht z8*vg4H_dt8AXXd36?SL`$PtiSUSyEi5C!CX7F8H%37_CguN~aXkqVzU@ZZn$pqSb3 zKQ&(hxW3B|7_K0Lhd`sHTMPr-^bcMN87830;Z(ktGy-zW+`&CRsSg28e0;(FTtI&% zQY;pv4022YA=z{S`g4kO`i}o5pT9$rd{3%@dDU4dWRc zs0_Djget7c=)X*`5ra7^@mptjiAa7j=&+!aD98!2=(nYlVOF-cU8A24QPGb$c4jam zX+t_kqupk2v6yaLs}+Mg!n>H?bu!?a=+S46&lwPsmE3kZLIqAc^U^A0^uT^rIWhCQ z9yD{izn0=t0&kfJsk=!mkoGkpRc3R3P`f-9IKl;!TbS8pa%OSSM;}hL8%UyS;{k=s z2l=7ZSBbXqM+ZFET=A}6G8)ZpcMR<%!<1`8Kn5orQlH3(i0vH2CSnaXo-zqQ_7Un$ zuP+N2{fX%QqWxqT_R64oWKhrw>b|WetqJNfSr6Oebz$vSs>oZ{8C+^P_rh;M320K` z@^UoQfcAg#yKr{~Tn)-^w$Nlid)L)R;^msq-2Y})uSOJd^k4nfZ%_e~9aFE?BekLP zPCMJHjwMWDi-S|LkUC79E*cHr$_07#6V``fe`2f_JW}VHmEg~JZIztr32gLBtN$@p zZSZn_{OQ816ttb%&34LP2FjAf3eJ&d@yo9G6^{fGdKWp%yS9r2P2X4yZ=9z>s_coL z-8{Xxp~y@3gD(`JK3r~8n5qJnqmTUa^cav$7q*zsQ$s~p4;Aw~lLr~P5P{8FA4ro6 zIf0AfAQJx}sp=LDqWlRCovEU5U3iam%qGq`b6%GfjxnHcVQF^NObgh(TqjO98A8vp zm{OZO6U@bbdgDAdrz;J$)R5VddQ4x6%n{)}g>WV6*r2v@gCp6Q=~G zKB2Ssm8qbs@%qy9C<3bDDLnfiKo1t&@PEr)3pmPN&f0QO6a}WeiV0@pMAh=C^A_e~ zSX)Iz&RsJi^8TI09K)@Kv=7^jXo$-po`a?&&ff}1iLd-hYMv<4cF83^j%5Y|6HRe} zDLHVDn{H!H5l1O{j+T9$d`LTgi-^{aO<#~F82`-`M@{1eGtHdx$U5%!c|J>FpkzGp zJM~Beg|s`dOGs-W?cUf0Mn3^XhNcFqR*E9g6Xk1XBSj##(=}O7L>CQD?Dno(Z^!<% zYjgRJP*4ru?O?`HLFAZmjKX$G2-VqSP^H)jX;)+$LMw#E~K-I_eeg?hTzLQ)oK61TY&YSK{p<2pC)zf>f&E`1WYnm^G}5+#*awrcMuBlU+K z^!xQI7){Nl^C^cQ%G)?ze8+7RBXoqP>kEFyuYGjOIJS+1BG`Y=ukBVsuMh5w#{`Lp z{&!@pQk002D6JH-A^{Qp;j+eWC9A(-BDSS=)gA<-dMc<(cn1kheLdN^b4(YFl6XBk zDwUC#*z^{UEsJ=Lh24|J-9+TZv+sW5k1vbvnfgx@wg2H{I(;2$ByhzvzdH|Iu>l=@R9|cRb!%w+Nq(@KTCf*cFkZn zE-@GvK2eYlZI;`Szz*k~eN0q;=%SzIy-ywH#ZaPT3vc5x8JVvfe{+)Z6H9)3ckkK@ zEwtxegHibbapaWWHnS&(hDeczCg;AZAhtm=$JId|lol4qXBjSmiikfvU$`is%GS3v z#ottsd3w#i_KnKG&{G_6cmlSG}5 z=)I3H5~>~E{n&L~1?ArP`bxf)hHl=Dw)Wa8jL56R=wo$M6z19`QBfg{s<_549UUSe zHu~VLlBfT$$~Q@$BRR+@Iqkyh%=5x1yp^OJts#pxMyFT~b*dp9Z76_S|h(vLZW4rUOZx~D7bXDrsEMM^l2n) z!zG!3SfeZd`(UDoni_L80y=ro@YoyWmQugBrA{*+wEu#E2Q3)m8 z-1fX?k&G^#YDFD(UG=g zjw0Wr7#gN5zWLZq3sS~d4(TT(TBLB-VaBK=(hQAHSL2m+V)}BB#lHsfdPH2nYSk~ z`FjvZy(fllTLo>$2Bp#S?z9uzt_VYOQGQFpTLCaUx^YV`X&OuB-L~8Qj4ql@RC9hn z;6Z=*BzBXtD|Nj)1cRbbKAIGh0kBf`zT6b|Tu9*;WPm!dBREShxLPS$mLP!~rktCxe z%1S9pKJT=IBH1LPkj#kepWpxIkMnrEU+Xy$_b}?iDJGcKHRIB31mXQ{iK>Dm4ww*} z+^cOwf#bK`#xJdrAttM2t};g)4Q-JzVFjoF@pIW?XqO!HKfYNbVyX-W#<+R-o>3sb zSN>;wkt7rr`)*x|`p0foy+IKBr~*G)zhpEVVSxz?sHXSu@K@Dwci1^OD8&zOZAQ9~ ztoz?hvm^$zRy>a2dn5rN1@XdBFS#K)Nwn;DITI8Ya`pwiq`;xfo@jcO3}_S2lzOzN zgI(pFcYf6pK(h%={zqj&rGGR*V;K)e*TOd_>gs^sRFX2J;y}00J<+lW4=sjWrNZe{ zkcs!&plqxNGvYG7ISFvtcjDZQ0#49z`w}mG zR1&E)-3kdaQU;xUR>Zp|qF~a2e^_-v5&o&!l2VKMu|uLRpBQgW*q(#Y#le2Uo^6C4)({LCowfXAvz z5{$)Q=B%+6uY?#J-{$FddkY^beELYGQ(_+DAV`{AUseViQmO7AHE9&Hm`N~_k^-k+ z$9w8L*W_Cqkz(WX^oP zc%hI1?~BB?wH#Ffg=>Nu`ijc1e3mu9U7!Gg_dIvFoTdRQ*4uI7oit2|H#~UF5`v+; zy?;`+XaX|0WuEt?maS+1+v`OgFR-q*sq2mNf_3z<607Vk>@PWDdAx-N6*T_bZi5l5 zE%@Y2V;liS68R5xUzLGVai#YY1bZ;tWy5=!4{>m!vV%pZDL{m8(^^$CH-x^L&&PR6 zf1G{eGfm`oV2HWE7+r$xY;13ofjpJUNr_H zws;*l^AdH zMvGt%ex!q&XI(a@f$H-f*LHt8Nb_?YS*3~t84Nfo3}@LpdC#d|&mlk=>8VWF90SnN znq~IpVJtXvpy~Q~3j8Hqy4Zc11l3>KgIv3qaBAl2x5U#_n8EyAuAN}QY^}o=VF`5@ z>rLsBYh*yt)$W}5J~F(|%+0W$7J?Aht*PWoV(4w|twTiuO5o7=d8?MJ6r7{ZqQ_r& z!7bhF&)9J?n7m~b-rJ!Fp~h7wA7QQRL^ZLrg&#^#?Idb;I9nd>QZBj?_V7Y@8#XoM zD-Gg==JQ`fHbB%g&$;i8N>F2=Dtm*;fTZcuJwneIaN@9l84E84iXtx_x|z#Cl=`UG z;zKn!EIGIFrno%B7`fE0ri(y_HFK-8iVSf4G|;|oEei6tPwA=XPh+*C9}f$ZN`qry z-Ucp3c~BYpu%L*?A=mKxBish6Q2S^$>ye8xP_Lr9A+1#K*4A2jtxE^OvUNu)Q5}eg zBj;$l2xRsKKWuR1MIpk}p7L;KnOwii z%AU54{*PGR_Qzj#YBJ!vW~kh;=XAJm``5{MTRB*k+m@BIfdoSbM?xqjoWSS!e#b8{ z8u;*sYkixffWbz&y)ktvP^CZD`QK+cH1z6!c;dtYH9pzMv0Q$Th~al_Bq{@6#m8+e z&LrU2Yqnc5jRJ0mc7NoeAGGrpSXLMOwUXp-`X4`SvGZM%e+FCvi7XDzW(axovkUafMdxiy>cnvh+ zj9Q!|vi$n>;g7^+c4|*L{CLR({;LTY=4upBw<)(A?coIGtvTOxcW%&>kF`hYs<6S_ z=02`f3J#RZ88V#};ebxlDNk)#AfUlrJmdec7ti;gKxYoP<#)?T_yQi>%>`q&n2AI9 zSITAxQUOvzfT_xRdC2}GJ#k-dlwIm>(Xy4JhpirbhZe;kpqRrGXC9rx1AZX2E>wyN z`AcH4!q1c;?AEofVR(6f_Z60>@;1Pk_H8qMzcs*-q%r!lfe*QEd@S;A5(m=})TSRn z@{kg?#jBx55gzE`SOF3wC_i@?H~L%*a*fLcj(l0g;;)_l4;xT~U>5ti?{g|}q@*wK zWvjt|v8`D#Pt`$l)1_^mEF~yzKOo!h>hL)aj5mmleC{HpN!kyYZ0le=I;T zmX~=WezTRk^)|$;DMO$xXX0Em1)ff~4*GY}q1o_fnP)x+T0WCo_Ck0DLoo$zW~y~; z?TwlJQwb{=syu!(@}3$T$^Z0QJ5dsXPij6^BZ>fjFb`|jcWLm>(7m$sQ4KbS$FdTg z1>tX`Skc%V352tn4(;Er35gy&ME+m$AfKnS)-bk!HGg=a(7I6$P@Dem)L0&HOyz5et_2AHphI-@g2FqMSWgGtpY zASxZ+Ki|NF9Vwh!xW$!Fh;KGgz&kw&G=2^nHk}mZZf8#{{by8zi zCCc#pbIz@BEgAUX{BWp#WDfIxHno}RJAj=^ES(al5C=pHFbdcx4qBfcmK1+yfZ-Rr zBAks5^h6nY9Xq+c1L~6?fKL+$?@L^UgQ#GAV8^fY)m7|6+S?CvE(&Pz_#HD7Di@TV z%IjHrM~0AOKC{jJk`Q9$Py4H)1iRjfc{Ijp0o8d|utoa1k8CeItvMqH?MjiYGAstD za@Xjy*LBP9@ss4KBnbspAwt8i8358Rl&;dL;JWR0UG&nrueq09g-r-Z#iEo?_?0GD z$!7Dvxj=_H|09_r)qKoiXbH1!j+>H#+LFWDczge0g%S>8N6xQdwGNT0gy+AojvJ;b zn-5Z8tbF!%;~qtLrat=dESm#t>pNfhpC*I0%bB1)TM@9^>l%0T?GihOALM}s$zZx5cj0re7PKt7MN)bdfjsd-XN{r;TSu+?TUXQ|wBV0ZR2f1^)ja#hL@cZqc9PRn{P1Wvt=a1(~}ne(p|Bjv%=;+6NO zEGqan_N~6On_11F4P(#Tdr#Su;Inb-{=#$yNIv?#Dg81Hm=C51 zfghK!T*=LKOSk8-e?mWVZ#fNPQ=e~V3GvppU1g{)3$uS{Y|k3C1cMG5dgJ%8+buq1GtynGmrPh$lS z4I=c7_be#tx4NN!8Qs8vf-O>Uu9P^c57ZVYeShSIi$& z09V{&%*99*coZkJbpEaT`d?~B2GBw2Z_L*Q4+?a=xj(@9nFBMcFhn4qlcZ3!={vBK-QpQX@vudUs^X`9FTx&{auQ$-w1+{dq7{=I|lG< zUhb4o|Hodei+Cq_j|w~mqSu|OR@Ur|syawqXeeuj;!v&v&*#2d)M!)mu7bSi99IA z?G!t|l?wON%7Rr6Q$T=pVCK8TlF9unR{xoFS?N zxi~{zN&x{P1S(5;49O6+yhqAFP#;W;Jx2mE$q?Z;7#a8-2TkraSp&AM>vioHa;X!eo}-cOikj(-$@lW$dG>eeI?Z`%9jt~D8ukL*2m ztX&NPAD+DVh*uD~Ygc8c@ykLe|7q(7rUUGd{$3LydnG^*GdklGSa478u0-Z-9^eR1 z{Gw-vVg1&$kF^{uNOTfRK6I1_8A*FT#cOGE8* zB57`(06TU+Ue1@N!Q0-v`sqK?AlgRF-(D#X+u|LFg?1Eh;`UW}7%T=Jrp}@7_Kah> z>Bb6|YNs&#nyUAj*)n!z+wu5nNm1~=%lpSCR08_))hq9wPzBM6wVU-+A~YD??k{Ot z*QKP%>ih)~WZv4~7aJo3{YUJl1=AIvLPtC_D`$OA${o>6%TNHljOf0?OS~}khtPdb zvxi;1@AeYMb_M87KVNspP8w3|jL1;|>R?(_Zq9jwA0CPHL?ueeB0ZxfiRQag>?4`Z z%>3;V(7(yxv7ZnRAl9$wu|Kac*I^+Z0|zmnq6ZG?zvDvYib2#1UT$D_+$1?DaRP|ETbE z+tdH%29-fH^26iA9vfnDAD6aqS(>@t#c*{sHUaVDs zuEA)(5*ih{7zMpY+Ii8cetSvi0bYpe?xoYIs=zuM`P}P(0*D4#1oX5k13xFdC73Xb z!K|h5Y+oft^l`j2^FkfWWt}`lcgsQ=kFQfmpBg+>(5deH{11DqJ4kt{tq2irnKEg2 zXz=1gl3>Bz;f3Q4amPsD!96d3eUVg zdlb|Q!04@Ez*Oufe14202Wy{7UFd*6wH5=*DRjn9^Xc#g&BaWIFKvG{+ro zz{7v9)PDW@DFuf9cMjXGbHSmTFZWw%;=wz*`t*hYGMM!3xcx+n3goU8smek;WLHmp zwZHO~t$T_}E{vhVsQGXiV?qGUjqf&cU4LJCYKO+_g>Tq$4$jQ*(HeF$a$nV*C>`*q zkMZ)qLW72rUcA4*DFbugtJ$b0f3V!@HJnqo960w2-24?shI4W66UL?#Amr7q?w9G> zK;LvLNjrF%eQ(xnL8?&!!jqlC<>iz?Izr*?V1Nja8#w992MKWCKw5>}Pigp@Q0e`Q1eUOABc}{QS&aU(01sz)r@*vhx;O;p{WPyhAWcRrDdat@n zh8T1cVAsdsm4AW!P($RoaAk-J!5UX*;)Lhe=UeOROM6wJQ(b-4Qi1~i)>JMXL=)Jk zL2*c1ofb4X-4fZk&TF>04^Me=aKTUGOMG+dz6&3wCAM9mLx;c0$V7ENmcMPjw#-Wf zsHgWfZ_knib7^hQeS#`*CUx#}Z?y(kreE&1JFNnJgo`f%n&z=+uOS6s%wYQFWEt;+ zf>0x~(CXns0uFv!P+spRO#gg4Pvc2$Xet-2+Io}pTtO znWCtzYp0*m7#Z?szS&g2>&NV(9Gi${k`PhDvHyI&61)*I;$xY}q7l=tKK(z%p(i$V zr$)8{%!THE85fd=_KC>S^RLM8^7QUr`g(8VBwWM9c=SHfk^hd3EBVJivVZdK-gApv1r;4Fm-2F_ zz^buv1}`r^(!@{kllyhi{Tq7cs$yv9{>6I}8#n2o8!FXYahftPU&})wUzCQ6HC+EL zWY1u_Em3K0`hpPuenwR`gM>nltyJWGrz5pra~x4D8Dw_9$fA!V0UL5()ySm7lCDh$PN^a8*62-_wdGNN zOu5JGSqXUEy=jm^V!>L1qTPxs6@|Eoe`7YzvAZ11c+4co=&4CT3VwaJIc7$OXYbNP zkA(!@uQ3#W#QXi)MCVUT>rqkizT`EmP~?)~tx65lEE;n?N}vy$=gf>ezh4}bpO~cj zTa(eXn_-@P)&z8a`0$pCmz2@TFw1eyemc7En?&v#l7k_UYeKCz#n4+~Rh?x86Db6! z8EH;Wu)n(vn54fVA^wYQx>wh8@Y{RYMmc6)Q>fLXFG61t`$yYmSNl?R7jHc?o@ z!mcRA1y~9qt0Sql>YS5U*n;6;j1&Ph`rnqraZS{d#u|A3nTl@AR8{O<5l1$@s;}Pd z(}riS|ID7K5J!uPIV;a=IdLT2E=|nz&_&&1 zfuES(MARI4Q1ulD0jx%g0ti;Jh)b%Y)cQX?ml>D2Vu_6bR z`>q%W8sedcr{$XE32{_$;zVt$&kXy4`MVjJF(&Fc<+b1Mgb-@|YvcFBVu?MlSJ>ji z`~*ADU1iNBT^Js8a(hz3m4Lsv$lE`$7URj@q1~1_&5lZP^zk;6fO}_oHgJ#cIqS=6OoPJM4qFKXznuchoA!4_qH!nO%+;yg} zWtIJbaM*=bEeXxt`oWG-V^~^g!}q=FM1%=;Y?Bjapaqrh=iPL~(TnMEX7e9T^e(GF zxSWfC&Lw3Q-)knLbM2L$yuCC?^jru}v(^OzB(glOC$em(EdIpJ~Wv%dxg*Y>xd2!rHvQ z$RV4dU&XB;4FUZ@^CBe@$aUM3=R6_&=wFno-qsFL6k$%iv-=Jebe0o!PloEk(vZ~n z)Mp)3ILY7N!#BZpe2$YEPg>`HhZ*hcopNaM7hadVuGeDU#zBXNYG})gO;1u2iO83~ zp-%RI1RRxG2#x9@ptYx_{_c$=I98G+T-MJGq@04Zn_POxIp!^w5 z9qN`2$&r8}?r?E&SPoICDOL(ZCNi7*#Ecf8qn|$al+In(L6Oc~_coO%!6&PqM6RG& zY!bnvD53-k49uKmwvdpc2fo52c@pz92&7!EAVJx0kM=`@6!iSzaGkY<3d9{d6MHvm z1>5t3p*ugSh$P-f;*v%gNah!>?bSgkR5PLXNLG-7G9cYZ)`$YNpR>d#m6g!3;}-`A z&WcF6U^bdhhl!3kTpT-;D2vGBYB%TX2G~ujot=CnCbGYzfhSqe;N*Cp-GY@QP^K=O z>K4F5jP}W>LOU5G`8Tb;GlPt>x4zEUgUO%;XRon#Aqw=yK2Z?PS=XJk=TDnk0%#)P zN|9MN0fmZ@DwxY}*a?n16u0Blko<6y(O&`wSd~!a3^w5r(?@QodXWd^yldajCpynw zN(;;A@F${U`F2$<>)ifjPmR|^Hwnp#GU5?_3InHqr0jx*kVQNmBAOu&l<~Ffp#=(}epH>h z$It}LM`b}Sabx(62BuKlWCFLC{Hpx)>k6LZXUa>7pdiZg&$i1-6jY`dnA`qb6oSpV zWxt#s!2hv^B@B9r!+~f6k9*Q&;M`BtKG4hrs`UyZA-3Zf%L}t>mX*R_;dLc<$X^`% zS#0)TvOf_6frLb>b)bj zQBe}$^7cV6_YE3%H-1qN0eA6$){O3Stp*^e>bYL};jJsVPbrp3K+RXg*uP#f>iQeMb~U z-yBBH?pbQZ`-0i?ZP`gcXcFm~sM)}%A1 z?cC`8f?w6oGJcdDJ+w6WP8khN{T93;AOW2VF=|Rp{NPjzYN}It__SL+}nC{@?C{n7qn%?xBvqxb9JZeTQK+ z2-W33cX3$)K6@Ao5xbQ@gwc{@`-KcuN^EV0k#y*YHu&P;$O`9riV7a3>p z{7~^?tHL=NClI}|IWz;6P;UH-;be>jRR67fd~{6~_VJtEJN=6aNl6EuSJiQ#+qN;~ zOO<*s6&2z0ri6&1nr~S1ofm_3!%|c2awRw^&K&K&$_-Ic3VxCCRP@NTWV=Cxwz{q0O}^+)xE3BDD~ zzebar%D0TO1}ewR_>v)M_K*QzyCgVVys4%0L>6U}TPE@xIDwpXgWz|P3Zbp0JS)>A zv{i&y&`Bpj>_(4BaybS5z1B*7uTKWK;1j(w6b8bW@|}CWQ6cDN;`d#+AiPj|yXWKt z6}1GGYA+kh0gbQN@;=Un9KSz!KO9PeKgtf_*OKTEyF*aG!*~^A_0e_vOK!vacl(@I z8xw;)^>PnsQeM3d}?{76|G%FGL@1hFua$Hy9NoPRc z4bET=Wf5q}`c{4ltH#Zhulxyp^b?p9@&#rgO3Nh25>_bgkrg71)l0T_M zS}>!k$YSp#0{6-rL(dG0qXaeGFTKSo=px6Lq&FH&V0$<7_NPlqAnp}uXd|EjufJSh zuJz*w^6sk#-?1=Ia_CWajob1t7O`Sc5~B*9CkhXQS$x4QHqw6DwMc_s$C@4Qsb2iu zc6l;e-Wv9^#eA}jvK3YMdoJ!zC89_8i@@rAD_HS0*3*9JWQgC9uj^{h3?I820!Jb= z;p*XrjP*!SAPmaSJDgj?YW25It9kQ6%N;vQV@VklvQd3=`>j#z!{fJE&OnE|wPT+Z zglDlhzR?EvNESrcpOAiW3m0N}S(TG4Pea#scc@kUmP5naEvemw1XNicf!#FVgH$uA zhl7=TNGvYa%Rz4fZdNzPwei%%HB9%juF_bH(N=9X>Wm?$Fb z>=BEXk5pjrmF;4I5gFR%ESslW=+NYIE7~|s6>;tyqdJL8p!wvZSL5ef@Y?Gs8I%BN z=yqFKtlLS2oaAliPfBYb)oyc>kWx9sSy-lU-dPasBC+RKH+UDN(MDxe9E|2tTo ztY`?GGYy278WQlKg5UTYlLTN*wChEYG#I_8;}tJKNB0AhMguZ9AgSXwIbKr*dUyVs z${|U@z@MyH0j58QyHQ$|c5#flzeKV9#H5kh#z1B*VvwT%fW|@q#Q$ z=L(^-Pm@5LDRWO9kqTn6k5n+iUwq+UcEZ6QLZA>->s8`Tg;s@8f#whjLL*Z(+-}KO zMF;8bx=0^B^`|IUSyBsJ_!{*LEi}+t5M{J`4+TuKYc5%Ivp`1EQe}0a4ETKhC(k)2 zkF+dC=Ln+Ah{L#MS zfg%)yCnhXwtz#?+W7!_P8`vEg**|Tev-q{7TQOSFB-p~~o)_XF3GL-l1Z$H4{N1U! zlEV|i$opw$mB%S5Fu(j~aqHp_On@Ukf<2NItZEOlKKrE(32mxuC9yP+Ji+X9`4AZu zecoYwx_}GyPDs)PKPkePVENwZVsVh~t($mti3t|V?|+NrmVlP%hj7V47`=1q?pl_b z#kHM!+Lc&+xo{(QGs3NgHe`rYvqD_5+lt0s8%OUc0C4UZ7eq@NvGkr53ee+(O z|4Ib$@Wc)^H!3hZMyBX1AF&H-UhB1s3h3yPh)3o7C4Ah9f6{$71KquendKHzAm^U> zl#rnan6QdWl9-s#AF-qSeWRif{`$E0jK?INRn0r@sJDihHwvW*AFIRCyPu7J*d>o1 z40pM82D88uwgyVChct40{hY0XN&|)Xhi`2niHH#*utzuYU^w# zqxMgC`r2X$z~b`YTzAhj-d+(f@MMD*n&_E@q{~~7GD~!leqt-;uX6S5-8M3$gzn=z zu);u$@{3BYR1)$&Z$kcFBMVz%`$k+g?}1+D*0n@iz%Io%|31M+1_!yY3Kualimaqw zaJ8ZU%c{kl9j7G`bLacUV2e>aK=+W!y5=-?kAtzCz%B*fFF9*nKcj~>Q0v>#Gi=bf zD9g(uAp*R?-FgK6f0%REoBN{YRUvRO>xG3h1#TT2Xg%$*jFG5&?#j{?AgM39T>l9l ztcj>lQl}(a8Cydy`IEY{5R80t>5l+M1Q?n__=2pw|Y`^C$VuBqXrAy%(UbO zr`p>G_RTiq`>@Xm5&vjVy!*?C498i#C_I~y4U_oj*Vwu`Tp0Ok=X2GvvBBO7dq(*U zT`}$y(8cs9+Nhl#%m!B>d~h%=N9F_aMEVy&_Oly$#XKb`5!ad z>UiSqvv&$0!-!b_cT5Ee*z+u2uQ0$pCg?=wH5Skjj5d?|E`ZDkJ&*IRiNSmi_oEDB z4kYFFN$uRGe^fj!*cnx5AYCD=G*P3i(Ag9;Gy0Jqf~#U=;$##d+rFlndtnq`{4%vG zjw}j!YFbrA)`}?Rw6*o?5iW@7i{lq8V}fs+R)8%o1|z!g=7oPS9<5wfxv4M zb~$7Qd(De;|MUNcA1VE!Ey$$~cL=T3lA0pu*01tidpDg*G<%=G+`$iVp|=N&otyF4 zgFj02)5*wOu%F}XH6d6oFZk|%M*$u4aZV7Th(bY*ROVuV2Gke(1nKa|Aidh9hu97x zy4U6$5-%zV?pJlT#F%P;%ho@=@kTOG(`6?s^K=3~ns%QvOGf~l8>xX6+ZAA}u%BJQ zMgZLmoUScSr@|pN*Ykg+NQi&&`StG-%1|TsZt#?h0CbIAvRId&#;Uj$c|*Jx@t*&V zURF6wN1ZP&|9Nb}4|yhbZK?)pXm7H_bTyq5T54~;qB7oMV+*G8X9}cYu6Uf)gO!5B zE?#}v-#|ouwHczC5TOI{s~h z58~4^ORewsVXot;&Mjh(uzNA?8oy`7A+b62$+;p)`0CeT$mvOdyE|810$)l%lM{BO z!ifoOiR~Q@*};W$_(Va8-&x4(g(;SU-P}KpvKI$Nx@BBSG$(WrGkV zR2v()p!SX(GOte?K7OVQo?6z4cdFIF>gRCmgIOBj7ebA?_~tObg^b6;G7MOpQz@2x zBM)t-IJ4evI?wOH!_YUg?1(6Qu)>E+7CIU-6whaiA;&%&5PvTV(uur`eYa#l;)>Hs zd3-BollVPt=#CD2zQCqX_WxORNGWvPXQFb?@o0qP=l_UmDYZX0$}Jj z!DVQt2`fuHGWoJ}_{8G>OIAe;)*`UD*Sf-Jn`XKs zkFi?QVeF-Mq~$g-=nk85%-AahterNGx%YM9?WdiDDu#z~W6oP<_kaDx3!`#-oNT{i zjoW0*r;c-gK4GdOb3_LuvIb_Qyaiyx`EQflRWc%I8W=6JbztOVQTzS{ekjW!vQ=q{ zf+|11;ZDDwrwV#LEObnu56kO=yYrzjcdQ`+Q zBMUk0g~v7LWns4$VeM5N6Z+)L(e;2xhp9yF-ev;|957^!Zp@QLy&9yxxGp&;i}@~6 zCCm>W{azi*x*`TcgMobm2YC?CTaSm`B*NF@brE-9hgOfg z1madr7%C{5RSxGwVGe0xVUk+NvS}!Pm%um{+47#U;UkD5js4Gl?&L-x`Wwu8iaaP& z&2;{(PcUubT@6liwIO?;=5rTf_Yq`6Tq=>rCgR zPt%yP+W^N(7dH%z?_^AVR6(Q4i~Rx2{J`G-{sy(-51uccn$+tj0!dZ671v&Gdj99O zem)Bd8tihA`dvpuWD}iRhTPm}W5d?%T)#AMam<><{$0l&M<@-9$x4FmE~&Cb?Ip}l zi>IK-cNjN2d}`{afHZg=>QlS&T?^55%DgWO3j#s@+_C80(HM1mvR7ccDEfLu%u4OK zIy}Q~54zFhK|3kMGDSlHK2o)JjAn@;PAcVCgOL*az8}1?XWuZ^dYoZ({PrK*Wn_SK z`U3-w?W&Ox`l=3`0U5b7H;Cxd%iYX#va+axa^!}sh5^hQUK+a`IfOl7p219yC?SUA z4#PjZf>7+|a$vrF)A{YnG}mtw;CDRHIGsxYf|>e}gw;~)*xZL6uPQ+_Q}MVnj79T$s=jt)!(J0+nZ!V5-GRUhp_g^{>V?2Qx`4QS`N*voCng(mK_tsO0erj<)=SRGk9rcJclm6fIU|0l?%2IL*vqB2lNt^K~n4J zw;yL2U{cU|uq;*?g?Ujf4w(zXxxa7TS;vT>!m_mZ+r~-|tbftc{RbVzQZFdadP{&k zWgywPTLHPM6)my3En~6tfiKiU>hNepIHWLz3gSUJ75$flVRc6XlMxdYu2|JScQ`MO zEcf;WF3_1!*}E$Ro?k^k|D?r!J5QcXPctU7|I)#Is5OV-s0KZ`qVG65g+aXbvJTUA z34pcp6mAD$SaxcE@g$)McUA5BPwE{PXjWL*hLQ;A$;9rzI#Uv8@K{x>jjAws@r)1f zM3B)`oq?N?sVtPZ2DZMh6h{Krk4w#Is3Y&B!;7|3Ea*ay>&Q2v0_^`=Gi#*5gyKH@ zb_q|{0J&%Djkllk0{5P#hDS$8kbjHW*3DcA9niS>z&5(ont#%{HVxA%6{qewGw>w(;c%D zAK1{d!8*mevsBQ#1Xfb+5-55#r}RX-5`2-Nq))F3prT;^G4IFBNHJK0E9R^`dhx>d zXT^{RScNFX`FtY5+OiEt0!bYibEkc+Qq}4(v%D@32dJS=T?kM zqr+k>4%e%=AZ=D)KJx|{$ps&IvJgc@$qPHzIFk4wwsMLhI5~}d|5+OGut)&KOdagI z7efZ*T;8`kTLjLO)8hXwFadu-QT^*%{%Ace6?Q%KZ7l=Bw` z!((OPNVM&)iM<;bD!iu?x}pR*7l*_05I?LI%G%!$<3hX3^nb}8`)J01J*Xq(LkQU3`!ka?WKsS(PH zY%YFe_IN^qJa@(+pR&z8a)dQ3+HMt#FcA-VSwD&sT4NvB?&-vlfb>ai*?w%%iBn1O zxfp!J%T7eTR{}>FuZFLRdhlmh;?RReeyDn$nsoM?JiPU|ylq@i6S~VA;@%drzzy2H zw33@r$i3xl!o^M@=(+9r>pNW?ip0eTMqzX)X$t6+8Ib|g*w#AE%UTf3&N=upLKL!V z_wBRx6NdS3#c#i>3n0T%yFKF>THt8I+)A9#06SBa)X{tz*u2B^L_)Y>E!y3AUR52c zZ^$QAKhXq2(zptFfB_63kc$=1FLZ!0i^pkF{U< zfkx>ZlGas$mmh=jeA(3DIJ-;01ATtPzpbJ{&|L~vLU=}}bv58UQ_i~R_f3D^0vS^WlT2DQ%dptkXTeGRWwR&e!uK!)Whm1g(lS-kw>qwkL*l_3{ImAV%w5UuWd zz45a&B%IG@q=ah&3_pzk779!Y7l$R0m0;uA?`KbU(jdGs{&Kqt1L_H)ZX8}L@N7Ma zjr)ZjNZ%IoaLW~hbKBp%jcbyHS2vt=OG|}ehSzCsgP8`*-w0)z(^@*@-ABd2alBgo=s_+}E@*P1mWY6b!N-aILRrXgyw+n;z7<#veENf> zX&`t_Nqt9$AlP&9yv-wWLb>&y8o`IsKo|^b-B6MT^0DWO+3XqsrcH)Yrk`>1!urms z5Dw@>J9M+g*YNmw#h{H#Y_NRg)5z(2G!RC1T#2$m@Z&_o?Sr{mFyK3%Z`{cWX=hCi zoOYLk7aOPBy6$U(@sUW$aZ3tpOa4^Q6D9`73*W`v5uiX$-dbMG7B2YO{K`q{6Afr? zPn(_M>G0YAnip}64qUE^-o~c|;qh{~P7h5EoYYNrdG6PS+>xzfKIT+-bNjMi%yCih z9lB_}#H;`ksl>z6^3uS3F;gu-j|`PuufMfn@~|)Fe#f+}3~2Uev;=WzgWZ7mq*<*z zq*xDI>%|aJFQ1pXUCsm^{okuq`J;Rwx@ENPq=ytF^NQbA*6hbpvZJ@2ks*V_)u{Mt z2?^L)JAAG0{H6yZA-GBE zo+}&G0MV+<*;ix^sM&S(fsuhKq;NDa(1sE)%p^D(5_sWVznbsvomvp;z0vX{lNlJQ zi1}2K7F0#ej%fJFLs;q0{j3U_aLOy>$A=LWXksU?4BgU%!0kexu6(6|=I||tSV=Ju zSzD^5o%2$ zFu+?`%;ECpJ`nV5n)*y)M%;63g~8dX@Uynx1YZ;d2X$Y%bTkQ=ndtducNHM(7m2v< ztU4@A|LNOjD+(w1^1EZ?WI%H83_r*yd&A#a&!=VfJCPU>wk@Zy8 zXPggu&BZ-qyfwhr)05}3m>Bx4JEN_yA`dg+r#0ab6{?xIo?myRf|Hi`RFTIdHdg1Y zHgZrNe%kXii&W}?=lpBLH^~eGW;0{n^_=Jh(a$gJG%so|ysP-^f)-fb@=WlQV*}%` zbwWy^7R>Ol6*UW(eB!-%Wgsw*BJvC8ZDsuh_eD64ks8eNqHx$%e8LOUubZEH2%B`gPp zu>|qt`-)JY7*z1kRR;bC009604VQO3)PEeujgq~c%?-yLhjVtuy^Nv=iK3}eKb54Y zG?dbiY@$>uiV~5?NbV~_gG7m>2oV*E(!lTj{`~Rzyg!fkYdo9eM55k^F`&DwWo4^~ z4lMc&|2!>}BVHY8>Ek^7!!4^+&t9<71PeV$5$bE0=va6YqeZ4T`)7S;(<&yaeP=*q z2@rXm0#hnH8W^dg$JmCG+}YHn*SwyZBeNi-vvXPm`y7^39}iK6+N)p7MI#jn*Egq) zFXsxP!DsMv;~Hf`K>cZzqLK>nAl0>X$1@F-dY!J;Ej5A7_u0$=VH$=$yDgibP|$vc zo_@AZ8-+S$GodaNjDLOiI*h9e@>2img@481*YRS-g+V3ajLYle$JZO7MKhS@cTxh` zM|UZ^T-HTyL0V;4uP{pJy7v}NkU_+zmZWLUaa%-;M@bY($O=5(K2a_Us_L3sOzC-` z8rbyfg|p$>8d~|Oodojr$(vA@!$0lwQ30-V+zRxNCp!_#OOA9uAyvp{+C8 zU{n@`ohfCas^HCuFJmeYtPKd5n&d!H+bZeSDGT_wldMy}FflJX;Aee`99SQN77>{w z#5J1Dv~8Cr#I*bu*OjQDSU%%J+23C7L_MchPFi`+ z-Vy z-$kpUA&lZa-_9In?jO9i^sB(h?;f#^qKBMKB{v>Auo0RifA>n00f_ICii-kCm~505 z?a(zN^4I${`N+z`*|^Z&?*h!{SWg&gajxk*u0%qy1MK<7ej|b@DZY=)2?gYj1E6 zGQ3-4_=+}AGgF0M;G3YeJbgX}*W$vIu%=mnrg}jhX9-a`n-UssUG%?l z;+GEoMs8P~*kb@(=KhR%^omRN?T^grz>T6Qm z9zXldeRjNKU~Q2Rg#TrySzKe{p{TvYc(XAiUyRrL-PMBC88MMn`$>q;VoV3IXz=6B zn^RJ>MCUXx@<>V$Hd36*Q;kQ z>BA^(O9;^+kH-PijN@&_2siB&vG&%&zl*BMjniz1T*?zPb!1}rl7@0u=t2lv_SNo^ z)+6Y3t)Gh%=@5C7^mW}!3momX4!H4xj#~v)hgd0eD7^jtbzYYo_NL0U{Z^u2#e|Fd z_Rq4oZWZ!z@T?8~mHl-(;46y_^(_|?sC1l)?26iEtq#V=p@yha!o(`N=At0}9v?oh znNaFY!Jh1j{sp_FP`~-(o%5&l;nzDCST%X{^=uL%r;%`w zG_~h)v5BDTk3C{T@ax#8Ye#g^lD+!aN(UuGq{NBrny-yC zQt^l1Av0VnQS#dI3nXG+z76jQUtjx1&W>7z({QZcqVQ561>!DVS6xr&z`@cwk0q`R z7Gs5|{JBZ)+xFY3%cU4NKS`^c>6qkZ&Qn+$9Y{sOjdSx%{0GID0n#n~@7b9KyooKM;kx+0{jz+23eCBhT_0)!5np@itrjDYuiE*j?Rv?JaD zz3Cf_aE*|t^;>6z+@K!WU|~%-+Aj6h>XpIz7bhbJ4D{jl-%dB~L1RSOuai-$5g}$) zI%Zl{86Yd|bbN%5JW~841&eDLh`6@ps9NQGqJfz3j!&du%6se2(Qg#6T&iRQD<` zg>Gac%!ZG~y-RHYv)p4@j(b`DN+?ewwahN&=eDC*`NnWTVsh`Sz#7|MT%ncfxrx?X zbiQ3yKEGc9URDpERW$$O2~ahcyUAYSePLxNEa=k5+N%DFmhf&Udb-%v6cwiX z%KV)F@-F5_%C&28utD)cxW||Q1oA}kt@p@bcr@urV2cEC-v0sl$F2$9WSQ@%(jf-^ zOa10rJ*qZYqBoeiMRJR5vXfeiLr%f-1FWIS>jmAbfG3Dssa5L?~?4&Y7L$ zZFVmV=QZdfUN`ii%}F*m?YZ;pgsB*PnABGMmkg3g98{JlLoDjK&Ba)4EP41`=rKbX zJ`RJtsvKoVERofXeWeNCN10`L3;6jeys-GPwmPJ8cW<~)HN#`pwz-RqB#aB~HS=;6 zg!Gp1qfbZmP;c|kXw41|bcL25k&2c?fOX;b7;inqJ}A38o~4GEF#Eqn%f$#QVpD$X zBpK6YhqNpQg~7hv==u1)6(r9JOUnexAZ9&7Gu1-|>x5pPS+my&H}k~*v)HSRM;Cvp zD}sUi8bYzuMj54NZu+P7n!v0hZtDrQEEFF1xj%tE5_0xz2%gYF?G}*`?MNEhnZZtX zH1+YvTJT)_WOb1H=qTpe*$)`?@pL?sFVUn_G5$ttsjZzc*3u*18*NiU zQmbCQYP1G|;@8)1trQ@VUdDIjIdc$S7ZSQZTpP7CA!7MTS)6+{fBw5oIz)KgxW)6M zVnoNF(sj8QWfW1mWj0L6W1vgjcl@sq5la~np5g0FQQo+0Q9Ts}p0D>6zLO?&h~@fQ zehH)1Cc=fCGsL@C(7wd|BNGr3d|`_HU!H1&Y$Y6&Kyx-*=9d@kXB43tz%R}qH&#MdfHmmvu2CehsHPu#fH z5N&3=3Brm^k4T0vFrQT=JfE(Imj@yqEBs(VK*9I;YrA*cS&CX>CqJ(s;!Z}6KAwNL zR{KuW5UY5cMTyV4Yx|IsM3U)ab3)pQ~EIZaPMefrwRXj@#^xuKe<6y z!<@KJB#5e8k>z$*gaDSqduiVWUUfjtHsNYr;Ehtn>-HAzsqo1L^S{d|vF@l}Y3 z>A5oJBs9az3>SGibchaJ-u_k-6E!TIP1EZBXa(1tx&2yAba=QoG@a(>-%bsUGO49> zc%_|L-Lp}Y$d5>n8W-fx;djl>_^>Rjw2ZqP?lQr=+A`fcqk>1~zvnIBn!~wa+dR__ zGK{|zb=_O!h~Ap6L5It19GAP8-@MoaP5L%*D%bB`7$Bt zG0H-qy^StoP8o++?k-Fm8RuSYM@C0p53lK2){f1$rBU3LP~qat0I4jvxkF0=)(KZH zhL>sZx$|oD&-pA6&fBlMw2$$&Ww(|MS~H*)@5p#DXN=`8org}(P;p)V*NovW8|=T6 zZR57w2%p1DO7ae|@aFQO+4=<({7TWf)crvV2E3gm0g;AieLt2_C?f#V_q{^*jM+G_ zCS~EYya{N18ISYxb@05S+@;~I9vb!(Xxeq_BWWp@@oj|;^!^-O!>KgJz3m1W#5GfR ziTJ-ySt5h70@)Q~f7DUjePTuDi2?5JFY?dN_wjq>hp&CBG$};m4zl}_%{s_-Pcpu& z&BXgs?$pjhY@Bl6V;nN4f=?=|pWL*O!wEy$epa?Jq65y-zy4+7Ug@$r{SGyBNFG#@vA~a0g=fV*4B=kboIAe481tn~HpS-47)1sNH61d-Kknc0X!usTy z?=71paLLs^D}rH#fc-yMxA(o}y*Dyfay!kyaG2zOp$t82JRfeJJD~`)TaqhYOCYy3 zb3^}edE({uBi8N_h6p?RLH2D66;Tf(EVPnUA$#oeMT+_#p5bs`;~^7y1Uy&JZP-jl z?6lw3Cw}sXa~FO8p^Ji5t}=<;HyOA&;+dzG!a%^PvsD=@l(8{9D?>Aw4HfCs;FvXk zctyuNZ_^z3K4YWOoj2XWZCyOl_0ffc0QK%!hU*{hFGeSIqXh@TMf`uLLgWz)i~6u54z?OeW?gIH4sk(qbK$m7h#=`3Rs5fkq#>#cQQcJq_C z{v!q!Jbl^uQp*slA`aYj8DwMN^W5bF`^~YkN9VETb_NthEu*I%^8X=9uq1q14-c4s zqc_gu`}yZv_btOGc(IRsIyIyja5|Sho*Him*5(VrDH&?$HI&_uu51N|>Yi}*Za$wZ ztl1JLV}RBJ9_M~e|Kv%Ey$stVN5&0!{rYU6i3KZ-o%W*- zr+II3!|I-U8Dk-D4J9X13C}m?-hOJX4w0ktBAyr0Kvilq^JtSrZR>}(?&@@0eK{fb zxcr-M1c1_ECcOLuG?SQ#z2a)nEHViv_`GLGgXkG@^pL zA}CjY47ra*UusHeIB@UvzKA>g{#X)v`>QPlOGQV2ukEmgfN5S#sOC@Jh-;HNA+3W} z#{C_kR>tTH)Uc^BWTIv=IJmw?3b#E?}_wKzPq~cfHkxxs;(*6^K)4qn299Ij-)}AG7<`^i|-TmuM)&k<)>R(OC zy>y7BxUIhA%tjMu$%7GwII-th0P~6CCeSu}-Cg5P!5zz&V@U@W;3%!LIhI0!j&z8v zjS~sl_wws*M3V{YmfV+dH%NHrCM}|pB7)isA={%&4VbtFSdzO@t;Arox z7TB(ef#f$@X(@_`mEC`>kUz(26R8)^QzVe&-e~9GZvfY_Hd4w)Wkgs~b_L7nAz;U$ zp=WR2@v8M|h3hUY!1;CwL5XD?Y~L1hB{$g+L8kT(2ak+$d!OHTDo~l`U7pJAI5ngI z0X_YbRJXgl(!^<@-BPkolnHO+WW$vvha= zd^zNJZHQ?fR0q38ZrnEZ4^K_nuWW0gKCbHiD6!A{%M&=}yUIn@5Xbi~8cUc{MSkse z|KfAH*do=fqp*O6Pd%*;sU#Bqc|I8RzsN-TgPl{w?K)7qa4bb?N*5K1&%=Ulix9Tb zvrDD-{pP+Z6%gE4VF=rv?^{awyfaVx^C~7s6=kgC1TBU2B&S z{116}j5?cOZi$z2U9AD;Lo7yaYTDjJ{SiqR1G&sKIYewv%R!6DC{ z!A7T68dXk~jRNDryk~2aF)nO%%5?8v?)_JX?Zlp&;ZE7(mcB*u#GTQw!-t(!U}oT` zelkuF!+E>wN%B;k?3>|gj=Hj_A5?I2`fAJG87ce^RvhT_4*&oFgdqR`c$_Sk zc{CJW*vIXAvaf?NX2uwUnXyaFqZLtct2B9ZK} zq>b#v>pky#&w0*spL6b?_ukLvE6KydbA`miBec{-c>b^d?-Km~*=wo9mx`B1fXDgB zo`a%G``t_DCv$k}gVwR(#-lbX-;1Ic8De~|MMxf{PJXHo8qxu?D7v6MK@#}NqU&dU zG|^@Ey*0t+e9$dYrPezx0Ihj->w1ERxY5c7F8?z7!P&lznh+MO2~J7{6RW?{pjq3G z_0LfhCXZ~G`fEpr=&s@~4MKHX^&L{Yp@TYb`NhiHE&0+&t)H3Xeip}9L55*9Jtm+q ztJ55Hg$c{a$_WewVc=aI7~ikW1e0r5m^tL6AQ4(HKIkHCe5#5)k9LkgzLN8AqKz&t0gOfyP#;g6oxnC{*WeBCTKv3$W2$4XP`{)@z645MX|yS< zHN?`o%>y~8k5@~Q8>_6P&^eBL;sH+|r^RSN#aTicflO-i^5) zGIHk_K&DjgDp^#5XJLEvGq$lHc3LSTLX{V!`eYmfyFYQ+6ABUnu*ZSkf<>2%!Ey=Zt#tj z(J)&obzLH2bb8t{`y9FGPZ7C+iaIR#Wi}U zQhU^dhOTE1lhtg9`0V&|(b7y&+`s6^+o7h50{kYsX4|xJ@2N?+>e0b*Uv&6HHSV$ts`bv*UV~WS0(yf7ds37^(cQJ>9 z4zC%r%0g_Ed?@wmv=$QwD^{;-q{mc5qz>^1_ZgiYh!|T!JPO$}27}4gPRM@72af0Q)EypNmn)x!~bATpV zhc=97_{c&cPk~~bGy_FWX!DCzf|xh^7{LUgf*zNGD;^r@cxM zk*df}pW-`PXo<&9Hm#YuAcxUvQ~dO5Dt_$9JmC3V7x&p)^I!hML|Lsz6Pf!Ja8~x9 z?LCS-YI14{deff(4YVg zjC##x)i9Cf@tP)+K|`1H4C=i=IrvQ|9iA+d#^ZXeMfaW-^YSE#+fBL`cOJ@ZzosX)*npF`dO z=1`IP{8DneA@Iel818MLLhsCEdiXwLNMh_6v%g^s2R9{&{rJd(AuzA_Kdg&3&`)= zzvqh^!Nm3(A`RPhVQZUqmwgEt)~n3)Sehw-ac_|Q*)9fH{z$r?-eCkzaaHdXPVu85 zgQ?u?PlrD`&I^kkOn5zN)itG}16B?Pwa-uJ0+`Tu(^sfNl=bUn$?LSCf9u(ZY>qLg z%k8cCW2p#o(gk-;8Apj%^IOGDjOX%G05n*Xrio#$j$tj*qX>VKQ9S@Axu%*#K_w1Y*k; zHblvD^PfC5067!pY+W4*hImW-^ZeyONTAYJ+L-|F9CS7(RVl*`zQBg3OZ-vr=1Y~I zHH7Vi$~x6sY&h0Y(R@>%4$Nqgw5ee&pg%Cd`ANg# zS-K>C*`q&vZi^Ux+9^1;FHlgA8H>y}LxEqWWg;(WST9lLIC0Pbaa>bTYk?O(%4Uns*-}9I#ph;HHXWtD ztl#rma*=!GU|oL5Mk>BFh>beQBH=3ScHs+ubn%MpWsCKzB*0Ru`sPA13%gw? zTE;shV4xt&sX0aoceoY{3Q_cM+T=@EkUtA8eK!jl9TJ4ZLv{}B87nYgHj_Bkp^G2w zZd5&wV_@R}lKu~ZD4q$Flo>OW!LOeWZnYON#4SG8om0$JkXccC%T0%c%+p3y?<0P2 z^wZ+>RZP^7pH3>?Yfi#v%ZZ_3y|P%&7kq;~^_Syh^g?u}wFpL6Zx|AIG0usjkS=DV znqh2yE)tYY(f2odP&!N)Inl$*PX`;L)E3`gjVTkH3lXl9{zKY0tu@W8?U~>@53%bn zv{SJ;NxbXX8hPyGi2ig?mjyc8;s7xT`Au8WV?MZ3$m06Ma&uvh0}#7--tPc8!4^mZwGz3@*%a&3SdM z9$LBw0qJ#hcOw;%d}~KW@X$Xl&+?68l>rr;KwY?qlzlyGn}3FEEJo3Q6&F#Ib7{|R8VQDh&)efz6=B!pwmU|OL9EC zxVmQS{M#N~tU;@!iC?04?jns8BBFz~b-9+i+O?6Xetqd3kkIjEP>T9d0ErPu@vB!9 zPjmm>V9iuF>7st@?&ypjeO#=3GB~Phga^}+l6`!R}A+*Ze?_h#9ZYOB!mgi_<(Cr%eo%)7& zCdTEC&j~VipFMb@!lsGaxz3d-%fuPj&y%$PrgZ^S_&} zeAuptjjq}c%3~WjWH0@AksrGFK|iZ)vmyhl2%(N1t8~!c%kTM0c?Mn^c%~ww&BDSX z4+(E?X=8PX#6w?r5%d;kq#@NaM!N;D~~O4 z+^c+VZY2%Wz2q7f4zGeJ^5dkROSyQpP=$PJvML;GJR|?ObSaNG+Xt*ITmh-cVC$nR z4$+6@gX*tqL$k$U*Aw3<@K3ypXq87qv9#rCmrhxLRFRW;NEdEk=t*|A0F74U5-(3|p zxtx9OLC}QO)QkZ6w0SO104dSXwU2utUDVC>juEJp@Lt`+uLbkHQ$a>yYEZOQe33ND z1ZLBXt@Ni094}^z>MC~*cy4<)IW543f~K|GTxQ7d7oR1l@tMGYi>;WRpeE$6FZ@oP zWdWYpVDNd=45C84o~OkV;hN`NgYOx7;IJqc+012wJ2ZYEwi|)MW65MsNd`2D^mh;K zCxX?^?tlZ06u9ohpw#WBfOo~NTaI_x5SKOZW+z7jwp{HG@=IsK*Q|8^0yzr^d}&c9 z-JuJgN-ewBT_a*|kHNvC#R>pjYU8#N%7AQn@9DE|Ip&pK!}YdHzH2o6lN~+Bjj!X| zAU?%_y4e@4fzh@=_g^oxT}l^Ds}5S2jx!+1gTtF3rw>8iS!JCsE#UaKxJ{j+#^AEQ zQM0X75E{hw6G+<`FrUGgZ5f~fy1Ir=b0i@4)edi^Te1)q|AF8g%mRbTd*$2zQ-Psb z1$SjbamX;vn)`8&2;alAM?Rcjf>Ly|0QaT=kXb&I>1YdBZ$Rjvy};u=px$>E{Aq$9I$%BFus( z0;j!>WUxTs?L*(ZXbG$e@Fbs4C1O38Pah|ZafNgR@9&aOL9hL?F8)BpcZKN(WP`O( znw^lftxp`!_oZcf+cDtO*$t5D+lrYsp$IDFb@ zhYJ}4wW~bZC{iF8H~jL1qX3TGKeEEnoQa9+H`k5C3qgXnU!UJ|BKlF%qx#Q?Bpr@BbyZmq8M*ou!m&JXlh6>$v1cQNHZ!`(h=?rD;xjjSjq&Qkd`+iqM34f% zaS;n$lzS08;#osRIbZKDlmF(q?eiyQUVBR6g_gL|sv>2KmFPQq%s>OnCj@Oj-zH;u zzsH-G^8{RWdHn3FrTi;6l|+1Wh>8u%%zxkX8t1IOoqqnLk2DB}H_xqErjNaqxh;~# zx;Xu$56b>3;$5mu=+y#E%;#-==5d{jHAH5z`*I@Q6RA%8uA~D_gp4a?nmQ<rvx()gMY@$_yi73H4T zxhq#tCNph^t*aTNKA9?v{_uqxci{4$?*@~cpe_U7&{v9>-xiphPG5$Vp}!u; zmg-@nkkGFRhCYg{a8s#WHOfUfp1KV&?c4=SYfaB1qmkXCUfQ56Xyi1zk7#INmB!|y zs%ERf+0d1Jbhi!!#ig%260HeBj47q0`#Jzm6Aej=OmGmEh;KRffs^*dE5^r39Enfw z7aElO$7P&eAiHNyac?VVq03bhC|pyMbeX9LW3Od3?j-8t&c~(M3vtqDwz_Dm&cX=i zT~7Uf1!dYWce|o&Un(0`^?U9s6Iq5;g9rVN(DmTDf85^bC?>Rrr&rEr8Ns{1F-D#X zvgq@EWJhO}AZi)=^~ZXXf##ZY^h;t7S9kx)wyWk^ARt+xt{kidM$<*Rhj}F+t0`Px zH`f9N#%ovZF&04SHCnN^#MHsWl6rpn5D{|H0`%Xi$-?c6r-~a^ut3T~d6jcH8BVcd zhg-uZ01ZVxLV%YNW}6Oi_GW)1DtEp za(-9ek$~}{^LB@W8mMUSzj*g*1(e4-{T#Td3HAJ41A7?XxxQw7HhPUDmemtrgk}1W@^en5Oi>I(Y+IW~ntySR+#i*^J-ozgx8}Ms9#z0{orSLldN{EU_ohj7 z@#5?`b&u2|%W$5@D>F1hABc6*m+r>aa*{RPP6h@sAweR-s;W#A0?!|3?>zU3`&m{_ z&1NeLtiFsejQ(lD%{2-O$vVbBJwpn!_T-ltSNpNzI?TQ?AT zD5zgYD|(`$gcQ+<6DjH%c&4dpaBZ*-9>_lscGyG(K7Ky?r)Mh@;l+A~6j?cpVNt49 zlPOi{qu6aNlReN@BLABuvBV%;3(BllmWtxKF!vZ20i z7Q?1(#fQ`R3Gg=fTy0&f1m1IYb6OUxiq+o=E4**(VS^9Bz<=rf)vwIHWpST|HPR1g zF)7QD@TH!+VYMdap5DjSS<06!?P`TvLe)`-*SPxPIR$i^s($=ELJR-7%12GrO5vtu z(d5BO6}+td%~+>a5RFI4CL)hy@UWonny5}=)H)j9Xm2fr=0m)`&jqF6W6tLdk)LSj zzvV>hv+L^EdeUpiS8$T+cdn-P-IyHup4fQNZHWWzkC<&M-xARN(dignZw1^T(e$VP zIRRZo?^yLaDWlKL9_vpGHuibDw!QpJM=x0yDbB+=&g2s#r_Ha42)dv5f4{7Ww%0j( zC9`GlKC9SkpbY-e>#QG}?cw}UDlu$3@sCq; zcXQajsioY|o!8V^q>U@OM8E#0X^icyo~xq96hJaUH0JbKEgYLC`o}R9QT)}s=ik*@ z7&DOLMF>;E@<@O8aqDg_gs;Tw=TS(8A;W1$Whf)Lp2fv@3)i8j%C7;Gh6-)?VsRWd-tH(bW9vyy=oVI7%|E* z{U=siW5x$N9c_YUqeUTXRI+8TsD}Hi%%-(CSOL0{M$K6US}=*f{d@D5d~{3n`<-(% ztSYs4Omtr0=t-Y7HeMh>OSgA|)nhB5w(x+$DL$iLbl*-^~=*G|^q1DDa(Q@l;dTG;W6D^w)k@m7)Sf zuK)BWWlll zN`)cyTiv%QH0;+{o}2l!lY2(Dc8;&0o3ke1W1LtH0eZ_MNX!&vP%$cxG~CaRj2ySQ z+*L}DQ)7RtV^jmIu8Zg0d8z?N3{3>5!wjM5)XxC7P&tfL z){9cs6y;ak@{)UloGr50d1GQ~hxHVP`PuckSiozJ$!O}n)16w-cIWC{?Y(o{n->Ez zxXXDU>7GPpvx5}aywLr4VNwol(u{O00|>zAuMeNOu)wjb*3F9y)rGANh7a$gvcN(m z;H>{UDqOR6@-HO{Lw58Xcbz3KvAN?|5-lwYXV=bioX@EMxNX}tZ=(%0N)0(5e$I1R z1xzA@V&*sl5@OIhOo3Z$N8uyoD$sr9n&JynHbie*7RoAMLDKO-^MhL{@IL?m0RR61 zm;z`0dK^3jr2HsAIVn=Sa>Oh^M;C`Q5VS17SnRpz17;&Y0%Mf4m$@!L#=MuqP@^$G zckFbFWg0C&+91fdr$ZP(I{LQviR>>xM&d(LOY%wT6#J!W(BRvkl_-i4>G7$4WfzVf7 zIWi|ep%q+#ToWWfb$+wv8%82PdU^StOokyqk`Sg^3G+2T%U%^aECMD#5EDi2#*F_z zxfjQV55s%xNP)jPx?!+8OdcMK4h^ImaYG)k_2w zb<83_Y~vm#1;8Ib_VeN42&^kWCMA7N%S$CdXB#`ygQO)u3sTr{lk+1$m~Ts-jac=+ zI=LVd>vSGKAaf0cH}%jzB5wA0WyvEz(D;FY0dMHP?6T$4)~WeF44^2+r6evuPUZ3) z%b*=V{s468(^WA*UCl4I$sZuV;9@+>jfdtxto?>B5t0_bQHvYC_BRtiGrx)|dTb*= zGTYL4ZekR`oFBe3-s&Sjyhw+tSKcc?0655QhnmSh^l4;Re*^$P=2ul{|*zoXjs}uka#31YjB0Wq2GwiUuPU>;ES}Vu5YR4}=Rqe%f`4cx59% zDuGQ4jvq5X>@eezNKYm}_N;XT{52mydNGpk*D)(VRaRYDxcDZ(V1Q|l4h!kO^s+&A zwaFqtw#j6io)9HK9HieP{A?>g7y}Y9|1Rf0XcNS{4+=0q%1%sK2S6)8f<^Ez4*&oF zHvj+tc%0*7U|^U5#B4y!0i{8J70OQmVn#4#VW=!i%wa-^F*2Y6Ml_lMQwfG3h60ee K$btZ&9|K-X>xG>F literal 0 HcmV?d00001 diff --git a/PCA/PCA_scikit-learn.py b/PCA/PCA_scikit-learn.py new file mode 100644 index 0000000..93bb4cc --- /dev/null +++ b/PCA/PCA_scikit-learn.py @@ -0,0 +1,103 @@ +#-*- coding: utf-8 -*- +# Author:bob +# Date:2016.12.22 +import numpy as np +from matplotlib import pyplot as plt +from scipy import io as spio +from sklearn.decomposition import pca +from sklearn.preprocessing import StandardScaler + +'''二维降为一维主运行函数''' +def PCA_2d_example(): + '''加载数据并作图''' + data = spio.loadmat('data.mat') + X = data['X'] + plt = plot_data_2d(X,'bo') + plt.axis('square') + plt.title('original data') + plt.show() + '''归一化数据并作图''' + scaler = StandardScaler() + scaler.fit(X) + x_train = scaler.transform(X) + + plot_data_2d(x_train, 'bo') + plt.axis('square') + plt.title('scaler data') + plt.show() + + '''拟合数据''' + K=1 # 要降的维度 + model = pca.PCA(n_components=K).fit(x_train) # 拟合数据，n_components定义要降的维度 + Z = model.transform(x_train) # transform就会执行降维操作 + + '''数据恢复并作图''' + Ureduce = model.components_ # 得到降维用的Ureduce + x_rec = np.dot(Z,Ureduce) # 数据恢复 + + plot_data_2d(x_rec,'bo') + plt.plot() + plt.axis('square') + plt.title('recover data') + plt.show() + +def PCA_face_example(): + '''加载数据并显示''' + image_data = spio.loadmat('data_faces.mat') + X = image_data['X'] + display_imageData(X[0:100,:]) # 显示100个最初图像 + + '''归一化数据''' + scaler = StandardScaler() + scaler.fit(X) + x_train = scaler.transform(X) + + '''拟合模型''' + K=100 + model = pca.PCA(n_components=K).fit(x_train) + Z = model.transform(x_train) + Ureduce = model.components_ + + display_imageData(Ureduce[0:36,:]) # 可视化部分U数据 + x_rec = np.dot(Z,Ureduce) + + display_imageData(x_rec[0:100,:]) # 显示恢复的数据 + + + + +# 可视化二维数据 +def plot_data_2d(X,marker): + plt.plot(X[:,0],X[:,1],marker) + return plt + +# 显示图片 +def display_imageData(imgData): + sum = 0 + ''' + 显示100个数（若是一个一个绘制将会非常慢，可以将要画的图片整理好，放到一个矩阵中，显示这个矩阵即可） + - 初始化一个二维数组 + - 将每行的数据调整成图像的矩阵，放进二维数组 + - 显示即可 + ''' + m,n = imgData.shape + width = np.int32(np.round(np.sqrt(n))) + height = np.int32(n/width); + rows_count = np.int32(np.floor(np.sqrt(m))) + cols_count = np.int32(np.ceil(m/rows_count)) + pad = 1 + display_array = -np.ones((pad+rows_count*(height+pad),pad+cols_count*(width+pad))) + for i in range(rows_count): + for j in range(cols_count): + max_val = np.max(np.abs(imgData[sum,:])) + display_array[pad+i*(height+pad):pad+i*(height+pad)+height,pad+j*(width+pad):pad+j*(width+pad)+width] = imgData[sum,:].reshape(height,width,order="F")/max_val # order=F指定以列优先，在matlab中是这样的，python中需要指定，默认以行 + sum += 1 + + plt.imshow(display_array,cmap='gray') #显示灰度图像 + plt.axis('off') + plt.show() + + +if __name__ == '__main__': + #PCA_2d_example() + PCA_face_example() \ No newline at end of file diff --git a/formula/PCA.wmf b/formula/PCA.wmf index 4e85cbfc2be33e4bf17a20292b0363a537e6e317..8953525d042e9f0b061c3cd2e6694b7c6c55347d 100644 GIT binary patch literal 28284 zcmeHQdvH|Oc|ZHm6R;4k2n=`;0ZEvZv3`ki~v z<9_$Mz_ol%2(!w$_m2|{&`??McCJ6cEbXt+#ok!s58-z@U z&*$Ol417PffRHn7gcQTQaW5e=;U~Pjes~K448@z}{YU>oI!M<9pSwg4bP9+K=(P zgyQ}ZWJ@6pTuP|A=9EA=?5|K|)r?U*48`k$va;ldg^FB~7)5fKCb&>`)gZr9AU(-w z)0FuIDp;VW2*#3(sL>j7qpA+oaNTSx-=?aY0gNH}Q2Wep6Io^x|1Pw(dCrHk6}d$* zuH-gV;QHVSY%xOZkTX12p@sz3m%>Prp$&DDOqG_CT%gQ3jeFw4Ic4U2?LKABEf`61&gTyw6-idld6s$&n>qMv z5DL89;}&Rg5MxPJ*dLbH5IsuH@|OAE_Nici&&4o?BoAv`&v`k@-<0tPH94&VlU9r(nPC4N z85#LkeD3XiK z3f47vrPL}Gs!0v_JdTl^_*Bhk!Kl(%qaDg(jlV+ zCi^jlWP&mJMW)i@E3#!nZWzF01IBRTp^01}biu>)QowN*KW80LG9^utxfXw0>OJVatUl;PDW~aN^M? zcGx}0}|hiiV*l%1++seOHYDD5m`}+vSkUX%&QmNEK0skk$#x~FS=I2z9KsOy2 z$&rn~X!~4rnhFN^$`cqvvav`^V4SN^=CK)LOw8krxzDQl{F4|%^1!*c)~{*5D*1_T z?KEy>$py-MzJReN=5y^nWj;?~49N#unbxH}+2>nYz}XZp8dLI1u(B-}NwT3UIL6Ga z5Uw(b-l3kvHWDXk_=*dA7+suH)zv|a=)^5PIH*x9&h0r*t!=h3L6rU-j3l{XDGm({ zJu%{aLu7$v{#mw6!wm`i=&Kk>a>9NzBr=Vig-2~Uts4etYAeQ&Y%m6-@@#%~sl>y^ zHJLZNVE~Uq7(?>FS-|kHoYzd9a@ICOb3*|pofyT5$$*en@3gNdVE~g+j3Jp|-FJ6x z+ce8_UdYTlV~(nobzvmQrc8JcoiBHTnQis%^HqYSb^E!F#^+3D>qnE;(bE`DGQ)N- zG|VxyxoQ}op>B*JIax4--1_I)*8<$E05tS9j3Ig8n7sq!*5;>D<9sR>D)ZTfu^jmb znLQs+=5rWhNIux&c64vwe8~5KuzuDVl`ou`M_0;0J732bk`14|MeHu~PqjrNH+-7m&$(T#nJDhYp)jbx?9SvrB}vfsdvU{53U<| z^Dj$z-Sact>ekP4D}B*c`tfy%`{A6^u~ zmWH47@V!Xd0=(E>q?heQKHadB)qlF-k6HagO=s9%Ftm*r$;e{n6P_k{Xx}6w9 zaAqzCp^i;*1JT;m#gxutoEbxp|4rh&~aj3L=rY+6X{r8YGT;8BM$ z9C=*lJOYc4*yhU<@OTVkNFF%iRM#vNx%dmq)KGv)Jw}mCoKYHrPuVj53An^DisWL^ z$#p(*R@Y{g_J4s%2xCYlIER7V#*xjWuLzd)*gC_pkTRd$7|W4Qgku~IEAt6s40k?f zy^_!Wu6kBgKRp=Bk&nnwK4|y@RsF2M818(``gyu@OH}2JDuxt-@H2 zd_*Rjt8B21IBshvpr1V$L-N5g>k{L@=;9yPMou>j&`SfxkUVCCLXE7DqGi&<#^Uh$ zZLnJVywAQyJb%d|C2Zig7h_9)II4Da#l&vpk*dG5t#M4i5Y9Z(_V}KsWN4A1$a_of zS6l4{Ci^gkWKs#Zh7{@9Nm%U`f;7ZQ*S^!lD$^ep*ya0Y%bS$s3%YH@y>encAXaxq zg2T34#Z9`vT*DZWIo6@3HAx-TKE%9DX5elpz+??ZkxcOZg&|)lQ=V5Gs~fk?mfR45 zS06@{ys*`1!uLo>SwBq}L$bmc10n}|JEW{1%h}Y4d0btgCM(d6<-DyE4^8mcxoW$T zErUK_?b7VUPCN!QuJgu*<4U#+Jeo0vsRknvSna0fKeoq$=ULj#tJ3b0WZrr zTgeOCnY86c*Sw+>Wr0=7i512e5VOjLrk^W~hrq*frgmZ;o14?BJkpcnp@})m>ydx9 zt@gOZ7T{qyN9)9+U&!j@+P9}#=XY)xppQW(9#&h9iuL=KTb@*9(t=T(m`KlmE%s9- z3}9k8O)C8bTUJVV{-3t0NeeU*bK>DFt(V%=qyn9fbrr1Ax zVVN2V=*M!N)QQ#h?j7Ab$ae}l3wC;65O~$Knr#(*0$o{7$vUwb9&QpSU3JQ=ET>8( zE9^gVAO3JynMu2o)nSZbjoaL-E0lRyPLoc|h(}c8Fmvuc{BrSyIX4^J4Zk6Rr}OOgfW^=d^TgUnY^=mrnMQ7s+w> zI!`J+^gRh*zba0`)p5P#ync_{e6&@W{YEEy#9Hj!!7*T!!8X1^*B$o@L5r3XsFFR# z2#W0eNL9PXQYNyY@tU?G>?^^b-0L}3x6!)ODMsz9E1b)=H12h*x4HR8e%zagX!GTk zi=~#bAfF$+)MhIa3wAnBa!>X8ujYx?^+p)Xz;?a zgdfW|5?Lko?yGB`D8!tDVh!qphVNR-g4}Z6Z~Sm7u6NSpQ{f`K%Ml5l3|;cPC;EG^ z_8gmGPi~(Y?9Osl*valLYkZ&jo$xt}-CYjyvgXzQW-S}$Wlax+Ef#V)!plyqjae+@ z@^xNzywz3)d*){gjo*PyO^XcV)Zz4;|3#`A$TJB>9cFGG{(?c08k)glk zO3M9WKc2N@YNYTV-u%gBGJ_N^s%t;mRu|hcHoa{9uGp5V_br6$*<~>@);_jm?C82( za5cTGmHs%|KDKPvhOwjiofi1{)CMSuE!)+$t9^|Ai zCw-k3R1kxXJ_?h5s5pJl_(c0}5tzB>h6qO|dHQ!}G*M3JF^6m<5w9t=pBpHG9E z<&~Fhy#>DARFIwYZCjo;4d(C+6RD4yKmpah59Ffje1svpnt~z1L-4FZZDAs&+Ft*W zPbxP}x(A~vZWX3B;MVa+=o{=+1F_=DH-Y_D%pU6b55GlDLkY-_n*a>9Cb2u&-EW^o67Uotmc65N-1| zH}54Uia)viZ+?ow-~2~@QQ2|3shQP0ky2S4oQxBIQoF%dM5NA8H7Dp>uc2_b>M`!= zcEGLb&@y^+yPKP_UeISmG>+3+gW^p`OVf`qPoaN|!3bY$fV#<^Asf^U&xo;fm>Y!? zRx}un#*DW-4#T1{JdvkRugIT(88vIm^dtu4kLGFY&WZr& zGzSHG-Z%D-%y;lkr?S)3OS_=>3jO;Xrk3QXAZzj%RvnYID6wc0UlV ztv4671cJe6^8nNd^lI6`Wc)y+YIic-(_a+;;8ZqJwJ(<&Y^tl~=sY)jH*YtfY;#3XUn-nQf1srFqMN=Hr+$7hY;j7e;CgrOpNV`MlHDulp zG(PKr8a^4(gGOcDgzD>8w=xrQAcD=}HimE^*t|^LdJ8?L!w_Z1e~R$vR?j4in`Wsx zbleJ-%=z0Nu}C+g9@mqDW|mxq4nxaTr$ZZc@pHZh)&q!~d zQ(K2!mNZzCT;><{%;T2$p4IF0I6Kj7#~~P-@=_xT8gnB90y()e86J6V<0w3FM0d`J zbl;Q?YGVw%VO%x^^t|EquKZ+r&u21*#Y|FubRI}Y#QORe9pKn>Q2%lF_HV6B*5uda zByRI`v7MzmW@9p?z<2%bCj1U$$)+5(wA2XJcVNJB&?g@(?o^t}R(<5`))?BfXols< zS~MZ9dc_qV%d}{ZxW}I32|mgN#NyL3c%05}InV8^`fW%F93^ZlFJWXY8W%(c^IS=B zq(v!P;xJ7=Xv@|~fXfs^EV|t(@!OLWw${Ve8(7ehYjM_PD86v3MVWy*2w989n3%Yt z`DbJnbk)i#FIm<0s4S9|v}n75)ryiiEjdhXf~42h8aDcO*HY`O{0)+I0YZuJJj;f9rbTOk#t ze|-dUN;t{jkkgsxL~>#vujCYg-J-rZK&SeaJK_vPSO+E7zTPBk#O5temY> zi%N6YCk%s|o7q6+!3g;rHybUQ6m{9;-fZ%4ZLE{j(KAPulT7WYUi}CYJ(EO#H;A5; zD%Jm&HvM<_#Q(}hPg2pBAHIWd5F5^J!~d){ofOfV;C~AaXWhe delta 417 zcmex!hj9|0%Js9yW-)-l0S*Ti22K!jVh|&U!Cc48z`(@d$2d{NjOhWx#25+LRsaA0 zZ{T2Hcm12bpOPGE

fd_6T(1i@8rKJKjO#7K(Ca-3^KDm)yWU{A>B*^eDSPYl*273Gu zP_G&rKSLFxV?jZ&ubZ%2`- diff --git a/readme.md b/readme.md index 4cf7982..35665e7 100644 --- a/readme.md +++ b/readme.md @@ -988,6 +988,49 @@ def runKMeans(X,initial_centroids,max_iters,plot_process): - 恢复数据 ![enter description here][48] +### 9、[使用scikit-learn库中的PCA实现降维](/PCA/PCA.py_scikit-learn.py) +- 导入需要的包： +``` +#-*- coding: utf-8 -*- +# Author:bob +# Date:2016.12.22 +import numpy as np +from matplotlib import pyplot as plt +from scipy import io as spio +from sklearn.decomposition import pca +from sklearn.preprocessing import StandardScaler +``` +- 归一化数据 +``` + '''归一化数据并作图''' + scaler = StandardScaler() + scaler.fit(X) + x_train = scaler.transform(X) +``` +- 使用PCA模型拟合数据，并降维 +``` + '''拟合数据''' + K=1 # 要降的维度 + model = pca.PCA(n_components=K).fit(x_train) # 拟合数据，n_components定义要降的维度 + Z = model.transform(x_train) # transform就会执行降维操作 +``` + - `n_components`对应要将的维度 + +- 数据恢复 +``` + '''数据恢复并作图''' + Ureduce = model.components_ # 得到降维用的Ureduce + x_rec = np.dot(Z,Ureduce) # 数据恢复 +``` + - `model.components_`会得到降维使用的`U`矩阵 + + +--------------------------------------------------------------- + + +### 七、异常检测 Anomaly Detection + + [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" [2]: ./images/LogisticRegression_01.png "LogisticRegression_01.png" From ce045fdf71ee9094565bd999e0be195ad067efb1 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Thu, 22 Dec 2016 16:44:54 +0800 Subject: [PATCH 13/42] =?UTF-8?q?:memo:=20=E4=BD=BF=E7=94=A8scikit-learn?= =?UTF-8?q?=20=E4=B8=AD=E7=9A=84PCA=E5=AE=9E=E7=8E=B0=E9=99=8D=E7=BB=B4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/readme.md b/readme.md index 35665e7..65c8bb8 100644 --- a/readme.md +++ b/readme.md @@ -1008,21 +1008,22 @@ from sklearn.preprocessing import StandardScaler x_train = scaler.transform(X) ``` - 使用PCA模型拟合数据，并降维 + - `n_components`对应要将的维度 ``` '''拟合数据''' K=1 # 要降的维度 model = pca.PCA(n_components=K).fit(x_train) # 拟合数据，n_components定义要降的维度 Z = model.transform(x_train) # transform就会执行降维操作 ``` - - `n_components`对应要将的维度 - 数据恢复 + - `model.components_`会得到降维使用的`U`矩阵 ``` '''数据恢复并作图''' Ureduce = model.components_ # 得到降维用的Ureduce x_rec = np.dot(Z,Ureduce) # 数据恢复 ``` - - `model.components_`会得到降维使用的`U`矩阵 + --------------------------------------------------------------- From 9f46fc7f3c58f03e6d0f964d61a50e992b132175 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Sun, 25 Dec 2016 18:52:33 +0800 Subject: [PATCH 14/42] :: coding --- AnomalyDetection/AnomalyDetection.py | 58 ++++++++++++++++++++++++++++ PCA/PCA.py | 2 +- 2 files changed, 59 insertions(+), 1 deletion(-) diff --git a/AnomalyDetection/AnomalyDetection.py b/AnomalyDetection/AnomalyDetection.py index 21a25cb..73dbf02 100644 --- a/AnomalyDetection/AnomalyDetection.py +++ b/AnomalyDetection/AnomalyDetection.py @@ -1,3 +1,61 @@ #-*- coding: utf-8 -*- # Author: Bob # Date: 2016.12.22 +import numpy as np +from matplotlib import pyplot as plt +from scipy import io as spio + +'''异常检测主运行程序''' +def anomalyDetection_example(): + '''加载并显示数据''' + data = spio.loadmat('data1.mat') + X = data['X'] + plt = display_2d_data(X, 'bx') + plt.title("origin data") + plt.show() + + mu,sigma2 = estimateGaussian(X) + print mu,sigma2 + p = multivariateGaussian(X,mu,sigma2) + print p + + visualizeFit(X,mu,sigma2) + + + +# 显示二维数据 +def display_2d_data(X,marker): + plt.plot(X[:,0],X[:,1],marker) + plt.axis('square') + return plt + +# 参数估计函数（就是求均值和方差） +def estimateGaussian(X): + m,n = X.shape + mu = np.zeros((n,1)) + sigma2 = np.zeros((n,1)) + + mu = np.mean(X, axis=0) # axis=0表示列，每列的均值 + sigma2 = np.var(X,axis=0) # 求每列的方差 + return mu,sigma2 + +# 多元高斯分布函数 +def multivariateGaussian(X,mu,Sigma2): + k = len(mu) + if (Sigma2.shape[0]>1): + Sigma2 = np.diag(Sigma2) + + X = X-mu + argu = (2*np.pi)**(-k/2)*np.linalg.det(Sigma2)**(-0.5) + p = argu*np.exp(-0.5*np.sum(np.dot(X,np.linalg.inv(Sigma2))*X,axis=1)) # axis表示每行 + return p + +# 可视化边界 +def visualizeFit(X,mu,sigma2): + X1,X2 = np.meshgrid(0,0.5,35) + Z = multivariateGaussian(np.vstack((X1,X2)), mu, Sigma2) + + +if __name__ == '__main__': + anomalyDetection_example() + \ No newline at end of file diff --git a/PCA/PCA.py b/PCA/PCA.py index 92179ad..2301ade 100644 --- a/PCA/PCA.py +++ b/PCA/PCA.py @@ -83,7 +83,7 @@ def featureNormalize(X): mu = np.zeros((1,n)); sigma = np.zeros((1,n)) - mu = np.mean(X,axis=0) + mu = np.mean(X,axis=0) # axis=0表示列 sigma = np.std(X,axis=0) for i in range(n): X[:,i] = (X[:,i]-mu[i])/sigma[i] From 3bc2172d05b03caa1809cd20411223964f378710 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 14:37:05 +0800 Subject: [PATCH 15/42] =?UTF-8?q?add=20code=20anomaly=20detection=E5=BC=82?= =?UTF-8?q?=E5=B8=B8=E6=A3=80=E6=B5=8B=E4=BB=A3=E7=A0=81?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- AnomalyDetection/AnomalyDetection.py | 61 ++++++++++++++++++++++++---- 1 file changed, 53 insertions(+), 8 deletions(-) diff --git a/AnomalyDetection/AnomalyDetection.py b/AnomalyDetection/AnomalyDetection.py index 73dbf02..cbe293b 100644 --- a/AnomalyDetection/AnomalyDetection.py +++ b/AnomalyDetection/AnomalyDetection.py @@ -13,13 +13,25 @@ def anomalyDetection_example(): plt = display_2d_data(X, 'bx') plt.title("origin data") plt.show() + '''多元高斯分布函数，并可视化拟合的边界''' + mu,sigma2 = estimateGaussian(X) # 参数估计（求均值和方差） + #print mu,sigma2 + p = multivariateGaussian(X,mu,sigma2) # 多元高斯分布函数 + #print p + visualizeFit(X,mu,sigma2) # 显示图像 - mu,sigma2 = estimateGaussian(X) - print mu,sigma2 - p = multivariateGaussian(X,mu,sigma2) - print p + '''选择异常点（在交叉验证CV上训练得到最好的epsilon）''' + Xval = data['Xval'] + yval = data['yval'] + pval = multivariateGaussian(Xval, mu, sigma2) # 计算CV上的概率密度值 + epsilon,F1 = selectThreshold(yval,pval) # 选择最优的epsilon临界值 + print u'在CV上得到的最好的epsilon是：%e'%epsilon + print u'对应的F1Score值为：%f'%F1 + outliers = np.where(p1): Sigma2 = np.diag(Sigma2) - + '''多元高斯分布函数''' X = X-mu argu = (2*np.pi)**(-k/2)*np.linalg.det(Sigma2)**(-0.5) p = argu*np.exp(-0.5*np.sum(np.dot(X,np.linalg.inv(Sigma2))*X,axis=1)) # axis表示每行 @@ -52,8 +64,41 @@ def multivariateGaussian(X,mu,Sigma2): # 可视化边界 def visualizeFit(X,mu,sigma2): - X1,X2 = np.meshgrid(0,0.5,35) - Z = multivariateGaussian(np.vstack((X1,X2)), mu, Sigma2) + x = np.arange(0, 36, 0.5) # 0-36，步长0.5 + y = np.arange(0, 36, 0.5) + X1,X2 = np.meshgrid(x,y) # 要画等高线，所以meshgird + Z = multivariateGaussian(np.hstack((X1.reshape(-1,1),X2.reshape(-1,1))), mu, sigma2) # 计算对应的高斯分布函数 + Z = Z.reshape(X1.shape) # 调整形状 + plt.plot(X[:,0],X[:,1],'bx') + + if np.sum(np.isinf(Z).astype(float)) == 0: # 如果计算的为无穷，就不用画了 + # plt.contourf(X1,X2,Z,10.**np.arange(-20, 0, 3),linewidth=.5) + CS = plt.contour(X1,X2,Z,10.**np.arange(-20, 0, 3),color='black',linewidth=.5) # 画等高线，Z的值在10.**np.arange(-20, 0, 3) + #plt.clabel(CS) + + plt.show() + +# 选择最优的epsilon，即：使F1Score最大 +def selectThreshold(yval,pval): + '''初始化所需变量''' + bestEpsilon = 0. + bestF1 = 0. + F1 = 0. + step = (np.max(pval)-np.min(pval))/1000 + '''计算''' + for epsilon in np.arange(np.min(pval),np.max(pval),step): + cvPrecision = pval bestF1: # 修改最优的F1 Score + bestF1 = F1 + bestEpsilon = epsilon + return bestEpsilon,bestF1 + if __name__ == '__main__': From efc8d31c9cdce0ae75309ed4280d42fbabc91415 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 14:57:18 +0800 Subject: [PATCH 16/42] :memo: add code anomaly detection readme --- readme.md | 17 +++++++++++++++-- 1 file changed, 15 insertions(+), 2 deletions(-) diff --git a/readme.md b/readme.md index 65c8bb8..69fd32f 100644 --- a/readme.md +++ b/readme.md @@ -1029,8 +1029,21 @@ from sklearn.preprocessing import StandardScaler --------------------------------------------------------------- -### 七、异常检测 Anomaly Detection - +## 七、异常检测 Anomaly Detection +- [全部代码](/AnomalyDetection/AnomalyDetection.py) + +### 1、异常检测流程 +- ![$${x^{(i)}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7Bx%5E%7B%28i%29%7D%7D%24%24)对应feature +- 建立模型model：`P(x)` +- 检查若是：`P(x)<ε`，则认为是异常,其中`ε`为我们要求的概率的临界值`threshold` + +### 2、高斯分布（正态分布）`Gaussian distribution` +- 分布函数：![$$p(x) = {1 \over {\sqrt {2\pi } \sigma }}{e^{ - {{{{(x - u)}^2}} \over {2{\sigma ^2}}}}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24p%28x%29%20%3D%20%7B1%20%5Cover%20%7B%5Csqrt%20%7B2%5Cpi%20%7D%20%5Csigma%20%7D%7D%7Be%5E%7B%20-%20%7B%7B%7B%7B%28x%20-%20u%29%7D%5E2%7D%7D%20%5Cover%20%7B2%7B%5Csigma%20%5E2%7D%7D%7D%7D%7D%24%24) + - 其中，`u`为数据的**均值**，`σ`为数据的**标准差** + - `σ`越**小**，对应的图像越**尖** +- 参数估计（`parameter estimation`） + - ![$$u = {1 \over m}\sum\limits_{i = 1}^m {{x^{(i)}}} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24u%20%3D%20%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7Bx%5E%7B%28i%29%7D%7D%7D%20%24%24) + - ![$${\sigma ^2} = {1 \over m}\sum\limits_{i = 1}^m {{{({x^{(i)}} - u)}^2}} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7B%5Csigma%20%5E2%7D%20%3D%20%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7B%7B%28%7Bx%5E%7B%28i%29%7D%7D%20-%20u%29%7D%5E2%7D%7D%20%24%24) [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" From 6c6288944e70986d3932420b457b67250d678cec Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 15:22:05 +0800 Subject: [PATCH 17/42] :memo: add anomaly detection readme --- readme.md | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/readme.md b/readme.md index 69fd32f..7cce84c 100644 --- a/readme.md +++ b/readme.md @@ -1032,12 +1032,7 @@ from sklearn.preprocessing import StandardScaler ## 七、异常检测 Anomaly Detection - [全部代码](/AnomalyDetection/AnomalyDetection.py) -### 1、异常检测流程 -- ![$${x^{(i)}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7Bx%5E%7B%28i%29%7D%7D%24%24)对应feature -- 建立模型model：`P(x)` -- 检查若是：`P(x)<ε`，则认为是异常,其中`ε`为我们要求的概率的临界值`threshold` - -### 2、高斯分布（正态分布）`Gaussian distribution` +### 1、高斯分布（正态分布）`Gaussian distribution` - 分布函数：![$$p(x) = {1 \over {\sqrt {2\pi } \sigma }}{e^{ - {{{{(x - u)}^2}} \over {2{\sigma ^2}}}}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24p%28x%29%20%3D%20%7B1%20%5Cover%20%7B%5Csqrt%20%7B2%5Cpi%20%7D%20%5Csigma%20%7D%7D%7Be%5E%7B%20-%20%7B%7B%7B%7B%28x%20-%20u%29%7D%5E2%7D%7D%20%5Cover%20%7B2%7B%5Csigma%20%5E2%7D%7D%7D%7D%7D%24%24) - 其中，`u`为数据的**均值**，`σ`为数据的**标准差** - `σ`越**小**，对应的图像越**尖** @@ -1045,6 +1040,16 @@ from sklearn.preprocessing import StandardScaler - ![$$u = {1 \over m}\sum\limits_{i = 1}^m {{x^{(i)}}} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24u%20%3D%20%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7Bx%5E%7B%28i%29%7D%7D%7D%20%24%24) - ![$${\sigma ^2} = {1 \over m}\sum\limits_{i = 1}^m {{{({x^{(i)}} - u)}^2}} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7B%5Csigma%20%5E2%7D%20%3D%20%7B1%20%5Cover%20m%7D%5Csum%5Climits_%7Bi%20%3D%201%7D%5Em%20%7B%7B%7B%28%7Bx%5E%7B%28i%29%7D%7D%20-%20u%29%7D%5E2%7D%7D%20%24%24) +### 2、异常检测算法 +- 例子 + - 训练集：![$$\{ {x^{(1)}},{x^{(2)}}, \cdots {x^{(m)}}\} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%5C%7B%20%7Bx%5E%7B%281%29%7D%7D%2C%7Bx%5E%7B%282%29%7D%7D%2C%20%5Ccdots%20%7Bx%5E%7B%28m%29%7D%7D%5C%7D%20%24%24),其中![$$x \in {R^n}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24x%20%5Cin%20%7BR%5En%7D%24%24) + - 假设![$${x_1},{x_2} \cdots {x_n}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7Bx_1%7D%2C%7Bx_2%7D%20%5Ccdots%20%7Bx_n%7D%24%24)相互独立，建立model模型：![$$p(x) = p({x_1};{u_1},\sigma _1^2)p({x_2};{u_2},\sigma _2^2) \cdots p({x_n};{u_n},\sigma _n^2) = \prod\limits_{j = 1}^n {p({x_j};{u_j},\sigma _j^2)} $$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24p%28x%29%20%3D%20p%28%7Bx_1%7D%3B%7Bu_1%7D%2C%5Csigma%20_1%5E2%29p%28%7Bx_2%7D%3B%7Bu_2%7D%2C%5Csigma%20_2%5E2%29%20%5Ccdots%20p%28%7Bx_n%7D%3B%7Bu_n%7D%2C%5Csigma%20_n%5E2%29%20%3D%20%5Cprod%5Climits_%7Bj%20%3D%201%7D%5En%20%7Bp%28%7Bx_j%7D%3B%7Bu_j%7D%2C%5Csigma%20_j%5E2%29%7D%20%24%24) +- 过程 + - 选择具有代表异常的`feature`:xi + - 参数估计：![$${u_1},{u_2}, \cdots ,{u_n};\sigma _1^2,\sigma _2^2 \cdots ,\sigma _n^2$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7Bu_1%7D%2C%7Bu_2%7D%2C%20%5Ccdots%20%2C%7Bu_n%7D%3B%5Csigma%20_1%5E2%2C%5Csigma%20_2%5E2%20%5Ccdots%20%2C%5Csigma%20_n%5E2%24%24) + - 计算`p(x)`,若是`P(x)<ε`则认为异常，其中`ε`为我们要求的概率的临界值`threshold` + + [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" [2]: ./images/LogisticRegression_01.png "LogisticRegression_01.png" From d6e6f300872213dec4aeeeec962b6bd883d621ad Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 15:40:07 +0800 Subject: [PATCH 18/42] :memo: add anomaly detection readme --- readme.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/readme.md b/readme.md index 7cce84c..1a417bc 100644 --- a/readme.md +++ b/readme.md @@ -1048,6 +1048,14 @@ from sklearn.preprocessing import StandardScaler - 选择具有代表异常的`feature`:xi - 参数估计：![$${u_1},{u_2}, \cdots ,{u_n};\sigma _1^2,\sigma _2^2 \cdots ,\sigma _n^2$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7Bu_1%7D%2C%7Bu_2%7D%2C%20%5Ccdots%20%2C%7Bu_n%7D%3B%5Csigma%20_1%5E2%2C%5Csigma%20_2%5E2%20%5Ccdots%20%2C%5Csigma%20_n%5E2%24%24) - 计算`p(x)`,若是`P(x)<ε`则认为异常，其中`ε`为我们要求的概率的临界值`threshold` +- 这里只是**单元高斯分布**，假设了`feature`之间是独立的，下面会讲到**多元高斯分布**，会自动捕捉到`feature`之间的关系 + +### 3、评价`p(x)`的好坏，以及`ε`的选取 +- 因为数据可能是非常**偏斜**的（就是`y=1`的个数非常少，(`y=1`表示异常)），所以可以使用`Precision/Recall`，计算`F1Score`(在**CV交叉验证集**上)，公式： +![$${F_1}Score = 2{{PR} \over {P + R}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7BF_1%7DScore%20%3D%202%7B%7BPR%7D%20%5Cover%20%7BP%20+%20R%7D%7D%24%24) +- `ε`的选取 + - 尝试多个`ε`值，使`F1Score`的值高 + From 65325808e9278d53284071638b8f87a2755d9902 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 16:15:07 +0800 Subject: [PATCH 19/42] :memo: add anomaly detection readme --- images/AnomalyDetection.png | Bin 0 -> 7492 bytes readme.md | 18 +++++++++++++----- 2 files changed, 13 insertions(+), 5 deletions(-) create mode 100644 images/AnomalyDetection.png diff --git a/images/AnomalyDetection.png b/images/AnomalyDetection.png new file mode 100644 index 0000000000000000000000000000000000000000..7ffe9e734d2ea322f96f5ca7a94fb2d82f01590a GIT binary patch literal 7492 zcmeHMc~sNaw#F*uiUqV5kV#UhA~Gp+n9^7f5m1>$2&e=Q2=f%?D=C5^lOTvp6%a%q zXp|{|L_r}y0U1IFkRT#M5+KSHrjYjwR!i?%Z@snNy6=zsR{zM#Npj9U`<&n2-~PUx zTNlrp2nk9G^6~KrnVvPW;^W(OA9%U{;~U_cu~$;wz}v1ME0fcF=x%8`@L`V!)B?)K z_bhea=2d>+^Ire64ncf;!Y#blt~S5Na6Ue1im4IQ2I)LUW!@Ok#Tbtt%-$WSpVHc{ zb6+CB)iP?PcfTaY^m=qG`h}^bQTauaxlcY^HpEmHERa*uACzXQYw+(K&_!coIIAoI zH)dXr_n`KqvTwzYH)0o#XDHx=Nu3Y43&KanA~JS zwJ5)%=Rlq62}1&bY4ij5QJWE=0&#a5ZJ#PtSS|X5K+fTEZbVSnM?|wgartX))-&)1 zDLkUZ@4D*XLa&}Z%ta2kg!FmTY%AG?h_{MOm3)9QPt81K?WdR4;lEKpzb%7a z%r`9$;!R^k%LS#;ReAR6wyw8Ft4^}`f(iTa`;pk2;sneauKcqjO zMS+Pnu9AMZPnn-St$(Z+?w|)U%h&p{pRdI)CLy=_G&S}M)wOQpVsYSp_X!a}7Zd!Q?~ z6O4oI$|Rx?{<)AJg3_AiO}mt)19XUnxAa(UQN>LgHB8DW4onzx;XNpl(tp*>K%@n_ zVmgXcjl8VJ3_ryCp*1oGH7gD5{5qM9xec8vOqcm5YBocM=sYF6Qi%FIWS6*SE$Z+l z<+FA1p;UzjB>nvY6!`$ACQ_qaX)2w!XJqwWH%D>bl+DFwDF3wR?*$x+*BmJ+@%rEK zW~N2Agx+7XoxQ}f0xgAti9h8Rpv?Q||CT}J^G!iJ`lXrf05DOvIG{xCp}PV>1~eY#`*o_lJWbF)D)#aHB?3( zsY}Wy+9Wsgr(d>g14(Aj^+_ZjG>;_IHwz}bh z&rIw|e_~k=vQlImGMd1^03YJcl8!s=FBc8@t|)+_lHaQXE%Ew6C2`=k?zg@5i0r@J z_)ocw<;7{Th)UD)1X;FQ2RwN2FM-q4!YbUIT+JW9uZVDs7-+={7+$o=C(>R)R|e+n z$%O=Pa5idoRvONWfhA#fsB?Qvwt>FPXyJ=kJZ-*hsCCqQzh-+!K@VC;fI`_0;J6u? z!$O!OH?E-!JXfBwDlpXUz?b+yhp57fK<31^lnUjo6TDrWkxA&Q9)^tUpD_H^zYIrk_nz`BS+P$iM;NgzqGi4evcMf3S&h)e)QByjFL7=>?K z3CGhi6#XjAWaj07m6C9vh~_cVt*023Cu$UiSuSJ~CUSAOg_j`colM*$PWEB?zMK-EZLjv!8d^IVIuKW!+=Bnc8@%+v1 zg5S3{&ev|phJ}52F+<&3;aaDA~@(PSyK#&QB)6Vpnth@m3>Z^NdVn!2zX(3rm z)OPY}hU*ijG8JOfiFVweml09-`m+_C3kc6{t=}Kimg7C>=T5TQ$ndzG0}YjN5zpSG zsoBy6!mSYDi$@XRb8n`I(0~d6RRkP78Vq-$%AafhKo#hq16pJUs*qgcD0$+0v}d70se zrx!QGsB!lI0kvCam_2xo2g=K6XjXu&A#Kjx@w`L9VT_QZ1x#Iz;dNpN>#T64jIQ1d zQiRp6+9epUdM83pdW#eVG_4&?=Y0UAK$pFo#g6@ zi5tPFR5SAKjXqU9&lqYgW28yjz|rMubZ~@0YM2NM`F5Af#4>aM9+LDdrohl?{-oI@ zSsZ@;>6oM9cG|3)p%ClRNzzUQc<#hz=Oz37AvLtSQcRzq5I=8=DMVycL}+Z1vr{zz zkHYz_3r)@o79C?omQd?EVaCTgj~rGi!=B5ngTW9H^$oLAufr7FloDG>Ve$0)b0&60 z*A{yxgH&i+>08E13W?Z=M*i9nWxGhvqq3%^b=5fqRXsG=GijP{2UTIrmSMMF(?OFA zZ)m}ZI*6Sj_~J_Dj+jXx1D_e{HWjqt62fNvinVFS0Q;`-{qhZg9HRCb=fYe>N1wcW zTSVOB3ewh);)a_Ze5y=jtD%+DlItN-z#WQd7$VRo*Ep%z4x1VY%Zvouj=6b1|GI8W zNfH=W)weE~TTEtFv);|;;$0k!01P~=*ckIM!}b@On7HgSLya?|$A9773nSAA?j-H8%xJU4I`kK-bX_*XMt3bCqF3f`Pks#Unk=Cz z#F{F&ZlmjJ_7_g^KwpCGHtU=4`{vS5!1J&$&O4CY*){luwmfdnfNJHqcaf$VN$JzY z-eA|*7t*w!GSoW#gO+5F)j-M0t@@kv{Pz^lzD%^1%b;!QcCop`V}#Nri=A9w;z2IIB>?MHsV_JvO<;S3tACHRjp^IRy{Duujs|`2JsqV>p3nqC3cGMH>jW`E$4e z$?Fi9D7dqnc*aYZki$QK6n9i1`#RAqux)8J%3SvcfE*jxBlAs#)#w)i9t~{z#|R)K zxXLrSlAkB!n7SQNMjQcK&u5pJ0(X z*aBRF>YqiUwwWZ2J3+}mH3{m6?I>3#cYCV09diAIv;q@f{Py*@-tjpm%o{dwo-a+uD6w2lHP@0sp5V>{KH`%|Mkj*=dyr1Q&v}A z1Yeo|z1d%G$SuB88h8HL#&d-P)nbH1sJLA6sk-;X1^5C57uShWATiLtNzU@=r{a-yrQPn&;-iefZ0j}c-rV`V%y%r;m; z7&}kf zIPs$Mg!JU9e{rZXO;&6~Xh|qpbf+f(C2YO@my8UE?{{gvA5*$yVn!is*IMmiCszmPlB&5eWL#txh=1oWjtIT` zCD(BcrlbdyrmOKdeEIe4k@HezZI>?YU-oyzOmq2HKR|1BJVkXM@~F6qq7rV_vh9Nu zrPznP`AD93$j1o-^mxB&VazQQ;*18GU41fWHV9h|9CQGMs(jOQB6Buu?WW#m`LU%I z_2h0~&vvD9itS5oUCU4t`@zUS|1g}%P?bl7O)OOoIlV_ZX6EiKVh#0_?5#oCJfSXj zWehM6#Xm_8iM!5|)I9e-UQgq!EicY%Ir_YuYuyZq4t}kCZai*APs{strq786i05+D ziO#MW$j>>9OdipWU<>wZz0ql5NQg-p8NmB0sTET;hy^$8se9TUvcXB1deC~xANs@| z>*(PL_tge?-JodSKeEy9dL1smlPY!VPK-Fai4`S$~m`=5J7s6E-qDaJ_@mqhoPve1WZ; z39eJQBXmiIZ5N)aY@1W)bm917Z289IT33SqrT)|IMiY$s=7oo<^Q?@%af)r(k{s@M$YS}*DXSE^C>YRK$Ld_t>%KySTn zrT?O-xQoxNo7s8%oqLN8TRqd$ynG^@;@U6vA#d3?@38Ch10wat4LN_%Wd^1>ysXji z4sx=5>le1u;O-qo;s2s@f$s6nrn+!uIAp_m#7-U11muGCz%0At* zy0M)XYgfuRIqY4QBC;6uPDw!STEk*CH^C%C^oB6zYBUk#Dm*G<*OSuZiyZ*+7BKb5 zm)|lY(|fB8m&HGtS&?^fR`Q?R6^qq`_Av4;x-Ry(crH5Kge+j6`=Q+@YPa~do1om0 z1zKrT;A1G7zvytO9pMF%zDiBGJhqmh{7P3oftu3@NECBcAzN8nO;w`@U4d_!Sfi}i z22EyFjB-uVJ8zNgVM?s0;nj1=`uJqO4hx_$R;Wfi=j}UEITS(<11_0y70X=;b0A{M zvV=Y%%n&X$E{g%7?!NnsEK0*BEy!jrW0OnBrWYjdP;cBNg1@)*!>)`ZQhZj$;;#n_ zM_a=_tAtFbUBvXYv1IFN>aE;KFTgB`=61AG>pm+wV)Kewp1a4k3i9<+VZXq2>4kc9 ztsH=%m^b7nJC6FAu|H_xlfC(S>kZx0svh{!?}DFDJw!YB_Z1zsYl4JvU)<3@!3@V7 zwF8#*LPL*v2v}y2ge*ENIGg!gM_;#Pe^&Ry5Sw$FvST(g4h>n}<|2c}qm3oSbS)2~ ziS^&0XULJ6L z%;EOkYw0)3$_Oo6$~*x)c3Dm0u}8%o9LL0c0^3jCT5G>%g94d>D)g(_)0ym2&~u?w zv(mY+Y_UAN`IggSL^5ZXWk`sEcjg*4CHp<_^#NczRSM1mnu?Yp*0|W0-FdXAGXrpJ z0<6JTJj~+u+*;;wt+6O_HMSA1>lgB7&2949M&P}cRNu;a@bH~|K!fpfw`rhdfSIcG z@@Kt_>^;3dB056Ec+z;gF}k-%PIsoe#2*^Gr!3DE_?u!k(Bu>d9>_NZFx#a*(_`6S zVXLltLXjuK{#dbFr?XoL=q+ufubD7(sM*inO#y-OxuvRm(|Xq2SM~4y=6_hXHzoL| z;OWod(wF`=pV$66GjZ1BbXZC!6i|?IGJC0DUiV7l%f!3qd!WbYOVaTFzk~T$?gr%a Zj|WpSVsHKm{PW3YYJA=Zefmn=e*tbEhJ644 literal 0 HcmV?d00001 diff --git a/readme.md b/readme.md index 1a417bc..466d5dd 100644 --- a/readme.md +++ b/readme.md @@ -1051,14 +1051,21 @@ from sklearn.preprocessing import StandardScaler - 这里只是**单元高斯分布**，假设了`feature`之间是独立的，下面会讲到**多元高斯分布**，会自动捕捉到`feature`之间的关系 ### 3、评价`p(x)`的好坏，以及`ε`的选取 -- 因为数据可能是非常**偏斜**的（就是`y=1`的个数非常少，(`y=1`表示异常)），所以可以使用`Precision/Recall`，计算`F1Score`(在**CV交叉验证集**上)，公式： -![$${F_1}Score = 2{{PR} \over {P + R}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7BF_1%7DScore%20%3D%202%7B%7BPR%7D%20%5Cover%20%7BP%20+%20R%7D%7D%24%24) +- 对**偏斜数据**的错误度量 + - 因为数据可能是非常**偏斜**的（就是`y=1`的个数非常少，(`y=1`表示异常)），所以可以使用`Precision/Recall`，计算`F1Score`(在**CV交叉验证集**上) + - 例如：预测癌症，假设模型可以得到`99%`能够预测正确，`1%`的错误率，但是实际癌症的概率很小，只有`0.5%`，那么我们始终预测没有癌症y=0反而可以得到更小的错误率。使用`error rate`来评估就不科学了。 + - 如下图记录： + ![enter description here][49] + - ![$$\Pr ecision = {{TP} \over {TP + FP}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%5CPr%20ecision%20%3D%20%7B%7BTP%7D%20%5Cover%20%7BTP%20+%20FP%7D%7D%24%24) ，即：**正确预测正样本/所有预测正样本** + - ![$${\mathop{\rm Re}\nolimits} {\rm{call}} = {{TP} \over {TP + FN}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7B%5Cmathop%7B%5Crm%20Re%7D%5Cnolimits%7D%20%7B%5Crm%7Bcall%7D%7D%20%3D%20%7B%7BTP%7D%20%5Cover%20%7BTP%20+%20FN%7D%7D%24%24) ，即：**正确预测正样本/真实值为正样本** + - 总是让`y=1`(较少的类)，计算`Precision`和`Recall` + - ![$${F_1}Score = 2{{PR} \over {P + R}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%7BF_1%7DScore%20%3D%202%7B%7BPR%7D%20%5Cover%20%7BP%20+%20R%7D%7D%24%24) + - 还是以癌症预测为例，假设预测都是no-cancer，TN=199，FN=1，TP=0，FP=0，所以：Precision=0/0，Recall=0/1=0，尽管accuracy=199/200=99.5%，但是不可信。 + - `ε`的选取 - 尝试多个`ε`值，使`F1Score`的值高 - - [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" [2]: ./images/LogisticRegression_01.png "LogisticRegression_01.png" [3]: ./images/LogisticRegression_02.png "LogisticRegression_02.png" @@ -1106,4 +1113,5 @@ from sklearn.preprocessing import StandardScaler [45]: ./images/PCA_05.png "PCA_05.png" [46]: ./images/PCA_06.png "PCA_06.png" [47]: ./images/PCA_07.png "PCA_07.png" - [48]: ./images/PCA_08.png "PCA_08.png" \ No newline at end of file + [48]: ./images/PCA_08.png "PCA_08.png" + [49]: ./images/AnomalyDetection.png "AnomalyDetection.png" \ No newline at end of file From 1ed157a26ce7d351535ba2e432920565b9ac36f9 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 17:42:23 +0800 Subject: [PATCH 20/42] :memo: add anomaly detection readme --- ...yDetection.png => AnomalyDetection_01.png} | Bin images/AnomalyDetection_02.png | Bin 0 -> 18669 bytes images/AnomalyDetection_03.png | Bin 0 -> 18823 bytes images/AnomalyDetection_04.png | Bin 0 -> 9615 bytes images/AnomalyDetection_05.png | Bin 0 -> 4425 bytes images/AnomalyDetection_06.png | Bin 0 -> 4525 bytes images/AnomalyDetection_07.png | Bin 0 -> 6410 bytes readme.md | 70 +++++++++++++++++- 8 files changed, 69 insertions(+), 1 deletion(-) rename images/{AnomalyDetection.png => AnomalyDetection_01.png} (100%) create mode 100644 images/AnomalyDetection_02.png create mode 100644 images/AnomalyDetection_03.png create mode 100644 images/AnomalyDetection_04.png create mode 100644 images/AnomalyDetection_05.png create mode 100644 images/AnomalyDetection_06.png create mode 100644 images/AnomalyDetection_07.png diff --git a/images/AnomalyDetection.png b/images/AnomalyDetection_01.png similarity index 100% rename from images/AnomalyDetection.png rename to images/AnomalyDetection_01.png diff --git a/images/AnomalyDetection_02.png b/images/AnomalyDetection_02.png new file mode 100644 index 0000000000000000000000000000000000000000..cec38d06da5b0964ca685f2170d7e2d33ebd2ce0 GIT binary patch literal 18669 zcmdVCXIN9=wk|qp0wP6FQ2_;{NLLUL5C|$tS838hF9HFSUZjX13eqJs0SiSsgidJE zrD`Z4lz`F%0!Xic^ToB-+IyX|@45H6f6jA$@bF~L%x`{mykm^_9eMLm>puO-izgun zqE}V9s|`Wq8W2R*NOJ;Q$qRqI0REA=Y2UvM74@-`K2X{zX(~ZbX*AuT1r_*A`&7ly z4T2b2Nq=MsLJVvWq!O%pS4r2~ba{fdZpiJZW6jH`JV!;-LX8a-d0jh1+{jr-=XUZL zl*T)r8%at=cXf~gs&on3gPGzsHHSK#=1)FqRzA7@!_;Wy_<2C%>Z7Wa<-z52zrgt& zKl#hi8`V1jeXDrc`NM$8)%hJbU1m;>9S!ITPPWS*bO|P*ecPrvv^$Q0}t?t+VX{H-3vx}AkOT{S@C;sYN`$fYg z%v7aW@d%5eL+m%^dQF?Rm#Zf8+!rvS7wLx=hpSx7c68kT)P4@da){Ke z{2r-(_F3!J+THs7#r(#o#|+__yc#V0T7&NdbOwvf6kQ0hk z5_xsEOQscwn>u1j;!@`0!th#Mu%1KpJNWzvu?7RPKw`y?f2x#IT}MMfXt(W{(?|)I zE3HoSCHWgqzH|QD+e<>e@wsVcD8PBu-aY+cu3|*}G13B+>>_2F>#;O!RQ>ehiBspN zc-6tq)H5~L-2N#1k)P3<3EtCIZ?Jg{LJ^yS87R5f`QnD+T){x`bKmh ziV|#Ea9hhpL}h{oBiFT4=_#;ZOk=r zi3iq9Y6kkh?ncnNKhx2eok_a@gHzBtIW0?2lTnqH@1nrM;YQZ_Y*tr-grcx*zdZ5A zHn_MEFX`O1WQygQ+^ zlw3&Pa`~VnNq%PqeN-B_`|=pwo3a;32f3;PV?xWq_hh)h@Z!yYzQBb+gpYo)yr(n-duQL!PQJ!&nxzBoqkpnCh6^|Uc#^7WZlPA z2enU3cV3h>ruz{t<@tHFbL%r&CwmpfJr$H^ zUn_2}dipu#y~45;piQRZ5>K^7bw3|*thLXWEW|q%iO=z=l%(LZzHYs8bP%=CP&}Ms z98H&dyuWLeYb9(EK}?KFB1SG1#VhQ0t`_C%+%FaXCQl2=#Jmf!Um7mNW8-+$ea)r| z^g82m-78J$V`d8KP=fJMBSqNM=i%=+b$-a z$;U3_FfATl3qjMm>KzYY4)NG(%~Yw}yKk6Ra_&?C>$$areE_VNJSQ#1r<@4el`&@B z`qcJQMRta7mjsQAvgopWbJ|d${x|$>vuj)9MA%-=M7pG~9>|3y2=Ap-M%kFsC0_b5 zwQBI_Lw0H4D09lA&zaoH<1DJ?fn!JX>Yaqi@<29-;juO|pL)2Ue!&-Bb!7GHjLiar z(&ixwlC4KiVkL~#@CfT!Yxdot9&tpv~=cl zuOd$wltrI&SWqzRS&-am98OtGwt1PgBB}cseZw0kQL4hwYg}NnGS*Vzl&VOad?hsM zopn1D^vC-6RivXJ+{j_5>#{Tz=lOzwDD05F3$-5Rgnw0df*LUTn@Hx7Qme44R@g^_ zT)oBsf3Lf?$cM!BZZUk*(0Kz_m}XuZ2H?FfcIm*;52Mk$QS$5Im}Q)Gu8APL9j$E?s^|Khwi+-b}6 zA+Lx9>Vm7(Mj-&;#!4Fc^VeX?5$A@$QLe8@{%i4(iMu0f(;d;+Ps$N>tEol@K5yyu zpkD6B&4_E1amyBY@ax!&a7+n>eS-P=`u-knt#~mzykBn7 zaw4Hp%A1o1fiy7^mc}%^tT02XQdxc#m5?ZxJ|m}^JdIn0N<(mF^)P$uB{5x;u-5#x4X&8ose`~wpvh#~kKA7`kwGq3DF?BU$JDsz-(P|I6=r;({MN!aw(or8t4W4Vrs95cjt}xF$X&T;;*#N! z=-S~(;dE*c9wv$I(_brks8qXS%1XnO8e>(cS$Xj$#D0pFg-Lq|9l5q0kpIj8?u?75 za*kZ^{H^{{Bb}hw9#t`P1iuC&99th(sm5m}nt3WgodA=VjKEl&+btOT`m_e@ECYos z9#5H01_(`ff8HdNk$f|A2zR`kYMTUCv!^XW^gtcebY3>jncucj0bA%gVe9znvs zm8Q`zA4bNi!L=P&d5oslowS?hgFqY*BPT9?Sa^@{C?83e{Xs`7w$^jYEUcanx&|By z*S6L-7?jP?xvRN-rY&*27Agjv!1^ry42|9wcw8xVeNg8}o1#*I zCFlvM*}Io~?$-V~87LbtGUA9j+q5i6{#pt|C^Fl#i5NOD6~JHo6kytqq{jAEN_w1s}$ zZKmYBe<{GAcHbe_*MpU&^rB>De$l4{+SlUXMPW`0+JPUtu9l0o;T+SheKmW}0^0;$ z)lCGW{7kWq`}#LgCbFTty(JBtBQ=ve7%M~fe1>{FzxvL^Jo#zMVjm38LWGzJ1hXbR zB|O}WDgCUQ6;5|oWhf7majYT4!lX=kD%nXz&L(^iT}5~IyVRBJi&o)X!&Cy_A+_vgao9$MQ zWJ5!PnQz?3pB*6u{@!U)vawcqd1B8h@#LAOO5UrX_59oT5kE@KaS$Z34>lf)6q>CT zyGHg9N~iqt@*5tjc(~Bx zBKLmwCo`R~i|c>BoDc9kROkE&7g4U1+<5X`DmP%{jIa8nQM>9n;tq&`-L^Ul@IQd=C% zjZcwwS>a9w;g=?doag4zO1D^J0q}MfKrlNTjbLS%5kwdJY-ld*FTugSz?Vtm|4iP2 ze#VuD*pHUmJ79~_@^o`QaVv*^ahvZ0;FCDllRO>OS)dxvmuFm6)b&nanmgIB8&fl% zo^RO}-nQaPmj_%4*~KrPH``dvs;@vZC)mOUK7~%SRznPivt8j6o2vZ^OJFju{1;CQ zm3t+MR|W*o*!9_N_)Mp;Y2AopA*zv<(~B_jvwzdF#H$bIXSe!Otg#vjdZ?n-T<)=? zzv}ocj<>$}8Hl#m<8rT5crF{sAO2~nol9}lEwxl;rFxo~4PaKL-AoITaa+jJUcemr z(Q@7bk@8tF)A55^pAFkp$MI~_g?MP z%l|^ql65N-H|#rj{Qmw`nQZ1?Z^$@rog`&!s#o16K%Bp| zm|yH`m4bk(D;P-05Vn`@aKbr6QxKW#^jnEKt7Sh&q>y?3Y?}ebda}`eBh^aSaDQ{) zfnNEON2@Yc{Z%fLc((3xF*bgiZWhEyiBgu+HL{?WD2p&Dp_K}3W~~RD>Ap4omVk)n z{*fPB_Ea#$-~c>qJYo;P`sFpI^l{{1h(IGaJYn;|;J%>9>Q~r!yxSgIb|8zsTzBBS zFzN_rYEq(-v9Nr?4@F+&#j&4^%Nn;@&8pAY#*?e~1L$k@-^;q;Rn+>uY20pg0lkV^ zmu5Oax*mC9I=Vsz_!h9D+=ogIql1CbWSPL$b2e`iO21vup6?S4GO=4Ntnb)1rBH!` zM?&hikk$tl#zHi4Ek>)APVtxlaJbcg?cwe@!83NMs5ul4)%4+w*}7Y&TsSL$bveDY z(T@=--j%3{G1q-se{t)#U%U-in@%X(ULL^pnFD0l;(rI#?yrn>)#K&WIhHLQGFz4tPoi zy|@p$(;7mHQD#-;e?LXuDb1gLb*OkXkPp(P06xxXDT#=$_^%cjRAsY4gQUI(IfYtA z3l%*jn?WlQRgJ1+3bliD|K6yuE=LF?2uzcAdTkqy*xeRliMa@-CuXcHY^C}`xK}sM zj*@ePbR|{p@o1f)!}tgl(|OGl6*g(LjX5wkO<)CY_YEJ|W3>deTfx2Uq9SUp*ZwY1OOeSE`RGe_!_4|UxA2Z1h-ezlVC`v$Ifj9dB z=~o1{0mcPJ@?=rBF*WBNJu7T#s9?b>W7LkC)0@=gaIX%oiti%Sl&oNe#T~I~3k#Tp z$F-35D}P&;`q{u&P;h7nElu*bcw(sFgIhnSV#Kv%Rr7T2`|jC*&YTCG>HN--IQkn& z5&Q;xG1jFq0Uv1QFwjmF<4P#=Ta^dri!=xSUs3Ie?P}ddl&mM=3$U?^wM#_14e;UDY&M4{Z>!!g7>i<*Lf7pKpb`8YOqbQpQ{bJKXqY8(b*L6HO09Z@OIqi6xK>E{t zF*m0+Nc5MzQCI#dC8N~YCMyk7Mycz}dXD)3Uibv7XL}l`5fU)m1IOFSZ2N$bA=9nTb z{f*W?bekmEeH5Z&qR#Mzf)g+{=sX~A1gO}B06yQXILrv znsY8$?R4`SXBp0${}r|BaZXZwohP1*?W=)A_uqin;~mI{evm+@Z=FBDr_7!_b9IV{ zP>uILo=bJ{Rb(>``!?)oRAw8A4fbfEm-a53+qQ#yRo?pgik{8VYkb`G%DBR@$^OJ@ zrpFS(B!iCojFj^xc5r_+FiS`4nG$EKRJ)dMs)$QB^{hM10~FZ&U1B^Muj8mMzf&OU z`p%wZg?$-era&?&{t2RkxX#Ul2-w42q4g6J&wkzm$N3aES0|0jRZtvZC_~Q6T;>_e z;b)KR=sAx8@(J`9T}qKGlk7KvK3Yv<2okoH>@khtG@nU`Rq`^?ZAH%#B&cH)NmnYK ze%$Pp);3C^<18--UC1v62X!4JYhykYw0&)_qC{}h#x*He9TZ$Rq@TGAfP(4=2dlh$ zH`yMD(^Ql){Q3NM(gw?O={PqFmbS)Ri2avfcz{9LF}+DB(Ug}2`N){k{?T@E&2$1e zw0;J(Y+0b*&YWH81czcRGHU#{L1R9^xmUSPcW!s$Sx;2NrGp+P+sxh=%9tur7p+82 z4NKnfGT9tK$eb&sT&D(Y-2NR!G2se30$`y{6QS2^l+BK5&Y_^B2MM zQwY9y9vz0Pr%H-JHvxjpfLSDuTDi%73Um(-21<_j#%#Z!T{|5kFDG4~-q*(heFKA` zO!BC>;VhgWx=h{_(DiPu|8y;Q7z~H}EqM4O=>w^yE?Y(1DVbDSD)zT&S1PM>d$TEH z*ugG>8M3N>z88>4_w-r^`xUt71@Ja;Fj6vQFLnlM@WGYz!P+lG#N=uPVu2h+?pXxL zfmInA&Yiz^;6lS~mT-}#k5`TL_opu}ASvQVh`1r}w0!T<`@7{`+4*lFI>y z%G%#vUTXWbO~8FVedXToy!;}P(H|nwR)CRNG2~<~u=$`w0lMwhacL>zPPsT)jgUR< z|CW?X=2d5tLVVv{ndfa zwJZR#i4n$tlL0Qm3N=*24PH`iKQLGXm($DDR#px_^Ju;=t-=v2+M6uV!BL7$k#xKf zc=UY2cd1ZNFYldNqG+M9bB!|S{Xnh9Qk_-9@sVFz!2SY$Qo=6H1Gz(Vm3nYn#lY*m zM;6%iR{;FS9Dw-535QY!IeQQcR+!u+0aD)M;&hu}tJ3CBx_pqi7Uc%UPc!u7+5Ii= zrB??aoU6-_5Er)${d#}@XV_(30A;H_oI{4J;k{2$qGzX6*uB`n{%}_R_sD73*ZSMw z5n-1YEqN~D@^R|q;l0LV;;P4hrgSbKENXY~ejdavteqMvNVnZGp;OaS^anVk>HmbF z6}cy4h|zLY5>chNY|~+vpn_ZNh`xNwyM&aZjCAn@PjB@|^gsF4`i7cgcLMF@;!+SV zkGOS~Nq23fx?9YPY>Ea~bGM3J`^A5SBvmZ{Nfp-Lm|0^1Bo&?&()XTlJt!Liyr@L) zr!uQ$uU{QvfMN?goW5L-1h8%HU8t!$x zV1)K8EJClyl2W*K@1MQ$D)4BezaV~hwSFfZK-CAZEqpsV&@%{`;GZpFeyVXCjuH!^ z4ZD^TPh03sxhut%@MTKBklwgwuoy$H_mY`Me_l=sLNmzAf#qu%!y>1hXMf4ykTuFvI8gU}N*V>Z69M{%Ys4i+z$^JAG82RU|_-CDT z1QBX>8F11wz_zVpUPYFqxp`;? zWJY5c5nNv%C}znq_;l3Hg8U7z)NrWD0ywzqFX)@<3F5gXGOVO0Din`mzfQumfC1ZU z5)=UqV+rqpm2`a-LfdJjo~V`)=**^zhGOm)(0Tvhw#SLHLQgwEKX2JmxH!2Ki`$q$ zomV{ja5WuME>k3z-={}V=v@BYfKoRAWjCJ#!+Hs|!j#H|{R9lWPl1iP{hq7+nk8sP zh185Sg>$N8yjp@Q8D})ECK1^Vnt4iUhUZGl>PZVv_I2aur`6^7$=FHQ5dC~Rd2_ic zfQ}_5gTQ_`$7cVPoE3^;0z(EJY;6}kE4D%oQxJG`+X4UHS!U`fm@^*$Je2eku1!Bl z!*A-i45(c-&D2^brk`M9Qa`FFO~wPja^?lA+2&(IQKLbspy&DpNr75gNmJwyLpT6r zl)T?zQFMN>CmAOv;eC0?x4uUZH3-6ZaOhRFvC2KUHVP$IoXt^WD_-hlX$??JX4!&jU6xlGlgnv$L5Fd*~5vPpjR5;cDz1#c`yE&P>DN5EFu$X=+~V!To(d z1auC`rXUm;3eUH<7eI;%vl=iD-k#8eEBFWPaI-^rr5Xb<+c59I6upj*Ls1%)0siv;3v$HZ$;X13f)AQoL!@cba z=LuQ)_0B86&?f*u$zCdMJo*sG(y4yoLIAH7{31*+0z|zs^i7E%PuCnm3%-Lq!NC3{ zS0^XWb9ofVJ`yWkCRd_5d*ZU_*`%Hv?yi;6c@zv6n-w1s572g5AVs&ZJ?4Tf?YNZx zY`WbZFpj>zKZcPQBQMIB#<|{jDQ8{6iLYP?HuEJS4f}XMQHay${}=Z0>XY?u7$x)o z`c5}nY_NezmXB6up4HB+cqm+%}IC}oh_4HO+C4Gd7D-AECmdfy6% z<+7eU}*#%o@g(w^0T^n?v;~9Q0UY^YrqwZ-<^F`X1iD?4PNYAh-Y|E`Mrg zK+Jg_on-bsUEZ&5{>336e*u8^MBVWosX=tpf$)P4I!$`VU;5Qs{o(tHONQbVigE$R zR*`MLI*h$0MUSGA%L4Y#@*YHg0``B;^S@Q=|`EM8hERUav z$qdQ$Ui*c|5~-cWZe}v`s#Rxfqo&K$G6_4=9b?yX-n)j2)^BPTS9BSDD994X7j3A< z*Zbw)kG_O&Y1bk9#(bIJgl?d)FrOE96z38%_*VvyM*}&dTVU`=9r5U*9oRKSrIw*s zkt)TAss>1wz5p82VWPGIq_n?~QJnbl=km0RDaaN5D>Uueal5gFm4t`(+nW zB;RkPrbB+I>YDuS)JuFEMQ^G!mbf#yN}P~#8m+z(ba;9-ilX_ovrN-tPI-BGclCIj z_f_@0f~+p&RVZ#YzxWWDrI*ixJ%2Jpjc}w7GEgoFKv_jcu8IOMS-jTD=V2o`C!-iD zZXvrd$~NHz!(ZK57T@7uQmE8ZOOpkX1^_5LJQ_Z4&+*Mr8I$+S@f_OO(KGXfi~>1G zy)Q1sr-xG6l?0-r=lM7Z2xYpllT!7S_xb<5)>3X6x{3FDYj%5cL`KmieRDQZ6uL`8%kne{a5rF2 zd{n#Jzt*8{Z+|2S-K7WD&m)$3^Mz$SfT6S`j8{1}6;W}jf!14M(nSG{Bk8nA4r?`_ z0~ra-mSGZ_)1vUZ`3umFGU!#vgiMtqKPl@7iObBL2XTPC&Fx*# z46cNT0?F5}co?^5vjB7!VZi!w zLPlbQ?dDDNJ%SMcBMZ<|Yl|P;3!kGi9g984AZitK{6Go|kS?_TnQ^>HjY0|m z&WT}h#ER(HUc|xq7Bodfj9-;Mt{be#r-N?tc=o=%Fl}}RHUj4MpwxPye82$5cGIMC zeJ3|(Ut%t(1b7qMv9Vn8TW1Q@VOqEfD{Ks09hOA;y7z{rJ<&JU$ryM!1_<_nXhk)U zA_Rw*bhAXxD)kb){0n%Au;=oKq&1eAiH}DkXk!bD=}E?DN`ruqy=KqWzWvlfstee~ zK;+qUK}y2`Zz8+E1H7Fpp7fHAb7nd)1JK;{v8sdoGhqCk9G)ULNgM3BzX|#t!2N>F zNq-SAI#)0y9|1%7m;a6VrIN(tBSqZ%#!r;9+>WGh4TGz%@tz2}#%XbT#{bWYa(97) zcCwn~{y?yAnj71LbQAx9t`1|Bg%}KGu-?zB(4+<<@Ad)Mjr<203JyO$g&I{NavS^) zd`k;7(r+08R2&4#PdH^~jnd1^rQ$@Adk57t7v=V)5gkvdc&Mr;@o6M|Ff6mRpK5xM zBI}U{$go1wdS81#sVk6(;b@7)%l7EY#idpq4#fSf#mUA-KhI*9hP`__*&08-@n;aY zVSR=S$HjrFfZhY~vkg|i;N*8wEFJTSl;}*A(gd1O9gy(T%~XjUf#0(OAJzXVJ_!}J zy%&2k6wRvezK(>b%>Oxx9Djr%;Tn%%0C31pFd{`8O-eTgsi2v>JiV;pLZTzRijAsj zQY8ZS2~cW4?`b5;eOB1u;XnB`Yq5y4q9!*zE!v8Nb3pPE1U(P4r#m9qa#+9?CIwOv zkj&1&1B_e0suzBN9Exi$x{e+WIKlyc;N3q_^S_9eh`6~e19_A1jlTFkg|WuDAl-y_{|T2a|8w*>wubgv)o%7< zeSI3B|9#2mAt$EE7ey#$#|AeLM3A8VM0ooV}Fqn=MYa}ZOH{! z&6FFD`qSkDolal8W*!uNP9zUZldq$Mh(Spc$Ff%j2m$Xck5xSeGF{zDgyDo+zdYXU zep^xbbd;RvK#MIN%!mdMCT>KLF$}S}sO0PKMJ$qa%5li4P5SfK?_~r3H}kL7$JL*W z(Wdahu(pl*8R#H!bWb3Iw2)8wK zBuSfjl9}&ru+yPTz%5|q9*+AJJ9)Kb*OADo*CAvSnLx(CcaotAW7XhJo=2(y^+=^F5j(&+RIj zNHmQ*Cjxu}PSTB?NwJBiFGJ?m_2tWsFQYeAteprJ30g!&Bwwnsdyn#k4?svLK zo(Kk-9RU}tXzqPR;JIf4;ieKKP>3)LWFO%0+Qr_CnN&%NSx@)5H(H~!-)#ow_Nx2x zqS;tW81T=c!95J3Ov}*_mDU$=20Z%F9J~2J=}5A#y{^-RM?=NF(l){=Fb+8f^agE3 z%WnM%m!5;|_Z;l9cNN~HKu>kVaW&|v;KQcI_Cn*nA|Fn`MsxAnSns}6a;a67-O^>H zWKyf_eUvDAG{b=2esKr`Pu{S4r8qkRkclb4voLV?;|(`(YJA>;k<2HW9m@5FU0Tn% zL_yQ&I(z7dH$oNyt?@-#7VW4=yPNw@8sA)kxf`(7!4KXV-wgnere@e+;=5}R2tE0D zTa<>AnUGTDfh{-%l#o;}Zjm}_@lxKU!4T*Ka-HFzI|5sasvL6rHe?h{v58;?#7(`G z_7B~1UCh9aP$llGMx0Z%>HxU|YH*WzxNw8oS8?l|ZuVO`^4B~<6a~U1WK)Vqzk^|M zU^np^pmZA>-1la|dSMELtN+|?MEq4ole=sq>_=}LM=?Wh3n6El=D}RdQZbq{<}TRK z<%Pz?uW3@YA6;!&DT9(&wElFT5V}%O0L1~?@P+4Uy>?r8zzZ7apbYi#HdQ0I4$@Hr zUmkrPtaLKY%F4?1+gUNHan16ZgQZHl=w~SS4}Mant3cqi{SUUcET8>9X0`_bGL_PpKR8@d=_}#0-)xaZP z_2bV`G+z=Y&kEOY-y!7rC`7 z9EJd>e-w_Ej$jqrHp(ZsaGMm+txR}j*=20mHA66Nef_uRKaObDGvxQ4B}xGb$dI6xGaK)GI&zm4=>e&U4J^$U9_xmejcy z2^WAmDv^u&f;iobiZ*jLC>!xJ+ubTG!**rAHlF;vbfD)gTJ2`m!NTF0oW&(b_ycxFD!Wcz&$>I z`+>Tn9^+R~u2b8|Mz+2aKG>q=VCX5OmLmM3f=TIqtC&^L6}`W4G0QclTe^UIs7DGK ze}cZ+Y)~u?CtQ@;#G0rn|0jym#H~zZRZSx2dOvT;o<)pT|8TsOtl;m9v`XL5!5Ae4 z-Tk#BVyJcS`!fi*YC7BRj`ARe?V4i&gf;BVD`rXKV@!Qj1x-e%K#tiECvG3t=+yQ7 zqbSV`C=po?716-uCz{0&=cK{os^&ItCz3$9kJ&aP17P8nUA|_y1F!s1wfoOd(tT@| z^1_}{l-+_hDCcTY2k4(Dgf9g*ae*GBm$r?Ad|RKQ z83`;YLArK{d$b*|f6k`#D`gCz6KCGQ(LjK?ZkPY|;#s-1n;Xy!g^=I9=oF$B4oEKB=*MUeE_z?W+`Vbi` z@8*)QqCJY<@A$~ewx3G^d?h?hE{n}M=3dl0yibRiH^e#g-oMi9mHf{8M#1VrF6#5l zeC(yYsYGHj$*DW`Zx<$0angSUn2H;L4Q7>w7pP;d{d_%wf0}5*y*xsyN6{-Hq(ebx zJez3)k}I832S1Sc^#exm{#1lmrtem!QN^LMK=-?64g!Gl-;d=MnO`Ki8r2h-@6;QtFoH&rr;SmwL3q;%ZiFlQVSFUEkISXK(YQ*fby+xVtN=nYWm;UzgdJV$H9R5cx4Vsm+zJWG4%`;uNqYH*N^d;Z0(R1FxTN2(XMR~r z#(4p;EIX#v)-~$VxP@L;d9Td^S{@n1ioy>ghC~M$6=HyAFMELS0>ymx1qJ@IX9Itz zqYW!k^@ZXK5%(N8Elyq^Tk2dvh&C9=9zPFkZ$I1%=ovmm2F( z@v$yvW8w2(?=+ub24u^FTU=>g>4DT`-laF(zmz|(X)N=sab1ByFmnSO;#*w8(D7l8 zB3VbAfKYeFbBx&7X`t#5K+LKsssbJz6pj&X@oX-eImJdBMHRwlg?}@gfGCj(L;AMH zG7Y{JW=LZhXB%|Fn*OkHa`fSy=6AO}2{A{j$C>zgq8yX4=JwFzETjk#&0>75R}_V^ znGk~@?WlyG`bgvC|9B8vu#ia9r#66_dyua)(CP#c*CQ0qZpGd|lskofT~w#NKgYIk zbdcq-l!-OlNu=Ffc9{?(gKoEUc?wMz796kLUuZZulx&AN1t1{Euae zCB9frDsWbV4sAUmJSN**s;8wVLh00j7*DZ4uK$wfG^mxiwuI#5*HG=2m83W6#Eh`w8^laum}Wew;4DMYK6Mgg6)?@a9d@*6=LVpe-8RngxG zILzzQ7_;L==?o)r>pkNvH87V%zTxSpja1`8nW4(7rOLgpPQ{K^B{~e=JY*TgZ(RN5 zai6YO&d7V>jUn8^=syIm*?lgJ>k+6%Bvn-Z$9BxJZ+^gLhHU_r^iuHaY zjh)~4f8QwYJF(bG@?(H&7A0Eu=Qb&4#0o4%pWN!L)yZ#kp5!>xHnMa~b?aBek*d#X zJ;np8s+qE@`O#C`=yOuqYtJ~~H$9+}-!TdFro#YDhr8%7DYlBXUSae`iFqen?rL-*Cd(V=#mkn7sgbTY9erFf$KO`>*U%r zgUXwR#ikfgchmc6dk2C#8QUTbJYt7b^`#9tDqNQ0hAfKf=dkwrRfZgP9%(~9`a6ak zPdq*jz0sF8O0)II8cNppGU9OX$Q{bnuQK9r^e7}24b|&Y8^aMEsG(l{`^IokZheHh zsg&^Uy2h}eb)ov_`_aRyz~T6`J*Rl);6r$RPGM$sG}bC(u*9Ne6D0yGjTW-Zcvm4y zyuSUd9Ei3LQbn8svaAZ#ZDL=fvc=(ge@ZXKXz1R;NDES>q!{Qz-V$e7 z>P@r!JFZbHfx1Azq=d}o8p!&L+UL}KDYW(dTOeMHb}|DeYzS1K7X%t_^eB)DD1dnI z8nSd)FHsae2vk9E|E(bq*Ns;{+iyHRP?X>3kr4e=7P73ilti`ObgcEI$f{AUWcCac zBOzA58P{dpXdcAlgdCT|ntZNw8e4RA+=#$&s4Fl3vxNMdomCQH7YLCKM@8)5Pmw&h zsb_uzKy%2{eXq)wR(G5Nlnq6CjW)J9fYjXnY|KheE?fGdwbIG-PbEy>4 z53f~4UXW;C!dHfxI>|7|bvP+KHmyznFZuzFLy8G}1+vI7N z7gaxLAC)}$!7aZt?q&pnxyMDg(SQdEdzpSx&t*LpXSSMKaY^GGa-QC0JuUdp>jMuI zed5~`_GVaIUPtw!s!+=XWqq#qXNte`YDlS!>z}LAYjz^&*148m*ENhxJNfeXa9$Db zy6*YNkcv406x7q2JYQ?W_oy2y9bEk(H*2{DMN_cF# zwkVb=X)CQ_VarlOxc9wXbc}nr5)qSjEX5~Fqkbx+NMHW_+4h!S<8J+WAPup_W-KFo z8*vKw!;*E%kDLm|^d7^r#2ODVY>ce7{O_MO7l(%NY9QH-xvW&(MsRUl!@-C#VM9l{ zW~bdhKOKe(lBLT=yWHfkpWg{z$R7Z-$L$Q^shgRAcEFHqn{k?F64!A_q{ec|Ahp`T1>bb5H+ z@TYx28e>D;p&x=X4yE%el^ajXw*k(uiE%HK+Y7BEdrC z=|7g9DhbUGPI*jmqV4T%)=zC_hg|^24e}w9kNF zrkJdktSj&nS0l_#JqX;7mqvEfUTNt{Sp+h$rR8%>l2Ub3yVKD-4OMN21#;`4{CKl{ zC&aMsR+YYP>WKNoGmtjI;_Nb(>313BjGyC7?ErxQ=NT84sbs^0pW^U&^C?oVoDGC5 z4P&X_&rp6;OA;19X^h+IwBpV)`jvgY@$#w~A_y&F?m#<0#cDG3>4#<66T&S4_OV&Na0em%xKmQt7b&W!~YgGuziq^wY;$)4rh2S*yP*3>7$8U@;wb zIp9xi`trT+%+^8!%j_jT&nYq0DoqaeJ6&0PTx7Da^PoVtX zS8;4-o5t^jgXZRgTWcYS*N8_ujb1CH~R4e7#ovAFV4ay{vsf`R(pfW zak1OiJgFUwuZH5rTpE|@7p0{tTZ~wiMeBgz#8kKk;V9y0UvmA6e!5{q1aCjdZII)B zPdM=eNK2BXQW@pgemiy37+}%##ijjYzKn>ujfUyC4V|l4i!SHTwGxzOgwr*|bG4eZ zC)@QCKGZhEaO)Da!MLBhgxKAsN?zVyLY-l;PFJi8zexGDt~4*RA8%wFv)70O17QV5 zMOerj-kTA4RI}qV=B;7u(qnskFKcTSl%Q=2K4J@Vpa^nGq%jT?>_M2LCul~s$&o5| z+kl5~12J-~7>#q@FAVK{#ZGB6&Mo8*>>&?Rt*8w6i3>k{&6PZ$NS_J_7X>AQ(9;ik z@k13#6dvBP;}YVGXGy<+(b?*#x5z({nqG9&3%>@)O9%v&Viz2~!;<}Q3g4$o4eFK( zT~l-39qF>^Z3hGcQWoO8Eqno`|9L?SAh;MxEgp^kywH0fMC_9_rKARWDu~l^aU5sX z%PL+xt6eXjQQxhafjt!E7ttd#&AfQOj(8MORg5;#+ zCMzHU-5@!`9lh4s`|f+r+2_`)davH9TD4X)=g4FH;rqTZ-#*b$q&&}f9)ciBWhDho z2qIL2AObWQDfmla*qdeW9|CtxMR};SpBevy*hWrW4uUG8D2~lZz;ALFB?ET|qWX&e zmmq=r@Whx|*oLq5=C6Y~}Y5?}uGx=^S>^=UlS;OW+k?<4(jD{~B{$$foq z>;4wDU()NG^{*NC8F67#L&FJa0tjN$>Zs2I9qJ?|r-L9_dZlFWqf)ko7=ofnXm3JL z5O4Gy@SbHbf*ia}!2!kz8L*iXf+B?f9~bFNN=&R7ILVlQ^zO>XtAf_gS4T?#W5%FSDa0#E&LGfhT|JxOCH zd$XC#?x5ET2t@Urh-)$?NbA1AAOa#GtL{r9#RghZzPrPbERs_fmv!==$gxOzYTMZr zhG*A$Z&^>fcCbkNK+p+!V)fNCrD4=E$K~Dex920lR4BbeaH?tLY3NMWIO-H=a$e@v zR!WzEZyLV()tfROsZ{1V-(Co7s8LDaUSwZZe=qjk7n^A0^mOBATa$iU*kwT}Rxqu3 z931AA{B^?iqxp{_82Q;32Qp1{igZW7C}9h~{kFd=n(z$2q?XR7=QGTI5K6@;fE2 z*3o)pCQTj~t0ZrWbnG5aS)-<&seiR(w~g{}l+0;9JJ?pH&3^n~cZWF4Hv3OB`!|Rl z|Eil05fG3^mddG+o~x#3q;$0w?6=hq0JAj{3o9)ThUOy!!%9S(=YDd92WPopJ9zI?LQ z0~t~?{;G+kbwAGwB*yg8=5|~QoU+%chD@%S3lO+nM?@ zq>Kcb_p{D3@M9w<257k(Fs>BzynkppEQs3sHWzzFa#R_>xcpJugQ`1=Nv1yNTDy_% z29{34I)|ERFr*tvci`(YFrsr*9(!3Y$5{9p*Pj1?D~58aiKN(rVRGvhCx??hXptau zyb#ythul!%GpZT>*%m&64h$49FsyY-*VNRkdj6f=t7RrHdAvPYu=IEeYP7-F#{_yE>m9MNBpQo`Wk=lt~(b z3AngGe-nRXX~<%*u|yC=M)Cji0sep6Oep^dy_UV+tQv^C0xgh&!39?bGznS0@%a8w z6H}?#7Pjn6kL<_@NL?V8eHL?vfGpnsC|l1YCRKPVE{mKlJCfxD@q8d-TQnSFA<)F3 zlg}pXymnS1bq-p{M%+}p@#x(XU}6$tW3!y5QMNlPBWp1aD6dHyr%QV2w!WquskYZ+ z=o`;gjvM|UN3`w?Avz|i!x9+65(oxgF{otv-|S1dG3|%+Xd$m48w^g?Qnnu66Z80AKKrT2WN`ec+H`}(EWL#(gW$J1SBsHSn53?LyGoB5cDh0Df5_+B6<2^&rD=|w!OKmATY2%ooTsWGACVf`Xv;tPOh9> z<1}6PZ;V$2i=-}BreEdCXvr!&6pPuLJ$hNQ)Sn=Is=xA0t~+T!>cs`Dcq!WC@b?XL zL#ZxbTQ>(7f#m~v+FZxU8gH3!27$GccSzmqs=1Y|v?a?!d8?6wr|X;3r^=vNp$-^$5UrB(Qzpwrf`KK!9<@LJf#Vm>wd z9~G)5@rQDlL$QyGZ#{{-86YqC456JL?aM}ht;fxlBYIEOk7^0#o^t}*oSpA?uxVK1 zkP^PHJW!}p)aX?IsXE}q2k&@%e!k@zuC!8JuX(ZY3~%9?m=aPF4G4lgP`Vjno(~;}h zeus=l`&FBKSc50GR_?p-!{W&S>q*C{y1Tlv?J7!8aJhYw$B0hAn0~R?8~=JY>IGV+ zi)Ju)u8iMhW7_2(d?8sjU_ramj)fg3svLHdI5k_WyD%5T(+);IDMpzZArAM}*Ev{k?%sD^4H??!<0Gu+bMgU!Y8%Pw5G4F>Ew*-9}FVmYBNRbFK> z`A2Ea*~>%jG6wf{o%@r`d*b%b7>;BJKF28OQ)roFy&@;e;L7+@D}FFXw45Dhd?)H_ zGtygd$q5ZxnVBXbSg2R3xkDiPp6{wzxJo2b(q30=#o5af(>1i|;Q}24aZoETInhr< zobq9kX^871rMM6Rv$Le5wXHK}j4_T_76F18rCUaA4aVX!;^d5~KZ~oobcxOdwO$A1 z?!?_ZsJ(09P#wr{f#ygCbLRL{A#ju#vV4somzDQBsrDFBA9Np3&dXQ{A+S8FwaMH$ zE87hu4SEM^?R53sRT?wlIXM{6EYjt_VpgNPo}i~P23tCtC73hgP?K#b8JhBSW~(UrsIUqAjR7~jGo%?M~Tb&w6(`*qti%$dTQ$Z2KHTt>ERzi9NbC{ zmz|l^P6h%eNT>LdiLqyPXEsOZv+Xzv!l2fc1X+0l`=?<-7MYQEOuM72xpR0UIbrS% z-IEcnzxp;acMVuthi)SHNb8?H#G=K9beFxpa9r$pJW^Mo{pt1gLL5IC+gP~^C(S*y zXLt#7G3uOWCd(8~#69fw$kprym@d-I1-4$d9a_&{cVn$G+}5p@bmVI8ZN&|)dh;Lh z%Lhv*YbE2VDiXVaHD?W!+A?NKHzBZim5wH&I;(6EVP5GaSF$BqH3vDR1@kV%^%t(y zo^R8}N$3emsJ8labg*Ieb1zY@-hXg(&mIKCR!tU6u=+obji7+Tw47YgOpEA#ClS{;|KpvZtNRdp_+~TgK9zF3oAXX`!-ywulv!4D6n|Vf($ZwjLtEecu*hG*5qx ztg`1WV1+MuxZ~Dzp^`O0RIhi*oh( zv*md1v4$?dXX`DO$0}6MrPXRzFmnz#V%T?nUzgfV*3Lpu+`P+l_`Iymgl;kyx&t=R z+6D>L0~^(6697RMXd`on1rR+ zS`GZn+~c?sY2bfS6BmSq;7aJ+!QQl@gK3YWNHc2~X^C+?E?nSvCo#i^Tl}1lO}j}? z^z~Csq8e$spyxO6%aW`~^&TU#Wu5bNGpB#A!w7L4jM+-eeO%OtP&!S{E`%w1+jHw2 z?RZ;vyOs6}R+{je+pJ=a@mRBv1%q|~Z8<(}IxGICnYt!H=G zvqg3FNyen~nK7f3q0b*V2D0nEjsnfMN=$Hs5c}I#Ji!iPme;$~7JFL~LjPC~@Qs{! zH@aBmX`Ig3e|l6et8}s`p!p@_G*JMe4Fzv^+GRDI8xc2~&Ut^=Jt!g=CHXimC!vBt z$jMkN@nUCKQ+tKQ$=C(9RHft~Vo8tpgB5RUomd+AwVZqxE*8KV##eh*<+STR7z!`1 z6y?k`!64ZMunOdQI14O@t3`vz z<`j@RE=Oy8x6P}UCDtzZSte*z#`4!wG49L&ZuL}-=|D7v!keaFZ|QOdq}>Ui7`YbW zxqN*J)le$U92I_=>j^wZg1??y5oU!V$Uk31QrdDoPW0Jv3nn|9oXyrV-I=9;zT?Zh z!H8UUoIE^gf0)p;E8=*JGlLY)k<$g;s0?UA|AgU`AJ@&%CIbob|pA2bTL0`s@NlwtpkBx=kVDnS6>>} zv|BjE9L?@bZ#oa3{v07B{}%Kk*WsheBxxI|=nV^zD>F5!6?^ApU*HRU+nZITyQ$|4f)GQW*gdgE*iyns4+hHnmP+se$ZQ%?JiUbSU zHW@KaDCO?VS(4}+LXzXX-Wf^gM_f6=_IQ6IRoFg}^um=7x3zNft@~0}FvvVl%gPPS zSLZJeS6C?Kqzquk z>|rBBkN0R~>o|DLQzhVq6E%)SAayNx@=<(cb2-bx>4>k-Y@mv zI$2~;<$*+bX3nJn^MV@+74^vX*y^hYxo)1m^TTF6y(x6pgs?MpWMBg|v4Z=cqEzu* zIi~uU*QloVp@Us8w@1TF*&L^ z2U|I-Wni17HHEID1^f>SD4@>xe^xrar^J*kW!^&Ud^;FqAwH@XF5P+}3o;XT#cUh$ z5drk^Ps$6kwa%G)4bwjz$O(F+C#&uA?8}-)9}+BFN~4-ZRfBAVKga>uw1;i7d`rM~ ze={d12j`Ans*AayxKcf4vehnxfn4la3XSV4MM;+r$MwojPmWf>+U-VG&z2bQXO<)~ zSSZJxoaXj9M^;$cehDGrHm)n*ORneu+iE?+N+LQUu5yuF#Azx&RwNnvY>p{^kak(r zJy*M-hT>;(ZyHxlw$iM>P3t9Nn$PAStn5nTlL7y+U~P#TqD{TC2u{!3@5cQsA+w+= zmyhTc(a3cFGUWQpy{Q{8uXGARv0^qZwF@}n4;OE6q&<+UjCaR2RqYMW7(rdY(7dS| zkV*R0pKygSc?&D$zX#JjC2au#)0?`dpN=a;xY8F0JMS)bE32pOuip(?05(Qpe5Of6 z{K3j_7fJLywyAn=e8wK?3I|2XYiD8|WE|{Cc$0y)XU4*}Ow`GP08$19_)R`J-7!4GZq$Q- zqu0RZU>(`C1jW*k)6qQLs7{KO)Q=-qaso9IV;(h7&@1Vg;s}-MJaO5NrOh9huo(ag zbR6O2^LbcG-6gpwq)p_E`TMzAxleX zGh3f49|*y?$!_BN{<%iJVp2!19@?DBJmcjv>D9e0Tlv=m!+WWsNh%3$1PkIvyja1H zU>2yrEOg?gRlSU#v^6YZ1qo>!@PFw`=K6KIq`np@4y%ew#ba|f3#~rK*kRyExX1k!NfPB|0Auu z!_2EeX27G!cgN%wYr5zwaheX_$dH6&-UpNKA#E7w#c0JU00s!oJ{09J28qc?*JkMw3v|Yi&F6 z%B?3KfN(sakp&IhQ9Wz7|7Acw7_k#8xN$`Mrxj&p1^Ay3s^1CMo8mk zzk|l3L?O(&bMry2*X+22T8+ujM74breKC`BIYH6tU_qhiJ)FKTS0}JIeGpT;?Z3jOUIkJ0lkz4?bY2ekjKSq|o~ng8b>`w+DkE zB!fj|C`i67@k%*j|I0ZTL{31xv6dpeYAmd>ct`RjHo*Ofn|s_sOnsgwD2_E9=CB4yy5toBWMcW>8tkU z<)v3as~y%o6>m7BMe%jWdohDm{A&mb`o*-PE!&GpywAuNM1bvk`?XyVY zfS!8cdm6GP_7zxlXn_^Hp{&pF4&J6uL6_CnA3RdDoJiybd}uU>!x#D0u#b{dZQ(~t zgyH&x_4wJO_2~E^>(N6{51hFYp=y#!W}t=_^Dffee1v;>=rM4U^7sZm8`3&_f~|%T zsJ*4toNuqXM^Fz|REf}|0BVq1eM-d zwX+>o;x-s033?gNy_kt_?Jbx%;wzvqE&d0-rue>q%ByZ7bmzsGB^4c9wbInd+3tdw z465W$d`)@6&oJi_DPw~Ac^N#5-PJ`8)=_ z#1`}(UvD(LM4urXUJWT`dDt#L4g{`7=@OXYpx==XJb|_3paM?hPLZA}1;Zdq=%=x) zS5;=g+ieWM>vaG}PhbJ#PBP_BxIIt!`C_Get{f4*eXzR;+qorC^U*NRHSm@=2+7Ez z1<>)*2MTr=FwjqyOZ|%1lui8?2_ZKHdAi(-Hy(X$##QO6sDz>5tGOd0VmIiFY8;-f z&oluhPEgo+#@PRGd*hia08mG^24u>L%9;%U8ou)F<4eHm2=CpZp&GsS1T78XkY+lK zKLghdQ-a@gA`0m)bL4-%D`FKtz|XiLI)Dt=tg?PQVht znnG<&Y(yc$M8>5taeWJ53 z_V#d-3_KU42lr+J%YY;Djw0&nM?GO{{*U!-cZe@vhKL%S6rcg zygz%oTYK1g?es&MbF%>@lgP0D-gF+5Q{8n~ED47oeUXAjrTbfa4*^@rZCI7RxAj?W z()u5`dTl04=2Ld7z-uxA-#*CUkzvv1Wx&*pAqS+300GDBIp+m<$Hoc`PrP3OVcUFZ zBiJ4mmP@qLZc3!OG99aSMYS)v0maBEj^}JEt$K_VCXhB!x+R8-@E(@lXAPb>718ki z$ZGW4YiPd%w-d05Hw{zYRr8LN80i7pac9lutMvpWv)H!=VY}hZhrx4TTE!!r#5pL6 zGUwsdBa?Co<#MxphE;zIgLug&>fQ5dzXnAp7wVN|NIpXYhvID!^O}lfr7s>iDL8Qd zlLUMvAMlhjcSYuoz%*}@zDX0XFzwt1+c^Bd2+hgF1p7`NE;)WW(r6=-~2&=t3`pY z7Xw7d+exm~f?9x>fw7KO0)|KYC4#*30k7^`1&bQyXhC3Y?pq2bJKUtRNQ%DY=>+q< z3LKLKFjWiJcOxG-nK_HkjRRBajaU;~NCZwQ-5sg~7OwNgD9SQi2bd29i;Jp%zhc=! zT;OQrbx!Gy=)yx1pChZ0&TD6$sMHj7Y+j$1a zDiB|@0fF*`wgn8@8#wJo7tqo9at(cAJ7^8$~Bs_>tn?! z6i|J!x4Z44itVx{s73)_jU|y&nn;35ybA$a5~e;Wwgpu49AAy)tTdVjfpP7$-+0K2 zdr$0QiGRJ)<>U6wSO5iGbP|^Nc!kIIJ3H_ioWRN^=`*~EfN>iRlLXz@EKZJ3RjFlm z5yF>|^jhnMQ-=A&}ptADxaP76=|QiJ)-G^i3}tqUPZCYyQ&{Kn&;0^RI4 zff|w5)(IghysIm3@;xby^28ZKWMqkG}+89aS&VEAxzE zwgY;GmFb3BfZ^o=5UL2IGbUJBynN+Tlyo6p>|r~Ui~8}JiR$RRtkXp8K$&H+Dv^>k zh&m+m2=-|c|7RtOL1mTe{3GD?_&q;Heg{b7aG9yhUVhd8sA<_8ZS)?@RS)x*13O+B zBkmAh*1VSiP!Qu5kYj0AJ5K5*aO-G(lz%l`pv8sP*SP=cbydXHdg2WGGG$C_r#;hD z;%|Kfa)y;rBj*Sm*{w!hPC?h73ZR%u?UY-17+`eU02lkaEr{)kl%d_wql&F*k|2(q zwAuZo%Jd<~?_YAOc7h(}rGJsbSjvQ7=GA`!P(sg(1pu1le)8dSSw|p{$P_;L7{coJ zN3Kk@6i8$$!oB~J$VgEw0HQi4$<*4Dxuvz=%E)9c$~(N8|SXs^U}-ApjKzRmsnsv%Q-$fBYI6=ZGoVpLWNsbmB71qHv$0lREXg8p5iXVl-Z7ZV`+_#WIjMC4Pvzbj>(67 zX!{-rl%4}*)ueXn3vUf@Egph1SpB24{f&_#y(rjcMLi~rT0=0=IiFe}A*#O>jSM(c zP8Es3xRPCy%)?F95X{MD>7Ou{6_w0T6(T4PYeqAHSAL=Vtv_9|iIdbpO|!{oXX@e+ zm{|<~T@HTx_@Jp&v_WdCSFlhkFS0w4Z#4v#wIQ=^vJj;>vh1xhT|7jp#b-bU4Si;>Xg zBXF$AZlD$+)8?wGs&9Pi*7F~E3n~-2jj|x6c!B0WMv2WQx^594W%Iu_&#o-Qos?*D z>$u6W$%!~lEC^?eXP3TfzrU0Nlwbr;|NIOeJ=3T}{E=AZ0CIv+OG03h9V$6LKZ=Z( z@bn;H%f>R-x~G?D(pUj2B!UT}ueluNsC^!hl0Gk@wRWed4*Cd!Ys)zQd8gTok|#6) zH9BGGtDgNtPk{-td|A?Er&Usho*@Z}M!HXn=!!j;dd7AS-$t@f7rk*pz?m-tB;Vh^ z!>t3fD!>3e!#}%nH)NDkA>6UbY^gE*NcIx2I*PU+hiTe7zRMyTKQ1ogoUwhd#1AQu zk<+=vKZ=M=6|ur`DnylZ#mD|MC6XNmzC`iMs7YmaNOcm8j_2B>u-Ob) zu!QC#?LQ}umM5$Q=Y!Bc^4tE#V2X{3O(u>|Rw3OzGLUavm_UI9bPAE-tFbbLnI>Rg z%S}7BCwy}r)KBJjT(OO@(QNPp4ZMd@;8QfepMk={HX{qWGcD?mu2>E_R;^6CzlE zA%3-Q<~-?l>2rXm`gpZmEprw?gvH*yqBvn^zMw*dRBH!@o3(3yw31-N%>sXhdZWe7B`p7wz(=sO;5JK-+~{jdh1!J1hz$ zGFJeP=1k8v&s8RZtO}x9MbI7Fx0kZ8y#t%zrNabA(|*=)PB;Z5#_rkoj&afSf$TU~ z*mD(@%e{gI7$z~pn$5kdHv59Vg33YcL{;vbDP&1jqAKf&skRu4hN;RX<6nQVr4A^y z0=PX0YP21ghp1(goSPO2WtH#`%bnXrq);yA_-ELO3j5AdPBt~b_$~Dak7_VPdhyx);jfgz8gX0rr`(pj0;N1G~UP6?d2htsR0kcR6!P15VIZhmo~YwGud zP&QUY|3CZJXS4StZ1>itQw41zL2^=UKW2A&e1O8$Og@`cQh6ab`7f!Zm!dMrmUm+F z_gz0%Fbd((%C>$j5TAYG)=M<3*)9`iOTi17Y)?S%pGGhW8!O;p&VLea0rWij*u4+tkq{{GClYcdTQOivCBtI!XMnduqk^hKlqAfbw!0Ps*{aC7EV( zWybq#yMXGf#wO;zoK~M>?)-m11R!M%(ob(qz-!40eY?T7e7B3X@y5N#M^Wwqb zu2JAqDX2d0!8truC^`%L-`ny7es-?J4uFm?e+GX*h1*sggia(fI7xFut&v6)F{RX|}w(H!8E-u6E_oF>H6agdu%z1ykq^D*{l zU}$Kr)_hqjDpPTK&Kz{#Z9oc;5lTE%xC$adklDnT8_}7#Q%-(>y!%Ap&&T@FH-jzZ zS`bR*5i%VSpWx(VVMl97TaOPYfK1yd%yq zFx0~^DafqSeyH?2d==zaw`gx7CS=ZT3qNN|4+N<-S-i}#9145y%#bAH9fJI0wfRe+ zh^XQxkn=h_83aliVG3f9XUO-oKQ#7;!PBA;8Arn-oT2}*D@exQfFf1a5kOTn_$dm^ zob2lKB-$D`K@x(0V)@GX(<2}-#Xl(0Q3bGH^8#BPm^TT4)Cn}saj8SGp)llt%(`i- z?6>GU*F8>8y+FbZJOscyHOs39C#qsjH>g2F2vA++iwYrEb`t*RV(f(fft76+EqD+D z9&COl8jKJHAvHMO*_!p09<7w8)fb4#LBHo;QfH5u?u~g6L^om?fp|JqW|kxf=(XgZ zZ?AB|aohX+5^7cR}+!;terd@YDy|cy9Y1j0O}<%e}RFRMy00j=~Dmc z0#(CqaHDJsB3sBGC9^mVd=5>3XG!4xMx!#0u)!E$SDQTox46&+sk>HnbKgB z#~$t`B=W|zzXQP>1DM;}#ir}j+pPB#xOKWo2oz!y2z2Skp+DCGT;$lkfLXZ2Yfz~7 z7*A$FG`70*#(ov1B2YbGWP?S0YlPs1XA!i}yAsIBswMvR;A&X|TeK`#OCYv5{*o?Y z{qfmDpt4Mkd%W92%5$T*7@`FVn_$mbf3Wlc!DP@mWaUR=aWwe*?SDrR{>3 zS36sZPkF6+67lR6y?_ap_2Cr*y{SJx2Ezr~HMBK-p{t#lri{Yf0zAJ{AFy*4Gcw8q zGy>5}4gnGAb8sc2&;Xh1vx_YN*EfJh1!-wJ-yXsEpB(a2+oN3^9!lP8ENk2h1G1J+ zzH9Z0GIt)b#|IpLH+5dlJc}>Xh08&mvekB{E3>-R`WONZ`Ts&BW^1JX8~3c8r9cjX z9Zmd=2$0t2?TBRFZ#PWjubU&hd|Q)aH-a4v5ZWBz6E!jcH@7F&(n|jc$w$NA_yn)R z0W#LQjYn-OWb{=EKLOVIf1ts_X}|P8Nyj%KcRB3e*{va2Y`9<4JCTF-B~8c%S_%m*C;JP^bTpX=<{!~U{yT6zXKkzhl$w< zWWKM=CXtG$HHovt*qR}5*PG)2JmR`SB)vWu14oI z>^VIUy6B+{JUoj}`hq)*ia|y^Q{0f|gz9=IXd{RtrDFa)4dC;IEV9DTYrD1LSMGc! zf!LT>1E*#+y1FkBXa17`9sl6`x5h@`U+`d?BO~T)<9aus^-la3Jb1nj!Lxd3^?xXB z!mr=YRo}9y2b-x{49t(^%Y^GdNo>`<4amd4l=vbKN&(l5zm8Mu6w7)4UDnO0x_kXK zQf@}r9={MTk^Ql+DYc5FH+rtj>Ep%Y6w}0NOwx9=#D1_4w0$`fK6dM9X%ZkWNb~E$%CJK1T z&D{bfOs@pSBW%kKU&BV-hJvP^Sw-^wu(1L_I+#uXH!d(5^-2lrpnkJ2e^-RjKyEQ5 z;m?_TjSS+ykkZNKf)4O_t|yi@Ph^(dd!~T>I^RnaeXbaLReaF&*$0?p&EqdIpC;s6 zFxoScYtcYJntI>hu+Mpl2m)_isI2Uyud1qiyGZH+VwPwZYAFu&6!yONw^;%kDF|g* zxnYK>cOL+~&+hxynCs^9@&a1wKArF|n|%+EwXTd}!7U?Q%h*>3KkRik9qxKwo^0@+HjJ!2W$ zN=o0e4QlIw>j1x8cmu#(Cg=Fq)JZem9Re>PHq3jk4Aa+5e?rjQbtTu&0WmZ)lF#V) zBt`o8iO-pTJ1>EflkV%Ly$qqiX44vjtLLKc{74?3aY=&R#7*4>7hH6Tf3reC9G;t9 z0Vy^94ccgF-vQu0I_8iA*%I(UNbqbGV;=~`-1(6|KDXAewt4OadOr*OjfrWQkW7$g zzPK29Z=k!GRqD8s=DWO3=#AZJFOaXDR!yFr>H(Tj3W6@0S!Jj@Rp7Mw(Z+|TzIzZm z=$7Kw^KZ5Wk~AdyGNm-D3w7||}{CmjCZ`}$! zOpd$n6B2Z-*&CITUC4~GfyKKdkacd!hOmaNGk z07VmEb#ya=g(p1#g(q79mJCCE)u8RC1v0>d82rn&qDE;>Q)0VW6ikKkFC0cE+Za@V zG7bpD(MhyK4Fq$Y1}U~yc?ln-d=ITw6tC5vivfaN_WsPr#jy1ikF7e)n?_MBCmy0R+hmO;rL#yE!A>mON=O z%u31fy}J^X<-B+%S(A84HV3KN)NL*AV13R=;#;s$0Taa}U#P&GV_mc&2HR1tH6B ze*QXB-O1d`0MSWcVeDUyi>5AR#Pv&0vJgX^g1YoZDGpZdc7>+8Mk$U~wS4sN=B}Hc ze+&2(kT&u+emf&YdK3tGASWF+|&=s37a(0*`L(ma>o2Mt!r(0n1 z;sp*hWrrO*8Rf&F%8=rr89aD|yc3XS1iL)~r`p4c*LKk6;}3^(BeqBM28pPZR>xEU zHzPpzr(w2Uh7dx${=4{DEA`;X-Vr=#ghZE1f7%R=7`d!#!{&+?fWC67O#{+fZed{^ zCQ&Etu2@c((D?3Jf^NxX-q9qMyup9-?X$DM<;tGp%N986qsEH!qCp=f|KUGE-&+e} zrBAedjvR0E^_|swBhh|xC5ES0ZZ%*wNxG`8{r*=Bh_EKs?Qh!uIY35C2(_Ag;6NRw zlOSkt-4!q(j6%M2}*;%dY{;tjN8csvGlR0ELSLzJRZAAD-o zj^#q$-@zz5oeX(qO`b0gr#}#7`fbw#9iQ$UJ@#n8pp-e3pjb+Bt+h&28*2ThY2Caj zih@4AU!n(X;FU3r4fi_O{8DTLYT@KvXa1ie$W_42B+b18cbhEQ-~Dd_rSH(NP}=|S zcP`ifGo2s|1diz1$R^Z}ez#~pBQ1}#Q5}#GIKepwY!z@mNJQ)8e;7ZTb$%wbp@6O* zN!4-;r!^XO_+wV!?+Y|zpJYDbq@vhOysG}7KD`=C7cSx{?k`8RuFw>z7Hd?X7D4ER zYF~K|ZZAr7uCN!y6+2Z*th{14?r=0nb)1}vV^9AtvV=}mmw#%tca0i69eJ5D$|ju} z)bUDb!&d+}8XZ3;^?23sgGMh<3+IBMYWZilfG)t7;9Z;O>@Bln}+KuW-r-s=L})b;m_h@i$J6~%2{LG$2d}MYaGcbj=v$TVlR0AuP`{d zw4wB$bPy0gsMx%BeZA-VUg|9Da*F7|#3ePOsNeHZC%k~hKcQ=nO}=;|`}%|I(~}c9 zk7?9F!)}M$eGqhvl$MO6xlVR#HDlOM$t_>5I|QYtYwy;MIyX62TRP zvjt>a=RLS&g@bElhExtu*>>7P+yS^1Pw_DP5FRt4tSf530ykTY9WfWQIfSSFml0)+ zMCj%jz--~UBk8)KhA=yL;Yf*Yhat>9&>mhk@8 z`nFG&_R*6AnmN0(KtPYiyhD5_vmXZNTiNP8yT7hmQ#DTupM4-ym3G^Uq|EfXgTvea z5Mibo#&N#=M3gCrwJ5A9b2Q5e)PkEl$>u#BdbB*=m#9>p>AUL?Cbf0jq--$QBKaj7 zP<&M1F=)BRk*Ja3{VRpvt|(;&f2F){)k*T(RK5F7=Z&b}GNbq1g8+xQ@-dV(%&NG0 zq~6_Tq|DS5H&N{#rDD+$IdXO~dj=$qnedC5oDPn~7W7awSHS)HLXG`j-&jfJlo|mE z$8CQSLJ(VS;5KIL9)X93c}n^OtRM4Uu0BfSg}Js}HsS4Wzk}HrkU2Xpn|2!|u~Ckt zWUUn~0rHIs2amKQ**2;DxtB99@?IJhgDdz&*8-29J`B4Q(^p3XEtF2wdJOpvTyWb9 zx`71pM#tG^7}tB3kVuMgA2M>)GlK>ost*?Zp;Q7r|iF6!*`sEMA7iN;Ai;pI8%-9%pSL5U9WvFYqrpEBL| zf)>#O*vV?1`rQ7FpJ6xq1s0c(P+s^c^FDkZEscG1vrOgIM=2kx#q?SkBT` z8q?4&!|d)PfwI39k>?;XdVp!E%hTaM`EZBKs>MTy=UwO*Bj=`^z_X*-nL2^hqiTat zxz!_e#1bHO*3oCpV?UqIkMxT#F;4?_AeiY^@(^Gi7vav6@?|y5q3QEAABy-UFJ7j; z|0hV)U;$iE9XnXcT+jMpnd#+s>t)3Ho7&Hle-O9yD=puey!b%^z}H@$F$YI$kG;TcMUU*_vi50>*X8@rxm`fa`yRp_wB7-2lu>X%SAHg$i~-elr% z;t8MR{vqPYZBjperSM(5#;Y%&^QO+?-VOQ1gl|<^EaQmzo3=Hbf8~_0oecz@Y5^r` zPLk3qjOeW2r}-$EnKU>1xZ4imRFdmBn@cyv$Dai_H*UO^KHax)<_ZSd>s>>~PWfT| zN)Mpk@tL&5R6E&kVb-YfCTCbLZmblQ`RpY1F(L(&%&qC_vEd&gU^Nem9WiW@XO3zf zG>KQpU?o2Id2J(MF#bSF$@sgr#!VkFex=54q|iG&YeK&kFLlcV=UtSQzgI*0V8N7v zS~Zzhyhgq~_E$NQ^Fc8QrpBOhlpZk&K5#KyWvk_EU7fJxS*m#3;GS+C5Mv{x4ereX zTr=s)B-ZO_)24^cpzN)`@`aEmoN9^omgdx?o8t%)uxd0->>rsO?^r2Spf#upWOt`lxTcm)+|$`RL; zU!M3-l^$ytMJR~|?ZTV|4D5fG&t!#N=J9DFlcOm_bXm`*yyQ`{pFmok|FHu+rFY+G z&9=fNV{mPM=7RRou5Cismr2rBF_$yi4VkmPHoH!~vsg{7*kDPNodP{cak6BkAAM$5 z@-N#E|1(4(f2Y2RJjMx2zV2nw)WGT){J4m{ci?x zQPoHsg>%Y1t44+I?c5U#F9ERBk@oEp@kfeptF0LlTGIiko%kbBkeXo(rwZE1!19z>@ zO$0r$@2BEP8@>ZF5NFctzR0Sy3g-_suQZdJPIf0}J_J};NEQo!Z+qsV7dejV~($9r_h7(l6w9*3%R1m9?S)R}2NI8PLMlSI~C7 z(Yj%7-Iq{z!N+pup3G{jWF79TuD+!<{%iqr+0l{lr@0DfZHSGKyM{3_%#V)I7425T#f^UE?! zVhaO8l@n3MM^%Z#$3<)5`}>@&SAYr6;>aK?$UT*?esiz;Rq@fAM2Nx+ zvSbg<$QH&jwmI+jRNw3OyUzDq=X;&&T<1D}@P6ifzn<59KllA?@8^Ev%uMuHkMJLX zKp?F8m$l6y5JnUP!Z2`%5qR_B{n1L`!QgMMcL`G7B{&QG*zb1H_#y;SnasT7bO88$ z*!S{ve+Y!F8T?~t^C`IjfryLgYhSz)V!tptT0QkHDQ1%6ldTCSmsyJiG2o0)^GDy9 z{hD>t-iH0c`VT{Lzw)peWSnG_ungSDqIO3xKrV2w*g+utPGm+1;gA*&9uFh$kuEAgAYbpFP=12dHH1K}a0Cy!56S|T zLIULjXgz>OejYmKan^O5dbfJK58Rz@!I0PcOpC5;InEm#H zU|h8y(s&>>nWNLFpwJ2z^z#%1606OJLywbJwg_Lx0pg(@t(z`I5;L9{UdUZf47)(0 zEfA|bjhJ#NCP*Ite|tQsY5tKrey4tSPtR$2Dc2!_=d;ktTz5mwwMX@FKv+vE)?Qa0 zt`jV(`NiApF};U(UB#}CKsjJ=7RUvqh1kx|gJFENJ}ZM|=L3~)^Wh+Ow~#E^r01h2 zYJvXHXuHLdy;3~tFf6(;ll-yTefkX0U)I+6m6hQzT|}*YDE$TN8lUodcVYz1o|=l_ zd&eq)aNY;A02QdmB<{Mk%g{`$_61Mno*S2m$oi|;f7(^qg|_!-ea4zY*;laz=mNdS z!S{(*Z3u&%5#s^BnU#c;l^w@hfBIjgxl?0tG*2rBu=n=ygbjkm5Fa8J8PyLpy7S^N zyzi2cbBVGJc?a>tn-F`2038Ki^fz*PxzcmF@Io($pd%UW>?pj}8D(i_j%K$$K-dRF zdf!~1jIQCn9%f!BgL`zo3_23#`G_xDTTYj@uS_1`aO~sOHMHn0<%cqq+y&&vvT-Ma zG~Jmu;b5=SQMhEzL13z=lD@_4D-482SN=)_d(dHeFA`Nq)2ZT zJ9xqexG{SPgk_kRxXAyu#v6W2Szbx8;=8xaXFjTt?9Y{JpJ{>$<|BwyZ1r# zAp>QpBe4^p4U6y!BK)FuE1=Ui!JzZLr-%e#b&OS?yFnTk5mdR8f5E??{t)PkNtVLH z_b!PZ0uhpZ;+!3chd>U5S=wExb46_+$6d6x?wSG&Y`IS#<6-Z+*Foht%+U}GpS(Eu zTJj3R68XrNSb&eXZ#$W_>Y!^AP}4oBv(4)4;i3;=OD`Gq%oJP`Y*xM;3 zvk1J)a_+-c4zt+Je_-dHat6HGM+q$D!wt@Q$uVevCcdQN+CRtH?DZUQJkVgv5}UuB zC9CNkc#-Es)t12k{a-@H82JscN5D?m+B!e`&o3D}MQdxT#i2X?P2`sF7fzJm#zU=( zR;;5Dw4GDMfh*g>cEftP--B&>*Vp%WD`$TQ%goA+9ziuN@$BP^AWL*>&VQq*Q}i6R zQANC5w|th8sZS7ll_`5YWsQX&muB!2A4%;sgzsV8%4Svie_z^-tGEa%Lp#j&qJ zwLBwl5@$~u*>=y9M66djB4Q3b03z@A0Xlpc`t)sXygM)*@QLJ+jjwklX)AQ$yx61q znw~6*sbe_AovNk>kLru0k%j0&lUl!h#jm2P2bt|ubds+Tq9rKlx`y?MDU$adj3v#? z12()14faX0zGk{x_|=o5#BN=7!QpitGYAoRFcv>E@dq+ueN8wn;~f0Bu3_e^pG-ii z)t;iZAThL3kT1?zFkrhs@hbD25HUs3pv!$$B`iD@u?AW$f)veI6@e#+iYyI3@b*7P zTKV9O`&xN24ct83ccF`c(ycQIUbDrmLYZIwz%MU&cJa(^DwnI+m& za%9{P7~Z*W^X8we%{C_7AyqthQcp#>SprvQO-U!u^-k$?kL%o_$maBB7(Bt$deJm$ z2{SS}llwIL6oK7c8i`F8j==Ed8okx*+mhu8euFv>A4yL=dsLf(kZIV_Rv0sSt9peR zM5;MU8#__emz`@Qk0+N|hEwC5-)Fh_OZkaQDl7lbq9=}SB}=N?8{V{MI<*ailzrtX zA3kC>u2W|u(aSG)yGFJXudG+?l**$UR0Bw<8G^p)EE3%K?hZLkctW)7@a?Hg^Zwoy z)9)7z)#ht!&-?51fDl(Me0xW?#&5_#rg^Un9kP9E#383f7Zx}p#`*<{OidR?VR+f` z>(d!ag?T(PxgVo4g0?pwt(17-;nf*q9mRf zho*C*Rl{w`X?oDvdjf10O-3MOND@ulCaCT%a4utZ6gPFTi|fmxGw|q)r+(SIK!?K8 z8$Bl3RqIoHZ(t_(0}Qvuum0J+oevx5#7GP+-C5yinM{1gm9`|iZgH(JTef#9A!BFx zsXz=jz7nh~IOc0}aRK3``G5!K%b^bJmxQ}(o!p56^s1GtSa#0xVsvk&pR7R_$f(4jLIoZwO>jcXr;(V^yP+0d*ZhA zF6KxJoH`V_U{um~R##da8XKy!R7{CK#Th&Oa}Abq*uIFGU~b0G4nvO_&62K2v9*7l z^AY2CZ>069p-}WDKc+}aEDo;iBcUd8rsX8-^415hvq!cSZlW88BHZ-;%7o9fEVC>x zK4Lz5bXzaG&gbgQQiY!W%2MCtCQrkk4d~3*QqRmNYh=^G6)} zTU>7>eamh!eY@_5Nd~EcXsjlPt5qk>I&l(*KP5#Q`H5+aBeSkP#Z7bX=weS4cMl91 zsUuSnyRNin_|5L4dpb)e)i}6}|xUr{>kVe5H?Rsxx0>DkQCFpOG4#$r)%1;H3>qyk_Ai2q{)?uOEJo!hYs zAqBT>Fd^7P({#h=jGu(y)8wX$#hQb6Nh9)Tvic3MQ7oj2^Ts-_YJ>2GwQmVM7lk!# zxS63>3n~<>&ncGY)awN&EHBhtu(17)#N zRK!9sYIsAaio4ifcB#%7n}g8{L`=IB56IC|S`OjcbST-`ofA^tbChf(zaq&Vx5$a$r?5~6aQbPE-$zoo-!>7{W`Ex*R`CLPYa8(A=*gh z`T|C4IIL%-ldSu?py~}~Bid6HY8`IKE*NVLXiO78p@JH^X@Kw|{!>Zeva@gaoViGn zS0|}4bz`t58q*2iho~qE+O}p`Y)JUUC)|p0W3bsw3#puE-LSO=T5s?J63=rFg;a7_ zYPf1N9ZcF5ey%=JFJT;?rM;9*`7F)Z-8GrLHNNxD!X#B`*2YK_IsV+iBtImGZJeTK zFm@&&#nhnSqJ)Y4`m^SbBa2*56dZD^J%D-B=z~(BQ1e_;d>rz9R77y zzOu;iX_qg65zVmOM=7N&&%{!DLVC=VSnI#ZIq(lzg0Zoe91lA`Z% z-s8m+CI`QJ&96`hPGBs+sJx((1>^D6<<$IAqnxTM7TG?k9X6I4!H0nno{dW2Yk9l6 zUbIBrY$sfmFtvX9q7y4P1C`0G+fT!67;Cg9e1D;e>fA_sDmLp@VJ@LbzGUoOKXcT) zNe}}w)@c4O;**JK%}k?L^cG0D7YrV2QHt7&GvVizVk@XQDXC(0#gC3}8elEW)+R|0 zkN-G|_gEp`1XJ-%qzdp!3V;@OrDyuOgo za})WL*i-uNbj}71Z%Ag?v`Lj~jXPBZWSwyPUufMLS>L@rQ-6nGF0{o~Q0PT@b-*s9 zx@L@->Im%hBywTD^>zb#uP$aE1ShrH9UWxHkx|O8`W~J?sIzp`k2VxevQ{$^-0!@s zow4cAs+qN16`fB)$w!inQ!k;babI^1)rkrl{e$eC zc4?K$d4e6-d2G5N7A)})v3-#TWl=5@(A&Ii;4mF^Slj0bs)x75Vs-tA@ak;N^uYce zR)K(2pAO)o%D${@LWozVHzZc9aANGSi@is7yYmvRl z?E&4s5sb54l2BHi7Zs8X0K$qIGAx)N0*olpHef`R!ge1UZLn-eK3qig^qAGVE-v70 zXQsUUfrTb4)l{e;B&d9h;&SH1nUO3l+=9NL-Dq}PYNqw=^pxh^4@bdKQTSI`$R}Sn zw%Hmh?EN$zMQrbVygkR;vMa?7gnkj(m1qle z-U#{ofVyNUK;76_AE|4p`xG`Q*-9#l(;5d7MWf_n{~I8Aki9lexGJF2uDcfKH*Cah z31PVI^89=Ji{WR&<>I$FG~H+K*_^m7NAL73C&31H01d{%!n)h^V_d4WJJt`{sQ^nA zf&>+hwYd-MQL<4Qe`f%dcHgv&%Xbh2<2F0$E%7n)+wXLMHL|{4G8LHiOEbevTlJAz zRoVtCGNVYsEPMadDe>6tC}4y140RfqW0$oOA9Gq4vW*o?NorpeQr4;z1yzo zC^%*3CVYpy$ImCDaL+T<8l}QR9Q;bB9e%IYAL&yY;Qn)<`}h4?f1|nLk!vqYi^|~E zkUe*0MXoAfB)!{m2C9G+I6wpGFaVuk{rs82_1T#fO?QvUDU6ml?UEtr1$DN!E46UI z3&7%+1{aLNZrJ_k)xg^B9faboZGsCywRye5uR3j<5wIhGT6IvZ%dhqNu+_?~_zYmQ z2v;w2VWqlFIfVnZqN?v0ep%23_CLUa3)l5y85_g8Xjty>;C^{}?>=1F(Ow=cKmXp| za^TMA&Q<#l4dl^OQ|ST~rr4!n4RM+6Q{Z%P`^ueL`QoN1*K`%5FAMg+$sz$VwsEYV zf#s@Pz+Cfo$H|$j=!_BH$2}aw(e2txIjH^oElwe!Gj1B*$3KhHbg{B1+mRRN-x5;T z$5yD33r#mLFf$Ft#P9O&@hghCu5mLjD|(HAq3kV_46T~JTY5udB_p3E6y;A8kP-&e z@v=G8KJQbhwB5GCy+(AaYo4&3-#iczqS2hbm(<;Pwvde=Ob)cbTRSX9VPz zB{_tpb)VN8QV-$A$If$ha2}lc)l&ET2Gn;ibOTj`(#bEZL53}`U4ttO!LJ8(F3k}O6xrf=YiNBf)Q9>W%1ba^h3x%{n;SrWQsGHMFe6HhPP9 zJ|i*jid-E6)N(!8aaq1nNXa2$nlwm~iIOO}y!dhe8{+UHzZ2UxrAW=ka+ZT1B6+|E zOf7QP?TkOC_=aUEj|bH*ee+8M#V%TgnBAWA!pQG(xjilGOYN)M(A}$VgDk6a#}m4- zk6nBwwJEM|non5>rj!miNcf9X+8P!Na@=&S0#@Q1RcBSOa%Vc(nxn{_H}ouvz^|~^ zU#8tHYag;(uNYj{a1TsHgb{vfqw4$8Y!Z_&8>vDLS>H=W78~A4WM+fCjY`CUN-PnbDd>JyJMP1f9?9AD(Z=gy7LTXa~7bsb5aMt-+WtUEzt6W1yN=0+(2Pe_d2b$U19T9ooPii#G3*|A}RpC+dY zZQuI@%#~5x3&aIUcQ#5+dp;Pu8szGVZl0^>5;*+It^*_ozHbDelmB$v=v{~FQ(EZ+ z_8Vn`CXQ2{<=^j&-RQQe7)@oS<`ve> z&dLOED65W3{e18egUu95&vJg8B=BanRC6o?1lY_Hvjb!-H^)WLbilLJEa&r-Z>jO) zUM*iZ#|@Ilp4%+P(RTCil|YfPL#kQQt<8C%=5`0VP|(@Xp27Qw*$8 z8JJ+3Ej$;x5;Md-x}w8bRZyv%YkARyC?LB#eWc|YtX~%1E9-vT(T0*^*nqpF(9eoB zR61UCRhe+I(TW%;y=$2)3K-Y!xWgS7(> z6gP|3?XMy=#LI6G5(|Y1hLkSD2K*(3pc0(j+KGBvd+ka0I3cD{addnV2A2D*Jd1u* z=&6b7Uj6J1oQm-wBT7!6Lyw{8XMMRywf;QrVTVU`lNSv`lqg+hmJ}{LZQi|;(*r7soDx`xUf0!*l{vicE56)gqeZLG5oOw+fMo^ZG{!| z6|?1Rkz>)Fjn`cFwZOAi8Q|&C>!&^M^F4E4^ z3HmD<@oW?&Cr}&&ET}=J^^7pQZll$)cuyz0*9I_S?+zHNxf+WYQZFM)0-nH(7;3Gr zer+F;&uo#sW*n8q?h-eaHuFxObLyUIO(jJuzfgZxoD|j>=fFCJ1|$SP^5k&P8&CqA zJ;a!;m~xtWZt;A~!))AC4LjcQ?iQu<^sbrvY-$Be<*aiTY5yJL1SzCfhKm$DL5&5U zTPS=4TGkt;YuF{FT2MIDa>oJ?2WK<`;_Rnm=Iqt4lRj}S6?F4L12JL=8BK>aJ9rH# zOwfZC;2}M>^n|CAke_to%6-W)%YuqK1kdx2#)S$Vj1|m0G~k@FlvEDtu)Y?LCx8b6 z2kagshBX5F84uOBfN8@-JgYgg7cP}@2pC+vIusLV@ih!Dm*6*h&&UEY9}AfNfq%$f zDCAZ_=X|&T9?%EQk2`rrYPs_!fGHk0Yj(mg@d_^+kUlDqsNoOJ&y<$}(>7uA%CeYf zd0DW`aZAOd;Ew!Ruq@*hY65*7x!y?6z_5mm1bId(QJ8*bXn;J#GsyFsOf@}vasfr&RtO#?S4 z;&dPLWsnUoRCZuyHJP8m6imL2b$z{e1gGP1m!8w|DfYT3gwGdgR09;WPLvcKyuxs; z8PNNfQE4Ii*})pnV2MjNZJe=@>L6KfetmUib7MH2>eSbJrv@6!8TCLEveY`>d`?@z zgedVQvC)qX_|}KvREH-BRo%SB@5=y22HRSlw-x%@u+ffgTHp(v*+^}L1m$RNhDA^> zxy%P@peTmc>f!!X067JwIw?P%a~H}Sff^fEcvkJt1D&Po!{!A)Ck8)%49~mEUIjXe z-02TBC4_}a>>(_mu?z3*H^KBLfD`E3 z&uMvHZ1nLApvz?rZnNY1!J!ITJ0Uw0;?NTvPVb{|X2`~=*qszv3YfeFonMkKxMqkW zaQ{K)<=mbC_WnSZgIoyUKfI;@+$|t_i1oDr34ZP3M`ptG7!?(1(bCJmw!LP6+|Og! zHW;u5ud_%LgT-&oK(VM0EFvAjx6i@i76>T9Fx2HS1BNm{6bX033cV0u5y->?#V)Y8 zuQ$Pta3B-75OWvq@kPV^s{(Mz!qKrHVffyEcpYZ)V?#uEI<3|Y$oWDU8?W% z8)!S*o5N?rBGg47kAX`!dpoPyn)8g0k8APRPs6u)w0Iit^WuKxv5d6k&6wgK5-o)2 zeRn$ccCqi)c6i(7 zB7&r6a?|m$Ka?V9pArDWdE<-+XJ`yUHrKiaNDURBgM5KY9=i&+{oONBdu=DdYaQ-6 zsq1Z@>_C_KCWH4oyhJmBx{YDC=F7XUf)|4}J}IsZERFBz1DA$yE85kMIvRR`OG8DZ zPn{hNBVn|N51l}iCSGPf${uPO9=r)M#jy@zowhvELHD@>YW{CuJesK6p`9F&V)8wr nc@i@2F%8_vQ2E(F+l|0+B(DAHfbapAs37_}Cfenf9Pj-P;fP;2 literal 0 HcmV?d00001 diff --git a/images/AnomalyDetection_05.png b/images/AnomalyDetection_05.png new file mode 100644 index 0000000000000000000000000000000000000000..cac9acf720fdeeb8c9b79a9693f5cf3839cd23a4 GIT binary patch literal 4425 zcmaKwXD}RY*T&b9sH+807m0)r(O0k0JJD8OEqaMyB_vApF1ip_^bJ;vPW0Yc3D!mz zJ#2Jd|9Q)Y_j%^IXU=^-TxaG!XXbqPU3ZkOwhD-Zkput$fYekK^>6d;ZFms@Z}0k; z8Y}=nMX9DJZve;JwV*J#r^2{|ff2B$afMii-90AevcvDVWLNG{`|L!#&C&ZF6M zViuyfO7^|F!KZ|UBs$l129C7l(!Zfdgi)aW@9+5~hQCt$xY!~&2svjs{1!ee7O@XJ zZcfyyUY$=TtXVo45nZ}mPaoLZ8Qvi!CMNdx_ortL0%TL2g0e#+=J4=VcB?N?1lA>{M&c<)~|@{N1#@7NT6%jEX^q)lV>OgSqBe<5_S<_pD}5 zhb=E?>Q%FhPZ#4$&XW-lZXhrQe5 z+Mn8sC=YXaU$oi7JUrf1^qsrvP)9OE%F>`yck^wsF&1Qi9@Qo8@|$16eJqzI3_F41 zSPc23{mN+d<{-J}c~?i$xiCbuE_+bM~n^Yvxa` zSDOiHlJ_u*occMXv`Rl1zEVHwn|KNBCz~;W3n_F4FbkC0nJL$onY%PqUZ~CHcTKT0 zmYMQYXbgs*cny5yq&7?yFAnZoUy$HH4fH5|{wycK*AB=%#|M;m0A#;NSn0hoe#$wZ z6X_qY)L3IK>{iscJeKNu<&Y$8JvnS=LwqpT4dRbo-nYCgLTN+`zBwPB9^Mn5QejW= zz1kf%)Z(R$YN({h3?o60<$k&5%}-wBfOOb??2thyR8G%g&lZa`CteGWjDYT6U$OdR znQ|w;Fyv%e*q~W+FSc=g3_+fCW)fSjQ}!-0$^L?gX-#&n5Nk`Bzb!tTn=#k}M=I4%PDoVItw1*%Hl8vhAhZORVSX&12$YV^(E` z5_U>J_;9oXBeh+^D)GC~H4uX{z0C)hU}NruRAFmNWx4hKsGOBfF#lGP;`!$F2uD7f zdB!N>&=!lT7Wt8`>)ZN}Y%zM9KD`Au>}S|RSlzP7xq{J7kAYmR#ZbM0nEGN-6L}C5 z`PtbOPpem%Y2Xv+jgYzI=+7*pBy*K_t~P^l&00hN~M_Hw!_hX2KkzQ(+(IyAwozOMGgkc|xw78S*0P2UqiFxKV0=;Agz zj5*A(#xTjVXPHJPqq{l}CnP0vz9rMNGJGe4yAmXV%)5sZAGz0)d`2_5J2pL5PIp^O zix`=m)=%|p43(U$ja9v(K|(B0n7Z12_(09^q>-__;gm11amn_{uz z;VlKb?BV_&Dy)YJoUn%nC3ef^QBUTXT_>2M&&#rmW^}W4>g#{p~~g3xlML-1gX=GIzw^VQymS2N)5MEn@UcrI;irtV)zq zMInApc{IqZa$a5aWa1d#M&2C;=4x=PlM6C%;P9y!K)rjRg`KPjd&9g9(%I zU98Vxf~tY@3!^*tc2?&|??Di$SDPk$G@d)0`#jQx!c*D&5&p;BHE@K?0Y%ri4!??N+)S)61dE-v#Erd&R* zj>M>LvhQLs;$P-BN?!7BorUy^9ZxU;m;8RUlH(qYx0G7mQ7I#d-y9hM;y1`R$Ul^i zd_y(9#L7B62S0Skwp96m_fp*pI+|!kRwn+PoRVG!c<#^K#4l!XoTiA1ziW1>t?$}x z?p8Q32IhStWf=$iSQGuK;rMZh;}M~tToCzf`HqO+8tQVmiefTp{-`+KRbyTdJ)~C? zSyD2?nmbHtnKpN3GWxk}>1z>TA^_N>95jhL?3}AzRO8WOaIDFUd^BXL+B<1w*5p3& zU~CkOyNH4j7V{O*fDQ(8hj5v}xljU{d3?`zE zKc45?Q}Ia7N1YiBhZG--GQ_}adli<(q$VXa=tHmQYES}hLb_`L4n0@L-Bue7l6j0G z@2u!*#Eo5MEZ?r2kk8&sl>yn=I+%ee{;_{4Rt|M8aXiN+tSl-uvec=0%@Vk-A8+MX zfgV0jKH&q&9?FIGaZ#s3*;5NI#6txNITdr<9bsZpo)kp73PIq6q@hM0(bbpaGIGi4 zMx<#=V2Pd&`kB@QMD&b!Kc$rMx{FveV>3djlU3q0(!Oqm;^9C4MsivZ)8Pq^g&AFt zzZY6kLCFQ|bt;)l_?7j&dVy>Cu5JO^Coh;UN^{hS2xUAShB6x`HflddY8*@+LnScQ zg}j_ClA281Y)sJ|2k=X8o8xN9j163L=xg*SL3n$p%yZiyAvx-Z2I)iVd}3h74mpQ^dP)9Qf(IAQrzs)LN_~u zjh1%o^`e$ZN1@@*C@yCH%6r@H)-|{1ZtHlBKe)4bf?KisK_?7<>h5GheTdmd?`p?b zl;GDQmJ3+-h#v@*d_8|~Uhq`#E99)ZsEw#12LkE`1Y1$&4cgW^^S)~A7=1fX+JoaThuR z@0NQgvf5Ao3=JnJ{l)OS7R!-XBn%uTze^OkMzoo?P$|Mg^$3i-q{?a5Ve@@@Wmud< zlB>}2S>ZW8P%h{R!LjUExp;1NqNQBx>fWXJ{ayLF{SWc9G@;ic(v6?E!?wVyS zJ+0=8BWrn_&-xK2Z8NpE*6$3Sa@S7zWn$TMvNNv2_vYK*V+yk4_w>IRc!(&AHYWb0 zrauetnc%JkG3S!QB=ou|-drd`N3li$5U+V}$or}i^OOeh6R{o#G2^Vpg4#VfuSe(Lyn?;SZ=_cX zdYIxx3S&}q@>h=H&4nt55#w?`^X7e79saHvOjYj4C{y-HTx%EvYnpQ$g^APh3carQ zY`#nDLMmI{R*+S=pB6B)`Di9M86GZG&Dv~~D@2o&K8 zd)eco_Txaty>c$4`;z=pEks5g~^zk zXu`gvUs{Xm4TIUK+od~?VL2KgATtF6+0O#udO$n3bN=})?7FMR1 zD_w*yoWW9L1d@KPgZyz0@VprPQs=R-PJ?=&;eS?lFfgv+e^-31o4Tp|LCX5l)+l5Ig*-zfEXq*3; z6?sic8zUBf37e$M2 z=d9vE!TvhyI5{hNvXoY|W_8odTPhJ{@M=H8td_6(Nh(lzmB@r7LHeC2h){k~%bcs+ zW)h>elfVB^kH-_rZv8}xoH#ea*0-__daotEkKhPHL^3h0 zpV9)Ri%-D(*lJ1rvI!b?{HHLNp}O16lk;jDBr1&e;NQX!=^O(Qp2jZ$hZX9Z>sJJ( zU28*(_xt~pgFvddBK}!>f^Um|;_D;m*QuI-U@fM|Pr?f(WC;RK1?-vLG)C2yx0Mwc z(&qPxj?M^6_qehM*1H>|7EmougS;H``|y)bkfn?Tul-?3G&LjF^kA)WJloh8q{{;T zO+dj-w**A{^Zy8_JwJPL7gG({{-{tp{tz|IO7|ksR~&eGHS?JfrnpT6q2}F(Nsx<_tjvd#p(%(?v*<$5|n^e42A60&wJg60yG@Pf~OBvofIybbRnT6lMm# z6Sw@i+=Ys&%WqIOA4)euMtZi>mwU#cq=hNr4oPz9%8pd*rihbn-!}#+hh7%r zcgZ3F&IAJvObEsDY(PLHtE|kCz2$KoH+9SI-}jcwnjT?`cS0kB*BGP3a{AcGx<2-l^E9(Tk?e+ZmqUZC=XoZ*{!m& z3@Q}(r)>uF@8w=p05H>i53V={f}p-(EQw`Y4B%j{0sh=+_;x~vyT%93=C?|350kp> zKa&YHgcz?p07yZeVRRXVZXeA2PTRtG9}kQ2It-u8kjLK47-+fpam88Oevtswl(ZEq I6s$x33z+1Xs{jB1 literal 0 HcmV?d00001 diff --git a/images/AnomalyDetection_06.png b/images/AnomalyDetection_06.png new file mode 100644 index 0000000000000000000000000000000000000000..bd7292743b119326622ca87a51ee1abf93ab418f GIT binary patch literal 4525 zcmb`LRa6vQ*T-j&7+{d0OOS4m1{q>#r5<8Hqz5FWTM(o>rKCZ+yBlPrK~NFtl0kZu zq2ZlxJs02Yd-2|!wJ-MBd#|(3IqUcT$LMIQkr2@n0RRA!=g*Y&001Ba8~cH9uxo3F z^dJC0=Ji}z0qzGpG$YZ`|4iN2XNAj>0aqR%O08fsR8}$3eLJG(2B@u&DUx@vC}N9+ zt3X3>ex|Ur=}?sx7T*|E{~)_*r{=S-PK-8WP*I7{Ei-~aLI|kRw`JENbIJ(Ew2rho zJLR83!3QgzKIgf|+grBBM=OWtn)_!A3!TsbaJiWQ;Y9%I3LG35?FATsLkR&4=>Uk~Kp->tEj|E9gx$v-j8_#5pdp-> z`dDzf4gW)+oRI?(GZ$z28Kg~-l~79}={~}4p30R#MnQYLK48!edeoF}W%4Byk2rd{ zH}LFc>K;NU0AEcCdp$PGh;%Niu?)~li-3i?{0JF{{4u+|iJYeHeBg<3JLRMEv{#rh zOaefVzvZzfNrfE~K0B1g5%E-?%fD`#w+x;@FfN`huhL5qo-}GvK&EHpF$ONL%b=bj z%?gnefo;>bzOtDLlMwxhXdr?_QeKQt|H_Sr&ur8c&Hckyx58l%rKUczq}PKaka@dU zUDvul5?2=i%>Po`p(x`U%-vF3UXHgk)K@IWYm}v#XOEtWa=s+{?_Yi?KuPS zkX=g)Ww!R%ioR_!+G~w=Y0Ww&j%;2UMi^mp^o4tOTlCZ$W^hjNaEtSJTaPO#3mfv{ zBG!KfZ%Om)OyQ%b3ZCy$8j^%6hD)1ax2#@tjwVZ}` z++9gFl4QQ!uOy1V{9>a1#b0c?cG@G~_nKo9#%iir9MZW635}B`UeTk~ilJLZ=}!QJ zIUVm%sV}c<7I5MaeH+D>W;d=eQpM$(``j&RL$iY4)jlxQKl0O{dvegR#O=3x=Nx1D zvr?pnI#E0R>PKyBlsVL7g4^}=6#WN5NDLHJ@R+( zTOLA@K=U9Lc}1!-GA;4#&zgBqAF5b_X-N#6r+tpQ<)V77e!QMaIB9T^9uRB+L z)x}_F?!m@sg?ga#1N`u!P)5{T#K4K}D(Z9m_uKM&ieb#h*z@0xLf{>5y{%&Wn=38( zcZ|UFILS~&Wg{8m&11{IojB>7d*31y$&@6JxzcY7*6!-9FvVGxq_`60|!^g1y z?sEef@J~mRG(Kn;J;OizYlNf5yGd<-q%I?E!665YLhhk|bA9O5cbp?S^bnhG@_z~T zPe&^-RF0(&E%&%g%54!(*CYam?4y>H&5QgJUwg^w%j=5khFn_}b^jBjDuTB5v@L6s zWYCjWs}@NWMF%c>{}Pj|dzp6UE$E*v;xomW5LDa4&&q1$?WpS9Je{C!-o|C#X1!Ck zeCZlL$K5Pzozm`d)kc9dXNLB^mSvhIL=<3ZHTYef=f~fSo>mwzKq;Se8Sj7pR3T_R zhd!G!Cp(H$664|5X48t!O{DoqGhNci7wbQ#=TI^5#b)A&f?hn8PND}Enbq<>kO&O< zwOq+|jc)$JWuwXOHg}#qzV6RZH+{rt#;zs^ zcc3)hucB7PuU?&nbBPIeSqA$1%sd3r3(V6=K=38d*P_uUnP;E@)u0+uGFlJ_#R`*} zFG%g$Jecw~v)SYuY`E#ok}j6FGD`;FEUN@33jsss^*~bBDJ1>I`mNL^_-Bcb6DHR<0Y^Z#sJ=#ax$WK4a|B(0A zo(SL4=pGnu!MP_1@VCSdx%;8+L{fovQnh1$Hid_rD_m!1CZL$S8LW7AmE#Is zyqhTm5dnd6ES9lC_FQHu7qcl3>=nq=uSGK^h-M-Ez8+`(ukTFEdo?!bA?u7dWrSg- zJ`B6>yv_~ZmPv5<3_gD&aO?(%0s!?u$*f>U2jh#TLkHn1&hDi(;=BM8Un<7RIv62j zT@L3JVVF#U_H+z!PN>KsDWBcUWdjA1zPtR*I?w=@8-hRV)OPSxV%Ve=I^8mmW&eT< zT`BdtHD;?MAZ`QYhDL>!?LZ3AmG|>iJcGi}`HY)4D!-4bi;+d%eI@X3>TX_AR4uRt zJ&+FT+c*4V; z24V>SHih%>B@3*fw?YcWxncu+E-eS(C~}A;6HqU_(=5nM!AbomX70qnI$G1EqNkAZ zdarN&HnVQAJN@n(?lu5O&1{)1xNV=sTB+u!RFNi$L2?a$Zu?8C&R*+HhXmV?*^HtRMi86C$KdYjYFj>2kN> zez|L=ymiw?Ab#C=A6}Q!b9-^RuBwe!BLglHVWYv+(mJ~4bVi=m;vQ% zInBV$B0^cn0~}M;V7IdV8%sl{acy)R$sbx(b2>2~Fp(AJ7ggC|&ZuhRBKO0URgDGE z3A7zLz(92eC8zVXL9zw&~S!J>IFJdDM`p1$piG0zmCf24(Ks+D@5 zNaX?b+RgMY^}j+DEXuZ&g`xP}gz(B|Bp>n;nAk*-pjRl?{URTf0 zGpWGEQa{ZrQMa%=C#V_H+9uphDubo9-4LPgmZxo$^`}5m3(W6DP{(UTu$@;$y_ii- zqqKjMGtbv>kOq|B7pp5;y>lnG!o%WnFuSJt!&K(aCJ=v)4NOk#Azj6M6ypN7_ z5G1XY9q~Nd<}0gyU(&;=M}mqPEr(X$Z8(EOnsul%KX}g?X$dUutvD1M_r1@1N4eH< zGv4_aCy@Qw-M_RGEwTB|&+!=aK361-Vd$nQmzIm8;!UQoL=?GrvjKGuxKDm3{ zRf}@0^YDc`zdF%cWIXIMK2EDt$4jKCGHIP4`9;OpuT?;=v+}h_z`*P4bq92_QSSe^ z=hNNWm65=Xofwliey77tywpbEdu`(LswKu{#0iSwA}=$=cwtq*4U@kmZ*0O(fB1O& zFdidel#^X#<|4GVh?WZcoUc1AeXYF&S|QH}jNh-8DBpsUlQ50*1YG|xVg>^X|K*=W z+Q$~U$9BgO`hkJTC{5kL6$y$NC*{qUd1U9_x$vCXvcCPX=))OQHH?sf3@}8SIKI;S znK#D(+8BVPpM{f0OP;a5zJJck1@|?^(ptQ$9@Y~l3+{{~DqiI_;WIMFZ*W^waDT>Q z8V2)U((M(QOPyoU2fQF@;Qw*EBlVTKIknwGCGnl)*3p1>OAXZhT9=h_;Y`Dk4~1bL zUPM+|KzsGyOu#kpw^7c~!&Kvb57Z>(6XzE^eSt8gDB)KIfUKpsYY&s$L;i)IHbn=k+4?VP%|TE}R~W^1 z(cDGU;R@;TT6|_??D4W!1@dkX=|4l{&pkyibMh8JdDe!Uc~_0> z^3WBHk3Yd=rKu531{PK2;wR)6&bT3i55t5^BKtpixPz58-qJQpt~InWMkA_n;`I>g zOz0Yo-a>~$f!3|S@aaudM>tBQkw^IPs1KvsAr?6`jPLpwh95s*E6}5k!GA~_y!hAd zJF_5pB#xD>Yafe`iuEl)Mfrb?K_GQawgJzf551Sj=mk})D1$IGhWgA>6{<&~^?U2P zYCK(~nKp-OJ1=4{s9=^)fjpR!y!n@V29~R<2ZhoWo+l*HpX^KC z-gx7}1y?~tWQbGynEtRYyF~D8T(h5K>zjoIJ~}!C*0**6e;;-Em<1{I%b)Ql^nPA0 zJiXFu;!s4)I3?beoRT*gz>*xWk_eZq!PDgC)RaB7K)zlwTGu>dBE>#K?CKc&Jw4&9 z-}*;%@S6tdNM?K|e*7VbDu*CKKzgyc`_l3Go4mHUVutdG>H1K)OT%lnq7-D|^{T^^eB3%HeH zc-a*+bes^lKabS-jkUh+9#-2=RTHOt71=S(>*#R>=VR$#pqMsyS;UrMG@fDO%WAV^VgmzZoO3kfQH+nL*-jo zvE~4kxqYrHcIFFe-IFLo?B#12B2M^2g3VoHCA!0wfkYbm6}k7Z0Kzv+lm{OhV?VrE zq9jB$~{am zhFL7+)>Q5qGlet;Gcm>>+3&RXIs5GO+54>h`J8h;=a2c!@AuC8Jn#EH&+~nr=lxE+ zqy1r-HOgxs2$DHsV|@aG#3CUG)+ezVjBFXc@fm!zKoq>n1`wyiEjA%C=r(*y2ZHPXsd>U z{)Z2RyLPQZmVNZeyqlZGUafL(t5Ozjc(smCsGkSS=g78WQhsu0%T|6~UYrdpB^blu z!A2?tde33J^Rt>TNUpd3{0a&p=D<;q#YGYl(%45sKynXQ;*f+r4+g=v3L%K308T-Z zL_XRPd5?!WMcJ>7ULye8Zx)1f|kxoc$3dvRINK5yi7UcKbq`_72B2#9`3Ab)f{ zb&9Vwy>mD}GdPp_O<+*h&U{sC!^KA*L1sFz-KOUvC}`W%`jxNT6#DXAAMV5|D8-rW zFC5NG%*MZ8cz2$5yFcyuUZNY;r)CezAk^(+hN=X__W|i52}6U@Hk3SL$8yywM?j95;l9F|mKVPa=Rd!3Y?1$cXp*6~z(GA-Xp_b*hSnX$vV5Fy_OEDrKj06f|}U}>t}qvYq# z4(ui&M9lbkUYUw7Pjz@Z-8HzJfj0Xkj~|>gJl;2Jwqm&aeTK2rj#_!wOdj(bx5|V; zz0YR|?CRIjD9ADC88c4`Y8d)Q@BM$`=U;-hV|3;F$a3E*=<^mK&gT)5_(~F;cBNGu zU;x1Cw0)onJI7WsBqNNqA3RUte?GsKt`hRCH9I zj%_xTlk9zp8B)_;LgfUfx<~b~-9qQw^J^z3YVBRYlP~i`iN_>%nEY*MWq*uEO(0*= z9Qv#wtQfBieyjGR6h+=ZVfegQILCfZsH5=NwOH3hzI*A8+QpLh?*FNYS@E1}!VoRg zCVE;*30(G^pQ-r9t*>7?H*lB_)89jz2mXq&VFzt2s{inGcBwu1(s;2dWFbw`bI-fM zL_g)u>T%Ie-;l@k)P&^S!~0SGv!yG`-b+2FtxBYze7VT+n4`5@yN8#@_4HPjA{O(H zpocYXeDF6Qd$z9qs|e&M15O|Iy%0R{GGBAB7mSyxkxtJJ(QWe zbot>Aj3u@m|-OUb<4F87*Q(?phuL8J0>|QO`(d!?Z$bgSEiH5 zB2lRpD^+}aC3S>#e<)}_tVKRjK`xSB?e*#T^_Ea(cz73VQGzNdfi4)z&GBEjR9hR6 z6-%_^9kbwBstK+!GSpMOQI~g;LKH-D`g*4c{nO|QJkFhBy8%=J!$<}FM#Ou!PnVph z4SyRk!QUF+>Vl*h!Dxv0uDfa;nN`;gC52H*FX2o$9CbTCWt*#&>R15(!776=8C1s^ zBc**sa2vvDldzS~QPVEhF2hld59QUw@X=aD2T@I$LZbHlR-N3ff|Qew9E6tABxJ#X zc#5)Bsb2V1Il4RzQPz^XvBWBM-gt}&QIc8W&raCN$++Hd>Lp+MqGMQ6_05j>9t84{ zJNerFiU#@^##07QA%?C_Lv(z0+|j*G-byS=*TCbq(k2vL77S`44#Zz`R>d%Tt9|Xl zY7e3+t$45`o$|hC)DREM%B^}j85TGX4K^mS#043Kg3v0t7_G|dP0qt5x#fhSO?_%^10|FluhcEfvm1>-+&%mevMC8S zdV2}yTdZvfD|T})&3(*j{DkSn%l%iBC8?5jb4?CI7!~+t*}DyLu*8baI{=2qP<@#@}f^05uu;iw{)Tji;Jr}&Xx<`95Q*@@z2 zb^9f;MoF|wuHvWdrC!)ISHv%x00Xm|+keHxo4s&>M%G4_Y3ep%xA386Eg?<|lRnUH z+lg^GOmrt9opX}=+d2Jhlf&=cZZ)~G366rF3Yr`X(fRo9z?YtNu3<6pXqF2JDWpoclQfXYf8%bjKl2)edG(Ce#&F}R!wXY5|4MAw2se(>rTqL5AW#} z$h=bf2)}K~v)t?_^Q@>h#B}dy#iqW_;hMSyW__s2jhzUk13VZ$^n4osU=N*+8SLNG zOK>}YRLTTrd!W2`fjQh7=d2HeGy)^S$30U4&e8XZMZ*UyT)+?4Y6K3)~B03=v$ntahF&qiN*!q_%uf! z^Y=7|oa7=M(_8bK7OQPpkxBEhQ82rMJj;WAcj_qEwGz+H1$&TiD65BX)J4Z8%l+^6 z9?V+5x_Of@N8V@t^S$}G?c1w-r){{}^HVRc2qe%F+Q=@Sa;O!K zvOE8JW4ayxtMgbY!Z3mkmV)&tg+*~HyTf}ccUp~xtaBHku>))+B;kIa=LCJs>)AQ? z>unq@0nrKAbeGkqa}#vY5Jp=tvz)S|m`MldR>1h>tQO@z8o$$iE($MeiW!SK6Jw$3Bh(;zdFiPH zG7RQ^Z#-dn{Cy3@r!YIYKNi%gA1#oW(k>OR&rfA+J1f!|v1y>p6-cLevojX?zc8ah z)oLDu$L++O2Y_TtUBi6JeHsUVnR44KSMn0r{Mt`kUy@YXO;+qZrJ}^7`Qy4vg-=6V zPoP89>g6&)!qwi?z)z7Vx$q_4EDj*m!V5Y42p}4eH8D(n;s?yC|K)6|M z>=<(VO$yvAkcV*e&+8IYa63szA5UEVw)~5!CR?sAm*iOVXRYFz(-wf(9o zAYy=VOI49htD16$vSz6H8UkVlXatU{-zR`zIJT&nS9Ni1gvAtyES6*USbLv(bg_Jd zg_I~DZCc~0)p2Gy>w#_BEj4~>*(xBWNTAdD?^=cxi(mF1(iISU!8t!v zL5Br(ei*&D?Zrt-$)rv>!uls6Zk08YbM#ESnT9qEfp^r*ZO$E~aD$8$M~Z`F;eR5vt)gH|ILv8R^c?x);O7-=hiDP4}}ZfL21 z?5rnYRiL9yVr(?>Y%?FP0RC14xVeuIP7_gz9n4gjh2FB@QYm)=^K1WoxWjkkD5cDe}Ubh(>U;3)Qd-Rbyvv!F#qICA* zMs%8`jy`gPCtTULz`>1&OTK zRiijlYb{zCAHj=k51nVatTs*qr@=4jPU*V#}3%DVt8ik8TQ@0mS2?q&n)jTEfeLrp#2C0EXRgn)QO^9sZ z7YX#|YP}3UL+2>)#-=Xm(v)UDY122Ff3~uGn;; zTMe`WTnzq{7W?z5J{1G!|J5qCD*xUpf4}bIwq$ntEUkw+Z2!2qwAX-A6X-x`ss9e8 zXZV#I40E~p$Eo@XF}53sc@qDO0R%^7d5ajhKk$SdO$a^lvUPvLCU!JsJB#DC|CQYP zJMl=f`*v>6KT-PU9A(;TpBDqstDsqMm21!*tG`4|sSnx-c%B~i^?5VytOH~^yGjC#A_>jFmfOY&p9%tt_Z5_@i`M}tk_p6e}E^frp5f+sVl+A%Wb z;6U^dM`4vU7^8T42&;Avi8#^(dZ1851i>)U^)FJ_Pn#QezQ&{vuY#UBIeCf*u)or& zigiu>#thcXlZN!y@3_dB+dt^*>s>?ot`mU8&D zJ|GPjk!1fJgwnc$YHIf_Eq=^mrf~Q#>)_C5O(E{U8$ygNdzOrx{cxW8WN3CNIPB8= zuU8;_6pA7p6i%`CP2FyG9-ZewW{MFD(?7<>n_&s|Z0s<;UJ9CB8>ye(61*%QmO6im zeR|1A*$8P? z{iyd=O8DQKGXiygONAQtyxo z8@>`D4cuMSG7?flabQpAWxvaRLuP;bzN bestF1: # 修改最优的F1 Score + bestF1 = F1 + bestEpsilon = epsilon + return bestEpsilon,bestF1 +``` + +### 4、选择使用什么样的feature（单元高斯分布） +- 如果一些数据不是满足高斯分布的，可以变化一下数据，例如`log(x+C),x^(1/2)`等 +- 如果`p(x)`的值无论异常与否都很大，可以尝试组合多个`feature`,(因为feature之间可能是有关系的) + +### 5、多元高斯分布 +- 单元高斯分布存在的问题 + - 如下图，红色的点为异常点，其他的都是正常点（比如CPU和memory的变化） + ![enter description here][50] + - x1对应的高斯分布如下： + ![enter description here][51] + - x2对应的高斯分布如下： + ![enter description here][52] + - 可以看出对应的p(x1)和p(x2)的值变化并不大，就不会认为异常 + - 因为我们认为feature之间是相互独立的，所以如上图是以**正圆**的方式扩展 +- 多元高斯分布 + - ![$$x \in {R^n}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24x%20%5Cin%20%7BR%5En%7D%24%24)，并不是建立`p(x1),p(x2)...p(xn)`，而是统一建立`p(x)` + - 其中参数：![$$\mu \in {R^n},\Sigma \in {R^{n \times {\rm{n}}}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24%5Cmu%20%5Cin%20%7BR%5En%7D%2C%5CSigma%20%5Cin%20%7BR%5E%7Bn%20%5Ctimes%20%7B%5Crm%7Bn%7D%7D%7D%7D%24%24),`Σ`为**协方差矩阵** + - ![$$p(x) = {1 \over {{{(2\pi )}^{{n \over 2}}}|\Sigma {|^{{1 \over 2}}}}}{e^{ - {1 \over 2}{{(x - u)}^T}{\Sigma ^{ - 1}}(x - u)}}$$](http://latex.codecogs.com/png.latex?%5Cfn_cm%20%24%24p%28x%29%20%3D%20%7B1%20%5Cover%20%7B%7B%7B%282%5Cpi%20%29%7D%5E%7B%7Bn%20%5Cover%202%7D%7D%7D%7C%5CSigma%20%7B%7C%5E%7B%7B1%20%5Cover%202%7D%7D%7D%7D%7D%7Be%5E%7B%20-%20%7B1%20%5Cover%202%7D%7B%7B%28x%20-%20u%29%7D%5ET%7D%7B%5CSigma%20%5E%7B%20-%201%7D%7D%28x%20-%20u%29%7D%7D%24%24) + - 同样，`|Σ|`越小，`p(x)`越尖 + - 例如： + ![enter description here][53]， + 表示x1,x2**正相关**，即x1越大，x2也就越大 + ![enter description here][54] + 若： + ![enter description here][55]， + 表示x1,x2**负相关** [1]: ./images/LinearRegression_01.png "LinearRegression_01.png" @@ -1114,4 +1176,10 @@ from sklearn.preprocessing import StandardScaler [46]: ./images/PCA_06.png "PCA_06.png" [47]: ./images/PCA_07.png "PCA_07.png" [48]: ./images/PCA_08.png "PCA_08.png" - [49]: ./images/AnomalyDetection.png "AnomalyDetection.png" \ No newline at end of file + [49]: ./images/AnomalyDetection_01.png "AnomalyDetection_01.png" + [50]: ./images/AnomalyDetection_04.png "AnomalyDetection_04.png" + [51]: ./images/AnomalyDetection_02.png "AnomalyDetection_02.png" + [52]: ./images/AnomalyDetection_03.png "AnomalyDetection_03.png" + [53]: ./images/AnomalyDetection_05.png "AnomalyDetection_05.png" + [54]: ./images/AnomalyDetection_07.png "AnomalyDetection_07.png" + [55]: ./images/AnomalyDetection_06.png "AnomalyDetection_06.png" \ No newline at end of file From 43d423290f8183320d3abd4106c1a600daa4e54a Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 17:43:59 +0800 Subject: [PATCH 21/42] :memo: add anomaly detection readme --- readme.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/readme.md b/readme.md index a80d237..7734c06 100644 --- a/readme.md +++ b/readme.md @@ -1121,10 +1121,10 @@ def selectThreshold(yval,pval): - 同样，`|Σ|`越小，`p(x)`越尖 - 例如： ![enter description here][53]， - 表示x1,x2**正相关**，即x1越大，x2也就越大 - ![enter description here][54] + 表示x1,x2**正相关**，即x1越大，x2也就越大，如下图，也就可以将红色的异常点检查出了 + ![enter description here][54] 若： - ![enter description here][55]， + ![enter description here][55]， 表示x1,x2**负相关** From 941421f27c451d233de98775c8abdd9a6786b075 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Wed, 28 Dec 2016 17:53:34 +0800 Subject: [PATCH 22/42] :memo: add anomaly detection readme --- images/AnomalyDetection_08.png | Bin 0 -> 24047 bytes images/AnomalyDetection_09.png | Bin 0 -> 61147 bytes images/AnomalyDetection_10.png | Bin 0 -> 23750 bytes readme.md | 38 ++++++++++++++++++++++++++++++++- 4 files changed, 37 insertions(+), 1 deletion(-) create mode 100644 images/AnomalyDetection_08.png create mode 100644 images/AnomalyDetection_09.png create mode 100644 images/AnomalyDetection_10.png diff --git a/images/AnomalyDetection_08.png b/images/AnomalyDetection_08.png new file mode 100644 index 0000000000000000000000000000000000000000..d8a5fcc1012dabd7306630fc1c7adce82a0f03e3 GIT binary patch literal 24047 zcmeFZbx_q&8$T#l1g?^o?hfhhlI{{I>F$sg5UzAecc(#@C@I|?(vpILq=X3U0eOG> z+uc8QW@mS1XZM}a;eP9!=hX9jo(xx0kwtq*^zh!jduZ}vnjAii*jLvRG>kuBf=5-WBIpECW~9GuN%BR~5}OOFqs1 z71wqbyUTwJmhCb|{=D)};n_@n?)Z+7h5`X9Ck}xz1h$!4aNB0UVgnFw?$ID7n)oCC zyMm9SFmx2C|yY zoW_gf1->yAuC!ln&Lllz+mqGKRTG#Z65Ouo(Em{ zd=hIjtyes0d!N2%%W%F){T_s^a<(NaCTPmbDSSLCdAtuE*wNH@(@?;R!MrN3aMmD3 z&^u4-TJ1I+4M$HlenBFR^}hT)<3w{5=H1QwklK=3vUmUQ`4MrSJsDIk_c6pQqu;?2 z{1S(-H6M>RxUBImICmiZ)VF!+ZO3zw^_EL1uUy^zSNuYr}fH zVkJdS3~A%6Wrp8LO^)Bi{4!Zr%W)A~^Pe9d8eX$C?YE2lUBN&m^ZJ(U^D8{Zds&+D z@b6iVSn*lT_22JP+D4aLIp>2(+J@nX*)RGZ>vuiA++g!RpM0vi=r*BzPE@CUyx=&ebvf=jM|+ zJ96hXggxKyLVd0sXndJotKr8h*g0p2M&Z7vjmrk!8%b6}>C)OZDOhDy-9$Nm*Xfrp zmQJUqwzZ*h#!`^}{jjh>3OF4~?w6+}DvQ2HL#i#Z)XWi17PSqBAhE}+mJ$>pj;@b#U)%rBkrYKgJb>s0SU0%2X!6k?~JMx=4W ze)iGlM12x4kAAzBZdZOjB8Peio$|3YxSBC8!A6{5?DHU9>KU#@vgY>hh#sct|!=xe*v>Hqr_Cy zhGJwZE@=piAUl9lSeU#*Ar}fkA$W}=I$!(s`SPD>0oTn!qo3u)+ft)7DMqgdd4}ln zOJ^(G4+KB*K5B91pVrZz6_71-rp zUUob8Y_yCkFs&?fUtaZyUAgoYD<=jZhEV3BV%+ahgjvV5RS&R6Vx13ijhIIs@GvEt z_Zkj$yIfZb|Jd`t_TfEn^1mSdnOFU|tP4x~eSh-MtIIysSFaOSQB`-n$Q~1@@cQ!( zFyAa1!XlNyA#j}d@Oa;R zMTE(@;BX9u51fJ>q0|~f*UtQV#Q*BZ|L+>Pdf$Yq*ya546>k|P))4E=pQ(yh(jmvT z4b>CXg`r!;(#}R!c8ZUP;sOw5XmU~Cg!Q7rtY6<_%FuZf9e5fe^vhTbLv+a^SvLf? z7ftKQfh^drAB-*;I>dmyiwc{T`O9$w4&70|VfH8<>qv{Y1X*iP+=}ZodJ9==dKc}Sg znajt5YK8)_kma*0C-mf=h-3%XGq57u&12EKPd{Q~hJ?$TZbycn#mn!}Y$7Qv6bZCaiKoMF?#| znoT}e5K$*{(1qk{C-cmzH9D#(nW5Nm9>%lK0O}<1DHJz}5CL4a%GKu`e>eCc`W{ND z(xwBh2G1Iw#e95-nCjdm=GIMURq6e>Nw!pmY^lWH0dtHx#7`*~TVnzTNPD!T(Hm8duvhdcV@TVWoqx;XMY`NV1_D|H-zs~|up?U;-6`t`&tW3V zG}?LMRGQ7Ne<*zh|0oTwZTNA{eqdI&@vV`q&;9pRY+D$j&X1gOA~FtFAx^hmqRn6y z`+4K!$U1uO4ubKeE_6Dv(EH{il>HyR9Gjq2a>n%Jns9o(!-AOF2aSh$ck)x^%W#HO zVJUR1uM9CX@zH8prrPheOhO4an+r4fB9ZK?`{-s5gbzBgGmkz3vFnV<`hEB)W@`82 zvS1AODJZ)b8e5>b${gKydQDAt-z zIla?HRML>M${8Z`tHEr=U8_=p1MkH|7eluM%CRghndL0`smr?h8OCyN6j3i_Hxfm3 zrgRiFmn}so0dc_Oeci+rvIcn%^;-z^Ckcp*3eRa5`5W9Lj)AEb;`5DeR{C}swzL6S zYF*Opp}oaoBI4qNzu+0>__r7>*9fp~KX)suq4z^s7u{iD38uGD3SLf|i|V;sW>aML z+{r-b?>+*pOknu`@gY;GS_TKT`m%s)yy|Kp!7XyjwS&5?;*^z>`WktlE@lbV)vtuq zUF>NGUL2weF#vQ@fntqzI<;%gewJUNs>+=@vLo!$8a;7v10uH`0cwpFx@VBFj=r4b z(<>A0t9zHq22MLfBkg3rkTt{nzGc6!@i9UGh9 z;V9^*92O6}0(=c1u4_BB2=o809%8G7F!>&le!c~10J>2guE&o+hJ{sHm~(98*GrQhwL23I;2O+j5R>a671e(9C~__}^8$-M0VTsQ=$Miv;uVsvOTHZ}9K? zQ&o|=NexBiY~gc&!VO)za0?boa$fzZolt4~p6%29hP-vRex3{fcA&p_A%8Z za7PLtzr6-iIb=!QC+lVmea58mv2u7F^rHTPs|-Q+A1?-2Jg1&%XZig46m}r+J#zw0 zZ71-bqMpljBeal7oZDXhEDKE&0(yhr$?W$ySu*cmpS}~2eZKf=_J;IDFQrZ&Q(5i! z)y1CwqWetq-@}0{!cS%Yu?o8P<9$p(r;RS#L?`DR8*psweldyem+{3PGbH*lZ% z(|Y`eik6q@l+n4%*z_t&tvBHLM)1|jQ1E=;9LezqN`0M{JiJJ7B{7@F4v#1*(UK>X zqte?ZnrE8-Vy6b5RlnDRZd!d0X#Q*6(M-->TK{A-Y|9doRT(nEzZO+x)>CZ-#kAKj z9T|txXIA#nWnezZP!;(-DRT1le$LU!yp#Xv6J&QT<_o%iHWr3taeDK!%?zjEpWGLT z#i}{ko>TvXO02j)_Eyl-&#h2F!CSc!D?R{3N%EMk+O6!MVb=p{v^7-E@ZaSqClEUp zZg@b$xfxefGSIH{UMJtJOf3+fj)Ykc?rb~-04Tgk&fU1XWC6nMxs275fBm#s10hvF zYwi8tZvS6D$?uhnr%UG+J~`c^PywJS8Z0ESm4(X9%Kb*HU;6BEwsKz~3JIIOi{gJ( z_yM?j3HjfHz)^m%e_XUS!Tv!)*$N-J!WmtB_tcKqG1d3|7hTS7VxTtjN%RTBV%suq zp0Bpyi}=0Vy}C%aL4v$*T%hZ~^mo*o3h>f8Y!o{qKm6R-cPxPp&8y_uDo#wC46vX@ zt8u;orbtzBReQ`&mnVFifot1AIDv>n^q}$K{!Gv~G2(G2QsknC&x9|#!VOUTU&mw| z5Rk3o{}9Fy0q_=%{LeV?U_eRP=#a--2Riopq2JG&5otz45r6zGe`$KLPbO5Tf;CF? z3&&>u?y#d$0o7l^^z|K^d`to^T6P=+ z3oi!7VxRyBAgZmZx2(2cvW#qJ^})7802JL@>dtS0s2f`Q<#kav%V}}xPI%$agz^0HQzg$nN#t)bA9WE=2 zwJqFKM=!ar9912Pmm6E9$d7BmOCTcTI z0T%_+eL6Pe#sGUeC37tBu}Q-Adlq)f+r3PIK6*+Gz0qOe4YH~u`433YV|*}6t-neN z;@YTa$u@(cleOjY;;gcsUG#|A-t0jbeemdO5A=eCNnWMz&CReaF)%~di%(@W-60(p zne$Z=?{#+v8Bb+JH8OY|#K%6lwq6+Qy5@XX^!Io8bBuuOHRV*Yw&w}HYF#$z(dK}# zTx80w;~afaWLD1*;OfiBqHj4{mEy@5AJ+WzMy#cqJPCXB8;0Lok70p2`2<@o%Srww z!SMt;K&dIzeV@^c6H^gqUu8{ zbv5PnlRu>0szTP>v5?923*Mvg%Kd@iadmLW<+cK5d+Fy-YOsNVv*lWz@#XT=zrw)z zNq)><%5DY@rlL62ote+xrnNOHZXCAMN3mLL)9jGJ#G~s!M&U@Zx}s3jP^#I){zY}< zg+0XXlZ$(#Ip7o^A|PTkn?v1tSv-D}H%_0-mUzq<)G<{k!Kg9MyZK-%omkOWnP~bC zcct<;;?5&tWHN2TDL9jj(%@UV-?6)`mmlHMIyBvk zTZ^9L`@*u%bULhsU&J7pJ-_~4A+MVb425%j^z;vvL)4Dlj7`W(jBMfnM|gRoG)8(3 zi7Fb`A|9Hf7Ik(g@qY_ge*-l(Z*bhjO~;?!{nq!bG~y{Vghysqo*s?4J^$NGYj*04 z*rg5C6jpV@tXH8oin!+|g^B9}^17Ol^2?cPy?N6}_}~F~xuwB^Z;=?cL##L(I8r_b z<+D~mX5PyWb_>Rv?jul$>NuaXOAv#+*QfueyMp?G&p-~B5m=(@R9|tPOSbx-)XYia zPXPco>dq*9{dbP9Ro5&>qt=iwEgHrp8P%8}KFj7yc`j97^QdN9;L2ggj4G41-72dr z6NmSh2;L;yVMr`HaY^b5tZv)}Zv!9TG3&5f^e1{BZ7Q#)E!;@(n0wdblx<M?Lp98JB!Zrx)50@bFdRI;H6lDZ`FD}doQa! zVa;o)B8Sd!hxgLJSF!qv_f_eQpuRBw??QGZSz7b_oZcIHZO!90h;C0j=Z{A2z<>V^(o3%$nq~s(|Ga4|y zm{&hMhkbRuZ}Yz6&WV#vAA6-3s!Mp(GVhRr@?59(EHlkRnunVGX{7U#?@`+`SjW1B zJl78bX*s1b+rNW(t2FV*PjSaYjs^=Una!fKak7N1*%!kCaEX7%wwF3H_fid$Kb6AdB&I(N+zf4kw!ETMrGioJe?s~)L`goa&iP+=+DFs%V*jier)qfT zVnqF!Zz=UGC+~UlY&C+>&Hfae*jk)9P)iGQoraK0;gUHe7Fkp(R zC|>nq*XM--kc5fTB_U@dl%#?$L0bd|1XxMH-uFN8G#q&f9`88GW7Hxg(3ij@RyZ0x zS2bzzZXgETQKQixjd3*np+r-Eb)^YQi|h}+8@9}c4>OXsO(LX3xQ9aCx{fICd>dd> zT~8CHDIP)KP|?z@aeEZ%q36AHB(;9}6e1!8a8h1|1=wqta6z<3&xni7b&~U(^U_nB z@_Gmwm?h{ay7?o_jMx(DNJ^^~UerB)3d52XQst-A)y949wWhRPE1*~M3Wpna+Zytz z=mlansw_#Ird(t%SKS!iQKx?X3oWxTxY6bN`pc8Pb?!7Y*cKNM<2j3Jq112$F=qz6 z92CRUY`A5mTml&pNlI8~8R5@ZUD9Y*0v2Blkh*W01k1m`WNw26!2F7A)gLpxskxUvc#tsq&|+;tIalK`2CqXSq?>#3UG()q-u78h9_9;wi%{58Hhdzz!* zJ5XBQP9&49`xh6_gTW1ji~a>>s#nY!<0mPHPI>S7`FPuR$m&)cyl)_dYWJfx%AP>{ zB*9W-Jl__l*+)Wf;~P|Fp3@A(5Jn%{92JY6}56v?m2}n%&sn~Vfu)T)wDQh z%nZU*q^liVky?=5dbx|>$w3cyE<{rJTOvlgC;RfCtFw~MN(o7JV#`{Xq*Id{`GrHH z!|ocns=cZCtCB2R@+;@+MyR?~7v5^LvJx^1hkCTZa1jbeKAi1J7Sb#aNE*7Zte}mR zq#zmC!rr7ysMDz>F_orxaPSD>1NL?;iY1c_eK+gRJhjf_B6OS{#;)rqn}K1fbwWQ2 zzv%%sdR~qXDIETB&VyQzcGZKrX@%9(g@h(@2$~AZi*!rRrzcE$kr5NW41H*2*dJAT zQ)5pRYYfps6b8N1bcG0fNTI5<0)6Jd!hR#@_lsvOpv-e`BCCrj>mJ3?;zWuS#<;7> z(bYemc9<5*ir_9$q_V_WDS8yffHmxI>4^#VHiDFhyH?|FGBZXZQhj*tC=iQQb9Ov| zeU5sRG8o2DZWEM4xO{!#kDbElB>%7=^8@9Hl=XvVRUsv;#8h-M=Nht%hmXU$GLvj! zYt865C0tR#SO@0fPuvzM;Mu?ge0scFb2LR8keVlx*I5ONz=2dt1w}XMQ{Bg7d7r$v zi@hC2f^6~a+oEMg=Sb6PMEG6`X`5HlJA`MOxS=RV&zItv-$+D_N#n_}0f%$Y!#oS* zv8o=rWY#n+y&okQB-z1E-lvP$XvGG{J_*V&`lBgrdPd@mT+=f5&Vr8PwAb8lq)-c` zOXjKaiJ9YObY{$XpS?oq;Sq^;aMs)*WCBl1JG9r(BBTCePO8<&*}|KwZ?ROO`@@V-kE?ximlcy^#u*+V9eji_X9 z>8lHOAAKS(NE~)xyk?s%BJ`UL zYJ>l*8_sWv&^IEaCR)2w?{Pxe|jI;ekhF}WDPBC*_Y6u(JN6A z4AHE?BYI{j!2Mq73DIR6GHif&#mWc9)k$;p-G7>QS-6kzMn_xci znRY|mm@)U8Pv%M*#Rdgr{n;;VtE18c`Ih)+*@9%KiYBAdtFsB!J9DBCqQguxIQgPb z3;MU1%I%Nczr2>xhx$^LzuoJ=px5GjuZrF9#s46(Fgxcj4TtMClyviVaFa-Q2?A&6 z6j?^AmnKvEnUV?@6;K?~flo=q?_$T-9ZDf*!d#5P zP8(-lk72S?oFegZLKuq@ONij7Ko(3UFm9gILvBZXP!0W!c{2Vf=Ug~Vk0}FPd|z8B zS4Ox%bG$u+DStx8dY5z*L(3YeysqzzHT%y`>~(31#gsG&hH==qJxfJrCZV)Xn~csR zb^*FIe}*4FLQ9i8Wy0Wg)?A~Yv~hrlS?~=ij#l1S^J-TbqSw*vHM3KLh_o|z4^C5H zQl$f3l-SjH6p@ftz##DY{sU=K4nB3+&A>MT#U96F^6H3Zn$ybRXxksFE|aRK>m33ELe(?@>!dOS;mi>E7x$3mL*9n%Ecu*C-@5Wz&xFk1a{e zB@&_>G3uh0!DH%>5N1v#9p3|~Y=PH-_!w)`hGx-Hq%NK{$q}et^=1h8he}!3NB(qO z;cK~cSqh_GdfypX({ph`efCM(Or0baj}X(K$0P+gsuG1XRniDkBM-S;G*Dq%FM#k* zS*B>D2k}GP`I7JWh~IGdB%m}zj*X29o5OOrjMOdGW8ax-NmFK$bOj&ux4%UhL@rqV zT7gYBnQZvEyVx)&A)$snW=wrJtJ`jfne#)Iq*~h61`Ph*O92GkNcqLdlg!i(EU*(r zZ48z23LLzWwfd1w|CaD~G%~tqctSjyuuLHmcM|p+dx{@T zMR;8__Kiy}GS2nr+m560whgV>jSAug3vxbi%btGi>7qa2_U9B1MEo2t9(sZXeAq+4 zk+9o=A=c!)(mq>b#nx>i9N7*+Q}|x}Jp=JjH?9R@F3Z6*tL#r&nbH@6r64#&DUH)& zsmUArXSR>g$Txpl;1O4g)1MJX~!zo=m8oofs(ssh)CubyiMTq?` z{}5j*pK7c%^2!+#K&IySqQXFUSb1po^=qeMPQO3LKg%0`{rOq(y+$Q)IdjYjwnYw+ zo^=TP`30#(p(gfPDyeKQ7p_cO8VC`f{t&CgY-~Tv zj~eu{GRZ6&mnrjlz+WD{OUiAQV{n4!nF-!gV!MV)NA*9cEfzN1Zyq2Lb-h*QA)uvG zQJ703z0pO=<#YTIglycVefeA5YC$PPCag!r$aL1aQ%X;Qu&I;I zjgwi|A|zhAJaTQDF3zAkYUo{0eB7tNI=p4Pji=bG^W^di2HllIJ;aRm>HU{cEr&bG znKdlukC5-F-m8@uV&Hx@MsBE=IiD)CW`U- z{ypgNKkFbD-O3HD3~9tmAWZ3z8Q+KPMA%QRPs54m(MrLFiCtH zQP3Rid$enJ6d|!gEtYEsaQ@7ID3?>HsyGKZ zCCZAX7poqYhXi(KMJcuwP4PHA6jwt|@djPOXq`T3?A|uq#YKGqO5Ke~Tlc#TGLN*1 z9t$KT~X zO0rBk(mi(+wC?Op5)8dhyY&b;Tv|@T47tb0@a){5e2a;-G2Y6dp-^|~4Z_!ncwuN0 zK`D$9-@2vYUs`$-%bis_2@HVI1H{m>5L0V)5Cd|(L_msAOdNURhh*v;=jK=D-dc=ij~S?41D9 z9`vYWWA@@wa5GE}AwN)4Zv^m*a$%_!D zhLsR(Rbi}84~*@xL^l$jW`l@0*AbD^?UEcaA&(uf#Rp^P>QQE}JeHkFFXnDJi843`6I%^iCw@6t{i8R^hmeVInUgpn)-W*@cd}^%6Q8@q z8qd~5##MvcROxZkf-vT{ithc5A49+SdMNy zxaBYjO*)K0#S8{5bhg*pA~&L@e<&-s`f*$#JSR;GF;#ltEC<*IaUtQG2Yn_w>z&D$ zD;Np12ASsG-GqHi@G4K;gsxf`;l4mkdBg`qW@AL+H3GCvB@87K=0&@5d2X_V^ar}7 z>2zw82qRoFTmzK{(MO?3z`CjOr-K~(>+F|tw9F}&U&t;JUhk=g={qov1V35cU~izg zo=ndk*kblhkhwiVF!RISRh*(PluVi4Z80vBSonhV{_1Fo9C5xOQP zI9U5E1?h#A><=50`>DVA$|yXRzU-xu81OKGU^mP0@N#Q$nl|m$_X)C9j|tW^G54Ap za4%WzSdyW~8loDBrs-MQa7*U0wB#QnPD{JC^F7x{wSXXL}lj--1be}{c49${e$|^5^MOG45*oN9woJqM9h^2m- z9Q>3zXi}q*Ut+8uFb^}Uq^z}>?ZsOl;K$=l(f^qAjqCUU@VvA%M5E_3 zL4#uQNrEs{G>9^Nz*PTX#VW8cx%W~#9(j*%noF@Xjh?Q( z-3HGVi(frb*M#{6CzrUOylTsS@H%!?q1Zt&GP8}66&e1h85zp3n3y+1_%DvC=;uPH z`iCVF#AfoGEDwD*Rsv#Hw7(~K8HCJm{V{?b!+^^yH!|E=_ZYuY5H2YZP~ z%{l!PnUW-{w0H!&c-pA+^{83rW0hnT+8k6A;{4tp);r&@Rh6n&!n#8T_1>GsykpT% z<J7dzpoP?4yg(dW{oxOBQs-a1~s&Sv1AJFmD-m*OW|Kb}Y+G~z5M z)l^ZnX4u7Gb%ChZN9=P4*rj(!Ze1JS=X;q=Uwg2Rb^m*UJ>~kBFRIXE1_VCl-&@f& z^CFVDjx)+nFJ+#jVZ;zV)kNNM)VTP90eebN!a=Ch)|E{=E}%=)!{noqnGCoW3Ex+nL8}0B36VU@j2HiwETfU3N35Q5f9H}-m#Ru?O zBB&b&f+qV&m!N5d4Ftkd}VOLWyQNko$v&X!kbL;;*mwV ze@Wp~ST){l%)PB~faZ(OG^~21mNC5GnEj>`A=5c@=KW zKxSk((owRhmW6DXs9I1!N`@P=rQu)9gfCTT{Gag!&dn>`c+d*X$@$0Ks9{_55W%90 zZAZc6UsRZa5m$A*DZ2FPladOEQ3Gz4+nQdcmsI?MX)~e-`Hd}iSeq_&Q(^>^L6Q!!R`2Vaeg}@dCOMpsnzGjDw*?cAp!Gg zRB~Q(e8YXF2Q%2JG(x$*n)!6|rFD6Q;$W1Y`SvZwxa&V>jI(QC0mV$(v9^O5-o`FC zC+8Fr$3TPmOlEgn*NSo7j`5s70&5O)O|#@3rn;0Jhih7{H2#4Amu_SOOwE-0aHl50 zs}x02t;(qHjkhxIv>r%z*d3F_{%ygq&6kcNkR_>ErWh*K`Dp4 z;;$83BD_pQN~Va@V%V5wG%TB@=Mm|qlliZk2H<`jTU5lEsasv>z|m~yxtz7d#8jSk zulU>H0DT4aX2L3Smuax}jwcZxYn7*qBNt)R?mz^~a3SgdF;G5ijlaWEdPkx-kNS@z zv~gTf@W&NHww@JEd`RV`%ldH8*(Qz(dy5Wu%#Q^-**R@QwbIE4(Rjsn8IpZpRioZl zaT2;F6E15md7&FyrVQ?|Nf=e>&xQms*6>Ga^Rq*hsnE@fBRH&PpLRan&AAp9xQ>5k z?t}KaQ*_sy?DY523$7S0udGDydmzVJ>RE(xEGmWNO zL8kIuj$sk}^*f6kQKdrdXt~@sH=)kHuB3X)FgXhz%Pcco?)KzooQFXwk_hRUFFJLjWnhz1DWZI)t8CcZP( zOxW#W{%8p-#qps5ovVr6)I&m)z2Pq=kU5WRr5QUvMZX~u6CnH{sN|AOFs^d4>)>h( zBLGn+!Z^4SG^2}%NF#zZZT!BIlpo)z6vPoUxNLF%%y(fka*@tY52N~gk&r`Ef!WOy z9Z7&qXqUA8TuaZSD?~nmy(T0wSkIc#>G>)mtD%^Z%R1h7E=%s8HCsyWJ9GY;S677p z9T868&sYD|mym$t!FPbzW-{53%aN$QY99*E(mOd`pnxlYI2$JSMpFA6OmR|4Iy2$U zxR08BmHcZ2%;lz31&Qlchq%}5jX|>kL4A?*gz)vn4)-PFAM%S`r3F`KJqc7_tC`91D3jd0hQ>~@)8Ml_>K&FaZ??IWDbH0;xzVBkaG<2STx z(O?u*vf3g*dZ}|_^OJ*Hj27sui7PFwUFen9(878r2131Fa)f473}+?W<(GD*2(oRw zT?)Y4X+DOxWX!C|iLK_gFt)NxcThbLFJSz4q@lu07mv-~Wu^*-Q(qwcJf9||jd z(+MpsBRM)}>w}C-&|Q!D@m$CF1eLHzW-?>a>d8dpTZn1Y5Fq7=uYhvL484Jl zcF=;;xDgOQ3XFMEpJrleouH^E>T4Y6k2kmy*^tN|rm!xW5)rUS8A;+`sY7z!`4i7@ z@Hq3R9JX^>lCx`Zdg}xXaoR`OMCnPTQ_+m$F*S*vRIN{i%89~p>|G|)3AcJBsTRfE zCdgpgFR^t(6af5V@}4JkGs12=HrL}z(pcs29LQByC^fg&W!6r_c!Vp7Cm@9)-}!#n zlHx&^bm3E>B%FG#s_WF(LF@%KVZvb?Jj>3K4i(L?SxY}W*KwV0{wnz%L@NhgZ@Iki zE%~_)Ie85<*jq9Lqg}OTpI>1YS@%9is)8|y*0^*>lX2k_pKz>(nxzE_edWlsWg)B# zaKQ@oRv@bt;CZ&j$knLx`L8-I993$c#q7DOIkLi_6x#!JBa%7h*416rV;T)LQ$~7! zVYJZ%IoWRo+Ly0fNsREZ_NUMd+_-ik5dVaW3m)~qXYd`~;&_aOIjI@=lo}UJroO{k zCh#%rk6y`_$+l-NuHIb7S+gJYGk*rM0KWE-{oSWd;>eoFGWIN8e3{_c-@36ob*w%y^RcEJNN_=hDQFzFep1JeV zl%4~UhW4(Fi+1oci6ui`1x+r zoS3BUNqVHFX-6%7?qHjJQ@a|`C(JRBEq0VfRO0-1zLoarCls1zl=BDSzWG~nYyuu<7pdQKKCXYqT}r# z1DuR zTmxvoo0$C0Z>WlWm_gvOf&Hl{KI|w>!HMt9T#Gyf@P2D4G)gh~JdIM!HHHkn4>6T) z&U;?Oq-D)s9g&#-GXL#jA3JxUH-5A^dwDG=`eUYW(-1V2o57ue~p_%~! zD%%ei%tLj^5V#5a*{Wqx4ycQcV}Ij@l19lAJ)?^u=!v2J)Ax(I9>{}UL%cU@a-pxJIy9Z z_0KOQ4+} zoOVwTKQeC|pSX59kG-@bfh2_IKtjR*qvLxfuPk;G!uDyaD!2RP?`1D2qS4bmZtvca zNzNsE;IzoZJfN`zIWjLmcFp$y4qeCtEOE}z+4gxa>M#rS5O;$D$rE;W{m@T?0}si) z&5g}C8Z*W(6>XlyMOOgUOpbs?HwK1?sw!^hv0mdosL<} z3uC;5mb|cI2ybMi6gxoI=)SftzUQZAuau3SD0w! z5lxN*nMY!OsQ57@$ukg`vpaBwv$Jgoi z!`%nQM(wG|#6)LxqRMMbnV!o}$_!Wdi+D$K_)Fz`&BbDY>|Z&^FJdxSWH@X~5b~C& z{2P05%>kB>g5_iij~3$6#e8lBe|p=Qj2gLr(+P+K>hfHusvj2YJ11+>JUhx!)fmSt z+plwUllTf1m6g+*gB&TfYS+j_LNKw(r$B&lL)Xs_@@^23++0<0AP3 zGE==bIH;>K+4n-6x<0^S?;&OqpIA}A$*2Q3KCguI4fv^dVs(Tu6@`|b`ihf{RpZaV9sJEX2qF;+Su_6^z@Ja2cp479jJRT#CA`P@+=<4^Z z6eXx^q%Z6`#h$A zO$1T5tdUK-3c0wD9cl&DeUwLaahHt+_wu$TPEdGl#J;#GE%n1YU9CI<02ue&zA4XktWwf|hRPpOy6;1pm%7HE^1}LhyA2Ta9EMnX7g={7K8@$`yQ7yB_-#O5*}~#!&ysvD z3M86shv@PNx%BajAdMO&nAu>*ddV_ocsIU>_o%FeKMi^lGq|g}?w}3Hq8>eKXT|ul zwO~+13uUJI24nF@xeeSdME0vpjcfqvch*b*?$@u@y?`E*A>h0IUJ|M4X$DyWzcw1J zmTA?vLBp=Ni`Bp7bMwIfBbK~ES>TjV?v_-$-c>pUamdh(KUmjvGeuksJ1kIi9E+1r zKPBFflj@e?+BINCX@Q?N!PM5lU>Fa125x@;&wB>&EpV$0?1$%hmW2O;utCOj;)(>j zUie*zHZB+v(RdwmocrvKz_0LJbZoNjSfdLkIK^yrH7bt`2&oYEgqkn*;(*HR_^_US}_OYDw)mZ?n;7g}G$1xL_6QjM- zHE{l3Cbd0enzS60oAeycTuh+lo_CbyH8EI}%$1zp?+nMjaU}sC0k_Z#nsX+j^Zxa|1poa& z@|%hmGX|cE&$JDahK%*WRuF#x&25CAj^FXfRA_fiK4k8y);M{^4fxN18)BkMiWyJo(6;LbU52#$Ccn(tAYdYzb zQey#Xz55>YQI<#sTLnJSi!~7Mvc0meIFiN{+P7AetY_=IX){qAO)i#w3_MR?2$k-> z;=XnFWU{rKnNpw6XO&2DMoqVXbTLrUL?eo1(L#3`S#%!`>L6U_N3#Cuq!$Hg+N%1X z2na|{`yP8=6vR#I+KH^wV&CN(MPthieL6q-p5s2P8;x)ObQp|VnQyT(xsb!Gn>`A{ zZ%a~2MPMTl+)M1dNvucc#%~5mXX|~=8AwibcgOMt6wLCqw>p8a=E>u%SAVtxCzS69 z)`W|vDb~Jko8bVQ>gM(TQS{;F@KeA~fLNX%n3=nyrvq?~Q1}|{-2wLjHiz8}yWP8f zOu+H)Xgi3%T>!bZa*7c5rF(%}X9~DRY;KgBrmP>^yS0pv;ML_`ZW4 zB#W-{_jFwc205@PrT!nEwLh#Q z(Q%>t{Uw{E2EEpMvh#j`)?bbECvp%6YUhhxr$OW%VU9amhtX0{mWydeZ6J-iC&hR- z4oW_QlSsfSUjaRL*UJ9U-E@$E4$uh_?xt=RB$0f~sbaZf?*Eat|8`q#4&eN+y6gXO zdRQ-DtG6Kcwk6PRzw-s*{9QH<1*jd7dB5BIZVfJO*5JRL{&#wBPu+hv(tnT4|4q!H z?du62hyEjcBi{qs6#Z&YWUB=ffHLcjngvCoVgxo*R~~vP|ATg;vWN=FCUTBV2i+iP z`z1N0JHs6hl!0y~IwmHb{|9+uGb|Im+W&$KGM`UrlXXlBqIm_s1>D!twMc45wh6xb z>KBb#HBZwJ@4UX-nDk9B0tmF~Ti6HHlCIhxvANMd_PNU_X2=xp<7@)ecFJqV6{2iG zl^n6dUh40|S)h8*DW0et(;XUcqlX`6jq9=!bTX$67fbnqax`l_Z|Gar^4a-;;q0HR zlR;T%V2C{e@m=;b{*6abpEi=8&n#zU_0C!?*`1TrL z0Y;W;<1eotKP?9JwVYNv!)-u)pMMgM0Xmo?M*jPJ?9D4~kXo*;#go2D`}{vC*zLiO zQVcw1`x59u{&k-&8re`AGt)o#zV+%R*aZaU%v?t8ns8pWRe++2VuzZ;G%mfMR_56iOd%#sRW&v~==#&1CXhTsLVz(j@pYcl{I%pC5Mn zoC5BFDehUKQs&TL0y1o;zO5qIq2Z5A65R;hV{8OpP<)J@Xwb?dyCJ7rXH_S01-3F@ zdow?d^qBus1(vQQE{g`8?CG0ib5Ou#;eV80$rFbRqv4}WyuZbi#PFMR+c33%B46Ff0G^6R z5F4Jmowx~P`Vd!5&|OO)-`4pFMcJJmH7X1i+S@YucGChK5~P)|q7+Wu;fizsGx$aZ zVRtRP27Bbz4|@Ap{0NY^nWii8@7Stgf|e*^weFNgYfxuwL6}SNuBC?{wiO?7-1d&d zAz%Ud?_h5LTJC>W_P^U$92lVg-*{%(>vLbqJR1teH}nD(4%u`njlmzWoyv}BJ-agX zXI3V6%<2s$ki=J4r>*{=)LpjQxcrR1>yQkwgWGzXY|DQ8BN2%a$2*l!MmpD*@ahZ3 ztIE?QpNdbL=|FTY`(Ixgy*l5RcWU+1G^^fML-d*^WSp(tLoO$A>-ri$nL1YP% zVtI-` zP2cL4GPCm*;RbM*-)G_TF;uu8lQtv>Ldswjgvvs{!w*(Hn3J8PonS5_K#D!@Vi;vxJ@cA z1rgAUG>{T6TK8CTh?MU(Q3|3XG?1OhiEf}vRSWg}MG%5hWYSjO&$R;2-xH%nJG@a1nW(aSzyjGQHL`VJX^ zcVwW#)Jt@VmhenWy|B+Wz?dS&W^A-WsznRuUq@8lt{vihTNCQb zHP46#uiytEzO`M%nPv^cOuQ)8xoCq{BLpL-UbD#e`Z)~ne4c|I2%O8tijXZo6w@K_ zl^u)+s_{d389xDLGMgwvQNKHb9Q(^oypNC2PNQAv?kE*Ws|&9X^DtjJ3(pkCi2UL! zHOkHf)|~wOn_-Tp?upQ{49E7XWt*N-M>3ReSB!Ec@&yjDUrZttGg-++5TwFQIFd^G zsFmZ}n;TLA%yEeIT~xZY;h&fhRiTg30FLxUWNlYXe#V&gOM`{0moxoOy{-G^%^Ya2 z{2ft-X|7>*9`R*|q09Khmd%3!5uBK~K?#NZGk6sBrnWc;m+xws<8; zA8rM^AQ96=F40yMnIt=%t(JCJO~c5y<8%YX%w4>ec|Mb> zzqi$zd3Rb^SYIE*cwd;EHy0t+#qP@6ZS1lAW%t;OA!Ss!I5mPuJ*Q||i!=(X^0Ek; z$VEvxo<`fFe*LquPx_aoUEZT=7yiT9dde7-hWD0t4*bDRKN9wQu;S+AwpyZ0{FzAS zH}vn%;=qgzUKdzve+Z*cE&xzc6hO7N7sxWXVSvm)qkWILHGSlJ!)iRcp7eV&#`zqSv^%E-m4aq7$#h`6+~b2dTMV zKM{CMFmUI(Tn z)6E7L(*4|PHI(uxPGvag_F^=oQI{$Zty6!r+Q)YN?n)5p}OAas(!+kLSkYV)c6XSy z$s24+s-4G~)FP0U3#0E?OmupC{iG&XZ(AT(cw8285f{9NwPe!eufL-~8rgN+40U^u z!6&4QYX!IMy6$>pq>Ot1)2&M8GEmhlAdmC{rcUa+PiGdnZpzt>@}T?w?IP)#%O$1u z1Mqqq9^{FSOZ6pmzT1iwm4@gZL)wC-3f g`TmC=+N40pukRQ-vq7Z?Aa|AT-MzoN;TnAQAE%T1%K!iX literal 0 HcmV?d00001 diff --git a/images/AnomalyDetection_09.png b/images/AnomalyDetection_09.png new file mode 100644 index 0000000000000000000000000000000000000000..6a4198e64ecaaa000a30cd01ac95674266584bc5 GIT binary patch literal 61147 zcmeFZgLhud`#l^rHX7SjW23R1#!X|}w%u5bZ8kO<+qUiGJ$;_%^ZpONwZ2^|YjvIb z+-GL4Idje4``UAdDaeT7XR$?>PxfPeJ#^sv7^Cf2VyD<96! z`B-^8E(U&2@W1>S&){+xe>fd?S@$+MnXmZl1_S2rOGE?>4dxv#2qBP}EF+DK3;_Wu zB#2y1Lc~ki2@d@4?*$(*LD%tYb@hD;;NHJq0Y3YC*Z+OCsZ*7?s^{}|cQ}<-teDqv zGtQ&SBY~arPgMN{i=kiN9yY3U+rx1=tOKF9h_u}pCxq-9EEW(k_|5)C9*E{98Z@0o zHIZ(ctAT(@%*|>fHY>a3;^pnpj6@tsfpl`E(dbXJ>HMjE&0nHnLvf_ykyt3D;-+&telWVc*r23`e$k3K{vedHP{xmB$q=9A;K%HMu|IeEVS3ZPRG7#upp< z^)ld5 z-X<08C3`0J`ul5hghsKuCf17#_>3Yt=ym5bfcH$f# z-{B2$A-@8zF&y;1-W^V)Rt{wtiYJFd>u|jy>4V%dsOPcY1ujUZeKA8tg@$+i)dUX{ zafcQ9RBB<$hOeX6Q5S&M*~0oUH8yb5P=6^<}F6G|Ktw{Jg^=I(577$ zgMV@Y7%b>ki|;q<)bfAh9pZbb-9_Ibqw)7m@beWGbY;l-sYOBiH>QGJ#6-N9w$cn} zpZ|{Y|C;^3ApgJnN?leKneZA8L?Ym_^LjmhQOcJ%nl7+dsx<;ubbW+who{@^;S?r= zb|?X#dx2CE4u|#WQMbg$KLdsa^9%MJbgTR^9M5Jx>pQ&O;q}|~YWsZc_s!Ed&qbU2 zU8#5s!QN;xA+R?9iDxnTGyS)*G&XQ6&>tQDJ%QkB*N*!rnPj}6{U6Y*2xMX~|Ft@k ziN{v2m;285=Q6XI!XY+;!;PakDs}3Zy?`y42 zSKIwF#@8!0oo4n~_iSR3Se9KuJq`rl%#PIl$pT%XM0BolBA?ZI71Ueo_wpqZ3Z;^c z+aK0F9xrndZVx81>!QNO8^u=+m+DM*hvJqPaBpFqRXYC5W3KdICjq+f7k4KMTbx7H zJ6sfDLWs2Zx|ElAy28^uYRm~nmi$ka5kzJR_Lb%D zrZ-$|wj1EK`=Edb~1(eBK>S0Jhj|Cm<1j?)XftME1Qebf!o?q1Fi;R($aQ~*_6n|j45&QG%{7~gCdyxbwx_k>^+M#ho*=;egc@Yn|7-C7y#Q?L5Mt#4bR>kCDBoLxsD?LcEQ&o5To@Cq@!Mg?Z@<0}w7pM`lslly~gpS89p0GJFW zGYWJ#pAF}Uck;Pi4<=A{uB^*vzrPO>+62hrOBqh+`E>hsM{9I;Jm}_|PPvL3le*sy zUG0d!T=ts6pbbc*Fg=G5ikXlq{=$+>7(nNC^vyg)h42Ig0O^F z`30JoyBM)&2f?Vr{ceA6l%w-);J||Yan~NeBW(@`{fwQw0-lfKYrh%KSKYiX)<;vA z^L9s)m|V_9m(xL^&pusNDHWa@{(UnS{Xg~CZvCn=A*|H#usd6p=5bk<_(`YMVqao0 zHQdu92lr9tmlf(Kj^!;iuyGU*=Ybbzvh-qQ23+k?|5Eu!)E zFY`kLQiua|#Oaq%kiv4K(Q$k}cT8&$7?^e;!{LO^nDaOuk3T7Kz~lTspzrC~zet6m zl7CO6y4WAOA|^AqEZy?@_IyhiiLGqVOeOZ=(acZg`oj-b)IVDbY-Y99hwLMEjHx5 zNwq8~l{JQtDM$4A)-EiO@+}2=#QHmJ5ft5DaR2)@S03+RH~`9Lso@0jg3rU6-}{v( zjKnUTY(*{NGZ&8w15wshZh&d=r@lsKt2f|LAD6w}ZC~6HoPsi`mD*yOXx_`PSv(aQ z%-tpXzeDSAQEwv0dQt(jAy*DdN~`7iwNi(JxwAj~u2VQD9)lsHT)#WtRc;^}f6gNx zc2_!ZR6IsEZY)*aGSG7KK1@WQB!k%OOu6h^S9!ztPYP_x`soPv9B3=Zw~dfon{Pty zGPUfzRAFd?WXu}H8bPw)`}Q~ctk-Hc6uk!x7V-~gzrQ-yzrRJGsa^2VqOzL~sd}P- z4u@<hl)O zY?0kg2atGFAY}QUM$#o9>FHwR52Xytn`|nM(ywgbpX>MSf~gyFoNC!Ea77zyyiVp> z(@-X58Du$;aDTkNN)o+XN}cyRYCyllfw11Zm(1W48;HDOF?!B% zzk_dg#}IRYYH|}!^V?Ox0E1Q;p`1E@d$yuXVy%viEtiPf^(48(&Q4h|K~-Nb*Bp1h ztBoe~srG&&*Q^@|IfF%)ICdVK_9NO1feu}tM#7xyN>r<8oov3UO=Dw?#!+QhMUxh` zA(P7DxR`x?D!Sszrw}|_PQBTajzpd7n*GE5De7=MbHU}bxx?$l3AH0%4*$2=3?6_! z{Vm2?18cmgS~x5h3AV>Z6D4KM6^;+EPsGPjA$UUsACKvS4tSetJEmA$N3!@hor=!^k8yN zhdG@#BgW)@f;0b2mqOaJUH5yqQ@*yC%vV`LZS?m0G8)ASN~lzM7`K6ysEk6e36MeLtNEvh3~`Io zwirS+1L>O(wU0Y{65Kv3JRbK**fHvx1t!RkL$M`FJC+sb;9whdCRI~ZwSGMbv!iI}~x_3Ar*w(z+Oa9dPT*@>&aQjDc85Yc# z1i9ln<1!=F;;6xEtMGA{^5&|v%Ldt+R-2OxcPh_AR9{$7yXhSDHrO_pth=F^L7cnBW}n^!}-?J*Pw@f&#vsrWfaze)C<+0-_v{?#gDh{FsoC?_+auh+P{^>N5X)>LNzUTi{J^|&acTbE z>{zK`=Y4w!{_?P4zR08%g7{SXBkZEO;Dx8vY~X1skz z-Y-?3Xm+yLY4=D+gHNWM*i|Yp-oAs4AD3fp%eH8+$xe3K62@kUe7hP9cx8frpa9T0 ze~9lPy_fZ{3RGk+pa>cb#%$T>TyU4`U~vdV1eyqK6G|he zOWsv%Q{sp?o|I_ocy2HN>S83z3vAu1NWKXzp0!?kKH+lYXsPZpmGvwXh0Ke!=V~ln zUTD!aWL%C;kN>Ph`3#6z2t68YLcr# z;q3#Ul37OcE^d!rAjCy1)vNen+yy9vU>v$c?0bVDQLBwc?BlyE=gW^5&$wN5H-7cQ zKKC(WFv_x2Ba2IHGb^utzp^gCV?cpUqMZOlH&pBFS)YRhXoxA+^xEj@uqNV7&GtQj zc|Dx1xLmBa193AR{aGQK&inIKW~rnU*K}^mcY{(NxXn+ufW~yV2KbH$<)tb z6HEbw&b_mh2?jmy$ju-ZB%u(_s-M&euuYOZ(`!IzgDsStY*w7DPUbB{mA12MZ4Kzd zd!TS;SvHsii9GLqX6>~AR2rTB+ZWYR6#xys0LpBYUMJ#>S;{=X&jHp4kaZWxn#&B< zAO2_Jl{j4X7x|Ln%_1n&{Q;et@_VABw?}md2ch#74vMd=ZM9fX={EY_dv?fhRF>j7 z1ofh)Pl?n?qd#R0KjT2~pkA&wUEE`{mU>-Fiq*9yc|(9A_+9RCO&rq$T4$~-%eQ({ zXj`CR@2l;vw}&6iY!OynV;>+BJ8P|0L`LfU;YYX+P+4N$M(e8 zZ*8U5EwYy?aM-pJbEXwr_4J2MHF_yU5D7!Tofo28?y#DYf-On<)1dar#P>ZHQpp#; zg&2Zo=?vNQq(ei@d(D^c%;Jf&tySsSDT|s<9xmS*YX2C9Macby%5-8zjVF{K4F`q; zmbJ&_k%&aVn*tKH`5_rCBH@8XDMxnT`Bx&DE5%^`)s*;BOW3$zomadoC!V%rIJm5@ z$!w94Sb8*XMe2==fb*jlEwd-f_|DQ@fNAMyX7=#uL6(U3N$v88Xyr2^zEJi&oi_UX zR_^gwdZ#}0t>2%xGk|uXc@Y(DUI`6zh_BSh|f5-1VHivyh>b!vRKE1 zSn=s*e~xL?p;jvCmdE)^w>8w<*8OnMDt1u@Ewn2Pm_eUI2ohlyn}u4Z_nYO+`*B&- zbfGLRxl|&n$v8X~lkc@2y;fsAeiFh0v;uYE_x=`MuPP12g}!Gjfcx!4UELDz2n$kaK2iOJ- zSeK}wACbYb8YavHPuG6CY$CHMd$ zL;lQjQf*)a4cds$(kN65@8|_!bYe6NF@6?B6h-TB8kq&xFSW#6^O-!1n^>X@)7&dQ zB;Ii(*Oyy*n=Pp1N=jqCOps(uI_ip+fAojo!?58A5!Ull2kyWnPCb{ z@}l)cS9pCp`E5^iI_KrEpJBS<%x1b7D>;Cs{DUW!GGrV`1j8jdP1b4;Ub^UU$;R*D zz5*);8g)^)9DvN;3acuQ%)HI|d3nn-@t+1FtCVLeB$c`>N( zmm*vb7Khru@AJK0*bdJHV=h5fsgoJr>Qzcq3_vI>qk60!&T$ti`4F}n4?Kkpn_DPl zu)r}$`e7HvROZ+hgN>0(OI0L8Zi0%?E^h+z-$5>%&#t@NfK-$Ri_{%zOOGRGnu0Kd zM16U+vylqN{ln646Y?YOScVp|3??nKKkMhGlZA=kzOd3%doO(M@_ziVaIZGIXtuV* zt`1YhGrJwcSbCs{lc)02rHG@qHx|tc-|tR{(fI25?!-1D!epkEcQusoE|lK8O(8c)D%87jSD17Rt_KV%=n3F;5{295D z4}ehlB%86s1>c&+>HRY;nsf-zHr%KF(Cg!*Wj`Aez{*uW7-v;Hd zmnIrCfkwIf#WH0r4`~P8XQ}nhd^`h9vMa`L^!162Zx^EkvGAe3PjsQ(qkA-&=l)0; zkOq?GO5bEg6jYuG@QE8ItX9%CF?(%5)_i#ugc*39O0D`rFVGoyWu-Gzt-tj7#pM|z*G*hKuwys0nCh0W4k3}&;MCKE4^ zI#M_;lw!lNQ6l&h3Pof@MST3jnsv=E2&3C1{*SJNlf+N-9`ctkW;Ti`^wFPlW((F% zjg|u5H?k<&O6}}9>u|}s!RQRouJcI!nbc2yUUGR&RUNhPIJZb!L9oz&{Hi{}F))oM zDuHV5h{6hwr6BrKn_JOO20oYVK0aRlQdMca26IRjFHTEKOUf%%vNl3)N2F)k^KsXS zoqXim=yVEMyz}KA+wiXM55mq1)3rHy6kdBJ$`4_q&*oA8^8%nz>G306Xt$uIzL@$i zoU}S64?T?Spi4=({Q5Ls)d?Y=heY_L_y<75_)5tXAe7VG=)txuveB|`PLXz2xugdo z6BiqQ3?V-UT?!3)2Mav6I^7|7G|+3>H`?tO1$JNkk(;ePiU+kbgy8c0c(b;SgFta0 zju#8&=P=8S1X24!1w32YmLQ%mg40%C(lKTPKX4uSqmV&|{ZFQc{r;ch(4^e#&HPU> zMi9lGH)Cp9mST}qhT#I$3DU#X8)ARq_^AWI>mAVq@vxA+XYJW@kiJUespYxdZ)Y|( zF?-%zB`qEYoOG}f)s4ca@{LbhGP)`boQmgTO? z`Rf8jks`haUdMR0&*RmgfI*lLG^?0B#3zx25TuQz&d#7CGV#>(QdJ*7Im1NliX*Ln zevSW~((81)Dret@&$s*x?E2UHnKA}0XpH&f0fqc1?=^upzh_w4^xXzXKC!zwL&v%l z(Q>IHGhqT6u*21BQ`7NWMb^(o%#~A^Cz3(KZhz&LxGh8zL8#FDuM`zvpS(#hcE>Yi zWp6hrL8AYRuQp1A#JGpQ(Cu*qZ3$QEFP=&!(Xhi>S(>@s$Q`YD&}zzQ5GgZ^F`A5L z$RiH{(PaJJryJQ9{F{7k^n7jX(xF7%hS^!W_iYHM3$#Fo5{9?99-kn@d;t6m9$N|L zz|zYEvVkH1ll;(j;$=JHl`2AJSTXF~;qj91Pyh-4`P2GXGNWC^x74ArLvnbiss!fL zp^B9zH-W)oNieaI;`fgOi`9=5Fi1*MUt}k%0QrHKoo${AjYs(9YVTj*v*AdhQ8>eD zLB6%%5K}i44)u*ffxnAb#mlPrW7v2-6%skkQ2o4H+9WLfv7aoQJjnoR)%4K9A%04%t?$9{U|< zwvYJE;r1}@F%pH;e$siDO0nFjm)ZJjc;8BEcRKS7u8r>Uz)F+Pj&tavFbtTsWj#VZ z@-Y&x`z`E;#|my*Jx1$HDe@&Y z*;k=Jt-K<7(U%(C`V^kFgV0@7Lbpr4AD>xcRD1;cD3UxRFh9wXa& zJSMWzk&#%)$>kfWdC}_tjZSbDnl%~}JN)7j;_@SCv;r4mv)2LLrQn!*SXfpQ%*5i% zT|lMXc&wkxK`y=}5w(Q(wt2!?8$}D>GURmV!tavPuoDVWECb$&a`<`Q{j>e-#b2$u zt?zxrVU?rv-5u@@3Oc^`q3>!}=e!_|y$R`isRZYCZSJuU1g5=0cc!Rvkn9^*2&u@% zS1FmEiDBo@yCy01fC9PtyPatl?~H0-^yx-k@fyJZXOB2AB=*2o*Psp!<2*-*hf;=< z*Fw$75XV1uhu8U(K>!}!HIO3~lKe-2!o#FUDob4`pD$hS=@i+lqGUj|I1oPOeeYq1 zVhDj3ON7$gC|q0|kMjX`5k4kpm@4GKuA^1yPm03l*L%_|Mp8x&J7=>{{xwmvG`qc` zt!GPh$kXXnt7y#eC^NEd?BSa~{yYlx2G4UlY-xP8+3J}=Z$4aZ=;GKwXZt!5I3@7r zh=Q$EoD#=b6L)+@=0>e*PO(%5v%uOPSpNPy{^xqYUj*`~6}-mi=Rsn>IA5`FDak5m zpYo&Q)gG;dlHJnO6n5A^)Q_c1J$s|criNVFJOpl7r{%iY=_JW)I+FMb>x!1jH7SRX-)>7_$Uh

DMtUU9c%2rS$iXcr4);xK>qx4*FzLHrHG?Fs!tLmT; zg_&32xq64BDzH;Mo3nts=glXi$wx~ImSq-?MshfiOXT;`n6-i;-=>yy^dCpIoGKwH z{|$qGb39{$tH~@LNwrdMh6s*C@(796hL$-$^1`a3KpgMbEXi*^ELBB)i6;)`zq zje1r{z(%R66T%|bC2P5g8N>S75Q1wvE&=k7I@c>~f_rK`UwlMzTrMWN5{^}aV#=PA zJ~_H?j)2@zW_knE+P;ost}jFKCjtMWkOV=&Ij};0KmAO{`F1l=^xKhI@Ch1x7aiVNTW7gmGl|)-O)`N7TLJ{( z9_YP;ycNW%YRO zi&Nona5qy#DB>8femp-G&y<_$<`+P}1=R2)C=uF)idSbW=Klo#n#*gt(+9uosWJ_t zc6PtqWQ3r&mZXLutGMW7+&j9i3sk?3{EBjOG*j04Arrt*FCHUH#@Wx>FUW^rf09VW zjMnmV$gx+zm{D6BTd5eR0CEKn3AmoGw_^g*shIiG(*X`-M%~q)N@Wui^LEBgx*v~j zc)73^2o1b$@J072hRw3e(kg^bLF`to{)}N_HWY=X%x00gQwZiOj2#;CrtIEz^jhA# zickpNAlaTQgezD-*_E?wT=jc0VF%^Foxh`}NI1>f3zxE9#$1N?CkP#i|3xXU3b$1$ z*Vt6$;pnMZ;`f1}xEHmGQVw@VH|0P` z%;cMN5e(Ww9;Z@zjD28i^NnXTbQ%O{IPqxi(!9cMm%;_7@2b#Ky<9)_jvh8HdZfRq zhb*RWSec6=;@m!^R61qSMtuVP>mtAgp}$qO74h9QpB>_~`%d0YL(QU%TqDXm-{D1X zTZ{DeJ^GtI!t+*$*IemX(U4%LcfTx50jwLoy~KC^{6n4lQ#2NnXqRnKEyE)n;d?wz z57+m@nIf!7o!|Fgyq;?kZGXGp)#&ak_`$VvxJkwm!6XCqj^8h4IT4>_{eG~2@8d5G zzxh$f0;z?|vRtmU;QRXPkV!Vor}~Z#*I!TqqHlwRjN<&f#q|nhz_|?`e%DtpA%ObR zLK2(Baf0aLq5=TVBkDlTGg*yQNNJO5%xxu$pr)>XL8Ve>h)PE`h$G*D*~#E;C|&mj zB{-7M6YsFB&j}uzu#VP~L&AmVS>UJSHMyoC9nS40g+s4&bpL35eA~ep^i``Yx1iJF zeHifrcR|FiHR%gwnMGSDV?@A!!`p+APGLX8!lhEFnb{mVAU0s0?S8ZXM|V#-89FO5 zdhGLoP}g#(BPRVLn__#oV$&2?f!oL$+t5YenNeX26OGS9^I3d*2OW2AI!SgQ!9JDxyc>nomn@q=r_Rs=U$4rh@;81zFA^Z1q9g`lp0c`E3 zVNc`NVp;aGx!iy`%-dqnYxE^S6gHt}F%ME;ZRchN&DECJyh1Wz@370~F*lDh1e1XLTKWFEt*jP!=Se6bs#`ym{U|BAb!xsQvt9TP_g=HZ%Plo3Vu|+PK&T3w6GCQ0 zOfqxMoSK8d@-j3fyF-jH6wm1qSuL^+{=O@%}u_Y05bBj)=SS=Qm&Z&NB+5j=`D zm~-bxJB8%w6!KsmIQ0W|p1IiqAD29zV11Z0)H5>P%5>v$39U zxikv_`6u0FdUZ+J81xf}Zuf>)Q=ZQ6xqKXsc>y`{-CN;L-|7z?y{B8bb7z^lkqV?I zejWS&+ZBJHE3i_z^|`+gtPNFeDbjcn3yBeT;$lpUw|a(c16hsbdQp5gLBVVms%&!9 zjnKbyek=)5yvOjTrSN%xU0>o1-P~q(>_&J%U#|GVOOOitvJW>^Z?!CJ_>7C0ll6eg zcHN&X0QG9qW(Pnj-bN5+_8AxQ!OOozqo_v1=$H#TM%|a#X%5 zT`z;z$MDCxK<+qO8(+iznIfOf+-L>q_&N@o_wPvAf4;7CwIh4_w@-B_rQv<8d0SbW z5lbQV4U}DkDP%M6-~jZ9l+O6NsUBw4QVp~khHomP8W;rbVo#FsTv8mTD+?Luh2xbN z_5u<8v(Ur`EmE|ggtbwpSBn3xyo31(u?Q!iz%af$ta|Glh^JP*=%^$stT-SMeJjnG z1(*~%%w{s&tIo^$u53BcZR>U0%M%B02^K&+C#&>)+|QQL&b;o9(UeT=^yUxG=E?-H zSvkbdU!bAlNWOLr;t#++N9HJEGV9*ktUBw9f^oSTt_7mA$qb365ed~p!2E*p`o>Y6 z9zPpw$ub~QG@irWM!3IEy*o&V6n7d-26DE%XW$y_0q0C2U?wV-p?7)5sL7&Qofoc` z+p1Qf7T=!sO}bU4rQCkLTmW@qJy(Rk-$If#`>*Nhip8z7liUTu9@DO>Z&1d@Ot!WF zot8b%`AnuaIEh)zzBlCJXu&3=#<4XTrAecnCR2r*JZF*aXmY7R<=)VROm!bHOEg-y z!w!E9LydFPG&Plk8B723;HuOYjuC{4ylgUCe1QX=&@D(1OYR*&rr+ig^8mMU08~>X zf5R8W`=&haL)3q2M{8B)5jJ|xZ6tp6ZT~%zx?xwWP;e!l9bS7Sn45!*`*w)EDYC_fPf;|veJlS^LgzqjA48I z5z%}!n}4Q)#+7x#j*+6^^9TbtS;#Vi6ZsJ+ObCmheRFSv)o+}arGY4fvC^1uWD&Xb zoxux~IppX&xvPdeR1WP3Tgav)hRoI1D，nD-->kD](#2-2d-1dnd-kd) + * [3、主成分分析PCA与线性回归的区别](#3-主成分分析pca与线性回归的区别) + * [4、PCA降维过程](#4-pca降维过程) + * [5、数据恢复](#5-数据恢复) + * [6、主成分个数的选择（即要降的维度）](#6-主成分个数的选择即要降的维度) + * [7、使用建议](#7-使用建议) + * [8、运行结果](#8-运行结果) + * [9、使用scikit-learn库中的PCA实现降维](#9-使用scikit-learn库中的pca实现降维) + * [七、异常检测 Anomaly Detection](#七-异常检测-anomaly-detection) + * [1、高斯分布（正态分布）](#1-高斯分布正态分布) + * [2、异常检测算法](#2-异常检测算法) + * [3、评价的好坏，以及的选取](#3-评价的好坏以及的选取) + * [4、选择使用什么样的feature（单元高斯分布）](#4-选择使用什么样的feature单元高斯分布) + * [5、多元高斯分布](#5-多元高斯分布) + * [6、单元和多元高斯分布特点](#6-单元和多元高斯分布特点) + * [7、程序运行结果](#7-程序运行结果) + ## 一、[线性回归](/LinearRegression) - [全部代码](/LinearRegression/LinearRegression.py) @@ -1218,4 +1284,4 @@ def multivariateGaussian(X,mu,Sigma2): [55]: ./images/AnomalyDetection_06.png "AnomalyDetection_06.png" [56]: ./images/AnomalyDetection_08.png "AnomalyDetection_08.png" [57]: ./images/AnomalyDetection_09.png "AnomalyDetection_09.png" - [58]: ./images/AnomalyDetection_10.png "AnomalyDetection_10.png" \ No newline at end of file + [58]: ./images/AnomalyDetection_10.png "AnomalyDetection_10.png" From ad7375afd47b0dfd7f544a4b269dcc1fda921686 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Sat, 8 Apr 2017 23:05:58 +0800 Subject: [PATCH 26/42] =?UTF-8?q?:memo:=20=E6=B7=BB=E5=8A=A0=E7=9B=AE?= =?UTF-8?q?=E5=BD=95=E6=A0=91?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/readme.md b/readme.md index 84bedfd..ea6171e 100644 --- a/readme.md +++ b/readme.md @@ -1,6 +1,6 @@ 机器学习算法Python实现 ========= - +## 目录 * [机器学习算法Python实现](#机器学习算法python实现) * [一、线性回归](#一-线性回归) * [1、代价函数](#1-代价函数) From 3a5c22f2b9c4ff8d33a499b10a24b4b18e9921d3 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Tue, 11 Apr 2017 21:15:53 +0800 Subject: [PATCH 27/42] =?UTF-8?q?:tada:=20=E4=BF=AE=E5=A4=8D=E7=A5=9E?= =?UTF-8?q?=E7=BB=8F=E7=BD=91=E7=BB=9C=E5=9C=A8Pyhton3.5=E4=B8=AD=E5=8F=AF?= =?UTF-8?q?=E8=A7=86=E5=8C=96=E5=9B=BE=E7=89=87=E5=92=8C=E6=9D=83=E9=87=8D?= =?UTF-8?q?=E5=87=BD=E6=95=B0=E9=97=AE=E9=A2=98?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- NeuralNetwok/NeuralNetwork.py | 12 +- NeuralNetwok/predict.csv | 1212 ++++++++++++++++----------------- 2 files changed, 614 insertions(+), 610 deletions(-) diff --git a/NeuralNetwok/NeuralNetwork.py b/NeuralNetwok/NeuralNetwork.py index 7434c31..923a85b 100644 --- a/NeuralNetwok/NeuralNetwork.py +++ b/NeuralNetwok/NeuralNetwork.py @@ -44,8 +44,8 @@ def neuralNetwork(input_layer_size,hidden_layer_size,out_put_layer): #np.savetxt("testTheta.csv",initial_nn_params,delimiter=",") start = time.time() result = optimize.fmin_cg(nnCostFunction, initial_nn_params, fprime=nnGradient, args=(input_layer_size,hidden_layer_size,out_put_layer,X,y,Lambda)) - print u'执行时间：',time.time()-start - print result + print (u'执行时间：',time.time()-start) + print (result) '''可视化 Theta1''' length = result.shape[0] Theta1 = result[0:hidden_layer_size*(input_layer_size+1)].reshape(hidden_layer_size,input_layer_size+1) @@ -54,7 +54,7 @@ def neuralNetwork(input_layer_size,hidden_layer_size,out_put_layer): display_data(Theta2[:,1:length]) '''预测''' p = predict(Theta1,Theta2,X) - print u"预测准确度为：%f%%"%np.mean(np.float64(p == y.reshape(-1,1))*100) + print (u"预测准确度为：%f%%"%np.mean(np.float64(p == y.reshape(-1,1))*100)) res = np.hstack((p,y.reshape(-1,1))) np.savetxt("predict.csv", res, delimiter=',') @@ -81,8 +81,12 @@ def display_data(imgData): display_array = -np.ones((pad+rows_count*(height+pad),pad+cols_count*(width+pad))) for i in range(rows_count): for j in range(cols_count): + if sum >= m: #超过了行数，退出当前循环 + break; display_array[pad+i*(height+pad):pad+i*(height+pad)+height,pad+j*(width+pad):pad+j*(width+pad)+width] = imgData[sum,:].reshape(height,width,order="F") # order=F指定以列优先，在matlab中是这样的，python中需要指定，默认以行 sum += 1 + if sum >= m: #超过了行数，退出当前循环 + break; plt.imshow(display_array,cmap='gray') #显示灰度图像 plt.axis('off') @@ -219,7 +223,7 @@ def checkGradient(Lambda = 0): step[i]=0 # 显示两列比较 res = np.hstack((num_grad.reshape(-1,1),grad.reshape(-1,1))) - print res + print (res) # 初始化调试的theta权重 def debugInitializeWeights(fan_in,fan_out): diff --git a/NeuralNetwok/predict.csv b/NeuralNetwok/predict.csv index 4d1087c..f952bb4 100644 --- a/NeuralNetwok/predict.csv +++ b/NeuralNetwok/predict.csv @@ -1,6 +1,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -73,6 +73,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -86,8 +87,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 -2.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -99,8 +99,6 @@ 5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -110,9 +108,9 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -131,9 +129,11 @@ 0.000000000000000000e+00,0.000000000000000000e+00 5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -4.000000000000000000e+00,0.000000000000000000e+00 +8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -148,7 +148,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -212,7 +212,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -254,12 +254,12 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 +7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -283,7 +283,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -326,7 +326,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 +6.000000000000000000e+00,0.000000000000000000e+00 6.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -339,7 +339,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -347,7 +346,8 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -406,8 +406,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 -0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -459,9 +457,9 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -471,6 +469,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -483,6 +482,7 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -503,17 +503,17 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -6.000000000000000000e+00,1.000000000000000000e+00 +5.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -531,7 +531,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -547,10 +547,8 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -559,16 +557,18 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -601,7 +601,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -3.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -611,7 +611,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -636,6 +635,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -650,14 +650,15 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -672,8 +673,8 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -685,8 +686,8 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -721,13 +722,12 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -743,7 +743,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -7.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -765,8 +765,10 @@ 1.000000000000000000e+00,1.000000000000000000e+00 2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -810,23 +812,19 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 -1.000000000000000000e+00,1.000000000000000000e+00 -1.000000000000000000e+00,1.000000000000000000e+00 -1.000000000000000000e+00,1.000000000000000000e+00 -1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -836,15 +834,15 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -884,6 +882,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -893,6 +892,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -906,7 +906,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 +4.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -998,23 +998,24 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -9.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1022,8 +1023,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1039,35 +1039,35 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1093,7 +1093,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1101,23 +1101,23 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1125,14 +1125,13 @@ 2.000000000000000000e+00,2.000000000000000000e+00 1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1140,6 +1139,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1156,21 +1156,17 @@ 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1178,12 +1174,16 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1194,8 +1194,10 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1203,19 +1205,16 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1229,14 +1228,15 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 6.000000000000000000e+00,2.000000000000000000e+00 @@ -1251,7 +1251,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1265,25 +1265,24 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1292,6 +1291,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1323,15 +1323,13 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1354,6 +1352,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1361,6 +1360,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1369,7 +1369,7 @@ 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1404,25 +1404,24 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1436,13 +1435,14 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1457,13 +1457,13 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1479,14 +1479,14 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1495,13 +1495,14 @@ 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1517,15 +1518,14 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1540,7 +1540,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 9.000000000000000000e+00,3.000000000000000000e+00 @@ -1554,21 +1554,18 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +9.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 @@ -1580,10 +1577,13 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 6.000000000000000000e+00,3.000000000000000000e+00 @@ -1593,9 +1593,9 @@ 3.000000000000000000e+00,3.000000000000000000e+00 9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1604,19 +1604,19 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +4.000000000000000000e+00,3.000000000000000000e+00 9.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1625,17 +1625,18 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1643,7 +1644,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1672,7 +1672,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 9.000000000000000000e+00,3.000000000000000000e+00 @@ -1682,37 +1682,37 @@ 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 +7.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -1.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1720,51 +1720,53 @@ 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -1.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +4.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1772,8 +1774,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1785,7 +1785,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1796,37 +1796,37 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1834,10 +1834,12 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1846,6 +1848,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1853,6 +1856,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1869,22 +1873,18 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 +7.000000000000000000e+00,3.000000000000000000e+00 4.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +0.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1895,14 +1895,14 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +4.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1914,14 +1914,14 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1934,7 +1934,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1944,7 +1944,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1967,7 +1967,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 @@ -1976,9 +1976,10 @@ 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1997,15 +1998,15 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 1.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2013,9 +2014,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2044,6 +2043,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2054,7 +2054,9 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2066,14 +2068,12 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 @@ -2090,8 +2090,8 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2103,7 +2103,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 5.000000000000000000e+00,4.000000000000000000e+00 -3.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 6.000000000000000000e+00,4.000000000000000000e+00 @@ -2131,6 +2131,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2138,8 +2139,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2149,14 +2149,13 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2164,12 +2163,13 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2192,9 +2192,9 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +2.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2235,68 +2235,56 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 +2.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2314,18 +2302,21 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2339,8 +2330,11 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2350,12 +2344,18 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +3.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2367,18 +2367,9 @@ 1.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +2.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2386,13 +2377,17 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2402,7 +2397,10 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +2.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2412,9 +2410,9 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2424,6 +2422,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2450,8 +2449,8 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2465,8 +2464,9 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2496,28 +2496,28 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -1.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2530,18 +2530,18 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2554,11 +2554,11 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2571,38 +2571,38 @@ 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2614,16 +2614,20 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2635,15 +2639,11 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2657,18 +2657,18 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2679,17 +2679,17 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2697,28 +2697,28 @@ 5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 0.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 @@ -2730,29 +2730,29 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +1.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2762,8 +2762,8 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2778,8 +2778,8 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2787,20 +2787,17 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 0.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2816,14 +2813,16 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +7.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2831,14 +2830,15 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2857,24 +2857,24 @@ 5.000000000000000000e+00,5.000000000000000000e+00 9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2883,76 +2883,76 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 9.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 0.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +6.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +1.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +1.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2964,15 +2964,15 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2984,7 +2984,7 @@ 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -5.000000000000000000e+00,5.000000000000000000e+00 +6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 @@ -2997,8 +2997,7 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3018,12 +3017,14 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3039,27 +3040,26 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3079,9 +3079,9 @@ 8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3091,16 +3091,16 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3112,6 +3112,7 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3124,13 +3125,11 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +3.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3142,19 +3141,20 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3166,7 +3166,7 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3188,11 +3188,10 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3201,8 +3200,9 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3247,7 +3247,7 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3277,8 +3277,8 @@ 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3300,21 +3300,15 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3322,61 +3316,67 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3385,19 +3385,19 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3419,14 +3419,14 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3441,32 +3441,33 @@ 6.000000000000000000e+00,6.000000000000000000e+00 8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3479,13 +3480,12 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3513,13 +3513,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3530,7 +3531,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3542,12 +3542,12 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3555,13 +3555,13 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3593,7 +3593,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3609,14 +3609,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3630,9 +3630,9 @@ 9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 +5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3662,7 +3662,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3681,7 +3681,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 9.000000000000000000e+00,7.000000000000000000e+00 @@ -3690,6 +3690,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3698,8 +3699,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3710,6 +3710,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3722,8 +3723,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 +5.000000000000000000e+00,7.000000000000000000e+00 2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3748,21 +3748,21 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +0.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 0.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3779,14 +3779,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -3.000000000000000000e+00,7.000000000000000000e+00 2.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3809,7 +3809,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3828,15 +3828,15 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3867,6 +3867,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3874,9 +3875,8 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3887,13 +3887,13 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3914,11 +3914,9 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3926,6 +3924,8 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +2.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 2.000000000000000000e+00,7.000000000000000000e+00 @@ -3938,9 +3938,9 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 +5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3953,18 +3953,13 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 -7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3975,15 +3970,20 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -4007,14 +4007,14 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4030,16 +4030,14 @@ 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4049,19 +4047,20 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -7.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4070,6 +4069,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4081,13 +4081,16 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4095,28 +4098,25 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -7.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4138,7 +4138,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4148,6 +4147,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4156,17 +4156,18 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4175,13 +4176,12 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4195,12 +4195,12 @@ 9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4213,70 +4213,70 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -0.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +0.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +0.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4291,7 +4291,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4299,12 +4299,9 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4320,13 +4317,16 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4336,14 +4336,14 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4351,25 +4351,22 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4377,24 +4374,26 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 2.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 +9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4406,7 +4405,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4415,57 +4413,59 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 -7.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 2.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 2.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4488,11 +4488,11 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4502,18 +4502,18 @@ 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 +3.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4532,34 +4532,35 @@ 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4567,11 +4568,9 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4579,52 +4578,53 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4636,14 +4636,14 @@ 9.000000000000000000e+00,9.000000000000000000e+00 3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 @@ -4654,14 +4654,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4670,17 +4662,24 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +0.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4688,6 +4687,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 @@ -4701,13 +4701,13 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4715,10 +4715,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4729,11 +4725,15 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4746,10 +4746,11 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4757,7 +4758,9 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4769,11 +4772,8 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4793,34 +4793,34 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4832,43 +4832,38 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 3.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 +3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 1.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4876,7 +4871,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4888,8 +4882,8 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +2.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4900,90 +4894,96 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 2.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4993,8 +4993,8 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 +3.000000000000000000e+00,9.000000000000000000e+00 From 63f6c1075b2cccf28f3ddc5bcbc575aee1ba0b6d Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Sun, 25 Jun 2017 10:30:04 +0800 Subject: [PATCH 28/42] Create LICENSE --- LICENSE | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 LICENSE diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..351fe7e --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2017 lawlite + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. From 7fc56845e7ef008e5a28233d455f98fc82a77d18 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Sun, 25 Jun 2017 10:57:05 +0800 Subject: [PATCH 29/42] :memo: add MIT license --- NeuralNetwok/predict.csv | 1474 +++++++++++++++++++------------------- readme.md | 4 + 2 files changed, 741 insertions(+), 737 deletions(-) diff --git a/NeuralNetwok/predict.csv b/NeuralNetwok/predict.csv index f952bb4..42610e0 100644 --- a/NeuralNetwok/predict.csv +++ b/NeuralNetwok/predict.csv @@ -1,6 +1,5 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -24,7 +23,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -69,11 +67,9 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -87,7 +83,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -96,7 +91,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -105,9 +99,15 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 3.000000000000000000e+00,0.000000000000000000e+00 @@ -122,25 +122,28 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +6.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +6.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -148,7 +151,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -178,7 +180,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -205,14 +206,12 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -242,7 +241,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -254,12 +252,10 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -267,13 +263,18 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 +4.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -283,7 +284,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -326,8 +326,8 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -459,7 +459,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -469,7 +468,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -482,11 +480,13 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -8.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -503,7 +503,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 +6.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -531,7 +531,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -559,18 +558,17 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -601,7 +599,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -635,10 +632,10 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +4.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -650,18 +647,17 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -673,11 +669,11 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -686,7 +682,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -722,7 +717,12 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -743,7 +743,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -763,12 +762,10 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -812,12 +809,9 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -838,11 +832,9 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -850,6 +842,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -882,7 +875,15 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +3.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -892,7 +893,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -946,7 +946,7 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -1001,21 +1001,21 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 6.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1039,15 +1039,13 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1055,7 +1053,9 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1065,7 +1065,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1084,16 +1084,16 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 9.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1101,10 +1101,10 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1125,13 +1125,9 @@ 2.000000000000000000e+00,2.000000000000000000e+00 1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1139,7 +1135,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1148,45 +1143,50 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1197,7 +1197,6 @@ 1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1205,13 +1204,14 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1251,38 +1251,35 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1291,7 +1288,10 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1315,6 +1315,8 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1326,10 +1328,9 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1352,7 +1353,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1366,12 +1366,12 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1404,18 +1404,18 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1435,14 +1435,14 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1457,13 +1457,13 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +6.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1477,16 +1477,16 @@ 7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 +5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1495,14 +1495,13 @@ 0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1518,18 +1517,17 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1543,105 +1541,108 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +8.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -6.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +6.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -4.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 -3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +9.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +2.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1656,7 +1657,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1672,14 +1672,11 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1687,30 +1684,33 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +1.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1720,53 +1720,53 @@ 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -4.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1785,11 +1785,19 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1798,19 +1806,13 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1818,15 +1820,13 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1834,12 +1834,10 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1848,7 +1846,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1856,10 +1853,12 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +1.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1873,8 +1872,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 -4.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 @@ -1884,8 +1881,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1895,14 +1890,19 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -4.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1914,17 +1914,14 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -0.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +9.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1935,7 +1932,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 @@ -1943,6 +1939,10 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1953,7 +1953,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1970,16 +1970,16 @@ 3.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -2001,12 +2001,8 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -1.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2014,7 +2010,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2043,9 +2038,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2054,9 +2047,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2068,12 +2059,21 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 @@ -2090,8 +2090,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2102,11 +2100,13 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -5.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2131,7 +2131,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2139,13 +2138,11 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2155,7 +2152,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2164,7 +2160,11 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2194,7 +2194,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 2.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2204,7 +2204,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2215,8 +2214,8 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +0.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2235,52 +2234,37 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2296,31 +2280,29 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2331,10 +2313,8 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2344,63 +2324,52 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -3.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -1.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +0.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +1.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 2.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +7.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2412,7 +2381,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2422,7 +2390,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2450,13 +2417,12 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2464,9 +2430,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2477,18 +2440,17 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2496,68 +2458,95 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +6.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2565,50 +2554,61 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +2.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2617,25 +2617,18 @@ 8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2644,7 +2637,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2661,14 +2653,12 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2678,40 +2668,37 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +4.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2719,9 +2706,17 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2730,7 +2725,12 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2738,19 +2738,17 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 2.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2763,7 +2761,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2778,7 +2775,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2786,12 +2782,13 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2813,16 +2810,13 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -7.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2831,7 +2825,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2855,19 +2848,23 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2883,80 +2880,79 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 6.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 8.000000000000000000e+00,5.000000000000000000e+00 0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2964,14 +2960,10 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2982,9 +2974,12 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 @@ -2993,11 +2988,20 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3017,14 +3021,11 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3040,23 +3041,22 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3068,7 +3068,7 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3076,14 +3076,12 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3091,28 +3089,21 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3125,11 +3116,9 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -3.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3141,24 +3130,19 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3166,12 +3150,28 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3188,10 +3188,8 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3200,7 +3198,9 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3235,7 +3235,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 5.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3261,7 +3260,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3274,11 +3272,8 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3291,7 +3286,25 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +4.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3300,15 +3313,12 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3318,48 +3328,41 @@ 6.000000000000000000e+00,6.000000000000000000e+00 5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3370,13 +3373,10 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3385,26 +3385,20 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3418,15 +3412,29 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 2.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3434,14 +3442,10 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3449,7 +3453,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3461,13 +3464,12 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3476,16 +3478,14 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 +5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -8.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3515,11 +3515,11 @@ 7.000000000000000000e+00,7.000000000000000000e+00 4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3538,37 +3538,37 @@ 1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3614,10 +3614,10 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3627,12 +3627,12 @@ 7.000000000000000000e+00,7.000000000000000000e+00 4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3662,11 +3662,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3684,13 +3687,10 @@ 8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3699,7 +3699,7 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3710,7 +3710,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3723,8 +3722,9 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3734,7 +3734,17 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3748,21 +3758,16 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -0.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3770,7 +3775,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3779,14 +3783,10 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3809,7 +3809,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3821,23 +3820,24 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +3.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +9.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3867,7 +3867,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3875,7 +3874,8 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3887,16 +3887,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +1.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3906,17 +3904,19 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +4.000000000000000000e+00,7.000000000000000000e+00 +3.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3924,11 +3924,8 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3938,14 +3935,11 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -5.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3965,25 +3959,31 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -4007,15 +4007,15 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4030,26 +4030,32 @@ 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 +7.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4060,8 +4066,8 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4069,7 +4075,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4081,25 +4086,22 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4108,7 +4110,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4116,7 +4117,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4124,6 +4124,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 6.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4137,6 +4138,9 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4147,27 +4151,23 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4188,19 +4188,19 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 +9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4214,7 +4214,8 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4224,7 +4225,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 @@ -4234,26 +4234,26 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 -0.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4262,21 +4262,20 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4284,7 +4283,8 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4292,7 +4292,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 5.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4305,7 +4305,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4319,12 +4319,10 @@ 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4339,24 +4337,22 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4364,37 +4360,40 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +4.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4408,18 +4407,27 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 6.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4427,24 +4435,16 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4452,24 +4452,24 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4492,23 +4492,22 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 +9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4518,6 +4517,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4527,105 +4527,105 @@ 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 +4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +2.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4642,55 +4642,49 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4701,13 +4695,23 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4725,15 +4729,11 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4746,21 +4746,21 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4773,7 +4773,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4785,13 +4785,13 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -6.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +6.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4799,20 +4799,11 @@ 9.000000000000000000e+00,9.000000000000000000e+00 5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4820,50 +4811,62 @@ 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 1.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -1.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4876,13 +4879,11 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4894,36 +4895,31 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4933,68 +4929,72 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 3.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +5.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 diff --git a/readme.md b/readme.md index ea6171e..b9127d2 100644 --- a/readme.md +++ b/readme.md @@ -1,5 +1,9 @@ 机器学习算法Python实现 ========= + +[![MIT license](https://img.shields.io/dub/l/vibe-d.svg)](https://github.com/lawlite19/MachineLearning_Python/blob/master/LICENSE) + + ## 目录 * [机器学习算法Python实现](#机器学习算法python实现) * [一、线性回归](#一-线性回归) From 01d568878e1f49d3d983e78039442ce72bb90862 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Fri, 8 Dec 2017 10:40:59 +0800 Subject: [PATCH 30/42] =?UTF-8?q?:memo:=20=E4=BF=AE=E6=94=B9=E7=A5=9E?= =?UTF-8?q?=E7=BB=8F=E7=BD=91=E7=BB=9C=E9=83=A8=E5=88=86bug?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- LinearRegression/LinearRegression.py | 4 +- NeuralNetwok/NeuralNetwork.py | 24 +- NeuralNetwok/predict.csv | 588 +++++++++++++-------------- readme.md | 2 +- 4 files changed, 312 insertions(+), 306 deletions(-) diff --git a/LinearRegression/LinearRegression.py b/LinearRegression/LinearRegression.py index 3c1ae46..cc3a229 100644 --- a/LinearRegression/LinearRegression.py +++ b/LinearRegression/LinearRegression.py @@ -96,8 +96,8 @@ def plotJ(J_history,num_iters): # 测试linearRegression函数 def testLinearRegression(): mu,sigma,theta = linearRegression(0.01,400) - print u"\n计算的theta值为：\n",theta - print u"\n预测结果为：%f"%predict(mu, sigma, theta) + #print u"\n计算的theta值为：\n",theta + #print u"\n预测结果为：%f"%predict(mu, sigma, theta) # 测试学习效果（预测） def predict(mu,sigma,theta): diff --git a/NeuralNetwok/NeuralNetwork.py b/NeuralNetwok/NeuralNetwork.py index 923a85b..f728212 100644 --- a/NeuralNetwok/NeuralNetwork.py +++ b/NeuralNetwok/NeuralNetwork.py @@ -43,7 +43,7 @@ def neuralNetwork(input_layer_size,hidden_layer_size,out_put_layer): initial_nn_params = np.vstack((initial_Theta1.reshape(-1,1),initial_Theta2.reshape(-1,1))) #展开theta #np.savetxt("testTheta.csv",initial_nn_params,delimiter=",") start = time.time() - result = optimize.fmin_cg(nnCostFunction, initial_nn_params, fprime=nnGradient, args=(input_layer_size,hidden_layer_size,out_put_layer,X,y,Lambda)) + result = optimize.fmin_cg(nnCostFunction, initial_nn_params, fprime=nnGradient, args=(input_layer_size,hidden_layer_size,out_put_layer,X,y,Lambda), maxiter=100) print (u'执行时间：',time.time()-start) print (result) '''可视化 Theta1''' @@ -124,14 +124,16 @@ def nnCostFunction(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,L h = sigmoid(z3) '''代价''' J = -(np.dot(np.transpose(class_y.reshape(-1,1)),np.log(h.reshape(-1,1)))+np.dot(np.transpose(1-class_y.reshape(-1,1)),np.log(1-h.reshape(-1,1)))-Lambda*term/2)/m - + #temp1 = (h.reshape(-1,1)-class_y.reshape(-1,1)) + #temp2 = (temp1**2).sum() + #J = 1/(2*m)*temp2 return np.ravel(J) # 梯度 def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambda): length = nn_params.shape[0] - Theta1 = nn_params[0:hidden_layer_size*(input_layer_size+1)].reshape(hidden_layer_size,input_layer_size+1) - Theta2 = nn_params[hidden_layer_size*(input_layer_size+1):length].reshape(num_labels,hidden_layer_size+1) + Theta1 = nn_params[0:hidden_layer_size*(input_layer_size+1)].reshape(hidden_layer_size,input_layer_size+1).copy() # 这里使用copy函数，否则下面修改Theta的值，nn_params也会一起修改 + Theta2 = nn_params[hidden_layer_size*(input_layer_size+1):length].reshape(num_labels,hidden_layer_size+1).copy() m = X.shape[0] class_y = np.zeros((m,num_labels)) # 数据的y对应0-9，需要映射为0/1的关系 # 映射y @@ -146,9 +148,8 @@ def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambd Theta1_grad = np.zeros((Theta1.shape)) #第一层到第二层的权重 Theta2_grad = np.zeros((Theta2.shape)) #第二层到第三层的权重 - - Theta1[:,0] = 0; - Theta2[:,0] = 0; + + '''正向传播，每次需要补上一列1的偏置bias''' a1 = np.hstack((np.ones((m,1)),X)) z2 = np.dot(a1,np.transpose(Theta1)) @@ -157,15 +158,19 @@ def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambd z3 = np.dot(a2,np.transpose(Theta2)) h = sigmoid(z3) + '''反向传播，delta为误差，''' delta3 = np.zeros((m,num_labels)) delta2 = np.zeros((m,hidden_layer_size)) for i in range(m): - delta3[i,:] = h[i,:]-class_y[i,:] + #delta3[i,:] = (h[i,:]-class_y[i,:])*sigmoidGradient(z3[i,:]) # 均方误差的误差率 + delta3[i,:] = h[i,:]-class_y[i,:] # 交叉熵误差率 Theta2_grad = Theta2_grad+np.dot(np.transpose(delta3[i,:].reshape(1,-1)),a2[i,:].reshape(1,-1)) delta2[i,:] = np.dot(delta3[i,:].reshape(1,-1),Theta2_x)*sigmoidGradient(z2[i,:]) Theta1_grad = Theta1_grad+np.dot(np.transpose(delta2[i,:].reshape(1,-1)),a1[i,:].reshape(1,-1)) + Theta1[:,0] = 0 + Theta2[:,0] = 0 '''梯度''' grad = (np.vstack((Theta1_grad.reshape(-1,1),Theta2_grad.reshape(-1,1)))+Lambda*np.vstack((Theta1.reshape(-1,1),Theta2.reshape(-1,1))))/m return np.ravel(grad) @@ -223,6 +228,7 @@ def checkGradient(Lambda = 0): step[i]=0 # 显示两列比较 res = np.hstack((num_grad.reshape(-1,1),grad.reshape(-1,1))) + print("检查梯度的结果，第一列为数值法计算得到的，第二列为BP得到的:") print (res) # 初始化调试的theta权重 @@ -256,5 +262,5 @@ def predict(Theta1,Theta2,X): return p if __name__ == "__main__": - #checkGradient() + checkGradient() neuralNetwork(400, 25, 10) \ No newline at end of file diff --git a/NeuralNetwok/predict.csv b/NeuralNetwok/predict.csv index 42610e0..4368d95 100644 --- a/NeuralNetwok/predict.csv +++ b/NeuralNetwok/predict.csv @@ -99,7 +99,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -107,10 +106,8 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -122,7 +119,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -140,7 +136,17 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +8.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 +0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -259,11 +265,9 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -4.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -314,7 +318,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -3.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -349,13 +352,11 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -7.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -5.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -390,7 +391,6 @@ 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 -6.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 0.000000000000000000e+00,0.000000000000000000e+00 @@ -503,10 +503,11 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -6.000000000000000000e+00,1.000000000000000000e+00 +9.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +2.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -518,8 +519,8 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 +3.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -4.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -529,7 +530,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -567,7 +567,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -635,7 +634,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -4.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -657,7 +655,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -7.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -673,7 +670,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -8.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -722,7 +718,11 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -842,7 +842,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -882,7 +881,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -3.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -906,7 +904,6 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -4.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -950,7 +947,10 @@ 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 -5.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +1.000000000000000000e+00,1.000000000000000000e+00 +9.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 1.000000000000000000e+00,1.000000000000000000e+00 @@ -1001,10 +1001,8 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1023,7 +1021,9 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1043,7 +1043,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1055,19 +1054,16 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1079,29 +1075,25 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -9.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1110,7 +1102,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1123,7 +1114,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1143,25 +1133,19 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1178,23 +1162,18 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -1.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1205,13 +1184,11 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -0.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1229,18 +1206,14 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1265,11 +1238,9 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1290,7 +1261,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1309,13 +1279,11 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1329,7 +1297,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1360,7 +1327,40 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1381,7 +1381,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1391,25 +1390,26 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1419,7 +1419,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -8.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 8.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1451,7 +1451,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1459,7 +1458,6 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -6.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1474,19 +1472,21 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -7.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -4.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 -5.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 @@ -1496,7 +1496,7 @@ 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 -3.000000000000000000e+00,2.000000000000000000e+00 +2.000000000000000000e+00,2.000000000000000000e+00 2.000000000000000000e+00,2.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1522,11 +1522,11 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1561,23 +1561,20 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1586,7 +1583,10 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -6.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1600,23 +1600,27 @@ 2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -9.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +4.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1624,11 +1628,8 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1687,7 +1688,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1717,20 +1717,17 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1755,15 +1752,19 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1773,8 +1774,14 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 +6.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1789,14 +1796,12 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1833,7 +1838,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -7.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1856,7 +1860,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -1.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1874,7 +1877,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -2.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1903,7 +1905,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1916,7 +1917,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1934,7 +1934,6 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1943,7 +1942,8 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -8.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1961,7 +1961,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -1974,7 +1974,7 @@ 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 -5.000000000000000000e+00,3.000000000000000000e+00 +3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 3.000000000000000000e+00,3.000000000000000000e+00 @@ -2076,11 +2076,11 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2102,7 +2102,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2164,11 +2164,11 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2185,7 +2185,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2199,7 +2199,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +7.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2215,7 +2215,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -0.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2236,9 +2235,7 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2261,14 +2258,12 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2280,7 +2275,22 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +8.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 +4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2302,7 +2312,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2312,7 +2321,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2350,7 +2358,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -0.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2359,17 +2366,13 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -1.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -2.000000000000000000e+00,4.000000000000000000e+00 -7.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2422,7 +2425,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -9.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2450,7 +2452,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -8.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2465,7 +2466,6 @@ 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 -6.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 4.000000000000000000e+00,4.000000000000000000e+00 @@ -2505,7 +2505,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 3.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2514,11 +2513,9 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2546,8 +2543,11 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2572,16 +2572,16 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2599,24 +2599,19 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2679,7 +2674,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2691,7 +2685,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2702,7 +2695,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2715,8 +2707,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2731,13 +2721,11 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -2.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2750,7 +2738,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2786,15 +2773,12 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -1.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2831,7 +2815,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2855,7 +2838,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -9.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2904,9 +2886,7 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -6.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2917,8 +2897,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -8.000000000000000000e+00,5.000000000000000000e+00 -0.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2941,16 +2919,13 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -4.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2982,7 +2957,6 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -2993,7 +2967,33 @@ 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 -3.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 +5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 5.000000000000000000e+00,5.000000000000000000e+00 @@ -3058,7 +3058,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3068,7 +3067,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -0.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3076,7 +3074,9 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 1.000000000000000000e+00,6.000000000000000000e+00 @@ -3172,7 +3172,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3202,7 +3201,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -1.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3234,7 +3232,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3291,7 +3288,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -4.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3326,7 +3322,12 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +1.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3339,7 +3340,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3434,7 +3434,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -2.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3464,7 +3463,6 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3478,7 +3476,9 @@ 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 -5.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 +6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 6.000000000000000000e+00,6.000000000000000000e+00 @@ -3513,13 +3513,11 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3532,10 +3530,8 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3593,7 +3589,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3601,7 +3596,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3614,10 +3608,16 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3632,7 +3632,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3658,11 +3657,9 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3684,7 +3681,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3699,14 +3695,12 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3723,14 +3717,14 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -2.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3793,6 +3787,12 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 2.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3821,14 +3821,12 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -3.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -8.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3836,7 +3834,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3851,7 +3848,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3875,13 +3871,17 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -1.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3906,8 +3906,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -4.000000000000000000e+00,7.000000000000000000e+00 -3.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3953,7 +3951,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3970,7 +3967,6 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 -9.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 @@ -3998,6 +3994,30 @@ 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +7.000000000000000000e+00,7.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4015,7 +4035,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4028,34 +4047,57 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -7.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +2.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 +8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4067,7 +4109,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4098,7 +4139,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4123,8 +4163,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4138,7 +4176,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4166,7 +4203,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4181,7 +4217,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4192,15 +4227,12 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4214,7 +4246,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4227,15 +4258,12 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -0.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4246,15 +4274,12 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4263,7 +4288,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4274,7 +4298,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4291,8 +4314,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4301,11 +4322,9 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4317,7 +4336,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4341,7 +4359,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4351,7 +4368,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -1.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4360,24 +4376,20 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4391,9 +4403,7 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -4.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4407,26 +4417,22 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -6.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4453,7 +4459,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -2.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4465,18 +4470,14 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -3.000000000000000000e+00,8.000000000000000000e+00 -5.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4492,7 +4493,6 @@ 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 -9.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 8.000000000000000000e+00,8.000000000000000000e+00 @@ -4501,13 +4501,10 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4517,19 +4514,15 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4547,7 +4540,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4566,21 +4558,17 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -2.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4588,7 +4576,19 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 0.000000000000000000e+00,9.000000000000000000e+00 @@ -4610,7 +4610,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4625,7 +4624,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -8.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4634,12 +4632,27 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 3.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 +8.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4653,8 +4666,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4670,7 +4681,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4701,12 +4711,10 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4734,7 +4742,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4772,32 +4779,26 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -6.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4808,7 +4809,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -4.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4841,7 +4841,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4851,14 +4851,14 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 +1.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 7.000000000000000000e+00,9.000000000000000000e+00 @@ -4912,7 +4912,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -7.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 4.000000000000000000e+00,9.000000000000000000e+00 @@ -4934,7 +4934,7 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -0.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 @@ -4995,6 +4995,6 @@ 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 -5.000000000000000000e+00,9.000000000000000000e+00 +9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 9.000000000000000000e+00,9.000000000000000000e+00 diff --git a/readme.md b/readme.md index b9127d2..1a013c9 100644 --- a/readme.md +++ b/readme.md @@ -547,7 +547,7 @@ def nnCostFunction(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,L - ![{\delta ^{(3)}} = {({\theta ^{(3)}})^T}{\delta ^{(4)}}.*{g^}({a^{(3)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7B%5Cdelta%20%5E%7B%283%29%7D%7D%20%3D%20%7B%28%7B%5Ctheta%20%5E%7B%283%29%7D%7D%29%5ET%7D%7B%5Cdelta%20%5E%7B%284%29%7D%7D.%2A%7Bg%5E%7D%28%7Ba%5E%7B%283%29%7D%7D%29) - ![{\delta ^{(2)}} = {({\theta ^{(2)}})^T}{\delta ^{(3)}}.*{g^}({a^{(2)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7B%5Cdelta%20%5E%7B%282%29%7D%7D%20%3D%20%7B%28%7B%5Ctheta%20%5E%7B%282%29%7D%7D%29%5ET%7D%7B%5Cdelta%20%5E%7B%283%29%7D%7D.%2A%7Bg%5E%7D%28%7Ba%5E%7B%282%29%7D%7D%29) - 没有![{\delta ^{(1)}}](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7B%5Cdelta%20%5E%7B%281%29%7D%7D)，因为对于输入没有误差 -- 因为S型函数![{\text{g(z)}}](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7B%5Ctext%7Bg%28z%29%7D%7D)的倒数为：![{g^}(z){\text{ = g(z)(1 - g(z))}}](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28z%29%7B%5Ctext%7B%20%3D%20g%28z%29%281%20-%20g%28z%29%29%7D%7D)，所以上面的![{g^}({a^{(3)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28%7Ba%5E%7B%283%29%7D%7D%29)和![{g^}({a^{(2)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28%7Ba%5E%7B%282%29%7D%7D%29)可以在前向传播中计算出来 +- 因为S型函数![{\text{g(z)}}](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7B%5Ctext%7Bg%28z%29%7D%7D)的导数为：![{g^}(z){\text{ = g(z)(1 - g(z))}}](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28z%29%7B%5Ctext%7B%20%3D%20g%28z%29%281%20-%20g%28z%29%29%7D%7D)，所以上面的![{g^}({a^{(3)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28%7Ba%5E%7B%283%29%7D%7D%29)和![{g^}({a^{(2)}})](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%7Bg%5E%7D%28%7Ba%5E%7B%282%29%7D%7D%29)可以在前向传播中计算出来 - 反向传播计算梯度的过程为： - ![\Delta _{ij}^{(l)} = 0](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%5CDelta%20_%7Bij%7D%5E%7B%28l%29%7D%20%3D%200)（![\Delta ](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%5CDelta%20)是大写的![\delta ](http://chart.apis.google.com/chart?cht=tx&chs=1x0&chf=bg,s,FFFFFF00&chco=000000&chl=%5Cdelta%20)） From 7eac77f7446a0c69bfb1a8be7da405895409d131 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Fri, 8 Dec 2017 10:46:06 +0800 Subject: [PATCH 31/42] =?UTF-8?q?:memo:=20=E4=BF=AE=E6=94=B9=E7=A5=9E?= =?UTF-8?q?=E4=BF=AE=E4=BF=AE=E6=94=B9readme?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- images/NeuralNetwork_05.png | Bin 33572 -> 43815 bytes readme.md | 15 +++++++++------ 2 files changed, 9 insertions(+), 6 deletions(-) diff --git a/images/NeuralNetwork_05.png b/images/NeuralNetwork_05.png index 72c4df33a3e4df5109ccb12f693ba0901e4440ff..241d2a09cfaa24022f8f6bb3146fc4fa152124b0 100644 GIT binary patch literal 43815 zcmbTdQd|ir1eqe<-oP`_0je96h)>SHV;n^3=JTtjSo2W z`Mek9Q*LJT_HdT8(Az*Z^UnI8AuRCs3=49N^2t072u*X;aR$Ne?@5V)-8KsXoOJ#d zaIoO8KY|WKYuw?UI5BYGc!DrbdFz5tw@)w-nL zoBmxU64K|BSzgoAly$Y6%_uEATRwLjU?D1BF8GTgp>)Sw~G zFu1kfy?MWH1e#C{<4v!}kMFq5@)zKt$?WH zcxu+>=`8`9-gF!^gNNBdY}_F@1_oO%I^6Lb>S49+c4>wIe#FwKzw8ayK>K-B*)-9_ zki^d;A7%zFBjvd2{N%CQ*% z1shulxYG34YET8l$Cemh!0Yu;!XK*0nTZ3*+5BA`ah<69?s`OZIa$(yD$iEc6WfM_ zzrQr&R`N6aP~+*X7+;&TXhArzm@HhEg;s}v`y)QFK%+_r>pO59rJFp4G2O?Ewq_X} z7awmI$k^P76-Cf&`3|?IP8@mU_adgh$xqb8qYsQ7W?s3YeqbyVnBFpxSY}I9_jQCT zLe}!2Yb;SpfZj)an!=4OtGsp^xV&p~0DD9vZKO7O^Gk~;;1xKFU{e%V37>ydae}RL zAJiK>#V<;LJ(92Q1rKXFLVo&ik5V3AxYW#=zp}`%V=xa|>daSiGK(B{BkZ#uVJNRR z#J3coAQxBrhsu-Oc$z(b4&x3rhhim;_+kzs9&wZj968La_{=A$a8xci0Ahak8ZO8Xe zi#S?x`^CK2V`!#bd==Ei1uz#WaKiDp<|-dZEs-QYnz zJ33b8&^68~GoCHCv=MR@#N^M+w=6X!qL~_WCF~tqn3?gHBU7{t6LP$D&SMQ++YiUa-EDOtx zm-BLD?)^*Q!{z05ZX+h8;f(M<*mlIi6idN-dG3xJJwk$%rjF)v{mg94kwRIl=4=5H z7WK#Ohng)2LwG|(X||-NJ~!lm5yN<3I7L`deiCb>8|p=NeJc*BW{Y+zw2E_mE~crh zA>^Znf!@d-j)g>a=Ew!R+ESFEcOvn=J;qBtyCU8IJZ+u!N7B#Te(mQrS4}gU2X2&v z(+Fo4LQGOeI$XlmFLLI`1Y7=vB(6L1Si5!C$IWh%!SPno?Gqo^YnlS;dLEY7Pg!Uz z{$$aPT7YD1EiK^K2Hl`X_k3=40fjrx@YZUP7A!+?H#kD3jPi8DZIuBXusG0u69!;$ zqc~u?YLk%wyoh#<8VyL?AFL=A9U{zs0sk*7FZy;@R-s)YpfzhYi=G*-{$q(6aBMjm zb#vH%902X}L8xt(|2D8yj`d%TImZJi3wWFIanb%S>r`t2&wAw3eV%AtEuqv^!au*r zdnz>Z8NU&9fk=n4xp|1>R3h^jD&< z!~RJ7IuGD()8iWJ(g4TJ*XP-n71&`sgpo&CVNd^`hq7STHp|+z9;*1BX>uyP7ma+% zbQ1|z{xSygGv>yO2&+rDeDfi6OYq6)XdF0n%m#kTvpJb_)=h)zZ``W3y;NDUJ z0Miv@2hvbNz!6--8%iEfB61LX_)+XK1luBJvoHP9UYx5!a+`8z*pn&QiM%_7^vtmli=ogpJ zL{d>4+k)vX!HB@9Q#R`54Woi-^fB1QsH#Df(k990x1S#nN$4w}g(A5(gX4uHP8MV3xJ;_A!`2J zCKadQkf15kj8@{{6M4n_+8DvOBIYo={w!rriILMjNGzfOWua9*DQpPg051F~RA{Aw zMIF4wEe*?oah{x;zUA7*BL4hve8`+z)aoau%O-!qY*rL`U^~{wi1-DNS5Tgw42gF2XlzBf_$@y=p5c?SFUPap9=<#5)P%{uJp4gNqM<<&F&p406F$ zFQ!<^W>keZIld;xj_1$PG?38eeBSD)f4HHGKPrS=9>Ga6lfD;ZiR}{@7eN#=6mdts zF80>7H|5ftxsLk%00x5^+wHm&v&vzItfnI#i&#`%!h!6CL9YhRcV5M_Z!(26dePf_5 z{@tNDy+=R0ZxdE3SgnPkpdfoR%TslQ7qx@Q=dVC=IAS~usK^^Ez&GJ+hpTZmyygAgue*rT)_!}SzsacHwi}Th(-}uXwtFKo44?u;# z@fKC5hW{U66A5&i?jVq?3H)OiazgEfYVa@^%zto=0J!@Ua9tip1iA6QQ|N)geeU;Z zfc_zLH$0m(uzAEi+nuG{Ke8eI-h-67+~8jb>EPid0Ww*i_vb5ZZXoj?ZAMYFVfT4lsQu817>~~rlwKJ*1Bk^KuD^bFpGWKc*-!Jd%3%f zUV(KR>yd%o0Rb(s9T=I-W}##Gn|<0s8(ZvoHZccJEPpi-VyZ5!jqSx)5%#j#iyw%2 z`uIR2Wms_^buM_*HyNAUu&wE*y^AQ8{#bs-z>z>Jz> zaE#O1uH4jgARJ!3FU1#oTT2cLTkrIaCCozQb3DtU@EF%m{DkuyAxx!ha=n@`fnu!X z8>$lNis3Y7F>-z+eEF>rvZ@~>&RizV^rI2Ebs*x?Nh{mB$T%Dz>iK|c=6fPL^p#xQ zJNaq538_8=Ga>yqd=~9h>0mkrQ)aT18$59^5;BF4?)%$fxA)yFwIR`;!zp-8asFQo#k&t_RT&OuENz-b1xxGCYlyYZHrNEePdY$o*vu1jJz5dWy z^zd^i+3M<;l4TQXLq*0kY=CzaevZu83qMXJKy255MLzq`p~j$eK&hO zgonX$R7KZ@*VR4oR$t5uP8@!H{+PGvC9RbYAL@G9^^rZ1d~|O2w6?@*S>WGCW8LZH z^m^xa|Ml2=A-2PNZZJwb1k{*rgjV13JP-LGL2qAl@rU1a|A~dwR@rBc`DBm1F5BHro48Ur#SYG7`1Q{!o;=rLUvm z;@OiXUzA-uFg6)S5f3r?#*R=WVw81X?K+;5tWy{wzp6y3;CXj{R|6l)h9=;1g0&Et zpu35J?oycz8&ImGVLLX!!7fs#cmp_vNA6hcq+5Q>G*H9OJYAn38aDa>Rx@F{_^hL= zQLL;1AaIG&I<(+};C(-MQ>64tNYs7V#HgSlFLcy{3o>?YE@8(ECj-{35=*mzja_gz zP_M$#+O>Cr=9}vTq{Jpc?Do0>?v5?GNdtfhiXy9j#1mwNGWA5yOoQPiUrV7Ey7-Cw zCxVouUc)pAp23NIz9s3=Ah}wJ}-QKwS2)`H$ z^Wl@#Df$wb<>mn>a8SVXVil$@1a?_;h;>6=^~hdN%U^F|q4X2R0OHO!^GU!J#ww@6kZ?MMKaZ`W_eZbSz=wR^bV z6#p5J1y)kOZTmek{n4~`xpQ`PiOSt-G)c2NEl{F`7r;{S3uNk@bqz~rPMh04#^Ei= z=~8FmMAFXV{&S;gNptGMY6)i^3nJXs!fWG>D%_9Gsf9*>I;r)ft%Hz@2Uy+kayOTy zu*OBpaH+m*6h=d zy1}<*%S=*qs|dquAu?VYsK=T0ug#9oUWpg?jiR|H8z?tt=VA(;xv?HHrL4U`=;w6- zduf?3%#u2rFWQTTXngg+iO2g?R?~K`CV4=?wxRkMw_lT6eYo&s5-{^GM(g~zm0o#j zVNtqR)9}z|a8&^|EN^pdPRiiC@AnJC3uI4UO-Glv@N^6c{nr9=>s~TjZyxX-{UtAz zP-xW8mBIs0=Lb_wI)xC-;iSY~U*zfgO;ii?*rw{rN4ZVS7vX>G*<$PmrR zqh_G?k`0~ZMgV!y7MX%q2$oy~ZVKj8mV-tS@$I;>rq*G8W;yi;o$ubF#v4mpSG*o> zH=iC$+#E@`UWUxTv?!m=?dL5LO5W&XSoGdWkX{ZKWih`}an@RNBY=KrpdW#`>!95Y zXQt;%W~wwu3#VbsNv#{x?G>h;c*lWhh@RMf2)Bwv(e4-sFW*DGEI!(Ic{R-cJYaK1dFKssw4=`M1Gr7>rQtO>0||J#0=N-W`FuWUTzW!q z`G;rC{Zz57txk%XrbXJi|3VMX>JP20z zThA$qZMrw%iT9VWHe4tMtJZu!84+8O+(xO}Z-`5l{AAb*LT74T>QrI{lb(0*ol=-2 z>7>0CWb8ftBI;S~7BIE$l`z^a2cN+{3f$LFFijo=`%ADQ`mL<5)6G5c85t*C4nTI<%^!#}{bk&!Zn z;CQ#~-U2r}hNH#>ty<5?Lw*P;Lm&{WBP#gxt!Hpu9d|M{*6g+f@uv37g*VRwrk!nX zQ2b!kZ-Q)(>l(7$kAnf}!Li)$$$uN<48XljKp4q)HCqL>cBwAQdMX_*bP8JRwI6r4 zeE|5Axf}HLiNngv1J%00ok?DR+YwWB2GAW4v&BYcv6?9L)ud^)ub1wPqB1-g;F3N%C0QWuNMJ4!rqUT zCO|a-$!wzd`X-Q`Q_hqi9y~?S9n{_`9Aw7VejxTlVJ`CrC-l1r6qb{Dsk31}uFOs~ z7v3SSh|S@lGj0KDt!SCf;S_Pl$D)QeL~yhAdw&AXavkhVxsaFZ3*?B%nA zr=yLfD*<+*?NC71&dr}GANPm~#nAHr#&YYv62CwUVd1d$eoRSOT$!FIF}1GsvP<(O zyV)B#l^T-g2q@9=@wb4|_g(z(<;G!jsD>5m_Hwx)`s6~6H1%|UzlRvj=fd7j+D_)_ zc$Xz-xXgy1jZ83x$SVxioT$?#<33h&`g-=cTawzM<{9xRH4wb_!||0cNu}Z6x?fX z6q2&y8_hcxYGZ(Pg%J74S#<%vs*U!$H3`XQGrgr_iRkhAHJT@&3>FryKsY=U;bH}b#Q^`aC^Pjm~af<2-Gu|L~1Z+H@2G9e{{JlYaczZ^e3e|T7SWa&iPiX0F?Yr=IEQhJH6Wr zi=ts}eg%a*!Ot&YBg<6RcyVK>(dB!fp-ws33sWDfMsR5jAd^ucfmXUdg)Bil48S;) z`<2hbM8M59p_eigRU0y7x$A`F&}ZF~X-Qz?dhDfhf-naBOXZept_phSZtHH!8Kbg8 zgO9`0EgaFI>6smqKx?az}zS^R+I{_P6m+xLY()*}tm zM9aOUjctHVJFRXvbp^l{2mD-sSh|iTPj}ijlx)sjwkyuK$f?gmT@)Kbz1r%zC~Obk zAqH+^NdIZwcWq4R;15gd7p1Ijd>F-BBasts5pp+;e_lkcUI9r$6Ybhr1AjWCn=@q9 zIT)s^>erUJj)F7Oe!$Z_Rz}A#;GvGE6|WeMInbN-vD$VEXp33%zG zXbmdZ^$F32hy$C^^N{ezC77lE1um2G;3#0Y?3CddS`A=J!3RucxX1jODD@gfOq4b+ zMIEon?bBsrhYn;9JY#k!(~MjzUXyLeamjY!xtca(On^|-@*d>C)ok-b1XlbG4E95- zXsPMMl^IU|2#Xz~h-Al}6UoWg+O1^m2XJ-$n;3WDJHDpnXVgZT^PD>gfX$BZdGTj- zYcq%cUHV(Mg4}x!-UO7p3?0`KJkxf+7YtlX-`@Ko@$jg_4z#y=PucAz#Vg>#<=$0? z_?SCKB&?ziaeuGGl(ao}P`zsV=>lUBr0oys>0H*hzkIynrT0AUWbM`SY8 zmKtDkno~NF_0=#b(Xffh&HKk{tVJoFB~)&LNSY(KI(zU?d&xiDkKUfHoRXq5pywMI z9ZXlHKMG0did!y#%r-VixTTbgeFY%X3_R2ElTR~xUu`m4MA*GN$dahp1^^YxuIh6pIIb1;-9RwimgD4q~)Y>Vm4Iml>B0AHEOmve_!zMARFA){kR1=rYU!@>23 z#?DXkAQ5Q|JQbmjFw$M=8Ls+T42BBMLJe*ibFkIt-=ky|ugEea3X!Iq$#1gnvjU9- z5VIo+0pWwxWYZyyZ-AEr!pP!i8f7<5w2y(z{eC8|N_p9KHPNF0gUnm!lg00p`>A(| zCiHF#hfzwBLH((Y+OE4R&;Hy848HA*I2KSV7M<)uxJ%~*pMZ^aF&N5vYrDKBf}oy= zN;iHRLvW=Hlg3XAMVZ{JP}zgW)({D0^81pa!TNVv-vNMt7=(L1IA5kgC|fU6=Ioze z7`O7P#0e8d!`T(N$dri!Y^txwq}+-{VW9THv?ZBrfe2_GRfwdR61slOW+EFhlqygu zqiXhB>(@^!x%ue?*G>d@c*fe(SPT~aa`|6Ot(*94JE>J|54e>M7tl~7mB6< z@qq)E1oUOPCKaLv2sJDyYr;RtvJjVD-Bnc_qLX56zal^~lb-Q|g&xXjrAJG)!Hi^U zFWKwH3FkJiP?W|qXoh$!!Gp#-uJlUB*124DzL>Jl#1;zdpRONb;}%p@i|j zUOWtdSsxTGn0}{~wtzj}0DzugV9rZ!XyVjcWp1qJ#CkI9!cLvRXAIg&c7s`waAOpS zqK-JAJIJc97#bT-)J|O-M>m=%xe~agtrP@Pzah>_SY@6=(V$4On1fTJ`s_?;_epi| zgfx{f2FSRnZGc&VkjX2p7)xA~1@t2`9dSBPaS*5$r%C*AXqi$`D_zvLWqd9V$$QPG zzy{0KXX##;FiJAJu!^b<>sEPuBOr;SURn8}q%bA$JG`vAk)T=#c(5Yo@?|}76LCN* zLGB4Gi$hCwh(>ZcY_@ky`2>XPb^*+|*@U&7$vD(}g#;Z%^FSShNtH^Y#g|^-N@(Y* z!ftT%in|*_)u7zc?pVaGN5yw zxe_hWNrz>PUn={}YQG$9cKaQ%KBiW9Yg7{?Z%0_iB$DoWFZ!BFVhmK+JGB}Cn6fvn z4qqzrQmXL`7)g577JyYdN6u^8bR{aep-wjNC!|^*yfO>mS#f|T88p%Zx!77Aft=d| zqLPDvg$$t7N~oPhRk|#-nm=e(#|N>r)`$sRLa>jJzoa^f6dN)Q`3g=#XvlclvO_I_ z!UZ40uZewFE>lYNjdJ-Bfe2Nb%8LXf-4;MEw3v@a%jg_apup~0cx6GFdpB1LkrROW zpF3<6@);6*!isLTrc;4}`VBx*Rinn!$3p(;B0EC-8Y`9{H5fsxb!ID9k^|-|bmoj6 zjS-gM)L=dXOTC*V(-V%jY$G*zd@_yvc+cSXzN`ixa) zj$x2SSmzCA-KCGc&*T zeAj@-8nsm=Ex~1BD&9Nz?Z0k&!-IEO;d};%0YPpGsPF=oy;gj@?lgk`^JY>1S_>eg z1L{Bj>qakA0PdOY^gWb#ZA806McTDUZI~z5CpY3!J)e} zn{nO>|9KSM@XM@#dy`O47Zof2X=VEBY#)k#I}z{6sUrWJ2?ql025XI%pH}~X{r?`P zSE31biksm!C}{h&6cFZO_U$(a!dG*9flCb5xdR`T2B4d`9?rE#WqPw#$dpy{!xwzr zpHNJRXdBO8R+m8~;)_~xBjr~@Ax0`UPN0xaH8&GFXb93qS+0xq(UP?k{~Q`z!R*5k z_(T3w2JU+R?d`5@Yz!OoJ@F_TK0l&v>yffqFfn1rlTQ^}y-tFb45ilVbA=a2k{7Vj zVA43Sdlx>r4%L!?Z53|I5pVmzRgV|n)%62WQ%*9gE$MnrjK>Xn&i#w_YXSLJz%K@_ zjQd9cV-e9g9RSs&sS3fdUq0D@7rQK6b2pcWo;4$+g_*&Ffc-CNjv+ND2un;xSTU}S z>MK=4VJOeJP-~1_?#L{hjW*`KZ$In0#Dz%BzS}Rl6G9`t_V{zsX<7e>U&%T+p_8qnu*>0+qRJcK5&qxw6S_`*4K&awD|;X-{~tSR<0o7@d;3aXem$czEi3*&!^AhaiBSF z>`j4bIE7*AT%SBu!R4;nh%o#0r7jCQ`GI}y+j|M=7M$G_BAu13N1HZXP#!AUztx;V z={>Dn-33QBTk;N;Z9a8r@Y)+$X$CY6DnGu#Gqn;-3vKh6={SA9*19!&Vim!bQ#;2p zUo*PX<}-Fwy1j7ylF%pMPHnLF3{3Le4btlW?tR(2KT8{$QYtBY63XY|X?eA^d$j(* z%9MwFasGmG?6Bv|B_MSip7T@8B7+Zyd$BeCy$Eae1k!b z&<9sQV4GK6?zynAzY3{h&%5lFWt2qWYCpN6!OrY!5N(Xbv?}*AuxT##6DFSL;eH48euuOL6GJh?gjqi@#$ zgjQ;at3ndrerdd^b$gdT*2WZ);Wfw!yN<#y`gt%3&J9(eMVi2kz^`I}#|3Aolgf19hg<6Br$r5JDX~cRGSDnX);JZ4tx8dFuG{6D%~QY~DJ3y|%VUL9&$aCs09fKD8e1bbPHt zn>|2%$iol4Je7PWfpvhH`(l5^>6vM4<>wgq2=){Uecohh*Mi<@O=JV#-b^bBPWCsN z9$dI^bMSLKA4^g+Yte1HPioT-*rcUePnA>(M zuYZ=tc}k*dVf;jX0;2|Yt6wz?3HRaM*n-j_EV2MY`w;QrzxOhzi?aDf)AS1pXn!n0 z!BJqLhW%?V;(@PLZHAklDE#+5_AeqAipEuQb|fK}zvzBb1|yL-uUr09@)5_xxnBt* zFpH>mt|8xbGPLwmK>Ee)lOYWeJA; zrLylM+Kk^GxMg6L_&-a$9M7l4RHr>H+>)a1O>C*lKp8l&8y?tv3ePw8hWhUyfkSo;Jh*gg;ojGla`kZn#v9P$PR-bU=}5P}_75KG}`U;qO~W zXlqwmZ4m$7SF=4@|JO&*YV-H5U zB_DQvmleO)=`jSgv%sleSJpAnSJzTeq$K-!qzWA5q(megE{hW|SIZKqZw6m*`s)BH z)m#&541v@ge{uefhskE)RnCv7VM$1WhLZ|qBJ_!8IyU*KifJn5wh&9Q={Mntsu5TR zgANEKqCLqxTaooR>t?l5wmO7a-j2M~1$Aw{OZAekblGu?S1BzqX>di95AYz;M=oYX z9GACzW)Ro zI$2_k%BsrjqGpR^^+Ikp9WFI>uzffVDZhf!tN{O(@c%3TnS{4pk1pX7N-XKJ;4 zMI&g~-bR0agR~mIcA;5Hg&HUeD?ckMbXQi6akaaN))tE#vcqBDt)4!Gi(++bpx8E| zlJHyxhAHLaj|3*6574A%D3h)}jG#6*c=-;G{OZVcyfu+>SQ{nGqg3E0s>Hyb$5AQg-rp?y z`u@4GYQj~kwIs}fJEkU&j6792B^^2~Fq4KzjwD_i{`I%&Q(7=UU*+BXf= zPL%g`4auaC-Uw;Bwz(gSuC!`Tq0Rvk`!InnY3anmz8f1mTFGx~wHOWF{1)VKG|ngn zYW2fRN`B!Duzu>0M4ilSE}$QD6p(CYI4$NIWqOmJ(yY)K#AjH5X@u41s>engDpdNz zo|+N|BC#G(%>w+8*aJO$;aihnv}=!}a(QE>fzb-W#Ay!SfyZKQ;LS(Zl2pZ}vM}FR zY}#rvm!Yu7WiXh`35$jKsm|ghD?b9!N1U^Y@vnBm_#6;cAFGPFDXGSWRVW+7EAi^x zo`k}HVMxK+3Ml@HV=C7tVL*o`qe~YS_k)pMcr;K9g&h!){9`IIWVnFG zGF|^+%Rdb7Mfk?_Yv2^Oe_*U8sy(Tij5{y?uJO94#{l$wxY`W3cg|xQz`Kpb;t|>h z<9i?1op9O|%KsJ@-}qbvKJKE~{Cj93`F~mxJ<>OX8v)MF|9dT?9QC`is!S?_{cp?u z_nQCr_rJH%~0Qyh@P2m_C@6`NH&#>Dv{i3K|<-J6#LW zZpQq=li8bqbm)+QenuejVxF=+%D(YWVk`Yh&n$Zf`@dL{Gahl$g{MkOfsn$CQyX;T zxz-s(m3yQTotB_IkDw{_d*Jhv=X&Y@DXc+I!b!wjy5c7s40$_AVtEH?w6(VayItXv zPj;-EiSkw1;^bYq^xU6yw)!yN!bgutSa1>pH}vpT?DJ2~4`DTh$Z>@zxbbOM;dQ}d z3FfFK3~vqrn6lI=!kOCy8sM%N;*O)pkyf;`!6IT(h5h}xB#Y-sV2o65uazH3Oks;w z3oD%~zVmEYA7S1!wLHa)d}h5I86@nqPg%4x$dK^CfSQX(XUvKOqT7etNiT?plD>z+ znPtMAZT(6JQ9$O=UncscbpZ3HU}5zXe}+b*cS3GVv*nbe6h-!WmmAN+p6mj-E-m`N zVV9c-sv!XFDq}1^^q=oR(u29*-P5&?Kby{iF3%^*;&N&g8OfBkzK%73I=#STcADGI z4g{??R@f^F-!vi<IKSRMzV4hKdQb|?Mnn#|-M$y(Ix^kwDcvJ#qS#_B7UNpAp3UhT$SSHd7dp&r zY~NbRcX&%ILohKRUvwIDMNX;KYDN8(ueiX?ZRJPw>jFqb(n`c76(i2<92nhWsH|r~ zrF~^-l3mo;PE$jrRk2AFva;FANm@Nkc7juAOJG9V;pBKjNB|BACG-P>aRdBjds&V8 zSyK2MW)i1qI6xfKFmHEYA;etxVi{0H^YN+Qehj*=Y|RDc)LLi=Y7+vMwP><=(2kG! z50;j%MfHZOqF1&y{sX=)=I{{*MkDNuDN zsI+(pHHKzfJhM`1!fQD1`_u2}4VnrwTm1_oiJ)2rcu@}OqaT^{RL(obJS(3udKB|w zNpl!Wre9kVs)r56X0j6^_tz7tTl?Xlm<-2ENX35G5(b5hubrv2BGXD9!>KJ1vh&KG z_Xta8$I(a|f`~jm41p0ozc7KT-KH}kD7Py3ph>XZqmE*sTO9X|tzJHv0ZU^nou*N~ zIlHxaIyDvF8!2$4aR+RPM0u zK%I;#1!~2{)0o6Ly&Qqvgb2!xH1>B=j=-Za`P}eP%96hU5F~*sd!z!?H&4QCndw+E zVHlrG6aCw!~8%jwMxQE2Cb4%(mWfUs$Z5`T78KR-V?ZnN242$KyX94d?E= zg9E!i5tQv|!WnTEIUW((+Ort+4kVICJ-8zDBugg)NHWkQcrWOk)PJ*~M3g}Ea$@-> zXc#bA2j~GvTPla?9_;xYr<&fIIRR1<78nfDIt33PPg^Hazd_i*B(Jt2>g5a=jIAXi znd*1(Q=-=s2x{wqk3VR-JtsU3M5PT~0eSTd9kG~wC(+%n2;CGvytX)w0g%q%mI&FH zfd4$Gy$J$s?K1pJ!GXW=8!ZOZuJ>OG9tA$G0)ti z*=~p;sMZ8NY}IVm1Rl5hFE9A$eN)L@uint??mt~hne1;~pTc_gzc(#-zVrIYpaPSB z8rc8K__ywKWBIc+ZvK)egHEt;1YY?kVB--TJLln=^#_0?m{0J}`9Q-hPBL*v4$39~UdBVjv7PiSwqLzn9zI$_p*E|D%~t;D#p=aFN?KCn zL#QK+3hotSh}SIE-zg4mD>Bl;ShG}v^qm-h0~d0><9-vt+Q;v8Uh$}2;cL!dzk2_Q zZj9VWuulF8P)72hrt7$iu0pyS%7TfRdMWjYMm=6d0Cw@t3v(qQ0dgVgvWhmp!#Km# zwN#>?1Jfv|Lh^dU3QtKHPSeWx7ug<(kXiMWGCa_dR!K#-W9woEt4HLD8g&|i1tcx| zMWB5Qh^mi`?Aj!h*XZ872R!OX(`Jkv=hr>25;5RCP2X;#Ajgpc@bceMko^zj$`a$xLw_GaM}TIAgBYHlpK_@&6w&19B@ zQ9?4fTy6qRjpW0=Bxb}r;PKrN+Sv9^f8w(BQ47b5mxjC5YrJ;_~&0#l^6H`{06|=X3eE z=7Bu}W1tjgbP^>>lyZ@DA-VjsPU~@W$U}BTrlmfSpc)A{Q61{LIp!7r@E9TZepvVA z)RNcJ^_Egm&Ua?D-0qtT9R0opD9Bc(mQ5#N^2Jx&tbok_6%j>%fl4vQ+yM5|56*KM zS))+A0+|j94nb#vXd4qS+rJ@8w3A9w>)1hIESf|eD^{v3;?O^R477~qUjw@r5t2{r zQP9Nh5%&s9O}GzlBRc_McS=RFE;UuEP&^!^b~===5OBOe7;PAZCnhH2Fwjq1~ex$ifx?1ISTMkFs2n(!Am14|e4M^Y#t-cEQ_CK^tlRMu%` z9^5ybwXHs9}Z=~X*7jl=|jpr=Lj4JFq9 zSFxCao5T5#EcM1IS!MHuv|-pp{xKN(LRH=%n@ubz=>#gRs-5_E)3Ku*7m8ou7 zWnu3?ru_5$b5@X`XC1DhA(djB%#T<}xh`gCp8_KKCAW*4BPrfp5H=PZwYhI{i3ISuh8pU1 z@Ye(1(pBdKl}KFf6hf?P5x^oBw66Z;u2G&@L10k_xo$ud(r;TF2b?+kugq zW>opNlOW%>XF{Mqqx&Dt>3a(Bcgd2LZB+ZOG79qUR&Su+loEN0U-8Hfswg zW}_!PeQYy6?Ml_)nnEKUi=7!Hog^%E!;jx-A23@}^L1?+mVh$+Cipq+i7=hO8|+~1 zm%DRWgefC;JHCb|sFd2ZV*7w8bt`PjA><JFcn~M^tzqe-SA5qDr~|`oCus8YRp`^b9>1m8C>t!@S?6!QAfTTU+_e@J zYp^CQ5SLn=>hD8D5|jzs5AgEz-|S1{j!z4oi9Por!G<4=cR(DDrzEWsr7|6X6fK^+ zC2Uf{Gcgl6RZl$SnWxytxnN-+b2tPf2^x(mr+B;9o<{b<{Y`M~BbZNBJc+#59sR9J z0nuQk5mciCCw`e*dXHWiq@9~@B3%yuuNQzRuAdvz&2q~r3K#ayTT;>zOf=V8i$-C* zLP4_1J%2npdSZPP6!z)1=0C>Jio9J^SQF> zd^iMxpv+JyD}8{+cv{n;FQ%_>f|&4iZq?Mx7A(|!!cT;IG)awl_O=-zadn>;Ems(T zn`8X-LRAiX|3@uZaQt%}A)3~+)7h*CvslA)T5vz}J4{DQAz{!GXj`$^I;7~XzhP>Z zC4Gly(|)OFw>1(x*y)wo?sB7%<_*A#3;XOpOa^ohY4QkoC^+sJyz#9e;NVwZt2Xbb zqesTe)F66NWLX{H@2U0TRc;NMfSpZN7)ruvEi^UZlXZRVq;!tt43!0z^9BG%&Q)3A z@@jE=VQk2YWvF|!u)8&XUhw>^$AX!VuEw!adr>G2H7QTUO{Y3VP4$o#x(}`zy01wm5)0yqO@fj>T558%R0S>GXHrkF6$q|uw`(flf&knOtoGuD_1R# zF0q?Fyp}2WO>1OZeW@o827)Rtu+&DS$;-il&*x=2%1EE0AOD}Fh#VmJz_e1F^jaiIQy2A zdHiOLHunspM2jhE)&{A5g>P$lvx>Bu=w@#oaU>JqMO5avd{fXE)GNLr0q~YPF+(aj z*WafsF=A&oMH0i$P6I6440`_DE_$p8Ai-PH2W& zOW5po+4Qo`3a3})C!fPb8;(+WOwtuB3~Na|VuQTpmXbY&Mmux&QKDe%wGdg0*lQId zl^YDF0D!m$;~(7Yst_PTB#N1Uu@((jOrMdN#PDA2AR%SQxvCWO~! zfemg;u+pr!|FxxXpe?=UPYqlg+I7E4Q~`6u9+@t}^yyKbLu_9i|~Vt#juVqdhSd~HC%UBAI#-6K&- z$m{>Ch#SmuD4(yrT=_i)bl&6hKi$3Lz5LF43h`rctuO>W3_iT8^LhW}(eLq*>qC>@ z{+i$;%k%F^qeX(?E=!E+tDgD%5u#VS;?FlwwF^C+4_S|j$uEDZm|rf(XoI$P8+QCk zFwgIT8+DA)&(SO|vGM$e3cle9_JGKk;pk*R+rQrOYcN~q`IA*q;TIIASS!8^5|8R2 zSwgFvX>WdiYK@l2D%oVrO%#7SXDY_LYk&J9J|?V#5+@4U&IeA_bCHuCsOa&EAHK<% zE_50MBXw@4=TE!(+srQ-$uCQO%MAvqq6SL{W7^33=!v%-jcf4kg5wA1Lo;kS2PJN9 z$5cMgx=OE}Nk_h6cYC zy1jQ?fWGt;Me#>{cht|$>2iy|ZkMP{q314<= z00E~(FrIyG0{Q(N?Ck4&dFXt)ntZvKd|7;X_H$di@JnYNkDAnVoxBG$jU+d#8z<7; z-d`It)QDoK!#zazpk4AcjOmB`CxUZOIoLuZIoY^tAXN_lv@RAdq&h}Sv~(=}7j)Zc zpMBu2)RDIFZIH^$#*cQCXln?LdtrsEhmMVZ@OEw!2j}-*(qxp}?azBZ=?S19C4i(%~QPK#gmGg;Y}u zTjMs^ac2q+Pt1xiHT&2JB<6DoF%l|TU*J|WEhL=rmImFItkQpYNdf-=GImbhfEUB4 z_MfhZ8FloWxtgYAs#;y_OmUAaiXWMExPJJC+Qs8KwiA0ITAiwOw9hcXRcMtv^MiZg zJTQpa5Hbw5T*(@$pGd>tKzS-e|fq{b8My8YS`x&Wm(b3`Y z=za5Of0eY_aOK(b!USYfSv3IrEg-cDKDL8+7VDEGGwYCPOuy>8Dd4wUD7gbdW#5 zcVPT}P_f6ejmcR-fAswFbVj62+Me#NEERH2taD||5b-!b)N~MFqO_qMfOhN6I=)nD zu*f}I@vh3CU~eh>f+BF6!u(LJ*I%pq+MH@d#yCKG=78=9-1xxIH2`h5xc>Q$xqwqOE()&!ScI2<#F zPSzfk!Cy%AD#=PVcb7BToIcbI>0OOPZni%+hr zKRS{z`g8VNKgYT~JN&!jJG)fr9cb;l^JQ?MILF1xkwrS$$M*|UI!)7@^M-A> z;@(gtVc3wfmljDl@oQhp3$gv~-mgX$Z%&5S=wAq+oPK=R2rzlzgh7J<-7Jdub>y94 zbz6z(w%uW2C00=uTw`m9tYJ6P9p^cdLgVzTuNbW9lGy2GQ0b>ul$wUSsmjZ{YHONc zv#;vJm~g1h=3DMp@9&7R$e>M$(Fr(`yHjpinnH8tQK^Xf%!CS~px-u@ z<2^JxGkiJ2)aUPNvIfT+)8QmUs^?;BP9GghpE{}o3!^HqLAIiUjoQd-3aP|4L;Ylv zeYC-ND(UpXAqk}_>DB3^xgyqe?c3qa`|E8~3`JZsk(JV?e=i|_&k5+Lf1#!ht?DOR zD!N-XcW=*>hCB?t2|apCdsv4PVC~h9J(=cX()hNTQ*XPZAYc?{=hnY(AHN)DVXE$u zgQEJ->-6d287>4LA)NkF6n3uKFms>yALw@Xrb5hls z7_#p-`Ya#)skB00Tfk>=gTgypUecF6{l~l&KS+5mzb$nq(-BlqKUwy=eiL5j7$6#> z0(|b=Z{8cd0&xH-WZI&q+1+1>uln_ep{T(P!q9OLFVV^!2gQOuCsf)(kBOw&`fJPx z9@G=UPXY@;i2-m&0j_KR6YPUOdDM1(y@@Aa`($v4`<3HIBLtHkd#rYXF(^eD;AW0w8~ZS*fGIOkn(BYVV>UM;ew% z9oRn|gF&g{KZRwdj=~JTTg#-9Ve;29Fh(BP@2b^&5AcT??0?4kW zAb0cgvQCS}K?<2Hz0Njd^ue8TMN9K&FSl>V==r`rnJ9%lF*?v3v<`Qb?h8dU6BD?) z*LP=c)}s-)hu5m_oQ8-6MS@HBPB_$oHw%Pos@DVL(GNW34R) z`|j~+9FTY2+!cu&FlmF@dGgnF{GRb2$ly=+Mmrf*%0Wnh%}#_|hq>~C4m z-bwsgF1{Hdw};bAe4D>xKliNAL~2aWxNE9%1@lkJrpm1ltck(JU*5k+BT@gi`1tU$ zPD!!qJfilo+AbhLTU_&fd^-V6DE{Yg_Ol0C*uIT*#?@tEs{pY&TK{LmLxLl5H)z^? zVlNK+wS7bgYyDqSwfaI+HTn?!!6=|D1R_hOYlJS5G(mZP7KdTKcVhK7(;>&R*&dq1 zmvEoec7GiqGl#cO1X~3*+6&I$I#?1$KLNv%W892v>2H?_%eiM5tjJ7XpQ}HAkN(OI zlsdDG)TF^D`>b+?f6f^BX5zO*Sm@Cx27^|QBk=6~Ri!+laShiG8bt>xfKW*yS(KNf zRh2gAagV@#kY3>vG7!cxX>iT!_nz8iwAw_bTAttm7q%^0z=#-ZD01D(c4qR`Vlt(MSiEB# z{|;n6N25Sie9}{0^v4GQi^0^VCu=9u8zD@LBBWV9?y^x*D8A zxRzVu3{66gHFP4yptR}oS_|V@e#~>wQjgFb6$+&XJN~SUbZiwpp&qTFHc8ZoOI)-Q zUsBibq%G&}i)Ma6iw!dAY+nkk(;CFkB!OC!W8RAHx*OM;Ytbb^&iFHwdXN%6u%n9j z+doI6*63T3h@4K@jI0|6f|*ZIj`X*D+pW6aT75gZDl;M<-Sr>#YI>-tg}j;I`URWI zwo!{^W;07*g3FfmHj7@99PJ%nG@M47A-@N$)YM4SWRc=b2W z#2-<2YHn!$rp}&3U2r5Fxqo)WqUVyfD@q*sGm@!&y%SfOv95lA$ez9a{M{JI70aO` z$)q#Pgd8~};mPzwf*q#eE6_={2DTI`0@){5eIKuX@#EbFI}NTTtp%2DWox|DBxCie zx;qd~oc+g_w_!E)S_Oc888R<_upuxC>ve^7J`L9B%VmvB<(TRRS?G#p#Lxj%3R`%;#=x>luM(;j)|+K zv3*Gs>Bj&jJgF7bozIW1G$DaK=@^K(#Ky~10ck^?*BDxhZ}A#S7@NdR1))>;tbz63 zAp+xHPs1MD9_!*;xq120AG`Zx94q%q#mV7hfki_N9E~Lt?xyt^q-bF!>VGnL^N~gS zBru8*%v|GBPwUgC)!(qLAfe4Cp6q^qEH=pksY%ekXBS4315?!4pr^$i_QOB5bv^m} z?nr?I`i_P<>}5 z{7h%OZ%UQF!xu77v_wlACyw~z28@4Kzi4yAkn?X{4;y<4q``ba#gM77kb3Li@U&Hv zUsT#Gk9v0Rp(xLrCMTwlXJ3|GY0c$cKYq@6-)u5CsWP#Q#6>Ir!viANgj|c58TgYf zg!9^EoHGAVL#FZKN?2 zBuMgsdDg7$EQ*>KBcXw+F_t?stiT*hiswj#S&Q|(>{=vV5V2ie&|(@x;XaiEm~!Z7 zJ%KDDI`D0(Gg}4Q6X3xn9W^G*Yu0a9m8Qp%wPS@7e@XJ`w0V1n0jXI+d6|*!!=%Y- zVier<1yd6c24)4`2#2oj@T-*Tm=xbc6VNItXClkCFxJI!DsZ+obO(S9mArU>~(2-3$|_W``Z=1 z;yyT_S305-TC(GpDJCct3tTK=VGJzhd^U$WZ$H2+M0DvaA}>aK^>{6|_9tMul>3RM z_T%gN`B)5~9(b=z^sB1Uh1{Q{Ks8fKv2QhCBzca$gCik-X9EWvPK}~CEReiQcIA)^^`gI& zgobwR@U+TozL_s_J1O`uXnr}^gvw=|4k*$9;grY!2&X7aynAxI1WZnDm%jC!VcTJ& zTd?4;3p&EH++f9cCrHe$PqrQXkYxq&v#pvfYN2e;q{(|e=^?sve&Enlhw@-wLLVM) zKt)X-N}-89LY7a_CBlpI$uUXrG2(>5`P!A6HC}N!?5Z-}b-zR+7jI#bmBfD1j9F0)t(@wU)yT&r{G^k(g)~^&lMh$= z!iFoAUy_#GB&~AZK&xQ299_6@wEE&xR5d|cF0#InhLy0yRa zNt9Akcz1OFxq17~ZST6;`h(j=demquh5r1R&#j&i5m*^zB*pKVCEx=SL8`4NxIe08 zS%8eHDqvGZFVadXaB&hd+5_alpl7)6=j)7pY&tpj^SL6DTF~8T;+SwJP^+T2!OQj!KFU_ z69S8EuSfrmyqgcNwaDra!)YJRLrBJxgO+_zJSi@*=WSz?VTz^bSKv2S=X@YC0=H+b zR_t)2P6{vh_1?ZXRfB= z5+#4vX=-|-_Rx0ZD4Z_TWS{O&9f{n>}N_!c6Wa)|LD!X0)sV6*8Y{zF|*)TSIyQ1iIA@dd{^rYj}Y z?g?)C)ThrI7@Evb5Bij-ca?*D{m5=%(35m}q|F|TdRe_%v@e_ewO~pH^ARvp;2LCS z6YOq^5T6VIIMlRBs}2^agU0E|A|kPV)|x&BO4F{smzN12U@`+7~2BKQaVElG0*oFLzWo|=7mLo|Kt7BqJ#_-g~|1A#-`X)V?P6&@Xh3> z$sNWhlsZE32sAPmEZSUGD?F$N5rdcgpu`kvlv#dARRo5jz~?cMHChoaZ5ZOGjiZU6 z7Krs@IzekB2=o=#N&Ox2-ZYKpV72%0Yy6rVKEIE~Q+SC*jh@vhW12G?FWs&Z>OqdmD8D>>8oU1o6CO_I6KkH>=R9&mUo*3X~-PoWu(M@ zfL_gkfb~V*M|<}Wh>ETagQSXEMk4>sQ47XWuCS@Ru8U4Sqwk$byxjsTOcGGL0aHeQ zIVsmxFvcp@DLB_$G7zG|Oq8iyXOx?Qig8YjqWaHqP?^|#`hRu_u-0}lf$8ei5okd8 zpH?eog}!rVMFOG_OtjyIf_;SO&zbWA0QUcnh}RPG{ordOizWf_Od`jS$U*;Sx<~{- z9UYV9F^gBq10NtCxGBFEj=U2TR}=Fx+_t7@|J<0rjFkbpI zbEi!qWPCeCWW_pk%8UF^!-qFTVI+0(=OhcvdB>q!F=zt`jKHPFuD@}wVk$GGOPBa{ z?JbQHcd#l7gw{;L@V9*sApYQ&kmv46;nMWrn?1{;N$W&CxLLo zTf1zV9WPBBnIxtMYE?_4D`S20l9U?2PFe!2PnTA?bDB%zk`t!g?>!RNPd>XZ5^Ti6 zFW*q;)NIaooZ#q`pqY>xL%#!yZ%dC313_ANreD*e;rX->ybZE-S$e3ED=|FKU6CtQ zLuxQ;Am82uh^MNok*V1bc4KIw{5u@nMw}z1+tl9xl3eZJ#WpiL)O^r|YnQMqz;HWp zGJigAbhAI1JIhY2WR$mI|M)QF&UUH-4`*Un{5!)G#8a=*8j|1>oWp?%$^b(^+zb%c zak?+tpKtc`ntGf7oh<9gX7UzV6-sL@vI=0K(9G}wTPVtspI~Z4r|?LsKDB?JIIAHO zUC+=R?GRh{4DOPGiO$DqxdXYeWEF9ZJaE44`Hy$z!E4z{G<0)KRHW6=x19ijz*x9BZ|H!lso4n#enK&01;j;Os@)T!H5rXqG6MOK$3VSvAhsmB#L9G)a7gmd|fGt}- z9ieLpP+4=qBt52u!^l{10yc+t)_OG`smU?vL~`3G8&BZQk>Vbz)5PCC5?*8s<9rFX z)CPP!TX6gnN&n498Mw{9O~~(b)K8^Z@Us5QO6+6413d-sO_3e*(-%D zY#4OZ-3tN%z&ra7tsB!r-BUsivkAz|9({?WnVsh^jXA;z0f1;&#eflwEAF#sx#h*v zEC4Vdf`Hn>jXuJuhYlSR;YNbF^&>r0>arGoO-5zJ1HcDlh3Mvgf|Y^wGZq-rKwm6+ zzO!L_5woY2`i}VztnvRr1?#JNtzaEJzn|)^#4TpnsQUd)OrjxwmT~2qEByv#e<|X**>NSRSA-G#!}&dmN^P*Z%mr@RHEo zaNb@`+W)+_e_G+USQc~o+#r9dP}%WvDf!U~u-ZbLN4GrvIkfny!Jj%vnLq__s+^Pc zWxX#^+cpw)VS5eMX)V&Xjo*W4)IZk|s)4f+prB+cgEYCntl=RpJaM@r4eTCYy_0}m zJLRGePBXV1Z77*eo8tC?q;1>Uy|P*2oTtm5C2o9F*TF_H-E|{mm@G4uD={Q&C%;@c zX`uY~md4wNV|`dw#(Kz21bau|P(VzSKoM*bK2YrR?YbGo-SUo$UbM5%xfx_}Lu&w? z@rVO11baa)WhV6&5%b z|7PI+_YtNu2jf4mc~t2jf3Pf?dyv3n>u^?*+v~I~D^HBgltVEStjUS6>cMy8oa&P~ zoCw6_nTjml*x5DdOoSD$J-MU(2~Z|sUF3@*k#o2rzWWg{*{cy;gWbB!_94g$k&igZ zHB&>=VENHj`NePBBi{Fo$rVVhw3_#l8E_ia%2$kyE!VEpxdM&J-=9oz7$1D-H~{N( z$Umh~;~6RWCAI3{(a|ih17l`HiH!dAwF z)Z0#|=`A7(KlfsFuG6B&kqcrGNtFzR=%6JgYNDI>=+N^wM!+Auqinbu+{KCc(~qg| z0kzL8dRvHAym7IbJ#_-%@MtXmMrwxhjHoQ5_5lci+)8-wv512wfhtI5_>U2o>xbw4 z69e~1k(MV%4B_{!;)0|3>d;Z0@z4>9sA*VZzfU;o-=E-)0Een;B=8(tg^&+y$j>Xn zpFE!L-`L7{T!mNS#f5njTU494vA}6?YSwj0x$zi~r+dd+3)A)US&FmMSr{hHm;M7i zugeE<(ycfgbJuJn2N{h&M{{wqxlJLIci^nQ1e(w%btDu{j{5cgr zcnL>gd&0Iur=Vr|t@#^a!c5Ka&j{1G;f;rZH1tb{nil<^&p+Q1_t6LB*=y7=j64^= zk6OYw5dK?TaM1&%UeGWlk1~jY;5wD*!II$eKKY-qlP!e=#+m z2o4{=eg7{Hf>IO!9Ac?gdtRj|;kS)Dk+FB5jiH&xDgO5eAy}ZMV;fli{CByyX%3i&-PubT zgkBe%^ax{W$UAGs&Wb5(lG>mZAmIR76o4?GWe=u<*)*8MAZFRJ_PnkG{cdYIZM<}% zh~E*qnpS>{^k}`n&U(s-&v%-!j6+WQp6`@5G+pS3#)N;Z__XKHZ_r-jTUDrSGivk2 zE!!F)trvfQ@gX6TGw#wP=JA8=X&u2l7>i}&CwW!x%P6``2l8kZ0 zAcr{HUmg%D;W67(Ezb$AGEhv|o*jIs5citC7zz#*;#u3Dmr@B>;`+g-nj})N7S|h= z$7sP%f_wr~1@&eFNj}EJO>VBYsO~{At>y7#(E$N-8CVP$z_g@z6LR^;v6t>AeXty< z@qM|`mnKC+$w0M0EBn9|=HTlkm*gS)Co*-lPnvg$YDAo-K4MD)6`_h|DUGHsY^|m| zX2p-X%04@3s&7|&9EK|_BUgUFKOv1idLb% zv6C5FE$tL)`la>;SJgX2cVn4Ne|7daUAn^7#LhJzEX;4;%kQ`-9r}^cEq{_^%=C~@ zlxXb7w~}DN0RxzsN`tOV?`v_3rXMh)bX=2~tDRJaLw=8OLLHE&&u8I{igSxXAJodB@RCSAix)zMlwwh9PoL7H9u`)5aDnCnH zkdRJzSXqqCM5xVgym@S0w}B!P^3?RHpTLJROuZp?j)G%+2uge)8crBN84#-h%mv;s z>Q3#|^|-g)>7%7j>MjKxI=nM!jzhb~5#lD6)F?70DGcuZq9&u$ewN>2ictxLvnf`) zMCdb`8^hLg)IkL;GdKU80iCZDO@P|2RO8;a1%vzjNspTfVu1}NDF~=rIazOK44YQR z5t%1dGSxgGn1*IBxMph!`LK1!Jm!y8wA{KGa0W3-okPm0P>dKHJThY6&}#pKH-`re zC@(fI+=e#`=4#!99|BJ!oD}?q`I-G2`umkBXL?p%RIAW@s_W=?54)e(#H<0wJPp)C zRnSw@9}j`FsC()i$K-D}S4O2sZPeTWu)l>Sz52V!VmoA2#Q1VK>p$`&ms620Gnpv{ zYJ6JUS6dlyKB94ztx57pK@OQlS)vv1Uy~%L%OtOsg2B;8mYq!znwhluVs?wtUL&kD zX{*BvYj67C_N3Ers+J~$hAW?^gBXDE<(My?n%3PKy3G>*yWDa8arHZibq2z=kz7=m zy9~2xZ*GbL%NpR@q&n05^W?5e(|>RP&{dNCYtR*7usV1=iN*DYtWnai;&SzLP9aC+ z$Ghp57+AP1l}FVkPKGP^NMO9Yp{$;rPiZ>`u~-;584RYl5{5fnGF`P{^PcSq`>gqSiTbqg+^Hu;f49v zYX!0TpU_;B2<){=e&aOsI$00C&hNX&5w1iLDQtkzN*8Rj@^Waknl+uo_>Kv##uEo| zC9lRQAS4LTAMOY7xvWP1k7$DpocTjTCLi@$u`R*k!R5J>omWu#|K9&PzbnkR?Q-Q- z;ZQrR0yi`QjPUvc{Su2nUPL{{j>4pO>fJQfMd1x1HmB6zERVU3OA=R8t*+*#xLvBL z%Hlu19yilOwv>q8Gt5)|&yf&yWMVinC<=FhFFLi3-{W=6!wvnLyD6C1k7WE4CdJk^ zFw*+sA{ew3piaZ-vBVbeC1b2*_>ow7!r9zqWa{^L-}JuIX=WXho@g-OemNnnEFgvC z8mk8UjSaX*unlI6cN^<*0re)ws32q#qr8vCsYt@6if z3a_BXKLK4ug2BtY5Zkw~xxd^ysixgk(p)`wd2Otk0MAk*tUe0dy9oY;3QD~kZ=Pbb zG(PJK2x1DXcLtc5=&aKb0!v+?T`z|bO-2257r?f)6l!TX9$wyJ(z^E5JxyT4lc5TCzN=QS0+20Io&z>E9a<^%oa0!uv1-7 zK^5S&G`IeRV%EBzVES5{;w=9G^JI{&8{o%kkP{X3r$CYuf2>-)tykWG!i}o z)b2=nt1qrkQyJ|Z*hhRii_J}_`x7x-Yd440h)Ux<_VUL-Ul2e1(nURqBcMK}#Du&u z;oB$U!7*a18b<(xMg#$0EINcS=UiTAa+6dZZTUEsO2YimBpV`n&oGtpgHVMw%ew<0 z3&JtBPSHswh?P+;3@xJg4U1DBN6MKTwnN~|kh7UQ&?1z>k8)jSbfey>aNm86aFKd9 z!|KEryv+lnom;zh67aWFLrf~VrC8-n6WJbx16%qHzb-cDS^^qBxnQJra z_KtvkZapfP%KLR3gviImVqKlZ1M6_dtcwv}kfaFlyq-aoL4;g&!!!%UQKEhobR^Lp z-OuCijBWr83b;DHva-t}ap}MP5W) zo7;Z@plNcSjjDrX!=@U_KMAJN0XGX}EKSP?EbXY(W!Rwt>ubLEH>ep^0_%@WU-?%1 z6(MaMsC+NlAy4jeTe9@STssAx5Y--%Kg_n2R1@>E=Du$^IR`9hMpW$-N1+wbb{Yz` zCi;}tKB5LNP?E~XuoQ}&em-CC`;g$P->9)k;5|q&qU8iw{RDUf#XJ&z<>q*PbEoZP&wU6^BtZYIl zX0fD7wt?f$VE&?X(zdc06bn%f$Pr!GJ!>}JFs9Uh5H(N&vR&5k8{^Jy8W z%Z6DIJ-J++V%ZogKsqs|%qwh?S652TQWj_+TJ-$0Hi&ng6J)(O{LE>L6v#!_;#8`( z3y0#+^IkL=dcfH;AHrjT#&%446^el&WW1VyJZ*{i8>|IiEpvc6KQn`klZ*=O2N^As zzLwxF|9@j7z;gI6>fifMSAZT64fBsjOD&jExT{Bp15AoGS^gRKctwU`!D4tw>G!z* zk)&WT`~}#f)fBb1-??}&)&%q*Yh1|3X$GHz5b2eAlVw!UDf#=wo1Rk-bFhKyAJ7?e z`j0Hdm7nAEwMPYaxq>r?h;`)4Ub~nlcso-krRepD6=7hKakb~D_>U?D#4g%+=QMer zM@|H0Zmc2qO2A164f}TfnZwNR|6~ItWIF$o4U`rP&IbBhesN;^19wpszA$|P_1&p( zvAqGAl$b`1?+SwVjBW2;;fm_}P=Q2UC}fbdXMM?G=|^;pPUBK~F&H{6q<4YJLrTiT z-+#L|L&9oc(3|5>02$b8T64IC;oB+C& zO!WV~OldYRe0htB136CicHx&@NfUJVkYXhIw2hP_YqIYF!%b3F zrCDK8!QwM;3}>UDT)uXJDMme_;^x@tguO^Tgl@uX{Y>Fod;8E*|6A{ODjBFSPNyfh z{fC#5Q}Xq_L}a#BbyS)oSz4Y z0J<0)7E*AI#8D7wjs%b-@eW9mSnX1hR7TYZ9~p!dnNH$M@`1dFHPP?0B^EV62HH>y z?@GA*8mYGJmt?u4^jMKmPBixR(%t&4YAYnTAM2F7(GR~TM)`JgpklWmQ&mWU)Lu%v zvgMcO7ui$r*~`8^mD+v6#-wAHiUqPHngfq=?L-<6-p<)r42AGfWp6@yST3R4Cv@(Q zK4)@9I%)zA)X0BRO2>jwkZFl&-4ri*4ON$O=k{6v6~(=1Wft+ep6iJIeY5F?O1u_ znt0aZjQl1Ch`Kq&fy}k{^3uL>$!bAR*B?DO39;Lj)k==BJ#W_E-!x$Iq7&wtiaWiLV)`Ba=i!6~f8$M|yEDGoW|gwX17VB&kW@qd2Eu@<<&0BTUg)sWL;e!_zNc)SsO-7fA zJ8xwyQ+^B*%Xlc?@o3#*Z4*=zoB5d$N`(IeoY~(0N@m6YZ2!*_lKR6xZ(WuQ5&Gj} zWhj1kP+k31BeZL~3bztN#cAnvmeB>Xh#DPZpI=M-UrZn~PCzGX#>#x4UDxdSyIdYn z*-wxlH3?iu-DR?TP(U{n;Kp!6VUYPMhautvn|De0l5jd-y8thEmYHZvS$wVfSKwJk zfKfjF|GEEv@=eeG5KiwqEdYucu=NWFI5kB4;6_6M>=(N_Oi{ez_v{h$@Vd6+_(gKm ze<_=An5~NWiIE`9kL=^1YI5LHzHJF=;Z&=RJ~FP=&JslFHNaf5Es;gt4g;fU#=of3q!oDJSnHh}L<~OgvAZPp z`J)b$ciS|XfkB?j-yXYRyEA2ohIFyQ47xIf$7ee$Nc>@Nb9@9~W>cK`{HWN(a-XF7 z#7b=5)n#gF@du!`_>K=!n-}p^s`Rrs<0e{lCe`!iQ&4xBP4@y_a$7+vw9l5CPZ~XywI_ph*bQZ( zlfIE_fDbMSp#0?C;!4p}>Z9I#O$wSjJ`Nt{#7Rh>`6OJ|f;8{tf7wzPot_k-)5A`e zLZ&2c>ir#RiK>&^&rDk<1?e*cQrM+; zFouruiPVkh+d28s1NcAq`5#iyS0n!&C{mAuY?o75af4-v`&GH? z>!tIAZ=SpQRIwzyqGc76eo3FtZ853NF<1%{qG2;JkV#=_cS~Rx^vKj7(VKieDm5R} zwD@~Gr;c$u%%I#Z=r!RhrEY<2hG?BD9y=EIgfk_N8)=Tf2>Fj9vZ4ukUD@XHqr(Pi z0MW2Ib;jPdH@pPB>hf{B%(=F_XxpJs^Xlygo5omj@vk`eZ+_IBZFymMQesVgYSS;B z?N*X@lx7X-?V(tI(y$LIyBxQNO4xW3;)ZFQ_X5!>#!4t@DJ#0PK^=&Ur@Ng(TWV_V z?5R)%w!hzDK+a(mwJ7xktRWWs%FIiZ!+#z?^H8hu=eauch;xhNRFfm7bKo6^L>O1f zVWzyNcwwTrH)25{MwtV3fiT^lbhy`q{fZWY%Nw8s9I?3>b~5%El}h9zN2x1~OS#45 z+_CdltkbpY-pt8)$1%zV2J@FX`N$%wCfr601#+dHv@!UI&ZGzNB1RY>7P|hDQMJTE zlGPcOf??(Ga1MH-5VhNIrNhP|c{u?!93A@XlzwoHZ7sBEkHGkRf|7xl9W*q8De*%1 z>o-qqQB~IX=XvHqqErWuuhI6Q2~*|8@pOGF$BFSz7nR;fYM(YbxEONLJ9|Ac3uRNK zYAz!y3JT*3ZsjT-jYRdRDYReMjzWF;?(G_2&SE8A@Nv<^KwZ`_z`NAk#-qQ@ZaD9k zx@|P4IYHgkFF3avXM|FVIOjiAbV#}24wOAhzKd7CO{r2o(N04mBP|a)fgWAEwz~GbYMHKMLMJIV%kLK*b%=7!e+Y}a zO2-iQ>_8iIH^@l133>_Pzqxr;-ptN_>hoT{;0~;7yoCV?L4%ae>l-7q&|3%fHTsj7 z{{E*0*u80czq*Nq00G(&1CmF9_vY;nhLL*Sj36-jc3vc2f;`9|V7@|NaQni1Lyi#~ zI3UM>fD(d0sKdldK|Zf)d{*Pw=HRq}7lMTnGU!M6UZ8YmmZ=dTNCt!vNu1(V;zGKk zfzOA4DvItJ^4Kad3VViz1b=21FQyQ)j@jxa$G@K#DGJeSPn0wT^Y7uuV!&pGL%#lGxO+%KJu@8!16IQfULB-1rZ zT`N_zpeX*_^G~0oxc_YUUd7ax^0V3T%4|XaMy2da?*<+!FUou!ZpoT{22zK2R!lsK zPHsi+zSQxSN=y}1eEH(l%ChfMV^`)bq^8LxRtqSkxw6zNsPB(d^r)G%Lf%+7OLOmL zHfZ%07`H^JMOa!;8M_E?S=ga=Q9CIn%JF8-#WvvRNnb#L4)EZ8wC~s+fA);ET z$&E*f`rk);!mp@q&6kHeQULx>m8ac0Ids}w6tLjQ-^p;RA+PYFpcU07tzO=xSJ+4O zO;SOrwNN&k=Syy^rOF!eYS~(Ra3FflcGR?|Xwk#09_;ROZ7(YI4~@jJA%U^#RZ|-k zOrI9tkwru3mXqyuhBFK(sH(uOp{Jg1*$y+m=K>C8l|@3Utmh|(&Sviybu0TD&U!`_ zTc7*;%ll{VyGE}3^;Ij*d}hwpwPwF@+q4!7ulYiP^D*YdetEoZ61TKtn+>#;K#iJ> z(#|;Un&1Ouc16bf-1A}xP_mFgceB0G#)6OE)1{TWR_iz;Tb9R=qU2+2hOLdt?2g*s zZhX=N`?fDuY+G)B3rjnn^KmusPgh7uNji0h)7J|LZfvS7=UNrv(neS8Ee}tQ9?l-0 z??-j_#o2e&$~rS>Ol!#R{jT+YNa8-F;3EG7b=6{OIx??*r?hNLrla;*eKac4)b#`0 zf_9u-xTIVgPk}4to2xp3-39U-aNAqllr~90<>;*O5^$+scZX+adqy6JM&}wdY>w6x zub70#0v`6KAg5|HqIu^xvW+%rb2ohYNer*y^`t(*!n9!E)p1&JA^$p4sQR)D+N=yV z>G1a-unpQ~w$`hrQAcqMDim^jaKD*Nlbho)*AU0To0FL5@+aU77qVSvr!n9xOa$~f!6BuJ`Pjmut#7KZJ8I%07xC;pQVYN+p%r@-?8=|Qf)HrY1}1ElcKITF5hZDZmAIdTs>4I#uU)W{`JSwLA#hl1L=tFVZ; zf9n|~K!OTowaoI7U}_rk--@mI7HTLc0tr4H5(->GK^j5^#>{e^;mMt{enGa~R6x~b z@fUKZi1mQjjQAOVNoJ1+uGl04eC9wc|EK8MyTeFKAful%F#;7B0tP7Kcrg%;Tkdi> znBbZW0kaSUY_@E}+JV3oUdZ4haLJtyK@zWbfD4u9X!ue7Hsq<7XU0Vr_5ugtBmyYf zKCuC-H5hn_$Tn3oSeX`)IxKR#Vi=BHdGpU9PchSb`s}tKt(#Hsz1Slj#@vRoRjEAq@jUZe_q~OmRlo>IO z-;J9+jeg#p{U}dG)KWcm(AaLNvJc8>Vlz++sDL|2C@!Y|AS?=tz(@j$waSN2Jzw`> zRjg}j^Vw@*X#act+$rfe(;!*@zuSXZgu4Q&tGE%5+4V={kHfKbplXEU3Is z`Q52uWA?6)Ja)R7HWoJv+dY^!3>mi$WKc?BVG_|t(ROWpb!XUNK zrhMMa;U$QhmZ2M5(Poz6WP9{#zsTxkPM2Csefk25R@~DFV1&~)?=x7qU>}_9O-_-hO=cY>3*8@VIqdY7u zJr4#NOj|#1_ea;8eSK_E*s4O~UbmNu@xYC$iCoj&*`@irwZBg{$*n_E%yLU>bJOMw zzG!MU7Itc|>9j8M4}4qmRB_$c0(!7oPbJ>G;RnY8xo9wG;a#~-IW4_+aQ-w(w>DjC z$GMmG=~}-yKXbSmMAF{1wEYgdz#aWxwSDDR)NRx?jKok%H#h>)DV@^YFmy_HcPpLJ z-AI>ory$+kigZg!KR@(-*0bI};GIu1Yt1$DVb<)u&p!J)M{Vh$RGndQ7hmpPIc{u@ zo70Q~UcE4X2}iwZDM}p0JOLVIe$><4tBA8xYF*Z;s|SshrQGpKG_IY(5PyF_PUzod zh@oN6Sa34R`db~InwL>`eR=iiSeBZ7GWk$$;rGGWeq%but*9iOneyArC?>DjH!>|F z2yxuy5Hnv+yyKD9JG*rvbPma=(Cz@0%NW7CqckKlQ4u#Qop!{XmsWHUz7jE|^xv@` zEUAQGK!_p+6MI=}y`~S_hl9=g`U|+}suCf~hY8g^d*!Nwdf{~wnk_U{8T<~1(P;%i zHR?V!CFD9ROjOYwQ+lpqcz1^*Khk=d6_O7YdGfM7XF4clX2e9FxaAAR^5Nk0kOH9h zg*`?p9gFwHnuO^^!NU2CY&FKYkit0F;gYr*Xm{zZUQS9@kx8@FRGDm2t$YIO;)q$L z;L=vYr=($l=08&3+KDI>zj5F06>ME6NTLRr`X#D2wAfvIY7euj*>y7Iq)lfut|?Ve z79oi$Oi}#^{EtXMW#d84h)Xy5_#aUxY)6X6k#y+8$s@q=n-fb|5u~7k{&)4;P;HJy zwztY7?Qu09-D=28>c@3f92{FSJO>;n=`8t@b`dX(*@UhB(5nnr2o*lim_%@S!AI9( zJ|r0|!zu~ZIR`DQzz{JeS_K7 zGEJDEhT2pPm#UJcj?E&ym?Spg53CaUi}&Y+A*)6QD-^He6%jy!8%@vmQdiDHmmC5D z*2-T6z-N=|zD_yC|A)qEVE`J__97JhhsF>Pxs#!%ssu1cT2LVu8Q_4eH|SY`#-y-~ zd^;N$=)2+uGroq6Ld>9NECB=my}8F*AdlrVnu9Tf!(p!2X&A z35CE$w9(;ep`p&=;?rn12RxK5AYBOUB$1*nqzhVx+B(EJWw6$jjJF{-JKCxiqse*{ z!7UF+3wmV@LR>^A6>>-+$U(=RV;wc>ckMEBJ7YJ!t&>JS14Q-e$uVq2jn!F0t+0@|Wan zSx!XLZq3W`0LK)C8n+IS3;4Fpd}hj9;fPaw97r_?ND^Dyrc18mq!%SLPs9Z$m>l|~ zTZ*UVpzY;-)F$lenJqp>dQ!x) zs}F4B+fCk29N{Xx+uJ+3)*foPR$u69C$?r+sm^s`hnI8D2KauUg$hXYCZ{WL74G8Q zMpHuU72%RHP`0RW6YZdx`V1gyl~>z_7*0*XsDXr-lUe2Y~+dH&`aiK;E!fUoTHcXOM`ldvA- z{HO9_Vf^RTgkpGuKC)Lw@UhwPA~2sI$yACGpdWGeY(k>l zq*A#OSxc(DLC9N4>MxUr-d;zRXmv+fs_=3^S%fzJlr!C`C~dT3tsWPnMm)PNr&#oY z8`a>p$F}NsW3HTcseLot7!JaLFYBDOC(QH`awcTic)kmUDas+OcQon~{K3dPM5R(c zW^=ltO=LUqfGgTcOjRyH`HbdK>bBCHOq(r!QIuz2I_XzZhUzL0f@PmN(yk{rb^+B^ zO;OLM5HwZQQ>w}xeCy-NP_;f?Zyi1-W*}e*@K*5CG(eA&vrE@dvH=?%Mbd#+}wyzQ!p630R?w*9lrt%BgvjyeB${q911uua*3-hnQZ>9fJ zje;orhuQxfAgHPQVUAE!_*(oE&#?rFbcv(8Zm&^7L_k6R$@33j2ws*(*QD-0_#Qz2 z&y)FXlc>LMGB*i;dRGfZ_50a^_jg`u_pkx8WXzVG_VqAb4*yPYc{~ez1yWfU;H}RR zzUWe7aT5pNI5khC$-b%~d>%ibm%T{90baV-@pg4HC^mm-{B}IuDy@$$F3^T% zlwnw@kMPnjQtGt&ir`IEwc}`y;n?exV6AP0-;P~Y4TBJKA$nJ8W>q%Cnz)@&_R-D! z*Zz%Tp`GF9+|ft4m7U-uoL90vz((Xp4=o^HYGafG3V2J#yxaXB9VkEj={;Yq@QHox zS8Nmld*d#u$@+6bV|B^qzdWt7g+PifDg-XqkvllO}UW? zNPkoXcMY&B-;QyeX8TwzXO&gl@WOL0bMBn6pJ1h}YJYob<~cYX(f31G^Qf6C*-dP4 zz23Uj>o}?&+8663OVSl9t8}(tO+O?FpQ&!X@%XNBB9QvLI_8+*Rbg=>7e;*LazDOrdlR+A38c8 zdx~6Tz0@uQ@az9ML18DD(r%P(O~K@m0^hkhIaCAXd2fkn69NP|L7&vjj!cCXVh9T2 zN^(arzUKFZ&XU;}xI^w~Qb+pYOqr71bwyGfrM%>Yer3KnprC6f<9{2WH{>j%h;rXR zbNe&t>2zw(PLd!|yBgjHC7k(-Ws=Kit5PhNL$`1R5db znf{BbU8_bGh>TA^6}AtJXXKX;>(86KnkEcZ7n1&%?Q~y1@gqo3**_kc26jx>*-FR# z8v1bs5DfCz$(e`q+gu zk$eMA8ihzP4nB&UTedYB8*6KV-6zmpi5n=)w5Go=YA{ppTbF6))VfY})ytp~6;N$B z>rv&ZPC9XVTdt4nU0;9!RxdpRd#gio>h|$Cje2`pzHyq{E|)Wgsp_U#Y1%2$3pOB%mRMA!4x znmOdzZ;h(nn)5oqeM_)@3fC1y^^&`@Dv{!FjWkd0>94k3{hF|6GFqC5josm@?H1PW z(r7{gJ-!^&Gedr%=^|pK?D|P{z9_-Qh4XQuT;>FyaxZgYkC{7YSEaFRKKL%v=%5C( zdNBN(+sSSt{1+(z_J0DSw(X7{(6W3qV>Jg?2R&#bdkbQdF)6`%l4aZ8I$1kB40PrK z9Z*gAjsAQ?ZpOV~u`shj9DYPGI%5|`qE*8SMT!nw5d-gIGl|F#kaS7oF<0|#bMTh5 z+JtvZSxrW@#KrP_@KaLHMUrV+LK2k*_{9zw;kQ?qMMOj{_dwL*-#&Vw4 zOi#U2MT&i1n&}G-ucd=!yL}-V9d)O>(K2u8wGWxFQhNM$2;Ptz&rlbw^<{$_u8xigw`zG!gcFQ<16@;5k=*n&`8$^!T?&pwDA%)aTWnmOloj3j5X1;dzzDaN34r)0%})W6KLX5?PmO`e}dj#PieU51b>@!(9;; zla*A+UWQ&!+EnT*^Rs5+XOaZe6-&OCtiX+?x7jDmU-u`wB7}!jYrx?OFhz#Up!%C$ zR4Y71hg>O#TPKV}+TU&VZdTDX_gGx4=@puV`2p<&s;Hk#X@xYnyjBamRL*oc$@Lbm zD`M12Y{)_gCh-OUku8?21PelxFi=ba zii5KC0K~;pyM&X}l!?Y;nO54g3`<`uH&7#v!lL?GWb9<1^K{06^lv%Iekq|K`81rB zUt&K#NEvvPe8ZBglpxXIMiY{4_Wonpd2>t(Uz7=xcX9^dy6EFX@;ed-LpHI%^n?LH z+2qiL$)iF$<-W~QMo#eDT)S4=UHngqeeu8qMbWULu!b@@T8y&ydekZFhr3{J(#P3fv8uGt=nF#!oUy&yoeYLaKq?D2XT$MoFy_Tcg&B z4Q_?_oZ5|+5vI;KN5PV~Cd)4*BBb|CDTNQh6R{r99$mamYx)F6QvTM!t4R8EE00!vAB{IDBK1>%Ox z+Nl;nrqe+Zs4kvTPTB?XE&}tuJ@X++s#fASkH8#pFcB>U0 zdp<)mF;$LtX@H^f-YVH zF*3DRs6?vGuIKG9h)hu=aQ+0)FCZs^7e`P}<-&ELzPR+lo_9oPqan;FkEyN>?ISW=Qb<<~Fk0ty2*E-u89J={ntn;OXmEY? zk=%To!XjlZDZD0W8qG{sq*ZmrjMJTaN5w_4qsz8%-05&^^DPtm2o#4v>tn5)OF1dd z6UH}IDFTXdwS>&D0@W3CSuht2404T>sF3P^N9|8`%{;fcVD%uUOW;Tya{fOFu6O<3 z>>W=hU%yXG&yRDa5BpV)d8S10xn+;UvoYF59JH&*s~V42`aV<@R~>dGAKZ=Jgt(QX zV7V5lwS=2;xV;|*_L8l4MyXmZtlYQNGMsxy^Yr7PKd3}M{y9J*4DbiGQ8u5Rb$YSR zde!3aQ>$kIZDOYW>v!7i^>L$-Fj0e?*_{F&KU(QcW=#&R9K&UlXwnrH*~3nMQqt$~ zA9KtvPxUL#0PCA99S_Z%<&j+Zb!a%wl~zS09kN9?BkhO`6&2ry z83U1Bo8?i|*r4D5^JvzkcLeqO2`=mNq=`z`O&?!G+N9L0-Z6R*h;{}fhJE_HTK!$hh38qE;<)lQ)twg+fQXSOu1Z2 zyx-Lg+8d2>Jedwyxw4fS3f6DH34ul4FOgrJ?#a>>AGm_i*1YBwgS8JR*S?jOjuj_Q zDoq&D4H2TLNY4GjC3z^FzT^r3+{#Z~JadwxEvs|KnMb5|Zp-Eww>Z}*>%O(urRy(P z*&f|oFIOv(JoA<<=ufbCXj&N>AI^SE2A?@x+Z&E`+`TxSu353Im$e*o^DAQD`%tm$ zl4e^@bvE9?>3_r=q;eL^IR5L213jJ5qsx4?Zhs90>+f%hqHoRY)&fSA9_E+~DkpN)E-w=@BcsLLO()t?$!iC}bF9bvt^Be*i{DcJaub41M1f+fCJ8OHw ze=P(AGJhQ|blKwn`VCOvWz$e~x5Yom(Bcx?Gzguv2KeXU>mJM|?-=;_YoD+AC>8YFiv6uphX8!HuSICys z5akQH|M#F{yj|ywnN^9z^yoD#rr-t?10R@!^EW6YNyFdCB7j`;P(0Q$=o}*sJyz=f zsx@_3K!&2uwCeckx3Le^;IlRLmdp$AKf8v$>9TEJPH1DM`qS{NADXCOCyeN_{}3}> z;B>w!9yUOX4{XNHfB9CdypWwYFk)BQQ1m^5kdDY#96()S!r?wx+eR63NLmF8ude4} zahA?mAJDfWwG%{%ON`qL+k(H$l^FMl1z~8Hp!=xbOHkHJh!lo%jvP*sZu5!_lxQi^ z@_0+Q`ypp&)mF@-ny`_6N!4(e9H~H_bnEjoR`y~uE_LsXBz5@8zv2%@ch`L`3rM|v zTYZcQwGN?2(+GfhRAi{ru%>k4EIE37bn&E<2}M)QthQr5)PK_fROoa~$bpLnC2!gu9Q0y_aD(fH@Gpz4KlEWsj)r#l_>YW^^F~a3$Q$noB17kb z1CDIq{x+=%sil&0d{T8gN&(N}Rb zmzw2o=j?zV^<_yd20JRFt@BY>|2Tipvpe6ir4|6#v*p=rzgZ9cAmwPKRh%G+%*nvh z+DvfC0rI4sAOa>jmoOXx!{pNF$0gihbgVj`cbnCrOYMr#W97nBcMmrmz-HpsWHPA) zFOstJ1|v_}v-ADL#VnQc^E?eReU*(`%zHJy;LG~+W~FN8Et@y<8TeQf#Z78Baufn%WdSIfvVEsASsmNh!Q#n;^U6;86f4q`WK;M+t}9 zsqZdpkk9nbF9NQ#e@4M0z~zF6`^y1Lp2G9U#uZIm=%eMb` vc%pfR2&Wd&Rs7I13xfIn&pz7th4II4%yWD9)|x*A26#w`$%|GB8+`m9($15- literal 33572 zcmb5VRZv_{*!4?*kl+&BJ-EBOySqCK5+t}g!GpWI!{Dw#f;$9vcNpv&{@?qai*s}8 zRB_SMdw1`t8tT{US?k#mN(z#QaJX;~5DHZ^cgr!ykZBHuW|HIx zH7=M{lFTfBPlF=2_YlP_hg;WQ&+5M7giCue-%p`((Qkv>csVhA2i1W8{N5k@1fMpT zu^%tq-!9%?Cg1ra=mubL*sY=HrYGzFbAd(Y?#A2M#sVIH{vhXu_f5Dp5%obkWAA$> z_Nr_1`^Nk0Mih5dOu|D$8xq6cNJD2FyTUp=-vs{BZf$xlojvm^U$|dI4TxrnF}-f; z=@~xJ*eo0pa;XXS36I8|#q7N3W5$wwCKc375`7f-BJP)=dJKA^Pp^K&oU42=iuyQ(N@Frh^fo9%bjqpiZXOTm|- zI1#ATdU?7&fG(n}6CRnJZCLr3s>qsZY^@C$SGh)B^fQ*JRA`h<6dZNmF%P?nW&I#( zad!DH&O~V?gWGV71oh8y(Q|2Yg%2x<-pslLhGR^!4v|2!REm6R5Pmn6@kWiqmA%7YQ*H z4-MJMfR=zlbTjwotm042aNmDn@X2W|pKJP>T_ki)*p0M(p$cX6N)24AypoDv@84E- z(&AGOyIYM3{QXo8S}&{mODyf$@2hnXKL~3d#Au;%Q-}A*Mx9|k9?*ojEYZ-wRA?I} z?hi+{W1`WkkK4OsYU2RkpKF40DfiFZ$TIrN4YmG*C#GmQT;4R4^0PKy5Z9_rulKzB z<6Lra9uF-=XPZ~pM5E$%HjguohWdBnLN{@y%7hwp(I%OUQ$KN8N@*Ojl5C?SwhA2^ zBeo-|G^4DF=2<1#cUx=G0;Jv*>qBT|C3wFXxbIp;2yiEKfkx(Q)tfD>jdhF&grE}( z8%^^L92e}|wzLi@h+u3F@pG0{9#i6e`9>XIo1al^DZ^`SUl-Y=9e`yAzZ4B_V zc$T^@b=_vMrRuhTsAst=+NcPZ#4AL3(cK!JjqV((4P93D(E${Bz;Cbh4>ro;FU5{F!+sh4Mhc;q?hSc zk$aRd?YYVG5%#EQn=89;3gsMg2%(gJte@Mxjr%{n9KlcFzz^_ zWxo6Xk9U~BtDS7N;<=#y_OQWRU##>oZk7o1#IbIImn~Z4@>{u`Nv(DN_Yu6~w;5}- z|1RQ(eaiX&`yGtTY@QzNnE_Zd2 zl2XqGR6CBn^?rR4Jaz$1aC(dAi}W@Vn|uGp zo)&)nloj4nPdYZYaBt*@B+FVXTy@tV;g@4bOBN2aOT%# z4YGsHMm#Pz&k32tKT5`GYuVQO&HI!RtdiLbWNkd)%04NKl76LeP$;r~kUMmgdvZ@* zm?tTWT@dkX@T`%r(n(wznRBApC%g%IL>mBxTywD__-O@)n7al(rT&BS?igPqwU=e# zcD#a9-b{7@9nJvV(I!rND34d{ujRz)u9dLZqpLTx!K?8h6#bY#60Yu}!)5P(Ob65n zFPTEoD%jUt(V`g`Oh(Whu_n)GCO!Xk44*lHI>Cm|PttiEuz%AX zTF|2Seq&DjE4I5E`3_W_#UVO;^m=iGyS13(=k4ct)4ys7rBo6t*!k?@c?HrHeRA+) z4)!5}yVmj~kn(0xpRDC+tMUq{C{ER(E$@;438=YjkBiqN!Y~P-ErgxGP~R-pT<(f5 zI~#lVhBE~E`E-p>FA55pPB=Dg&L2@{|MPugHE?PLpM@)*yHC@OB8T!4wt(Raa zzFRq$ejYT##|fQyCOQ!pHs3e>>drcDTk|jF+a;r7$5)$Jh`5 zJ$l|4{OGjw9d(rA#UpGk=*HMEz!AhtJsf_{tmr{C>f!!6A8>28U@&zMhgsQx@^dIG z&-L2pn65+;EK+5)&F#nMOM`2-?C?`kgH_<1Ct5?32wFMq+*oFk^0?FdNA{>XfOh zTp%=4Gv@MY5h07ZL5fZoSWUc~ze?LjmiJ*QHsm8_e@vehC<0plb&`;`LI!bOp*JoI z8Lp_6=eq3S)RRaFP8FnMuA{dt@hdTjv-(1+xuw!Q&wdq#>34w;dE*?$sg{oV3hh&^ zEM??0o8E!%C)_&+h87FBH}VU>Yepz zieVB&?u|h_h2EmS;u3F7~xaw-?d6uOZgZ6Xhe4zjUZNf$jp_s z?Zv-R)J-!*i&DifT~z8)u!V)i!liEiyzc;{DBrOFgzh#_eU;7)jnA|EtjI(xg<>C*?X*1(}8G z0=5;>*~t-7-=&3hvDUhrf)T&a7BUc+p|dP&mK=|1+Z?+hf}ND!XI4}n#iDDpm*Yb* z)F;hx;7(qUPO8Y|FN*ag2{zq^8U|^G{gbflz^DP~thaft269sf6Ae3U`6MEJN=hPu zi;e7{y=IsUJgQ;Y0om7)eux1nsa9@!&N4ByB&`*#ahau(wLO^*mUJ_PDr&BztMCH; z`KgWr;v{4{+5G;%bXO}BiqDP?i*Xxz2+;_Ap$M4$&dxQy^n}HKss*fMvT0{ramg4_ zVg)lmFSmQhua?z7bmwh=We-k^D9q>uP1EpLP0D%ni`j!GbgSjZv^b2nP5WTE$2eHs z*7o!q&fOoaJ3nD&M*?Ik(mBDhc+(#H>p|Ypg}S@Vv%4SJ;z|rwljO%i@z?)P&!KV# z?6wGaAMk-P_;H|=he_^$uc>|^w-gX+&Ez!6z5J@WESE!1|f1Jt|`R9cw}LShmT+p1<%wJXC-mI7{j0b3-!ppJ~I5uRu%r2tvedu$2pxveZg?IJ!HSpKrEX-lk(N#%3cx`f2#OhbtSco4RseNzi0vTRGeC*KOWLx+HPyq0z0gf~lUd zK0gUx0P9e@G7z;tze+j873fv&up;n0w&5N)m4s;(mET@1FzGXKe-1S?U9fN$v&qG| zH^Xar7>Kme$Nk0c(=vyyzvm4JS#j+j59k>6y9^AWA+*1sI!^X@{Jz0#A*i25lP%F0 zrg%bRdg7951HWtpCAd}bS`E(JrZ|-UFgOAlCe$njT;~mIL;P_+FN+^RP&2qm=vKpN z`~nF5a{SDrpC#3rI*-Ln$J^~cB(G;HJ74*$CV#MAo`s_k6-1+3%7}~QVYI2NnJeGD z?vzl~M@*I)>3fQ6439#lWrrSAU5Dc;eTIIEr99?N8?luY|N7Lv=Rzgys;;%-E z!CxiYJn@fW7TRP@V_L1vhCbX-T=~c*ps2nG13{?HNlUj%NIG1UzUlyzo&19iB~)zCC@5_E#-A8(pa2v*abMkx(NR*mdv zABQ##W)?^CovkyvkAFY;OV$lxy1-JFSp0F22^Sjh@A*Zph~A2o9n?f`*P9YfEGor8 zck011@36heP>x)NG9#{!n^q|jYSD1i7);+^Y+-{TG{{y!jJ4Lb4}0X8E<~{0TtIz0 z#BC_WR9idI4vizd1kt3qLb(fvu;5B-__o+(93{CG^HnFE4{Exf*-yuNAo3X1?}KYD+#kfDL$!X z3Ru-H_E|BSE#ZDiL<>6`I`s3BD?#rc*L6DSeMJj}+yc17W{&&~QRX4GN;W zZH|7(uk<9YZ$Nta()q39`4Wsm>8)IAAGlsEGD`8YsN}Z@05wl?YHF?&z||1zZ2diX z{jnka%~KO_>;9kMO$fLiYjX>@_-bu%!_kL&{eb zp0`fBPlAL{TYPMs{VZsXs0-gKg-x34EhQ7M>770(W$;(wWj}&6RxfW zvM~JR_M?0(>*=?-NEX=xt?Fj706eCqtYqbo!C5I?FuJeBVzrRprbE($r^ro|tw8h( z;;@!#W|oimyR9d!OF#SQx3!{1Eu`x(sG4cMa8>Cc)Wj|EBq-+^gBR za=nSo2dkAMBRlzdVM1KUy_mkcUeSw?pC6wyG%P0;FPdg+_}G-FuG#0yC3!8;RW&l{ zsUZIZvm_9f&CZHBkeE`81-Ex2pLMh$CM(e&i^FECSkKYiC36YBP1}`?CaYqpf;q$6 zR4^Yz%9l@HXv^~z?PFa}serKd&Rb>M7azXtgEjLk+TxVgqTZ!6RI+3ZA=so1{3Z2; zg3*w_M2Pd(6*MWYDqoE+e-_vfrszWIxQP8)D;rJrIbDPpHhmgO-_X4K?88(!yo3U5 z6h&8a5qkw+M$0D2M`CPaKL|#*xOILDS_Dn2dwZU5(;`LBn%LeEe=6(3skgRP_IdGo z1l(sJOF&O_0mqYysymCPi+|bJu;SuQ60EgXbd9LuCGL60XBxuG{xgng%lCdgPLW#h z{WmgaQOVcHVCsBFj5Mg3y!``b9vIL=S>q^vFi+jJ^aRb=*m<5VvC6V7cea|$=P=OT zdwe6emx^$+vb?~`D{{vTRj|s*+|(Pta5U#pb!Szs6|09#xhRo=>F#rN8=F!U)o7+R z29?Kew_0srIhCm&e(K>~@WAM>N(x}?_HqW@obvooR)lB|-1Kn=Vw&w_N zAU4cD;EiJgVO<#Vc0FoJGRg&{HDaVS^4co|r2XcH5aj^1#AY47o#*6=C7+NW{&j=i zZfylFkQZUWLy5HY&7SuOWQUw1Ar=~rkzno4JaoRW6AGu~9s8S(p+(!T$wdDewXdFM zk+0$y-Xmrszv-6LQ{mvCn>h0^rDY2w4zllv!X^)XRD1=dS|9;Y?Bl&=xOBx_>)$us2t91=U zG!VLs^EznC<6_Jr78RT)Z8?{{;fm9w^c{$v{ZO!Bbf-GA&g@Y#zoC1)&Pl&L&a~$n zjRw2sx%?6Yb%sQJJB{})quE9~HzpHB^K^_J1hNf_N@@v~dJ#^s8986oiG(XE9J_88 zAcN#LCKJ~@|5o!^?n)IVNrhJbOO?Qs@Q_sQF3SAIw}F-Vm=mJMVWKE9-V5)J6?PAR zW68Ych<~gvRj5s>F;)T1Io2_vK)EhzkokmJA5e_xlG+Z3BcRqy%xMUQtD$S2uoBeC zOij}g=xuDPz7&U(k1;*2!T+CfP7BgH7qa40DE|hnIwc8pqCN_#Pje`w#t!qjWfTp` zO}OBAH89v*4p5Pp2h()+9Bl-28ClO&i5%rKkQL*TyCc!(Gonds3~cf$6$YGva8*Rv z(1$#JBk?qS(jGk`NISkp>VeO0Z)N8gylmrMs2(?EMcB}kK(iU|lpxZA!bwj+!vjX= zSwD)W_?hS)r`QB$7YWTbJ8b#4@d+y2-C%q*Ej|d=ZvkQ9VONCyuCWSvAaDR9uEz#u zl<|b}-;pjs5E~bWKn17n;X}o;){cPL7lqy$2zD;k2%(&df%ncTpv1D(oqjT~GaSGS zbDUW5xSYy7D{FPuz2Fu>wI24L$x(rw>O2P=Eu#GZD66AASW5G9_Qza+8LDXn7QM7_ z=L{d9UHdSN?L!GRK6u>oKX7f9eI%HnMW5E^0pGm2>Gk$jM*m}l@HF)y$P7f2ji^cq zQ!0Bm^&|J^tJD|qBq=5;KVBt5eXSx8Jz33HSSys|H~je8D2EWcX`1bAqy7VwAIjSS z4wsxJB2P=3=um2HGHB6%))J5+Y2uBh(&i8DzAFS&qah8@4wC(Lb7A^H5qW}1vEABb z6(x8uSXI;5d0a;)&%Hli%pq?oO2kL3MWiVg3%@Y&sYC2OHRKIik5*GuJ7)A6p2ak) zDp_OUrO#7_SY-`evl+q;6{pcC7;}C;MgyDf#xAJHYM7MbNmGk{W3QC1oA^Y{?^9aj znI^+L!VoU`Gd?M<8xHv%##oKBjM5Okq0mWg?C{Nad!@7ZQp`#L*qg@7%ZzGLVkJ!4 z;%t-Nfy8$klKK<+nW7JcV9@cb1Okl!mHB6ReG_5xVUVeE0intqp}K{b%3)RO3!@I`Lyxv0bfSwVR$~6vH&!`8H?9qL#>#@f2W#<{))|D$D zA#fo(RVvpFPfI_YJEP$fRqZa#<}$?zmBJe8-Z#Tvg<>EP7q*OYILkvd$x*5O+1_*N zc+7j6H_-#h>AAY1hJtVACzsQ+NctENl;vg?+znB$Sspfw+(bz8RDmxBeO zd4hx(n`p&Tjm%dUx=_8#tKS5LG26H3WCHs{p)UNwUY;z=vM+N9yR5Ib+|YURso0gR z&vfO=ijN#Kdr7Q+=U;`Pwf4r64;;Q?qa-81?gvZ?rl%$o1!?BvPMk{Ek56i?Vm)n3 zlx~#yGWIAKWulMrq4~NdSSr25$HNjwzc$ON29|=c)qz-XW9rE!rS3HOH$IeYnAP$e z4=AR2lx`(RA@&q_3xgaPiP!d0=;}XI$7b&`W|aG=4?De`{g!$o>d;J2Y5EIuZF2mV zh%{--YoPPEI~+Hr9msYgV}8@HmRwf4)HSIl0O;MQ18uN_b<`rOXVmTfJkp&{eP@wZ z9;8UYgP#g3=GddH@)()s$Re$ePh^uT+e02yYy10>M&{tb2vRjsYm3o&Rp^QnrX;EO zjTTs{4g^Ma{A#ALQZ+4iaL}VT(z;U*#gcWk4>1K>CyrGLP%h!=yT>dje0nT4gzQ%6 zxs)u61-Q2vCF0N}`@xd3*OK=RCvZ8JoXRQTR-7|Oi9#c( zEtaq2?t;y(WU~-!GvEL_IRe-BsS>w7JZFHSP(nnH+zysy7HB5t`cBDZ8-|U>loU6A z=T@;Xfd%bKB}O>18ErzEB9wb z;s;ZT(db02i2Y6avNHX1bgi81ReJT0&CAkg!X)veee%2Ik-3=XqM0;ZY8vOaFr)J# zkVO~uEDwGQL)B&*jgoGASLhr{Rg`7JP*9(R$5%P@PN5U&;=9x#Ha7J`qga?hAY z2-;p!Qqu}~oai-aSo&KmCqw6~gpI?kR*0%8y1ASLz-zTC+d!4)Y6yXf{PSBd;hsR< zkJ+%8IC5+^rCOln`(PS3F3{x6Z_NHhd*Yyk(Qk@~_V@H*&Iecz5PlmjOnCWw!x(d3 zwF7Y?ctXManJ#%lGM7u$&Dj`0&EP=-;lLzk&rc7c$hBjhhEWKs@k%cX*eGd`A;5rW-4x3OU43OnU57gA*w1cR14V zcc?-tV~-=-TF-HDz*a+@JKjbt8eXf&lp{GIQl=~ELS4Y zbxP61zT72tM4}~w#dGDb-fb-af^psGubG+9Nhx^;JKhpwNHO2&@pGhxZq6rJ(N{b`q{9LGDmF=7V6DiBFet3>`$iF6!l<#aabWST=2~pr`weg}25@ zUO=FUF!_>y$$&{l-FpfcBGvrk*IBsVl~zbqR^nC1Ji3iu$H|)A(@*a64y_lq1kN_P zO$^g$pIm&1%O@7ubaeQs4A8iT2P~d^?o+y_a}~cIf?f_5*NFC;8mg?+^&4D)Ht#Q? zn(rk)a}*d2{GRC?pB?9OIJ4b|m?I00*2C}A%N+F#R0gq{G+IWm%h?6a8RN7Cv-=7u zxzk9({+W@jh)PDJWG&Y(X2I%?F;X>i#o63N-av7mQ?*_xR${MilJeMgNvX7Cn98sH zHSU!(b|xpF2>z9)6ZEU-_noPO4H`E!?s9l_UcrDYH{A?cSZ&iw;EyP%GL4$goNoU3 zKL-@fkZFfFTEhRPGbW&)7rT=Z&~(i#FxNDF(oEf%V^(1rH6{GgX537=OoO0mGlH;G ze3nMtFk!ZOgIAcF^N<0yEBd79$drU5^aZ zez{M0ABRGeN7N^2<|x^zcgs=;x7-c|lyLBza!jQRTdj(JZ6!`(xlC+l6+(grIx4}F zP@I_6+O0mw<}2V~BO$EziU69VREgE6C{Lkhb!Vln+T-d>>WXBq@?Gdj4l2z{ zdqsGgE&eA4n`o{@h9r%Kzzk#~g>Kx>7t)>?@?)XZcg_1bxZFZd0 ztZsAbazb*~NGu|>ha$-Sg_z}B_A^=yDf=dW7Oq!Cs_FB)N=PHf`T}7WG2A}0@7uD) zc;IaqVf7eZhy7#qwwm=$BR4bp41?D*^F-ZwP+ z)k5Y)+8E4q(zjrDnAtvwlk8Hi%~#cRzc6I_0(Ie3)(=0edUx`aMR*l2>9p#G4K}P8 z_(c5yAMr`gJUFZRiw;8snd2`fBwGfUC{AnU%uZ(gl=NMs)NO@Ol4sTiLaevII!K|rS3dS{ANr+qL z!dvs{kh7rSbouGq+YtgEKGfdNq!shDlX$0bTfpK@KmUj9*8j*2^?y$%I)Yt<(f?~! z3w*4Rn@Kh;f1n~ASlIvaINk;zNP-F?S|f< zT2jEsL5i7$eL$j@5ksWWXI0f>NpM|ZSe8y))-II|-6au4G`tsw4paWYHh4~qB9OPn zSH2~~0Y|?gytMXJ!U=nT%7)xhQYSl^=B<3(&)NhALNd@xd&L~YSem5eOTr0$g$Wk!M@x}3!Dr|NRL*BT_So@C*y@#ZXOR`bwRMW+ zt^qjxbJ#D&HOXc&gYDzFL7kdN&pcVjAVpfhgnCP9RHJ#OhShPagSi^a431c=23UYy z>HEp1c%0XQp1;fmlmHdVu$+M!VLZzf6lp5=q(hEpJ7D|4Th|AfT=(5N2{1CH6C#U- zB60tu*_dEIxpHGQzmd+U7uMN+Jc+FnmbC&*0WGf@_6L6>w2j6R-+{grz*m0ye)%?U;5$A&x0F_1(km*!}{bBIm zoN^FUhCE)=`>Paw8&(z5S0(cM}z4UXr5?_sM-t~GUB(I!`SoQr^~y^Hh3%FfJ<$A$>;KQ&N_A|^a9dod11X69m6f2z z9D-|FEeL+r7NS^E5en#(5OH!M;3NDE&owSaR%*n_O~UU=9^uf&H02tvh_t?3x2q@AsL^BX!Iz~95tQ~4wwe}bhNk7 zA7^NF%)99`TdO21-mJQK#vU|$_{RX9?UrL)=7~Xt>)~iZuR8vJQ`v5^LAI7}8kJ!h zr|q%AHSsK}xExsoF=LB%?M`@f2sK&72TYVd45LN3p9v-n{rU)&;9~|Iu;VAwK~IN zC^3hx;6zJrtv7)AMGa!xQX_wxV%MtlNa%P}@Rve9sa$2h+M3;Y;G>n%r<0iS$yDQ~ zdMAtuymuy&mOy2XrNZJx!ITa2o0rAt9D^p?hjp7hNh{w`YV@`p-xEC9a~HM@Q^ zq!EL`nSl%iz6BiK?aKkqzMSlpSpSqtD*2GJ;Q`mX^6sO^cZ9{Q?>ei-Dpx`uY{a2L z80WU3wF2|_L(P(Ws96;AOX3eT%K#S46MM7M;PEEP2T;RV+)==EWl9MEBePQxvL^eI zx6t`y$Lep7G7i^ccDJ8R)IjqW-u*Y?){aMu*Wd_i%gM=psk*p2fX_4*g(;^kE&M{}HFDWw;KiqieQ=pe zR6grcX6<=hBYgu^$lpzI29o|E#f(*Jpfv9$AM|)c8sxv%J~XDYjvuZ`6pmLhtrJu5 zhJCF94&#!U{+c+C5AW=B#JQPqi_*;yhYu0Jk0>XN&u-@2Hhv0lN-7o7lf!!X;e4#Y zg+{RE>!J%05flEKSADs(1jCcIHGhOuYOT&6UtP8rA}N`Kchny{B@{xJn866%x0TzK z7C!>XUa*bcUrbVLG^?D>gGH<$FH_jzFYM82!Pp~GMO6uKJ85)E*+7QZ|JOgoihXua zn`J%Cyuab@>5k%+eEZ&@m7Bz$%1q{4gi3cwXCDpMP^4rp~!};Z|XI(*C?4 z*1@lG4t)mm4Z^V@yn{}=v=*sFUzAMcV$*8mc0mo=UZ+gmqagaa{g+Yv%Y&$WINfCn z>`|sj}E<_uWwPx z(G)~`EuAOAF>`TPuf_Q3c&*<2slZ{Ti!($46o|zA<6;g*UI;qS#$36t(*LO)*N4{h zYmA*Omh3#^*H1Md2GCXF%Aqf>unBe%fJ_zYJVj=*PP~AOkT{jAhue6r7>jj&bOg2m zk}~Vx6{jSyN%pkd5CziUPXBi2d(-r*K@*6N9RKBRW%%WfeRXkay7i|UBb6|y+N`q( zb&l;R`7gROUPv?;6;!O1glM<Bn6Q zq?)J#v}F-)tU6*t$sEzY5G@{+<}KAuY2VmRULBUB4~%khx?bY_Ley=K5yALz{|d9o zBKP>0HpM(9{+8a*mKP=n+-kdtfFB3$0z=Y5NB#qLLGM|ZENyNus_qwh&$0q^O^M&W zqP%&FSLo7a4gVKGjeXSW8S)!YAGP|k8Q4sHuB@=!L*V23DEc2EE^o8`U(^2;>d^Md zajqnUnYxM_I4zbiNL>dPIV&btE3*vFesP&Z0p|>Kb2wbTZ@BjA&7;F1)1##Y<>sG= zW&${Sg*lHZ^AHB~)=>OSQuxr6dw@mrPsI|j-#snF*gNtEploqxbtw*#7-S10q$sHK z{d=VS8s0*Y1bJz6;m|QSM{ZPn;BDX{vCl0!g9}jRYopMdd@eDnz~GJ!vZg1#0S6Jr zpHk)h0KjPEqP*drZ6*&_kP@N#^Ce}+N#*HOla{y+X6GYA_w_=|XmT>!CWfCmnO|sb zcK5R`EDhfgcA!oFNHR-lQU=NX{q+^HLmwkLJPx*06wa7s^Kj~^*WK|$Yj1+729ab- z!MfXabk(CB9f34nK%BOBBsYIpR<@U=z4|BgH|rzX_7)C*lei%_%F4=N)B4$)G`rF7A0D>m1NVZ-T?q3*tMFrVvD{5{#Fq99H9B)0Mf`@k z#koh7*3pV+_cmI3G77X^d|9`NGB`&gAjKVK*_WL=_d8wr^G?uD-lnEuos%TC(&L$O z@zPtt_eX)u<*B5ibaz)i`gNlAIjRlV1!=t`sk<@Spo zHvK=L`o!b7{;sk=sq$_7=`?mtcEmwmHx)8JuAvM0J(RK2KVX0;D>W#+S5RZMH!qka z@c!iLZ8g-c*4>HepodRXw^Pkf=8>X`N6AD`v^6GqRsXxo0;4`iw7?_G4uZ2Dl6MUO zk#<qnyCT^KN-Ev~N%AmYyi}xay6a&jfY#i|u(=28lh-nZy9Z)!%P) z1%bSpz$?V>J!G6YYRF4sSH&x8{M7RNS)&E3-J8ISYK9PlVC8;nD{?Ur$q>9~kDdt& zj6b`cR8mwWU){;|=b<>1@yj{X6=hT>2{gN7(q#Hjahtv8Fk_6zH*ofQe>0?Xz1?fC z0T(LEgBbNE&}e1VpN=K?z7+devHk96ZNZt+N35XrnPZRc06Ad`*xX6F3AYUcmLhqn zpGepIr#a&{0@SfA!cz11_?O9|&D43XIcd0$KP8nbzvhLas!!Dy!NPbG*XZC+Y=xr- zu=fvQMkh&%PXMUrvl_sNOGWvm>1Wr7x<3W8w^&_6!Y($lT$J(9lCMs1$J8{&9Xa|m zE;S~9953b{`MxJTn2eSSqFtI96DdE0T}g(7(Tvx|(!Bn*s`HKfP#fIatviX5s4Yz% z*)ZL8U%FNi`&1igtG0mxz=Ke&1ha-G+Pxo)A|R8JuckIbm0fSDgY($p%6`LE_(#S0 z{X-yq54mLnt0f3lFs^I`---p(d$T*vz{=`jKIG~$KB#F-4ubaq+pb__iIyDp za)Wi(&WF9YGrz{_21Do%1|MPWNOnH!r8{`jdw2GSUs(ZPjEvsrG%gZ*CeXS?K@dSh zsxB~)|KlyzjhQ9 z#bIzV`Qy~JW_^{`l6kfqIcibwAWc?$K_aigWysxlFLjm**hRrZ%EHQrvs{Fb9L(DG ze_W00D|qVO{gQv#p!3?Nr&s^%RF$fkvEtT`0g-z$I2+c<$Ue$t2xsr<-pNllynAW3 zEn%%4CmOpffwUz|?$MNi3$PzI3EHU-)0StM5zUCki(s#@)aatidtvez3;1(}yFBxy zTA+4GDvJ}rjfCLl>X9oPP5t@dyO5Q$1D)t9+#2c=(viqG$B%RqDZQ#n_z`(0A6W#M z=>TToC0MkRGrP(06g5rbw2?F1w3(1p`BkBmI8HdMxQuO(#;r`3toWB9=sX>tSp-qN zMt-oVcwe`F%N~8m0(GA*fmZ~@{189OE6)o*jzFAvLio~{Z%A-;?F5i7u&AyqoDaUy zA$zL6-k;Yz;<31!S88?vyHcwO5%y5Bu$x!`tG2jj@yDNj8+>~@5%hZ&OO~hAFwNQe zA+1a4aUH3_1=*E=nM_cBHqSZAQlF2((cOA{At3Qfvf$YG*namb#CL?69xJFTFG?LlL0&8pu>r<%J{y8YW>oYZ5QGK`fnlN?x*m>1y=42rKmk2PuxF6 zLt>MpcV2gbOVHv+9mi3qEvGM#xWgR_3uqfWEwmz##0{EpMgO?Mtez(btv@gNd->i} zFXhV-K#G`(;%L@Y7^~BWL2c$If;~Tio$-jT(*A!>r>^xwav)@E2H6g_=N0<}XOyW{ z)O^gpVwTrDdQ5y%@wDZB=`gzYIpcB-f#(c(QoQg5VK;9ZcC4-&PTRz?Z9TlLjyU~p zQin2pLkk;w-msnGpIY;a!KjKGQ!1;iHpYLy@m<@Q|K9)FTOJFuxSZZzGXIya8;|qT z>DxafrbpS&m!q2KEj@(yQo4QEb+<^wvrwc=x%zuXiTB&5k5;mP>Ro^_k%^(W@Xq__v zf6KYQLlVCCXD3*v*z~v^k0;J}>@t&0#me^x%~YEM=Knse{!oF!HF%YpDbVmU@?X1b z0(vvmIcmc;PH8&TmlGWE0tw?!;};yL&%AiwiJK2N4TCE-W>F;9>*HGi^Muw@TCKW6 zf4^?35#SO8C?vs=b*RV;ctADANq|?=b@R_0>qjq3>|;Qm;g$P-|0nau6&Kt_be+26 z%u4@Lqa2Ezb;PcfD<_x3syI%<7$a6TZ6k2X1Q-u4C(lS(nxeBKUi+r{oSLkHP%(eI zY=2kQf!H7=9BIzXju1<$+6|x>MCSmn5z#Cdl_)k#%*Bi^1Ki4;V$t~T*i2WK3kadC ze$K%{1qTG?D4-Is?6Na~V9*IJJJU*`vwzZAEoNzn|Hw`tKV+0h62GM7=GOmaC!CIa zTVa;OZ%W@jq*xdcyn;XYR=vmoZb?8&qC!Y>j z_+fvvd6J~-eaJiesQ)P_Ib}yy5$vPjVi&-(8cdFt{C@9qn5|aGZsV`QKRm7`j$s?H zhmMl@1!BcjB58DKN_eqmW!7u63&~R!#N*qXC zXX7!EeEzqxYm_)0<1H?6s%?D&&wOrpDS0GfMY z_vCO#1SA|R&8`Z5GK6Cd9|*Kro>7@Xa>4vocKgjsMoZb17LOwJZ;9hLk0Ulg_|v-A zwfR-pW+l25stzfRm`Ok+Jv|k{AziTwDktofgn)?)wu zCgTrcXo8}oKNGZVD|;h5Jo?;aAZI1o>gqT@KdO2&o}D=4%oDB=gXt-`)N_EeTlt9> z<1EP*7xwwa<=5`&RYy;ujqBNQNp2gIOK`MTd6!NBeb#X13eYS8ko~&nu!h?PRyRox z!+UMreh;uUKQYu#%f^y9u&fsj>AHXB&!{tVVl`n%+>2{8mLnmrY7OoRm;3RgRb_|QgvTOha5ZvzIM3M7p&)bM$&g;KXUf}lRl?hjvVz3!?z#AV{DR8 zH1%|Ke9{s8&sG7j=jPU_E&!-03*tPD_v;Ax4D*PQG$7RyhuZaH)Kk+M@!=mkhi)V` zjJR*Q?jHY<<2VK^``?ay40q4_`^85B=B{zfNJVSUJ5=f`6K%gF_QFyQhgy&gVIuEO zBE|&KrFAQOh?w-nthjQNJK_x4X>Ez?`K^bE_iw|#Qr~hQdbT_kbLi=(g{ja)O`#y_ z-UFF0VS#7RD&9-6^x>DHw&J+FBAn=inUqF zul&Nl!rC=%QU%|vw5|5&X2=VgsO#@rdwBgvq{)|8f#q{>Eqaf-nc-@?C<$CY!UViXPmV(0Z=EC=m z-gq(8reAPMGpEHGbH%Q*xd zd=CeBwj?GE{L_%^to`c3VrDFd-E2!)K#{bi3w7*7plJ*?5d%c};_l>ex-zU#4Am&@W+MzTvo!s8Q zLNc&d`Bq71Deu=vGRG#M3N1!Ke27klY9H`#s7hwxL_gW69S6foKkxfs?Q}v6zV6Bl zgC`aJX6AM-*yr}h&I3_PuOUvW9BT- z6Ul5AS3wr1NKa;z4@DN&{58*BHYz8WsEmzFX`OBrld&MjUkfq-apEe$Fp%XKbm}?m z%_ks$n)y|65(eu!><~q)A*Q7agDD_Kaph9fo{lmZ+iX30I+=yaOEs8;C*S8>&79+n zvP@I3<4RS-&lf{XSbP}VH_{+qlw-{XZq@9X{QicgJy>#}(4m6Eb3A4|+y2Ar;vQJU zpR)7XUqg%>2l5JtVx*+EMA)|$udB*|*Q4lUXV%>1N38KRik)9H_;r|F-fg*yvI_R^ z$Ol~U>{@}27(3v%qPmDV>8u=4EyOQ2$@8ik)z+zInCd5i`SV8O z>>Vc@=S?6Dj1CYewY|Lzac11m!`L8-G4p+|N~$OoxK2*F@~i+&nm1d47(sm(m2_;aW&|q`ARG z9Y>{$OCHhWkE!{U!f|T7j&9@Nnb|Mbqau6mW*yT@r6ayf<=uSCCI9wUT&S)<#2*z0 zUTY)y8bY`|qn(<9*=a2#DR~BjG|w1gNV?45w-7m&uxt;M3Fy<|iA*qy)%4N$tSmg5 z&`JSr#AN0$3k?_2bK6Pnwzb8_4#N8yo#?y%rvayFt3%cLX+q=5N;XR4MJ|2q=X7n+ zU5SZ!maoVNzu8lwJ|^p+&Qd-wlh(#gw(LBU9+#ju*od$eK~pPapN9Buo6;6G(tnXH>*17_v_ z+Y11$v_rtvGu*fT?*9qyWiP9G{pvNuh;trppg4%rq6;&6^KFZ|n{2-Y9D<-WT&I47 z8@)K-#?1Roa!=4lCC~QJm#HJpM+l~3Y7bbxev@+fuayTEEMEz#NC{)XT2}6V%khE@ z-!K;uW&A#zmQVj{AR?|5kbLut`?cXowwPHjqsSer%FtveG_=2j^027sJ|K}cStP=q zlK%?=2>e~BqZXw|x&~AxHWg#vgbop>HY%>2*zuniiAD%6O2vw+<5s|YI9Mr)Re>#2 znkb?oLs+Wkw2VZFaHQ3GV??N^C`4L zIZX|OC{31X>%XtGmlMU)Dbk+|=B6JDMVS%jN*0h(K^ZU>`~XKJ6q*HeP`07hko720 zNP3v=l{nE-{frzz9L+^=ZERmmhs2zcfzaqD;TcrD6fN98FhwEsF+%e?{OJbrp}vpU znmrC$O#L$+lmC409wrs*`paTqdh0yCCE5f@d8)*HN>Jb{Tq!kUv^GBshLo{P;huePvXXYuGL= zAT5m`-AE7J-5t{1Lw5<%-AE|i4Z_e!gVNpI2!fQf=NHaGHRSLN4XPIa4p$#}7#n79}_d|0NRm0giN zSAGmzfU9TVM2)>q_&3E{8u=K0X|;7$=U?r^O^Z#_d>BXG^;yvyICbDk*>?nMMf#gm zp5GE<9&TDGH%u%nX34Fa$SWUDuVm+pclosPwSQv)!K4gs49`siAei(ZFVN9@i8)gK zGpy>p31{n(8P)D=>`RV?{1neaNakZO<=Jk&`{Obs8n?~))}4AwE>A6LgXI&PSOZ*o z;){#1a+*A|u}j0&wK(}6x!^!m>KMb9?7$hXP2h1S)So_$iI28CN0bR;*wm8~XteCl zLMXrGPtEqh@B2w4k(UOGYc@4x2C<-ODVGOW5ScHH41He{GC8P4+F z+*h0+*|_<8c5~X{5QmH)7JlIE4xnPo%3v;?*Ud54hjfeMWzRX}(jkVmUL+dXa_+Xsoo5JU(KU~xMC~s?nu@vI@lzsO8Q=0iLqo`V(waNW`o4-$%z7*X zokW}xWTxhI(#KQJWGm^!W3v6LxCHvW>A%Ea%Z!;h$LhAFR)%tygLuFQbYi^W6mHn& ztZ}r45)vhaDwRZ6M?u5QKcSz2{z*p4+|iec#cm{t{X-7+Jg*E1{uh#t(>=Cn?L0HC>jx_``gS@%&A5NhC;4XD|$S((!%{OmxD`b4e`d{Dd}Ab)T== z-CL|Fm;!YVXPfswn{BcGvajlk<^t(mYSN^_WTTn*JgXz)WW(T28iuGO(*E z#=&1vSr`CR;LoHFb@xy}Lqv&|zw!XwHF*O7>gmozHPrN;_^&y~d(8gb(01ZCUsdSz zAnw1Ur>5WS-xN`=1bC|KR~xP$-x9u@?;a#IC0UN$&`kEdv0Jd{{4A3(|FI_X?C&7f z#rTv0JF^8r(qp3HLdvlpt3R3-MBc6* zxuS-mCEHigxgeJpw^t^H=t@d8LjDUgBiMnq`}GmLc9iqU5Jl5D+PpM2A}$(pFrIdp zSnBV)F}dy$h0gm>-Fo)YdjzT57VROmHwo7Mbpi2m->grvs;4Wv4DbTLgCAdWIi3M0uJ;i{U<}luUYRH8#2j ztNgjf(I;~WwJIVW`0<4XpTDf9)Oo$38Z4aR%q{9B(*4s3?!--g*BW1BC%3!$ic@|p zoy6hmT_QKmAB4}ZGg9JCUf(C1hA44RN23}TyuAo!$3vCjQ|30EjsouD&Qz~G62Y$P z)aGzrC2?_qDVapolH)?`e`XyNyMZ*lex7)2H)mX^M;(uIwGu{m4{l06dyC(2tB4|1 zKktMvxUn?8pbvEvWIOszLSnjT)@Q~95}ms^*XPK4_rVxVL>xaP-etdtI>vN-dHsZk zi1^n{qT5%UH*-xxTIy=ypks|^l=``GCFB8e&xa&&ST!!-2tW7tHDcZhJZB(2I&E@8Fr;)O$g^Q)KraX8x39F?`YM`Wzaew!=E&MvPp_V{@OFB4dYoKVuX z=B2`!ilr3%g&%INV`d&UL@33$g4#)bjlX`9xSrqsbANE)OgP)lo?KM>b8s+nVrIs0D<^e*GPmTc zjYZI-^ij};W;xpx`>RFLu_{@`-OzWit#2iEE$|4=TbZjIBMslZE~68&xE`~3=lgL* z@DRn8*ur(3_EM9~*B^J+(eaZKK~g51jEXr^$V&>w*Ofdm(faDOiftw&pVc3pF%saa zlpGY02jLXy)GF96i6sI%@8g`62}wkh)ND=l)peQcDlxPAwST$&dTTs|sx!6%fK^>q z@I|})Y43<#oh{Ofu6YoP%-Q8|EYyu7U><}46^+KbeF5aupUBjQzTSc&=Q+&<41ksJ5_2t=O>^@g3yy#UNtH3^0 zSS{j&e}zz@dV)I~ohelNo&rWL)@iehkPDyYKrz^SY#Fjx=RX|8Y26KBp=pt7(k^$m z=(thiE(nOqcDFM5(2W~y_`y=Vj+HozSzz%hxX^51pa7Rp4G^>;f`Ukx$n&Ms(>otL z+_>|eVzb|ZRVLpBma{l`Xiv*Kfx)`(cxr8%XpQY!v(T(WIj|<{3j>_kXTE@IOwIX_ zlk-&ygCDPjK9My%sgxK^?tnvW(+4)B~we-}eaHAhF!)RC)m4NV3WA^tGv zSqvvF)~7Jcg64wENO-2%A{?LFVv(gjkPiy_a~jViQ!TAfip^6L03mv6?j_xG+mvDj zPL$Y}KO+|h<1V2IB$*~Fed=NUZCau)q|R3JQ*G|Q0ZOVQ(`z5=SydvT?T9U`b+oz7 zGV5u=Qv9s5Bj=wyx6Y+-YXmfJh{_}O>9X*?l!uEGMstu+Z8=Bq@)rg)!aRj}9 z>?m3xK(;<_!mEiiv=I7oe6CI0j`>O^LC=f#gT#A}qfi=E*J<)pZU(*jUSDkbwb+)~qT5%KmIizoU)5!d>{jhv&eI@P}>0&MzNBQeCa@_YHfAZhYrpxrn zmLqtWtTbsBH7z1m=x`1|GD1}nzqh{ZcIB0mI<{CT&X3yp;3-&S_8xrjeLSlpQuN%) zM5^+W0Udkl{jODfhrYxJ>7pkK9)mlc9VLeqk)OIl5@At8!>fu~3c!FURDi{#V?*X= zHxkyj1O7xMm{F8QsU%T422&JfuIf+^4@MS$voyt3J>@UPDigZG8=d5NA=AsTB`P~B z)8Q~DH}&nE8S(^%Rub9Q`!(#4p?xeqIfh>f-%$*Oc*D35X20lRPa4d@tAL|?%qA2? z7Eie^3btz57ku5)+nld;?Xgj!Wi=s<<#rCtE9%mm#2HPhK7s!213~(X4fj&f)m0#= z*$b9=IgK5D8{Kfk&5K+>%9>Usw+^ini>JE?QoSvq*{NDquVS&cTHJT`o@B8|$Boa9 zVwC2v8eXiE9D(KfTreV14~_xZnMMgmIae{P%z|k`0;eq1Qzhew!_FNT;@|X=hY~{g zKH)pqal8HVc(~pZC3v_)`3GazXLH5)X!t?qFbH)tgMsCYP9vklfCv;YU%~Hv^tdD= z-@rxUY)i^LX($VT4qHFLrU0x~(bwP*z}x0;|G3TD#*Y1F$Gbg|js+3`l6y+sRtz92 zFZ};gelv{1idEhPQGOMA7TSN(7M~5K>F9%)>${%PuY(C=f%T;+EG#m;>23{<`j6K| z#Uh0bJbWwDk#XkcgSx4knc`945jv!^UVIw)1AH$DP-^wHa*R+Dvs_+VDXrQJSYc7f z_DDqHI>r7ZPrn3b@0M=A=%s!tvI>;&z8Kz&>bRH8{&kpxiZRi6J&%ure}%%kGM{dC zShbY?qPO>I*6=|bnFA+`EuK{JbKdDv-4njWB#kXG!# zSI+Y|-?P_hxDbZSk7_HiSwg_}3O>@9T2GbeXyg1#Id03 zW&W1cePM2cKgZF+Zl$XvNhuamk_2X_*8&boSG>QTnAplYsh#*D-BNaOjBETO0EqqQ zSj>ULlL8>zaWx|KpR2Ar+djo2I~Lp<|G8T!oguku8scpKeSGOJ)9hqs7jnkpp2(TC znoPFY<$W(Bpr_ZMoBHu=;^0iU)BFDVl+(^c?vlbFW8q(u`JW3OJ3l+jX%(&9KP1aYyVY8WID!)(m$kT{|iu2dEJazO_H&^iADDomiz3d{q{>` z=~Jqwx&D7l<7YWDe24B0#cY8)9XBs>ak5QYvasIn^uMb?b8=Dl@x`|u=z;G_HOWzF zHHNHI(VB<%^y$1&*8L|L-<6D8-+nIxed+_HGEA;tOedlWhd42`7JY@54f!P z6FH0H&cor`!eKAnOwn%QbGVLjkGxqXSe=ujVeLt}GL|SeOsfjN-qIp9sz1R^2z?cu zd}K{c9un8g+n<|o=)9Zk@-%wJVO{z9r;{`th_sK;^X?pQmqNVXA=TW z)HAhq5j%S`D!vvDAMx&NBWZ{GwxQ-X5&hf4lpT&eYuLEaw-Y7CErYKTFpuAKw9|Uf z8;f)G?^Qc$&dpZ7skQDFO8t()<-LHeolEPUUJb}+FHw5-)O2H7PK*1g-=8IHU^&bm z-H+|2Od(;ic)E2bcRjv+ZrQnRKArv~I3;?6!dDq`S}`*bZgGdFf%z;ZUrLGY<26#5 z>qIIDFyNQ2vFVPLyY0$edQWS8ba07%B`hSr4!uu!Wb7xmyu{{-f85dOvWMmT4$b#3 zX84-1SAPvIEMY;cl2zd0AcB!XFlRYGCOJ?9_dJ}7*xBEmKJJ4TXNU)I@eKFFmL$p& z)B^OV9?@U%nW{^tbjm?xCs3mVZ|)T!JCU}yoEL~Rv>%Ydob4r*t;SX5Eh*ZHp)^BI z85v&2EO9U(1gAJoNn@uUzM`F*^pGvFfnQPoDqAjT%Ak6Es?SSqAiXW{>U)%hAi^sg#KFS4Zr>(yITx`npN1HZSF zb)LF`{c7!f^=afgA4PyEpKn5GuAeiGPyjG5;QiloRe&s`Q1gcZXTOdEj*i#HP8fpD z6xizC+g1LS+hn)9i-_M?|)SwR4Hh(hTMTSqT4}he3_#{e~Wy zlWr7wcBML^IR~MxJYlK~-jkXBK37E3wK;MteSKN;y+MP%nfbSzj<%#pOA3u8mkO1g zEd3Aai{2LEk-fMCG}~=m0azlHVbwLO>rXa1qm@eF_AMM3K{uT@x(X_rb7Qb?q8!G| z&^hwzR_}*T?pz!dNx!_5U0-iy-7?;{^*6dag+WT)(sYQ*Mk zep2Pu-rJiQnT3x~!8 zSPKexoEo7ctaLb%2;`DEcGwCrbDc#`B|kJidz3xyoSVZBJKqO!pfPt)l2jP8g=jAg z1!=Fk$xc;wWA+D@0bT_#j+rJtX_-bE4Q4n!gTdY(fZ2X|<5QzML;oq7xdtY5+fdr^ zEQBj*fMh-|q{H@Q=N-OO9=Dt({4j}%j!YuF`)$+R-8!VQc;X(JL~)R3jM!!GDo5rE zvrg@^?C75VlwdioD35vo_HUD+I7Kj%cB7sFY$S&{`4^8;Wm*ouUluL=;yT42)-InC zL_X3~oHRdfm!&6eaeS(^N&9X$AE_@?Np?;NkP@@Qael2mKdQz` z5i6ooxSBTr%~F1T*HUQx6HOq;O+6CU zeK@Ud&K$5t1gM>bg3jl2u%g9eoU&PAhGfiic-@yFHYdAZMWYSMTDqd)WfdHv$jzkR z@e}Wg2?jJ?c$@K9o5K>D^%s?5d{^n!6<5B{6Mp3rCAaOOb#2>4X;n;HUn#9L_HAB$ z6fFyEMlTUM_ja{we>VL`YJ9@>drKIr&q?Z*`?xu2HTN9rh!zgfE4}ZC>0L~B!;u3# zUX5OAD=W}e?Y0M@)y4HK+bt4(k!PF$xh98yYkOq4BbW-GaMVO*`k{%MR5qgtWZfOh z?&($H;v_VUEeR0=KkoxTycg@XwQSVpkgR-D7PcsN*-7rfQT*0<4wrB?&5Xv6f&)p4 zGBk&Ogu2$Z3&i0nF7aluAyLC0EKJSv{Vb@I1yIUCIE=Dtnr+fa?9HfX#|;^yuZ{+f zKXP4VxP(f%UCl%jsZ-I&kaPg)9zt}_&UGLz+L=y2peRDbAr^~dpdBv@P|H?+*eW|a zDmT_$e+&cdyvW=FnZlwsX;Em7$gXjLt)^6*e#lseqy26?4-OV0Q6lOK^!4_*-1td_ zIFGQ}#q-jjOoWek^k$`p*qNT10p;h};&1L*9eU7FQ40wx51TWGwR@ z8ywf+cR4va0b)BYJI4;43b;U%JT7*pnf&mWP#p|f`IJYoQ_c_HEgIlDr_*?W{nr-I z9R_VB@ys__i~9@b=78lCG?-!!b)_mnU8zcGBOyS(2&gsjw%gyX*#Grv9ob@fDn5#F7!8)T&nkcA9r(oDt1;&{J&k$U2N8>Jr2v zLK9?j7*8}`T-3&17@g<2ALgYND!g7tVyXLqeuVF)?0T`DlK#A-^+)sL;WQ_)g_hci zQ2<~poN+V1s^@BJLPkDj%@Gd$SX%!Av#^|HVDsIj!fBz)WOYRbITXYkm*MUlb)89l(ZH{tLYc^rFU=Q_u7HCwU^#M!NgFH z+5>u5#VxYVeb@WnM*}k=M)Ns4Jf3f`<8zs-oDpRPPjL}2!eu7pDzYu4RAehBy@RQE zRnqJ!B>RHP+8}%Ana*ZuloFfx9P|gwW+bBpVvra5pJ+ffcZ@7mWfUP%Nl9>g#Up0s zi?Gx(#=pWH9;O|;;MF|9%{uQHtek!Jj$;T_Cl~C=F3L{bQF)AoJ8Uu60P7X3BZ|R( zcES4H-G#gF@5gM<_m1QhHK#|o6U@D2cwc;trxHWts|Q=S*SMn9yGS3{dI{=YU;Cfc-TM~&@T&zf1p22N{t`d!7YrHE8b#KH z6UwLT34Wv)+GEoeo`+o>t*N}J+;i5P1{q;Ry^>vZ=@JYG#0xYHdSxW~oH8oxoU9kZ z|9M@e@t$C#Kd9zpQ83qGcVE(K)`CROQ}d;R!+Gy550B*Q5rO!dtH#L+I8Kwg-)4{BGFwY zw8FqC(EA}aWB2UIvsboA1GGrvA6+h^Wn*HHKi`=>1B=P$>nup~wAF z$I7r0YqPAhxGx0byR^$C{T%Dvaqe&90HL#_b=UsJJ5D1BNrHZ!oh!60;^KV@6!CbW zvnPdtsgEpSHr*ld>v0uDJ>X2SiyFf{tLPvZb42tjC8c7Tpn4TR4nsjg_5ek$&!Wen zJ0~Jwsy&I*SEsG%7v0cFtpcI+$@tCKY4c|bo{iX14bJ5llvm|!W>zC>{zen@l|}wC zH4hpv1ZwOSjtXwu4@I+F;o1Lr0iw{}tq=pW_TxH=hXwpfauq%&CEF{WHf)MFe7rgI zF?_Dre;ixxJ*B&m_nE9l0fco;{K28A46T}HMWW7Ce49~Lh zCRtdfr9FXaQ|HJ~b3U@x&Fjy>5$1o1uffV4dtcwLV-x}S-{Yc>tyB@awH59l6Nw1ts*j*)o+6Feo7UPWM%~f;^-~J5l>?sUlc@gzFHUG`= zhWpG;X~5UTv1QOLQ;no*{f=PZ(Dv*S8(2>KCYqYk5RSRHzH}m-fwU?RP4s@ibVQ>~qo!=G4!I-W| zw(C_CUNHNJ3V+0M zr98$U=lo$~*anr+GUGW!o`oLA@5Umu=vu!E4B+eZiJ!S^a?}?`i!}q3S9@+L*$Jul z0OO=l+#`+um)}O-3x4IZ_fEBVpsESx<=#OSo!n{L1b*7izGDp##DUb?ZiS<<4;8^) zyRTv4sJ@tKDgM$P2s9!zv256o0C{zwa3u50=o;*>>Uhm$d{d@T^c!#o4dx8~?CS?C z1ZnZZVsDpp;o$Z>1u-L@PhxR3aqN}qw~5uMqxVM_(+fn^Q*=XET94I0W(N2i^|9ZB zfKX@YO#~p5!9_cBbBxr6^HwJ8N`le_gIwc8zB)J3;Et)O|8qo^!PBXlm}1LfOBpvq zbuivS=)#-p&*fK`+hxR<#g2m_)CNRHd#En=DAesWbtG>lTM zrT0N5miuLVtjMxt=4WnGY?`ksHbx_hpM|Jk@qVNqtbn4qR~HYUC5@sH#ZMc>_L9J|~X;^97pH8rqdPqU^g+tph2-T2)euWVt;ot527+{H7H zy4byHr+m(_^E+Yqlj^b+p4UaDZYk4Rs%>eiwId=DQTVV<87vq5F-yE;38YYsS1o;6 zz1e>@u)uY^r{A}-KxnyRR8d>U&2fB@(b0U&P`Nx^6KwyNQzmX%b5E-V8>>Kcbh;-dE%w5sG}RoOlAqxvFyE6m^Z!g2OmYy0|E7Yz>Jr`ua6o! z&0k%K3n``s%mn2GHVWm|%eT?m9wishq9q4YfRJJsGB3k%F6~DGcv*Vr48_a;9cCJz z-DlDh>Q?=Q`x&qaSMH(7ybZ%Q?-@5Z8wX*b^;Kz5d>*^6}pok9$GvqQ=2#h zwHA;-Yop<99ig?+GS>g*qk6G^eh-Du>VuUiReU!QXT5jbrYSO$xe~}ldb)TfwKZO+E0gO;B zHVYlKf26rDv@v@oKPQK(Q8}#A6xM*XBuGRt?g-B9wD}lth}=|@HlKzWw{741Zp@NTk~w4);#~q8CDpmSeh$F#pYlZ+~~{ zLOVo%jvS>=`XR?o)cg+g)LH!+xkC~dbS+I*G<>wYsk_)e4%vFlZ{_R+80(wgSCVrV zqm8nn&1NPj7~flxxTA%n^n@(A%MH2BLda`Jk@J#_xzV=4E8((Y?vkrOyB*|?yIR}T z(kzWNm9-7OJZY5mCXbOimK}tA@jbR1{-QEGpRTcj$9md9QU-TVSu0%;U9GRn+a3VT z!=AG;BY*3KMh$&k=i=rJ+>WtRsX)ZciyUT4?y4R{IphmlOKGnCT9H45+Bf%Gr(cBM z@5NH&OuDNuh2Bj@YlqySo{y0-wKhDd(q_IbpHi!wFq;RRmEY?HX5Yv2HG$=etr47p zPdb!2PFF0aWu1~}cqhX)3I*BAX))S#KzBGRo?!3MFSvplL$;k=(1Te_2j~D68p2KxRy&{R};})o@ zvxk#&P6@U%g|6BZwSlAoUcya14RJ1a^ru(aK26>&N0(blBvKo>fsvJ_X(FIl`Q}H> z#A5YYnSQhvWM{?!@9(*dYmpZ~z2ewDp0DWAY#FruiWx$G(7L+`JkmY2ocRfb21`IC$z?Vsc-!Yrp~E?5!COUPTM}c(Sa4dBfPldJ z8QKZr-Lj2PkA6^T-7wpZHJ5x>&@n=-dt>K5dED%JMyJNRjP9_j34&TPL(KxLRZpAf*u^@;U za1$!bH(Ej33=rw$wBL0*QcONK>w!)!mV!?FwE!nKj2B+InWHJJB!e*8RNGW)xZV_9 zy_VZ|RiGFTeZYmRm?UR8Xwn;3s^XQ+_mFkMHlPxZum@#beVVZ?whGfxz{;xcH7CPJ z-+B=QEhBSTy+qJ5MOucOB4embcwB(}gG_M`Hb`@2cK&ZHwPIz&oeb#m{}l5@gkRs1 z#^69!kMwG^gLvkHdQQCycOIjMg7&N^gtOPtWsx4Cs#hajP9csMVq;>ltGe(7H*{bS zBfAnUE6uxrmncoHP}<^3b&aIsGIobf;Df_&1lKWSwRhscBS-+eI-U(Zj1U#ct6 z^5qkcX~#&q+9<^V56Hyyhtzg^mkxy zjRjf?eK=y>G`;AIt7HeeVN6o2yZlo^VjGED%>?kZ=G0v*M;l~}7An=IkopO~#KdjC z-QEL*SY_k>VAhY49Q~7*J=&$Sv1xB~%__nc+gNc3b#uMim;u4uZ@cEEt)>;Pw0NrV;W2&wQa`j_gpfK zq?)G_>9C+=WfTIGs(q}9pp!X~&P=tZR`|XOAkz#?Sd(}cFdg}9w9q=>34=52rt!pj zA?jLj70Z={i15oB4{O74fs|T)vk&`GFfZn6O1W16PhVC$S{z! z3QwyhWI}BC`9Q5N@~24uI9yM#e#<)DfyAGmsM{%!U*hbnsoM8(q?Yo;{KlL%oLblr zo)Jxz@~tPXCylOn$K++M@;PHC>!4KYB_j`y$pc*J$C|45zc1XQe={7tA?|T|pScF7 zH+69=(?HgAPX!+qzmBf&(#=Y`jC%F{3M}}ZHeg2RRWaExN_#q1Z(;VIPf^wX-YB@0i9++Ce zFpf`5yPUxxGZ} z?ZIh9+?bbYWA_bh=CmwU!90o{!tyaCAbD@(DZQO?+Bz!d9$&y;O#`qIY=pRSDobTg zep{puE2{UoCYfpZki^0lnDy4lRR25M90FA3Qj3jo{M#a`HV17H?a)$L{$6*b0>wiO z=mr!_=S(N8%EGbC&pJUhY#YoMkx+9 z_AKe8;H)wp3?TF3r$ZX?)CfUIWvoS7kvQtx>;yT3;Yv=$f9vXA3@uYR-e20I@(UU+ zHp1pBbwRjS?XU)(`Z?#lf|ivn5JCJ2#w5RE$6V|=r3ZjI%;&_m-&(xktF)t$X}2k zJFEudaqm{VjJ^WrXnCe1eT#BnZdd4mQ!1CsfD{uMjuG_Q=pxetW9--5grL{VA3Twy z@mNP?zF}8>Z4jm0xpaShrAI;)1CCcsdLf(fy!03vp&~=9ncT`1CVSx(Z7>DY%hVAx z??s`~ zJ6K7lRg|r14|3&Q^9RPcpPCjYY@X3RB&rAQ(0wW@Alw*w{lnP*l|-v5LFysq%MbXJ zRFPnd-Cc2|+Gi@A_uJ$vLWYA30;D1*;oo6S6|}x-kjb()n<&BcZuCGJ#Z0s3NAz&e zfU4WuaH=heY=6yeSH;eLq_$*YJIbQ^lDJj2@I{;BcD-*O)$bMuGLqt{k9a-xmnZ9# zeps@ggyXq0U@0?3IjD1c$9u+!whg1Ye#ip3Y8Y6Ut6+_doy=n=EK4t_f0v;;3D4{F zOl3JeQT^=bC&i?-{4Ndkb@v#|qTdp1cGJ(VO-^+CW`pv?n3$Yqf14{&n!3 z*YbB)glC8~%(Xp5z!3sm#_w5Uff+C5r?-v8+?&Ntj7S=%>Vx^-n9qZ>Bqa5{)$tO z^ViVbB%gv=0D1`t<8Fqoh6(|Ic%|p%?iN(3!iPo-db3ub&-4)eBThMg3GLF{-u&k0 z4PbR$=6^{7MZYR*U?0g*r8h`9Gb~`OgNdaJ?+a!0D?T5#uR%R%34i1g3%*kqlf-78 zxc91WdtXj6hbs)zSYoTg^7dK(%8Xn+Y^5&A_9`A|Hq(}5XI2k|OW&6ILnEtZnLLdS zQS=-=20~uH4m!r!$RMIW1H1lht3!by!>UR^FBwAov0s-U-D*{-knaWH0p;6noEojK zT&B_oHSaDgcuZP90e4J*?uVdn|g}F#!Lj@c_TrHf} zVyYkHR^BNi9E6~0mVd65j22oelZCCco;w@UF;>@j)n#T5T=UcW2DCsHVWkubeoKk* zvj%-pEMIX7BTe%cmXf52>O3>5+uOr<1L8rFz(eIf7wBPdmb039moLZ(&qc2Z)DtyhE9)=!99f4NWc={nr&RymnTk4DN_ ze4$G3hUDz&x6YQHp4V}XcB8n1-!&)EO@+CaUH}&sh}-K82uN1=-gc10!F4D7jOLv3 zwW!tjwg1N>zCrZ!C#T{WxM?Yg82vnI*N8k@C-Iq(Xlp$j=jIpSYXg_mB0w4VR%}H$Iu|V}2_94V;w_s&EQf zyO;XZm~gKKB;~8ZG+if8u^|YpSxGi_XYWX`BCo5{%?dh(Bd`3Uja2xPYwZNg2tR4) zFH&C9u&F5)_3OzhIKt=lrjzTy;3%C+p|7Da7!>;e9rRPSf#&e}zhon44eM+!*Hhl6 zaq@l4$v5_7l^WRezTqM!<4i-2iy1&TK8<*+vH{6N1YCb7MK0w z_NIB#2M=FZ=@2U@XOgqlsli(DcysW9_~!t=c>1aCrOunxl%yH)cB2u%OZpJ^o*w`h zTBKf-Vc`aa<<@=4UzSG&y#eL~^aQi(X}P$|urEyE==uhP;JU(!()3GX_}0r!7s>?|&}SZ(+OPKU|kL{*vJ=e~|VG6Gw$`F@8Y$hVF}+fyJtT zLKsccIbQ~&FahE~(p!NfxkY1sDZsO0J&4E0Ala-)RV5sX_p27(Le%h{yAgYnaPTQI zsTVKxRM9)aOFwJNL>UaPE}DeVfDNlFv+AJBWkNxfLzF05qH7OP+$EG))@lxHu0k1@ z45Rm(^*C|0qU2(WIH``Fs)J-YRKF=8hygv)bHG7s>rdf13eyhyCI~kTd@uq_RkE#xG8J7R4;$$Z zr$ds93b{HEyahFZkrA=Pj|ULtiz4{VC=a%ukl` zsPJ(-COte8|4TY430EmIeZBK#x0g+?<&>ySBe2hV@DT}THblWutDROJIze|T| z7QbPk0858NsodbyWtFnMG*HE3mAzaX?G;>15e@1wQ1r1)&5 zC@c*r^q7m%tsO@22Pw6&&V1}yTe-d>%46N?7hE+Z;$Btz!6Pl0D5&%1Rd-3BMo*-k zOHa_STPV96wckejQt>r6bXq<{0ysjxJK+dvep8G4>r>PvwV*nTQ0^x^-?U74Q z8{bKx+WHqnbWYz%)v+)Ztz!N28@Wf^qPp>SVj{Dz1>!obGWtF_OW~9tGkUFVMQbO$ zNP0^bQM>kGw-=w^ZtQUWvraBu%q5MFJq!$7yPTw$rcImKB@hjAlkOMYM*Z$dySh(m zHTGO&8eOh>A0>pB<?CrvG^IC77Nm#ax$< zGl{%j+kTQuksVK7q`q_zASm#5pAD_Bf@!MsBcXb<`aa>7$u;75O_>!DVDk~WOxio* z@>8NBcJ`VIOAs00dF*;lXHLjlX|OadP)EyR){p|xqdC<7US%R)d+X0p{8{rjeEWLF zBCh6E`O=4g@CrHHxAXob*P6#Qf$LeclZ9P&dx@H5NcB6d2REwIJCVsS<7k{O0n!9P zQF>6zPpye*^}96kW)%lhi@t1v%?Av8cf#zoMfcY=G@blHVXQwiQ1}r&um2bYR3iK~ z3SjcmfIOU^8OV&#v+?>45mY29+9$(XG$b|Uvref`5FsS`jwiBC+CX5IH(e*~WRkhn z&XszpN!ZzNo!!@(0Rh^m_P#&o&qmkMJ~?uq2`_EVcMV@*~MM4)0T=%u>LpIF}SjJe4c>q|}YKL!eLBVlR-oOl!}4q@12c(|38i2;sZ+E*bGk z>#>hZe4O>@jm&gJVfc!kFs?^5-L@=oM5BTe$rUX&!K-kb81w3&dFfPjY?I9poD=Xd zuCle+v!TH}+hNz?<3X+Rdt`HkQX$^^^uQZ_BK(};YKfkhT2Pwxij9Oz2TLceQywHY!?$_|GWBq|6iuP^9^ zO92Dx1(yo)>PHrZf%}C(5B@c(77Bx~ilVx_icJMP(*G*2aez|>8xG5v?i`LY5HcFc Soh=6ge91{EOV)^+eE2`d=OqgO diff --git a/readme.md b/readme.md index 1a013c9..2e5a31c 100644 --- a/readme.md +++ b/readme.md @@ -565,8 +565,8 @@ def nnCostFunction(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,L # 梯度 def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambda): length = nn_params.shape[0] - Theta1 = nn_params[0:hidden_layer_size*(input_layer_size+1)].reshape(hidden_layer_size,input_layer_size+1) - Theta2 = nn_params[hidden_layer_size*(input_layer_size+1):length].reshape(num_labels,hidden_layer_size+1) + Theta1 = nn_params[0:hidden_layer_size*(input_layer_size+1)].reshape(hidden_layer_size,input_layer_size+1).copy() # 这里使用copy函数，否则下面修改Theta的值，nn_params也会一起修改 + Theta2 = nn_params[hidden_layer_size*(input_layer_size+1):length].reshape(num_labels,hidden_layer_size+1).copy() m = X.shape[0] class_y = np.zeros((m,num_labels)) # 数据的y对应0-9，需要映射为0/1的关系 # 映射y @@ -581,9 +581,8 @@ def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambd Theta1_grad = np.zeros((Theta1.shape)) #第一层到第二层的权重 Theta2_grad = np.zeros((Theta2.shape)) #第二层到第三层的权重 - - Theta1[:,0] = 0; - Theta2[:,0] = 0; + + '''正向传播，每次需要补上一列1的偏置bias''' a1 = np.hstack((np.ones((m,1)),X)) z2 = np.dot(a1,np.transpose(Theta1)) @@ -592,15 +591,19 @@ def nnGradient(nn_params,input_layer_size,hidden_layer_size,num_labels,X,y,Lambd z3 = np.dot(a2,np.transpose(Theta2)) h = sigmoid(z3) + '''反向传播，delta为误差，''' delta3 = np.zeros((m,num_labels)) delta2 = np.zeros((m,hidden_layer_size)) for i in range(m): - delta3[i,:] = h[i,:]-class_y[i,:] + #delta3[i,:] = (h[i,:]-class_y[i,:])*sigmoidGradient(z3[i,:]) # 均方误差的误差率 + delta3[i,:] = h[i,:]-class_y[i,:] # 交叉熵误差率 Theta2_grad = Theta2_grad+np.dot(np.transpose(delta3[i,:].reshape(1,-1)),a2[i,:].reshape(1,-1)) delta2[i,:] = np.dot(delta3[i,:].reshape(1,-1),Theta2_x)*sigmoidGradient(z2[i,:]) Theta1_grad = Theta1_grad+np.dot(np.transpose(delta2[i,:].reshape(1,-1)),a1[i,:].reshape(1,-1)) + Theta1[:,0] = 0 + Theta2[:,0] = 0 '''梯度''' grad = (np.vstack((Theta1_grad.reshape(-1,1),Theta2_grad.reshape(-1,1)))+Lambda*np.vstack((Theta1.reshape(-1,1),Theta2.reshape(-1,1))))/m return np.ravel(grad) From e7b815f4043e06b7162a8730ac391616eb920766 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Tue, 2 Jan 2018 11:21:08 +0800 Subject: [PATCH 32/42] =?UTF-8?q?:memo:=20svm=E5=8F=AF=E8=A7=86=E5=8C=96?= =?UTF-8?q?=E8=BE=B9=E7=95=8Cfix?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- SVM/SVM_scikit-learn.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SVM/SVM_scikit-learn.py b/SVM/SVM_scikit-learn.py index 3cdbb6a..43ba3df 100644 --- a/SVM/SVM_scikit-learn.py +++ b/SVM/SVM_scikit-learn.py @@ -46,7 +46,7 @@ def plot_decisionBoundary(X,y,model,class_='linear'): if class_=='linear': w = model.coef_ b = model.intercept_ - xp = np.linspace(np.min(X[:,0]),np.max(X[:,1]),100) + xp = np.linspace(np.min(X[:,0]),np.max(X[:,0]),100) yp = -(w[0,0]*xp+b)/w[0,1] plt.plot(xp,yp,'b-',linewidth=2.0) plt.show() From 0fe8d2e80db49ef529b3f3b9a1cdbda7cff7460f Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Thu, 4 Jan 2018 18:54:06 +0800 Subject: [PATCH 33/42] :memo: fix an error of NN --- NeuralNetwok/NeuralNetwork.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NeuralNetwok/NeuralNetwork.py b/NeuralNetwok/NeuralNetwork.py index f728212..7929ad7 100644 --- a/NeuralNetwok/NeuralNetwork.py +++ b/NeuralNetwok/NeuralNetwork.py @@ -205,7 +205,7 @@ def checkGradient(Lambda = 0): initial_Theta1 = debugInitializeWeights(input_layer_size,hidden_layer_size); initial_Theta2 = debugInitializeWeights(hidden_layer_size,num_labels) X = debugInitializeWeights(input_layer_size-1,m) - y = 1+np.transpose(np.mod(np.arange(1,m+1), num_labels))# 初始化y + y = np.transpose(np.mod(np.arange(1,m+1), num_labels))# 初始化y y = y.reshape(-1,1) nn_params = np.vstack((initial_Theta1.reshape(-1,1),initial_Theta2.reshape(-1,1))) #展开theta From 202ff3b0c04203fb9e74856d597f0318dbc825bc Mon Sep 17 00:00:00 2001 From: cclauss Date: Thu, 4 Jan 2018 12:22:59 +0100 Subject: [PATCH 34/42] Modernize Python 2 code to get ready for Python 3 --- AnomalyDetection/AnomalyDetection.py | 5 +-- K-Means/K-Menas.py | 15 +++++---- LinearRegression/LinearRegression.py | 7 ++-- .../LinearRegression_scikit-learn.py | 9 ++--- LogisticRegression/LogisticRegression.py | 5 +-- .../LogisticRegression_OneVsAll.py | 3 +- ...ogisticRegression_OneVsAll_scikit-learn.py | 3 +- .../LogisticRegression_scikit-learn.py | 33 +++++++++---------- 8 files changed, 43 insertions(+), 37 deletions(-) diff --git a/AnomalyDetection/AnomalyDetection.py b/AnomalyDetection/AnomalyDetection.py index 31bfa48..13f74a7 100644 --- a/AnomalyDetection/AnomalyDetection.py +++ b/AnomalyDetection/AnomalyDetection.py @@ -1,6 +1,7 @@ #-*- coding: utf-8 -*- # Author: Bob # Date: 2016.12.22 +from __future__ import print_function import numpy as np from matplotlib import pyplot as plt from scipy import io as spio @@ -25,8 +26,8 @@ def anomalyDetection_example(): yval = data['yval'] # y=1代表异常 pval = multivariateGaussian(Xval, mu, sigma2) # 计算CV上的概率密度值 epsilon,F1 = selectThreshold(yval,pval) # 选择最优的epsilon临界值 - print u'在CV上得到的最好的epsilon是：%e'%epsilon - print u'对应的F1Score值为：%f'%F1 + print(u'在CV上得到的最好的epsilon是：%e'%epsilon) + print(u'对应的F1Score值为：%f'%F1) outliers = np.where(p Date: Thu, 4 Jan 2018 12:33:24 +0100 Subject: [PATCH 35/42] # -*- coding: utf-8 -*- --- .../LogisticRegression_scikit-learn.py | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/LogisticRegression/LogisticRegression_scikit-learn.py b/LogisticRegression/LogisticRegression_scikit-learn.py index d7f4a89..200abbb 100644 --- a/LogisticRegression/LogisticRegression_scikit-learn.py +++ b/LogisticRegression/LogisticRegression_scikit-learn.py @@ -1,3 +1,5 @@ +# -*- coding: utf-8 -*- + from sklearn.linear_model import LogisticRegression from sklearn.preprocessing import StandardScaler from sklearn.cross_validation import train_test_split @@ -8,32 +10,32 @@ def logisticRegression(): X = data[:,0:-1] y = data[:,-1] - # ����Ϊѵ�����Ͳ��Լ� + # 划分为训练集和测试集 x_train,x_test,y_train,y_test = train_test_split(X,y,test_size=0.2) - # ��һ�� + # 归一化 scaler = StandardScaler() scaler.fit(x_train) x_train = scaler.fit_transform(x_train) x_test = scaler.fit_transform(x_test) - #�߼��ع� + # 逻辑回归 model = LogisticRegression() model.fit(x_train,y_train) - # Ԥ�� + # 预测 predict = model.predict(x_test) right = sum(predict == y_test) - predict = np.hstack((predict.reshape(-1,1),y_test.reshape(-1,1))) # ��Ԥ��ֵ����ʵֵ����һ�飬�ù۲� + predict = np.hstack((predict.reshape(-1,1),y_test.reshape(-1,1))) # 将预测值和真实值放在一块，好观察 print(predict) - print('���Լ�׼ȷ�ʣ�%f%%'%(right*100.0/predict.shape[0])) #�����ڲ��Լ��ϵ�׼ȷ�� + print('测试集准确率：%f%%'%(right*100.0/predict.shape[0])) # 计算在测试集上的准确度 -# ����txt��csv�ļ� +# 加载txt和csv文件 def loadtxtAndcsv_data(fileName,split,dataType): return np.loadtxt(fileName,delimiter=split,dtype=dataType) -# ����npy�ļ� +# 加载npy文件 def loadnpy_data(fileName): return np.load(fileName) From d8bd5f1f1ad4170336332205519daca9b52d2ac4 Mon Sep 17 00:00:00 2001 From: lawlite19 <849451478@qq.com> Date: Mon, 12 Mar 2018 11:23:20 +0800 Subject: [PATCH 36/42] =?UTF-8?q?:bug:=20fix=E5=BC=82=E5=B8=B8=E6=A3=80?= =?UTF-8?q?=E6=B5=8BF1Score=E8=AE=A1=E7=AE=97?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- AnomalyDetection/AnomalyDetection.py | 16 ++++++++-------- readme.md | 6 +++--- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/AnomalyDetection/AnomalyDetection.py b/AnomalyDetection/AnomalyDetection.py index 31bfa48..642b452 100644 --- a/AnomalyDetection/AnomalyDetection.py +++ b/AnomalyDetection/AnomalyDetection.py @@ -15,9 +15,9 @@ def anomalyDetection_example(): plt.show() '''多元高斯分布函数，并可视化拟合的边界''' mu,sigma2 = estimateGaussian(X) # 参数估计（求均值和方差） - #print mu,sigma2 + #print (mu,sigma2) p = multivariateGaussian(X,mu,sigma2) # 多元高斯分布函数 - #print p + #print (p) visualizeFit(X,mu,sigma2) # 显示图像 '''选择异常点（在交叉验证CV上训练得到最好的epsilon）''' @@ -25,8 +25,8 @@ def anomalyDetection_example(): yval = data['yval'] # y=1代表异常 pval = multivariateGaussian(Xval, mu, sigma2) # 计算CV上的概率密度值 epsilon,F1 = selectThreshold(yval,pval) # 选择最优的epsilon临界值 - print u'在CV上得到的最好的epsilon是：%e'%epsilon - print u'对应的F1Score值为：%f'%F1 + print (u'在CV上得到的最好的epsilon是：%e'%epsilon) + print (u'对应的F1Score值为：%f'%F1) outliers = np.where(p Date: Wed, 16 May 2018 09:53:34 +0800 Subject: [PATCH 37/42] =?UTF-8?q?fix=20=E6=A2=AF=E5=BA=A6=E4=B8=8B?= =?UTF-8?q?=E9=99=8D=E5=85=AC=E5=BC=8F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/readme.md b/readme.md index f0ffee1..a982f17 100644 --- a/readme.md +++ b/readme.md @@ -105,7 +105,7 @@ def computerCost(X,y,theta): - 假设函数`f(x)` - 泰勒展开：`f(x+△x)=f(x)+f'(x)*△x+o(△x)` - 令：`△x=-α*f'(x)` ,即负梯度方向乘以一个很小的步长`α` - - 将`△x`代入泰勒展开式中：`f(x+x)=f(x)-α*[f'(x)]²+o(△x)` + - 将`△x`代入泰勒展开式中：`f(x+△x)=f(x)-α*[f'(x)]²+o(△x)` - 可以看出，`α`是取得很小的正数，`[f'(x)]²`也是正数，所以可以得出：`f(x+△x)<=f(x)` - 所以沿着**负梯度**放下，函数在减小，多维情况一样。 - 实现代码 From eb27bf95cfc2e82e83f255870a8f2e8717416aec Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Sat, 29 Sep 2018 00:34:27 +0800 Subject: [PATCH 38/42] :memo: some updates --- .../LogisticRegression_scikit-learn.py | 3 +- SVM/SVM_scikit-learn.py | 84 +++++++++---------- 2 files changed, 43 insertions(+), 44 deletions(-) diff --git a/LogisticRegression/LogisticRegression_scikit-learn.py b/LogisticRegression/LogisticRegression_scikit-learn.py index 200abbb..2630453 100644 --- a/LogisticRegression/LogisticRegression_scikit-learn.py +++ b/LogisticRegression/LogisticRegression_scikit-learn.py @@ -2,7 +2,8 @@ from sklearn.linear_model import LogisticRegression from sklearn.preprocessing import StandardScaler -from sklearn.cross_validation import train_test_split +# from sklearn.cross_validation import train_test_split # 0.18版本之后废弃 +from sklearn.model_selection import train_test_split import numpy as np def logisticRegression(): diff --git a/SVM/SVM_scikit-learn.py b/SVM/SVM_scikit-learn.py index 43ba3df..5b81c7c 100644 --- a/SVM/SVM_scikit-learn.py +++ b/SVM/SVM_scikit-learn.py @@ -1,71 +1,69 @@ +#-*- coding: utf-8 -*- import numpy as np from scipy import io as spio from matplotlib import pyplot as plt from sklearn import svm + def SVM(): - '''data1Է''' + '''data1——线性分类''' data1 = spio.loadmat('data1.mat') X = data1['X'] y = data1['y'] y = np.ravel(y) - plot_data(X,y) - - model = svm.SVC(C=1.0,kernel='linear').fit(X,y) # ָ˺ΪԺ˺ - plot_decisionBoundary(X, y, model) # ߽߱ - '''data2Է''' + plot_data(X, y) + + model = svm.SVC(C=1.0, kernel='linear').fit(X, y) # 指定核函数为线性核函数 + plot_decisionBoundary(X, y, model) # 画决策边界 + '''data2——非线性分类''' data2 = spio.loadmat('data2.mat') X = data2['X'] y = data2['y'] y = np.ravel(y) - plt = plot_data(X,y) + plt = plot_data(X, y) plt.show() - - model = svm.SVC(gamma=100).fit(X,y) # gammaΪ˺ϵֵԽϵԽ - plot_decisionBoundary(X, y, model,class_='notLinear') # ߽߱ - - - -# ͼ -def plot_data(X,y): - plt.figure(figsize=(10,8)) - pos = np.where(y==1) # ҵy=1λ - neg = np.where(y==0) # ҵy=0λ - p1, = plt.plot(np.ravel(X[pos,0]),np.ravel(X[pos,1]),'ro',markersize=8) - p2, = plt.plot(np.ravel(X[neg,0]),np.ravel(X[neg,1]),'g^',markersize=8) + + model = svm.SVC(gamma=100).fit(X, y) # gamma为核函数的系数，值越大拟合的越好 + plot_decisionBoundary(X, y, model, class_='notLinear') # 画决策边界 + + +# 作图 +def plot_data(X, y): + plt.figure(figsize=(10, 8)) + pos = np.where(y == 1) # 找到y=1的位置 + neg = np.where(y == 0) # 找到y=0的位置 + p1, = plt.plot(np.ravel(X[pos, 0]), np.ravel(X[pos, 1]), 'ro', markersize=8) + p2, = plt.plot(np.ravel(X[neg, 0]), np.ravel(X[neg, 1]), 'g^', markersize=8) plt.xlabel("X1") plt.ylabel("X2") - plt.legend([p1,p2],["y==1","y==0"]) + plt.legend([p1, p2], ["y==1", "y==0"]) return plt - -# ߽߱ -def plot_decisionBoundary(X,y,model,class_='linear'): + + +# 画决策边界 +def plot_decisionBoundary(X, y, model, class_='linear'): plt = plot_data(X, y) - - # Ա߽ - if class_=='linear': + + # 线性边界 + if class_ == 'linear': w = model.coef_ b = model.intercept_ - xp = np.linspace(np.min(X[:,0]),np.max(X[:,0]),100) - yp = -(w[0,0]*xp+b)/w[0,1] - plt.plot(xp,yp,'b-',linewidth=2.0) + xp = np.linspace(np.min(X[:, 0]), np.max(X[:, 0]), 100) + yp = -(w[0, 0] * xp + b) / w[0, 1] + plt.plot(xp, yp, 'b-', linewidth=2.0) plt.show() - else: # Ա߽ - x_1 = np.transpose(np.linspace(np.min(X[:,0]),np.max(X[:,0]),100).reshape(1,-1)) - x_2 = np.transpose(np.linspace(np.min(X[:,1]),np.max(X[:,1]),100).reshape(1,-1)) - X1,X2 = np.meshgrid(x_1,x_2) + else: # 非线性边界 + x_1 = np.transpose(np.linspace(np.min(X[:, 0]), np.max(X[:, 0]), 100).reshape(1, -1)) + x_2 = np.transpose(np.linspace(np.min(X[:, 1]), np.max(X[:, 1]), 100).reshape(1, -1)) + X1, X2 = np.meshgrid(x_1, x_2) vals = np.zeros(X1.shape) for i in range(X1.shape[1]): - this_X = np.hstack((X1[:,i].reshape(-1,1),X2[:,i].reshape(-1,1))) - vals[:,i] = model.predict(this_X) - - plt.contour(X1,X2,vals,[0,1],color='blue') + this_X = np.hstack((X1[:, i].reshape(-1, 1), X2[:, i].reshape(-1, 1))) + vals[:, i] = model.predict(this_X) + + plt.contour(X1, X2, vals, [0, 1], color='blue') plt.show() - if __name__ == "__main__": - SVM() - - - \ No newline at end of file + SVM() \ No newline at end of file From 4f71b0cd8ada920a78a07b20b502b4e3e16d245e Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Sat, 29 Sep 2018 10:04:46 +0800 Subject: [PATCH 39/42] fix logisticRegression_scikit-learn.py --- .gitignore | 2 ++ LogisticRegression/LogisticRegression_scikit-learn.py | 2 +- readme.md | 1 - 3 files changed, 3 insertions(+), 2 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..ae945fa --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.idea/ +venv/ diff --git a/LogisticRegression/LogisticRegression_scikit-learn.py b/LogisticRegression/LogisticRegression_scikit-learn.py index 2630453..37905cf 100644 --- a/LogisticRegression/LogisticRegression_scikit-learn.py +++ b/LogisticRegression/LogisticRegression_scikit-learn.py @@ -16,7 +16,7 @@ def logisticRegression(): # 归一化 scaler = StandardScaler() - scaler.fit(x_train) + # scaler.fit(x_train) x_train = scaler.fit_transform(x_train) x_test = scaler.fit_transform(x_test) diff --git a/readme.md b/readme.md index a982f17..5a29ac6 100644 --- a/readme.md +++ b/readme.md @@ -313,7 +313,6 @@ import numpy as np ``` # 归一化 scaler = StandardScaler() - scaler.fit(x_train) x_train = scaler.fit_transform(x_train) x_test = scaler.fit_transform(x_test) ``` From 5aeddce19286640becfcded59faf589453eba89e Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Wed, 7 Nov 2018 15:56:47 +0800 Subject: [PATCH 40/42] :memo: fix catalog of readme --- readme.md | 127 +++++++++++++++++++++++++++--------------------------- 1 file changed, 63 insertions(+), 64 deletions(-) diff --git a/readme.md b/readme.md index 5a29ac6..421901b 100644 --- a/readme.md +++ b/readme.md @@ -3,73 +3,72 @@ [![MIT license](https://img.shields.io/dub/l/vibe-d.svg)](https://github.com/lawlite19/MachineLearning_Python/blob/master/LICENSE) - ## 目录 * [机器学习算法Python实现](#机器学习算法python实现) - * [一、线性回归](#一-线性回归) - * [1、代价函数](#1-代价函数) - * [2、梯度下降算法](#2-梯度下降算法) - * [3、均值归一化](#3-均值归一化) - * [4、最终运行结果](#4-最终运行结果) - * [5、使用scikit-learn库中的线性模型实现](#5-使用scikit-learn库中的线性模型实现) - * [二、逻辑回归](#二-逻辑回归) - * [1、代价函数](#1-代价函数) - * [2、梯度](#2-梯度) - * [3、正则化](#3-正则化) - * [4、S型函数（即）](#4-s型函数即) - * [5、映射为多项式](#5-映射为多项式) - * [6、使用的优化方法](#6-使用的优化方法) - * [7、运行结果](#7-运行结果) - * [8、使用scikit-learn库中的逻辑回归模型实现](#8-使用scikit-learn库中的逻辑回归模型实现) + * [一、线性回归](#一线性回归) + * [1、代价函数](#1代价函数) + * [2、梯度下降算法](#2梯度下降算法) + * [3、均值归一化](#3均值归一化) + * [4、最终运行结果](#4最终运行结果) + * [5、使用scikit-learn库中的线性模型实现](#5使用scikit-learn库中的线性模型实现) + * [二、逻辑回归](#二逻辑回归) + * [1、代价函数](#1代价函数) + * [2、梯度](#2梯度) + * [3、正则化](#3正则化) + * [4、S型函数（即）](#4s型函数即) + * [5、映射为多项式](#5映射为多项式) + * [6、使用的优化方法](#6使用的优化方法) + * [7、运行结果](#7运行结果) + * [8、使用scikit-learn库中的逻辑回归模型实现](#8使用scikit-learn库中的逻辑回归模型实现) * [逻辑回归_手写数字识别_OneVsAll](#逻辑回归_手写数字识别_onevsall) - * [1、随机显示100个数字](#1-随机显示100个数字) - * [2、OneVsAll](#2-onevsall) - * [3、手写数字识别](#3-手写数字识别) - * [4、预测](#4-预测) - * [5、运行结果](#5-运行结果) - * [6、使用scikit-learn库中的逻辑回归模型实现](#6-使用scikit-learn库中的逻辑回归模型实现) - * [三、BP神经网络](#三-bp神经网络) - * [1、神经网络model](#1-神经网络model) - * [2、代价函数](#2-代价函数) - * [3、正则化](#3-正则化) - * [4、反向传播BP](#4-反向传播bp) - * [5、BP可以求梯度的原因](#5-bp可以求梯度的原因) - * [6、梯度检查](#6-梯度检查) - * [7、权重的随机初始化](#7-权重的随机初始化) - * [8、预测](#8-预测) - * [9、输出结果](#9-输出结果) - * [四、SVM支持向量机](#四-svm支持向量机) - * [1、代价函数](#1-代价函数) - * [2、Large Margin](#2-large-margin) - * [3、SVM Kernel（核函数）](#3-svm-kernel核函数) - * [4、使用中的模型代码](#4-使用中的模型代码) - * [5、运行结果](#5-运行结果) - * [五、K-Means聚类算法](#五-k-means聚类算法) - * [1、聚类过程](#1-聚类过程) - * [2、目标函数](#2-目标函数) - * [3、聚类中心的选择](#3-聚类中心的选择) - * [4、聚类个数K的选择](#4-聚类个数k的选择) - * [5、应用——图片压缩](#5-应用图片压缩) - * [6、使用scikit-learn库中的线性模型实现聚类](#6-使用scikit-learn库中的线性模型实现聚类) - * [7、运行结果](#7-运行结果) - * [六、PCA主成分分析（降维）](#六-pca主成分分析降维) - * [1、用处](#1-用处) - * [2、2D-->1D，nD-->kD](#2-2d-1dnd-kd) - * [3、主成分分析PCA与线性回归的区别](#3-主成分分析pca与线性回归的区别) - * [4、PCA降维过程](#4-pca降维过程) - * [5、数据恢复](#5-数据恢复) - * [6、主成分个数的选择（即要降的维度）](#6-主成分个数的选择即要降的维度) - * [7、使用建议](#7-使用建议) - * [8、运行结果](#8-运行结果) - * [9、使用scikit-learn库中的PCA实现降维](#9-使用scikit-learn库中的pca实现降维) - * [七、异常检测 Anomaly Detection](#七-异常检测-anomaly-detection) - * [1、高斯分布（正态分布）](#1-高斯分布正态分布) - * [2、异常检测算法](#2-异常检测算法) - * [3、评价的好坏，以及的选取](#3-评价的好坏以及的选取) - * [4、选择使用什么样的feature（单元高斯分布）](#4-选择使用什么样的feature单元高斯分布) - * [5、多元高斯分布](#5-多元高斯分布) - * [6、单元和多元高斯分布特点](#6-单元和多元高斯分布特点) - * [7、程序运行结果](#7-程序运行结果) + * [1、随机显示100个数字](#1随机显示100个数字) + * [2、OneVsAll](#2onevsall) + * [3、手写数字识别](#3手写数字识别) + * [4、预测](#4预测) + * [5、运行结果](#5运行结果) + * [6、使用scikit-learn库中的逻辑回归模型实现](#6使用scikit-learn库中的逻辑回归模型实现) + * [三、BP神经网络](#三bp神经网络) + * [1、神经网络model](#1神经网络model) + * [2、代价函数](#2代价函数) + * [3、正则化](#3正则化) + * [4、反向传播BP](#4反向传播bp) + * [5、BP可以求梯度的原因](#5bp可以求梯度的原因) + * [6、梯度检查](#6梯度检查) + * [7、权重的随机初始化](#7权重的随机初始化) + * [8、预测](#8预测) + * [9、输出结果](#9输出结果) + * [四、SVM支持向量机](#四svm支持向量机) + * [1、代价函数](#1代价函数) + * [2、Large Margin](#2large-margin) + * [3、SVM Kernel（核函数）](#3svm-kernel核函数) + * [4、使用中的模型代码](#4使用中的模型代码) + * [5、运行结果](#5运行结果) + * [五、K-Means聚类算法](#五k-means聚类算法) + * [1、聚类过程](#1聚类过程) + * [2、目标函数](#2目标函数) + * [3、聚类中心的选择](#3聚类中心的选择) + * [4、聚类个数K的选择](#4聚类个数k的选择) + * [5、应用——图片压缩](#5应用图片压缩) + * [6、使用scikit-learn库中的线性模型实现聚类](#6使用scikit-learn库中的线性模型实现聚类) + * [7、运行结果](#7运行结果) + * [六、PCA主成分分析（降维）](#六pca主成分分析降维) + * [1、用处](#1用处) + * [2、2D-->1D，nD-->kD](#22d-1dnd-kd) + * [3、主成分分析PCA与线性回归的区别](#3主成分分析pca与线性回归的区别) + * [4、PCA降维过程](#4pca降维过程) + * [5、数据恢复](#5数据恢复) + * [6、主成分个数的选择（即要降的维度）](#6主成分个数的选择即要降的维度) + * [7、使用建议](#7使用建议) + * [8、运行结果](#8运行结果) + * [9、使用scikit-learn库中的PCA实现降维](#9使用scikit-learn库中的pca实现降维) + * [七、异常检测 Anomaly Detection](#七异常检测-anomaly-detection) + * [1、高斯分布（正态分布）](#1高斯分布正态分布) + * [2、异常检测算法](#2异常检测算法) + * [3、评价的好坏，以及的选取](#3评价的好坏以及的选取) + * [4、选择使用什么样的feature（单元高斯分布）](#4选择使用什么样的feature单元高斯分布) + * [5、多元高斯分布](#5多元高斯分布) + * [6、单元和多元高斯分布特点](#6单元和多元高斯分布特点) + * [7、程序运行结果](#7程序运行结果) ## 一、[线性回归](/LinearRegression) - [全部代码](/LinearRegression/LinearRegression.py) From fc954f68d8b2d89ed4463308873ebce0d22ddaa2 Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Wed, 7 Nov 2018 16:01:44 +0800 Subject: [PATCH 41/42] :memo: fix catalog of readme --- readme.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/readme.md b/readme.md index 421901b..9624fc3 100644 --- a/readme.md +++ b/readme.md @@ -17,7 +17,7 @@ * [3、正则化](#3正则化) * [4、S型函数（即）](#4s型函数即) * [5、映射为多项式](#5映射为多项式) - * [6、使用的优化方法](#6使用的优化方法) + * [6、使用的优化方法](#6使用scipy的优化方法) * [7、运行结果](#7运行结果) * [8、使用scikit-learn库中的逻辑回归模型实现](#8使用scikit-learn库中的逻辑回归模型实现) * [逻辑回归_手写数字识别_OneVsAll](#逻辑回归_手写数字识别_onevsall) @@ -41,7 +41,7 @@ * [1、代价函数](#1代价函数) * [2、Large Margin](#2large-margin) * [3、SVM Kernel（核函数）](#3svm-kernel核函数) - * [4、使用中的模型代码](#4使用中的模型代码) + * [4、使用中的模型代码](#4使用scikit-learn中的svm模型代码) * [5、运行结果](#5运行结果) * [五、K-Means聚类算法](#五k-means聚类算法) * [1、聚类过程](#1聚类过程) @@ -53,7 +53,7 @@ * [7、运行结果](#7运行结果) * [六、PCA主成分分析（降维）](#六pca主成分分析降维) * [1、用处](#1用处) - * [2、2D-->1D，nD-->kD](#22d-1dnd-kd) + * [2、2D-->1D，nD-->kD](#22d--1dnd--kd) * [3、主成分分析PCA与线性回归的区别](#3主成分分析pca与线性回归的区别) * [4、PCA降维过程](#4pca降维过程) * [5、数据恢复](#5数据恢复) @@ -62,9 +62,9 @@ * [8、运行结果](#8运行结果) * [9、使用scikit-learn库中的PCA实现降维](#9使用scikit-learn库中的pca实现降维) * [七、异常检测 Anomaly Detection](#七异常检测-anomaly-detection) - * [1、高斯分布（正态分布）](#1高斯分布正态分布) + * [1、高斯分布（正态分布）](#1高斯分布正态分布gaussian-distribution) * [2、异常检测算法](#2异常检测算法) - * [3、评价的好坏，以及的选取](#3评价的好坏以及的选取) + * [3、评价的好坏，以及的选取](#3评价px的好坏以及ε的选取) * [4、选择使用什么样的feature（单元高斯分布）](#4选择使用什么样的feature单元高斯分布) * [5、多元高斯分布](#5多元高斯分布) * [6、单元和多元高斯分布特点](#6单元和多元高斯分布特点) From f8d02fd9fb2bb8268076cc7d30ae86c49988caf7 Mon Sep 17 00:00:00 2001 From: lawlite <849451478@qq.com> Date: Wed, 16 Dec 2020 15:49:22 +0800 Subject: [PATCH 42/42] Create FUNDING.yml --- .github/FUNDING.yml | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 .github/FUNDING.yml diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml new file mode 100644 index 0000000..4b16f59 --- /dev/null +++ b/.github/FUNDING.yml @@ -0,0 +1,12 @@ +# These are supported funding model platforms + +github: # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2] +patreon: # Replace with a single Patreon username +open_collective: # Replace with a single Open Collective username +ko_fi: # Replace with a single Ko-fi username +tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel +community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry +liberapay: # Replace with a single Liberapay username +issuehunt: # Replace with a single IssueHunt username +otechie: # Replace with a single Otechie username +custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']

MS_-_k`{pmrmhc&=YZkXPys{U7z`d0fwBR~ zV0J`!xy`6eq;ym`R2h}lmxp+2_H(~K{d)UO9=$yc53KmGRYg%O_{mTI8^WTui^Bze z3xB)LPjOOI4Ib;6Jh_xqR+Ep3yjFYV#6X6BNw&YJnXrKG)*5Q0!s+L553U$5P_JQw@KlRy$a!!q!6+mucX|`*cQU_GUklt>+Hz$ z+rSSrU;s`Sm+#y}{#RakB@&rMf#4pXENh-%QG3d`uKm+~@HvGOD@v$e+o6V1)5PG} zanm>TIme`ol3tdNCJnFYUW|*z*NKj}pmTvZ&zJpcHSnM*b}=?SV$yuxETIktIC!Mc z={w=f|2IhP*^|s9%WST`GwTkP=<%V?g4ce=kVO_0bX(u!V?#&{v_J*DVmFyegi`Xw zWY2>nXy5moWGOeF+^Oplw=e6R(Xl=4plmrlO{D7+L=cV5vs4&W`1M@FNap9nvFyXi z2-@{cD)QB9f{EzBVA)+_P33YB#V4DZnshfDB*ts2Z1 zODW3p57TjV!I!hFKspHnv5{N8H-*h;j}F~0&=wg*T zUqI}nH0*Wsyt~^%Xy~yzi9ZXbhSrq`o2lUPylW6Q&n`iEi@&)JM%3Mip(p{)Q7iOT zm%c5N0Rxr&VTchXAg|H6k8!R6g&`?4 zNGCc4c3Cbf!7D$pj|@<3fY;Kz#veV?SDx8MxRR*neN|k63Dy`$wyij=D{BRyvoev3 zFWYQN2pRi`>|Xr2t+p5Rjp<%omQZcf4{ zZL;Yi@6)-~vP#cIs&|1y>yb#o)I4Ajt8DqXp*`rF5hlVrUZ&9WTrQS#Rn}v*Uawq0 zKB{^!Hf?0`6Ww#YCaPL7YSOr@G_v96766!uUeO$_Av67 zRSBZJy-~T4qN8n}Ml>3@IeM}P4x-S2(9J&n`ZrfhbV3VcXsH#~-= zjC8h_{prEg+a7!SW=H|r zCF2Uq!L*B_dUGtp;|g)=|2p2x5P&;0>nUfu=gIi%sc@W3Vc|oNgzygnUDg`fXDt$t?pGX^P;UY z8-7WzJtS?q8$iHZP+vi0-$u9ir}UlO2Q_4wwn``^^Mtj&&z>)Tzi4>1%rVsTVMCCX zs|&|OZnFlRJ${Afk?8`*Do}51%iyA+%Qm#A7OU@=HlZ=4 zj&v=5Y;GcBDp0l&Z={S>NB_{+cn{s`hJJ=H&}w_-iYMs4pTY5QzZlO>_>iupcU_1V zhgV5^1<|*Riz1sH^9E5L=uG*njziS+oco!68oVTRu*ud|B7@nB;!DDHA#0aA4d%laL*d-ykLGY0xWXss#x~&)IyG8d3M=E}X?m z3AUzOKRXAd(g}_yWcV04R|mCVSHCpz!eeCtKg3Hj6{@=!OZXsB|9oXn8&3v+p8=kAg0&eF ziy-GyL!eB&3Wpo%0|B8j)$b*t<8?`9clXjy$oYXs$&ywa>fF$^xh;e;gDwUmHPJFt z6Q~Q2ziDUh8N-Rm;p@zkr>9WMoUPHeeGs%hG9Gug6cxpfqV36wPo|Vwk;p(#v*Yw3sY9Ph{Z2iWyobL{IzSoiUhu_xH1p{i>qja3A zyp4kL4M{f?Ea7EjZE>7d6ve|`#WfmsriFGaBh-Gyv_Y3$>Y?(OaX&`2?2sPByCz6Ua>PfFoZmMZ{mKJLw_giv5gp?X&)!LNz(mxoWG6BYI`ZAy;#3^+ zRJyori?$< z#oOxJJ{_NM)on1m&!SJ0V40QLm}|mU(fzw`SkO-my^^-%i;lxI(RAnJsU7x+g40X( z*)kVf>MP#W|3xR|TALzEkAygSc_SFhbWNZ81dj1{Q+IJWh4wA%HjglT7Pey%3$AVa zB#Eu00r_VjQpVl4K6u(&Xn+r`z4FCNTfiM^3L^X3c*87--%DNKEd-{R8_3f-`k86G#c zAATb1*~XwHh;Gpy5huc6w!m}W8@UXu+Gg9_c63PhIbL&u5{!lv)nOklDTnymhoqEB+EbCKw>JdC1)U%=O2)FI% zWVMQMp2Ik#D)vVC+u`)|WQtyLK$tfQWp^#&awbZny3maT04 zaKL=W^;Bymx^>%BBEbzZ6kGRj_@tTBRz7aJ1K;>Q$l+Z$`>S`_LI8=^Q(e*TDJUEt ztz_4k#Mu1JVP?-ah(tS#iA==&3><~H1zE3=p#UC@!!d%a`JUG3lYOO_cs$t|<8ehw z$+J2$Prvic)qtUD8SirOvm5BZU0?!S6JAk8Pe->#6sr7|T{*AwS$%I8JFUxP+$Cf>V;k#*4NOV$hn@CS`LOeNgMD__&TfG zIH5v)(GkLoL#uH`&8-hLH~CU=5KoF8k_jQDr-8PJEmg|f*OeNRb*>x(tEkE~Sd6WXO*A%#`qzTeqlIzT$Lzh+PYc*hWHHV<}B{q=!vJ2+$VhkU^K zmtXHhSb3S-b(h=QG#+bov+krfC|49t51Bu1>h~$-|KurHl|V)35#b5AZir^;bwr`L zLS$T@XgGes_~-TYqJmU$E_oJVCd}}zNawr&*~G%Y zYX4wQ8b6VALGwHB$(N%C7`c02xm{|i5(J1S8sMLn({aD!&SwywUz1E4z#_q~&$L*}smAO3)98;U4z5O8W7# zB$_5AvsR>ZfS4?G8z6hJ5i&c$oi?U{f()3Itr>FR`OLrA zCZcWG{{&6c7KgnQsBy|54_9e?T@!%31v0N1=dkn?`@95x%&F1HlexT@jhm3BU^Ve- zg6vbKyJ-uH>Lt zhCfMwin^Wa?)%g}o3kYH#eGdge8wX4*|6A~CUrk#HYyGtOlG*8j{Y^jbZe;dfv@9& zuOK_OVtoLOMWIV%vL9)@8^aVhmBor^rxYzYD1|2PYYXsk)#K=GsPFr637z`(&+|X| zC3VrW;KrXMLmqem#?MVvj?=9^y9%8*Mn~el0Czbk{9$d3E0BpffInU+hkTlzg5tnosGMaAAvu z8q|A2-vBi}LKd%iP6SoudGNGj$6ltv zJ1Kwd4Hj7wX|6Ehrp*aNcTc`3dv%v+VKUe<+Q z_g{u@4KpK)q1SbtTumc5%U%tyc0!;rIu*v^B5Nj7D^ZygZ4<@pav8{?%uk&NfHvE( z^qModzpDP9haeX;bz=Mef&rN&+ZCGbx;46&o;JPwV|3MJWmmFQWd(3S2Y%N-0T;x= z`Y`oQvK6PZ?`+)%!N?_hukUjMrL1l&0BAxVa8<)u<4pm0H@t?I!~M73unqG1UF!Xu zxc0;E{+P7VD>+BQgb<7M60+8%eLWV_vs?Etl)fW1ENZ(*%)wK-jP5D%n-i8ho)0@q zIDVkuJ((uyPUu3*itXZ2X;A|$2u@3OgVNP;SiQJSp$W| zRKpaf?ZWT&_dY7*;+gZbiBtb06V~;1)=2d{w?Ylg4oxjqskY~?GG(TzlPR|t5mGbWD-+zz6KPIUgikrsm zsI~a_k=dSWWMFCD@mdqQ@ac_TH&r4Iqj|5BghzWg+JnUmqXwT z7kQDc{(n3H-MxwvlP}}GSOOZS357sjK_VAccr_lislqnBSfISfM zkwnRWd1kc^(1LffO$>H(t)FmHW~4**$I|MzLR3st^jx&#Ui6fVt_%nLCsd*r)Oze(U=cALTGo~Xzv2KEu^%kWQl_EmKskyEL63p zhnTitIZ5N&<$C1#brc)Z9pPR>d3gcjrZg_BHmR|(L5^p9xIS-HK@+-EPWL@ByqGGA zUf90KDb^IOoS>8R!n^V9eGcsZZq+!e&)URO#za+1RmXH{!OQ<745`I}guz>)@nqDb zzckWi(B;DBn+iiin&ji2CA1a{5ks|~biYbvlmWUBQL6FM zQ#!seP_*9|l3>G^5l<10N->6Mv#{iAcfPLRke~%4xj!p0_q?JKZD~eC(^qJ-taU2O zQj6TpFLVveI45VfwKr?V|23-Wwgu@b306q>CkLjJO;I_ERZf}8=9Fra0jXzDu04m> zE;38gN}2=}vexfO%z!Z;IKPaIh8ke56fb%g?NySE`&g%#X~YM{!Xf+T$3(PLv7e-+KOPsOnyYO&z}ra_JE z{+yXs+d*vkD&u(-kh%tb{wo*MtapI2AAZD2<8M^*J?SSD?SL%c7bVIpQ6B{i(D8EfYG`d|p$#!iBdH|a8ySG6A(x-2EIFV1HvN_CR_|zc> zUcdS)S4sf}<+Q$Qi2<6N-DbY_80=7E6MV~J6S!C$Ss$m_9bDd6|DB&MZveG{b_pi> zb>RpE$llhcx*)Y2Hn)?5mS+QmM+o!33;%AOfBneBZ$ObvnV>Gndxr);&KDhx5&#{m z;HDk$7(Lhi#5&DjqNb5s51zgS9w>MO%}Q18?x-DrV-tF@l2iQ+Oyd{P1V%QLvy|6E zx?0%yMRK&QW=gAcg7lduJSBS3ZMq^g#G8t^KM*cJCOOXZQlPK)YqoYx3E^<%wuG!> zIJyK=A8jzVBn{FZ{w~)9uvNBpUBR(5p{)XhFB}Lt(-c^wfHDVik z@!5pPsspPGW^e_DhXWH3k&vxOW(;+3;uNz(@$1rr+-DMgwbx>HEq2QyBgtyb{VC!9 zS%7?llj-sA3}K1pX&LpKL3mta!8l>>B)c5y9IX_VBdqPMP4i&Raf)LUjK#)wn*#wn z2Q>i3{P8=!u8`}}g@gwy&R1Ku4*e! z6_=Le%u*KGFAegLGQnono044@JA3K@N(2XEJ!;_8FMNmGbv{zX?%Jzb}#XxO=&c9;Zz#XQDeo>swzpQ#|5+Aah|K zKhykQhVR!hAG+b-O|bY+POxn5DMeJW0cU^B_o+S2>}L--^{+vn?~`fSUcA{}%_Z3* zADQ%F=hNniKcG1|7#3!eKTAX7s~{T6gsN$6y+4)0Cvio>R#b=c96=v~-WZmtu$WLo zO%oZAa0BN4Z2R9ajW=e&;S*YB!E1%kLLg-@1{qFZCoxmKqR@FW-Jj^(;Ft#*Ki}}Mlx=(MVD5|RmU1ZdK(wdkcYRpRrq z+u*M{x%YtLx|Wi1rLK*EMkR$$KF;d57vsfwL-WeJ$$R+?xn1~Y4A+qgY>It0$mMIN z5E7s^YZYcWXoIZY%shP2a^%C)H$jV6=N*5V^ja+T`XjNb2A{)RW*gOHU{Mi26aCKe zq%r>8`EESL*3QmQM`%+(XgRHt82)kc^SBC_Bsb?Xh%l|SCx`ZflBSe&=k;uWj!|<{ zyT6kL0wg4x!}k#*qr+f0YD*R`w6(buTW9^<3op{0Iau~9&U$+}b(1ExeCB#1q0TTc zy*o+GH^Nu~7s#N+{51UQl%+2NMjJsqG5u_sHc5Q)LgE2H!{VRR7M!F4ZKks`e zT%}%i&SxsX59ik-7r!*?-j2SZR>rq>CuMCS@l!#v&B*XUx%$7#_liT`-*_!|=iuIi zub+a{R*Z)o?uvuPpNe9gXCW;-QX&YzL~>R52(3#c&f%E*2`GwqMK0>--QeYRc+b+IGFE9j-CCW znt$<<1Mqs$V_Ly{s`NU_!1?P(&9d?>a!w}GWdf|!Q~P6b=5-kO)+!tgX+%a!wc485 zSv28<2$`$m@wNX3$$`|tzmg=d&g5<_fs;;FZ{Cq_-;Y?7K={q_`tFtrq?Frz)R&|h zhJqkmjV9bx7&8U;O)_0j3^zaKb*gKn%y)oBa5AtlHzQpkHrt!X2(Axb<^!*+1^@R& zH7nimdgrXo&u0H=V%V``8lkUxL3C6hd@;#^aStjA4w&ew4&x%z4#d`JC^OVT zj{6*6G3UN#2(j_YOcim>pSR^`Bm^Q8i*o};fOF*Gg&(7|*nd9aUO>st)G#POfqp7x zzjT&HQfEb1s}2{{9OU zQP^dgLCL|PqSlR4@Vf0mYB`|V(~HML^8VM4!)NptQ#I}Prx^Xu|*T_r=;lE)?> zS1S_~0G7G%Wa2skSS3f8kO8L*ap@QRELxmcPvQP6FhjxVhb~o1ir>DikPf*BoXnE? zRUT);csB#Cd{B-25Yk^{-RKo4M=0ylEbCK8oM(H!gFa#B4HnP_#lU8mrFPFZne0Hc z+%*9TVu@6|&Rxse;iKb>fy|{X?+^(|83ZmN4(3PEFtNHYh5B5bNbdC1(oGMv%cT1t zFEu~cv^B)QS<#M`xjo6gtRd_)K(5r#od(Q5BwyBzMYxJgwLf_F+*a4}eD1$XEdQnC zQXM&mWgmGQbc8{HE7IL^&{>GfnouUW+M)h@NsL9lUcv6W1YqV!2*Cf;q8Y{tLQ!=Z z7?YC^F{$zenj72&VV7&Bg`}H%iPIIJQ6{m|7Z35C0M}dTsBPI8fM2Aq*2&WsXv1|8 zccwGgAwOZSm3ME`h~%a8aCpf=L>SO(vZKUDnWGJLiw#M8un-~fj%%i{)@y({NOs;X zZ)wp(Xt=H)x%JS1czD*O6Xhg-UFq}_SKTJj__MMo)7-lc;L~EVb^rb7utKZh zN<4T@9sjoG#I5$Ae%628%%C$(PYhYAN2 zZFcXZG6*-dGvL9p$5Kinb((|OB1QtHW~^K-?pR5sR>(R>0#csic3G8Xwc9HhGrqoZ z+}cfz--vVs4X^DZK~(qVO_s+-_h*;ugP!qnbMF$w%(lH@%9Y#MhU7hFRjFkBkg-1W zukfpeHZI=8t30RgID!p-0G0|@(oZ$QR!aW!Wc8?9M0m>x%#xO@+cdUOi7@B5+$}F? zs7}S8Tix~p*S`HB9qVYgXU%!ydj)18mG)q-)JY%XOnYn^hoUFU1Ix2S6IgtpB3|cg z7iEG43+w5oRzL)|t)lNs8|dm!ovP%wm~W((&sHXs6UdgV2*tquy2$Yb;(p1#W9j`O z@$2VByv_+1mHU!De0QprbX^poVB0}lk$bgO(@WP<7AbAGV8C1K4X8x;Xl(A&`4xL3 z&sAvd)z2!>Ig=ktm9E5?OqCLwy1IKs4k0(keGxH*h-o+)5|~S5#b+v$MbQ zz>RQ7V|+(pkq}DEQXQ+z7{06^C*d#mS|GM6V*}Y*h7qvvhh_yHKDc0UdJ?b4-^Z>+ z56}A=O&?)nFkErN?Z7j(G z4~kcYIdDK-3av{3e}c5|orK$mtvOutV;cx5VYK)F>id~=3NXswM2Axi9nz8x?{5%v z7r!2)#ZqmGTLWGdM`u_BD|ovdZCUe54KV&$Eb`yiCcm)Mg?7~VU~HW-i@B8~Kmhs9 zvE#65s>a^-N!a7pja8+)@cWXfGgev>HZ z>qMTAGirm@$b!p#C(LmNS1KXeal_BNEl<3egQ90p5W_h6+jNg!nS+Coy`76uPz`>e zb>10yE*RO~(G*7yUN__W$otXO%YY>rxsD{w=k$|vyz(yk_=CzqLw{_Hm9%%COYMe@ z!smZ=6x1QVe*NlVj3f@Szsq}Zb#z1;yz4OzBo`*ad@H$jM~g+d`#oRPG<;_+vt#7D z$Bf;8!{(o&;ot0Q!s8&eMKT6dKlTWJ^-cdO8unne?QWY^)u(%QE{q{*5-rH=kN)Yws%*H*+O#6|lPQo=AA}xM*nt21m^WDmSt{Y9V z3u@fqhU>IVLwW%ddKNJyewSn;3WFD$QuoGV=t?RB#Q!%MS83J(pv>SPS!i~@jclmQ zBD<~mXVn(XyM7KvwhPB|ZX+q_bdXoK(r_zk^)C?%7rpGYQoJ@3n~(6Q#|yr6dx*K78fNgM^Px^>A#JT0g}oImskMa;g}a`$gvF2<^gS z=vROsY1-bM-E4`6PV#STtu@znrR0h4V^bb)kLM``;Q`tShv`|I(vWbzEGVu{Mrobi zT%sV>i{EM8R3=e`dR2DFo2Wb@pF`W9x*091j5`dx^W-zuO=^}BQ)V47P#zSs8PGSI zfi1WGg}eVQVkO#3w`S9z)uET$evn5R;Iyta@L5piT^Be208y^$xEr2HtBi2gU*V0zQmC49;ZP!MG zc&{C`FkfajbRsTN*FH+|v6NQ>V?(5PUWc_2|ECI&{nV&R5RI=4g57wxULM?~I;#Pu z)iATOssRVHtReHc3`D3Nf@b<$#@6p`d`QHIvfo{*n_xFBIvOodh4w);Z^u>Q8qNa< zm}!!>ZHTrqJkqAKzEpO^cwxZZ=BXEkk9k?H%71x}yB||H$1%Kr8yp`HxtT7P;jyIZ zJgXMtIUhGphJo7HqxOTJN8&w`wVlAR`-QeojhXc@zz6xj3h-iYi}IKzapmoze8TWHfZ5s|I_|y1B<`t}liTcYhguv!y!akZsQPxX?JG^-t^(o zZvd0b6iUtb?x1zdpw#JNA0RUPWz%An;DR$X{*ci0A!B?MJ>q@;4?zw<_adFHK(Z1s z=;SOJe6i5z(V0rJ#C=DoyOjXh!{1*l6yP|mD>H7CYYywk_wUTkN(?;IRa=j|5h{z% z&D)iY{&39zeu|~%1#MS?uf{yzC|&o~uMN>cl0?28yf$#rT`KmbqYU{ykEOgvDwh0D zSbKYU!>eXmAzOGN{e{rF);97@f%NgG-j@W%)_+&K_5joj`;1^Z>0{vUJqy`7{~_AG+-=qB?J zY#RQO<2PoUGi`60f|L=P=Oa`LLmR0Kg{jH42v;GlwP|nD{lkzc8Y4P)dwmlQKugXo zk1Rb~374VpxI_S2r;FL(7FGaMhUl1-%jh8NA2Xf=M0NvTp$bzfK$EI0u6mU}k9NNL z?JPzK#-M`v_g9klYbPyQ`Zilnt6s)I@ews`uS!3V(ysyc9`2GwhZ-v8Y8m!+{g|rM zFPgOU;4*Cq?p{YoCxm0?1v8z2ljA-21r(kQ`b3J-vG34$9RcyCbk5Z;`Mda?E~wQR zsx2Xa_iM368V%P4rL0$H;q(lg8hmQmqu30UI^QZb-W?v%D-kTa|7&1n-aV0x5nGiV ziC+Chge)e=QNL%Ofc8E0az99m)8TL6dw5ryA}Q4O#YLF|&~}g6nNS3^vu$HlC&J<7 z_X=i%jkAsXfJ_Q93;uG|58bSk|3Cvdz0wz;iQjyq^C+;cm0?Bt2MlqQU?%|zb;B4% zm)@6}nsM7z{?`{)dGN=BS)xV8_c*0p?pj+Pq2PL?wW6W3dFXa^LHWit7wh`)O4d>- zKOK2lc4By@Nzk;`%dW+iErH9F7!@Jo3NCJNE2;n{49h#?eeE7{F)%d?ofqn1`o5fU z+pQ9C2STm5FRkH&4^z6^ZK_@jY*HJWsy-4YVyc%){;ym2G@rg~${OPbsO!*gEPkN`cir1XqnoywSjc+gxSY5zjR1G zH)6pUKya!Ibx`a@B@}M}^UGlj+vt48H+O46&}Fn}@AmCaWozKeqFq(16e0FfPuafA~0EfBiqG%`BU_@xK7w0lA@f>a^~GvqsX6!LHOMZetf z-iyyQweBB|Vjn4A2&7Ooe49q($51KA*RFlbA^WZwPZ8_+7!0)OU}$xF@YTI>WA@D@UN71?q>wX;N%51E%<7&`SW36*bNT>AJ&! z(yXFNf{kB4Ya&UvHCL4H+~?%+3%k*v+nu=y8@4CHJJq^zpB)6+o2)v4tv|OvB{=hE zf7n%_#nuE1DaKWiQYUX!m!aHC?`Dh_*z=!G?86@`-Q9R}l_JS6R3;?Al|th3wGh0= zVrdSHh*1qF+w}Qb*vd%S0vG(fXcQlwxhR1b%%wM;Y_fP`3Fo`)I8dtxZ zVWM4z6CW0lHk@R|ixH7Z(PT}O($@S)g>xqf(NHAiJSPmBP>L8RuMD;-C7BY!2^|^$ zR~xbG(+vlcJ_~%?Y<8=*K(}^MkgjjMMG$sT_x6mO*O>e|3AVX$7ZR+XG2@+pQlk6q z_u0IW;&PX&=a#~!T^|;@ZOGZ*_VsUpG*aK+1_?JmlWJ`WDu_TGgBap?M)=yqt=)1g za|%EUz6v6E9Uu8hc!0m8TdPLPhdyb>cFoP(!w0)8hhpWILrz}O-&=y;m(-Z zI^m}sp67+O^zHFc?pF+A0$G*XZ8jaLJ2c#C*tJQZIZ5`j2#vhu5Y@|ZUUoX|8C%g9 zoi2!i*I=v#s`f)sqsDsVix=k`ewEFX0Od@HXLJNL*S2Qx;TV!WN+*0B#|nL}@$u!# z!>l3RGNG=BtII*&h?-Wkv`MIk*9jxF?C7K!M-1pjA?UzMDsr^qG9ZQF`DH<42II@s3@xaQ? z3Huah_ih(nFZ|6Xm@#us`Qf9#5!m|2-m;1#b(EgjORWm6vsEd!PBLvIaAT+@l&2qb z%`;EMcewsy^Dyv*$CTe+W}Ew;-Zb5?0v{F}=41X3#m=STmEwEQ;HPLyBm59w`^M2- zoX|h3n>f3gY0&0yNLgVnn|jw!b>qgYXJ#pLvyKuCl=S!oMS)hL`-vx^q$KH81f>># z-M3&G?%zN%e$VTW2{5}Rxyfk5<9hd&wnPjIoLJ&}=esfL-85mc@ng*9axzaKJNFIZ zeY!&&Evw&WruIU8na`6_5YBsalnN0t7W@gYl?m6~zwPL2t-CpxpQhH2ec@==wWS8g z6raWdXh7KboxK{^xe+K-!w2vy`5Eh8FCmz~^I&M7P#E(Xq4w{$;T}g^2J&~wv%@v= ztCm}I!!rHF-DcToD4mA8#nTrCp?-d3Jy}U&h4gk@&|}-2_m`({49@%SJYSDR2UpTi zMrD8na3#pgT9YnKgvWfmbG42_H+f?oKt@Q~`|E&nQ<;;!*6GVhxV=-&YusQmZy4*D zn(5*XciO%R!~LqC0C2)xLG)~~Z}hg%0C^G;RWFb|&xuHx1SeF4g?fr!mXYPFhRs6J zg>=@&>NjC%m+SE%tjJ)nS0lnFC^=XS;koZQeNR^N#Q@Xeg!$($<0#~(Ha6TrA>7~Y z;G?0yj8}Jg>DKj{{zvw-?a`jiDip&F%-$-^m^(M*h_g_cZCE2WkE3rv#ASPbOLs%|*7BlVOE7}_PT%>YE-$-rJHe;3 zrG@}{P!Ob_$gFWsqF&LIZ3frwOS!CrU`^m}QVTY1j+T1RW1y6KPpSUE$s_ti{039p zRigiYdqg7f``jDlyPD2!(|(aQ-Fut{F<+Yd2jRyMc6*1*WmsxHQ4|d#GQ!F8=c{^` zMjkkk%3hOnl6|^(TCd#-A=w3yY(h?1_w^j0SQpTqaJ^^(>u!z$ZX;2tfqvG0=77={ zOFznFGI4o#)z}t=!Zss3e*HL)C>y}9)ck~*a?<1<^2hbxdKYR_sCae#X45+pPPYdV zIX%W-le9`EihWUo$+4PmIkh#SKNL&|-f;8~Kx5&}@|3RA!rC;w{G2rMGyH|Wvv+P1 z5tpHwbB{|&c7p$El(Nm3f+MZli~j2H&=GO<@_Y%F=_v7|A_`UjHW!}F=l;sNO&`Q0 zY$Zf}l_z7BKkE-JMarCL%yj&^ZiKcr?RXNep7r?imsy55ZMkUQPd!8{4m8(r96hQq ze`v|QFwRTebacbKpmYHJyAb@Xaw%{;P>mEaX%=w?sz|O z(N_wxdO832ccXM*VT&s*`+Q5ES7(TH{O`tAuDH9{WJe; z>}9kKijtkGC7yITG~{?jul{#}yaLf&U${a|1(uoC5e1h`549-i0YeLYW4! zKCanS{FdJ~LmAXl!4v0bu-yK5@ZZp?WA{F9UvbH6vY@v9V`$9#IU#7i!q*#PwohZC z9g@+RYolhXgbR3zsZcLIiBW?MIG!FTSkQbu$n~+Q>)a0XHSyc(B*$JV*toRUH`ZpBM@y9NWOP_S52DJ zw{f{UH1N9(pJT`@L<{*J{Tnm$EoW4lEKaMhsu#agq@B`i)!N@;L;%a|U7UV@j_|Ks zCmRDAEOCRL2#lY(UjGS3#5bq(@n1E)seKFakJZ1?P^u}*uT)r*zHzB@V z;BR5I##+6gM<;r%9(*+!|MLRQVbA3>=PcR|k|r69Cjm&jmi1>Ho89H6NX?UJ+t8+0 zZOz`^5_t-r9%oWm-=Y$(+IQc54wc+1Yzb(bhtM_9@&^hEA~qonzFb8`KS|c@E7Z5AanEoWRwtb$(0UH>IejgZuu6u8)&~eb9merP zfhU>)6r6hAUU>UNNPZRAjX#AF^KgEKid}U`<>$83Fvz*$+D(ZmZk0&2hMWFB3m|*> zTGjU1qXxBk4*@PCeu@}6oA1-m=35kC!1jK4`bW>Nn`m){&=}6p35A!TBX|8sC67Mg z&2B^0w^V*DKVBZyEF|mUVoye>3~!{WKU8$~bY&gFHp1u#aD0Ene!{_3po2s2ga45T z&F>D1^R-p+lYpQGws>7`nZ@vnnTxHDHn>LbM%iM89TZ>hR)gNYw3m&N&dBJsV`C2z zln3r}Mq}M$GIPP2+qY>kG*^;}+aJ;(BNd?S)w9yLW*<36oyh}r>cSZ+0Ty0VFE`^K z2lx?GHbH!5OQ4SmrQl53+O)M0L~|7jW$Fa+*qdd$^lCVm2h*>J*)u6^7y6hct6(KV zAsFp9M9grHH`Xh!xCG5A+!9`;2LbC26$7O>?XoB0(%46ELLSK1MdYk>!*Nw5^EtAm z%yL~UAA$Jyw|RMZ&R#Zu!Mn+z<4^)-I-rt2mA}7$@ws$bordbE8v16%66!X89_@xO zQzf`=7v$QCQc4-s3!L`FRoO%aF!ws9>w>5SodXz>Rm7icnWqzK0~L1EDV2Kg<%ma) ziB!d;wugrGph+=|)X}qpIT)FZK}>YPO&L=V3ks_7^I}?N8_Eil~+j-4pm^&c$JaVIK4=x__~&A6X%uQ55Pukl8S|*Oqmq;K7Ofzo$PVW z2Zj+>yQ=Kh|0g!@P&27h&Es2AbK>hPdAbC?-?4umIQY9jSSroe`}N=5#Jk)8-W928 zw?Nv7+6M-?MkMe`llqNr7M)|_kU@-djDNFx1!qVEvYRwH&Sr+V>v^%uyjKZz#x&)KPi$iE^tOd zkQ+emP1%c$%64G)Hu+UJsPqOZK-GKJ^?7Lvm>EqNeiGmPD>h6%Z$B_{Z*kVW#w4B% zcKDAp0)*fJJzv#@98bkGpm!1nXqcVF;Z?iSZp))dK;m3*Y3l>O>< zpQd+Kfp1a2uFkA|+m~Ro`BTUAX7{XgXsl^uLWXTe$F&Eku55qLb?z1^V8)JUV}91? zh}Ik^V6Z)4bTBiBchaO_zK3~jtUvYzf=F(m{?+HL#S&H~jXNj(g4Fgc_V^8-&(~@7h0udsGM$gY+75zr zuHR4QiHUG`Dl>rY=&*(pIYwCWfxi>bL&(1m5^^0%jUGz9~bIxhHx-q|2@Kk~BKTI<7o5No7R&r=A|KFL= zGmwr7+egd?t3(WuufI#6fb)j_c9lTwsXyuiA|dmYHOGoa%MZgNs1Yk&6Uu*3OB|}C zmR%aj{7_Q zmca?V;iV~|j3>5Mo%pBZ&8kSlyH-t7yege|_uN$Y7AeR>JGU1r%!}-Em*x%)<1prU9%ewFS-BmV3!Tdl35ILc)o#IefQG#3`*fIEXmi<&Gn+wfa`$+%r1l(iaz!-_suM#-FE$-5wc9S zdul@&wA##DkIk#5!6wV~S&E1i(~?$)qbR#AAHIvld&n(T<*4P%KgM!-hb153cLrYX zh}fph1j%%YPY)%}rV;eK8wDx7fyy^=&I(Kzym<7aQW{WN!3EFYRP)D#{%cWWOeC7x z=}&fj(3;}gW+J1I-1yaYBAZ|2H!VpBJgQ3e&)UDso#7|{e&jz^<-KvE(Zq3h_GQf4 zWbo%F%B^8myT`36E;X8^)?y2-)x!d;eR3S!al%RtEG`_eS^t1_lCvfBZf1p38bF0{ z7R#-^C{)o_3e}{}iz7c!X67WE@58l(STPnp_?vr~eu0=F#lxc`59fxfzUJjeRf??! z0?Tl}MolSQg9i^$0wfHmTemgnAY-Mu>#VFI`swr=Sy2YrU?X~J$``Es@b1%_Vg-uj z!V0GAELnuv0|68MCsEv9!`Ik=uK;L@C0(M-scDn^q7W|1ulAU$S~~8Awe92M6htpx z^JKk-Q{%sC1_l?{^5y7EY4PTCIkidprv-TPwednKVcx}gT^Ei%3jQY@Q+>LiHS-s- zGTr^zRM+SjH2B%ayU(8)T4JKMKRMBT;BuABOY+*biNM;#?lwH&oKa9*4P47%dNdvN zpD*3D6*ptafBuJbb+@|P5rZKrJ{@is5yu~o(hr2KHpYr?7J9e!-!#8gpaoG^=dEZba!5=9cxO7~Ms|*16Mv zN4`(~kk7h*-f4aK{o}== zm$;PE;sJd8w*0l1&9g4O4IJxf*-|WuRu!(5p0ezew=imkOe##@+kU(h%apWlj$I5d z1wN5Jm*%cCk~oS5Fy8DVO8jd4Ng+JE(tIRxHTJvT@p^2uq*zAFN|;{!U8vE=KZnN3 z}=uU{nDm_^E*ML2_`uqLK_xw4VTTLyp@@59j6WOJ2Wj3E! z0_iqb9ny+{0nMrmmT0Lc%o(+RqEqtAmk~c(SC3ME{r>$Q>FA(`q(#cRapY%F@%}|o zcO7WS_ixZ0m3LM~u_Es}7poZ-2i}IjmOr?NL~wW#-9da8%3c;j+xDZ1J;w$Q7#iZF z!%X@8U`fU!BMpac4O!c^oR<#p- z7?b|qs$%ST1oV34i*Jwr<(|XB5TKY9B1^T&M}K|*o~rJ%H{7pv?x@qUjsiJBSSyoWXqv&v<+twZQ@rqdP-_XR*3T5>btlYx#M1>?LKJoA<$vY#cH?S zWI}?K(yw-#h#gB~;9gf3u6IzQ=01REa!BP+sZfY&WD36vG6+D)-N?6l2{of$@##mj~{r7n~XLq7Fh;IFk>+i@y;OlR~ z(ILe`pt(SDUe732dGP*{z4ORaXvK698}?}8U2t;Wgnhf0cVm47jl?A0=>}R?$b#vr z$r5CQZ3xc!GhUjO(zjbJ5mQ$DE`5@Tg>srhceyv1c0Nk)PE|`vvalem*JN$fGKw{) zQK|PCLNj2h@IiA)(uez^jdB#(PL4Y|%mxl`N;~Cgrf)vKO+8*-aqn5)ea<_tp7Lla zex=+SKDkF^_BLQT6z8KB>CB!5i3?j|z8~i>=+cSHT_zC+snsmgr_x@T}5~r-ew~y{TyODvNHk50J%f)fv zW<9Nt$6pYJjS&IY`y9Uv2HwIQGl45&ar8UaXtOPIW)SXW)Zvc)FFmXL zdn|3eheisS{{(srKui(O#cH%{UN>9|=mZtCUcSEn=H$fpp&CkaF#!5&_oFTFAsQce zRdSqo(LFHj)^|fERxf43X66Hh1|9BZ{>6*fyOov4!)e?KA5xw)a8xbcxUo+U*JHva zXutVTY}e$=%f|;#nPjI-yglw$Ao8Nycv^7+CTdbA-*U_S|IZzUKC9PUduv(Kwsub}PbDpkn;(A;Yu;bF0xoaxjMKUos5bXow6 zm4UZ6LB9Sk$|2?X+dZg>E&NMMj*U>BFADoALAW!4!(h`WIvJ9#)OkbFf{L%e2ncQ7SzawcPWc3 z+j69(wGSo34ki-^8*lhbG}yGi2x(HTyHbA(>$EWisZeOnIIUK)rm;lbW09^WP^yB2 zXewgk&*%HPqRLXJz2y1uFt1pV-+>c+!6N>qyZ4(h!iL!h#}G6O4?R##hg2};j~_|js30L$KPbasy$2<3@2Bw@7w zXsx!<1VNrfDBaZXUEq3PV#?rn4x13|iszwQ```FiURE8|4P3D})VLn-*a|v7#c=Th z`Qs^daupNU-5yiyoE1MYd(v7v{tm}j@w35;jFDI|yW3uKbc5T`RhnSwzY`W<8_V>9 z>c}(VWP^qg++p?OPtf&1T@b8?#VeyF@U7-vOnC3zq-4Xg7+7M&AlJix)r2-XT-mcP zBm4}iK{hbsK%Yj7D&0Jp#?D(F{C~6wtW<5b$8omjTC@1dEf12g!yAwYDG<8k8j>8B zp{r~2$Lw~G=(NgL(f4ID`!TFqtPCS2pql0XcVa8VZ*Hl;?B_ zi7qju8^exi(Y3dFsJvb>Wx-zjR+snA3hGCqnNQg298sc5P#NzSu0cnRav9Hmpj^)ViaFjF-_Q)>mjl+bjUMI z5k3^^8x*WIdw!hTi^dEeJza2|z(T=l0N{m+6HK}ScQ4g?>Y9$^w0Zm?#a8-wm5i*O z1-lE$4+T|Cu@)ahY(Ib~o`g#(!;}|3zqIzGFSH8gzIgdJ(|PBv_qiJ5%hF_q00jZZ9rXDz1$33tsQmnTs%g@=LcDc`Pw$TJ3jT8M{Id0 zx=XD0^|XOx`ocoG9)2tqJi6x@FdO!Ymm!o!Amu}`lavZZ*ATxHJ%DV(Ji*>pQhIQD zHTLc6SPm}rxL8^Em_V7Qoq)T0HxDfYC>)t_U5_7Zvh#O%nXByAAs_~D2n)gXPnl?NPgzW?5=-4z(s;-v=6h-Z(R z0soz$R&HA4rM{Vm72$d>I`v(GV}!6MhJvaH8(sr94!!I}e@pr$*F{X6i8Ykqwk^$t zfV2GfXp;iU>nKJ)(F24>s?=t1?T_QH`Sxu&i3au|V?AW&_B8Kh?41d4WHKjAXKh(O#bZ#!Xm8T^9Q(8|$DI%gynj1Z(BybtTsl*l$ z+8(q;krmomrMp#5CV)fn=^k&Xu5f}`T7qui-_iC*`HwGNTQ4vAKiE%TiRhYeA>}Us?bCd9Vm^KnYGpCPr96 zPCaR&Y1d7yPK|~)<*O>Y5=)BxC#Jr>K*bm$Ja9+nMuo%2{;btuLQ8 z=(Ar|yYqkBresL{Z$SfV^-r0}V{c?S3 zNI=(ynyue3XeS{g*A5Rb{>AuS_Rf=D@-E=#$JxexGj1H3Fv*K(Hp*>jJ#k%jEiVYHc%A&UT;S3qx@@Kp*9mte!?%8PK74d)4WhS%QX{{yHrMS_ z!95jA8I+*5k<-njU0fp>Kdpw5s-+m#U9xDJuY0=>^iUX*K2e#1V0P~okm{bQEh2bh z#D>B_k}%)fTis1KqsN~`ZEvqHap>%s7JL9F13CL53+ZxT8ZR`45qncN(rx2iM{)o=F^v2c@K8DW(0tA)&d>ND$g1_j+ zb`i}2glq)xr`(iXjWz1{A^8vzB)EIjS7?G##Zn%lEi`)VqIAJ@s}l{bUxMh2cu`Sj zr-*j(17t{oT|6(J&R^*71G^?lr#~u>$*)|e0!m#qdPo7XCC_;|sIAgb%F*IFmzrs;8!Eq3mB@A(h?bhC5 zrN6D;J$kGCFdG3;uWHU|_iajX>kiosydGaNOrW%@iP2iIN}a4QZ6reG>4v&Vd)waFTO2Rb7)fE|gh3T+SS4ioA zMf;x09q|cShb1E;9fMQ^j5aUr^3Wn})rcVL#qFB$G!A(Vas1LLMqD8GG0@Aa;@1aD zg56X8Xp{{j$JAVmfLS9HcAmV^Wz+piB^sy2E}Lz?{11ia(S7AFCf^<~oFjh%H%IsK zq_G`4d=j$@Wi473(f2-c1UJlvj4H?8Np=Wajn`E!(-nXYXo{YHZk?fU+9hQ!<2xPZ zOk|M0&%JAFii8KEr;ml3R84@jTyOB}Q;zb^#KhGqtO!eU9+K@FDnZkR-#Ti%2re+U zQ!E_wSb-uy8fZv7JZ}h_+z_#SO#tk3mxcfP5)JrnV^7E5qs>YmZN2U<7n17owQRr^ z=5#)B?yaM_&56)pA2f0JtvWpaoQ~g?+`<#Qw9c9pVVWp+T-!dRTRWni>kqSTuZW8} zt4JIFHt4hqZ9{~vdwrbRDw?iE&JjLO2#mUW(Du90-!*PZaX8IY&T(ouBbeT1%z6w} zsVpI~TNW)!@LKN~N;SR|r{TfcK?hx5-MjBX_hV=W?+5zqc{@QRhD`*Ntda5Psd0&M zyFijdOgBYXx>yR`%?xPrTmLO%I-=5oDVIA!j!M|7eNke0!tS;&tGXa9B#tF@9?Y}e za?1s>I3@1JX{JrfW<1&UjkL*}YfD@{v~8Wr%_D6-r0PjHGH-aL)vHTY8i38-YOs z!H^UO!H4#3EU3uazf819@Zsh{KDeQyP&tqx+E3h2<+d)B%r5$4?VwXd-0O8XE{~AO z>S_kLkxFwu?>7DlnG}1RNm<<{-)Zh~gEnlwd!acBl8=_JYS@6AN(kwL)ZYdht<;OM zB>TleM7HiQBu!M#(i83pDDawHnlNFjh4p|@zZjd_;>>q-@C~Y)tD+DbErLMFHU2`Z zw_%9o+hADDm6`z-r&nLqzy>QWs-2WM;CZEmf{Fl4qqv~anOZ-$1i<>9GG=eH(A_$e z{f3(7bYgDZk>Xtw&hjChg2q*Taeq(sXa&Pu8Tfes`;^B(9X4yQ+_3Q?pct?w1Q{h` z7t(}>4f$^~1I(^USPqP;v__j(n9I%#g)J=7#Sm;O7+{jdJIgI}Dsqg7iJm6RV3l3i}KU zK--qukxlD9&$m-7j?REan)g!QszKi3-d{<_lwCJ3sW&te;tHwqj9uV|Q-wAGO_>(n zI{V&0(=HlvafCU#()DAbpIq~S%MSZ-x3UWtFH1hEO_*hrfs*@G#xjYgyYNN}?VOp{ zVR2t8-bXa`dX$gV{>>(Hy1Z^trOLhT8kNEXNqEl|B6#|)yU(dv7l~9o1DbHKnI>*HPIxqHyeW(-52=z@ zj2c75ZHlI(s6i9l3Elb?up0?}dY7T|GGTaGiroDT7k3eLe0OjC*ow}2NE;Qtsn_d2OI4+EyTvt&T<_uiQ_KyO)DTjDYi22sfp4WJ-|kI;~}oHfilea=~gVm#+_1 zsJjm0?#oBAY<*OHXZt&k-j9y<{p7C{%6Ca3jsXHcUjns6b?vZ0DHI}^O3B3lsM)=B z#e2^sv=R=bYahnEQJfVh4qILtI!dDrn<@H@Hu28+2hSu%7e%;c z1ywV7axJY1=64a@yr(iR)D`43x1o=Nep;>9{S#oN6q$qatjH$BXwP^|!&}E|9xxGD zB5*vNn>nOuNtGoS#&yl*Pdx!#3FW29l~-3x4ux(?g$mk$Y(z7_Q0`L(!B1?rQMApD z|FPJ`8BwYyu%McCS;Nv^mW5IA|C~>KeK@WQO;3%n#V(vc&`yldW>}xJptP7Hi}stO zFbTPio(gC4?Q~$l&sVfyMOC##P8vyG9W^$OYwniDDv(%ONYZPzEm~x@qf6K5<{x0mNlJzVxy0pZB*!b$do+E}Ni{J>G|Ni~?{zrzR zSUBG$4Zi%pvk^HHe}Q>E+ew7r#Ba6-KYS880}OX|2etXAh0Un!GzB}b{ir)T;#kB$E=M3*w7cU1-Uoof}k2pOOtLuUs++!1HwM7XIdCkM%w^6a} zf`?EllMN#=Gg%paMl=&UZ7^L4Wu-PYiq{>ohXy^9h0Na^`=!Oe?57p8N<5T9XB{Wj zr@biwfrZpa)!oFY``+s=GJqR*Xyy>A*T?DgbC`GtDLf;4a7xxr@wNjgmHQ4q*+4MYuaXCmY9vI-M9_owTPK_SeE0|i@W0|@>{w@ z8QQQ^_{348j^9~3l1xJnRFN#{ zmVeV+zt2BXLi)dGE>_1jY8_1&@RA-VyQ<`AYjXdtbSr7jOSEWsSbza%dC9URFN6ur z@r_^MH0XlnH23}x52%vL@|uYsl@e3$Y3H~^mk^9NvNX&mPv>t(L$jL8gu%3eap)w6 zuN>B~B+IPxZ1KP5lgMSZG7P1%x3Nu0ZhjP6-YFF(m@GW|T3kt@^Xlw*I`=5DxzErv z*A3Exgt*BILC5Y7N@NJe7#Gte3AtrWEi|Q?13O@I7zqN5;I02NM0W6+fOCWub^TsS ztoJNDlEclEE#-bNvaN^U;8MWpW3Fj5$cPS7S9XY&aYGTAEXC&z(Z!6ZQOg({y}DQu zh8x|zmKHm$H_}s^K1*IgvN$B{!^-@xL}@~<&P{+&hjou{AV9&u$wfAb`ZSHTOqdef zp{r&i@DKsro650y z68>*v=~?U`i;7E zjS8k@t=y?0J)sIbEf*p-%{2dcDu<#xjCG1uj5y;FPoXoueg6g@U(dVCDgnA<(0XQx zhMV-2!#Z!jBttP1kF(I%|Gcgmm?@0;ihZW~^A34-|Yr&K6R&-0tnHKX!n?(y5!JFE0smi!BGn9xw!J5h9Wbc<8Q z*FkKiXy`o~=*fqlfC@Pg7a^)xMSwUKMFCQmkh0>8?m(de^2!wv%A0G{Rh^;X(3 z4-|INdP9X`jO5D0rsL>$b1I=wa8X_kx}a)JX|4w{6OXl2zbA3M2^BeJ{%ZkjblEfV zd^qWK8O7@)Xu|9dj_L;*y=Jc2cMXRbD_X5xRBgI4! zS>I*O58o!lnN<^H*}$}|$Ve{p^Xdx;1Zq(Ix0ebJGZ+DJ&k9#8eH#Hj^^^oGHYcF4 zEftyUsaovAh#HDWTkSvb1jc@kboTk2Gk$Ul_z7t&_#OW!ennUA4Au<+ct z3$~9-glS|}X+ib5lvm8l!12yApU27MjMw%qc#i`oM2odq;sIxpfa=>Al~pHkiZXL! zCoo!;q1Pb<&t!gYHVd^R*}7o7ZtT$f;Wz4af1NY`L*QW`Y4e%F+5s)H2i_*!csTx= zcoQ89;h0K^)pG6B^Y%&0zWoo75%1zG8q1Pf-pIshBXdq(Dc19((_)iT27gBm!*d+n zgmR)Z$e4!7A1mr>e~t1oOuw87dF*u^PYL$PqDyEB7Q znk(s!ENL#OLMDGV06%fSCdqSC9h#*sn2>tu9|Jm*Ul#1M=jD^%hWd+K;gla-ah_cPGuAyQcx;n9YXm8@-*R|`jiLp{K$B=f9sXcF~ z9+ak;0m@KVJPBt!cGLbB6Lfb0&O41YU@{>`vxb3$B5oGi%rcx){v z*zJtbeHO)L5q*ph6JsgZgIUi`8u)vpn*cNisnZ1MbJ)>#=j1YKl=czgT zF8{i-mD2uVvkS|khIhLUUh&+ahR`D%oV*3x#?x%nw(9~#L~4H80x<@dcxvNU_8k#N z;uDNbERoZyP9zSr6Mb-VUp?z^kwv8aAAFckk>*PfYbtp9-DI6=_?SE@St;ZdK3Yb;bIhvTYOAg?6<8oLWo~| z8Kdu5+4_|{`Fs>kHZ&s*ILwIQ!ly5`9u~-zL}UV`aQaBx^@mrTxBIimzwak(b}TF;oNg<1heRcu3@GLZW{Raw z@oUt)s=kIxcB5KB`u|TK?FM7alo>t^Nlc^~;h})~l7R7APO}vz^EbcEmCdLW5sZMa zGFRIqaY#JF#noK^@=bjp9mhw{27c4ehUTjy5-)J20ki zgxdp*lr!JT8+_(PjfTY-zO&SBn6l;4`8I^`*EX^O`I3&iV{BrBcLAd zce@WRG!(%jpUyb_&3eCld+VX}u|@3h%jW~&jRpU8y05bC{iV#CTjR+F(9_X4?gx|* zd~}y&t^7U!r*1dyE)F{bg4a?Uha$J=Zhk_)O8U%?>G$sjK2vx#nGf_Zsj;xo#ykAm z@|@5Q zUcVnQAx3PG^|unhCzwXRdQ*PvfI$#mERY?ykj{+dBwA?WAXj2gC#rVV{kdvlYTw#U zV{csYwT^u;$I>~29TUE4Gbb^rD&+f_@oJu4V#dnH$2{xLfBlyPu5Rh^b(5>U<~S!% zR%v_A@%^_KD(T^VNKKztkRbzQLH+Lhu@@^j9) zCCg6O*k+Hs$Z$KK31qC8Y-TTjk`mYDCY~lf)Kv_PJbIuqurT@AfH%qN`=hXVq;~YG zPu?15$E#HPg=%0KF>a>dr6mM21a{7 zNbcsE_oP7y#{T|9aO#Sue$|(HRJ(7K$x@+)1s`8QDYQ2lhodtZOiX{}iqu?ChWeS8 zW?BthPL`H2h0n0}RQy{jd!`KrxO-*JI4L1GyWi?V{|@PJy2-N*a57WifNZ=!!iCH% z&mF&yzLWbOBk?~$Djp85ZLU&W~v$~#HD_zL~2M&4E z0a+SPjkaBssZJMxavOJqMJ#!b-D_PbUVTY@XgG^5E{bj0nw~K>KuzCdMU1~uxULV3 zgpog3^hwtOh5Y-kmpmKIJ*|`ZVK`MC!YF-ay1idljE>N{Lz2sU@)+yESnEj^YuA?K zjnqZ~=97z@J#gBqJkzDG{*AF0m;)Z`szSi=Rq*FhfzS5u=Y!P>e%!yd!J!-V8ka!G zq`4(zMoDtTWJilHctg6-y~1~lxjg*5!d)sg3!=(;1X&N%VPTDxNdC^U$O^pNAq@%0%|MoqN&32?{YhGw5Pd|60$J#}J?M(Bj!`x@f zp5~Q|5zS(${KBYW2TEP)PT3sZzHrEPDDBmo{lotp)4|(JP0|O0WyYFkg+XRL$bZHT zv@(h^TV`opwaC2J)ygm^m$FU;7tBAn4h(26Huu<#A?TJN%xnbaQ`uOa>Ud+Gp0t=~ zR|$L;&2oy3w0hdu!R_93_%-4zWw7hw9n%jaU4k`ghE7vT5rF_yBNmjz>x`6M&t~~U z^k|6$ZXEWyFf!D&tj)HbnCi-*)Q}aLw$_wNsc*XI>1GB$5jSoXODW_rR@BUPU|8gj za(zGuDX+)?<de~|=B?u$Rz2Cw)foYt>>BRpk6|y{oN|oa zIgHUMX1~CO07gIf@|=y+NiKc%x3B{Y=)G;$3eIt~Gi{E6UKfZc^VWs3jZ+N`!O zwNBxJ(d?G{D~LY^@=XBqF|~=)1`k6xg$Dq*>_(+cy-@eVvZRT@_y~!Dru?`GY!7n%wl3b}3ruY(_XRpT= z%I!k*v{5o^)z;Q))WQV1dA6@^376g`G30`C*NZ#a;<4m0Xjp;JQy>k2xEu;^^y=68 z7x^QvWUKE1aB18Wc!}gB-jJX14W6@^0P>Rn!F7D47M517dotqs^^-d7U$+QGjUuWL z;9AYE<6N|{7EomQpBkvKSXj{E>R3*<@&()E^iMV?!09KqBpo8*k3PymvTbJw6hE<`9mXb0|gckiP-pJYscg3@4eIL z0(|(*8*%*G6;aEbQY?f3(wk&+IR?Qvn7+!jhMn(|`_D1jd{M~0?`5~gKHJ?6KlS>^ zQWrc?4&sJj6OMnl=#^Qno1g2hTs4-|O0Ro3v@DKB>%PlZ%H`4pr!KDrJRA5AH(9|! zaJ>%*>{h9x4xf>w(FNVCfi;iddgSI}cVA$Y8*AvW5nI7$hrDZw}x)&=YTlR5Z zrTgCZK$T6iwaqRHfO1ahYaen~{)#;S{7q@F5P*hg8fgkH0r^{_7OK`Su2)N!g+HpS z_PgSKI>DkH2?M1X!Rk@NAOAPkmf~kI?RMoRq5Cy#v}K40Mmeu%AN@S@?P}Lmt%E2- z+DwC=c8SomSv9aov@xzF&Eaf(8qr7zXR4Jecwp%9BJKG!wRm*hQoQG6_mgl z>dJ9pA%8r$(VVMje0&_DrKP3dyFyK6NNm3kfl2io|1^oVH0|u|CE5+lz$wtjw2sh{ zau4zbg$acA2E#tkIn$Q~qQNLMij};2yTS%-%c{$RWPgrN01oQ{l5({?aisS3bbk2V zt1P2X>Wi@O8S0m8C2d;k_=XSKLD1r0)uHjP4?;!EGjrDgZVpsb z_eXJV$>v8SC5j57l_FHeI=o`uhXt$pv%J4?4~!g+@-SK4aIw)v5zS@dQ<(Il1j&D? z9I=xu&O!bu;9S>1ivUTp8|Wdw!B;X4)3_Evsp~R_fX1?jEnl#%8Lg-5$8meqc2wSY zG#ERPpizLx!iFl0=SU9Bm{h?@_l0xpo8sh84q|=pw{PWU7oqbTgBK%2?KUfx`eRq+{29MPBsy(jXL3f^5g4RG##_M`Nw?q zF&FstThDoJZov*URu(;NmBL1`+KIj$|lQphR;sMT@+kwbSRws`_#II=7XFO&3omF2Cl z_>Usp@!k_l-^?TH7 zKY?)z*RiR#w!Pfqwz=P(^1(7B;#WP(}+bcv^2qs!0Daw2YD@? z04fMKVtI{Zw?#RIHV?9!J>8e#@fUG)FSQ2CgWUk=ILmF5LHFyUIAE=?LT32H&Z}{b zk{h99o=8sAKvH3x4QDJ}+%tn>Egcn2?X*LauH;cBaWeu$dfovR`%ZRbzCGy~GA3OT z#6ya>sPS~F5}>H9PS>X`d#(M~Wml%vFGf402w7{BL#Oy;v|AH_$*dYi$Te4>)Va~+ zrWIHi$}LQ+PMkt9V#T~qz%;g`SB6ldl^eInaNXt}N-+q_(W7@izWb2YZ|0ZY6y>BX#eDLrqwqYG}Y!xNplSnew;RfgGK9(7j*ZR_?b5 zHL@1Fk?{ERX^?<7wBzt94`Oya@BcL6u*!1VKJ3w_)9g^57{HVbFW^$#w4rt4l7~7D3?0@00Th^x#i|GNuRLYGv7G&2HSlFV%#RWj$PC&|`fxXwOu_w>|UEmma6t4$v#1;QY)bNbJ=|L37sMivf z|L*>&5vz#P+IHKc*#(VDE}yUGcV{nrw7>jM>Up9#b-Et)6ub#3U7T^f)W?fY*Zm=U;gF3 zb07Wt7oam$3suR+)p){?*^Ru-!=I!Ty&6=2)l+^?JL*Y;)XoA+qj=PA4p=6d7*+iE z-Nez))|1Kw6_0fC2;f`{j0RVpRa*aNCdANlA8E-enz@ilQ6sUP)1+3w@xcJxv-Y!F z1-ZT5wW(D}Hh{TWr!#dB^4$w_!qL9GBP32;D-lPgKVYQs8+8((l))AIp!T?EExKj@A<9`J@nF~YHE?P z!A47auHk7P#;H8o|B%u4j!?7l-K)^QixD9&b{`$Q>mv3YIjP*A zRXrtlF1F8U?S-%?ho_SA*Ep3B!pK`qAYC^CcQ2D-c7$vaxKr!J(I9 zf=C?OOrdQ^8DQf{xYghYHZ@Oyu>bj~kZnyz&-_&?!kb>7YWwUDr9@^T3+=1Eid%qq zIk=SPI}N-__|c+Vhyv-~W{hlH+H+={iZHJ~NjycDSzS>*@feUHXiz974HA=-2UPld z+_EW%in-tHh_6E=%N`)*TdnSo5&-6X!;oqWcbYG}Hw;hg>R$4B7G;8OFNsQlG~~PG z8izF8z4def+lWgm6wn5T)RGOVNBUHE%YbhVLF;L}Nitm8F|~|wj%G$~u-^_DX($-< z*Vw`cRX)2k5{q~xPSP>}{K!fj42@S9@ycX3S776x(^;dK7}caXtZcbgyB|rqCn~EO ztefVmy&mK4yn2HoccTHf2UHvHkCpym- zc|euAwqlEi;T@Lp)_9b%n2P@R2Wz?+CKH&`!u%*P?$;OHG$W7dRPpAc=sR}z(Dlav zVAtl8!3V*?{Sy>I>3s7UClKQw+Md_+au|!|zFBtbaCXdq;at$X@JfOj`Wnw06P|@i ziAbZNK0Zb?HvrweE_1v|q8gT+mwua=3(}6&pkXcmL4tFO2>dl4wD+;Uf8GE0!=9nm z(Y+R#vi{6oJ@ZnD5l^BtPdn&*Cd}Ni4!W3J32ojAza|7ND+vyz{$@%=_6qq?bs`t3 z2M3ADh~kEEQ%z`Hzjc#~DQkzW`0H@hOtzRVr<wA(i%QQhO^#8p8zbR`Ts>Lj6LL6dpwPiI&z>jy%c6VG? z-*^7zikZd;3{M0O0>``|ZdcTid*S)Nz>9|zk8Czrv8_2H@yj16Ma9YZByFy)K{v&B z6fvU9H()3n02OKeg~12gVKYO4%AFaWb!&atX8kxMkPp^EeUq1};}36HA|y_%o$9g@ znB3IYCLdFlj5CiGz{V+^<4zRy_}VLAU*d8VdC`BL6`D|qg7n`R zc?zP9b5h(jxqhi;s41eku&2HIZ2tC~+q!MyAEp1}yW6coIDyZY8Jz)tmh=4m7{59< z;&uJfF($;t%Y!Z}%f*Enjs-2Q$v8Zf8!^+IuUEAe2wHQi2^pj%=n=_a7z##??q-+W zH`51Hb|vNsnUg`ja}szrzW3ho@i964 zE~64bzoPiPM#g`lhsecRhXu8J zIw*97E=rG=e4xpsG+PzLm}!?SSgeu9wu$ID2TMexHX8B>aEY93p_fPCCFA@kul&~k z-Vv2+)1Wf%vDy@LYBREByn4!?44adqEDVk}-l5VjYz|^2xBLjl=z)B>Z zMr3T!Y15(vt))Hd5y|A)Fyku1ykKBHZudFgGo|NEf-(MjZn&$#lAL3soBxSD4y>_7 zQw{|@o3o2E^KO)Ui;62sqKe}q4Ii~;udNU}^3i^+o`uV(-G!RNo9F2>wRlw_e&X3mO@OS#fjxg-@=e9vk> z$VD~?%7BXK3*SC0G46A!mAW!-8cJoRQ!hKV>|1~Vdoo7oYaP*9DT4ydZO~Z7yO$J6 z8jJoyqZu~+PAOTc*>#Q)XS*qU6j$ydd1m2mwEZ0~uM6JaSZI9h?Pyvb&k5v@ zIf6JIt9~X4^lOzz$5RM(6#6}x3bRq4UXTXIw`eC88*Xi@$YY#R`R(RExsB4W5_#+@(Q&Vq)nc@?bh>I$9f ztK4!wQn~%;_NaLc6Y2(1p}wftuylqks19j9EBh>YjM!;3g#J}jm90ZrFw6pkUy}(v z6V-Tar@smz6R;2|VsYQwd?cRSi(zG=x{Jc;DzZl|6Z)J%a)|)69EF)ZjpEW%yBqDN zd~5H>(dIXT(iJa$d>t{0t(P(9M z4+25`zF)=i_nGOj9Yv+%_6(au$n}>7Y~^(<5P}J5SOVY_!nVz58CJp28f;VxZ32lL-EtC2`Z@*vB?*`BFr9P{~mfJ){EYgIRgGaV_bAG+YH()2)1akNSk+zwr&YPaJE@$q zz?f^eRvWUEalO(W^HefPay690X|~Hemb`BmIAi8P?$MB1R~bAx(E?D#$&S+_XSEcL zO6!D3)Y71vgg#~z>-YK^BAk9(Ad%IWIa9J!SyggXg8`I_Aq1NePESv5q7L}l=!4B= zC(1|Q$;pW$t$PNYNYW;+bA^GENCxKeTJp1kO930aM>Y>aFjYIijM%@$cs-fkNn!9QwD&?vN$3>leN2E7pPhMvcQ;)PCz_j z8I~d`#0+L$2Ma(VgU4<$cmPB>4SuD%Jb0i?c(ur@MkPxsmr+*>6l<^-Ih%f|oAbj6ub(sGd`hs{*APD? z1y)pVquHSZ)dU!M7n>}`qN3CA7+~3=8pII5X4D_EuUGyps&~VS=RNnzNiAcq4Jw4P z#1>B(EuHgTy!>bz{Ap;`E}WvI0MK*ob!REfyX_4JW6LPZtm*HqEc+@m8DT6f0qQdJ zRv|cTTp!pjL>sDgZh!yXQteeEOuL|&k{Xw5Sta0?F7f82jcr)%wvvtvkCBjp!DGM3 zMjlV$%{)d$UG~(j%iROxobZv(tA}3*j}p4$65NLR=IBQ&M_T!KEScduu3|mP+anT7 z_`%wsNMH>7=8)4dcznV1(-m-1CHm%@Z#Ld$Xg7azeCM5ayuAugJa)x1)TY!Pt59v0 zz$%R4QJ@)E2m{i_n>CJMYn@t;+6U9Aa`IdvKA_-X0>s%ank`AkXy>dZFM!7kP5`N! z+neR_*h_1cNXFDAY#i$O3m^hYl>TNUoOUtsQh1b?AFY`U$?t?M8Em(Mbo>A=V&77I zr|9U^v6PE#;IGp7Vb;LVSRNQr>(Oe(dcpkg&OSaq{_@K&6_{*Dc>Ihs^Ror=V`G=M z9Cbr>U^1U>ARPeQwo}s-CQ}AL=`wvUix?_d#wg=@Z7vgle*c>>%O4Dr7X}{ z!Yt$Zu)!cu3VsF3$mTR=s`JJs&#Ez`TomhWD!Y0aM##GDe?BX<<7ywhDdb5JIUY!( zEcMOOiYj}hk=gpU+bLLEUAgEUu={CmU=B!lhbIL7wTwTyI zfg0qP_NmU+Q+vrUdnFuPh7fFV`VhwR#TQ@TvOc?-CWS{%RK%B; zUq-_!c~Yp|BR^PQG2H&}{sQP`^d}&1GD3KD37Hj)3k&n=YW|vls?lTJ=J8lkwr&^< zsU0#I-B8^cUw!peRTN?)kOvdOhG#@o$>!Lsl4O*N)M_^a2$Vu;X0Nf{x;4K2_FE|+ zy~BQ);Dc5!JX!&uKQ>p}y_ViOwa9B^$ZN0xjM{>g)soW|NeXbCc#m6o;$8cD7UQ!4P~hW zcu^e*WqOp90ISJRh*4fh6_rt$zS#+3I62NOa^JIjo9hR2FAI_a8LC4_N!>GBG8nW0 z7*Zo7M(gUH*`s=!;gQgfT>0KmjqSBH6M!oH5*bxA^PK-!EszpP>lFh=l%Y(g#i(9O zs7fun!u^kNzyA8`*mljEFGq@NXeHH91*=K{y4kVQ8cSwnXoMDsVvAy^7T&7asu7%HD3i+1q~_ecOkULN@FHM4qq2Xug1uX>+ekcNpn?VMW%aUfRhL~>Q4m`Y}1grE^ z3!5_%M$FX$z|XU)27vb{7hw!MQd2HOI&;oacnoH#K%SMQTwCVNm*Z^pn24*eJnCd9 zUNMX+89Q+4ry)))unMer-Ej(i+?j22o76#s0VurlVaDuTH5;{t)BceGS+5-kqs}7a zgoJT|!MqrL*VdOcVyqf+Q3b}s&On0G-iYNvD5)=%!n-4U0XaH4a#;|M7JnLKF)BZU zAHUOvA&kdb0f3xeUiWP8Bn&^NQPmy^u_@6o)RR&C)qG8=^n!@#9&CF5Jps1#TuOlOTHEn3GAzo zdx{4VKp|q~l2@bRuRm@F8!B)n8UL6863l>S2V>jo#9;PwfJZ#=3KZVipu|7iFr%&_XInxpR_jaN6BSZgES0Jj_bG&@{(hCd;PzvF_QP>oouuAi2AUE?@BY9*? zCygPvAN_2N0E2L9Rw(2q`LuQw-7c;S@bu_Fli%VL#555p>C9aFOG9`kStY-<>t z*pT?yRu)BBqMQtpcml*}Hll@rG;~R~DVJ1~kuZV%Qq@nL48p*?jWyit+M*2}2~Jx8 z!(SG2Ta3p>+YYg7bKz;$aHWC4kSf+d!in4rfL13t;mtm`eBgD-O5FvaZ;$}OFIRzC zUKgV3h=eaMydkMaI)!)?E~6Cuk=Suv(hanbY<@6c9)Udk24@6|p>D9Wgr$wO|~eX~sgR&R|hmPi`PrHYh$)ON3oECwpS z(CBYdqCDCKdJHx;B(jSIW)nk(Dtta6kyi>ZfLYw;Y4hbst0K+h8d}ylU>KIjAGic>FTz)^UitN3JW_a*ZPoGdF@BrvT14p23%~vL8;tLdqzZJl(vQkx z@&Hn3mW#;JxoF(fczF0V1Rf7t2#lfF?r3VA8-GY~Gt=*~_KP{+ag-wjtWM6xj}H=t zbhSdCG2@5CX=V#4i;BuVU?|D+Qz_dWb2U7)#hV`?LV# zj5C-=B@@=xaJCB)xib1Grw+(Po0C=_knqzc5I8mhbh2VC!H7a`u5T)$#}Wfrp#9Q~ zhFDF5RFo*fP+cxiIkKaTt?Zm01=3Tig}~H#tGZe<-FmVEgE43}ERmtT3lRF7@B5L9O3?T1+9u+0^M$|jk;GksIDPty6m z<0bTBTXi$Ks{Et5pMLtuCFQDe2zp5{%cz`gVX9OO?5s1&V%6!VoGMWs&4vyDa5|a} znX1V!lc$hgGsmSsNJCLF!c-}3epN3Qk0HB`!6-pFBq;=^6zvp%aF3j_^xXk19(T8l z0QxM-ofTWBpIRZ_E9vO3nfghda2*Cy4h>*D3>m#4{uJXSS0KS)mJE5*p9cQ+Hy$Ox z=qeJN4Fc4KTp|FE_yLG9u$e_wJ{}p(it^v|^p8nJ`TVo0#y9i-pE6-Q8U=ogshK=*)%aJmQ300Dg5Uo>F{4n^9 z&IF|THO{W+5kp7^s7(?MV^uG-Nnq^;7O1~g`O&f^&9*Cnow=E9qzfa^ez5T%XSZ!# zj*g&2c&s9{ny^$U!4h&I7`(kJ9RLP|y%LTo7!SNHbUU~r?XDjL94X3WQD%qR4-^8e zHuz;XIE{+()k$`FjRf#7TN5hTtX>&Wsh!CB3<-~oPA?U-a!i26P$L+BNAYC7le#yw$!Om9gltS!KN#fvF$ydcQiSruW} zJ2qdA>Y-1CTBCl2X=R(O3_Ao+kzlq#A35#4cJwl9oXV~0mxA%|d*8r-wWB~hn#e9= z$IhzW*a9&^S*39k?lEluQiS zVi_JK#YT^CJTbGa(rKs&-j1l3JVPG66u&85{AL5GLi5A5b0|0 z6aD&)A&=CG^+gQQE?DwDcpHhtW{WGNhNnbPx{6RPS>Pe1fC0v-IRI=j7&K!`p~w1W zH8vOk!nD2LGq7uHYzPhEdMHFjIuXiizf{+%C3p?Qk6{Ll2^C=qF@OnRz$CzF^x5De z(4%q$`mjW$Ey`qYs?I7NY@`|<*=8L!1Jh;~ERB@2t6^*+r-o=Uwl)Hoat*hN+)D(^ z7U&U=0mBwZkAu;9Q@ayb)!5ooXGu7D@P-2EF?awhK`LA!IM< zn5ZXLuU@@z;|4vNMxH%_BqqUWwj@dx8A;VrR7OpPcdgr5ewe*u^W{j~?BU;6q&jVn zt4bM)SBcKHHyWxhPK=G@QEe2l~UkAH|IMrlH*#jh5$ zvfK6ck6=jG0VJn;(-yLEy0!gVLPuFSm>D|I#UV;XXx+JHc5gnZ8mnG2+fZ63n|LrJ zRFPB(m`Nf4-m2>8w8Y~D@ETCUAE#9YC7ts69~D0;b5sEO0Ppem_*g}~BmmfKu2v|J zEj*+{ESDYZ(vi9ssq^i)cRb9Zj9yeJ=#iR%N;)J$47HQNV|0WpRRWK;U@*%r5Z;m= zYNnyR`m9$547^os!9%v$b^~Kj5syTW8msfz5^rgoym>R~m3=2(nefVSPf0D2ZU}$! zqY#HA zP9A!w5~W5?Vyt>ooKNL+s`2P222{$Ci;U*7#&mL!f%$BHevu6-YG9s?*#_EQWQcqyv7QFePvEB08ay6Lf=^0*oV!YEadog1^$Y^SYiv2&we{ax4wI9Tv{;RF<`ry7S=qwPI_ z4<&5cYTNL@1LFZBFNGb@cyt-Fy_8q$9Ub~ny?y&uYBG8^0z0V^*;h!bve?K^KKY~r zr$!l(`)wn5N*K3v=w=qVSq1`XpanZFc6E@@pgm)a3biIR23pd77w zEs>$Is^FoYNHWmsrzIUgVsP@<8a6*0SZWOH1uH3x?#-PXco->Q;E7kM5H<#Qnqe57 za$qljUG}IgmIP`(Vcs#~y((S+TW`r=fFS`e^np`qB5f`H}t~=;`FsEDH^kH~?%OxjGDHfo%tJepv{E$L!G@ zA#$UngP1t9!q*>INU~?p|cKw)-V)V8gfPJ+U>09hKz&} ztlJJTwFtp1)eR?4IeKS-l9gIU>Hr>|wn-uUz=kiRI*Ht>z3_%BnV||H zY=a>YuyD*0X#!6ewWx?lNQPE88~6>jTvfr4LR~Ob=dsn4SEiy20O8&E^%lkfwhQXD zBoL3I*uGdQ%FjBo`}V48NV@|`r*j41Jg7pT)NK>-7^D_5+A;qvlt)Ry90P{bND%TU zU+oMSMa=zXU@5lOSl=cT!t+` zOOK?k6$cC6Ap`K@8T1GT!%v3(z;_k$gPHmDDnFR)njoX1I9uW;%%dS(MzIPp!+Sky zn&$Z6(P6McIxPgqLa=l^)S|@$rZX7uP_8tZ^;vAEMb(rDu}T1EjfEEu4~diEq?xT6 zLfHI=d?ZRZvz5*``BFo0E&GtXmG zqgVqBEd!6btolr17bTo3;T}0>#L(%{XRxLTceL6#tNcjHPKiVwIq7F3=LBP8b5u}y zYXI0VN;C9F`If@BYdANK&6nens5TYW4ppf^sSIs0*Lq;ZYdU03eRL%$&ugP{un4PP ztkwW?+K*Nj2`X7ISki0l^JvEG^qcvuf_X$$_p#M(Y%qrGqC7_85ymVqoovhwx(&1C zs4O8jqvCPmJ<_iVzi)yRXkS%|87<8^BhV{qSik00vdf z>2y9&p>@!eCK05|0wMkaAsKS<0Jx(upmnVP6U=Y+0%HS)>9SCQEh}|Rmc4!CH-N2j z8Vnv9%)nAGP!U!uRHVT6TA3u#0N_P6>q&`3X^|yYiJ$e^2LVC|T5!NP+B%VknlFT4cr+Iq^mn32d~AkTwh*4}|i1G>e7N5ZPlx(h^DT5j&z% zfk?jl?z_$m41Q5!*(v0~fQO$GIRieA*#UEAgmB915W4SlzU+!JtjaEzaQOJm@Q_l_ zqXT7JK=#Q103ZNKL_t*N)NljgDoSd8v$1*z4^a7(Q{}Y-z+;s| z>Kd5Qj_M1T5U+$S_dZy%yB_sO%QUz8F^Dzm6hbXFYyi6TXGNiH*M*C1iCU~q`OZQz)x$nZ zoC?JXH!A@%!nWY@?#GEi)nrEqsSr!8%GId+cGD6JVJo}3))N03*w~h&n3UtoY#Ysx zG24%s2&J&^bi#`YUm`qKEvbcH6aWU=*qnx4)6xuw+1;Tn0u6+s7<3}kTP@1N$%vfO z=L#DJa&FG}8}uYAwTfmvH5aL9JvgNHA@-Gsoi#>KJr_22s#IBQS6Sm z{kCD+fy7bpXfQl#pSIRhB%-4AhSY9UQcU9iu>=W*tu3@_kW}m0kN_Ud7!uzGO9#19 zIFURa<>Chx0%`x)_@#qUqn-BE&t|78TDDb1F=FPo-xv}@Dh9)<^>iA z?@@M348qtED&MLU^7J+i_8RI!wFzW$2J(TNh-?V39M30vuX*aD7G;P27@v&6qROykP@{7L!{XN zpu{SBk#MpT*{RS3oOoo%BRpnF+d;)bx_qq~5*e1@QAwf6z!(STz28qgSwdRC3Ljn+ER0tR)J|HEfjU;-kf&n*R(hTMcfk%4>V>N!~(~F=F zewe^h)W|VE2+dMdxY)g8^W`|U{o=~kAa+fx={m@xW{uV+JE~fpYFMou=KSreb^v3u zD@G)RKxzkawA#lO$jKwhtZVSvXH_hxZnhbgL>Zhytiq#>Gg>wPynSVq$WjcL*+P5{ zd&Av&HW-p0xyS4@3*p2-2|d^-5vvJeTgB#mHUv`TBUIsfrS_@@FvJpO^vHlQT7txu zwmfDG(#h3fN`vf99;aAMv?-Sk%F`D8a_?w1dS*KE-wyz;E1&=7pSDi3ZXOdk=n>q6e|cRHJKZcB2TMC zeChxM&ccZ;Zh00vP-XWRNxc$`bpueUUk_bqHM`q6{0-qEg2@| z!E4TplvHtaQS9Z1iU4+ln3)rIYV^RzpjsxW1bJh8G>QXv!|9E{jm>a&nh`5gmM z6yg1Ki&E{lk?IxhVEEMJyszwhIU=Vvq^%Lvi&|;b2wR%soh0h?XqKimoi$yhimiT1 z-Q?CmXKyMLS)k=mr{I*=7Ln9E02+)enl34eE&fpwZi@r_Sg{Z|+?u_W^N>M+vy~AJ z#nz;5i$#=N9Bj4ALezqiNteiqm2#k2dqmZZ{9Gf zh;VM{>>jb|wDDn)0)iACOH|M4cEwUSIK=L{S65U(TrwE;MU!*diXKsLvkh6DT}S7O6EsnS6{u34wPb)KanX zsuxuXXCaIf_(F7`>;M@DoIg(@iUYJVI#E7`D@|S@K*|yyMv_Cw9)SRa0H4CnQoX_{ zEZkJljphun31?XYA6V!%9(>#gHJsX6#}Z>1x7SPL7;FJ=utQ7 zz>e$Am!mFdjg=^=-dSsw^6aWg@f4pGomB6P)9ldu{_LxPzhh`(M?{bG-Q#r1BpBgC z(-bpqW?*Hcb0Ct|Xsy>lXueJO#x5#8DfQhhsnH$Q_%{YCw*+nBc2Sbu>P_>gkOH~E zQH6h2;_c-isnpITs;aP}N)dvCSeQ#XAgai9=HFX5jxHdBV^<63xCJ-}VfqE)%_X{| zQdtHNnyVH9OS@uWTDf%vpeMC=gO4nXH6N4`r0{5U5j$Gkh`HGH2*<8)DLM>10RpdT zm=wa3P+$@*@@O|DO6)Az=@e+T_#oDs41vOeKn|g?P&n(M68Lin+*%0531LT%8!1H8 zGBfQicr1MB}P#2tiW&g|3 zFce@_s@7ChmbMh;zwM_Rl^MG=TqRyMK7IpLTlL7;bX@xa(FG2x8{27QnwNwsWtVwu;X22c=8n!~P zb?D){7D3?&O(I*wEos>ELmW1 z75+S}Inz7Pb*8{pg$S=w7J02KH9-^|C7)ha|6HjbZ~b$etE(%qeu94Cg%`Xb3O756 z1S&_>0yRX(?1s!==ezwCOUG7f1ENQR&KZuC(W5Hh$ZiB$3VG0kODc7q@~T&Fi)}7? z4w;?EMM}z8u`HA_3QRb2085d#UAkT2{1MYksk1PW>){BeUOkOlL6fKy6G z@r{8GrE7vtq;{4Z7?gBFY5dudSD;7ubg&w(&yuoJ95Z5$R=e7+OOC5>jl}^-Cr5Zj zsTr~2(1D>4c1ElS2espatz2R`z^CM9CBiF{CkIg`$c})4B16HAPw8p}Kx`TDR~r9# z0+Aw5#+)fT%5%9Kkv2b~1(6;_h2DpY^`DM=m%LyGtbQ+;F?+R6PfxX5g**eX%c5&F zg0AVt?-kW7E#}F;cH8Q)?+$eqAD$8cf$5--NVu+Ovn_?gU%U3;;fJcZ!icL zXMo%&!o@mmwxna^1`3YVmq*1?rxlRul(D;m~Y( z*#yD?(u-t^UB*f{EQilLijs?k@DC&$K4Rf8Vxn)Vw#DBgXTnDnnAmdr*HuZ0Etn8W zVP#Cm*iCrWG(nWR7Vk>-`{Q3`a{rK;S zw=3MSz+9q1qjaPMisGhHn4!rfMQb5;l?ncSEZXUA?R2C~A4(zCw zg;EJt4rg&3^$IT+@-9bLWFHJ}LmBydll{vT zQsKT$>yp;-ESGv=Do~fAggH$9s8XVbL(F~H7z!Nta!KLMvPoOnV3wM$WDGgyHhetV z%0Yqth))M7sq)oM5$MJ7Apy{&^fNNHhPEhVhC^pY78YpyW5Uj2)jfAyrEw4&W@I?b z?Wr4tgK3Ht#WSNW5wtOsi*fL)sO;84u+=>w$Vlq3ezJ%KBHXXGed40wm^pPA+Tw;V z5n@X?Bg}ne=gSerSgI<~BZ^iw61ADJL#$c!E-x0}0yuc|W;*fuBBZV<7^eE+Xe&Um zzLI!Rx!LMK*rM>!EFHH6&_p>4p~Qz#PoZ(P1)ROv=srqtVAgSVJ`JELS~(aJqY0Ir z(VG)byA*+pUVAhsvMa|U#j$q3F!CWz(%iFRVX`Q^`_Vd=Bc6~C&m5gpf;EK&0{qUC z-cq7R_f^Z9v+NYBTJVhOty{N_kB@&_|8og;6__(h-bOgO=YlgPY&8cfEj2RV+HCpA z@k4+Mku&D5Fz<7H#>!9MeQT!s^s=iPFr}_ymlUn@8W@p9VoLIM%UftVVhFv^Y$ z9h!sQfEb|xQI{*m{Y61Z9}JNKIiFgpEz-fq85AQ-FNW+oOw^@7->RUAjZ96TbC|m1 z6%MLtT5ZL!)^Q;D>svG=W#oWBA~jJCAGbe-X6ie#`;o<8rSy#_9FJA)Rfm8c;jbZt z4jBQS*+of5IJa^@BdXDW$yra7W{aC}ZS*HD-!mlAPoCWDRu>;xNRP76MUe=wO92)u zyTlOdo=Sy-;%p6sGaUipM2+~U3j)yrQS2+j^`h-z0=LCYQhT7_Zz!wD<)XXmh42CE z&>Askv2Kh$eWk#GKOeNinL-xcp3BacqkcKKu}71lJnTtLsl|NkZm-n(U@=`alin^0 zJ0CsbrVC;Rt$Fxj(l{T6@e#|}O4n#QhhQm;nD8f3AQLeorx;%TJS&04fs?Ug z&7ar;7(FS(7dPdIaw9XDtYN{0y_J+HS`yJfL@#8Zdm@m!1=34 zfuzYY+F}Gd**!94TG`RiG>Pm&u=4bn(MN*R$h#D9b}hQu>n(c+SZXao4>L8XHp(>;mgDzdONUh0-U16r{pxg4c zn1uf7#q!;Lk6Yy)HBM}m=j=BTUPVnTOV0c$`O8A-)aop^!J!a5t*9D_Kso}V`q*cb zjzwPCE2=T@WU=drSQ&vp$TN~w7Q)AS#Q|I3d<@mCQHwZ$g23*^kxoM#*}gVPsvDIc zDNIqEOUgp;Q8>jeG^>_+e;6gzkZwkbqUbzBs}NbVk?@y}16F~Tu3{0xLr zMIe!Pl3QoDsH*lYRqY(Cu1FQhE0;IQl@8#cfD&?O;m;yF;a>=ga4W$|I*JaE`MpHvmYcR%VQMc*Qpg7z3f2Huo5Yd$F|ZS^Q>xt zZUdgRx7hLIMu(6^8_9y)bJ_WFbl>+rAWf>D(%~?Y4zZe5s|y~5)D#U8d;9inO)+U> z;3k%xfU@c)izuQUW2ZyYGH#+gb~HJ#ci-8n^=8HxGPl}_k6n2OfkOliX)wmb>WB<; z;c$qId_bY<^r*-mD?A#uT%y!v3nhn%bN=$i2e%3r(&Zure}Saz9h5AEvnOqdtsDfx zal$D1^h(en2*;VFE%%*}NhhQ&^c2gPg#+EaW}4cFWaQ1!P>=^}Rfu}a#b3R`vC>Ss zF9qH!2+_cy=GYa^4FWgaQ@%$yUTKO|(!>`WsZpw9HKbK8P=vx#mXPV~W`vm?4pBQy zLg64UCEX)M`DMqs*zkE)AP^R*b$|~g@*cB@Dp5@AdX!N(e>z2?IK<7Pq$~yM2^w(3 zs-5Uw*;z;kLii*;dd0f}zcv!Kn{BOF^S(15c$ySAW7YHj4srOtTl zQs_pg1a_2UBtfz0KtHBM1_YT^8Cd9>>>1V+NhUk@qpVRG=ue>^FLKKUVJsL6bRk1G=MxZA$%HlK6Hw&H;!K`UmDHAL= z8QE*N5Oa~;qgc+~Nj?-lLi~=;CU(q5T+Yoy2&H$=`S7y&yEz94kSk$QG{usd6MC4NierS8DdGSdR)qeF)#w()o797+oC*ixi!i$d6m5L>Fi8AE{9wpuwLi4s7oT%0?39N@6z;AbT? z7WM{?GrjP1p1SI2YLR>2{V1Kn+m)9;og4A!BgdCSg+q3o9UmXN9L<7Hl}e`~n3GhX z)MB{-kAU`eHku|tFJAYoSk1ID68>TvZq>;}7Nc$9z%DzXkW$+c?vcG7%Gh1ZSbua+ zlj&$5HV}do0#~YSSzNYpBV#%dn?yiZWGuV2aLyEuZRt$oP(CJDvCGRx&$;14_^``f z6h$I#B`pODa5#KALfXqB78!s##uHVXS?Dog7u)?Pm$|cJQc?&7!n6fk(yC*375Jpo zMqekzwu=~NS%65VE;IFGgsYi+4Qq?lFtu5e@!P=8jsj| z2M3xN2yvuv(_dSl5=K+$@YQR8W)Da9m{*H=gOZCPJ3u;T!ou0=DCmH%PO`W}9E-k= z!6|9X;bX#Ib665+lG@T7{?3OG7btrl9#T{0NpB{DnZXOQ2a<%4p?m#S^`TdMOQx`_*T2a%TAv%wlv->6nk7o(C}Nw9U5a-5Ylhp0y~Eu+Y?X+S!U#5GtrV5ByacRQ zONfqp{fJyb48xZZ{+jNQ)Nz0m8Tk`|24)pymYokwx*3 z04AbrRkec-u#V-Q?s9RnT&;gNqApd~wTk6{9zaU=$kU7UNI?~O^c3hQ13{p+03iUq zgraQeiQQf#TXYCkiG=VZrlws=PZL85zA-D)OTS0a&;~60sD<1}X$G;MHyyKD`3f$P*<~ z5Ty|3&AqR6Jfk{+Svml~`Lj@14Ba+;qi~8WDCNM&p93R>5vJn-iU{XPQn)qN8U?D04~Wqa_@$_s z@#o`hbvXtr3qT0M!Ky-F#(26t6vfV;paj#z`7k;Rx_WEyQs)xpKh4`SS)^>6mzXImjsWh(P|5O6?+$$hTK-BMu(<%UBh{?dkv~99$e~ z5$K=tvZD$IEI_fyFtVV>O;RfaXu`R%P@wU5Ill468!Q(W7rG~$n@3v|$4I*HVTz^O zrO2KRN}!dUR1{|lH|6Vt|K{E6p(2-;E&dS`g{>&LI1_eyt1T9ZyaUSN2FjAcPm+?pc-L<0dT*}5jb zU8#Y$3eU6J!J?rFKu87h?3w_g7Fk@!aP0D=NGcpdHHs?S$}Y8!grlP)OyJZ&p8R8F zm6Tmz#u(D!(+M1CcsiLLwa&c{wvSkS&^;iU)9J-w6Y_QN!=?2A5}<=07WebGeYnfdH$3xN6ZoC04)cEMG<`_K1=+A%{zDQxJhBk zf&e>*+G3O*l@G)g^6;Tm1$shO=k{E7z8o59=i3I_!@ORE;t zK_U5b;H>W^Dnzq%#8z#fv%nz~5>&@AH&A8KVu~$M6bLK=fkR%y+I~J_;lm>D96LpM zrLCOZ{&rCXLVze1CTH2{@-q7MWj{#vqZu?J5WW-XYZzMevz7muv8-&HN+z$keF)-WJaqfTP!@WwPF$_cGrz`0U94Sk6`)GDL@DZ zfl{*|CXrne^!BPq2n#pI-Ic9OyFz5aNB7)}XJ=<(N&GR9B0iO16~ZV)i|CqZI$(uR zAWIiRD}m3=8%W1NAVCkY%7h;#dXa=r0P>k}V`Z1{m&m=W?Lz7yPavEH(j|2yyw9%4 z_zQQD3Gp@g=FOXURuNAQQ?gj#9h4&@MNJmedm|AQL{-Wi$>|UvA*+D?49~F|HC7>bt`9 z2x(hMk1SI#&(6IOc4#zfMhirsGvTDVl|&J{Ip~y@vFN7m^MowC4l>dwqsIa@H{GtJ zqU044t6JZXaAS9Fq&8zwJW;aiWON|B4^rDAj*<7apZoj{#R<0Srtn*2{5wo$>B@Wh z^r-^@909Cs@uYXeF_BuhZ=Fs6H+fyPRr>3%zhW+2RK>Cj>Gb3y3Qra@A3o^-03ZNK zL_t)F0;K@XUpG9Wnp?$!g3lsR0*#1TWo^#2v2N2l>m0mVUX>1Loe>DcsnrLAlUEcU z-?&|l>|&)8%X5+zC6JP?1EM&4gwSwBRSu(a;OGF5EoS}T!c#^JBVT`Pv8x3pp_kpt zlh~4)J@FW_+4Tvh7L^kHl&)I?6#OPDoWj}HWS@(D=J~)7!VPCxIHv?opL*r>2prYA ztvZEZ!bpH*G2vi*5WKB^;8U_&m~Klt zh4{sY6Vh9t53&$67$Ly4C7hxJCklVc;^bbX?tD28Gu0{pb&A8Satf(D6;@vD)8&L4p|f+)Q#CsljH?gVzk;k& zjNEjpEGbqJejueV45<;YTMCL4cAWsba!F*(%}R&7!L47U`ZDEc(t(JwIuH_3gyU(; z>d~p9Lu2Pa@d@uJ_deJ%PH4h0;q1^*yjPr^ylxo;q;s2y6_V(TckjLT-oyO-{2W6E z7pzAj1P(=BG(6&oQY3AS*aBFAd~oQ<@)T}`kPq@K`Va`az}!kF9Bg*Z$n%HnQotMy zb+IU4y>3Q7unTO&b_oQ4jD%-OIvjww#hf#TnA?h{?h#uan-?FL2|c4-Ap}VRzb-`p zLjIFil%$MKudBh@H+?U;x!4T>Hv$A25aV#IxLh)FQ+UUQ0}(}#F}2P~Z~l~KOH!UJ zNp;1%ma;ciAUbK~&p~H^qn$kdEkEJ<+B*&i_-4?* zOel*)tM2V5Bqk)kt@kv-Bz>S0OvP{Nt;BQOop~&b#Ao8H>lKh1rFN7y19y_%0hs-FcmAyoKDDkHU#UCqK z*r9n8f^)*hql~t!XrnP5klH1Vr>}lEbB5z&%8MHX2!HrO)JuoMSs*lzVp)(8$XOtz z6tUG$9Rm&ljzEf&&)K`fvvV#Aa|9ryaFD_y94S0fh+V>;t{ZsL)kOhCMC~ij<#JRK zLDYB@pc0P?(*lZh6}wf-rHM(&Y+oXBIvGypbUE+L5&FI7k zk&$rIB}FxLtCz|T)cwLyln_iPnCrmN(GhL}ec&s$j_Jk4 zg+zDn-o0_-Mn{t!=jaKn2_0)j^z3>=;6wA~bEq!P(%EH)Sr&oKNXbaL95sqh#OkC+ z&gnyS6lff}9JNazXBJ5bN(g96m@IHOh)OsRx|I)SLgym|#Yz|0jCiu(Z_7$#+%m17 zX6)+ofP@K_L^w1Y2qR*cJ09%ttzy{)+R_|7SCp=X8D}dW{<+a(i%iD@jzA8CF$F_z zLJ+o#fX6HxC}JT?Bm}0PNctV3x5jZoruM?&>HDcHm_rj)EKg97fdHiQnI>>!w8AHR zz-kvC;i8-bRXa0o-nvQ`!odoMR7-@}iNF-dgii{5^Z>dX;aDB8Ja=68zZ_$)Bi;nP zRvw{Lc^y<6H)YfvTPDhfOut0&QGb9QwOij=I$CTUVkpG@$IV4vpx|k=cdvteN6G6B-{&Je8(9K7#bW~*t00vS zd5`09s{@d+I2jOY&agL8e`r=x^P(p6;COX6l1Nqc_%7fX*+=^RLYtL9PI5kp?s+Z| zetA=@M`yZwMPJENuX`vy>i1Ct<|%aZ!XJx074N~wijF&?PMy>nO%O37rqO1oS|LA= zuEL@sd}ZFAPsp)f4^o28>>e=!_X4i;R%xGrf5^KOR$&{>#a}=bgLlUUEryII`fPuD z6$c3%ZOO@uR@Nk=Dta-xD$Yv#MD4VFd?LIcAKDSC0}v*_{&B)7?AJ zBRoYTW&!fREDFoaNf^??!7jy;~_({A3tQ8{F(Z!lGriG>Y3Mr^o$JJ%2ZKKgY36K zRnWtjb!=Nc;%1FS&mn;v(Bj_*Wwr9@6~7VP7Zv-28^1jw8J} zZbnQe#liVFzeP(b{s{ca0Kwkhj$JVnZq_!ZbVj)U4C-9eT6m^Rz2Sk3IcP~NTtntW zznG-E{HTsz_t6)o-LWtfpLRpIcx_ ztvl86=>ah2@v}~KBHzX#r=0=?smgIDlMfC5OsfNB{?RpyGX0xS2&O#w_L$hi*GgL8 zPMnFb+bPamP?kR%3y+6QUDmpRcQsDSMsO) zRpXYez=Qo81HNd3p72AxQFqla{){08 zX4XyOe*OHY5OzMn_rC|e)Yp*V{jqtgP7gFhjqBX=w3<`qAX-J=jdlDHDD7d9A7*^Z zy)^9Qad47|*WJks9;-ksjvc@sRRjP2{$Tv{uahA&R$$gN7Rz%|Q!{ZU9r6_^s%NV{ zc{b0mvA`p>n8Bwn|L3^%$Gbmzv^`C>VSg{F}P_o&}@ZQOvq%El1M9p5r<@pP^{ywME7v{VAVN=zlBVR-TA zb?3+2z@6i${Yr%?`G8Z!rOBwqeid-;LsTu4W758{Vf=xi0S`Tos?H7%(wvD}IkFY| z(2_#iIGnz`_OH7^*zG~*Ab5|!!mXK35WY7cHl%L*^Wi-f!W~QwEBn<<6RAL}|Cr7h zdiBqbfgcEIg@8i^=#M(a!(Dt|fZ8ubZXQ&f$>i5kl$`kFRK_&FcR(KNp89US#M1NN;-j`d(gse)Q-1eRMI^06xS| z8C;K_#wU$Z#B0ii%kC`W+Sq*AS86Qej=DBVYU;O_C&fw7Q`48T4hc<+a7NWXZFN)( zM(R(INI#&yNSrbra1TuWIS1p=7%>!%SGUsm_6<6GQKdLT$s{ooQ@PUpy01fqsp>q< z%y`q3g3zSDD=NgT7~aHj<4#M-hu;nuIF%TKE;1Ho-mw#76x z{-wR1Pn&12Y42>CzL;Z18A_T9vP$~}0Q=OiXk{&=XA}34p}z=o*-OcS^tadcSJ5ySegDbETyVZ>SSpko#RARFn|RPssGm~aT5%e3 zRNwg}^ta8w@2fV5bt$6G>6Mk06oot2-*g?MDi{;aNZVho80&?VPKk zT%$zj=*nrLuNTivVjCW}^XFITMz_DBLKm5c&^$Y*Nw*#MfObcDHl24yIJeb?x@y=r zlu0pxWJ|LKh%n)c8Zv3}fdwggEIP;#Yd=xJC~tVbrRW)urw}tik87aUfmCd(J>|z+ zluRXnhWEMDFppIux7;&{4z-!cYQzDHz>$t`4OW9(=PdzivVx-5B!X$Haq4~?&+Gy0 zYhE6L=U|R@V@zr&xoh;Bs}ISTUwix_-HWNxM>UdK=>WbC<7f2dwBlO?1%(lcp^C4X zhcj46;+L1bze$6945j7D87R49hB{UGEaSPu-q7_Mn(YoZ3uYVU)bZaEg2(KKtizU< z>&?K%mR52P=N+E)+OD*ED6KD@9xm^u5} z(-~2*mctwq{s2NF_V*RYaVH{pfrWnTB}TjEjOe!U04H_cg# zs^2Q9JX~RR^bImsTC*<%mlI7x>iES-_SLzGZ;ZKK?*DSk`_byQNP$b=s>XRfzL?}= z2C4L4FioUo_QF$~y^4fw@91xar+5 zlkrt};)WU~Q=F4v^)Fe^{-_fp%HCV9?P_)%csf8WkO`M>4TCviTW(nLvKDPM&&1?I zd<^wrB8w-hJUx4G?_r}@J(()CuS|~U2%B&%xWQp{^h3pw5zFS?36eT84bZnLPET)d z>`<1I=NF@>4^knN%1>_$WL#Uu#|iDPd?K3WLD78d;pLIxi4TtZe-bu=8Qx5q<$bhU zr_JI=`C#%EIgBHlEC}GQR32`-f(ci~dV_F;dwj zta1=q2%`+`o;7V0xRSL3bO#!z1@`VPeLo!{ zp%<4IX3Qyd-+!OPBG1A~Y|$YV@b@{0gSS0V1MI~Mc?F}^Q43i&_^yugB={8AZ5(sI z)0|_N$)!jq-7s^Ivk);zi;t6V5iy0ql5f_kSu*74MpOz@P zD*&a#3@@~osTamNv(>=hOZ z#NZr8d9oU|BYWa|<6qG#!(8lE1@$GVi?mjNEJZP0cNcOKNw>OxeKEq5*(E_16}HIZ zRDNzLtrHr`5iZqO^LU@}`wn-ag%q%=Eyw8hOgsZ>dz#DLXJdVzGr)<5Qn5?+OXQc~sy)UrxWV_JU; zYpPGrSBtA!nX+3e{Jo&XhSH#3{V4ag!qC7~(1hooflWA1Pt)TPT%SzgI6FH#*%%W5 z?&L-XuWqJy@HMrwq^D%CQk&^IxW~+_w_ZkFt23V0o#gbF@k#Ce$shT&aw4Gu;lio3 z!pg)%#20&TdY%awBd!HpVMsvHjpA<+&!_`_QKovt zmF#H)DaWA+b#M2SInHuKy$hn#79kv+0?uh!6lPAL=$sF)GRq9Y*r7Hx-tIIA^ezER zZBtUC8C6L*8KlP6WVfCYi0ulrY(0rJMb4WPD{79?7}O^M1EytfAu4ej|62tY8W*;^ zWhieW-C}HA9V#h;pUs=@o;AyW5dxil2smmz4lmt|ypC${`UJ|&+cM8pa;###QEm2q zTzOP+eR-+nhE6Obz;U~fd$sQB_#g_Xey2GKl?E?RF`90SeK?@ruR3$Vnf4?kB!~>$ zo*y6UsO@mU`n+Btz=1BP2|Okc2nvqjcOn@tr=OWgc@|8*3b81KO-37i*ezv#4s z_V`V~@}OlNd5)V@J9{Y@M?s;6?-R-dY=4mt2&f<0I;FAK_^-?l?-`c&6D*4hFsAk> zQ{&I3HqMDYoaJ&L_BJ&pnrFX?ZPp%&6`CWgzXvDgoogjCLVQH*D{bOQH0Pg$yTOaX zI@SqDB>AN^f|!mM;;O?7el81adh#9oVw26}D`Urw*az1}ZYP4q4 zyP<1X%vwyxM(Ax$u`B~KRb?B+s#J_!nbm!N{myYMGPbUwtFn391vC?_X}m0&!8 zh9dBC$?WfOM5Vfg1`*AgZv{M_?DG$|0znzx*;$5pw(C zDDr#q%yyC+rQh?xylnMYC9!zUWMXqnhw*CY4$ zm-KiRMmbAmo^FiGKbE_(h_q4jppPztyQt>K6ocHES-Z^TdS7*&d968&Kk9l_MVtwV z-pttgd*Mz2bs91CEqEA#U9WX^a|13BJDG(AXc;evI^m8-h8aN_^9G7|)>b7-^ei?~ zUELaw_YGJThp89A`Sjbmm3~&$7DP{BznZF}`fmnfR2M3qBW~>{h2?6Tcj80~so;Y0 zQK)5Av=d$Jd@|4p(}kf|&1*lt;kRZ0tZ;a3TnN!KQ={Mnot?Xn{-JDPZS4aTd7O;^ zUl>>0WLeXx6hKqy?T7~T*7PjL3z!@$nn5NkF4N8llwTTG^yW>A0>0O|s0Q~rOrbZt z#EN56`Ev-zO|hcPC__*P@V$T(pRSNyJ&l*2xQ#s}hd4G#vulIdM5-%oCjA}tt{}y` zK2IGEQ_A|6tKPRGTHK|>YX4`@2%Q= z`2I_&*rVmY4li@Bc%ySMOo{Qx2Yz7OV2+tgWDb_W3&1=;*CER7_WO_Hz<=4XkzsA) z3N?1JoHv_gfQ$W6TDGv<8H_sgsZ#4y6-Tjziu6cn`{8=ch$iaGs<3MR=_qQm@qwXe zJZd^H%i(O}F5flV&tynxEi~;jQz#MH*G>YNs;i?c%RYh7d5to+T$b)j+e`UPaxJQE zd+gUKM6{15Hw}n^q8D=fDGbK;%-$o1FKnk?i9u( z3xGa!8D!c%Mhh;Fx)I;5mYBC!jtym(0<4j&71F=Xxzsk1XoB5(+i6uZdFNQlvay{@9lpFs7YgLn8TQ6W3nax<__qFrUL}Q;-FR}>8 zM%fDTZ@Oyy;KGWAK82YED-AK0JjXJ{)zFs=``mpl-1zbDe@p6SPWr@J@g|qEsyVRf zTU$YMBjW}o%VR1hw~kt+V_kH9lzVv^5-QAS)l+=QJI3CEIfzu@<<6cvoMUkD$lI?G zXTb|h>pSHHd;lKoEcgSG@W$dx$^;(oY;R-+aN#Cp=Q5k3Qn!zHrvmHw_FCEFy2@?nZ$=#}#K7@8f&8EL=`{%EC(s-&aK z82u_N(V3`^j8PHtenRQQ;rDhZ>ODnFR5QOT@r+-b58hVa1Nb{alu8`C$TkGL-H9g?Nh?!EZ40Neqyb`gvAXR(g0ep@smMP#$3jlEC(e^xEvb={K7peeq^7!SB)j)#=zuFqr{o z^EgYZiLeJM_Kg)CRk(8rS=&T%z< zwD{qLEiU9r8#gx-FQUr{MC)_a(0(1=BNG<~=?T36v4ynN{LH&B^szVX zRO>hMhvKMWnEvNy1DY3qfRZI+B$VmWQ_0f6H!@$F!X2?&XnmPOQKsvZ)}beP+OI3q zRWZJ~^!v?5_0j+_rAXzAGSfP^j#FnIOiECn*t__}J%CcVimeqh3x!q4&iNbE^8bEA zlM+3_Y_|vKTJg3C)l$@`=d86F&+80zHKA>OtyUE=?_%>pzLNTP&sQ%yWKGmcbn)_> zEW6MvA|;o&70+QzWE|kLQA(nrqDKRQB3%J!^@SvEU;gXGs?cWqMS|PT97H%3CDjl_Mq@|1T+EH_PUevrADIi+b3MVo^l0nf0S&h@F z?#4M>aH#0T7w<^5qPSRqY828_oTjNj>FwdWfa~3yjXxnfOAyMMQY&8q!e+mR5n0-q z{Oak+1X2-fy~iCO==%y@gC&F;HNe2HuFe`Mj!ZMwqqg5o;lYC6ZM*;ECR+JD3tssBLaY$?#^t5fa**Y<~ zt*EeHX_Bg&2Dw~L#6gF{$GzgRcvByD(s$ee8vMqH?0*#d@8BN*?+1fdhSXqpUo1k^ z)*NG?U62Eq`k+U2ZmH5Hky0A7mhS)e0th8Owy(IS8)fzwo$Cn#uO^>c2MIyLJaLK3czfHA{k#-Qj^OtsPO)-VX%1;HeJ61FGw zNSKNF$^83QO4)Sj@G~|_VJW^ZKg3Z9ez&_cuFH?#Qxe)`%H@f9smMSI2+u2vCyhuE zw_d4ePODT_VtgTJsof0bK_L$Sadq*^Xe1(?62TnOhZzt4?R4Q5xI@7HR4N%Fu`Cv) zypISm5a>mSh7w(>1vbJ?n`>=x9o#j+EsN|sl0cG;$3Tw|@%b#f-9}D~Tz6n*G$^OA zRR}D9O3Dj<^)!(mS@9BYR&zi7f~RL=B%C61%9i-;ZxMrZV3)Q zXi#`_yFKyj(1aMP)jIk8#3a~pG|98WUE7ve>q7=Q$*w)Y#u2B%!J1a37*9F!NDXP~ z;nzK{eADW$w${ybS6e4!Bz;$WG(d?S8n6}RuuYD~x8JnNI5pF;ap zS^Bze&iR7FJKBA76cxObcEBlGF9otrbQtnf$a;p1u|-3Nak{~$iKtOSSo;=lJB>t zOHxRnp2SX}Bj2nU8>^?+V5dwk@{gX4ZFu=$Ot}hWqdCj~E1wt6B%=3VU+d)$YxT z29B&Ik-GT7E+G->l=si6zob<~zm(c~x)$+-LbOWUawXbmk}NgSTTTxRB_F4v)%qmH z^G5~q?cCY_zYvrtbBt&CD1;KC7FvNH$Zt-HC%E=D&sy{ z!y4blc|HK!w`I?`QW)A& zQi>5jy|{9vlnrUrwSbZB!MI3zFF5dRXhDi7A`SD|h9%U9W%N%*Tg*_<4uTb$Ep6fu zbHCKn9VusmOQ27ntU{OLZziSTAs(-v`)s(c`$IHpg0D(IHo_|$3F!%9@|hi?i&APW zN_A$1w&*WvKiKwyTzPI_S`64C9+GfG)^rS|%lVdR!m`-jt8Oe4W>HWOzPko+Cqq4N zZ~tbcP(S?! zt_(X#Y#-y3wfpZ~<)R9O`z@NjAd`mTeUTYr^;dz+9b*}uo3v(3vV0&kUvX^q2L zq--3sN3%TxT|U66d41K?QixC_yBClq0FU>TTQo%LFYe%0+TJ{nkM+p4i59~_MxDIY z7F*f)9t9)&ePq^la-(r7B?!Aq(BwdvYbl}WdSYQU>y0a+ktS|4c$&WG|O`yrVF8>xf=ok1G9 zU7fOpppJC?h6X&zpp)4Hz7~y-UZ+1mBiPjh+YmwbK@wK+Ck6XDv{9r(4AVY><|*97 zFaQB*xsbb`%~ply2mWYkJb+05VRMO@n>-zdFU))nY(H2M!ETc98`kY~%fv`$OZ z0e$r%{2<}&&x3~mPOavWfW!Y(``;CY;C1U1c74 zpFAO)U!8QVzXzUcSr71wI4Z8X*-u+`IB+@wR0lKxSk)PVW+KU}>Ib%#%&Tvb9;d3HEdCb5Cr!{p|mUdy#2E_YAopaeG1ohWh>fgU3)NEZ=$V zAP(PpX5Y{Pcni&D^qS~-)6K z@nuOy>I%>9L3E5`$h(cM-ZLCI16`+GJ0LJTij^t8-p~2W)mbEG<*mS^6Vak@Zp*%q zi;mm#c)uYRTx71+bvUXRi}~3$3aC*UFVSHy8rhUPKS21t&n&G{6>ly5eXBy*}o zWa)eq&N(zVzfZzHZR`hQIzdH-rzkeb`7T)=!NTi>GxsOQ7B~(vax2wHff|aW)GP=c ziCfeoH=MA#l|y;>gb_$b4Xpo&trz^zO*Sk=^m=i=V$(}KP&kLHNAh!xTwhitO|)cU zPqC7K{hrqTeXq7etk%kCuNjNk|+VV6amo8MlqW+9dtcuP#$D2hU6N`y1dGK z;iNOiAYt{ceq8(ML^%YNhN|=%ddgf)4RtypqA zZ21k(p63eVOzYH0@+>3Z;jZc7roMv;eByX)A2Y1Z?&fQw`pO|85?g3fbP`2e@rg9> z>ePN9q3tj(7}IK2g1FiYkIQ-ez)>X5Tn)x80VcT<$DUO|W+b)fSLn69Rvw1lw1piV zH4=u*3Zr?pi?2V#5;JR|?mw^p7yi*VMcJx=lzBH#z7^7pSY919&~Mpq@|Kek2+}}` zZrxj9bQ>5#0Am$Fa@!y0%jC2un!Ga0vxrJ*>TZg!@1_8eM(;c{fE4n;uV0-P?VGMZ zQGZ}*DAR@+T_-Bd|*8j9^2rme z%r30)G9{Lv5!}$6_lT!F%#m3kRXsDkOfYQyiSDI%g;g)bzm@8xVbhi5IP2Sngee2Y^XxRb`O+PMxMS0Gw+3kvvGIyoK_d7eeSa7YGY z285mpSTri0O(*sLG7N{LG^qY2^OU@)+1e!`Ru3z9Qh3mRu7+Or8q8=Fx>{eXC2b*E z1iSB)3zud&Pj%kOs>NfFh+@8mP&;fT3s#FOD1tjQc~uJJuFpg-{ghB z^lK?IEq^f!f|-Fj@OAk0$k3*+h{)2`-^D}9xSG&aCA)#JfAZ!?HV#NVf%&!Rw%rb7 zv+Oa#W~CNYw=gO-Ai1l#qC1H=2~M=+|pG$=+gP#xZAa zl(A~QRC~R;TX#P6h~?ocQZRdvt4X1-uY{tPV&jZA*^3$Z_kGSdN)$kh|_?{c;((65D+>Rt?oSavrtLWx4o! zKkMWs%*T*(MjREXoCAO3X7Qvk?2GZ!Xe(LcQ{waHXlch={zAMrjT)>U$PZ-4A2Vvz zC-eNXb?8YWx{!69l~_zd{g;FUvZ80gS|YJRBXT#qlui|zII1x1K5?u_uv#}z3+)#A zGa1=tsqU}RpQ45^?Qa(h;b>5`x%7JJ=U4G@gvBL?rGp-uG~Uv9oKnSlU)}OEUEO88 z{b%YEgYZu6A8rs5E4HLEDeKRms2)YJVAyPsn4FtKldi^9_W8h?zT$`@5s}9ZJ^@%g zuVm9~mmtuC+D_?GDWYYWxDOsrNA9VG)&URdeZsDo@6Q-8s`^FjZ` zX?ih*_#5Sz-s;7yZ?@TU)P#bC^mS)O_1XB^ z7ie^HF{x5_PR-y>OolNy{4eCW;h8{W`&6?hjcsf!I_HG#|t>@fI?{wBBc+d2)3g!1$Mfx=) zBxvcOAMUoWp!D*Qi?7E?OK-LA*Y0RF@K84QJaQ`r`;^N$Zxo;IjQWWsT z@X|dh(%pp3<--z}uZ&_z+hALpH)SgCJjQ&_`$_gJyr5DSNp}jrE9q? zv7?4`Z9(EPgA{@eVo|Alr9M6qih(=Oz|D0?MYsUjsPL1n$Zul2Yr1`RD}5}JB=$X2 zmM6sJj#uGH8hEotPvXhz$K-!^6|;E{7-2?0OVyni@5jD=kUP7Fa!4(H);PtvFm6dY1?inr;X-T>rtL|9Bk38{uKur;2kbW z%1NJbcuTMXv5azZ=3!ecyB3N1&C<lA50eVVn5LP4pTtof6Kq;e%WAx8CNcw&%p5&|~87&YzquBmV`!~ zyyBOu8upQ+mG>jj0H?wEvY!3sZ0hH0F!e5b)KgVw>DjkDuN-ro$5^q!8ea*ed`BZv1%I>p3 zsn6uZYXz<$D06TU1v`nWDf?){y>0w}nkhuLD{UGwB4afG*^UrX< zH$Lc~{l{fjTi>>a5IzJkuXeZJityT`ffB?4#GC|Clt~Q_+NlGL^)r{aCClvmb=?Rnx_%;HYripi0XZlq2> z+mxX8!yFVRCF)p9iPKSy@|7p>ie%~}aC|1mkw=%yu+HrhoypwNisVq0oe6sJ>7gUK zV=MR}a+>^*Uq24OxCLEAqK`iT@KCJRoU&DbQRX+_b7Cu*#%b6e{L<(=@|HM8O3=uJ z;S_10#yk5U;8yRnUqaniLZ;SM9w2S*C^(0iHU-tUhL9mx5OPeaSrYb)SGj_q51s3T zQ_43X4^xT*;(4MqazHyzcF8|A_=qXJ=fXksM_&CWDWgTwB(CT0t3yqbmVRrq{SqgNtC&TXfJoK{{&aeCIw?^K^ z6$v(`F#lt{yvPcv1M_{tO}wM!{crx|OR#~O>dNS(<=3*|j$wjZgBr3f^PMD<7j@V| zr>6NhdPB83lrZGuj6Q2IQL}(W5vdKrQxNMwJb%4+OyTTOeeHKNP$r&^m0rWr@=Ew# zeqXD9keNEQ>!prAT1tZ!pZz?aIP?#B89799($HrY z4G9mq)f=o#E81V0R|3!{)9o7eddhbQ*mrFDER!#`@0-0hGczktlDf_=*0%}D z`ekt055YfpAM&sX&*7L!Y23So%bCg&KX|+FUbpYxl@yltHCau!qz5jj?NWS~Gjo&V zMN_NKkMITB7-+a_?P+rK5=`uEnYMpO$g$Nc4UQWK=xG z4HSW|L}z1lylKz$KVNzgu^U+=xggBn1sE)sx$D@1b;jL>Oz0X zqrD`zqFX=z1uxS{C4VIPK`*7YBJG*MY63owqQ>U|2~p0bFxiAG5Zbcs#1LkrVI_AN z#RpgW;6oza!uLnv{pfr?KZI$oytyz!i{1ku#$o#a<~{V=yr{mQ-dl4-?@S}+sj8I_ zP@WZ4i`aP8EHDz!rr&&A%n7BGB{5KJ!=pXw2h%<#cbJomy^dxf5lN#pW9=Nz7w+by zifSUF+iIcBigg}aDMNR4GyS_7Q@D{*!r`}6f8GVbN*B6 zNzsthkmD3?s(EX!&~G2~MPM;O_+|f34S(`@AAy?^uFE#FjkAH(e;wEOa6zXB!$~nx zz`(BEyx8Oc+%YZB=`Dx@*_GHgEw6#IgB#3$n@;;5p(^%D@%s&=gn{oQbwoyJM8k-T z0YIV|6RD^?t*&}lWBc^zUX&iI6@$E2@n9o(!2oUFL0q{p&m^l!E!uvZzj#BR#eSb6 z=*19*1vmI2NL%W+9Qrb){@|6>yv2x67|5;6$SLaBI%HxVf~yjDgL&BT8!n@UORZ>L z$OG$mV zV3&yDUF7jST#7Ww59toQ&!t)UWqwTcfEU9>wr*M8L_Ch48}4m28d}Y-80N{Ya8+gKg7mlmt5k416(8qP(S@IuGTM zy6ei)HiRPazD>4g#PV`WQ-sZM=|{h#zmujAMO}s6o{ha4Q%x*`U=-oy#jWGmm3rNY z%F?2{MIQC)jOd?q@El2aMxC}d`aOx>)s<1^amks|c&k=m1Shoa_Hx7@kUl`A_dG^e zTIA9D(6kHU-J2Urs=o$XbY0RQ-3EAgDn+E`i%D-K#e7k%Atm8@F4R6EszDJbL0i|m zY}Hshlh>>mDr%`BqyF{diwqCr54js!4bov!F3>It&AGLoAdwXlk#yEl`7BS`e-0G;9;0E)`e3pR$l znq8%m&))H@WX-tbaeRx+EgMP80VNAO4V*T#HR~RJ^=iJxFRWdMuqDAfthqWQC1BFs zIf`h6i&aw|S*q@GVJ^5Mx$te6C03e5q|baC3mBRj)JRJ^W@up3TPR)<3p6oy^!jg0 zOd^c#GDr$}Ul#{0j#Gu{FC>QB)-xQ3<^3jmbQRIaf$iQs23-_=SG@dR)FeJ-zBq6i z8=Ko_N4#aXrOFS9XjfbDrmAW7Uk>ydHX!ldB#%KR{|NmN%qFP>J~-W(NSaYn1M`;s z@>Yyn)-s2|AARf}{`BS6uaK;*O!H?geJ1_@>ZjX6!dU*hE9R#8E@Q`+x`Kg~f{|CE zHDX$mJ8FCX8RPKNXlkn(>1QcF`NV<`ecL}%_8oV39rP8wW`Q#es2KNxveQE9*x$rb zZ$L-6e`cPXV~YI@j`L{yeV_i3BDYBvKQ!c$pg>Tk&)f6#ngh#Dd!AIlP26)TmcSY|TDF6vZ{(7i_)Es;z z!E=BVuCPR6gnLfKCYoOYf>cdXGNPO=0pq*?;=``v-86s_&iQ5YZy_*uWOh+;T(x zc&5jTZUtv1`}YI3XLS2O>RB0}0ZmC;>h)UIOoL)?$3;d;q^KiQj>aQICF^W6=*oM< zsa}BLmSI;5V1C)-4Y#r)JPa>hS^bGE}bUjE+jk3PlCUQbRDGHX+$#AQVFna` z+cXxDK+@0eSOz%=DV&E$aM7PeO?Lp_XmPZDS)!B=L0t+ z6s=J+8gN>+UF<1%EACxt_0V#Tm(JsMBlKqF%*%17!fl)mo12__d_x7*k1;$NF}&e6 z*szcek*-nyz^r>%th_`<^E_)m87ysnxftwGiz#-6G_OhQCqHhMrQdkFs3HhI2w#-v zNYvdqJbJmiBd#A5PXOfzk@)N-vuIB0U;3nz{S&7hB1G?I=fc%Y^)azvZi^_EBbvy` zcszko-AMCWb(1mkk5xY+vKCX1^>?YOvY3x7vKY2t~P1CJZU0P$u^XngZVQ zWO9JiFOo6e&!9#fv>fqGVYtstouTCU9t=o(cfm&d4W>fxrmhASbWzi~vw7%Y+l26I z2k>nAc%(i5b<>qa7GS1H3_!Hgn}8hRJg$27yd^k9-<~bH$R9L2bNiYguvKm%WG>`W zpwtZ#wwjhl$6;TYFnL^z)CmIGFHn_bWM&B}nUj@{yPH?F+#7w198;XZK+ zl=lpktv~Ji%1AE!cwzcbefM;?%GlX8yXK7~!R59 zcqsFZS;Gg%QV&wJ_yvdbIHEYMm5b*HEw5QzRqZu?1vLIRu#0B_=yku=>iwNkM3f z&E~@EpcxEnpmWL2Rk*+3x#4<~Y3Sw;i9bRl5}SHO@Yz{4dZY{AeMDzVsa6duBJAsB zDmpmxDxWDAo3N{|r1`>t2B1Y^;H!`qvOz>_q#rQZo>B0>>2h*#X$;jE^G-H5uf)qI zrba`TLlR}eFR*CpaeMTnvB7)jka{|q0Yu!@J{*3pV8EPpM+c{P$nQDBN-m|@o?S!*nUI7~laAO?OwGF$&t!q|PP4 z6r6s>dn-wfihk{{J(OMT!e9vriQ~7dGtTVW-2KWu-%3!SuFS;u*hU$I9WOa2lI(Wt z%3DWW_E*vyIyD;mxS^++nRs?Yw`b$UUdWpn~SkMKL~MvB&YI9XhzKCx>MF_gA|Rm=k{p>XB@ zpoNM;hB>8sLW6U9hOpS2^{DKAv{iYrkDqFN>&l1!N7Hpiv-!VoVg;o^>>x2iY+AEQ z?7fLqyOdVV)N1V=dseNQwO8$`Jxax%rA2MgqSUDBKi}Uu|Ci63ob#NV&-1zN>%Im! z6B=EMvSp7dI%u1`?U1|)IV<6)+$(~7gs|0enH0Qsy#-g=olEn5cy>=R-uLF7YU*kp z&s(~9z5S*>@e+JMo*59psuh|iXE(gEsO#ju()lg>oY9^EOFcaOTf8^2*JDRC`^+O@ zPB3`q@|QaF{p0*M?q~WT*Rw}QwS{RWRC&{pFoIQgegn7LCKKKQSI=sS&&vU{>khU3 z9sCOnYq_CXPn8y&qzCK30M(N==gjHcha6|YG*C5b;WDwRSR%;+vs&uqr4C3ypi2?q zWV3fEQNh%+w?YPv`7IX}*~ZV0^kP-c*vrgr9U;VlU=nq!6q;gA_mRPvSk*_>aVqp* zJ1F}i{Rb-)#$yFQ$tm-7!eO3H+@g*=*_OlyrI|~#&Z17l;nC_I3-WK&LZ{mMvRTSZ zcW>`QK|q%rGqr})KHDx}zwMKMjr@K0o)fIUh1U7|WinH!%H+@1g%j0B2_oxSp}gbCTR*FQWw6*Yp}4WR?PF zmz$X^!yZXlY5sLdEk1xt!_CM&2*Tto{5gvxhTEeZ|LnYZUWHw-xWY}o`rT|C`|b93 zn;iMe%Ka4jeNpz@hTH72kyCGWz*#`vZFDcTzjwccv%Wl(U$C@jc z{1)ZE!h`#+7=Yu=1`p<01Yvp|+onEj1qaJ78QFN4H9^tRHji|<44v<4&1x7tb51tG z?^&KJB%ppBIWrXkI-J8q$BHy3E<=F&z^iPp#&5d42Cs8@_bYk{UyacMgP?sg96@UB z_vB(`0(2y2=Rq8Z-IpGR=5U$0&t4jhsvR*)|Gtay);48~gQ~`9fLecWfaUU?Xgfq*`Huh=5uy+eh$6?CSc*(-BL>E2BjG0=eXNI)0 z0i$6_a%4ms^YOqpNY9_OpC2#22HB)uzr$nnP)-XT3qON;{%Vdcu2py~*s97jq^s7` zZfCYlqx)Fq(@fT{DcAGc_7p9pe+_X9U)i2d^ zrTY&yBg%nXG+5AaH*c;jme1lj{)8ySp!XLnZDbjMkl^HFtHqCmnwDW^FI%hME#S^v zBgS0x@@(Q=zxXlJbQHVHA1r))^hAdE;l$MdR_^DA?~S;Y>5^Z?5t+!58foQ*nYX6d z*4$}%54Y=8vAF|xLoStPi`$I(gQWrPdcfLKvwYJ7yRtVJBrpgeCF^l0c%je4;Su() zkBsB8SGgB_^)l8_^0BlAcd75{o?=x#fPtl?cG)>O6s{Jh;~kQ&N-FNrZaqaV$ zK z?Fod~%QaiV*BbZ@&X~RP)A?^r!tb_`dp+kly%q8`%EBFKUh9VCE7+fJ881@%NMJPCn{0R z<9k+=Qkrp!WdVc6k1iw2I^P55clzKI7Yw6cFmX})ja+n@4U+z+0<$sIvnII@&oB8t zce~rIc_`f7D!Y(_!!BL_>^}S#(DUHK>c1>Ln~V?QoX}KoyBAuKlBiGB*>mZDx(m6wXGAZjqRt-(bmXR?Nj?$=@f=Nfdi4y^o6vfhoD zK;7R=HMScG;Y2-2f9OeVX4wi9t)yA+iQLKW`9SPbovc(LtPKQcZu`c!hMtv^!;C0v zj9hc*HgN1wc=Lm!LhC`Cx~$7Rv&YFtmgF4$F&^1p9>2d00Mhq~G<*m~mb_O@Wpw$e z{J@Ek)t(~kxzM0+Fw_jj;+%5Lz6~+!R3S&RjB`Suk`^v3UyK{STO4JGoMo@s(J*nw_5Yy;0}m^0$w?f zda~1}Dp-H_No|%%Mv_G$vtwAEl31PWMd7JVE~*+ei^u{FhK)LJKZJQoS_?v4fydJ! z!?7D`8zK#*qf;_+T5Wd~R0$h-%wjEL6^E&>#i-@<&o~GANLJiuwv+BSF-l39x0(-_ zx{_L_;?T_7=dAh$0^0C<-#<<~j>eqa0%HKcyTKxPi zY6SI=VtSn`vf5PMb`-6@7aD!0sIfSsQld&mys{A;Q?-`1B5oveD4tM2G5x})d<}U} z^Mh5l^OvaNT1EfWchd9<#qekWyK8OLlJfYE2PIl5A}ux?nU6?22m&LOBZ-tUSy2|n zVsuZ_SSa_~Euyx}Od#<`e%c7~h;Cp6e_PX%AVi0~8h46XC3*9q(#@ru<;G%-ku z3Po4SSYC532oIeVjU1-ayb3 z53}$XBt{#U-0^}+6F4n*TmO4u`RcWDD3H+^LG9{aTAy_kve`mYC2Y`)P$6pmRdLuO z2(ean1udq7x@bt9qsijCdF{q?fcjzj#HV7PmJWO_MPITI?yhcK;?1Ze2Zr_SPqGy> z`lyM!Z#{U&lEvRu{oUN`|B@Y1is`o>3!2 zD2@;{3nDQsAUs23Py!NRm-#7vyMVsb`WtDn?mK)hotoZ2f=5h5hK^#SP0#xUx;L?leKVUyO z;z;^fnUdm+1#_Zm^%;?AZ~`mg(5#l-=41>TBD5%_(ZRjV-k{z_VP#W#iR)8gl7MGU z(qwMKz{r>Yhy}zsXz_gkyxsav{yOeUmU=-TK&d9vkYNPI*6;D`Z=(aCRV*dfhjUOA zv^~XBwyxiPB{QAv0BEqr_?}mpa9ZIoOj<&#_8Z0_o_|Ij-Vz!-BKA+qg$C*VMwuUq zqNJzbcJ569JCBR~SIU+IQWesvr5xnH^Kz+jM*XVq2I@$dm$WTyreF)}9Ob)#is0=L z0F|N1u0wS;r9yO018`(86*g795$`MW$kz7z4Q^SYC->~n3q~F?$ecEO1V84+c9Ysy z`j=VC(GMNAlLpKct?c3|{s7o?p4Y&W&6KlTCG}t8df_0aeNm>cF5{Zw(41+)t;!eJ zPf%I6bL2t^}6+TDjiUq8BSb~o#Sk_l$`)WS)vKrr%!=xXFqOS;c ziR@h^DAc1R-V#W5i3^0aJ8Z@kluo5t(vUGw=ur1p5K|;5c7bctlh$|GW<#haIx!Fv z-C*bR_gLTtL9>b(l_7OOlBrtQM`D@>=DFAgxPcu73I^ITrIw_CboHw~X|houfYI54 zGFI*F_c*e)9L)u>E6x{g2|uaR;z@wI9D7bLJZ#!k?T1_!yBYM)F0BGK9oxho2uy^$ zik`OGz5iL49zqakBeO@FP-Sm)2^MCHepS7+-st`jDQQgcfNV)dtJcl++Ri}ZPLeQ8da(k%yDZoVP)yJmHVXa)hZMl5)#3<&1Dw?kVWY_ zX<@#!ZK(GK?|l{kbJ?$0r*7x1?~^0okeEH6MauqS&fBC2f(uvrcQI!Ck)TR1t3siF zHx<@jmENx<-x{;r@~q(_ta^o>SjTCOhK%I@Z|?Q{UF8?gt7x_8-u6$XUQgS_Pl@C3 z)xd^Hynu?a#z5b4R+4*I0APm3jnhWf3a6)M6jzf*v1t9Wr>pB1=lK|Us&MpF9%#3` z>eDZ8Edj0|f#kiGXV~}0;Vr8{?2}Q3i52j&U%d)OFbBRov`Z4oubuIpgxUo#wzhlJ5-*;uFyqdzg?=fn4Em9HFE*H4 zfWPqf7^&lD=qPJQ1XpYZbLX`L|=zPp02#kyC_L zYQvv1TK+FOp=bUwBFERk9@!f8?{Klc*7BfA{7zBqvf})1R(5*v0PxE^g@tquL!7m} z|FtU9$=F6wa6jI-q&-+Ci~vRXPRW*BDaP6y`DLWYz;8aK^HEz$S9OlKLjU#=GUFoy zSYt?|4Q;rl8Zu)^+6OkFa(y2h=Mi@{Mh~s3K+C3mG1FdqnA5WLqQXF=dG5V3iA~MY zDSdROwI6voF4MZmMgdbD`j`Bfvv0Xdaog9x@y6d}tQ-wD=N9$QJpwEyw-N@Co?ZTX zl{%D7+C@F*c|d^0r#xFuoX!^BX1oFK7zFKKL(l&s4Q21VGz>LdAc?=eXDL#HHF|N@ zhJI)JZCSTtqrtuA4+~Gc#~cOC{GcmH?3eeu~Qy%_DTR`m6>}V!K)bQUV~6B`bNxrw(2|2z(I^F9^9m9 zy0<|P27jp2P-+SGNT|RTX_XcsvJ3^^1=} zgth$dn6SV#hp$wP!=FV?gF&Z~{;MW$)eP36sl$7yeML03P|hzXzE=C${dpKnKHF-Q~WRtlo*>IT`vCh&F+I}^TIa(L};ze#l{@5fTsSFXg&(k)R9i0niu)(x7}HmrBP{oz*1Nj=%u0q1SN?tf4&-;p z&wow4A(^tzH}u9+B{Kwd?`!i-%k69}>5_Iuyx``a0CDh<_3bjrN$npv4fIXa!O>*= z{5HbeFZVq^+a$Rr2yp4U?C9-_Cw{PL$ssDh`Aq8G#)8 z8s&I?j?83r$$MZ)U+hWDV%rt1CTm4Y&X`a!CkU{wLP&a$nn({Zgec^ZYo)(uoUan< zRL?N`O?$%K{Zuj3Dq%DFu3{T$Rg^CMB!>_Ec!;1(oZ;=J$MGl#!ePeqby%B0BRLuluDpG407)9GrET<#xx! z25kxocpyO5p6Q8JcLb;aB`c>vhtLCMCPdQe;l}}b3P%hl#=wYa-N+( zw^xZ=1|Bcr8E-~F=Db~GgjJAn+R(9H?yk-MIL8J8T)m+yChidTUatY=|z`eow%(7`>`Jab6crE+NaL*TtqeO|QF7&YkGNLZ_-^UV%D>%7H*@xY1c)0Q2XC`l6Kp0*8q4GTF ze$@FP6FTs=oT^D(H)VxEyvk#$g#^KDGg6)>ET1QkC=b6xTJx0hZ}h%?d9u`e*to*4 z70PSyh`B>d7GNG4r}C*J6F-%_mu{A*GW@42N)k>q@8fj(R#Xj|Fz;y4D!n_YF_n%4 zD}9toXS=*M>ijoJ`X2eDj&%+F<11POgSD%J7YctBo5+Y=3mUi3z{`o>oB#PnxuE8u zm4#pb2;9WlZS4u>j3T1cfh?QUQT!!fQy~?huKGh;%~D66EYae~Xs|2LFsYgW45Cii z@S!VvEzd8QL0b9BqhX%V6*twsp@v%0BwnH)RVr#BLVm4r_;PWto>d&(^?-STdj~~R z=4H24@0g>QluW1DIJUHn?@pR^c(w%U74QH~ZGb2^T9#<*o~JxO4j6o~Sob##0I1Jo zKD+h%6z6L5lX`_ZgD+ZPI1-W7!xFG*eCU*lbyIO)?>qkw>{!fk4H+D_9;9;S$B6X4 zoIHIu)LCwU7cSkNn4G^6C~#ndsftJwlv>KQ@hBCKd9w+&3~$fN)KFzZvXI-BSPZY*~@jl@GLN?2EZ* zgXLQoA?E;DKn_Km%QB(2-jeDQUa{?u`vwQB#LN@IJMmGxDG!7AjL6ZZ6`s;)<}%}Z zl=?2yDR0MsiH2qDLFp~k_y)#1VZcVK4W3M-pxnyIuI9q0BMzI5b=!;ft8CK`wD~R6 zt_d$b+45Q3AV4`q_Kyd>jV(Vv;H;OG7%pxc)(pFqFjKsyjfu{lP4@e$sJ!W(Kax|; z2JqzW%N2%x4C0*Zn_TgwCb(y2R5L~D%IH#!vbvEuT*rlCFR-xp+V zft%%M%(>qM&21GEq}u%37d`)QrT$2^JFWUhfC)8fM4wADaW`G{M}^~8jlT8pc7iU9jAaoY`SpOuuHP6DLhl?uzn%{a}W zG}qo@&D{e3ZiL4ix-aWuCJJ$quSAcM>Ct+yUl`7wUA7+C|-Bi5ng&VyGB`1pTy?SWOLj0yoIG zJ#8EsAr$>B9V3>%%ay-mgrdqbblla^fq`}tWo}{3FJ6S6PxMdcs#?j%*~n9gfue%I z?&415_dlC4*m`0TzIy+zR5p*jl?vwlC>DN~;v=ani>v}r@kZ^p&Piw&@ zI2~0~XxVsFGkv03dVd{JaFq$)vq~^aYIy!#E*I`!>b*hZn+X`2pWy%EBsY*LVlu$? zp_?n!*l(oQ-7u*KjZv8)Kl_i@?_LchFrxnw2y=ax`glSWb!;zb6Rh|Nh;LW^SLL4B zh$eqQJQFZD2%()f1*!_W)RIF|ru7kW$ANf6tClg%HbEt=h^MntQe!O#+Isw&eoZUJ zWadX{xXo*Nn2nU$$nD*Vgdv;S_YLCj@_uDwII1-d-ZEv>QnVIZDF!{;t>kkfMs$sj zLQU~-$7nsYz$3$<&FQZ;XfH0jW^yd@v&-aZPfxgpP?n;^{dV%L$sgaXWr=aJ)DAhi zY%HE`QR)_-*(tHFj5Yn;njCbKSY$@2Q-1vic?6UzDMUY(FO#+ObOoL9x<@`bv{82S zxQ^=7d(CRaQma9yHmw3&lg^Jf^^xg~DH>vVD?)JfMpc@+=nEN;_mSv8-|J-0MyfpZ ze0mSvJMLW=^gY?2k;&1`_s69^S*b?C1*51n1E6Q~5TU-Q-4G`}5*`vu^m~somt`YI zl#{JLCt=gkG}BdfqnwCgmwYH7Men zivpbw*@{rfSA6Sqe`^0?V-iZ@9I{b0E7=n-uBYJM?JaM5z;@peKozQ9P+Hf?!E74# zY&YC#D?qEy_yPs*Rpq&4MP}qx4h(T9?4YO1zmz4km?BID0WK6y`-X05AygSG;ey;8 z(qmu*zrKxg43rUD{PZ4E(b=F|o7I5K%KRg2d{ii{)9t;;{HWeO=B8wQzqPeBX3?KD ze?~R;GY@d58|&3lW*9-x9b@D~9e^r>o%{RuXi8%eaojcf7gy{oAb3L2Qw1 zFt8b_!D9FCnW7b5ATWznn)AZ{qk)bSiTXmDszy~~-2{PKWq#hIdT;hxO&;m9$waNG z$C%c)6jY3zcY6622cON!rtcb#UlKW0G`m^@1&dKoyZJg(x~tEQ3<$31jIiS7oQnOR z0jUjkx|a2ttzlV~;!bA%B3dg{B^D)FUanHK0T(%?;1jK#c#i?-(sS@j2mSJSrzjPh znl>sKbk#khY-I8?0DlLcif;~cJY#M#iOsZ8ElW@6-QB_HwCW3*JfN`eOO&uNB3fzT zOc0_q8Je+hdjExy7>f~??MhmD=+WO_I6a1!XZMQ>^dYJwJAEN3TaL(#BGy;jQYMO+ z6dMl#frYAcdiYot=7O*7Io)ksV9+f5UM=-frZ#wm!i%`{5K3(vtDdJ^0@_a-Ev3B3 ziBRdMk)XA#A`f24%nv_sgmeiS4yg;j$dU`c3*VOGlJ?J~D`X(}o0|Sc5W?*c1I=%3 z02$h`m6?*~Cjri_zu_$Xq7}K0xtIswetR-Hey9_gAK@jv8EZ_Jeq;(*YC7A;FCFjM z<%>Y50c`Kvh}u8kXO7YTBBb0-(y2gO_5#+zJ$@T#GyEb|OUuAK^GAut{7WGp`A&V` z(vQ-7HuvG!67uy*6NZ-?Pox^h>->f2#=}T>xlrA+e=WaHGh>c}SDOf#xgddPL~8gM z!-VFqjn_T_Wp;N8LnOAul&lan-9nHtaS4G`BqqOJv&Fzs&H6siDYngsE_Pw3Kck6ds-|&5+V{U)-q0o_4stXv#Dc~Gy}tl zQxN+Yii^jG|NKD&w-zis=(kq&y+j8T_l>GI3Y?pkVKBj^&BO6}upGE8MFW~^L4YFW zF)7C{JAbDPRiiE>gm{gDm@MFd**Z8uvxf6-{1T72Wz;$sKe0gu!PWR4m^*wjy{Vsl zIGV4U9{e^ts=wny&ThH{TQ2zKDkZ92Y(LP!?;2%a$JxfMPd1^R@vEtt{9_HOWwZ~* zZ(e@~0C28^bUb}h@_ZA9D2z&0@1nI(wJ1~U6;{>H({_Yd<(Rr;n>-f^zdMo>SA3az zxILczPFCcC&82Zr=q)6k);htV%($eGysob9*j`EB1`_#Go-cbKyM!g!ba1KWPa5up zA_e-6ZVtmC}Q!DuTFuF zLvHe9NGn6R7d$AZD(L(2RX^sTLte*K+ z1e{}o%5fqUm z$SdQ29y`}o%{#IhB<}CKT3(<;a(7m$xC9S&MY3qcRS)F(6(4Iq>bLMA580%#vy#7B zbVqB+I$~F)`OZ?l6t^AHwD)>BHh$rfa|&I^=nZ=B9UB7mEl%$@m1S0?Q7}_GN>e4` zciqEi(vQMZh_=xCkf-Exk2dL0M(9mL26bhD3Ir*2SnrQaO2Tqb@>gZfRv{qdl8jZK zVS|~ZDt7C6wT+1ku{I3Hen_DDdvBWj=8=CVs>=+9TBfbL`!Q5f2IE zwg9+S0DPZ&XE%IN<&^gGuZbU?cP-1DWlsGaoe*wx*JgO=KKVHo8LBa|H*JxS*`{^3 z4zFu`aC%5&ZpBwYs>?@VhACf~p;mbH5?k@zJV*9Tt1NIN`&pO*Cq$EL=rz0`*@HG7 zHA-x$R;^gj3Ndnz87y3jX9}@8dMud@*xpQOP}cBn4R?4x&H@OLjpQwvVdCe;A|AU) zp_+Vo?1i1=VaMj-AlVR#Wzli$?7_6zAk>wOqn^TPSS`gxV$1MhnS`f9+~TmtM$sdS zSU7d5Hy~q(E704bBd%$z--DAa5jU0hG$5)MQ>p?WFH>Qng<*g`;}&34*3m0lbAu+u z=ww$MIll;r87(>K~Qu^e1?Z5j7~fOo?N?n`5hXCLdWgN z-ieG-#(sa;=)7BwW^?3AHy2Dz;$bFB#x?CRaiCXG@F+#ncW`s=;N;8LgL}Tht4mj1 zkeB?%NT>${%~oBuF#M`%FYN$3NoK&Y&LqVB0NKF#iLenkP?=JxA;`;= zCV*dc5hhd^w{DYqW>_+Y3oY-v5o2vLY!{QtX8J_>YR`f4%W(2k`RS*6CGL``Sz z>f4R^$ZJ*oq_~f+-VRzFqBT^pVhiT*MK4EzTheck?+nBMQ0jXCg3E7nGGBcr7F}_+fdAo=?Dxguc7_G-n<@zDWLkIjVQ0+@ zsX&sOV98F-?EW`daX8#4kV z2v3voOqUJA4Eg(}r9>eBakx5#Tp)WCx6BKtAqG^L;C7})4Z^5Kuza+QJl?$D1i1K~ zR1+BWhGVw<%IotYXyeVOtOxPTRfeH3K9}O<4`a2dw|+3lrH_AxcF=!JWdJWFed$nM*ZdIoDrBVp?U%tU>RA$R z#XC)zMAN21ocKN=u7#?NjwdV$`1Z~_wMNaL!BAf`rj?*cgFBD9YNiI1R~dE|^@&_7 zEF>TmOwyM<@{x~RM0?-!_{S`NHTFMt>TI$cuKywhCj}HR6!`5y*w)o|J~6%S25GZ& z+%{WY(OLi<{matn(OBTBfUD>$oop#*s}}u`W_4W!YFi2V_P=(q!dIlIt=$>qdcqPK zGmxlSY~=r$y-6|o%m_uUC<#?Q^otr!uggN>IzO!Hf`g@V$p5B}R@bSeD=m>rLP~cm z{Nv;o2$Rvzyy%>V`eNuDJjASqsoTLSd~Ads!Ys=cXR~r#28pG#(AZ4^vtlFScPUBG z5QXm$s?k<3yy_U2#woZUOj#+bwp=TS#Kmj1E_S~3G%%+!NeKBkm_SUyT$n4%@Js@l zV6K7wx3`2B1R0)XPw@TW7|sF!31eFUec`#A4WuDDvYR8eou?^@A zkdzv=9^q5!)OyH%tOsyfQi$Fap>V^`?HP}WlCO&mnSkg}tk`i`P`FYNVJ8b8wy_9= zB=6v!cQpBUZh~!TQ+rHA;M%7)aYd7~TpTu_0uxRam3)o}a=awb|D*e0!HOl9|vniPN9B!58TyRnh#WgCr z@KY+J9efmGfUPQ~+QHtXVhcP;>(n67%d4`L0EQtdG8p~1UbZTjlJK2Qediw%=6)bU z7;VdaVjOCkD7#VM@^U@Q5ff>wL+|o{ua2Gp`->bSMD0c7O3542;20SvbP7pP!dOw~ zb(Ae4Ocy=X@QP1#83o^?=RJ(g+R|3c{3+X+2trDA@_t0(8<=6#BzBBT_B5_!Er*GG8NsqrAHBCD+|M@ zh?qB66>oPu2=!$#@jluFWXL0u{{&HtSy@9X!5Y2_%dc`(m@lu&b--O!)$ z?%ZcGdb(nS(e-XJ$8BYnYq$ryj)K0+G~v!MpL_K7*@DA5S2Y{PX^R;3!IBpK-VvW* z9Jf=z5ZM(RRVNs?UDm99l=?&d(hBB-E@o;9GB0zFmGSZX`pB@Mb;{AO(iF^lsd2!T z086vny0@c<)8ZQwmI{w3&LxV+K+0jRdqh~=S2%~s)YiFWpzjN^Sj=-&^vr{ybVDH} zrRuxhhHAJ?gOO4$zc|Cj$e#YIk@$x!Yv<@{d;-q~d0!P#=J4w`aKNBtS-u?yOqQI? z2WELNU}~eaKG|0Xu=f@XdnGw7WhI~gC*((n%woxhPQLnE<3Pvp&9bA_3bf=?FURZz zpb9{m85VM73^!kxkj_^dn2pT|=|PZnL?q?=NMHkx`Zx?i||7^P$w=A5Ml%;uIj#rAAo z_ZgKLl+40mQ~KUwz$mSTD~8-9EU9(57^DLPZOjiP65L&IYjYf?a3Ll*-FWWobn-P< zf;(bJi6IO!wN960V<3&dqKV8F$ z4}qOG)z4tI4?7==zZ0!eB*<+RFdX@Ymc5G}3(x+94ruH(SD?nRi?tm-b0S9Yf3D=& z^5!352zjs}Xr>wq``NynsTurZ#d+=-Gk?|2C#8o!fBeYU?~LT96d#U@@=O6hU6O^1 z+$vEBvaXvUPJJ>sSIE2t^AV?G8a<|1*di2jQ>+?&Ozo23Dvfw?Qv7QfMloh>vOG$eX#_RkELI@C|LpPEK!&5rKh}QoCNfq??|ofi>z?A5Fidhz)SN6=ks~vm^`b0 zq%Eh)IJP%>Da)`y_1LQuoi9mT+5IZMjO%H(QDTltgsKMjxDnY0WVGf5$Wv($60V(Y z2^XQ@#p6%wKu0{1>gt>@hoR^j(&A4g9V)cfQ(+QkK9FtibkmM7&>x z*PeJ3DF%`@K>u1K3mO^l@xRY=<=&0L%Ewu6WUpn3FAsIT`9N?PBx6BfnP06B@YrLf z<}{!mJe<=OCINBWJs+ups1>}^(tQFZpdBQL{+Sx_qi>hXPnp!htp*POJtgUyE^MWh zG9Qv5UyI|5|K3KU=sfz##or9MsXo~HTr4D*&y^r#+OA|B4g$@ZYMy^HycSO&Uo%_Y zP(Ee?y8uc7+qFj!_*g2E4*Z`0mQzGtK~yy^bKEVVqU419?cG-Bd!EQ7ZeG(Ec^Z-q z-~O_lVZex(ri~D-y$2;38o42;y3qTtv{-Z+7%mGRJs&qR7me^UD?)T zR1J%}!xfVMOjWsy$9dYzV((OzHVjTq!(<|znck@KRgCQCWqzRfjf$7&@5CBrdR1Ay zoX84a$Q0DKOPVQ`wx!q{7g?<#tsm8ePAr<6x^(9!0XX$YRpv{JcQg@|GTV2v4f`hLtW@aa9-MIIWw)nI{ImC=e{R0- zs2V)6d0Eu3Qq8LCNB_w=yFf9E5*VB_s<=M;>`UTs%rT55inOc>;qtSl|G~`2TV6S6 zh*8k_0sWS+`a0M&!xCncFi*^osLJaUz)V7F`r9(T$9jSPcLp9XnCK9d-uY`PFcbf@ z)prA5MDv@-kF4fZ{Ey3*9rcD<|4{^%jg~qrEJxqVjXRAg_bhd!K-ebz=U61PH-^7! zL$Q+A!L+_ZMijYUyUssYA!#<96xZ@A3FZQ1cA;Jm`u8__JZssM#$kFO(kh_jnbF_y zZ*JN~jbB|HslEjV?J@^w&3PJVFxT3>-8QbCKm5XpEe^$Brf==~EnNP~uUE}LpWqb* zbOQ0IK<*4#axG}9^R6bDHga8O`T@f_!1>JL9fYFGM$K7`NN{bekf$mb=;V57H~N;^ z$F4675MvmWS#Az``lOtBech+uT=nPMSEn5xJ`DDSdE=uv%24zQk^%|7!49qo{YE45 z3ux)VJS&UKbw|}ob(kQ5=F^F15B4RG1nBHwMgI73F#XU5SIY{`Pho3LRoRy4iJ=n|24W0#nl8pZMJq z2mLqHVT~5>wBZ8$4g#kuXDf8Q$1ry0oNo|40Sg9)0J4)O-C@5%7q z!uJcWL{aiyzlI&?KS_^c9fFxHK70y>$BQFgk(wio`_tLPn7O#v5)>H*i%VhWQ;cK` zs*RvQhaYYPQJ!t2F3Bs~G=ha=WC#JB-&$GJ)RmrLxXg&0K=<4=hpXn}RO%Weq)@3o zel-th*dnZ1;psj)Iu%vn>n3^>KQC1XHw(5~fa8hg4M+?K7x--zszyo1@fq39pT}pz zfV}XgU3+7OuvOc-I^-*ecW4~rDe>%7Pq>M&m& z+O@A=s|;g<9%^|<@rrOP7UNe#ZcRddPgq)|q@;eR2OQepsU57-%H+4M--Gw@uj)`_ ztazNA=@L1gxr1)5noB6O=pD%Ok~Hlyz>nOLA)*_K{>b02lsvD8lUYlu!a|zzjbnEpm7Pad`P*O{r0=YP8KEp(PbF$8Bpa6Zaoa zwa~^#+9nKIogm3jgGiHlW^o<%TI|<@a*1!ADvexmq%QJOGuJMx)3cJwBK07NF#5DS zZ8t%OeojZfWe4u6$M5G&=5>-w!K5or;|UF3lCiBOLRxM&=PDGH+bx+DwM~n=$UX7+ zc|=&UjEb^a!Lpo1mgN>zwrZW-iHV%TO}?Q5NqF%nr}^0dsl&(6Scee?%UU&Fm*jjA zvIdoE`k}p7bN12)r%VABzyfN@rduff=xX^oc)Z=%A0-aVsGGY7vAP{29_r)r^qBE- zJkwZ5yynYKE}h;nNWgE+cdO^ne_R9%0h^Xm^x$n*WKTCCaN_9sa467R;pFA=c@-yv z148q~o-14(jjo)CRQL*Rn%lZ%|=l3nEm0cEmuZe7|?A(yr>GY|&sqw~QJY zVZ`B0&8p(3E`OZ1F@@&UVbhDxb;9Fc!(Njc!ZV8n0asRKtrReb3UdbVS0q6mXA1_| zPEyutK~(F_9=FB$O)H@;@lGeGEnf_^ZnGAmH`n)ki4-~E< z%TJ+~T&B>%{tkETuM6e^L1IrjM3^7!ps|5Jj{U zI1@wMecyXHOK%2Y8*A{V)+YeWHzOAYVoAO;^`23Yb;b6$jA0M+Rk_sATujLoiWWG8!0jM6zmIN?DtD{1; z?lsFeabHzutU1@B?j%GpAl&!E)6V{5ms+d{=gV!YTHFv%q%lc%J0Fqr@Gpr;(|bG~ z?c1{}6ZrC}k#%9PQnc#fyXa3`QC2U#jui~^g?WqpwWxX|6fs8r21d~JT2E5sI``YM z?AU)#W!R|&mv$=M)PMrvmBfbVILFp%NuAG<)JT+M#q?P$t$vp*-2()CF!-sF&WGFM zK_{K2$7$@!G}p}q#KmrGiW0PfbBD+FvehjGZ5 zY|DE$kOLBlL7owRbYN4@P%#Zc=nHY;N>y5Ds1@g1c&wFc^1KXUCyA;Lq~~U6WppJ7 z2J5_~zmqN>h`oP;4`_BB;h>%-94z+?P=(P^J6&F5bZlyke!Dqw2Xf*K^>#T#EE`s(F7e)Ya+0JZ9;7h0Lqhkr9X9c;Cr=TyDLneufh z_zWv0&SIa|vdr0vDX$Nz z65oRe=-V!}^j>x2tz>~?J{MadFYjPM2Bje32HU#T8T76tV0fgs~&>ws9`QgRVqrh|` zYK&Ohwqa+y!ySe)%*NK8WsIykz7Cg3LI0b2u)^yg2K2HIXgmxIRAFd{joWwQ=lNxDIVQiEDa4!PTM}hNfX5kq$jufM^3)YPPdW| zX!@l@FtDUX&zqX>8XMw1HSI}CVkZ3{@JhuIL(^<(WN0`4BbA1*LvmL19hmTjEw9J; zFW$a&AP$GW=91`Bh4>NRr%;j4dKM8X>vX0pD?vgbh3EoKqf?FITo{`T z5@HA$IhwYZ3o(Fx+(gL)l{OX@t< z5SE2sel;?%kd~@JYXZ^yqWMar?U|`arZ^Uw0#LA>Y>;6qH-J4{y?=T9ldxI0pl{*) zB@m45S2A3~ILKV~jXe~a49|SdfyoQ{RaXApk%!$>DB;bVOR~dxq3XzuTYm+KK7U>U zuGQZGP7;?Ur-6P!$g+B=jUN%P={#JMnA0Z7Dqk5uS&ua{ zkaLInJ2y{1H}d2CFX!0wfOQ_CI=>&TSB%|NHiNy&&FpOWSBP2x3WS z#$6^%kXZ%{$!g!8ydP&4TV|f`*R8kSre+lfalmZ` z$nU1HD)vwFI(vJRkSn?Ck6?_FP7hZ*Vlh8&>b%T%V~HjP{dd*hdg$RcJy5MZMOe zJ51@p3P$Y_dG$!9jwe7e1htW8IzarU>C)u)Kl!S{lv=;?9ioht8aKV){LSj2itU+5 zdfg=YU#;9}bM&~@lM6%}I+NY{ZitV`hZkQKpKypT1-0S7*%|87l+V1G&>env9`PBy z$P06O5Wg)V@S0K4R%Lmf7t8*Z$9H#8`)gddLjbSz zBw<^SMlNc--0j7pzH_U%T|?q#!Mb@9x}d)2!#Y!52(h7JsY zlC=!j4nXZ_dT>g1{}HsL6NhxyE;{@R{IDwQd(-cHWIJw zq5xUx0vwvE895qTYf2sQDUM?!QgWBL=$HtJrj;tV$AfU^eNZ(GbBp#{dLI&hlcrav z7r(Dd>)k^0Nbr7Zz-#Ilo8qc*4+NHdxlD~#TCziD2=8x2gzT!k5z8xbaAtEf@C**> z<#;eE&H`)GVKf`)rB1AfuThEV)_vp_(ES|(cAn>{#`KzM$pchy+qXZT%K+nwXgXp6 zaRPgQtAu!=aZr{oh=AffD%t|Ck#__$(2H8vn+I#uU=}di|XRX9W zmg_x!Yl~NZZ3t6XN)R>}k zIGWBSijsIcTCIbC%vVnPDVv0`?*x`<6F-P~*Y-&C_G8*83E@YfO&YN~QS0l|)-dvK zB_OMOZ9~IETF_{a&H{&KSeMnaw@y?OmNI6pW|tT{=NLgoe6`RVXSFB8{4}}E*Fgqe zq%X=XIWz7d8Sxo}a6OPDEW+AMv#iKi+*|qoXgceMCf_cMlQKYH!07JLA;<`EbjQd6 z4oN}KNsd$)-6f$2NOzZ{z^GA^Zk2A7Py|GM_x<7h8}8@1&$-XJuFn<6Df9afn{UA4 zH_ze)bm4sUd-dy0a`f%gRmLW5I75NwW?JvK0Fm!k3Kj=Ci__ynb3QKDJ&&aKq;bXD zqr7^h@oMUztvPB{MbuZWKc-QR{yD=eAHA1^ITeCS_L)D4BsI)W%OY~g$x;CR;ziSY zig>ocmG|wAWN4*iSrz)iudiNB1g^_kyG5~n4>QZ{PT!T8x2fzqrng8vqPw9bn;cdC zdWw6)WaQ$M+n+DTk zMdS!mH8l&I%9 zBG`#VnxrD>*!OCo6CqTXnZqktX=)V*RWxY11~wq2bvJ-1nFcgwfZVFrzF$bb(-B>p z#UgltRE=0sJx%XFcvhk1PrU|X>&_Li_$!M3Mh5M{eVe9!m; z@yZuz)ZNdIgD9+1#siYt$@U*`JS zUY;*I2q|Az=pc%ucpTr6nAjXn2L}F5Ou9D@1(X#LMd|bSZNfl6Ewq$%bfPv^%=DtX zqBJlz;&&s>qMA`Hek(GGvE%!ZRz#~~mSJf1PFoaKn4>G_V?W1=v{tS=`0~OJ83q3> zQ$*VN{ZY@WoNu?0LQsBjNoO_5%GNLaEvYp{;>Licf--kdm)ei-7FsP`7olDoo)ZL%qKXM@G=vi(MB0RO zoKpR|xmnry^1WQGL95beMTALq!xyE}Z&S*L8X=@o!6mrK$;j-|EHiP1_MW>wu4y-X zp--j|B}ALgn>*#o#L^&Enk5iqFARC~=#hr5Rp8js;y1(aiY6<-hd$EuHn_%6DvpdA zI3(jX3Y@Pu6C^p60}4>=)x4dj(mxLM^H^+9J9F0(C?w=W5 zU%zKSaoJfi@KGR8Q=wrI|4M%5_}`6j<>~xGRaBV6oA<>Zjn=I@lxWxo-JO=|2}N#7 z*9OqzZy~|y2x7yuPu=*7>gsy$z10&F(~NOG_CaO-M+nv)}AR>HQZ$MrdJ6cM4g>-6oweHC1lk;E{akDKZ;gUbBBA6kD)+MuuXSuyrerE{h$%NzYs0ZNWFix)sUQ=o z_NVJ{^35hC_2C$I>yo0oWn6Z@JZUC<>j6{Y_ko5#aU;R|CUQfw4NMe&{>bJy%SZtCyZXxoeQ}b5{&cF_5^Bp3sT^3OTjTy{uhT0O7 z2v{sR4zkBSN_^Q#RL@I4p!<&p=ir2w54KJVnyfp!~+#&HWS;@;aq!Ubwm~`k>_4OCS9m-i9RGH(J`=1 zYsP8$Csm*#v>F_b(2Gi-06yRl%=wf~)5ggY5ILa$PZ{K^wDX{V3xjq_uFQA8eZ0;F zt)GrWE>*F!xa`@xkO^o&60{rs>WVmPar=fdkTub+6dpFGx|4kaneWy4|LI^C&e`(* z!6g+?9>xqa1Y5BW1`QIHS>4S^Tw6K_5h+i!yu2~itq;x|4tE$>_Y}q;+W(vlmQzAQ zqzbX3e4zsRW3%zPhOwEf*1Qw1!z1J@OE2uC=<-9`E13EsI9Jh+fhLLRA^1Zu2`I2i0t z*Aw+4wOO_%_%^-z8Qo!VZ~Ap!o>36OFCSavZaYsMLtU<=T0JA}K zyMnwZsu2U6mK4-pXo%mU+2V36Pk^!FTEfhlX%!UaQBMxzc5MR%m4lljeHfAcbp{{V z8MZ1waneP$+Wv?Kon@+Hm&ui5!ZMbLqf`C^+XCo1lu~3g{PE2 znu$MQ&;{GH575}Dj-Q=22W^qR{03f#9z=#sKGtcp9Q^UMp5aCDEUlewMi^Z>#Hx7q zM*<;8rIqr*8^wbwbN3VY&?bSl;Brmq^PG>1&Ed-e%9k30W%x=&!dR@8A)S9 zNx11$O}I%+yF{$Dez;5KMwWYC>JME0!|>md>S=_B4;zh`6=YV7$8=Wfy|v+Ie}E+9 zCDx$G7b_q-gOh=dF45e%QQS^hfLyU1q8(B%aaPXEu>|tHnSSA}toV7Bz^GF~UOyIV z68G#+2*oaX{&~v&7tcf6&X?~h@R0;w>$`IrgoD2m8CPcR%8^two`<{R{Sb{o8LR-= zH*)my)Q-QlS65*pHP99v1*u7zbV3SqK#Yb?o|q-5ujBmjy|aJnO1ob6JtFZ|5mmAn z7As~=iRxMqb^Hf?uezK3@{th5;G`+i4?II`M{hQo-MA9&d3LI`C2IH>Si-&E2)A~&%6@y9Gyq>@j2El#KBr(c zEVL+iXxW~T$(LJ>Xl%N&TmMGvqF=MfoMSit-~lYJsKKxI!u9)6^kUpQ@hJVmtfZq- zf;siTGv7+`XEEj4qPbr@H-3J7XMB@;)Jhvw0#Xrctl~u<_wm?zkmhNmq^UWJQ4aA% zlXzP}zcbI-m$S}SvzI^VGpP4z9LJ}TL%U3&V5gYaH`376Ozr+ih?^A+ z3txP?XV}=BX{N|qQUEmG?x{+&T+(#0#k%G8E8d&C-Ic^q@OoXoezHK!(g&()k;pz4 zId9Y&#gEbFRSv^rt`QNu&@!1yp!+b3S2HAXNXx&Nnw z3cC~+V-LL=lc)x7HK?gMY;(XmL;9zl?Vn~2X%y^mo5+8)Qv;&zrosww9R;u_wc|BT zL|xLF6Qf=gV5A_M+Tiw10dPltWa~-VqWSW98+~9>9<+wLy=qMk?`w(Y&DG~oBEvy| zt+5Oh?zRy4$=H`4SDLq1XHJjhTPUfE6Qkh(cIVsi_FB8U@41#Pcir+hJ6Xn&$qsr# zk9e*;Q}yW~0snd!uzXw70;Q|zD?5n{p=dx#esf<;-~QN9x0H~`{1Q$ApM34(LrdSO zqEGgS22r;4ah;qVl9q;DI8VcDe4>|5kWT+S)4#xvS-|xL<4`;TDl49tx0X) zDg2Em`28(akCqrLj_9Kg*HR$u2%z&Db-eV{O4(1@eHVfpuB0JI8e)unRK%a2H(hM} z(M}y#iuC2ECbxR3JxV15#3XsDSEglI@mLCnsh36gDY};oq%GROD9*rxg$-b-iTy@E zOI9+Beh>qzvG_HY07YW1_sMal^7q*dm_m_an9{HVSO7zsc1o@C-H7;ii-_ z-U`}Ws^+rlcbB4h=q($}Q!*L_9J<&p{ygOEdB?t%J(ndE3zQua_V#?0B+~_tyZgGI zE-Ee}=8h!_rdD%Iz+ua;&`#Tpu0TcJK|qWd;{t~116rn?BA1t&iMQ_p1-NhJ$XrPh z+a+0>mUdoP(ThyQ_gXN1e;1nNPZ#?85|H?^xHP!caQb6%N07p79t^S()Ew1iTOVozv)f{1l`5?|(KUlLisG4MQW0=eq*-C2R418?_8)KqQ)v<98>aclm zpGM7u4nt1`d7w85F!YgfVA`L{5yhh*OvPR5-x^lJ2d_MVwi{FX@jEr_`Fh-(UKM+K zvx}{DaTpVdauqbhwv<1*9vXf1Xm-#E=-ul`z$Io~mo3x|f`8Ya^jOp&(9n1hY zJZ-;7IUzvv#oIcjYi)qO(*zZSEfrzse`;H0^ZE02ZGojqO@`h){9Y&-R>lY+>1qFI)aotgY-F&NVFM)oIUMH zW=1^yPF%YX>MNTK8GT>e@B@!wP_;M!rOh zuD#9UnttNOi<#-CrYfwp0SRaBj0`pJB6;H<$_H^wOV-XoPG-M8F)u(dGpUFbtzQ&+ zE=ZC*d-@(H6JKksW{{3<5G9p2;b7omR76UpG3m!V;Z33yq(x@JVi}siqCqk?dAXw% zP}^wZ(Z0gbgb1_k14wDXFKL~$*e@R3hcGTs#OQ@ zzP-^zLt4=h&C1IWl!$WiFZ)Sv??#Zfh<^}PJ2xc0Dts7tu7S20>EOFaH}Sl1g|Kv} z5>&jdk|IF4lrQlbXKMlp!8=4DhDx4M!XuU@I;&V!bd)2rSVu!sbDE=d3O`-RE1bFrc?iV&(Y`f2|?xBIrjqts$#{+XOanYQ`&bmF$^-Y--`M``u?E9K+tkq}szjZ?VX zI5{oENNpTqVgThzk0vkhY@}Z8eQ|XyTQavu6toh#{rH$w`< zgErGrz%Rm6-SLwPTdXb1^y_T5*iPT!#tOid?XG(S;gKcce#P-;zXiGhu^0B(vJN=d2&0Md#Q$UZ?xdXc$%Z% z@GZbeF`)6HYj|NEZ-V^b>W&8Ycxlp1p}YQS?XjiptF;cxhI7DJybvij>srmshH%$I z8SaS8xuQP3{<;$qSDc%_-OR@NVVWlF{IL7iS^_`mUslmPGj1DK7pqF-mSpz3*xn~< z1V=PXu?G>*zzxy(B~4?V*tnnAB#`sG{7y9AD^of=d25IT7pvH;4u1dYvjpI;~jW?(K7hoT3@1hQ^W;F@NN* zInlq<3fUMcP=9{q!M;x1bBzz0zQblKFkUoDvG=L)mrXF$o5a)LaR~DptvSa0vBGD2 zjsF@hmJ8eg%C&my+$ACg_3-=<=RK+a&U?#EPSYW0GZi!yvT6~n{gbVj;=X7cuY!l{ zdsHiwI}|~%W6mx#&Ed#hv%=FLp)a!FQG3wIsuA5=o%~o<3Q6rxq}BqK?2QsMl=d7axmL+M~@QzG+6T zT*DGX=OcU^mq}0LlSRvV-t@s@;CdOO56g)=Wx|s&Y7$Xo>s+1Knj-D@4&V4c__aMUHVXQ%;FaOUNU(=?w-q5eL;wBUpTLw&ZJf@4!l}pXi^vmDTQgb~3 z6`}BYk2tp9|7b*rN-Y7-x}WtpEezR3LmLUMDTVa9Z8^-$OhKB|OqDoI1K;E-C4Wgi2`C%e9)}TDh^{8O$DFssX`bC|+Aq!P z?p5ArNcP^>6CjGaJd^hErSr+q`M(yxkmvR%j4u&!Rba0+)s$1(iyIy1UVuWkCMIiS z84d3!g@!YKreL?7(ecu$nxt>RD72DY&3F#kYq{B||-hlzvpO`m@HC7+?5oZ&`MpC#2x|&eGcx?e!@5ca!0vKjLloL{mc}g*kUxDXrhO2WEtS?%M7q z2$HYibRisn8=g3yrRQaqBhp=jW1>zYQb!@xJl($hD7*{I7|%$7%bH-QMV9F zV>170ywmBkmmCbFNAb*K(53^ev}Aw<3a{*^)Jn7hi=VsvU(Pwu5pt;80Yc)S2j#4p zpX?-Hcrhbi0Z^WmB;Gp~o;w*jJ2NNz2&L7C%aaLC6%*27sY1Ws(^FRPbYiL|rfBrgP`*zVl5;oS*SGPb z*nf%McI3a(=NcH%fWSJ%0~?oe{m4wjB!8O}p`6=zEGL+_io|VZ z8Skx&>JbcxjL63`l-%;fuHX(UQ4u9FEY&uk&@KXUu0}jpUo>FFkHTJGNQ#|D1C??r z+_p(z-Hv$nPMR_BCk0`rc!S$f;wKuFjfg6R4fw{A3sd!K`%WTHpS^?HEF)ez1p@TP z(0rQFWHY9=znBxCCh`aeLoB=6Zc%k?O%a;|`-{~nT9q3OcdNt-)+w#5IP5{ZZ8K_F zm_5-Ti%Hd|?7nP78~{EN`Rp%xJdw!^WEtKKo!?s1gk-!~%C$7J;gC1#D1WYTEK=V* zMxQV?MIoaTsWbR>dPyxk)Mc~Axyw=uUwd1;wbBtEJOWe}I{xdD;3Eq)6_J|dzIfw~ zg~iBdo&BB$EM0CirWY>y-cb%f6nbR@5FA22ZyGP^Sjm0|#(+r#3opt&=`#o8%V$a7 zu*qhS3{MpUG0aq`MYR0#&JLE?>xmu#=}0cQWR$eycf&2~M!XYw01dsGa;cZKX4P=} z_3bn95`2{byPrp^=8&Dxiy{_$68dEhN(Z36Urs0 z*3fdSdnU~*T)as05n=w^x~B+-pO=u6Qt^1x;_PhxXs{8bC)x)$o&+TlJKb7G20NE? zKL$|WZb(r`P7{DcmAG&krt-xPuXSrXJ13KSU!de}-G^<=wH^rVHndgb@D|gsl?&@# zvpZ+>(1zo{v?*$0#lx8etp)2|OOC9V2f8PKFMV4rA~3R= zDS%IHZPLrVbDpb5FKwEg2-0az3uH6Af8xLP!ER9p7s97ikE^3G((o;xe9ZCW? z(ArU?aPYRsXpz6Y*-DF0fs^7>j7bp?_V>V7Rl$hNrwM7;sOKrZ>*-B=2aSSeKqvgk z?ox>DRX46Jbuk9E4Uqv5Z;5Kf5S2{?s)-R_+J<6aq5!C(5*M{z^SB%3I-sOEtkw2~ zHLF6S;*)tU`GWfRS5BN2;F)yO43ryJhgg{@(ub@;}31#fG6T&~zkjv23(I_V%) z=?R?tgJ`|QYlUBC#4L}`uEuv>J&R9_0isW%fE4GZ2^PuPR{%=+PCD4Bs=9q;ghPXl$FQwRvSuZz?3!X zTbW;Kt3fVc<@1Eqvsrc1XmI{eU2*_FC@ch;^mhTmXxghLO2Qh-=+St*wnU!-qTZN| zXgdD|?`(`FM!yl)-qAFT^-k;pZn>D${5^dp$Jl3>A1IUjg)D9&X?_x0q4iwa!P8NV zRxL&_w;YUj{nVqycjT9q4ezwEj)z_~6o_Q8b@yZtsD zJ(5j=R1C`s5EWJsR4l6jd+9-0>$F3o5cG5GeRaTCHBgw1smjL8CQQVrHM4)e%3f8N-I@ud-z_d^fm>QHr4cfGq=5T+%wjyx*w&81`6ag4dE zfkFe}C9g?+-ml?-L(6*p6i9gp%6f1N?gL-CUZ0&9#}cxvW2eTkF&X-b9c$%9$5k+O z<~T5(_6-yULcHMK+55bLw;! z)4(k(vL%S>)|CbGVC+le)7H89C<_1K|C8$kQZYPQGUKK`lxQ1$YUSAm!cF_?(Bl99)&8rV@F9QjYO_qIsfw+6a1`WA;l z^Hw6UfcuU&qnozf-R)<(6eUVbYP6JVdLJkoaAxbXnUxIB9irH9XDI|^l`MS6&;9XD z!Pb>W4zU_J1j-!}2EZ%&7(LjR6nwaIOH&i-oa*TE@lk|bl3^dsWiW}HpKwN_>F52+ zb*<4R>y$C~SB_wiw4nnCtv2fUKd$g|H<=^}_yhA~?fe{jr1T(}E7t{Ju`~!{jhG4C zw%6((Wh@s|E>+qG2rXW+&VY*&Vwb zhkca`H;-FkO}-hbBar(|lc#9DGtCiq*0jS-n*7cDIY;3K(tGSF3So3Q<#(seI3hp2 zFW2s*-xSV$mwD>oF!JaN=6Y|KS6PYjvpZ`OgdbpU4K`h}$Rp-U)LP(kBocly{Xz3D zh-#YUugVWF0hOcAfP?ehS*H$X>DD!{V;Wa++`aQmYuJOPrEnmbEWi=CG!p1_>83C0 zNl&Uk;$cSJ&)Cyk0Qk@}4*%CpS%3PUC1Ftk}=M?pJ!Et#E+R z7=!%~1>x83nyZ41kA3Vp;^84ZQDRx77s-9avktI&IJJtLq=du-F(L9vH@Bs1jS4Zh zzJvE8ilzMA+=@JjgzhRcCiJ6DqmklNA>;ggno!%2IRF(sX0jNO|EAd_W9_seo0bdq z@=r-dG8-!<>Xc=}G}bgAK7C#%d<>wG(S3}!go7KMOoOkxlD*pAv2nR6WV5dP_fxr3 zyb7qk593L&5a2J4zDZs$dC4|&q@BWfO^H1_Yy32d2}C{NY^_}IAY@mh3{LSqP~I($ z^V3`0pCr*_)J;kzY}#>C3bRBe69PhtKk>kySr2*_NYNqrp?f4edcIw1Kq)GXj6{kJ zdy5R2|6Z3H-*p`z!9%qMKny)4aW(Am&o@Z45)Km3*oyS&@wDyIn+Ecg3uSj`Q zOgN5HDaI{9^WA;~qNB+qEPGm_7-(|5kaI7w!1vP_u7Y6-?tE7jK${RJX6abn-S#Eu zs5aX!Xmrx;{_Rs<)`IrHAL4B1lken9ftt$cSe?Bmgr)kqt(quX5aYo*pi#zqwL@8e zo~mnQ$Oygghm?y&pf7Dvq3NFY`oZ*5jBjAx_kRN($H>=x9m_M)L}qq$uY@q@o_o*L zuGr}Qy)C3$zxr~z`l46CG9@~4bE|)+f<37Q&kG9Ur#?uWssWtR>W4Le3nk97 zTM&A}A#n?Yaz#9Hu9p;ddxtF#YW&W3Vv&hI)yivZ-(Q-s$oZJ$Bdgj{B*jlFlpPms z+M6ql7<+Uek;{SGeU41j(j(D)tReW~ynGTQra_^HU3<2%C4Rp6U`qw-Cp=<=9UZkj{96- zn>$`uLG&?%YCFW=zq-;!6vUud0)w9ZnWe(LQd*rc)OzA{d`FOtcAe`ws;CYuz> zz%zwr#5v44Ce#5xr-qxTg$d^NxfX)Q1i}loqk{2%`o%0LpL1q-xi9MMSnP^EE;S?J zSo0ZW4@}{~gO^vQJf1vwMaRIWhyU)PspDay&V@hZ##{=WAKy9AtFjwf$wcrr92PA# zA?1#R5^5i{e-jX_Fg~Q<`@n3oDuVE)ly0wF zL_UhbFA^>_WC@z#mOm6=KoGTUQQFe4Yz6l!nWmi)-F#Pf05Rkjh?>9!;#4tj$SmLz%4 zOCT-#&>dZ-NY&y^Uqq3#LrlWL7!toD_Ox6OVNjL)*(vXX42JgGiTL1iIM4p_jKzER zJ6ahlQQQ+|;-JZx^=ZAS-2z432fPG@LCf^GLjF8$gMVKeT3 zwak+|e?*o_ru1p|oYPS=+iVfX;NEkqTM;2pq6Uma+IyMmje08w1S2uT1{;o~YHgHn z%_S2Yq?nUO^&oIkZ*I@tAv!&-ii0jv6PD@c&7Bw5m5Q^ z7|HHY-&u*J(B?K)mmDN(YCL+?LYV~ck0+|G_3Yvxhf`a!Z@Z9TXN%{A$BrLm*0+qM z_WX8*=W0pyGjfLne)bdnQFg&i6_^40-;cKDX&CSy>uZuH2l5h)m#=K1GSY-HxQJveGOcWVv=|8)x1#-G z0d(KDV;N6Ymk8<8Q`MNR4dH#4$Z*qVP4R+NMd|YLp(=L& z5w|{`nv~TG8ZwPPo&w*xMDoRJ!l)MufN;65)^>ax#yHP)p9YjOM`zpVhFB_zN9jGiLDh`7=WY&) zFS`sZ9hM5Ak^fjLi0l>5lU<{PgpTo;uI23a?U6SMrxHt4JQj#pan%_ z{}PCfAlac0E++1MRL5f=9x2*ey&ZF4szXO28ZAxaN+PCgt(yiuR6i^dp^|1~u?Asd z`Qdt-u%oLv-48sJBwdG-Ber@%hnbidlF%O{?s5pmE6WUcENEp@Y)L`GVgwp!_{ejn zBjQ&6-#6`-o)0@~TQFpt@UMljiCCypC5dkEI50wYJv+Sgb$X7@;j~EQ?x_Y%j^Gp< z9sXg#68uuu+MamfhayP1)e42GE$gee z$+4Vv`zQTBBa`yh^vDEt*F~=h1YW!ln|@+&`8)O-cG6J3=VL{K(-c7NC@QFiRkhK= z|F|l*dDxoNyMaLlUQ7E8=6}~ETdk2goyf2tqUHQ))YEaWNiG<{&DA;Q1zZBZvv1KB zb9LRdA51sZ2*Xk7ik|80MF=?y9i}Bmc;`G}iuvmDrg|>J4fbp@SIqg877$8e{=8v zmhp{NF|@wZll%68DaeRNjk&b$+PYw){>9)TxHD0?e`S+qinPDz1yQ44c>s+0XVbOeEl9 ztlg*e;j4w4^|Sn|Tg2hs(*27(VatVT1@h1<=anso-C?(v3+KRKsJK*oZ|7YEI7{g@ zWgpum`HAzsez3c%T~ngM^C+;L6i(riV=D{3m5$tPKADvN`a_dho~h1iw65E2Nsi5N z1MZb-Q(&23k?|z{;r@@{u3D+94-vY}ABIn4p zL5*QPd0A&NtPWlcLgb@Uvu*;A4apG910&nO0af61P=4~l+LhLn6#+H;x|eyDFz`Bz zx4EnS#1>0s7wO5{H~z(8h3o;*L^-c*t>BWdCb6kJ|`b)`(wW= z)2Bv}$Ftizl>^PG=>I(v9$3AYr5(=juW5vzPv4evS+oDy9o`r6#US)v0W?gJ8_&E3 zqRLic3vDzUkW5B_r8?xm96dzMF4}nL+$xRj;>VAgrLJgMY0?0m+iF|?5Am1w!QHhhE+B03`JID|G5*KUr2q=<;wE% zas(Mom{KQ`aS_$dUJ`q#!@3c7gntpIT~%5N zL>AF$#oq~>uk}?4DrumeDYjekzKcj(;in+#LLl>6;GgH#m>!2rfAIK4nOFYB>+~;R zTP*eScOsUk5yA|ui|L?poS6=ZUL=ic*V^%aB_rP3XpPs&Wjn&y!t+9BduVE;e!loq z;POcuUM0c!FQU5;JYL)0wl9tAoVXN4;04l=Das1c&PTNh7J4cvF^DT-T zC`!T~=uS#jyY4guByzoK9a01dKNGNB=&_<5U}3QhftTp~!s0fo!k6FSVeJmaam;)B zq%LBf{rb4TYr)~3*{8D-2w#$m6<;4tQIDOQl7CWS*Rb;&4=whVhpfrkwf zRc2G_<}RQi7BPgFE0%3dLhR1!Kbq{nF`B6@rOs{`FMCysA}@Flkv4A)7}fJK;PM0M zGHHBzU4C%J$d=Ldr+*s8$70v@=&OIKM+tRk%)5Qs&&!Zkzcha(lvO14P$==k6iZ*t z-&kx07^we@8AkV76hFVl$1TlmjihMyFKXK+@j-ibcg+_6>}#XH5)nkj^t~sDi)-bR zj?&2?_{X_d{K<>1A@U(>hUH)+Xy}b2CCHfj%i+hLScz6M`KeBaxjAqYj2MFiaGPk% z%cg+3s!o?ZSh?w~*GCF%YD#x$-kUIYR2s=UZ}%-}Y-+v8Uys;au6CpfnZpp;iVAnt zHnQnb6DTx{gDI)|sWI#s&ps@Lz`<8gw;jnWS}M%rgyfVIk77UPsTmmm&BMc#if!lg#vUmz1KNDeYbijm6`vq+v!)z&z&RT8#BNyi>nzZx2?N z!~=@^RqstlnAriE?p&>WVL@X)dQR81A ztWke0(`jPVqzdT+rGLnCtaJ9n;D$G*OO2!sw(VzZ@9AYn(U#g-nO_$Zl8CB&VgH^f z&lq}@7_uaQF+u(1WN{(c>56!q*1kh;s|aIlNey&QOUv|cP~%fFZXoFA70&KXghtx3 z)G7|tdg|@K=@~KNxWov4r#C>~da<>u=I>ss^(0he-=>vb(6wkHj$NK5z{tlE^I6)x zwxUB5u=}uIvSagGzai&E&azS}^Eacyl%Ar_kal5ZR>-|{thT{yuF~$5`wPLZ&Mah6qEc6u1jD1uMqKOpP$lR`Yy_}U7`t^hhK*E(D5GfKW>Hni!`eL0oC%0| z-^YJ!ABFE0zp|%UMh9&sRT~xJjLxo$Qxvf{bP+zM(|LSDIJ0?JAvgsmxTm~Ix+C9e z%n%1*d#rZmmS9qF(3Iw#DmVaCB1W<2cig@g(+V3J>t}i(8TRXNrPbpvJw>(W8qr|e zw|m3o7Y()wAZpZBTwB*FU&xER*JVJ4X|MGcxM$?rnY5ydrM+cwrh@F$Uld=adN|X{ z6cxk`8GcfrA37wC_O6s??*tN$yvD2bY8ee6<{5~Na~8%iAdX#;o1!s_Em+vs^km`K z^b|&UAXajTEMWc6cHc%x8e3-+LbqYGY`C3c!fL?CTP!w~ZBBN3bEgi5NWi7_#g%LH z@mY6PRV1<2joPVkwNxx5b&69Mzut+IXfNe&Bl%o9{b${X29o;Jed3)c38k{~OF7n+xUmE6@o1ZWm z=Fa;lb|l$UjCC?aSfI}Qz4S+6pHxLKMWr2g6VSvmh0h6Rwt(+PkegLDL;m+U4{nZ* zt@la%Tx+EMavDY~aQK_W6A)0{)zwfn4=`6oXhY_hhJ%DGDcP%p&oEcLee)WBb2eQr z&Y4ZJDfe&$$piPwqL;Kg@k`@8A>a#YdE8px4Ws={$4}Kgr6=^m+7tr7PQL9F-I`0& ze2K&mWfQ59NjP{+FUAr!)xhv&a)&I(KfO-DMq^{Qwt^)0CD#Uxnfp4X76M0`W%Mlp zZI49Qv7LnXSuyCa)_6@_vBGS9pP)Yl({Z&$dSkqn^{3PBYoI9Q3cW3$1tYS^lW%1+ zts-Ymw~J(bo*|rWjW3pvcD%@-cl_h;Z%XS`^p1XZ?8h@aP7-4_3T}(+|DCavXiN$e z);U-N{8cOnO4z{N9DMESnPESs@RImApmtx4)k97bu=G9RnWXR zIBc`cjKKR;B^Y%VML7glPD?LZGxBJR@6uBV`5E&hZZtf~%q27p^CbZQk&`7*6l0h# za*(pn3{fiPWYRGB#nqAm%Sys_$eqDhmDO^n1*7SMOz` zyK4E;yBAovUFaV_vL{zp1Jm5EHDsBLII{EH8ecdA5*2nQzP*cr8pyJ4?6$u@yz_Z^ zwN;?ftVK^xbz+p9Yap_D#C?O{5$b)w7>KtX&xDHQnKj=yI49asa|RV@aTkQG4?KSQ zQI1)7_D;;wSiguQrDvQed_AmmU6?ez>VD;l4n)6y1S!j`Iyx@`Yv6QfYXWSK7AdNH z6g|k#CQBZtMJvZ1IcoPzi9 z7?Lt=h*+J}%PpF!s-s?QUGk{ra{)RcWsV08gC3)X8LuhGSHOZFZ&n^6q1 zF1~*KI*6B~37%p!E8&bzZ6qqKz?lmLo}YDTgNlJ6&LBHc_T2AoZHMHc6v&UdXE2+K zJ{^M1Em@Ap?s%dhX3#b+xg0N~7RYDkre}N(5|woAGW{))NPMm%b8~6}Q(1Fv8FLZM zZ>3a04iZcim&4_YL$jtGY+d$J!dB=ZebQv_=;(8I4EN%mTi9pH+FRP%Dn0pcm-#2C zmVc6pm0>&T z@3ZY!@t6_(b;;{BWG5{$GM}SnHL*{vxpTYhH^}%|f4oB*5W?({RQ4_)MP*S*^j`#){sYOh4x)V*?l|mX@tKSB%JeL9kOHyOmT&ZBB zD{bpimoY@;^$J%Pkj-`^iIBdEKnvu_n1h?nQf1Gh@drPVg|+~>*MOQSJP z38HF{yjFSmr)+n(sD(1CJhNG$tG(Sbt3*=UDSK!n+X4`(JI+QHqk5e4tXf>faN||- z>MGW3hTw#iND-+O37`Q|nO`s+`N^=CaY2R~*I9!?nA*?&L= zH!h-3&`V$0jE(?>aBHWhzoSca=4Wm*Wgc3gqHqYQT8yVdPpO`k1Y}e@&GWK&WFQ=^ zxXHppxSYN`Xee+8rE&z=?k5J==-OI(qfpVA-nrSL@Y(MB$E^EJCPat=iR-$U6uzy# z#}dnOllD4EcZ}Dkn`ijUxI6{LSb1}MjmwaP=o8a9fjrOrwJ?o$5BOv+y6$m92Lb*~ta^=ocl55< zY)io##+{v<-`mOUv_oq?ED|Ni(bM;4Tn?w> zrp-XiRA%1kS;e!@kq2Uv@edcSK;9|)1!Wi8>f9GUGW(?=PT9pw5Hi~W_VUCW9QOUa zVD@7=gJ*K^HxOd83JOKOH2qi$F`}lvgVX(fZ@{AraZ_=;0JD9XXEmKe)GgZB56i|8 zDDZP7z>0-3rAka$0ZzIpmPJhZtTMR9^dPmd^sp9#0AZ4em&uU{i6l*)xFVe}wuABS zl*$SuSTG5evr`-?@U_>sj7>xqS2#+EpJrMs(}nS6YriMc^Wh^nLyX1+Z?DT9P%rZD zM<{9153&-wz^Vk45R4rwA{<=oyq}un?cd4&Z(o_7toeWJ*xwf$pB>rR#&JC~uW%b{ z%#X0cdXZ~_rte)Wl6PPATzrLMNonTwvXy^6w!gAD)W1`}YE{@gIo6`!-Aul%SLGL* z#@x<*=%(NylFl-P;b5{@fTh9#rfULCUhT>*Z&UAZ-8dc;6#7L&FkRt}0=K??`;JJ) zrb$x5|3o&5y!>lR{Jkr`Q&*ZtJT zU38hd-KrJL&67?m`Nuc;OuepP^x@~_r$LL|Pb@p4?4!SGzt9Oi*MN1Wbw03uvkkG> zRuiEWyzbJ~8z(-0yb-ng2B*eK&Rf?ew4UzR=4@kY`&8c9PNcs`u;ETb+lS)<{fp=lqK&0H-g(7u`mvkihAGPqjV_T{ZOk&-@>3?fxpL)@(7xCo zr46;KYo?cUE{K$lI(P5PifhrYIrL>Cj(N{``#&{(N|Osi)b#M>k8eFyNWL#-|Nl>M z`QGzRvXgJElVM056{mHJ6u?b8t!*G7wB2Ft&RJ5o!81vA}gH5 z#ZV}+WwA<^(%gkiOIi9$gOpw#d35ZAa46q`1DgaI1fTglIR(6{e6jmk8~Oe+N5^Lj z26JZduf5!|W_z!>zoL#_Sn8#p9Zo{Id2t`Qn5@B7G-g>K zr*WCiWr)$cWUljoZR3-9abTAWze(y$h|$-c?nndq7wBUL_G?co7HFQ{0yY}t6|hH$ c_sSpkpNm$kwff?=lmQ4lUHx3vIVCg!0K?^84*&oF literal 0 HcmV?d00001 diff --git a/images/PCA_07.png b/images/PCA_07.png new file mode 100644 index 0000000000000000000000000000000000000000..29fbc61783e2e94d018184b2035d80084b2a1345 GIT binary patch literal 123571 zcmXtfbyQT{_xF%eih`6#Nl8hAzz_n`-7v%eLzmJq)KDTlNVmku&@Ix<&`NiMGz=gN zBD_4`-+KSJ_pBRd@4NQ7XXj@}YiTGxCVD{x0015!SW;Kqc=>Yio~WnO8Eh)J#lF1fP@$)GpzZtVj zixU4glTbRe$?2H+_zd|AtGiHJ$yB#Y$y!lg|UIhYRu`Y`57Z_FJruxU2ttocCy38_xgu=AHgWUuvE7 z+NJe>EKdGTFkfF<++W_G2j7h&r2p-m{B1w^n|F`NyT3cR-*ID$Hb7sjLNX!&h}@IA z;}cio&fsK#Kxg!`;PETyIQssK;r@*G9?hGmkf`=Y{7K_lxukW-Vl7-q4F!7^WV%jB zJsnO6zahOpB@I3o4aP~l(|;zI{Jg1QP5#XrrLB3VkLtStGol^EjA2xItV+=A`&Aq1 zOI_*9WNAz?;oZu~zm+S_D0VlMF-F@ALayBV@7>7|e)tCLBc+g%$Im;T;42>s%#fkf zRr9#teG{HB5Q{kv9{*#Y#*b>wrK}riATS4OgjLMqB2w@BMces#ugC9i$AfPNf^Vzt zZ>sX{_VVtM7%)jwD?7{F+ssr|s`}@4ca*Eh!(5m}zm4yV!}Idf2MJl+|8cwj^Pgla z&KUG>)|@m9$FJ>z|JeDFu4wPLz1!XXK*gQ9hgILVIYO+_q7dXB(2qyg6_EUQi(sj* zJmf09+g`mLUA+xuxW>xFz)%{TlDkYS-1@+7d);(5ALeZGoHKxRaYu4^LA zS;tjC$5jL`v}<@=Jp6!^*PgY*MCdy&?0>uCT*na>%B~&dG$Uo3VqIg zzd;R0m<{Bf6ij()&LfI7e@dwa2BH6I{kPo%2F)X%&{QPZzumphvlApf z5Y+sD{2eN-&l;VO$l2w5VstZ2IpuRl;=j7H$*^7`lJ?P;N?w|-4bvXC@&rrj@mcmV zZL9T(rJsU=H(>U+^c=I(X^FR1DmtEZq?HA39@aml?SyTl)3$qf-=?+}J&~{;74$o* zw|(?qH}5TW1abt#w0b@Sa(y|dQJU|4zB^N5u1tgxv^U0gA2*p;vt2FYA_u_l>iU}K zJ9aXATpQz>wllb;_`&!sHrx{GcWgiE=3?$@|3q30z`R$p>h&$gjV#W_YB<{<8V42o z>PKFOeqW-NdbC<*l4g%bG}k#u%iA#=HN75_WZ=GT-a^it@a#v9ayOnt@T6=NmQ|`W zYs!*=m5A&hKGg|sw>2fu)55?VphB}WgC5T$EK}M=ht6F#V>;G^_ z{3{BdM^oz6_AIyxidvFL;H3*nWyL=R53q31t6>Bzhj6Jen>D6Y3mBNc*A3I;-=U@~ zO^RT$5?uYZG0^}x?g1^~EjB3i7IslcW>4qg%txe~3xw&mfHx2fxzlI+=htH6L%q(W z*2$Ew)6_=soZMd4Td z5VH?$g*M$2&4!$4;6mx=NkwfY%jkJmEH#mCbSgIJJUz*X^7k7s79)Ad?3-;oj=Z3E z8(yUnWRVrjCNFo>t0FaVW?twJTKZ>9J@RePUT3HU%T0@i@Lbo4n2gl9HVsH#K_|UN zv3j95X=Wr6i`N38G(wPJH?e9p7$qZb_^~GuWqNDA_w0%8)AdunkyN#hQX#uj^Ov_8A+bpG zG+NT|4k~L!%5i`=E_zHeGcTvZ9V$0RmkKz`GoUjFQsr^UOI!@{S5UnriHo+|sz zKUS03r7y!RgW#9tysqU{zHos|t7Dm`Y`i-+pXpSiw0QL#s7Z8euhFd}d{}<(NDXx} zNFuSEelq7$wZ_qLh@uIKPNP=B?YEDh-T7WH}Je9T=vQ2v+R|T z5;({84j7ndP5YL=QEUBUuVpXKwsCbMcaLg6s!j#%t8u_|RMS90V|UvIG3-I4wVUZ( z{(9f)qbC4xbJD{jRZqhsABvgeHD|6_-pNs7Ae|BDg33{3pZ9lCfmbTYSkRj%#TP-F zSC!Uv??aF-^EqoVmpOvnqkq;9nR}@&_IJ~k4B9l*9(51!D#^(SYqNLyur+PN5#7qG zOl2?5RUv%KUTP$x*aj)Xm4zPujeIiV5R0V?vcq_C&sILR?eViR{a53&vI1THC_z7E zDM&_VYw_(9#Vd2#K#7;Y!tS0Q`TuYpi!=%!IVS-t_w8cp-pqxNuSrJ7orIRKHxB9( z8lgxp9~8<=$qFVXQ#Wz%dLeUz!hHA7GrO`v5|85w$D_nYJLAiJXvo{+tD*F@(^NdC zg`Ty55y_K4fJ&nTmhfjwficFdJ&WU^-b6r62;wxBmf`KT%cZNIV%-XIcY1Plq8J)v z#;2whC1|^*hb0j@AQ5EjR%A%dm;?@YnLQvTO&zlzr+y10!wOk2_cymRf6C4fG<=0` z>DyQm2OhCK(LN3(dO5Y1L(ez4!O~SHCxJ7VnuAZBT;6E>g57dsYn`;T<-`@OqE#H% z#Kk-wQn+tkEsxg1I44xDUYdpaxWY&h%%mP;$~IaC`@1BfDiJWqgmn}8+mAJs5|x*J ze0siWQ>&clN(q|qIa!0b*~PI@Q(rR5^|yuUM^QH?bHYtw%sD?j1w(8!QX(_3T9-_0 zx4&h7DVA-yC2Dv=3h;LDYbC4v7vg+p(gB{>Fa=57_K^*ze&)_mW-r zhadzU-rU*d^uRBLm8g=NdzGhUI|oWjtK3t?OLTpJ-f}Ngcp~YNNchx9g<4H~z3IX1 zrF0^9_0;?Je~!PmhkCt$>tes0eu7ZgtIx7b-edVo+yC!!gUG@DrPB4}hZpK4ld6I{ zJkmnG|AeoAKR3tEr+Rm1a9M8}r=4@271;nXGz>b&La|KHE;%hRt6UuX)Q6ujN+n{C zS(8qVo?ZBs5V4hRF8!hm_}yNK0N53%yKg1b$UaJcrM0}#=LcCIzxus;&iRLb z(Emi2z(QFM0|z9QBTa;!P&=ifS~L!rH7uOArFOCN&d)z7SpABOLl!Gwec@hZLhOI^ zv)IYy#Nka0bNf&+`cFI-mjCu&vT&LYMG&K_ z#G@8=P?lyBVKo9sIM^46c!KP{V3GJIpmHd1>iVPoA8G>7i7)`DeX#o#SnpJs^@Jyj zdb^KWsiC-q1YR^mb&7WA0TPo^lEoGjTSltmOUD8jN11G-rp*0DC5r;5X42(tW&gs^ zdIB`bUz+quw4_3eN4z zZuQ1cz@{&rTbTOrg_NVwPEnN6Jmy!&Y(XkS3vfi7Ln!-#lpsdn2-am^M2Q*Gt;$SQ zrXVfXLQnBJ46|qOGKk?bn1DxK^tlnM0bMQzPftnmsToNUw)lTtMvVQlQ6NFC(Gv9& zyy3oQZayyW+9x1PmTiEOkcN$a@evdO55<(3DfYam$kLb~W}N3viqY(m>G1w>otN`j zS@si)B)btkeS!=L5gLMBy|j>s$cltoK42u z4}|^btDE)4D*IDEhC>RX&n|?|HJIp0`u9fq)Y(H0gS3lFTNj7!zortxIGSQUAnTtb zU?CPy_uwr-Uiy8`)1o<6kxWU#!Y@3OjmH4gEcj*u%dGt1$uT;`g6N^YTw+m$xJD)L zQ-?QsfS_RliMi8ETMBIG|F)s>?4XKfO9C0RMNxs9M+o0fXNntvBv8s1&k3JZ=cngs0x7bMe3ZnSP^4=u(IRQ zMx*H;1Y>9dLmi6{+Y1#x^}lojPL4DodaNs6&H~SgAkP+~})@ql0dtJA!#xc1s(J(GVD1eMxtyKl;4_%l zD=Avh&W_VzSnV{1_@=3pX{m(HkT=rjK}&JMoz39ll1jF54Afci8#$4z zfZ!K*i zYSB2(xNY2%nDlkbBcsVaX4^!pUz9Gob7X`0N0}bP_mk59lFfVP1WNAvL$fsSOL&)0 zuZ`KmDA9UWW${2PZ(%EDl*1bz$mPFRiv?VCa-o=L=-P&m| z0H5L+m}Cmqrcf&w7j#FLOc;zL(2oZPSDj{}Y1^+~*T~O#p2C>oI;*?D-ULs23(w>R zeZ*JDQrtt*5OM0w%NlNWufKhsJ$6KYkf6z|Sr3My(piJBF?xIOhL|KEr z%Xy4VFD%s1d`&*xj9vg)r(K<8F<{@c2p^aUI~4Q!E>M@riQ9PK=WFJF3i*bXoufGC zxjKHuVIhVea%JL{#dED8r`(ll!)+;WhHo50C?$CMm`hnd%-5-92Y2UJ4#`Gaxh<|P zcHUm!J}sHAL1dn!GL$|FDP{Y%a6cTu@|dsgiP(pmq=VlGf{047)y*F}3+i_D%I}M- zmi6?VI#KaUuIYZ5Id5z}$r9T4V1?J0Vj4_~c{)x@kovxfjn_*1m%td-n^k5s#=sj{r~&-!d1Iw$*$jI{9WAnPo&-nn9B%lSk6Uy;d(qQhmF&yv>~&2A z9usCIK5e4B?lrP)1W*4`UnoD#D-kJU4vwEB@WXhI=j;0K9Sje!<*z-DTT_OH%9E;7SG{Qukg{AC)?W+v$u{tFzNcg4tDF z*ir{bxF?;uVt#f9NaHF2tP;=C|8B|CyQHJdVX!RHd3icw_jkZ9If1o}s?jjXsF7a{r+_}#aZL&)|Rs;o+FKMT-$SKq0s_&lyo~1sM;6g%mKaAE? ziut_6>0b-irqLqNY%TzHU7!69qW{jCZh~@}Kv=SdvMX0Fz*8TLaCYBoXf>^_Qz#j> zZJ`t`g#FK-!7!C;Vu<3fbC01Z2zfMaC?h7Z{e)jm&lR%yxPdV9wl zyp}_<$olQ@p?)*G^=xR~yOCh@W9dA8Ql}(BOg28;Dmi*1n;V5=joP&1X_)kZY0~VW z6pM>EfkdGVIN)AL@;e*=b+z|K+0mr%?15oLEA0fgTC*%hTx3iS#ausqoMG6v|0$cg zVI;!{iR9xiQ5tDA+e-Sz+5_q`g##zV=;$LNes+>ltJ_VY{%RU_P9XB_nl- z?3I_+lv@p9^8}-dsG`Z4REJ^J1!Rm&fw8AgZtEOna+KcJ92p<0eI*eiAl&xjyL7!~ z*=*z%Z{~n|2~Y!|%(G9XZ%%Qi!7Rzw>HU#xvs@ss)M^xD>DFF0dev}HwMl=!;@(~9 zn$WR8K5=s7SikV|q@)KW;-IwF7HZ|&CUo?{|0TRrzPDfpw=zW&8FgA-FFW2{52Th;Ar>@B?IGc0GDqMU`i<oS0Yi>`~x6Y8%@)W?EezJ2kBL79$CSPV`M#B zW9fO<9PJCDQ;krWyWEgodC99F&BmIHHPb9ytBm!jCj8meoiF5ZnKj7!(uz*QnLN2M zo{N=X-y(Q)ul~F^tTx`uJaOJ8bhJFt=Ve{43h3wwWi9&)`V@$Br?t5PoMWAdp)Iea z$23c`(k5h5u}}3ymtd#0Og3CV(n0e*oKrbL-IRH4#K0|j_CoB6`X%X@{3n~k9Zf&3 zXZ9ami`6C6jfVl+1#w~v)NsX)GzVq^|F%;Agn$MgglP2+P;3Ax`)0sy1?M+4X`~{s zUrY$-!IhVf-@L6>Jo8|x9yg!OCM7wTeC@#1tz`9t*BbiKupn8H)&rD~{6lI5&vBid z4J$#neatv$Quw)>s=m1krQe#kSNx|4`icLVRKJViy=J{T`YSyx`^mKz^4G?^ch-wsH%qK;eg+)XI{8Bb%*U8Ulq zNtu!^?7$;66%3lqw%skgoZG<@wLxu5T+p?FL3R`M>vTTO@XHilR}Nb~jaHHbW1SC~ z-KoUgz3u>Gd<-iE$a#A^ zWl|{uXf3*0VV_WZ->D-z_hf%t%##tTSA`z&fyUMsWO+(p^opEhE(CVkn%>%o%UlX= zBkIPH@L-=8%{P1Fec+p09Uq@Vue=3_^r{#}yjx-9`!QTCtgmmoTBOI%!sk*P%=|P` zMW-qgdE}h+jWhilWxXDCzQ@FSM!~xqZ|wBZ+Mk_UXKS%DwZ<=iEURLw?cMEyv!>@P zX;xUtklou0VHrD73->ygc_6Rq#>+ZD%ro;tud&!#;48yfO%j~dUP<+M&PKd# zrTm-RRd|pPY6Gqi6mK;|1@fUps{kU%_E)yeV~=!6`0D#gWtH19aU& z04)@L$aN13!Q$ib)XW9`37i2rtBQcc230F|$^e$S*neue{~rrr&wD+&U5PY#cQb6d z#PCsn8ZRM#{E55&^#qpqxQck3knh=s+X3_A_U*o=fYBV;oLPrnn-hx3v$G>tKYW)A z8cocVj;i0Cox63O3sY_UF9VhL>Y50bRTblOF;Wa)uO z%yqQxV8CT&f%ULU?CEW740P1%MQBeROJ8W&vS%Z5JF5-wHWm_+{AY>=<4LsEHYvQ{ z6Wgo!lhOq9MP8@2b?@dgQ=;(zQ!-@U07$3=0io%p60P5Msf-OQEB=5t-c00*E_-_8 zA#@4pw<|?fZEm*%XR|?70i5Y3_}O|vx^KzD+xr(D+oCubMhp<*^O=8oN_FF;@%42i$L%w{79p$36g zZNSvFRhX~qo%ZQ1txdK=JWZI5y2QD{CQpFaa4aQt!B)BKTFUdSu3w}wV&|;(O%!VW zm0Z7+2$dJA4=7g711&U;RAZ=9nkq zVC=!M+S7K2t3g<~O!dVNbV!&7)3C-^I>P=8IUSd*z06PE7jsEp_gSLTVm^AAMdO>% zXLGI1W0X>|egJCsT}vQVs8y)XIr^-6to(c=>fQ7;!iO6yAWYWZ4YySR=8{USjWd5LwhQ7mvI&5HaXroRxqv#O)LbyZEZ(Eb4Qx z7g!VCj;T$(woWih$O1g?oxe?hlLG;p7Bzbjk~<=fTceJQ;V(diS|o@Stb~RqWt)@b zlbJg)_}0VxjRnj^G^ievHqInxHilQQ$kHR=gK|TIg5e{h+qLB3OY%FJxvp}9_0z1Z zacob3=u~f)B+m4;{*Fv(vmyPQpfv~c!W#uy7p%Ncn#U;sc$(Ym;P=1(KxQuzn!Z7O z`LJ5MEU!uWb?EJ^y$zDM?{z4;aXX1c(*01U=v1pezt5nP`oDy! z0G7s~+G=KccM+Ha)e?J;+j+Ptw4kcq@2`snWGCbdKl028K!b&5YZ%{$_BM-n-nys7MG z#ozZLpP%=f#4ZZYjZ4(+`8^Ug3GydN~WP>v2E*F-C7HR#GJ$YFp+WdM-q)X1&mN6R9@K zPDIuZvKSx1#igrd(7jPzh3`p9c^Gn=ia$GlJd&{p8AgbEIe$3$7-HT)40vuJ9 z>AJyBF4sCboYBw)t<$cv=5NyBe5i+}-a!Uq`HEuCijiRc}s%+>gNu)XdQcqZdskoBqq~> zLSSRA)kmqTI$&R(So<>aCD#h}wQ`;vswHG&E8hC%R6Vm41L5skEbdUOKYB#YD7inU z*XHfH_P2{6h-BvPO=rZFE4&n?xqRtF#Pkc zav@X1tc~o06P4Pe&_Q>19?{4BZ_msB01J>hCu$o8n3mnCE`s)Ofiev77ka(R%`MXGP5syw0ziY0t2i{ z^wcsfq!%{S0xht!VEYHV@kTw9;uP=R=`R?ERsyusf7*KQ2?GmSFXlvA4a0~AN*vEr z#?;OT)+HmAN0bKZUX) zsX&rcZ_69!*G-4MayyILf*~q5(`5MTCIsBZn4_UNm4feuuZ@F9rm^kQsP&l^yXQI1 zj2l{um(|L%*OgBRT<|Kh6Ef_q$&LCa4-vE5^2et+1?-EJCS83uLhWX}gdPJmE8l!O zkwoJO9kI(J0{ZH+VLc-{)a|X5UNsU)2h`}WTdpcG$r=3*Z(=l`WwnMJ^Nq8gUVG^C z&f~|NL*%v(Ay(ANgP4>hYJ6Xs*L%GZHp6`6x{Se+r3eNsoG8Rmz5GIEPPUwDs(0uk z5FZV1*;+FHzW_r{-jj-kEq;QrH-lB<3zJQx!+b<-Q0PtBXBQssI!m?&848hGjw-kI z+aV^w2v{p1grq5?$`Pv}s(hOrns#WI#SG)NMD_ zawQ14QvlT(CsKbfpjvs8tU1Cm{U#C;!W4~=={L{|C$w$r*>h0P>zVUfO9(ig|8Y|8 zf1J}9`96zYkF+^$&311)TM3+6B)(wPkXSX$_Ah@;cy?(xD62YO@Rj&hbJh~H zW!6(uTGCv_&4-%Rkw>yRSp+#Wew_v3RKyePP=KGsy0~d-j@3S5{MKrIezxmyTwtK1 z7%}QDB01c5KyMp|yVs1t8awWD%3NbPLqoA3ahYd36xgc%yi9Gdbyj0Dw9VI{G}Puh zY>u@uJg$>Z8e}bvoZOm7cZMwL&&oRVguFB$4yfF0$MomIS zkDV+UNY2*+C9&#C2}&!?zLvtg!HX(yZS}?mktjej+uP zrXf{mW@qQHrRthIXyKRSJ9&DpkmHk}Bq0wXP35>*XI7tznpPEC-&Jxf+ihUR!|K=|ojpe6|8iRSM- z;m`}{)^IsJ3*%_gw}54A1L#cZfk4R7t5pG6>Xv6juMAW0au3IrSXrxzj?I}OHrm|x zN*x*+=Qbl-j=xtn)8_$6_{Pd-qBYF{>2_ueNrpb@CHaVZy1UKo_Mn}2C$HfZUb?^E zB#t;Hu`8rBvyH>w56AF_b#;tAWF4jt_v+)boHAftY{&T2&g3hJJU&9F0_@QhNw`uz zZqAD@qTN5o|u}kyF(NvwWxL>NJdE!md$`M4+oM9fPRhTfiX1!}) z4eoCL#~gVmVlcg9ZWX{kv5vm7xEsK(Bjq$Z%sfF=z^MA6&Dl#hy=?hy&$+{nS7~CE zK>_Cu>>z$vf&sMtQKY-B5<%Q|46y9nNVAx%N2$(ysrs;X!O}BacORW)B-T2^cl(0y z)s`Eke|&aB?%#v5b(zVMvTX)~V2R1oA5Swv7daDO)^<~?G=eN?T2k3dkkbp|F8W2B zBWbaXkJwVPHEG8mp4ldJ$ozV~=i zj|C;_B7z7xIypDQ?B5gt|2>j#QRGyvNTZ&!hlU^cdQ%OES@4=i@*0t7rfm10Kw!}l zBc~E`eDFH?p_3P6ox_E{SnsS?;ORe+UP*%ns4;(dW^!d^LPn@*b zntP!c4I?I?5tZqEspWkawkoSP(_|-zOzR59{%)2bEJE#9)QzFJhuz7>mu2)6x1h}^ zGjHMNG*qPVQ|{nb>pgQO+}3^zV@@bOG}1R=Xa@Dt#eavDX+Gmw+QpVp&6ddp)0X7a zmnklOfky0MTxxDLs~zU1)`ppXP-2jjkYsQ|Sr!1T3FdzpzfviNI(67Ad;o2{ z`Q*Z1N>YMUIZUOZHWoNL}!L@qW0yLdvj&f|##!#$96nRdkw z#d%A~-*=_ES>z5HPR&*xnfEh&%f8DGgtM1CQ#wd8h* ze)Kw6+4rg+^vdqkrD7?I$$>)#zWigZV!xK+`I)aC1P1u;e!gNV zsCb6|CS62N{143<&pZJhT!kf>lR71hUUR#tov*=nB5-O8@y=!IoipJ^Io-d_Bo36% z&a!|M7=b3RJj7q?$&-aA<$a7@ z7Tr36B9kr%mY7>if9!Fy2E-qHBNjZQ$#za`>>iL-#-<_ny9s<+Pnosso)OK&_*ms@ z_e<0@sPaAXnxh;NLi*U;V{|VmUROR7;)=?eA)+1MGqMUesb|7z^+7h)_arkoH;@XC z8wkW^=jWgj_xK01y(htY#{C~8XQE;p0~I4a=+S%V3B}UxTaRKYUbDrR+%)? zDu(ctau6DeB_vXtli-`yYQ7J0?85F`Q$`vAm~~f?+=c{+#U1XsDb0SnG`TG4&!1SU zj)XOLEb#)$$&@Q_fNz@Z4xTEI9m#bK7%64J$jQ#*p9dOd-A9Cw3i7w;4r(dQWh!_@ z2j0*;l^$g;dH2GD6%mOv_+_xWD!dEJ(%!E4T_B^dQWr#%XLgFiUFVHgGNCP@8cO;0 z@h@(H5!VX88aQt62W!{nHx5~84~TWSFt>wD)m}eHGV5=BqaFMfLg6B{yT)mt1s!uub8`w!rL1;d^=}wAUc4yKTISj!&qSE zTk*0`b~{|)%(wWD)SeNy63Lbd(f%*)jVA>VIu}A;TN#pv6zdy0Ouh1cP(Pw5JVh+4 zKlr%+DVsY@oA0*GLW8r;w!rPtr0UTrGhwNgUmIt+L6FtHfQ1h|*y`|C$jgW;QgrXk_9`uE8$vz~8yuUCQ>f_&NCe%3Ao>Wwj-UI=Uf@1t> zh6IRLV}6o8J8OJJQ}XlGJEw=L;R2nt`lEP=Icj4Tuc~>6tv-a^|BPm0s#cfU+2rwz zvjFkJGMOCBHui9%Kka7>*iOGf)1p~T50RUqC?RdzupVH-6EOGB?O*G`3O*@sdbjz+ zF`aM5d9z8avN+C}Ds6j3>g{~7IW(0zy+rqWI@xeM%;KpFXqS-ov&)}v+;T`Fpr(FJ z1)m8)Iy6uGU5g(GHK7!#-%V9s?H=-jV9FdjZzWMNE2aXhG_1$rDbJNgBF4b(#wCe8 z+&lPO={WO%czGpMI8FsMh*$ca?5J6v$pxXk$Tal>?YNFdz1H<(<4=?OvZtjE9G#UH z!uKq@|KiLw+F z&~7OL=`t3EG~9ZJE_w;|x#Y0MjJJc)0+*o~$6;m?gnJ!=i; zlMQdq2FqI&*gLxIiScC~e5oqp)!l+Jbwz^_r$-N{L<2rmPz!6Q-QiI+ zP|9oS3@oa_MH{dhp_>>K0@_Xg6zS_A+DNXBKqg!(xd>TikyIotm9kG zD00RfqFv_t=jE69CwsfrzOTOvy-rH7Q-0U>EBNLkel?54=w6zbjXcFUlt_B&q3d9> zc79AO&95py#q*8juOI8g;;=@A1~4o3qvvz37|i-=*-#}kH#gqM1qeBuSJMgKB#qtr zlPQv87GdAE;hHTZ-*8rlv<}LsOGD1#>OFvqEiwLQyLfgPIU`oL%AAa)@#lOLPoCx? zx(q71eodlF=g$;jJyU6R0$Oxv>Mf@xevl*Qw;?~Necs5V@^u0in@~-QARcb2S=J8t zI_j-hS1t9Dt44dCcWV>2RL<5s(jXdo5<7=#S-#QFcXA!K3Pdf2c=Py;_!41*lb;_< z3(rc=90n#n>LeuBX=db2FQ$S%y1IDS1IHoBh%cOxq3Z z633;As&WrZSfoR+kU#~{UeT6x#Ee|ZfDuT{ykkrnVV-8=cgBB`0z?^h%as+nSzFh5 zC#+R{O}{NXM%6?AjNF#LWe5qb`UDbFBYy&Yqo@PVb8(8mLnkx6O-uRGmF%uqehQ^< z{HcpF#HQ?-|45_XDfxbUT$M5y(1Jua0XrR-H5KYn-)?cgSm*{inSq<&*Ex|38%n*_ zT-5YNVwx2Y47T|?4-Sw9miU&cJWZ|kJhkSmA!fiVAF5wy;=EwC-m;$BjWxX;3 zBXV<2-R43VMCP8uxK@N8d2r3s%{EDknz4?KjkA@!p#{=-XPlia?!R23YjV=K`x5wB zyK;69G?dMnI$|(H`@pUb&m?>M;I(q>I3DwyZWyUE*LiJUv)o&XNQU($`qqaYoZK%` zm4uu-AZ)&0?Ax(v+*-dX;R3u}>{(_zMQA*$20Ef@Mt+O{)RyY)XaK3Ra(tcPfUEKv z0P`Y(Mn}t3t6b|T4`-yMIA~}IPIbB$pI&6^9Mc53{8~p`Ir~jB$efq*yTYwfyE5Mg z5{##ns*L#+?r)=PWM<|2Kvn$TkXNP4{+DZLivB`q1NPA?R9^QO(s6hMCx$tD5Zk$N z0dG)4twqu_7jtVDQ+3fpqf%ieni(*9ZySQ)gqb4Kp@xmA}iym%0V z1m008!DmF({2004%khsgyS@^i()7DrBjWd71$;l4ptsAh%x98R=1etB+px@4&AWSP z$FN)rM}8)*p8oM@X178O{h5J`x6EK#Rqn0RmGaOzSCEd2>eIUABLB^no$HmmQf#S= zKK5}JF+Tl4u533$C#<~2g&g%s$`UfEtV2guyjIG9*Ld4ywIJQ$%Q&WP=-QlX&Bw%S z6v24Wapiy4T;5uv~=MR&lnQ7UfO? zOhuR5C+2l@u28Pc-alqtu|mvBn z>on6zBkbIiY>GzRH1p-tQ!g#esNxB5*1p#-#l^0MDT2lD;-aPsmX7v5U5SVsvth{; z1%QSh3tUOoKv+5iEb8&?gvSdq8Y_FGC;VDRIwDwb}6Nj4*V za5dJ<#T4_*)!7Dv1xs7kLrcoKVGw=_0*diGo_~)wi3uSrdFRZP)QEeIHyLaNd;j&N z4mT=BdTeaj@%$9>v^BuRCnMzOC8OmF7aW6WGO##d&$wVqY3<_RTN~_8l1}%Xp%_CL z##OxP-MAGCvjwxWv(;LR=!+tEjH6!$xG%L%fE}HxjH=vxu3{BZ6u!z|63)wTAc-9!c=G}Ky8h#MXnf-R+ z=|#$5)Y{x@*yQtsZ2^=v8ld7XFFZP{4aWlw;Fg;Wdmqdhu*-Nbu#Z1W*}5n;RaOdO zVJB@wqPZ+A>aAXh+HSLhKC+&(Gd`aB)9%%9nZi>=3{|Y50$YuNyVqukJKj>mO^8|i zw#tbs@0aaGm+1ootrydI_^p`<<)X5IAI)Zl!@e2dGXWqhty|aQA7@;#ip&F~@lxRc z0tr++zXf{Bbn^e4?1C%$4~U*TGP{QUhRDj|Ux)>M(QTk+8IUx{=W6-RgbF-~Tr< zPH;q{+~%5}+GPahEQeLKKQk60a7v2DkYZ@7Lj{O&`ibdfwV$R@kn2mJ54_ zBzya~n)(aq0by>fK-1-rtj!Cu;pB*ZM@5x=k4vz4FPjS(|9aj*v0_s660}=hguLEW z|4B*e@C%ad{Eg*Y*~L5k2~XsKu%Ep(7ScV0pV@9>WszW9q3Y9v^$-sGLnCa=o?`H5 ziW=rI#_|xhF*Pcm$TymXAb9S?zxr5Eg2$3GV>R}TmnT`tjNCWyQgg0L8=oDP6dZ&0 z2|9&9InPZiyNi441TM-}a~Y(u%4c!Efg=ECWU|;dM%61Avc}y(Tf7KITFyFb?j-y^H=C zoX_lPyUckF^%0P$^K0Vf;Cmk`Q}4Te6-&7s=Z99_a-O?pl;T})eyRB=DEd2COO=lW zgXc9~=xAOQwFYe4`8*mXRn`2>@yg}qA%br}jFX6_*v_f?(Q6@kI#=(!|34Ps*UxhJ3^p|bqN=Gudgdiv&+rDwY`XhL>#;Udr7xJ zz`%!+v{VQumJus9<*%$M;oV)}d8r4ZM7ZMS0WAKV@-WxGW5eN^ihzt(!3;?=XT!_O4-tcXjOoSF({r#56pm+MH!DSr#7bYCS?P3S z-)jFN7@*?oP9M;LZ8-ftp}^knKdz1B$4iE^z67}zROe%F2I2aZt+2>DWC|#6G!>99 z-AiC=(9)Ns(?-DfO_Wy#5*I*pk^=hXHkX`ennBJ!$y}hIOJg3WE*h_pbXR(uFN(u_ z4Sv}#;s$C7Y7~yNVX)X^4;<&C`KXdm!{tW0P+isWEt;T-KB@PmzKVX=!*#o4z7l(@ ze2u-38?q1!-;VB<<*Lrikn82Fg!&$m7>yaGJMY)x-s*-iZM+UZS>lve9l+7+0%41I zvcXGeXohO!K8suQ@1IscHN1}97~oeTb4Z5kW>2VY#4nuSKp{h(?;?G*mZGwZ-KCY? zAeJ@OqA_wI19jYEp%m2BpLfl@nKWfI!`0b&1*CdN>5nkYT1$2<^}5_}4%{@u{<&FA zq1LY@zhd@NX}e{Pg2@0{!ud|yzt7u(aU!(1^(rtNfz$uefXIz%*U_vWp#Cu z5rHsO{i4)I&y~^~iB}Z+Lz|`X#c`(OO(dm#ViR9a$}Lrps*r-^_5B$!NADU!?|_GH zN~x8J4{Hzv@MXUp>4q8Ih~#dDu# zK6Ae{b!1!Ta(h1n@3s%RFFMv-m=!I^%@f17i>24Bt9POB;+O{nb#VW|-&O1$CfMub zXzWo=?TLQ0=k8YKG44oL?P2U=-rl@U4wof+?Y5}Uxzl<8BL5ifFe6``b9<*XN>1Jw zfU~FD2gAgd^;7K|`x*DvC2qw4#n_TPpMh>e^5n6NIIixQL<7CJ=C>`o2&Sw^u64NO zHnD(3pwcq_zvinqEh*FFSVm;riLGYv=tlE>;%Yr7G?xu8^4`$>RQ58CNY&>LP3Mzn zRHO5SeM&6?x2T4)3G4}=d!H5j;ewjXT~qq(xqHS7k05o78}Aon5{NRgfOf6_UboA| z(}|gYTcX)e%ji-&%xf7D^F#wyL149T0tka>ztd0dY10-&TMvrdy01fcH~eyVmVxaS~=Rhjd>W{ z)Ej|>0tiqmUT)lF(<#7o+6Ly@+zL=Z*c^MNd(jxO6IEwNj<`bZDJ$arkIvXskv;FaH%}PC^?G$$mR>>O-;bKaMNW~ zz6%pNEaUG@QhmiXBP*GZr_z|W^K-EZ5ND^0dr*o`6Z$i+~5^F3yPqKc|v~eXQw&^-02#cqEvcqmDrLA6uQ@hfzl+_hkX`4ILs>?othQe znjFVvB}O0#hb(FECwVM3wSm(V-aBO#G?o+VCK%YZv*KWUs&!>CmTvIq(Cy>QGd9;M*xG~ri*K^A!yd(9qG`-0pY7e@v zzjaV)rU9451tnOHGzC!(MtslX>?!U)qR4;jl$KLqSKB`21P3-}q-CkA%`6~g2IO=r z@zEivCa-wIFYEib2G+d>kM!ug7#{qWT8$tMjUXl$;N}4yIJCa(w=kG==@exAEnI<7 zIBIq=%n&lwKKrUWHSy;^cu8Om0B8aM@r$q{`KuM6DO^LS!QwVP9p>-Y{gsT9kP0(< zvB`DS+n=Hjb zEJ4R!U(I!TZgpOdc3$TzTyZ1m7yvNE#yFX%d*f?Xaw}N5toM|*ABAZ-F?VXnmi^p2 zzXt!jG~HS+uYB&d_=EqGLaChAnwZE*F?Kf>oBaNa+!Ia{P=<>=+J8)Zzk_s-o_>os z8>c-L^?Fy+`YJ69$2e*{ANU_@=9V<|2LJM8OmnY(6g%rXCm_zUPNjD?>Yra%E=jkQ zq0b`H7_>seFS;n#^WJfWy^WQAVK!k~BUfrRVlQP)0=D+749JQ|L$l+^&+;+l);DF~ z2`qHR?7CnZmqcy?a|+IRsVn@|!QC#D52i8E#ey&&;AFNT2+iey#UAHCOxI;%CX1aO zP6G0llbcm|hncJGgIb+frRH~4H!$AT*C+o$Y;L|$so#6NO}4pZZI&B=OXfBeDNE}v zyOS-wioZ>eECDA=ko~#1F{kTD7+}q#u|nf^)4hRmpay16D0eoh9GZ3aOzai5N}6Mx zs=ZFHeR~OCafT@mG)FdE&D%q!=S1U(pGGFJFsZB~z;foH?#Ivcv%%S?D7Kz^d*1eG=V#WBehr3tx0Z>V zboAZyDqQzY-X2Vb-k#-levrTYiiFNE#+t(cauI4YDQ$7?&6SVYnZ#aoT%Ty57CEnf zFWKHp)-9I&H=TRiu;{jv&9e01safa`*u-=2*_S>Xm~yr#U+U%u9^4buxJW%Y`up)M zZ|DYZ=$2}z{dMC<>ve$B38cs9vzNC){Ak-;tn}*4hrzY--`3at)|XG+w^oDkh2zBF z!A|JW&VRfg>e}P1(B~I%uE?{#e$&YTb&sLDM#)Es`m9=M@-(l%Tc#!20kH%KgP^Os zhga1<4@O0L@Xw@hjZd;1h~nu+x7$g#zmf*3vy+TE^-cpF15aE=YN+;|I%-BuZMH53$3rfcAoaJlbMU>;}f*blB?9G;%4!8<~#|_ znou)i<+VHw^Dz7Zd4i(Eds@ z%`r79Cyoyf%Q|-$mUtF!fz4^k6$NV(NH6&bh*JAR*7)An6gv=8eRuxf_W)T=EBrfC zuojLcz@olaWk2(_%KK}pxyDv!1`^}W=xI7|oeLkMEXr7XqFGncV3+d++xfS(^UU^o z50BgtzTFURiqD9fwvGqWzT$UxTVtUKU3={5+CeKtBr=Re9Pi);nuxb4NAS2KuYaqp z+gX`jzCyA-F6vs$$ASTx!&@HG#p&C+q26vNcRKQ&!`!CDXYG!cJXNW3^}_{K7LP_9#GE4Qvm5!pYZ{s1>W1! z&)V`@SP8=ieI}T4a($SP7-Gg#T3=j=k$%llIfO$>9f!3`{P!F1zT#YcMTkE=#pt^3 zm96}v%Yf<@tL*2zV&!1FQn<+*14fD#rzaG;IKQ$H;B{UCFgSfp{n5oH&j_pA<=8%*7rDXA3&>?eKk76N8Rr4UIn?g^%AC z190arUN~`-pwP`WkkRMjJ;A07TPbM=*@{XOx+vFC0cuX^G>2I-`BUP37F|_C1lrG{ zMCN||H(DwMl<}SF&g}=BN)IF-o4!tJ4c!U4o?1UVuCJxNQ}rkK(edr;Q>>6|R@LJR zv(A9?rFUR_=Hx_ne}!mtDDaI~vSht1vJ!noxYMgTvAPn&6Cp?z^SnmI$(>S4*hG+s zqw~uktFrmEmetQA(+wE?$e0YpBC9+?QzRo4{f6?&u)yiM7%1BNb8|oZkIj;B>en}| z+wQxl0@wYI5*c4B@~`n~-LN(t5TGz=|9KB_KXXV*^H0EVy-1T4jVm3OFv)y);G)xT z<^~Y%VnU12zN@_w%gAYyR=&bRqqpkDH1I~;CD0vnj0qOtzogO1J!c^nrciYB} zsaj(&21-6+9274Za_w{&XB`M&7}glcn`-8}+y}99=dPV1;=A!~bJxA>54Ja`XAZO2 zBD-N5LeBTp+!qaqXy4Yu>Wr_Om-1O66^S`-d&I!pSxidElf#&;Lm}nfI8#=r+??CV zQSq+@(Q7iu(hC6?n_c;bgN7leD4x*2@LgZ?Li5bG9*Dgfp7z?Ir%zNV|%;w$OK zd;her@$bd2RF~GPg}vaQK*uzWWS=u=k7yoSQih^it&+Z2-VB`E`RAJ)e4cgby%AT# zKut2QPEZ_`#A}U>%5L584rb}9dtChz1jcz&O^yf8QL4`n+|M6Q>Nj>kW*7kT8?w2H z&gO);F@}8+Vw+2|1XWmb;j)IvH}~YTPxBs#Ol~dvVuIY72VC}Uyj`XI9=tp#otf}H zN9iVCRv@=&{QNd%#`b;*BnQSQe ziWNIt)7%|M{!s#$S}?BPiW18J$80#Ro9}tf)iE~aG9zO7yd+x<<+2JFscA?m+7jkB zf5qPS85%GqZfW7KO@N3}{fX~PM7V|%1GQ*)bfPMX^&BzDsU=`LBeB~|m6H22a6hiI zkwYwc`u;HBPalsQlulyWIIO6QA(j^z5$O? zWyOxaO3u*IbY8T9+_*|cGhOG5*v{7Bkf5gJ@H8)h1zHaG=%wZ7!%Xs9L%N6|+D?80 z_pL-mBL3RxUq9)3iY2JHUFLXSh3%TI(e{7c-D9extXdlH+*-Fje{?iYj*K(lZrCW( z-vHV~49|T<5qtpn?fzzsjnxXss_h2QD$e76PG>OzDct5>{`imtiqZaFzrsmqM58+z z@q6gU#E%X3w+YC=CRufksKggG2Hzx7_$CED%;70-zXjzUxHkdZ$q$Zjw&-;mnvA3X zHV7?whN1b=i*n%!L647YT9rcTH0f_r-#4)EJd3W+oIOo27SG;)##J5-ntqeY$eGsn zha%*^#nd}~Rjd4#fYpG2Ew1&4d`>Nr_sOdF2je&2f;8^9mYYG$n7{$4H94vrNw(@i zA|wMfFXv@d?XSCF!b$34>SxE%g@>q<^k{mbSnFh(4qxYnDD@Rbd<)v#XdabR*=E8R z`9$oln3X}XjSBaEV=pj^KL|K~5Mc1z!*hkNw!o_Qb$(d%;qPpCsau(yHjbB?zhle2HJem@F<^19^mQPY+KQzp6FQ`GY zlXkWiGB%XdY}7!0Q+9E3qMH?#?_#JV#t7kMSPc^l!GsA9Guu56ZQeIFh7lv9@o`kb zCH!45zmeWF@(Sw5{z{Dial(7TRBI`}9CwKpw2j@<)-Rq|zG~gP4O=;~GHwzqz3Q;a zRpAWpA_|YZ-?K?5^5u>YEfq(kW*6WTEFYa`zAUH4lyq@Bd*zh)R3OlQ|3Gk;oLgrs zom(X#-50aiq6_sWs+T7xC&>@r73w`963N}lF0h=P-uNrkTQ!%3o$0aud`y&N zEl8e6j8MBC7D@9_(`4gofL14SdkyoF=hU>J&J3Hiq=kE{?7r&OA=t7%&C#v~*1B+- zSL+nL@2?=RbJohrfnvs_8tbETcSl#Vt2O(Wd14aDoESb8SZaV~H0lO)d!tOzqyVE- z%XePW@#6juj#4hayoNHBLGkAI0{C@CPQmsZaR)!}$&-r2zBANJ$NkVz?D!n3Qv2F9 z%X-DWpH}N!VnSWt_qn)&Qs0B;ghPQJA_9)5Mu$&O6#~?PzQxrJ8EmW)wg@IUp}vzl z0t&kPHP4U>O0cJah-HCr)jM0}&1eyDuIZni|LkxjEvadR^kOtMf1;;yEs@(>0@%74DHD)Saasb}iMl)i(A!ZFN9Ekb)vgGVl! zs&$zyA#4JXCJy$$p+>9m|pOAH0z?se5iv|1!2Qs$K)c$9ROd=K$X8}CkY->USL z7awxLGz8VQdF?c|!bzg@4xl)8l!CYp1`o?HMrM;jjxG~i%caZ3D=oE~KkWJ;GtwJb zoZOpa@|j>F@o;xUI0E`((IK@t-rk8uxe+Vby$N;@ND&0USQeBWOaJIt-xGWlbw)%c zQvC_dmJy{)tTuvvM;F^lRy0(5#f!6q~G^<5gO$u8va zXy>h)9?V^exbMSyw_nsTabU;xfmmyOIc7RQJ|NX?3&N)tvATxG%Oc8YhI+r%^bls; zBh{_NWDvMzx#r$fD>#^3J||3L9I_yiyE}z$>ynOYGs*FCjj%bVIRW%tWE#{#yo-d{ znauYKYv$4EP6S)$b#z)*hkkz4W2o$)p^T3B{RlmkVXUrylCg<4QSTG?wd8()&32$5 zAnKfxT!vKyDS41RmnG3~Bz7H(UI|412xGu~$^WD9~!blB{G6`_!_plcUOtriIQNQXNl-SX|y z0f%hRUGa`tCM!%~}pNHDx9 za*^}BVFa9@2Er`oPKDG0Tc01dZNK?d5mM8(ef5_t;%DsOs8jDa^&G8Ad!^&3^}D5>|KhneAr=b>j$S!+Pi^023h$vHsHH?Ft|LlPc?Aws`z za+JeM(R3ds&Fdy!;}%a7XdL5#B1%?u2@b#}&jZYqMKVZ#-{-9^3RvFSM2@=sQ0Jo|g zyS-Dg0_1r$20V>o0>$~w4R9%TSc`+o-*y`@58G<;poe9$P)?yifJMOC_mMNf8{z=S z(%S$GSdy(&V=e9?(+)uL!{LE_df{KfDs;0}q}gHc54SWXfJkF0s==M|z_DG(jbi^Z zbvztwb5i5_eh|i7tVzznDbYbQoLEjLE@S@j|XwYB{CvMi|=oIEmfsMt?{m8Xx#~dh`PX z0r3{!JhR#y*itD8OQte^u;q^hE4^JXJnXB1J~WAkK~6<3HTG;r#X8H6eH1!vM0+_; z5fuEaEe=3Dr2#Za=BcQZ@!?xCP`$BDHF1!<>uoJx)Q3{b4kf}J8&LOUgqojfbOA&p zh)p!|bmMYvqi;?phQ9iRW+RYZ*sd8fuVL1KCq`^Pa(>3R3!Ym2HmtW`w9<2YKIwf*6cOf4O)s*FATP-Oy;?HJq|;8K?2Y!%9;d zcfRLh8ox!XvVlLyazm6H$!s|1C`|-7E#S^VD z>6fBZ$!bv(ui8PArW@g;OpcA%9h~tSy&OZsB9YQI2Tao&Loi=rS>ChSp4O#vYFbJE zjIG00f{%wT{@dhqzG9zHw@YTfWLW}cYf@E_#=}cbF?Nbmh6s0JHa!jz@ZSRH=%y2_ z!m=CtJ$O`#XH^t)*yHxz-yY|5bY&=*k^rfenAA0UAV^ObWhm=Qb`Rt$1r%&dedExl zQXkJ1zg`uDn4-D=WzjZBggJ*M+IBbqf+2rJsP(N~ZIL2i+&3%k+33-u1g{0H7&GwG z4$%v#y&*a=fccmuU5Rb7nGJX4e zVE?(6$|Hli-YkjM3bPK3@r`V?^f=1OxbD}!Z+~%~>hl#L?%-!E9m)iu(u|~g(PRnT zyp`7WeQeE(6Pf^1#tYsBZL(LhhTA_%zr$swx#u(Z8}1k|&C?XC%%|gz;ZG=`3QZrv zdV7FC_v3NlFAe|m0*Iz=8Zz-DiAc!br68VBv1QiEvoLT!8E%52V*Ww`+qYr!W(A}l zz5CwB?|QE_9&I_GGIer3ZTL^p(Bi$GWlZ*}wUU-w6xKTV;M`LBpR9A=59j;AL~AZ9 z=5w21c^}y6iPNizDr!^^>=7NW@~T$HY`BdK0g-=z7UOxfZ@5mA>>)hYO_F(l?h zBo3kRq?E8DK zkWHuYWRq@CaFucy%@1FLMZnPhW9DUzEcJ=7j5d1?797YwCtDHR_{iupLp`S`R%^;_ zf{IF=4YDtV6;i81Ko9v#DT;y2PYxu%40(vF5e^t6SM!CD?6?fsmA`n%V$cG<`+L;S zQ#_M&$bMeNlTR-QAFGbk#-e?*V>;v#fMsHAf9=&4-}yE^=?%1n`k$jhF6VA;qn^q; z1b6q*I^{!>AWOq{Qt0kyIkxJq4H{dHou2&F6XqWJQJ2WZo3lYu+}Q$K%U+QezJw^G zMDYTZU61djDd*%adbCp`5IP<0Qr{g<_{Qb*pF-(UbQU&Yi3(pqz0MyP+p<0g9P^Rq zgZ9aSM*E519|%4?`1v0!KOPgU&df%y*iy6}8dv@vshS&H%r{tP0*w9J1y*I6Y z-v)!xdmZGiV+5&8P8HHM$m{!t#r>QWL3wK0%2YKYnDJBIbYy4lkG5(v`mUx)*)&f~SI5zC$PtdzI6%w^kp~ua}Oyd0z za_HzlQl4J`NC=x;!4rX;fC?uWVUZusH!~whI4L=o>QNfz5$046x$L-B)@@> zLb+`A$#W(5Z*gMt4z~8|HX#->VywI^^g1;gNUF>L|A~ zfs=t4-9sB!mYpAHqyxoN(vCw51E9b3U7rKkJe9kS4hdGgs9N#22NjZTJCvZYqI4B} z+wYZC#9|t!-!JDYJb1@o6T<;nxRXoukL0D0~8N~rBY6u3feeoXqkK}_+sWA zT{XQM(v9P-%=p513ZFjVW`;-YkfTe9ty|?CTOGqSUre}-o8`!<7(t76H?-;z54s-c zsr(#lbjnU6Fqr2nCAQK6)XUxFDc|MGD`Ik=DYv|B6K^el2BlQjc%na~Nul-boxgJz ztSLY$*=?~6Eh1RMsVJ}IZbKuIUX&vQD~h)a2j1l9Mki1E=69S0JnD^{c_CQxJee4o zF{8#_S0Gg{=VYp1gC%a|%g|Bx(0&(_MV@em%}mK{iXGVzfZ-Kic;FLkD&5c5?42e* z0+IFK$(DCV@lK`qP8L!{f3y0&1XterFJt#yHI<-F+nT2zt6SK)tEH_mZQDQ8gSI(vpiiWM-y-juI)BM8A$O4zWCcEbNPwB+MC)&Pbiplt;7&^~!*Iullg)R3dI;7N1NobI)w)G(TV1Cxo-eUKlYBYC<%u_|#S?%`WAl6I zJ@aqFYGbe0|4g_g{$v;KY`BuxQ8+m&`$}G)QA2c?ekorC_zwdwOAX74p;qfifYeJv zccEN5N=`eEYy=NwOs!Yjmeaj_cZ{W5&&%E(-`lfdM8f6+2Avp10FGMdbTLOS1e|%u z>`k{IHEJ1|N=N!pqUK(u?`B4V9F5_5wtF;qKOP>AfY3~HIs^@4MVq(ggxa*g^U0ES z7z!u82E;DmLJi_j$6nh8WmY|H?AZ*5V*ql`;7xgQH#rT9FX$abM&}QN?$>YgtIf=; zb#(YrD%$*!M&pS8RJ7jSF;Ckvt;0r`$wJTm=yYBPca4l1`p3851Cdw_oOOLhW%vhL z4wkxl4_$hT9gACY*QH6aG4%w))gI<1Jub5iHoKKm$R-5uU^P#vUXPzgCt5uG8P2$R zt`v5A#p$9J`>S@J)IF>jVkb~w;2SWWygJ5XD)_4j^tAiwAR^X;i(U1AFnIht(U(@d zju=Tw)YenK8w{ygvIuu+Ds)8}d}NZAv*wIRcwUt5qY82~d>A9g9*HIcU1++Q!!gf$HeC!i8FKODp+TVm#Yhd`4AK{>QI75Pf2!^0t@j zHhOS5Ak)A2q%ukxRV(g}F-@OVFH-!4zQpgRe8bIMOWsGDmb1mpHd@Zx`;JGQqx)>d zZ!N(0$i`aI%j%sITv?q)v;k(}3?nutT?gVj4>&Ujcxe>6S!bL^)ifD$v{zB4}|jaWPgPQ4>JQT(4Ul!NJy{+>rjMYM|)9~;nla`YB;=wWW?elI90GIIa28@TexzdRT;pl z;+eZzX46O7zy;Ud-xbN;@gEqLvZI$SM(RqrYz#YXn~3HLvcP|EhV( zH1HT(;>tDPg6Q0q1sj&`K@bYObCErqserl6T=m&|V=jHxjyuzQ%UW{;p9$YUlC-|tAs(@)^h+huLVWO2Pe4wld<%*3z?~TMAHe3JLXty zh~ebHf;J6-TUm`ytJWbUi@hVI?!TW!vroa-p%S)5(okxw*%qy-hvnOK^3gt1tzd-PHN^C(#+rdyi!Ag40 zE9h@pVI#NlX+@zLKiLEM)cx1vThq+?j!q#Yl7B{zvga%;1I?E?yhzM3A&9$tBD&$V zfea_v5j2t1RxxR{2T~6kenQF9m4E24e@cWBXf_Fi5edh>U9inSxPq9b1Qt0Ki41qS!MvPbsP=if{?F*ZMBN~nUZUU;F&D08!RH$sOr{d zS?c_6C;;q9DtvJZRSqCRFn3yl_7vSZt^(CYqmGGKeEM=OcO+Zo-HAyZY-BD`Vkg=E z0n8J`OdVs*iqkQnZ<-h}f~mL94hdxoJ{^8!Fw88;s5NWU7~VL555+2q6=1qhW1g|c zkhPV+vgi&5<_tCYvi-Y(=Ew1<2cmKyVjY#U6*l(C0L!ff&|STb%7VAV^H$GM$#VY) zBg3HkstQ-%{~P3X?BHa~eNDd4Eqp|4-~0*Y_<+FgT&AeoQ;CA5EI*PD7ZbK4UaZYK z<$YgCAceQqp*rSu48#CvhZ1Qgc((`xM@kE;U(EG42=)f*L(hNgRVDWeOKXYXOgGF2 zEYb#)8uz(cDQWfGC}}G8YwiE8fxFO0nRRAEH9-&8WjQcat7u>X7`26YPgc~nw%x%h zs#Q0J7K5IW*{KM<;n0ucp1J|0Rrist`}5f45uW5zA}f=bn|^VP!b`EHU=ZDexIC(eWDPST2Wi_>nauQ+~Z z<_ojIM>6YQYC9+Jysvc|%CYn{<8K}vtydFyL%=GOu(s0n6D?9E=p<&FK4Pp76)~?j zs4?jn6Dn=i?+DEDeo{!`6D6jh#bxSYoPLmwVWtUfWa`6P@7wrLZ&j@riGPd8D{k5)ikjQL z^lf?HmS5|am zA(?(rdyh{gP%L3M9!jA4F|;Fz>R&ra#T~(q{O$=ca*o}GeCq7N8S0J(R`Su$|KzlL zV(`=p^Iw^3Gx{6%8zR55=lw12kSkS@QqWioCwR1r$f2oHNEJ~cMJW(izg>loANDX5 z_!R&AwEEa;Vha79)wFn%jP)&lDIMy?<{AsK)vR>Ce}e4s?yHmY`wt7(N)|JAQ)&5HjopU^-p#TEXv< zr(tY+({DW89?EE?FjW-Kws!i~M&%Mz{22~>T8d($;P>Y3ack#Rp7MO{W;W&}Fpen> zQ_>b~P5(6*uGbe8zy zhw`WD56VObE$$~&Z^;QE1BerzG0ES!47gB^p$g1QBtjbk&jYg%pn3k`%}KO--1q^w zf8_fDe@cN4GFPOvNw9tM`aBtB%ezo&R(G>kY(#ESH{(j6rx2>S9t&F<)Fgtux{wXn%^7cEn}IJg3a<*A2KvZyXqc9WnG(8vBzBOfhO@Jt^;> zaYWs-_yj3)ug!V2;+BZ3ewNWa{w3hfqnBjWl%bf@NlG#3@dDo2<}{rYIQaa&cB}(0 zCJz!Hax0fM#{I~}t=Q`sG)BG~STuFr!uoRRpoa*Q|z~60ESLyC={jEuzrv9=URLgHJz9DO6l^SPeWIoM% zv8ju(7iRu-c~*Cpc!Jli2xVwBi@5LZ)S!Y>yNCP4B(Ht=$nV#k zQH@E~aoQhVvIDV4x@VhVbSs>An}#}&$yavF52u6Qr+wG{#0E(6;6+US=S9 zF7nPa9Ax^Gl+ECAph;rhT$bwei^aWz%qFhQxV|dXvNJcq(3jhZDxo{>Yf=V2nt$gX z6v0}F&l-R6ToOYMx$wgWj^_1vrkW{b+m-61M9B>O2_x7kH-FJ6C2;2N=t(5T9eb zdrD{&#WZmh-dcTq1Otx=ux5`+8BmVQ4fhoG-|Iz;tcO(N0~V)ukFFT}!l?AwbsI`d zg1_c}&3{49ggU4wJK;LR~PZO@-4zKzYQ+>SXLUJmPgxom)u^PFe3gHrTi@4013fXP zm}k-v1s~2nLUqA2+;TQW`gfBCQI1WM1wHIW1~pwaQz74%0}DzmFl&{=CuTmep>R-*dlvE!)}qC$?G8k*!oVl$ui61wrB8~4`)Nh(7J%LzxFF1 z(juEjS<~vpJ}4fNn+TG%CH_Fw<`3lZ0}QQvJA`nBsTVrC9Xd@0*Bbzsl zEdWy07`mKJBHEVmjwGoCu>zW7Sm1LWakepkaC2!7RgDlu21C;tZ+>Ay(NeV5pOD*| zIo8uVwcFX=EQrr|X_gN^gzZVJ}#zOY>>8Y5R z5`1QVK#7l5!oj_f^a+peo{*154xdctjZAs29DSua`>)%ZMY5PHL49YT@wePvm8vhk zwT+|BivhI@!RsIRN(&&Pi31r72Wt(mzxqp@yogSQU^gho7x%YhHLYa}ji!ATMdfV53j z&&2N~u-!Vj*|#;rqr&cF#IDS?S$$o8J3eQ@KW&($HE-$x^1OWcHwMms&(!0^__X_c4Zm#H|@6wM3t5)N*71Cdx?TSVIMU1d^mb zFr_$v4N*FZ0U&>&YulHX5>fomKs&=;fBJrSkEGVT><+RORqI(>@M1y*?4uIO`Un~4 zXdH_`DKE+NY&a+kMAS!_k{iHMES1ZU|F7<|c>KX&HywCy`pEY;r46G?;HNI=9qK2D zvvk@RCu)Y~g!?V1l(JYRqR0mNPK>&hy8N?6mBzBZR^y0CJR%>9^5?@VvK$fOFCJC# zv#Uu4ckWk()lD=2esL*o90uI>I^&r1cBSH5${zE1o}8q!=vi6REhZB8jt~bg+)Yj^ zZQ>&|{z#hA=6Ynaj`{wTI=5WjY-1XLq?Y)bKEwaB-jE&Z4$@HumN(i@uh#YG?9y>I zfjIy+4FZhzSktJs!pdNJg<1~X2R(6AtU1ROM*82pUxFV!F34kAhl|D8ZHr|40x_)fby}ftsDbCe8QS0egjnO3 zjgIi+4-PVvRiPJg>!!~<=c)1WM>&3PTr!Ez+&$h^skgCKWu9gTZ(Ce_nvZCw8N&hyRHZB2$HBt)2T z=4OlNXIQ%((0H-7Uhy9r@IwISE9x&GX`Rh@x7c~Uruo}^b6X`GS=QM2WNP!j@S z+PLdN7gF9=*%Mz;T>EZ;%{l4yY!Vvj_CXo8Q0IQ9qL9P6v9gUQn-sHnGRZ{F_o4!^ z)-*}6!_%8#3j>r@yrsPCzU>3nd79HNLNtTgw%yfr%!7lPMV`*Mc8?KT4>R}Wff_yU zN5*>btTOo2?C$0vK`IoXKwlL>KtWq{U?i2fj^?(ANG4pWO9$n4?M+#LNR0mrOy%CM0)AS}-8&ORTi zJ4uOi71{K4_GE-I^b5XqlvXzp$f)>#02D#%zMq&84L~AuG>zS1*)8vk9D3(2vs z2O;RJ8}Ht^TuDCu6SFOWvzygUvMwV`yk%R++v3&ol-r`vjdt{1j}d@jY{A&&8)r=g zXFEf&%J;310A0Z1@c>1oR$p7!z_(SNm#_tpfWZWdlTjuQuUxG_M{4z|-Nci@>OS$R z=rsPs_e*yfM`1THeu7)uY@Jqa>xJ%QI3I!bh`JlT9BOwvvgUXo!z#Vfq0 zdHn87n=wg+!4nmj*2Q=AN%?pa zMS{m!F$d!C)6>f?sWnn-3kkLkfA>3nXM%I1OSh%J(4d zq?BM|01d`BWbMw`V6rn=)!p{G@)@KgKk$^NlRtOGYCRl0{lFRVjKZq+NI^2ob!@0L zt=#wyrw`{&i6pQZsS?Y;>mtyoTFU|%)|$ONzTXN_ZJjmI$4A~ zs}_mTnA1=zX_i``wamnl815(W`sH93(UW=8fBd_MB@_a0?nT@Fp##^pL++dZT1FL0Dke6rr&URksxjBYb@sz1bjJETk&B;^i zld!K9jnIw6Rxecq&}rC)l5dMgYZsoF5%vP@bCm{wnT(h!%#G02#_0@otQ|bC7);0X zXv)qQMg|7{()Y9k@c41Iv^ny+%g0|Gwy1c8lI@C5!Zas%?~%?BgR1(TRh2JO7fU1x zql(rRLlW3@YAqXlPflGb??Ue%ULXG>K<NR(MPw&>!`61Ke??D0T#PJ6uCLl*Bc;{5|{SQYSs1>tTLKio2w1i8tc7H|^YAHO zCK+4CgMsWmz&^wMBZ5B6ygci&^L1QboT+UD9a*R3rdj`Hm zw^bV~ej-`zB7b5pHZdwXH=1P!>%-FHG@aoq8OFQ71LKR2M@5Odz@U+)yuO~#%sb94 zbP^0{dXF1L^Bwm*qNg~-Yl9s%4z{v)HKMCa>yJUs7#F>oU%H>&~#xk}5An6e> z`GWPb43@V9E>2STU}qz}49@E4^unCXs0<#D7{;(p%%_HzN3y=kNrmYOdS<*7dd)Qg zJeZEkJ)h4P-QyqGyOdMXln7E@MlFY1#2A*#{(MzADcEj1td@*8y`8GRg^PF6Zx!<{j6+ciFeC zehk~fyz!fhXQy~wnxaAQ_w3OC$M#fFZjFy54b3 zgolhu_$gc_o;UpauQ|=k!<-0n6Rb&Ij;Rw&bSF|FKa%BTnku|=Z`o`WR;8(`3WG&B zhDuI9Kn%R{6R=)2y6GP+g6+h0%*upc6)^oR0W5qa!qzECB-ReHw|6r`O`~2@|t?q**;O{$F=U*BIGM9i2vHV^T6yp zip2oHwaW+QE$s?0kG$Q=U%aiW-zO_y;bN%b$a(F`v?U(DE!Ju9&cTt6Duzbp<(+ma zz!c`Ojo+>+;I0O~Tkw|YQtT#xcm96N?Ax4}bt&D57BA%0O4{mp(_mRfG66}2w@ge* zFtbh|wRy-!TVRQeQLeUETkmV*$Y_BXKcp&_u;Tf4Bmb)ZL9aQ@I*VOKcW~-XT+%!1 zN{lV|Y~h`?tzzWL*Q*lc@+=;J@L)gBD%@_%6}C(vZ&?eod^UY0iEOSoPyS+l?KXnU zOMYAOn$BKGz(S5wAk#BJjDWR!W3NM#X^Zy>bV2wlD3y<$K3DF{k0sbgZQFe3{yr$CemiY>DID~)6eC$JKDY@Ot^MSixZ z(U<(2uemhUsr#U{Vfsi+ebd6H+cHb{bM<%~l!TNw?Iw}Of40NVdXnVf+l5@!83Y*Y zWqFe8YgeYGYqUpg1KJ{0mt>!@F4%nePh7Mt)+% zYu6Sf%S7c^Hf%gHo^tQF>&N=@9T(=57Y`q2TjOt6l~b)nNST5g{6R=STc4NrYYp1tU{G><&a{5j86a9anr zTZfsFy1dYit@3f6%N=wK%IhAUZzBH8m(*9X z?g$0EUd|a$Q~-SlZK>i{5+;A^`grfenV$S-@JmTcumxhhvIv(6Cdo*eISu;HVJnf5 z#|+;Td^Ubtz?rSiVUOJ23jpyr7VTcX&Aoh&!wLLkz5dj03}VWYu>ftDgxQ5BX0-+K zN`U#Z%i1a52;On@=g*H4K)sp>PZp>$!`7M7V;OG)jP6v*%jw^gR)IZ>C?PbANlNujs2MP*7f*tQk(}{tqd8gErCJ!sKClg&SdI% z9-vrNbMbAZv$z&K8_a=3HD3u#!qg^UnjwoT5uXPC0vNL(DqhJ6I~l^uB%3c-xpU~H z(+zIe0^kOOze_Ktq&Qjv&MrHU9*=0@!>IKTo?qqm_i>Vxu;zk~f4w%BEttvB5hgDP zmJG2Vo)OBZC6Dj)#vBp}+3b8F6gO18fN>(p5??Go3wE~n_V}IGoW`A?F%nU~rfPtO zX~+&}DwRy15(cp3g0@a1SVtDQC8Hz_`Gl1`YsKN0{2b^gIUl|e>gyfnE4RnXO}K`7 z=_^nuC|PED;>6};DDOo%FO%)!A=40NzKL*JzE}r!`V*EIC2^*T-*TGUiafSXKx=^$ z;M)x;zb7(zb*Z*EhMnOU;>m~S>jI1|!l{joR2WFh7fkpU+Lxum5enK}qk%V_OuYmv zEGeJ0g@iVz;n~=*0L?4&gg-K>UJNoxd|;XEB%C&ld~0L-E4h~a9m1Z^x~%)zw04x+ z?O^k2!vn*3ECrJ!IF|qzSZwW*JqB_5@ti@+kTLK*PKhUG`DE9k_^bZS*BlY7skBdl zWmEOJ^+_&p^rj+O2_JsGVHB2m8KCou774@Ic|q1U&dooR{na+RG)GH6aM(`6E14(h_Eh9{Gab97`mn}k)Vs9+_6Nz$U55@aK<-Ignt38@e*A98^8>hZHojH(5|#Z|Q| zj%~j3EkkZejQB-lJd)X2LXv0WeACenFl4o#J@GHe9oGU%I_(0VsbBE-agboOj(I#U zjldiNg^7Pm^?U{*QKH-|cF(vwf*EY(XHabd=A){%*1hALUO~g|g7mHAMgKQ0-+#?f zL$uy$<(tj$=X;?y9rbi~>!cG0-}$N%ES~PzcvV?c$eGqLC@kP#%oa8bJUkLU{*Y&{ z)s|e9ymqL3kK>sP3_#=aOon$RVFoL2>wL{U|Fxm(zkld`*RDoH*80>F+sT;#m}J-z z6rWoqqZ+1UuovGl9-0>v+ims;T_{Uc`Iz%cI&i_v7Ls@($;+&2VC5&K7I*dK;C0U{ zAw#m@^pXnKw`H^`=L>9Q?TS~JwvlYP05~3!JOk&Ot}2oQH9{L$@M!sbN-g6IUz`%m zfz@i!_qhFM55CjM=$ip2ehdiXT*qj6ggj)J7ud;AtxPvt;iiy}=M2OVMsCT#RAr50 zB1U`x{n@ltl~2Z({5!8XpGp7cxc>EJ(rZRdvZ(CKb3bZ$CUgFMf$>yPe9kZK6aM+L z(bn~DyUok4Ovkjo9nrRpF5@gMzr`@6quE8l3mN%=jckmANy z4vaI?`WZg{w3~(GGfBa7^TD9}d>VbeJj@=;-gE-TwG$idPk;K;fBBbx@v;5uzy51i zAg_13jgZu)$Zx2YFEUz=B%P<)Mwo|RTp*)7skh|oS(@@)P{GfB_A~z(>@<8S`2YUm zFaF|71%LdbCV9R*M_6ve)2N>1o%=aP(TQCN}OLF1`^m~MQo2=vnNVen`47uQ?#q!@CV2GsP z#p7xBB=pYmj`Ik44|;^ot)$BQykPmWs(6il0cKS{4-?6#7ARayzwZHFxLs#kNwWA1#9LNE*vV!Y;2h`dvhq%>XV|+q^E`KSU}bzrf9H38$45YhwQDqm z9c(=Oy3kNukS`NB9`Q~2;lgZp%%1}oV1}GIflMqJga0`bzm53_e>C{!=$+Txul&ld z{J|gmflr#F(TEg39NfLH7_9gb`!pC@H{1D`UXwk?Nb_I?8ziLRV||{(_4#MrlOMM1 z{^jrbryqUy!2s-bnO`@2b^qPp{oOzP(?9)<-}ntJDujezx!7ndzC0#M7{R zm^7b0B%f7#-bGDGWv2`nO5*>sKl?MUx!?P}-}{q4`IB`-7*Cm<#&rSr51#IE%g)C# zc`2EX#1svZPjgCkI14(cWbjc{QW8L|=jzY@{Lla6KmOxafAv?rCN^(hjx2*U%h*mH z@kyT4GJNuOfT@Zz&sbLW}70CO7a`c5*Rt(jJ%2VfdmL#0A^Xt zvk7a-Q@A9sl3jG=F?_DA(f9@3SLJcaIJA0cWUH8L=PwSR79M~J0>jJ~ zG`XtEM_9)$OpA_Q0MJ(Pns%U;35aloc5Q{(r)cu_(W(|QZISbMvUtP-m@GX5O9Dh9 zUS8h>$S4tm1+cVRVdOHwLdF&qSjfloc>EDS2`hf_@{O>(Wkx_%k&6XjqXJ8tKzA#BN--BkPLYlmXbK(VG?t4ekp$EHJ38JsXE{0 z@7DS5IQ1bDZ2%YGRpP5w?~&LN-7pPSUfksP(IOeXJg?VIL9iH7JIv{la?%2V17LDQ@Bixj*z(7-z9A@-q1|D87pC!UD-L2sTauj3lFB_y#Fy1PrH)$YnbG zcwpGgbln#dmt0;({(F;w^OOjR^OYpe1-VcbRbtjI3}1=z;^iA;d9b$1H|$!Y?O4FX zEk8?Ai-cF+^Wza>Vi|ds3_NGKm~AUDx|CEkLNB-sXTA7#>v%Rg3GWV%7uh|*D2?bz$=h$nmUn=9-c%5d; zm>no9ULGuDhu*Rbzg`;Qx6G6aR@jnun3YGuZtjmyeh*#`>Uq4u>YjeJbw?Vd@p$O zHMeGlJT)~uWep#!(+SCU7KZG#;$*Kgc>WFjU~0QRoJw>tvtVp50el(AS!Yy7etG}` zOFCaKTtE8!9c}+3)c)d@HkK;L2-CyYYiy&EiLgLE3?F8F%LF5!L*O%+X%+#3r3070;JQcG0Gp?EUu8Un}>6|9l20iA|t3wSs8l1YnKep+y2lEmaiC*p*QgCLbmZx_jn* z1Ug2@nE9;tI568efMxgv=E96N=7LJ(RppzG$c@|~#EeSEYH`L~m-rL^RsYUwjtFh? zdT-PurYs#{#9-O-#x_{D!n2*oW;3wsM50#Q`JOzn$q2w$y*l)KyCLV(T$OWo(5|`H z9M6&zVc_n&JHSa~y~Zh^a8_-8n8YWk*cObc#wVsgrhK$K86_)ecbTz8ZWmAS_qM1I zi~%sA6ckoaCqynV+`N zR+vCNy)P-*j%1lOLx>P@)&dvz@H;bxqQOnY--FIhDIC4vKWJ2d+B)1=}Uk3rdG~+ zV|tr2|IVOULIT(H<(wsv+wB~@(HMSTAoyZl>sjOIMYf4(=-l|0^lXH$2JgS-UOIIL z1`{;=01YhZO!?+9M&~G~w%fHU)3gAA0kWt7kfUU{7~+S?k_Q9OWp{<)DN({_9e1&ETW*4NE2t!4@F48DX=G}F z*Rep-qocenw7|9mNZ9b}E+e1j8}jjQa##jSMx4AQi!*;JX-nVO@Y^K}QZRXTJGWX` zLf*t5&Q=&HyB%qVpSJQ9L|7(H2hJQF|G5?+oASv>Nt$^}>9A(M5)`&eFQ_Q`O9Nh8rhthQdZ(6UZeAQKE=7T!{z zyvJ8lk6MqTWXg4MPwujI>4yPWxujYq$rJ)(?m&ubU8b#xkt|;zFNl2d(2lU+Zgn}! ztU~R~E@O)%RDwQ2blzw4_#Yi>K*%X6sC!eWMVQI3c2^=}w|2HHJN!O2`90-T;hZT{ zH4PoCB_366c?W4BR@Ii}*#(k?0bqE#DLhQAOjf2OJ(3Pb3vaHz%}K%o;PmNr_1<*I zWe9-pooLH%eElfB-+Pa8-S21N@jR#^)j80U3?y2V?>Y#8o)@s@4Sdh^aLKbPU}Xhq zMw=zL*j9E|T)#PGx&u5{*PmcL%$-Jfn2y2=&f9HXuy>r(Xci1pMf}K-Y)hU|9{*SU zJFhvt&$FmyXGe-9Kqe{R!>3y&#qyW-+bUOU1?J#-jQW!AM$6lR3GC_Ve0Se6aq^JC zQc~-)9N_@x2sk}4X9jI8dRXmRW@1StFibDs$#rqZp5|t^I}7%#z8+Islt8+2yCi9C zi6m<&lcX2l2z<<_5aMsyE*_7LjNRDy8rj-|TXGMsr#5*2K5{4i)KH6<#kwSb7q=Te z2JxoT%knYj{YFLN@0yF%l)kvm*hoRFaM~S7!CUSAz0cs?e9=ibwYSBT7gS~i2 zTTZyEcS>TtkcYI}A;fIyD1ezj64-RW&DF!8#Jn)_4dQhmX;%ihDu%&s=E1`z15mF< z<1I7Y3u@Pv|UaYTxI&+zh=Dt=C zkg7GZtVBitAW*2pP=dP4qfLJSuv)fdyYmAOEM|iG^351I1}0WZc@K|x;{=A$?qt9T zR$+a+5Xuv8xdQ~a`#h$QZ_J(nc@qMIfH&;T*PIzlr5{cC)H^RyoQ{F>CNU?B z%v3f~wN1N+01sv(p)xHWY$uL~S(+RzJPgljo$pY<2%we+7RanS=3-z1@PMVKyb^&% zcKtW7`{b8_cNxqsDkS)M@{Hhuqt#JR3C~8Z-8o(D0viVpfO0`4JWMcghJmTd#PY#- zTP7X$rFdD}=|{vmw5QfBwCM-IkHZ-{~n~2w9l|U4W<7be5)vVN}U$L53>J6aq9Ll7jl$h4&PZVrC<6bwHRs? z1`J>$w8h(%4`WGEt&@$71~Gu$MDnb8Bkbt-4w-lCELD-$NCum7jTp{oCHsH~7+OXc zv*c^{qaXdqbbaV5M|;cpviqU0Il3v+*2&VkTe;-l_tC{T6qtLE?>w@~RZ(y30^X6y z8_&5jh0crZ6hf1%118AAbFDPdd>Alvy@aq zn~c0TaF3=gM(}ok>|Vn=97r~W_{FECP1Ve9GSVCXAuGe5F}x9CMk44090F@PKG@EO zTCqHgErpxT6k3>wa=Vu4sf*V2;+dsd7~sa2VHoV@@z1s!1|YLko+O3vm4~lI{Nld& z05mBuZIBLpuK-)^@@O+K7JtmAa!PFBZ!2LkFqmhSb(FD-5IGO8aOGlo$5=eN*BcjxBLj?dnUp$IJQ408=j6AZd_aml_e4 zSpsM07JQak;4lLD$g9;((`%~Rs)}3*Okf$Y*Brc;0mCT({X`6zHw$^r$GSQ2(G&0dT!uxKd6 zE?AZ^o>Gs$s2p2~0(L5Tq1 z@XO-SpfI(h)T|}Q02xd1C`O847aZx2P5qIAkxJABgn?vphVK-4eR_jH!6_j8wo)YL zeRK_>c#%qv&qs}SuDQDEtYEB9(uQH#WId9a@fMK=VKqTo1NwIg88FS!62RK#Z`Xkf zwj?IeWQT?!o?XhC7bdIyIG;WLfr&^Q1TU;|sw<6&fS5?HqR4m_VD1VDBRm+|Ihs?7 za)RNjrFSjEuj0Kg!5)be!3;X#X<{_biMn3nXp9m+0{Jby92?}Ov$+6C%{Gd1$A>|JtqbuuY+`XJ1~O?TQpB(wiG%Tl2CD*xT(80N52o^C zqRKEe(i_pq&(8_DDK*bcwN6zhIb%K=)qQD1mH_cIaL6>f+$Nynpv2c{F_!es3D(QS zP(>s4!WL#}o`}h+wR#bQb0vT`!*D{d)P&iV z8jh${DZ&J6+bQ&I$ds*$*G2(W`=x{Zb~J;9CJdmkIIua@s&rF;APhZ}eA@V^hs*;+ zyu@U+Oxfshh*(wbF_q&1LJR9;;GaO2MT=y#!8A`(ikQT^tOVFZE%C)w_ng+ig|kqBotPQ?sRsb~u4cSzl5t0l$ZdB=?jk(P)QYl>xBea5#xZ zlpysoN<|hEexp_ztl(vZAkmT|s>k?SfIfiA;%QZw zT(bQWPg=6dAUTywdgPb5m>E_JtLV}%pr=&g`SiGD#1pysfio_0$6(7EVLcMGt#VdW zI)ev@)o`o|TVnB{trp`Hf81i#E$h^|F3q@AVrZ?>#tvDEEsg_CN@Peh_9}{ZQ{oz zkLp%I>Ee1@o>!_EB>;wbp&#*BeAPX2uOjG>rB(%CC8pUG z>DXzzYt9FkYfhMeQs5XtUzBV)Te<+NpsHA>B8j53jXY1+P&!pc@0z3AiA81zBXNVD zAfGe*dzHY2i9v}V?2%uXtO6ML5FG008pLx@aybb@mXs3nq%8#-RQPv3QKd(($axsy zSE4XZ_-w&!GBUNJQ2w&wR&bH_uC8NPm`=qAo&+L>r_$*H*s*OsrE^w7ZeiC1kK75w zlg1MVXrsaC09>!&^LLIh51fu_`vBGXZ!V;%T8jWkQ=>wbtwcw!WJWd#5T`$ zj?WKCE-#oQLofon>42yuvTM#NG5?_0$cX0|zNM9BG@Moi6JrD@x3G`uuXW97LwO@G zbflX_4X{y(C{1jbrNl<|UHqBQLy3n*kOvaZoDw?&cE8sfAi-ZswZIBH7@xMjT6bsm z8WE5HNdjaSLxYV{+|rz6oz}iA1|0}wBs=zf!1t!0Ew_#!2;&jSkXXeCoFf0}g7ZI! zN!acqtJ13;R9&Pa1CYT(Czar-1O&r`=Gy~U|DB7#aqyltYFfPZ1rv|7blV0KV1xx| zp(=6M5Eyx^t|{?K$Di|~^3FAP?-?Oe!=6;z_OwIVu)2BalZUp80$gyu$I%5#*NI_i zh9RqX!RBJMk+nl>vg({sN=p~)j=Mf?{{7z#njabvk>xJ3T#u@djNwOKZi0W(2HeR= zR8(ogPb!h-1P-?So8}QfR~q<5;(2g^NNk4p6t-T7#Ef{-1#{lxg(Z-SxrcFL9-6SK zV@2wMhhL%?+u_BtlvAP@c5;#)pETDXjtC$z6jq6x&yee%HBuq;L_*^%g{J_zy?`JK z0SAVR$y(sC^}cS<0%V0?$YPoRkb0p@q>~8nM>Snoxx&OG{A84rPV(THQB3&w$PJ3l z$v_fAF9KoormzL*!g+=!QJB3Dz>o!*QOQAIrAB(3I2UxkkV*XC${$av?P zQ$Rh`6~?R{Iz}|HD=0E*ta+W4OZBSQKQ9dNC;*ON+vd?|mcA*#lwzr(?JFkDf}ag! z#LT^K(Z$DEKqBlpy~jU!$aDR1{!~wJBiW$jsJIjynuc18;V?w<2xb5m`GmZ77gUnJ zDld9V5=)`QnBiB(MEpDh>^@wk|3NtbBmSBvw?_Lls`<` zD%l;>w=ENZvmT`zh+x7Ags5BTyH?Jl)mjVO9s2yH`2SqHpuC%PhlxiiO7N7$$?yfR zrZ5LsJbcm|Ba{9#+2`rvhdj0ycSQM%xbMOcxt5`;$`2Xlmd7b*~^eFcbL(uwJOr%ua`wK z3b4wLHqlPbaA=Prm2RX0n&CaSFicPiC#v@t9=Sw-NSX(7g<{3#OxG7(jH2b5Z9IA6 zCVnmK7}zPf1CI|Vk+KLQfx`$qWOhCBhcHTT2%JEKNkK{7m)w>(Rd zDuh!HI?-@#1U~i~;(hw=CZF!C2hzX$@S$n`&aRN5+ySTsDcN$t?2-YqfioWmJ@OR+6DQhQ85a!D*+0iM+^&#b2pI-$OY%C)()QF0mfuaG47?~maaSa zwbKcAdy;+|5Nw3+Yy+HMm|T3E&o-KeEI?~{Xtg{Nkpi+AI<=(A8}jBgr?z4>PaBH4 z6I3!9Q-t(}r3RwT$yfs>0->STBu`F{{DMP+LmUoHRjdvK=2AMEv@kIw8gNLF1*@A} z^$v~cg6T@g5($uQ`aD<_uS8up0go5l0YsydXQ^Ja&`k&GBKPdE5}f6FBnaf`aKs-a zkAX1IU^f}V@hCtpoP+Ve;YFqxQoVGh*#R~R0TC{XU7K`Fin8zLK^_puU`G{5b!|l7>1+*3U@b|h(00w$=8o$c z;*5OAz!`Pa5Z(F8Owb^4D8+3BTos9>h?Ej%!L{%NxVA%4G^EHC>9|H)Bw_d1 zxadtakoYJktdx)Hcdj|S*OJ0$>A?tkpY5D}3a|m~ff!ubc*nKo`8hQp#q1I|R_j() z+3I6IF^IXYnLrQKd6-(k~KcPGNYu;1aV%mD3W;Q7SzT zXMRq(M2h{g8n@=aL)yyiUHqjZAUzt|smFeMr9UHK!Q%dN5EUt}D9HU`84Zq9Re}iDGS| zF4x9%7qm~(12H%a(^Bdjjz{9LDsWDnFMJLw%4w-uBJU|Vl`fY~O5sm9RY{+km$IY_ zfV4+Y0@^=~bZFv33wBxPrS2T8(w*|i<0*y6ZC@F+wgC8SPNE!pWK09N^W=pgjC)wN z;HXMOsf$cqWV*=AoWvF&oVLTCgNu>N32Go(5DWoT+&q#-Dom9;>HN{omQpPNYh;O5 zIrj*StOXoAN^EX$8V3UNBiIdaPngY}1xlu2mwen6nj+?Pxdi)6(exOF=UJ zpfY$Sc@F$VfJEMS{Us`YX%t&LJI~`8@@e|$j?V!yfjJB9<2{+&* zOgOUiVyR%dQ51$haIB{5NV>#mgocb5WCY)Z-vqVRRgTQ?tE)7GL2(M8GuUb=8m7l0 zXTV1r@cW&Dq43wFw#7GG>4Z&N zB@ESh2(&Y$$G16;`J08{&K#YmT;So0pGeFpCXqD+Ez~=wRgn@qE?pVO8wF>q1b7tS z;&}Ou1{|<7sl>R+B0wzFqgsNA#|$atWIujr?ZCA<<^|CFFwuixR+~9iebcOQARcXm zUo$(V-bq<9YZYXsQ6PAzz%HcegMj6<{eQ#jsEP zhw9Ar{l#lzm0WPo&%>Q9fCQ`YL5XzDDWtSuVk2C0-bS$bA&03PS^F3^YDII>r-^HN zjEl|l&dLuE2R0*0b;83R$WkiGSqgsvatRwTZ<@b@SpX0z{tZGG9qskgf{x-`7Q!ZA z*CH>GpC*=~M6*de3!wMNhzw-@N>nAzRtX#Iy5KR@K0hL+1yI#WLnE9oB3G~y*A5-o zC}J)>^7_&s?Xj#u1uouF0cp9M!Xms{;@O<)GKk7%E|}f$U2S)Xn*e7Xjd1{luvKVs zqr@q4?F(jGEry}4fMi{K)OhEb!yv9m#|GCs(I(iI(>S5q4vF_@vR*AB(kvL~ihKN} zYUfXk37Vagy1zy2d?-Zp+#uR!!8{|7!E>+M-n3Qx!)biea@nnx?h$9AA`hdk`E8+i z{E^o}A6)!#tMR2*RJ`74C7MYFEm8_GlS(wP5+f6h60H`XwGz|C#FNJu1&D+|7zMB^ zsxBj&Q+0i9Q#NyZ;k8s6Ag37H6q*zrS&|MsG&bSP&*neAOJ&QFYamf7aZm+YA{wy@ zicPCa@IhW!L+-NkD8`v_a(?NTe(4u~@fR7EB41tcisIi(*aT>z`lQF$D#~9vogEY0 z#K0#;O?WQShiaU$6?0f$-{$a%l3>mvX?Ei^ZHWqja#I%^zA)ACk9-3Z3_rp=i7=i! zjlx6{;Gg#^pcon%)$v(h0EtAaoNT?I_kW)9&2N6wH)u_H7o@`v2Y)X}x%>iZHUcpz zxb8-e(<(WX-&bGjnrl0Cf=7&-uRXBDrung}E03D=XonK7Q(q|h>)K}F`wkH!*k(Jg z{Q$xs21Lv&OfitFt{lH|acDqIxhz`s*p@72b|`t7E$1UV?+*%#L%`R^rWGb$%gm`AzMW0z=2J7F@crWwev>&RQ@ zc%W2Kw)f2i*Uzmui?1A5MI934iC%z{R{9}P~kBJqi5dKH=Qmx^W*OgY9n+3e8epA6NDjRO6O#kOBlT6L!me>s#NVzwwQ4c$8=(qzDkq5au``j2ou_nyfBl)gyyp+@=fu zI{M9P&Sv0h?hI3|=ZH27Hd;-pVKpfO(z$pI>)h?o-!`O)M|YeV$rbMs1TGS0Xyz3H z{UT~X?qFrGIfdCOJPFK(h(I$1-mIhK@jhI^L}`Gec4!`vPSO}gPl+}@&Q)<)6DNRp z{W>&Y8&`((tJ0BbRZgw=2q-4aUqD0f_#%PmS3pZ}JR)Y-(D1>F9uGc!8;y{b(}Ms2 zAOJ~3K~%FAc>0NNcf|GjK7Z4UKojdVD=U(U>fj>!e2X%S`rgHy3{Z7FXUxU(5Ucom zyoa&ZIKl<h{zlZ}y9IZ}Q+Z0JUfytl=8ZdigGjv^6^pxOKJyEn* zT8#J*=vtG)ndHH|lL@ER;6M;#sb1^_r+9u^JF6v^$mJh+MWYu!EdVB+Se@`x4ix^t zP0vYC-RV6Q9)AmjZArg!Ejdf>IO2Hw?kpaZ7-&ceW8enUw0RJd$j>kzlZ-jckJpNA_jAooW$X+($G6)XmRZRYeS#!_e* zwNuyGG=^OP{B3s!1{zqc*{O5OJ#IR|Wc;I-R)x%l0CSJ{?98-OiH_L@1$ilv7e+ou zwh^+@3b74bx~6OgyIl|f2YU$XMUUlLl?(qqD36?$5`ZXiG7@&uqjJz-5_N68(uAKt zmTpP=I7o4LoD&C|xaQbi0e}S?R1>HvoDIC)qzN1%9uy5fGL|IDA}vL)7-1ikcdj|L z&m10qVC-#I9xbE9#wx?G5|NDbjM4>*tP{Kqj(9W+OM<;-J|7xlbG$B$pa1zYq5$$h z4ZrJVQPgP=AO6{k$1keHM8=X0OJH)UA~6u!paY@VO|Ws(f#3;TdW1`-1#seQcjF*l zjPrp!C;LXeKI z4_ta6(Ey@fQak2R)cR)@!!Xh7S&bnX-w%Xb7C}1%qT8)WS^b%;x z6##_ru+4voTPlD*;YT2ZFD=KZL^H>&!?tS<8XO=5h>F?9j$WNI#8_1bS_j)>umGJI z8^N%u1V1BTOIQ6x_?sIoU@w|S1X^0I>O2t;*_+ZG*8$*x4@ZoSDve18nAWdT|^^%t)(Jyp6tb_#Q;MEb6xJkK5WixUuqgR?LxoUscph z`8#bLLHi_L(VXofttm8AtdLxfau=^wM?_517oar*5lolcNu@c(%Tfr4M@* za3)fCTB=Ghg_WC@0xeiJr^ti);H;=NIjsuQmv}rqvMrfIC2HAfRB@2YW(1fmQNNZV z$*@}Kszb9hsS8VDIHTv0T|6zOM>dI1!PAWRq+_04{N}(=i!jLgDvVx<`hpw*4dyBG zaCz|Ix0;COHB4c)*yhsCCrbEC1a~I+#rPdGqhCxr_CCKI^$r6-0u5VGE*gmd+a`eh z@;Wq3RIe`^QFnA_fFS^gSHP+;bExGrlIsi*F)G606eeD+But4`C5lY6gNYUxG%|fy zVyl*TejcBlq(6M%i7K3=M;cEa9DsX7LvWNpVOU4}R-f4)`{z5?oZ6Z(2v@#l2!2Rl zLyYEgY0&(P=169{lp6%`U(Zgtr_@h?RT$yPC9bk!LzQb)0B z>28-5npy&^N+Aequy+q_eqmT;6ikajPrRl|KfPYL6RWaf%MhjoP$DgPlzR{0Bn_5k zTfGOcPspR_N-JRrV5@=f2#8Gc*A#;${P7p2K^;vnv?)%k_mK7oA13_u5|i{OF?fU} zt>U0xwP-eHWA})RgGze&qlyLtf&hLo^v?WGe)1F7oD+_fVO9;~6ykv=K6jE?F^sk#vibqaa#R#i$z3XTkytA&e{Y6VDc-G^& z9yxex;)4L6Ssi0c{h zrGT_6jg{_4RJ&-1I)ugvyh1gpkZ~lNLgRzBT5K_@8ci(S$@8pGSyD3S>e^OfJ`x3+fN~vXhH^@f zx{!sKNb&XpXJ6$weU+2q@+HoLEI2gr=;Zf94DB}_9bh;J00C9As@IV$=^@|%pY07I z4FMm{#TQv?v`1M5uZ1zMuF^G*0P#oyECon_{LKeX0ZI!X1ze+fUS5^n%sqBgWR+MX z8=3dy{cm&jz}|Gij37dFLhl`BH+@`D)J%KBmZE2V!KCkQrX#>=&6i8-yd}CR6eHa# zsSpDu>FmZNd^W$LEzy&}?MEemfVCP)nq6IyHgA9NMM@w=%2GlhM$(pxQI~im0?0Xj z{|g{`T9zn945-jf#!uba=vDo$m&FMdZ7;v~$~EUB7jvf*?MfgMtFq`u(NRv;87)ntFh;A5`jkvfdHFEJ1gEJn+Ur%8;zjo`%>UiDrboeTrV0NVIG1QVF+W~ zNh%$_B}Nt5N%-P3I14U}wqzhHr?e{kst87=!`3+*et;sk9T4OOE2Se*ZbLTVUa{^t zUjn>thF_teYA}-evNS;;w&Bn^5>rLG_?!@WgrDF8inD&vjycYWQ=|pjBM{P{)-n%z zGz2&`2)xPAJpA!t)P+X~YDwhju^5`?J$dJv!^2KAzP@VdM>BZbr>qUl5Iso2PmD-& z=}{-_THR2D!4XLu8u2xG=6oHmCTodDFenI${4S29Y6PToZdYM8mU29g;lg6!_jPj z^{yPKM!{dMlp4=pBs(X~Cj2#(9~7x*G032#D8G269Z`ZXwzRXVg^s0wp)p7xSOq&) z@u|8PkxCd~Vicw%i(f_H!!H<)RU(V7P)o;s`RxmjbkfwNS7U61Aycnsh4CJvMW&q}H^00lJO;}EmGh(eoofy!v$#&sbAsDKOU*hXJAUmqehebTr1U@b z`O^#AnKK|MCMAoLcoZxWf^vkBu=8){Iz5%MG^rf4@B`<>oQPKiX7TN}FR;!fVc7e# zeb?J%4@$9lC;RbpsN6dsOmhPT_OQObjb>aY;(5hKEIqavoMDc(>UU8+9L^@@IHKAY zy1vtOM@N3Oz)Hc*91@S9Q0?=~cM5(1r67R3EJni5h@LP4q3-CG*7zgm_C=s2{2A)P zsru%_Gusk-GgpXIG@NrnAAdK3?e1_4nzmemK!ti_6A1C=^jJAYWHe}K&9j@%K-7(x zt-qHDry>f-y;Frh0+!g? zZy$Sv2|4iaK}B9&2Zm_5gFypKUvq!{S_A%FAmG+U*M2&Z{DR|2m&iywZeoQM@P>Zp znnTfMYb}Zf zkLj`m2)mBh^Ey)kxQfvZYO5FZ=YK23mFNA*BVgqQ$QglpDS+K$^HFHD#gi%`S?@f> z=ND{Ao8}PtMIPW!;H>5rP9PGic=q%9@!2lag4eGSO{OeiVo33AK_HFsg#!eH`1W$EQ!vB^v`!hz2S84mH7#KaO22ANS)EiH`SDra2)@yMP$A>aS! zo7bFu+BN61Vs8s(xTNnb)xYUnlXzZg8O^SP()flDjz>_9i6-`-ZD0dgxyB&a;Mj&M z%n|Q$p?RzpHZ7fuMyyVqhZ4yNlkUi_k#YqDD}X(;_LU};L%=FKrvePQrH6Lji^qMj zLX{{isDfiF#Q;MKuuhjQtoXI*E$yc3^ZDM_vMOqZM%N@&iCz^sQBt?bwAv8(F=>JT z!>o5s^vL{+%n!C+fDC6&tl+3ZqM@#WVh;(fl|3_ ztEx-sj`KM|TyxGprvNF6mLiykRE`liG%cd(AmB& zr{|BHy=b)GGy2tm^W*Ty74IdYUAQnw2nx07fzVpBIzENfCSBv{VgxYYsFLWBGe0eu zUha%Q_Q<$$o?qFlg6%PIHjl6-K(muPY+32RKdRrk=FqY+2B&RvCw+VGZNbKgd3k5h zZMDdLJ>=J0j!0Let?JCxaXO(@E*UM)G+`u5T8GhRpMpyG|+)0g-7$=3uY{IH@B{hB-r) zRdprG;xCv-tzdbOSH<+i5W$=YSdBD%{w;w5Ziyg#=Y0Qlz7is3;fe4zF<4rFC48O* zuk*@}5~-X*i&w6tHj8~ITuxAFMz%+2;iAs`@( zw!|aM3}3Ff&aeq1Ch`!xROCyC83HG^@QHnah7zf?5(2buX*U#PV<-N4ojZ>1niDC@ zO9W6kh2q?xI&VOv)5?j*znIEN;ju&$&I~byHHwZ?9U&~N76K`FiNk4ix_}bdN>54= ziOJ%7%(H+%KC0im=9-|hVuHjcNgK8iv~ya*HBOQ4h`8qZ%fSBNudn^iP5ZsB%+9V5 z$a~Fzn7c>FV2w#wn?xsK%C#$a3huZtc(x@O)1UxCz#KR~9MuD{lwI{=1dB%VuQ7%3_szVqQJMg+zB?9hNuZn-Y#J_yf z@T+*0e_j@yKZ*5=rz{e4U4Rm!BA#Ayi9lR)G}}_Sh&7YZW>^I);AN?z8rj5zC4wi{ z9M2_AOA!w<(L00AxuwmdPK&9!B?ittN{I#zY^#hsvKTy?(&=tGGwjnEczmRcE&kcE zta_|E98z7S2|p1dedol?9TnOgcmH(cv?;R89|#WE66ql*Dxm!;7y-yiED{01G!Oqp z=u87FgH!zRJ^pPXUFT7Bdo8&1yOuS;Dk{_*EExjM#oS9*3m{?7C^8N04SD~XGsKR# zJ+RFlJ41NmXQozZ{pgDG8vpZ)E5?>OD;<%hR($