From d4abe2578714c713491d2b55a9e6cc9ba7b2d83f Mon Sep 17 00:00:00 2001 From: bushuhui Date: Fri, 7 Jan 2022 15:59:20 +0800 Subject: [PATCH] Fix softmax figure problem --- 5_nn/1-Perceptron.ipynb | 111 ++++++++++++++++++++++++--------------- 5_nn/2-mlp_bp.ipynb | 6 ++- 5_nn/3-softmax_ce.ipynb | 12 ++--- 5_nn/images/figures.pptx | Bin 0 -> 56054 bytes 5_nn/images/softmax_neuron.0.png | Bin 0 -> 24941 bytes 5_nn/images/softmax_neuron.png | Bin 24941 -> 56618 bytes 5_nn/perceptron_sample_data.pdf | Bin 0 -> 7271 bytes 7 files changed, 80 insertions(+), 49 deletions(-) create mode 100644 5_nn/images/figures.pptx create mode 100644 5_nn/images/softmax_neuron.0.png create mode 100644 5_nn/perceptron_sample_data.pdf diff --git a/5_nn/1-Perceptron.ipynb b/5_nn/1-Perceptron.ipynb index c908e87..24e2692 100644 --- a/5_nn/1-Perceptron.ipynb +++ b/5_nn/1-Perceptron.ipynb @@ -197,19 +197,24 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "metadata": {}, "outputs": [ { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2 2 2 2 2 1 1 2 1 1 1 1 2 1 1 1 1 2 2 2]\n" + ] + }, + { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEKCAYAAAACS67iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -238,12 +243,16 @@ "x = x[shuffled_index]\n", "y = y[shuffled_index]\n", "\n", - "\n", "train_data = np.concatenate((x, y[:, np.newaxis]), axis=1)\n", "\n", + "label_y = y.copy()\n", + "label_y[label_y==-1] = 2;\n", + "print(label_y)\n", "# plot data\n", - "plt.scatter(train_data[:,0], train_data[:,1], c=train_data[:,2], marker='.')\n", + "plt.scatter(train_data[:,0], train_data[:,1], marker='.', s = 300,\n", + " c=label_y, cmap=plt.cm.Spectral)\n", "plt.title(\"Data\")\n", + "plt.savefig(\"perceptron_sample_data.pdf\")\n", "plt.show()\n" ] }, @@ -256,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 21, "metadata": { "lines_to_end_of_cell_marker": 2 }, @@ -265,37 +274,47 @@ "name": "stdout", "output_type": "stream", "text": [ - "update weight/bias: 3.662519607024163 3.038628576040485 0.5\n", - "update weight/bias: 3.1283482021588505 1.595298136548129 0.0\n", - "update weight/bias: 1.7022056555578562 0.9488336160189257 -0.5\n", - "update weight/bias: 0.6064534385664728 0.25821553124912766 -1.0\n", - "update weight/bias: -0.0072588404447664345 -1.1732780618880432 -1.5\n", - "update weight/bias: 3.56979581700504 4.157268901515593 -1.0\n", - "update weight/bias: 2.7104258301108155 3.6232316160976543 -1.5\n", - "update weight/bias: 1.6146736131194321 2.9326135313278563 -2.0\n", - "update weight/bias: 1.0805022082541196 1.4892830918355 -2.5\n", - "update weight/bias: -0.3456403383468747 0.8428185713062968 -3.0\n", - "update weight/bias: 3.4230241861565407 3.6955935657768997 -2.5\n", - "update weight/bias: 2.5636541992623156 3.161556280358961 -3.0\n", - "update weight/bias: 1.1375116526613214 2.5150917598297577 -3.5\n", - "update weight/bias: 0.38678027777241897 1.1329290169473543 -4.0\n", - "update weight/bias: -1.446079265832824 -0.7361650837497964 -4.5\n", - "update weight/bias: 1.7930043074867144 5.9278879714909145 -4.0\n", - "update weight/bias: 1.2588329026214018 4.484557531998558 -4.5\n", - "update weight/bias: 0.3697277316535954 3.2936957431536 -5.0\n", - "update weight/bias: -0.519377439314211 2.1028339543086423 -5.5\n", - "update weight/bias: -2.352236982919454 0.23373985361149163 -6.0\n", - "update weight/bias: 1.8159337720901148 4.415105700242464 -5.5\n", - "update weight/bias: 0.7328910527198487 3.024123458986641 -6.0\n", - "update weight/bias: -0.3501516666504174 1.6331412177308182 -6.5\n", - "w = [-0.3501516666504174, 1.6331412177308182]\n", - "b = -6.5\n", + "update weight/bias: 2.9024433699190153 3.129619118339762 0.5\n", + "update weight/bias: 2.013338198951209 1.9387573294948042 0.0\n", + "update weight/bias: 0.4222250668142189 0.37906946899829386 -0.5\n", + "update weight/bias: -0.4668801041535875 -0.8117923198466639 -1.0\n", + "update weight/bias: 1.6670650562137663 2.551793701566567 -0.5\n", + "update weight/bias: 0.8076950693195415 2.0177564161486283 -1.0\n", + "update weight/bias: -0.05167491757468334 1.4837191307306896 -1.5\n", + "update weight/bias: -0.8024062924635857 0.10155638784828613 -2.0\n", + "update weight/bias: 2.4366772808559527 6.765609443088997 -1.5\n", + "update weight/bias: 1.6859459059670503 5.383446700206593 -2.0\n", + "update weight/bias: 0.25980335936605603 4.7369821796773905 -2.5\n", + "update weight/bias: -0.6293018116017504 3.546120390832433 -3.0\n", + "update weight/bias: -1.7123445309720164 2.1551381495766098 -3.5\n", + "update weight/bias: -2.246515935837329 0.7118077100842535 -4.0\n", + "update weight/bias: 0.9925676374822094 7.375860765324964 -3.5\n", + "update weight/bias: 0.1331976505879846 6.841823479907025 -4.0\n", + "update weight/bias: -0.48051462842325465 5.410329886769854 -4.5\n", + "update weight/bias: -1.906657175024249 4.763865366240651 -5.0\n", + "update weight/bias: -2.6573885499131515 3.3817026233582475 -5.5\n", + "update weight/bias: 1.0051310571110115 6.420331199398733 -5.0\n", + "update weight/bias: -0.07791166225925461 5.0293489581429105 -5.5\n", + "update weight/bias: -1.1609543816295207 3.638366716887088 -6.0\n", + "update weight/bias: -1.6951257864948333 2.1950362773947316 -6.5\n", + "update weight/bias: 3.626233232216561 6.632855560776491 -6.0\n", + "update weight/bias: 2.5304810152251775 5.942237476006693 -6.5\n", + "update weight/bias: 1.1043384686241833 5.29577295547749 -7.0\n", + "update weight/bias: -0.7285210749810598 3.4266788547803397 -7.5\n", + "update weight/bias: -1.342233353992299 1.995185261643169 -8.0\n", + "update weight/bias: 1.5602100159267163 5.124804379982931 -7.5\n", + "update weight/bias: 1.0260386110614037 3.6814739404905743 -8.0\n", + "update weight/bias: 0.13693344009359731 2.4906121516456166 -8.5\n", + "w = [0.13693344009359731, 2.4906121516456166]\n", + "b = -8.5\n", + "\n", "\n", "\n", "ground_truth: [-1. -1. -1. -1. -1. 1. 1. -1. 1. 1. 1. 1. -1. 1. 1. 1. 1. -1.\n", " -1. -1.]\n", - "predicted: [-1. -1. -1. -1. -1. -1. 1. -1. 1. 1. 1. 1. -1. 1. 1. 1. 1. -1.\n", - " -1. -1.]\n" + "predicted: [-1. -1. -1. -1. 1. 1. 1. -1. 1. 1. 1. 1. -1. 1. 1. 1. 1. -1.\n", + " -1. -1.]\n", + "accuracy: 0.95\n" ] } ], @@ -303,12 +322,14 @@ "import random\n", "import numpy as np\n", "\n", - "# 符号函数\n", + "\n", "def sign(v):\n", + " \"\"\"符号函数\"\"\"\n", " if v > 0: return 1\n", " else: return -1\n", " \n", "def perceptron_train(train_data, eta=0.5, n_iter=100):\n", + " \"\"\"对感知机模型进行训练\"\"\"\n", " weight = [0, 0] # 权重\n", " bias = 0 # 偏置量\n", " learning_rate = eta # 学习速率\n", @@ -331,6 +352,7 @@ " return weight, bias\n", "\n", "def perceptron_pred(data, w, b):\n", + " \"\"\"输入数据,模型,对数据进行分类\"\"\"\n", " y_pred = []\n", " for d in data:\n", " x1, x2, y = d\n", @@ -340,17 +362,24 @@ " return np.array(y_pred, dtype=float)\n", "\n", "\n", - "# do training\n", + "# 训练感知机\n", "w, b = perceptron_train(train_data)\n", "print(\"w = \", w)\n", "print(\"b = \", b)\n", "\n", - "# predict \n", + "# 预测 \n", "y_pred = perceptron_pred(train_data, w, b)\n", "\n", + "# 计算分类精度\n", + "c = y_pred == y\n", + "cn = np.sum(c == True)\n", + "acc = cn / len(y_pred)\n", + "print()\n", + "\n", "print(\"\\n\")\n", "print(\"ground_truth: \", train_data[:, 2])\n", - "print(\"predicted: \", y_pred)" + "print(\"predicted: \", y_pred)\n", + "print(\"accuracy: \", acc)" ] }, { @@ -380,7 +409,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/5_nn/2-mlp_bp.ipynb b/5_nn/2-mlp_bp.ipynb index b7ef799..7a79ea5 100644 --- a/5_nn/2-mlp_bp.ipynb +++ b/5_nn/2-mlp_bp.ipynb @@ -719,7 +719,9 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "import numpy as np\n", @@ -1024,7 +1026,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/5_nn/3-softmax_ce.ipynb b/5_nn/3-softmax_ce.ipynb index 651302d..f222841 100644 --- a/5_nn/3-softmax_ce.ipynb +++ b/5_nn/3-softmax_ce.ipynb @@ -11,13 +11,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "softmax经常被添加在分类任务的神经网络中的输出层,神经网络的反向传播中关键的步骤就是求导,从这个过程也可以更深刻地理解反向传播的过程,还可以对梯度传播的问题有更多的思考。\n", + "`Softmax`经常被添加在分类任务的神经网络中的输出层,神经网络的反向传播中关键的步骤就是求导,从这个过程也可以更深刻地理解反向传播的过程,还可以对梯度传播的问题有更多的思考。\n", "\n", "## 1. softmax 函数\n", "\n", - "softmax(柔性最大值)函数,一般在神经网络中, softmax可以作为分类任务的输出层。其实可以认为softmax输出的是几个类别选择的概率,比如我有一个分类任务,要分为三个类,softmax函数可以根据它们相对的大小,输出三个类别选取的概率,并且概率和为1。\n", + "`softmax`(柔性最大值)函数,一般在神经网络中, `softmax`可以作为分类任务的输出层。其实可以认为`softmax`输出的是几个类别选择的概率,比如有一个分类任务,要分为三个类,softmax函数可以根据它们相对的大小,输出三个类别选取的概率,并且概率和为1。\n", "\n", - "Softmax从字面上来说,可以分成`soft`和`max`两个部分。`max`故名思议就是最大值的意思。Softmax的核心在于`soft`,而`soft`有软的含义,与之相对的是`hard`硬。很多场景中需要我们找出数组所有元素中值最大的元素,实质上都是求的`hardmax`。下面使用`Numpy`模块实现hardmax。" + "Softmax从字面上来说,可以分成`soft`和`max`两个部分。`max`故名思议就是最大值的意思。Softmax的核心在于`soft`,而`soft`有软的含义,与之相对的是`hard`硬。很多场景中需要找出数组所有元素中值最大的元素,实质上都是求的`hardmax`。下面使用`Numpy`模块实现hardmax。" ] }, { @@ -62,7 +62,7 @@ "\n", "![softmax_demo](images/softmax_demo.png)\n", "\n", - "softmax直白来说就是将原来输出是$[3,1,-3]$通过softmax函数作用,就映射成为(0,1)的值,而这些值的累和为1(满足概率的性质),那么我们就可以将它理解成概率,在最后选取输出结点的时候,我们就可以选取概率最大(也就是值对应最大的)结点,作为我们的预测目标!\n" + "softmax直白来说就是将原来输出是$[3,1,-3]$通过softmax函数作用,就映射成为(0,1)的值,而这些值的累和为1(满足概率的性质),那么我们就可以将它理解成概率,在最后选取输出结点的时候,选取概率最大(也就是值对应最大的)结点,作为预测目标!\n" ] }, { @@ -108,7 +108,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "以一个神经元的二类分类训练为例,进行两次实验(神经网络常用的激活函数为`sigmoid`函数,该实验也采用该函数):输入一个相同的样本数据x=1.0(该样本对应的实际分类y=0);两次实验各自随机初始化参数,从而在各自的第一次前向传播后得到不同的输出值,形成不同的代价(误差):\n", + "以一个神经元的二类分类训练为例,进行两次实验(神经网络常用的激活函数为`sigmoid`函数,该实验也采用该函数):输入一个相同的样本数据$x=1.0$(该样本对应的实际分类$y=0$);两次实验各自随机初始化参数,从而在各自的第一次前向传播后得到不同的输出值,形成不同的代价(误差):\n", "\n", "![cross_entropy_loss_1](images/cross_entropy_loss_1.png)\n", "实验1:第一次输出值为0.82\n", @@ -267,7 +267,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/5_nn/images/figures.pptx b/5_nn/images/figures.pptx new file mode 100644 index 0000000000000000000000000000000000000000..3ef4dded61bf21eaf49afbc884c267b01b9bdbc3 GIT binary patch literal 56054 zcmV+R+6g64O9KQ7000000EbTEKmY&$000000000000aO40B~@0FHlPZ1PTBE0001o zPU1iS00000000000000H0001RaC9$oY-wa=OksI%b#!wtP)h>@6aWAK2mpsp;y|j8 zI809j000vX001EX003}sbT4ykX=G(gVR>(LbaO9rY-wa=OksI%b#yTvXealJI6Od;Y)BQrNDCj;)d8isU#S$q04J!p zmE|~vZ@r8ph{7xBS3-im1neZPn7Zy%5)`FsX-}?WpY?iCfZJIxOmIpC2*EL;;D0fQ z@)A)5r)047CA~2i-VSQk1~J?Bevzlkca$y_|o2 zIX^q)pNssMV9X|_qfbcQ&5sDT>Wq$v5`_$EzSl|T#z%h6zPc*Wdcuy@7mid+CZSS$+Z&P7E349Aq=2r?97 z5tf*X!1f>uJ};CsgFspQBEFzAl4vYwhMx}nf}x7b@rSMOQI^W8_1i@B>CMV!QC} zKx=hWfTaig9jDrzF6_#LwqlH6sWS7lF+G1YJ$*TQ{&f2E{`}Rqum5;ByF8zteIxQR zyLd5u^?-#*`MP`=oQ6k;Am-xRRulAqcfgJ0gww=w_V3E5N@YyXE=zHkj5ydrGWG8y zj$(Ks!~xq0v@Z1|M6{_$s*Y~zRqrh#F&x`=9q##cL;?YV8m>@Ag2(~iu2C97+2N1t zYB?Eppv-cB72z;JmkM17hwIH`dK0LY?LtLWl}(}7G|BL|^P{-BgcciSV`#%$^_t<8 z(AE;#sJaH*ew(_@jf5zH5e8Ud+bh_f=`k0!!)AabwzI@GO^@&9?XVeOiS4dnyH@pG zQn}6v11zz z#~*f%x!11M++BOWsp&P-&@9K=*P6{eL-Q=FrGtvCwrhW-mK{Ar6w@fd`%!;L@ZpfE zOhcRYIVixeJhObit;?1Pdh__#*Y|%|Cdj&p2G)bq0ngAELqsTs7m=j@=wzED>HX5< zNP5J%7fu_~2QQW+**8HFTrfJrny}v#1XV`@a{uvn4iMLeFGlZ&4eGXV)7}<4@bOA!&M9<*5X4sT)sd>Z0d3f z!;qJ`#$QlN0|XQR000O8hfd-^WOXUTeggmiVGIBOApigXaBy@lb8Km3WlUjtZ*_EY zFLP{ZWMxcYd2e-eGA?*+Y{ge!PZL29e>d?vT<-noAFhR7+LF?OFIb3$53t;A>FM4d z_qMgg_+Wxo5*ngWG(sX8)EAT|gChEAxE8*JvwJ-n5hLkAe7WB4&dkpIeseR^>_pQd zQUg=ZbnKj*7>Uagwspra?WLT&Fh8w~%aX^CZ6M;KF$fQQ zgKc9DQFQAcw{Z-R2HrtnVHEHh;QV*AM?*^Id zIm$CMnv?$K<`p}sMtAb);Q7!_4p|k{uqt$4zVB|m8B_&>)DBgQ4FiSV19*HKIw`PmC&2W zoo$FF4ud_USW#@bFv|0i1)>8HZX^6_kpBfxO9KQH000080EbTEK%GEMPn-k*01*)Y z03iSX0B~@0FLP{ZWMxcYd2e-eb1!pjX=G(gVR>(LbTck^ZEVe0U60#D6n#hHKUjWu zV>@>2SesPYWCIUNc17ABFtsNei}45JNl1!#099Iww5oWZAXJG36`qRvg!(|?*N|lU zFSvJXC)s5w>2@3XlKA7!opaAUGd}jt%}KR#$UX zB@-kL2uotxP^UCgZ#Lh3XD9VC7VML0G7<{ph%=8g)S(cmSE*$FkVYiCk)$++dxL~W zM8GLOssx;T0=XkrF?GFGiAWf$#dyBS_+&5$ecDORrbsU^}S6>imV?VJz8(d$mtJ~Pfr&2zsx%^KYccP{$K}Y6riVK8X5iW>D`FO{R# z^kQ0|7rdP%EDX9KWAX&IQrc!*857n}#RT^s=xG>>{E7ouOP$Gm7lUR0*786%^O@w0 zr5vR)O^|MZ)UqAem4W0<;NrB~f{Pe&Ea<&m%!`&iW#8|+!R&b4~W614i z6MALjw&+EW1zvj%uWP!<+GhM>W!u7wAPc;;6<*VH<(~WY;YE-IUS|!jV^ud^Zd=s@ zf-La5E4&DH^Yyk(Js`*eZ+#7K&34|-^@bqxo%o^|K=iQ5EuZqTtZOv~^3nV{=HQ|g zxr$S;mQLZ@pXZN$SUCmxSbkln5D4%~;J}824NAw5KO)gqOX~5UFT0RiKIuUrluQa+iDxFj_%Z!V$Q&!(iqVF-x`*0CHWgS9O7HKe9>V11Ckz$z8B~_5WF)IDUy;1 zOMxuey|}hfCl9b8R~FmlPnRo2O3_1sB(8xPMu8+PngDeIx4pQ{sYvRkeHv3r-lDTh zuGFeFWJ?u#@r6Ij+1Z(IJ`TU-%FTX2lpdyuAB8nlzfn{b9J-O`hr2cP_N{fTqACeP zp@&Em;+i_ZiF&jC{(CF2lMrtM4Wcenz(<%ksHS!pi=9FtaXUCb$&Dz+Av|kGG(Ze) z>2ATJ=q~sUNWmx;?LvV3P|fGl%gm43ZQsSM$n6F=WSJ9+31Sd`((&U&dW$dPEv7gD zH)8fbLt=v%vSoLptves9im;gmDbbno}! z&&TQU{n48zZ~y#y`0`-1|7Diz@aR?g=5PfdV^Fbt860}sh@y{Xti~}w4nzlu$t>V9 z!}(&gOA_sjap}R)*&hd^lOGjhG1!xP@V+3@R)M0xA6cUdu;*}2(Xdjgz#A>Ns81VA!<`gF-bnu`Z{ zcKT@UAm{8n=0%-HU=H6z+0L)n@TWSDpqXg)ycdXzzjys}I*+ZFjqBDk^K*9HdY0QC zuUpU3M2{s~&+wZchR?pAh#t{N=Wjik*7O)izbW}61mMM82wLbwwari|ZP+Ss+5cIq zS}m_y>kX|~HFV9i&2_EOSktwNX*P>y$uL`G>vJ_1z#d|l`2k+{ce@mCb(uPkgoSq= zmKQQ?sjAeL1$y`V*SGh-n-oZhz(otxW;CnNr(HxDhMP>I&Jd|rDbjL9ds)IW`r_qi ze-Abi>EWvhNH*64i-H8Z@y%{1H(saL^iOlHfrnrmfqO>3+gwq{nV6|K=S4Xvmf zO|z*tTE((GCUZi34~G!l|IJ~s$H=zlaLIS^0(e3{MDbQns7Cm20TgSBp&0&D06N@s zV#0mMKOgnK08mQ<1QY-O00;nwPU1jL19(VZ1polf8vpYDotBnN?XzH5187M zCg2fe*bl6#&BxE4V5)DfKJGVrVvrgTp(XPh5D{@B#-@xDED;R)7xx+p&wXBxywl zw_GuvA7q*DH5x6Gta@hKAuf$T0%Btd@`ufqA0}vi7BoK~A;9q2<08>RAGDWh6y>~nB1pbb{9q_@Mo$Wwq zS!{AVNi4=M;$i&Og<)_}oS43!AmK{45je|BxB`|Cx>XSzcF2BV60VRg70l?NnLag} zTQkO*&9xb$i^&2Y!EjOVwI69Tt&W_i(?30W^W(Py8mbkI#V~inGd~Cg*8@eF{*iv> zW+y>oN;7=FDa3YfQJci$qLzHkBo(Qe1O{Wa zK_yvLwGv+>L4rjhXum?cE1q@8Y`O>k+$XqVhjfP?+JxI0EP^W_HvE8RZOk^z{br%Q zDGJ!88~mQQg?l@&fgD=535E?8`-v|1PQLCP{nh{VS?}3{!OO=NufFP^pA3$_h^*K@ zecpTda0#42Ar|6gh-+=*0Ka#|YRtO00@8sti56TjX5q{ISQ`5A@lpTjS?}cZ_1`Ch zv!4Z-nFyjiaaS&fG9!u*{t%mq|8w~jX$C@(*V1SQx9Yl~M}9TrQWCA?o1WrYRUUZUm@ zB?gpJKtLO*P^D>91{I^0Qq(e1xCB{HkuiOgr6j2dG@(R-X5Hty?*iK;KeWblJo4ioD`CW#5INdV3o^e1XDu1GoC?{T0osDqfqB>(Imqm5PtdOz4ldXhYRA;x=DT78+-1YtDr~cFL({rJA6P+@P zLcehQgot?8@NyR7{kf#ocSXap0X=Khh5l%@T-I0A^;$tH%c!7e%6g$zTSEmyQR)&j zI+Rsi{aB3qu@(LbT%${ zZEVF>&2G~`5WXYv4%Xh?#IBPxR+1{s50{cuqIwDG!qYTK`xcDXcEV2)6{O* z4(k-r)@EH@K}sMnvoZA;DWV|>&}!-WwSsR3)LzF!uO}4n!2%N(QCA4xOr-*=OI#c* zc|Kuq*7mrI1#EdIWpjKFe7iKIr_bDwJU8gP2WG8jqfhcaA5Y4#o%D z)05|CU!P76N7LOW5!T86(fDMq0F(*HSbPm(_6Fwo)*o&QIlv}F2fz{(u#9;AJ=@DO zwqLxTynZtt?Vo-bO+S86^hMBa3t-_sbPlF%1jP!Kq)9F$`(cj$DGhCCnXm&MRP*`V zTBcrB(|KJ}jjT~u%jKG;t{6roZ7l0XHJ5pa;##n=Ai{A;-Rbl=Y4!yAn`{EvaD8Zb zwFxqk1f9SAe75~+o}lGLB&aQTl%cyl%msl>l%%Am7SJnKOHU@DXZq-Hy1N5CHQqa# zlVmJ{Bp6JMo_irrvP%|R%$aPaQp*`NwY;WhRU@BYQOi|BSJRqaF)CWQn$Bfs#T-z_ zCJdtc-!&}XnrKqNGMr{|7*T!``^~<5Fkys4iB+V?hoK!m+jEuBNAf42^bJr;0|XQR z000O8hfd-^Td{MUy#fFL)&>9oApigXaBy@lb8Km3WlUjtZ*_EYFLP{ZWMxcYd2e-e zH!gT>Y{gYiZ__Xoza#M-BHy$8S=z4A+Nn!hE~A_1_5r-aX`(rfvE9;c;(&yNI859? zASB=b5)u+8goN0)VJmzKUYuqXFvKK=xFq)Td(ZFp`#sz18`F#$6Cz}qvlenzY-A7? z=26Np5_=5Q-JlFO!tZ zDjUB{HZF*SG&=gnlGKa?+I@=I0W!3kn1I1SZ9pClX=E^*fnomk)BNd)wo1M$2r1Ut zzfg230pTb8~ChSjRk+s*c4;&cN76Pee#TSCG zPo~NUOJlgShROB?zG2e4z}u=efC|nx1(kV;=vO#y1?TL^>$B%CPLE%HIXRxcdt*4~ z_{ty*Nw)IvKpHFu#03#0&~PxR(iZ58jd)^|)JF;$?+`@9G)6!lU~@E9O;F*i2UWZT zwl$4vx|v6_f|7msYa{llR6{kRL{kNTupfhhg(gScX0x$b>vv4M={lxY_xfh1({s!< z&kJmC)%CiK+Feu?g%we0M*8V!EXej)f$-QDpf5BE9GJtz3Jzho6{NDTd!w2)vk53Qjrw^rOPWT6L3RJThjlBLcP9*s%T-^G zRNTaTdjcmN`|z4Tiv`-m;r&?LA4``aNA(`HzXMQ90|XQR000O8hfd-^b8l#9Ed>Ao z%@Y6sApigXaBy@lb8Km3WlUjtZ*_EYFLP{ZWMxcYd2e-eI4*c?Y~5JfZW~1yzDMF6 zR(rqoo_D>9Q#nq;O>iQTKEPym9WU&O-LbKYxIij|NQ4Rr3Zj(=sK8C2SEwZvo+h^2 zx8R?d9iQUXj@{gFWAEXcZ~pWD&#v9>M4{03vph)Rim2R@MZu5V#0%o1ig@Q>Te3wV z$0+ttn8bcX?E1NQd;RUV)>0=Ay&cp|T37&%ICoG*Y+{@`rBd!T{Rri^lGKmkT_edN zgyA+jDtQ_D2)LuLq{^~cick=X#rkZK^+}@?Euli@lFMs}? zzRuHw%=ZZ}ZoiYI`{`arSJm5lnGkq{rC2SNiWdcp-o^lfi_+BcBhG}JP9uxf*N_9o z5IPkReAXquun0MR2MaEH=#HMc&D|MTx4AU~UE&*n1j9|i-6_-PsyZrHhuJ_-hH5b^ zg0(w|`#~TT%R8_M?ftW@yWw}6%tIU{F2X{6SuS-mN2>;+Y6uZp?g7lDahB@BH-4OhY zoUk1#g+QL)cn`q&-HND<*oOevX?!8r6gi+c{J^3Rk*vGhlxlTRKq20t_kJwh*@rBQ za4qx^WND!kUhkcL+dKZd|NGfk5z^fxcqd1Rg{* zkDA4!!BA{XDZ-&_Te@mYhJ&eCD)A8w2i>+blOaHLmSR+87MR=$JRE4Ujk|K_V&u$; z0U9sr)p${D7O${9kZ}N9YBR9);uf+0M?#| zSJetvoJ z<>2DCZ=QRdGXECLN3_{blwO0G%H4Z zfZBZdKEOr;(vP7ZLWgalupz=o1>J#$932rzy`~rYv|Ny`MIP~*K5JG`Wy2~8>S%(R z7#1{JQ4DA$%pgm52O&b)4xQM7*n`QFToTa^TXh((X-^qz9%Mo(c7)o+Ck(hGy`i8g z#vEZGzKNzW)nE#~vZ52zVtf+=&QudB_!P~eYAiwd~ z+V->$lnf*TA9Dw!n9^x_rwD83~W!T z-OV0COzxnUKmGaQ-VY-O(dmCx2Q_fUJoI4;W!Q%sb~u@HI=POMZq__-`emOk2A@6| zoE*csv3LLJ$Vet>II9{7J`L4d(M&td>C@M-(=eC~)2MA(`j%APP)$iMmu;!KsjHH# zs5QN&R5xYI90qe92GDsyx@At?Z!(5ytzln^;F5e(qJ|H%cTu|ArV|T%M1v5k(MKtK zHUsMr=mVF) z_`ycz6;ZH@#_51afRPj)YRP>A-oWyYtyUg+bk)E~q+Asi&f5hAeuq90~OiIy#cmgTqr7&f}TBr?vx+br~t zMzX}r@*zCX@Qk`x@J{&WBQ zyF%U*e%BA&IcC<1bl2O8bHZwOr{u6t2;9T%as?ZdwjdtR57jY3RD)$Px{W zW~-{OSag{qXC4`Crooto^e+5E=1}7IQy}SGju{o?kc=b9GxDNgq=^Luxc3Pd7x!AS zQK8QbV5Y@^5L4uV=o0^JHku#g!RjFB zWgy^^bKw0E*s2?DANucG4VQH?R31&21 z$JDJlGi=S#X}TCQOxH1NZUIr?)yBN%94!MA)-jB{(fDgQvTk{onzthk^*E8WmnsGfnFBQh3yo^8)ZFh`=)|Jk4-u zRV@jqE&@^%0cb4%y1GmKSZ;+iK#C#&?FvxWU0C2sfD}alItze~$?ANC6;c!d=vIIf zZTY0sT&5@ju(<$eTh59}p(soV7TL`->t=PtEOli1_+w=51@s?D3aiC=$(B2m zP=ggDMXO1`^(95CZIEk_6s=YcYmk&W;2I>Q4!8zMsROP-QtE(fkd!*$`z3`c7I1Uk z-!Lg#Yg@#`8aMPG?(FT+{5Tup^pVj`f8sdiekmOu`uN zgvWy%?+=Jf0k4``2sTVlN8aq_W0whf`|}@f9{f-xh_#H@ZDM;Q=NbBJfO3N2hIh1= zw6s@A(#?hkPEY*kJNxoE9DU*3F?sZ&3X;7J7Q?57y+M3ooG#g?uM(#@nJwGuZae0- z(%IB)#cVcRrL$$~imK^dv#WKsRL7o^xrjn&=3#aJH;37Ygnwy(OZrWM9kHVPW0dU= znR>!U7@$~}J<8y-3q*&SRwfjq{EXB72T)4`1QY-O00;nwPU1jgRETPx0{{S+3;+Nk z0001RaC9$oY-wa=OksI%b#!wtb8Km3WlUjtZ*_DrFfMp)Y{gegZ__{!z9aD;ti78& z>ZFa81f@yCrL+|(+!uS(SgaqcHz6tFfK(||A|Mb11V|Lb<3JH71S*AJQ#xXylhy8Bw{*g5Dy;Vkt zFn3z#m{;>wnDkw0tuVzhMXX^Alo);(n#orO%-|t$$bBu2g!Oiv*~L880TZQNKtNqb zT)_$Jq|Fs08Z<_uMq~L1TcfdXgmogG05Uk36j=A7iheIA9hVb9qNEPWifl3XF1p4Q zUvXS0RMa2UXDqeiXrgEl-)krl1Ki@24DF(i5|G&52T&ziygl!l9Z~sZxXVGTQ=iv( zhZ2bhB z#$dPq{oB3pLvOHoE2=fz`V{Qm%>!f{7#mJQ9CHOTeBm#%2@J3f*+F4(74R70{AaXh zVzhtmyP&tV_q8|JexszP0lt6|DK4{MjYNw9LE}PK#mxN+BSK{$3c;7)F0wm{AD~mA zEqVa_^!e&{!)M!*@O8L5BJw1IaEbGm2u;v$gYE6To!f(*x8pU{@sgBHGGUURH%~ap znW$IB?gT(Gc>45&lhh_pa&PCs*h!A5AzG{<;iK2#v*#oAkeI_Z7Yp-P(rt23(skH| zF|EhCA@x)$xX}5Dq`VGWu-HYfS8}=8`AoH>CUfbOs%5pRS}HB1)HzKnC$*WhR+-J* zK*RmS#GG);CRJ;#$;fh(qj7cwSo1Kw@H|95)ROc*W=xP%) zPT(aH_i@zy4|;yG@ML3n1~)$pHoLGd2X{Y>K*~&G4}??hQqw*XCn=v(ZstrjQ(lN|&{As#HnNW)GU#r(LbTKh5cx`OOS50r*Mi9Lh=zkzs zpf^S&MM)H6DUc<*7sobgC-*J6vWW7l%atOf=%Gab#Xy~)MQaCf(7Hw19_k>M775(6 zzs4k!f6>`pQfeF*aij>j@MF0%JM-S#ndQ=zq3=lpOky_-8nSjtl_eb5q2mTS4f)#k zs$$AgOi|z7r_b835QYp53*hlfDFv0xRTf6kf?r$syJ@#2@$EC@#E3 z7x5Mm9D^Hf{c=cj6hXEC4Bd9Ahg*TOJ(MLrpA6uOCN}{Bd&_gA0QoSG{P0zF_(yu@ z+vN5^dNh9V^S#rjcRu_;Q!l6c3y3_c>!RzD&wL_dMYtm#Hw6(E(X6-}?ajFev0P5zzXRWUWq zESr3h!V@eaTt^liE{D#D;rt2Qflj8KhK$j5xC^&lOtAlW-Q{d+Gv z{#DW$0 zhYJqUm_NwVlka8@a>n9h6vZh$_$7Vt&kgS;)R;GAlA0{ z!+(1bFNQ^REjk7aBJ0&2(S;)hI~si6sn=`EmDQG_)^$xWs>Z6)YOQFBX&7zQDCvE8Fm5cJ}wKcC;aKP8CkZC--9ln91C z>mx!jyoj#xnzr#KBrO)6Y5`C7<>PF33=KcI`(z3dKefyY5}fAO`~JB&@$&hW#ayXY z+AB3QuPNy&*#h+92Ur@6aWAK2mpsp;y{2VnL^M9002fa001EX z003}sbT4ykX=G(hVRLk4a&s?pY-wa=O<{9%WpXhtcx`O$TWxO>M-cvAssG`0Un>*e zt6vlcB@UrT0U`oFU~{*QuQ}gc@78HTRjHMbC{hus)Y7UTl_J`HNyVp%iqig=iX`wa zIy1X>K8F|*Ohgh{NcP?C?Atsuv(HS-^x2JGsIBuf3*xAy8)vGz#v?EGgJ`v-U%R?c zsq0!MSmd)Xj(AJojp`d z&z2lywj|{lOhcoGwlo9h^Oi#&zgJe}=M~=30)GRvRIM8N%rtA#Ie9xwwRIM@^p#aZ zpPHGT!XY56o^WuMTunL0r)d3rnk*+vDZY4@)|XP46Q`m-mtNy65(hp2`=1qZNzdspN@X zJ&u_lXXnAqmk)p3zWw0&KeuNCYC}N=|mdzM?`tBkkr}E_712>R@uD7|V4G(;3!|QFRQ*MFCWjVVREOTC~Vu zrXyPd}!$@_XODiTVKos?wd7p5dvTCBx#C`x!B)CELPwfAP0wo@!dGRu500i zC~N5r!?s~{qZ_-=?!Nf<+nvX^cW-?y@!omxWc%42REHp?&@w#omsrZKykRw^M$%udH-J~# z+GvZj3X8jYbLalnz~W5Aa9oQ+9qP*Y$1yykZaVJkEzhPA0`==N+hV$%hZ9RYb&F<6R-_Ao0wn?)4F*o_wts~wf z1=#U6xqa{65pU8)UmS0f&!2wx)|-6GfM^#1@rPe`?*BXph@|sz1EMeBTDT5Z7z;Zp zFp|O1MU2<=A#Y^Yg4@>FLs-n3ZPAsDH}c@lF4)N6wmq&FG8s;O?V=Gu{4+2PvTzly z(@@7YpLg(5M0FZ?Tx`qYFz^?GFr*ix(*v3*HYEELK_n#ctT|N}Ck>_Gq;&I^<^i?I zm8e5)L_RBCfNN2t>x4eB($D7`joO^EFk7iMOrv7E_CjTL_MB0v+jhGO;Mnsu=L=vh zM9X|8xCnZDAz1CF{BmD%qrbz-I90{c3NZ5Vbvr>&>aNpfO){M_Vd4b;sIboZ;rySHuv z%ig~8WMHP0zKm<8kiuW;_x7_?@`A%fbJwW8)>2P>IF||7@w3w+oI9@5K3B8PRc7Z* zw_-OM^~&tLZC0v=*|yup?0mK67U4XD8;D0>9TXB4OGPu5T1F|W#aVS14z8q{3i z9u-hOforj)`)lyDvT9-*6d}Y0Jo#(z#5@lQJs_bT@)qcqErpDgw?IlMyX?FLIF)R1 z@)o#7WQ&`(fZKM%AX)=%gkQSWiNlX&L;i#}HI>g6*=F1q7ksE5>}jFv*EH;!UAJ7j z0kwc8mWk2}zN(;r=jNk_WPw8sWL54vQWkVo%&TbONLkQNA*-&)k+Pt4Gg)C*$LmD5Rw^ovEykTCbhZgf1M7mxx@epu%X{)3P1-#gx zx=e;fK*cS3MZeq27d413SJ}!ka7C&ZA=*L~f;d}@=2EabKo#quk$MG@E>v@%=(^O8 zJSaO!_83OXiHA#MiMQk_BG~{QnG?yfz#LXHhedNS7_NF(`j? zmX{AoZxxj-lVCa$G0hJ1pa}R;?~_U>5G-JdY)=Pgvct>vba)wdjH1HB+J`bOlzm=- zqQ}z3mTsDomIV<6Nl#@O#>F{TEe0@1NBzT z>Kt6>Hhky*z*Cbzc-;lo3qs7upuy|1G~;l7S^?^t{Wi2vb4&m4%ZCz%k~x^fRgc0P zqEY4$RYsUYRC%pAkoTFGtx3q;xxaN1PSp&H!?=>eMJkO&~vgkR#3t za<>GzW7t%ym_UB|AV-`P3vQ12AC-m)*IogT1%MoV< zd7}h*z3xuv+u_sl69GBm48@zFx=hlHMVF^Vl?F-;OVTh@(V_gyrlRztMDpsI%A!8FU{5{T#E54HHC zg#7=%%=`~fO9KQ7000000EbTEKmY&$0000000000015yA0B~@0FLY>SZDlV|O9KQH z000080EbTEK=+J@0+t2<05ci@02BZK0B~@0FLY>SZDlWXXk~3>F)ny*Z0%Xki`zyN zz8CsG2;Ck3l4N^{H`ubBZL^z%*h$H8Y>%z!jxFOcQ;E8p=9@BjlTEhoA;i+HzQrVbSI?N5snkWqNZKGP_iu? zjo6q()24lM&@0q!E8!>_Bg!J&v==zBFYSK#!9}#g0~}%t?4x7{HSK`&*-o*Tj9?fg z7uXC(aBsrm5OKJSr^RuMj=^t8it&%xkp`aS_>Jn2-Sj4y0T8KVn zaSs3jND(KI#TPR?K_e(*A5k)liM3Cr0TCh-n2iSA$TxW zUSB`^>GiWG*6U}FPwqcGx&Q0Qg9j(~e@T65hI=TQs)nzA`0}4`KePUR^4+V4Uz_oX zivRQH&!7MCl^F=n(TdTFZyx{k^zn;FU%dSBp#k2C(NKjCNQe{bDn7Puun^WJ1EVv? z!}!fC1_2_fMJt*nC_-Wuga0lMH1yR4qR4=2V?BbmV$cy2@bdgqjc`AR=bRWkUI{`C zc)%EKv)CAgD`GAs%!7F}HBTPTRoo4Pj!bj=DAMxVozFl(iOHoOV2$Q=iXx7tIKtc# z_t+uEhSl9BM2qVI8O1DN6K>rmRvQsxNCsr6Rny97kA#qyg^3{KTZ_%XEvwC_Y1JKk zq$A;}K-55ffTUSIZrZJw z7$2U!HO1bBTi0oy#bfgB%XA0Lqw5%+jLly4UZvlwwEe$V>21&R+t=om9D`DeU17TQ zmK*VK>ppx!DDCqF#ruieiYL&7#yuDmcJdI4^K;oOfS=+?h6yy>G)B_KiW&ce@Sq={ z8EoUrws0~{GS}0@nz00qk8;@PTj1$DJYeJW_*pKCqh=}|3F52qlADji(SfIEueLf; zrVM&0-IIB)EdKMaQn(M|Yr5ZgEiYyiijavP`Se!T4V7IOfG*Xpz-~TBBzMvs%L7dBD$to z#k3igZD1{y=WFr`t7V9xU8)^EmF{)PZ7j8JZJ&^L2?%%|KSS3&LqkxgttQi`3C5c; zEHpbC)qBTsfu~SAOOsGk-&?v}i(B3!jMKs3xjH}Ctye7!O_uvg8EN?;L;chMUk$Q~ zhhNq_CQbWp$!$4)#q|rNy4x){Ri{*_yRB-W<+{~!*DaSi?aDpq7d!~dZu)Jc2QQQ8 zBKtxj$2Y!`gv@6aWAK2mpsp;y|+dGVbF8008C|000#L003}sbT4ykX=G({FLP{ZWMwff zcx`O$Sle#fI1qhbp#MPVX%~ysvTkvNI7OR9iv`+jkfa|#Q?yN#A_2n4V7B) zX|mxid3EvPw{ufF*$~iHuBOvu>Ak5(BgdA!rS7FRT*2O4+m?FxX&0l$(g#3oJMF}v~LmBJ*JFZ)T3vd#ANf3gr-n-7LUL;T- zT><}qDx}((Ncfk@1hX-j7$0ycxg*6uIm(BW?XuW|L?c@#yLhXrD)KDGn~%rY>FHj) z<08$^CSAN$o)uLP_}OqFAzF&2PiJUGekmSaCP$WwlfP#kdfX_ zNY3|*x$2Ag4twj3UXv1`V76VYuxbfnVN1rlKT_0_v`G7+&Wd7E?iF=josF};iSufb z583~z9^S3ZZBh1A43s}u3WHz4Ln_&!AGvns^}UDk?xsUb(U1wKL|WTD(uqK3a0j0+ ziujG;bIM@Q--#B+!WDlYH@cF~M|Z?Y z93LL#(d2M_cudck`=tga`I9`2w#yDL(dV}NrAqWMX70(fUH;s5NBYm^W6a!>X}j4Y zY`Z`9V*18$!EwB~Zk-P=tzSLe2!|Z;{1uk{kt~z;12zAw!h0^9G<$C0Gzo4QI9tXe z8W7!zAO;-eeg;rW0|XQR000O8hfd-^4=t~*O921?ivj=u5dZ)HaBy@laB^jHP;zf@ zb1ryoY^{*ZYQr!PgztsEgV9})EIW2=Vh1~Rq0mDP?E?r~P6XBulJZkZ-@U?dOG7U? z^tQ_~v){~ma}i^3V#abM3lJ_a2$<|t&*i=VZ?8{q1p@1+?CGc^E5JLmU{gLmtaYvp zvrIbbymV&*ZzOF_3vh5w=Lp&Ezy!4mrJ3}%K^Z}vU(Fu%hMxTcF(QI-f&}Ff%zAT= zUJV29Sfje5@Bmj6!^Vlk9=NvOZu%a#-#KoON*|J4+>3Sd6dVmNz(<=V+ct|UnBZs& z<1i+$&e|F#O&FyZhqxl?C-9mu&U@6aWAK2mpsp;y{sx4!EBI002n?000pH z003}sbT4*kWp_|=Z*X%icx`NrlTAus{A^AM4$aEE6w|ve(#SH+`N{>=Doci%-rV5qF3m2I7i{7uxVA^u zXNXhbh?@I88L=)(XylM@KY2STeI_1x)5at1DfKleK5pbZob^bVPyFBN7O%MWjN^kP z9Btm=o5eo^M}_g{XlXlshksB@0|XQR000O8hfd-^*!_)@3IG5A004(h;y?fZ0000000000000R9 z003lfV^DH$aC0wEO9KQH000080EbTEKqxKPxrzb+0Okb%01yBG0Az1tP;zf@b1z|V za4vXlY^_w!Pt-sZzMJ?zOnQgzB0)oDhu{*zfrW+^I1laH-HGi?GczpW%|t_t2V*2^ z^kR$$E<*I;4@CbNmX-g)*OvVSjS0q{-h1EIuQT84dvxx85|a*SBb2N;)yaxOK!z$3 zvQ=}|gT;wE4l$O?h{sAo&DjOx%(0s{sHas5+6piPC8Vi2ZEMq6*EL}q5^g3DmWVW! zPPoNXw_Me1iVzl5xSfEs?o_2Rv|tV-RBh^{D$1w3jI&?ON?ATLlXkL9${sK+AB`Tdak zA&;Ss9U!9)3pf0isBo9Yl7>&g=tKuz?jL~12h1luWTNDt5cN4%foxH26lj;%qQROG9B$+YI8P#BYW?}NbI^U>n6R8;J?5h%jefVYASTx6$3&vmF=P;sKte!~KENmnV~{RgKp_!L48? z3TZlYlE*=Kl#qP!eZTd!d)Hm}yYF51{_~z^?LVG%&fe?%_St8*BYr1lLw312xjI3l zq@*Abk`E$&4>|Mw?;jf9h5SPTzB7xvAWAzR>ryYJrF0=%l%%AUq{O`t7z84<_3yGF z|2m|$NXu;9wta`JoV;WKc^71hl(h5~8R@NCWn?6)6D0Ex8Kteeb&j6ertEcjyKbb) zvD^2`cIcgc-mU6AEYLsx)6F}wa%$>(G&Bz!G%!4L*v#C*(&~iunX`^g&MvNQKE8hb z0T%<|SFT>W9ugWB9u*yPD;66UpL{nZH7z|O^M2lghxrA+JtCG@JgKazuBokSZXuCh zw7zU>@1gfH`ucx=^?GD|4n6o z2liiZDM@f`k&%&>+5R1u)RtHYNh`^0)j7It_bIRKmm`&RkKNv(a{6A`^KMza4glYw{SDdw9fj%> z0V8{s|H#UU_Q<67=t@MzhRc2C%x5O*u7yuS0~>qg-VseyE&t`U<;c(OwNmOd;>(-)6~B)xv_e3DmP~-4i%P0o~fltrG;f zDX{9Zs}K8lFxX_M84sMBLNz9i^*lk#*-NSp4SMDFX))4%InZza0COHQ>i zC%e@6K31tPmwkOWa^kpGo|{+vMzh=Et4BTOf4=+p(!L4}D|c>In59Ns-x?uwqCE4k zoSb2K(*F|z6k^%1J1bwZ#1K{RFdqq?;$?et_%WX9_#>2Nfw29{1_yZoD7nigEh9Os zUgI;bSg384JpOiUq4y~I(}U3U_8Wh+G_?+&gxTe);G;m?XYBiKCZ-Rjz<7gw!_k+f zi_BV*`DX3>9tY(`%Uj>FsU_&Wu5opsGIv`?(_(A$j%d%6TXNoVt4L|Qw_tnkgE94P z>cQr5a|MmEtX_Mqw#@ajKyFGzgfvMl_y@uHPIMKvqx;)0zh~>mV=`7f4sLRL>m#mQ zyTY2Bg)UD5dEH3aFA4|w3^8Qe5$b-|GNICDsr~UVk?{y6q((xB; zl+A(qTdo!(Xd}`?a+nc`oaY69aeutNwLBo=l?BbYrs-|2B0hMt952mF*xRihpOD4~ zf=c$IjE@wocX?s6dach|k4>8>VX|NeNG}Jhn;Qs}0r?6!a_EMUskQEg=O3i9KB4Q1jq7+Oh+9+H{Tg zR`lw|SBUgXP1BB1`(q2%2U{w!NS?!;5)R>c6OuV^uLT(AP>PR%9^8a*(bY81A+ubV z7;+Uvd5z%D#F%`o+ZAjKzUPFBtcBrV z3s(%ufyvuKId3-Y*LyTQ`w|>_;?vSdi7CYDI}RZ*&^0C@icU~XhIfupkA=f_9U<5a zvh56diuKwBxyem2g&xwug6Y|`5JAqv!|jxI!&7fP<{F~!drY|@sJ>s@eC}suqHXXF zGX;kc9qVC1m30B(lg;gDgKve7ScfGsgvZ*4cLuk!n_yt3scg8t6#z|((Q*y%;tYWNXRU^gJh6c~YQhQkGbKM6<7;<`f1U zck{*Y>5zMcjevS8#fH17CWg=nM~2LhD%e=RyNCrMG@aC;g>o7zRlJ{$S?zR_FEo02 z_ui8`HtG7OboFkx`Q|4w3?XJ*u<4~BrKK1#Ctt)#_8Qx#d42ufWB3v55}p!6<}Ox<PH>xK2pjBz-Xb5m|IyDh zMS`wL1z^dkFm+0Ew$5+5Cb@chf6S3r(Cw#dpUCYB)_UQT&*Joz>4dVnNKg%7z~&SC zgWxRNlz~aPDYOC;1fp3tz%(~v=}Sc&7{!C$jS0OzL@{D}=<~@hcw2M$g3uUG2i=;&wKYkQ# zpAUB3&_uyhZC$tbqZ4_#snMpgLZ3n|EzN8i=`s|98@N6JgT51P1I^<&8ASA%(}LxR zqR2W%-Ga8xINoOS@tQ~j&~9xCwfL4(XSOyLangP$$BL6 zWO-6edg)=^q`Fc`QQ|Y#^oQr&lD+t!OJ4B%Jmsd}FNpL7xs0YP>Hz^PIXc7Eor|D> z{xdr^iS}FYW^F)jZ-L-N<$?Y*p=BwyfESYU1qKPS$lg{M#YHX0b`d``Pj}x~wj$?c zj@L!iO@^M1<{XMY8EDMS4!AJ+1(SN^j7UtZHDx+WGPq8?+Pp`xC*CZi8$8oIqT|F z{AIR6xM*#G9{@mwI{Cp?6Z$!S^=+Fm#Wp<<9Sjzp9HE85Qg;iF3Hp=q9(Ca?Y0>fO zOtkG~UIV7fUzdIcnC+?(ko(tiQUrXi9plS%Wq-P@pK8j(w*}Ya&eVjDG6;=Ln4hJ- zTvKJ!1osG|tW{^xcguDDyXEr5kVOXUe=@NwhAa#~aO3~VCWicHzQ%}IMhW>Q{uFq* z+EtLp+1h%CjE)L;0p`}su{0=`x$Z^sJ^?{IVJdR`MHiEEuIAI$Jr3cyggYJMkhb&}5 zlT6Gyk6)UMac8B^x-|nc_e`F1n|3hg3Ht@MYVd=Vs={@DOLYq?YLfJPrqL`Y^Z{se zDg+SGcv{4U^Yw{%DL+vecA3i9JEs0t&@2LB+^>mRcFi4-HsB?mh81^O;mAMxnn;zw~ zqxhp6mk1NF#BnaRV9k4Sm8Ce-UE{&Y>gJec+zRMX@Iin|7>C~od7;Zhv=}lq%5|J+Co0yL z3hjpXgGgYv7~;_hDCTmI*$%rX4&06bgHyu>fZZ<+%9P{PLPfzwSb(<49n(~THBgd4 zQRdooOM-7&fd#=FvguY%v$8z|WUc)w(0;`3a3yGAX*{P#I4)}s-gwO1x0zPhtG#cC zATJtrkQYO)zq8*D-WM?)o}mc)!CFocf@|8pu^7i0o|zc+5Dnyiu{Grc;d&?RhogY^ zT!q0L(LT_IE>db8CvDKuElU(dMj*>gK+DEEvj=xxnj>tr|6xMt`UFfn=boTF>Ex+~ z4e3jiiD;mlsX?%?$bQY-H1Z}crs^^NDEAq(VXjGTjDq70stXMTuwH1gXx}gyLDT#o zv;bt(;F2)-Y2->)SMk9~iUY0&d0;v%g%Ysu^8iQweOA_kjRPI?YonKf-d`F>xU!Yp zZw};fSqy$Ev!8B=KPrfj+$4)fTpTV2m=)@lyti(_9-PCwfyX(^-U}@6v~x)d`4$8j zAg!0BH1FRs=dYR5S%)=pOTD;ir#aiJS(PfaI<5*7*Kastmu-F6xpJY!dxpPQ854A- zKzUwb?rM=~Z?KWX^RL)=rovl)p#(HtLctY&ClBch*0Wa;rm6A8DO?>wudE$WpSKSNJg8Uy}|l|CnZ^T&XF_~%-Jr^AmjM~sT{l*1R5b-1~7xvvr&jz=X>_I5@P)tzp`#yUmL0TV1X`fp6Gv z8+eJyRE<%-(BmdP3=UeN?wx?vzw6JSzq198a99)7sL;IklLL(&@-!Qj%hmPp7|E-*A<3LhRC-e7$ z0i2wS(jYOUhdv@Q!JVwc`LU@G-Rraji+D1a#&|}qF@bBOoAbS1S2#qG3yZ471nih}!fJ|tI< znWu40m9dx}O~>_g+d!@swC9`RBg}z6D;vNp|7XKy+4dv4S;pgQm9>`;fpA3Mh*Ps? zq*8w z#8rHnlDHJDK!PRS5KO+zBja6b3?b0EtN zd{jDrJp53V&>hg~%*m+38&0eiSwNM*q4{}q&0_qvYBsB>ezp=ET^^@^a36}<8*(VN8tmY1tE~wYLlp2@b??|7Q5;E1 zNbP5|F#ilPptnCQ)JZI&Y9WPq@ES1MC$iiuHKstH;LX8T4cGwAYzm^MwE*6Nb?9vm z>R1TgN(D+XnQ!RU*U9R+rnaaCybfuyQebeKZ?=iyNDO&!yC*CgL-7gY8T+gZ7`Tj( zw2t*V4v_{N9EV9A7jHxl7`QgS7$pr@zn+%4wRX!wE%FR13?=iUzQr2gtm3kz{BY7? zE!?SLTc7gq8BM?>uNpO@JxN;po_?9*tjrZm{YLm~9BSI(!t-`l^vbeH!^is?Y@%h3 z%k;ws$tN|(^H8O8x2&sb8!yf=J&MVV#>7Q9qp>IiQy0Ei-Gg3I_Z`zoG5NCfdD3q; z7#~LELtS%rrMpe0!m$`$NY5uVZP~HtreBI>l4Yy0QC#N?vWGMmlX^t&yDWZ|=CwciK9KHQ)u71w*e$AFwde6?DJsCJX zmG0+vA@EVUoRof&(QH%lXi0jp3DDmk?JtJhy~402+-7^;U12{Mr|!erFCxaOz}w-C z&^$Dt$0*jHFj);-zMB807Y4Pp6!3bVH@nukqS308^u%i}92LuUw*y zkb_WkqT=(qP!GL1Vt#GK{I?WQ&R>@TgZ}vD_i36ksflxsshXcWX8z>Yf|sL9RX<%N z->#VXd*4qlb5E)FuZ(?$BOb@~U7pwGa|2$!d{773nKyVO@7%|T{6KBzBP)Mg{g00U zU0U00MD`@FlYiTpRMK{c)R5G>?_EUQT_+FX?(ICy;kg7yYRVQHPR&>qU$7*Fj@am` z9e%pvyQTM0=zpW(cv!x^9%m$p9PH_g)+hhh+xN7KiO{DNEH4J8hLBdz+$D8*W{J^?nC$JJ57Q%Qf+q z?E6PwTsxJ?O_kkqdwU?9wY>Xl^oN5aAuAz?HoH@l=R`$*x*=DJJNJVbM#GuDB zof**2N)A>9GpYj@sM@0h9q>9L@5lB!dgI*9OM4rRUuY4HjD+Oy-6o>nyo~tq>aStJ zxw%!^V7cWlqBJK%hEzG-#yhGI6rkK{hDhDosT+;UG9a zjo}f>o?u((#mCb6U`k5_MbQvaA+Ntglj2@qgrZA&_jHbjUU%?bN$Gd{DgFQlk-HUp z7_$u<~ESke`Bi^qHgMjWJrd?)bR&&A{?J*Lw4qy08Ue7^A8<+v)`o zS2Z*mR#oU>HtJDtMK?qNkF9oOxxc??kXu`xbb=)dy3_5q z3f2lap4&s?F=@6Zp6Jh4&ujWM!>8UC*4Og+A@7o-C*xDgVq$6*0$NC|#GH!Q*czl~ zWL%W(=V)KAlUr5(N&nQr|34dmiKqSrP)h>@6aWAK2mpsp;y}j=jVS*B004ji000vJ z003lfV^DH$aC0wXb#ruYZ7z6iY@LwHZi6rsME8~Y50>}F4@46X5EV!^U9?iu?2$1E z5`M@ww5aO8*C=he@A7J{j?PTJ`;a4;g>{2g1*8#yKq#)eL7fZuc08ah1kSgrYe%g_ z0T!J{=ko4Nh)`!!cvF`hUi$?QF3gs~) z@3IG5A004(h;y?fZ0000000000000UA003}sbT4gX zWNBe9P)h>@6aWAK2mpsp;z03E*}E)H002`}000yK003}sbT4gXWNBe9X>DO=Wic*r zZfEVhbySu8*FJdcKtMo1P{M;qgVK${Q9xR{rMtVa;Ly_D-4fEF(jcIuG}7Ijv+?`> zX5M#Z&8+!*)||DT=P2IX@%iky_TJZZ`$$U)W8NmdjX)qUMMY3=5Qr;&2*f3ko0s7y z_8})X;Omy9h_Vd=ad-LRzf00#3$6$RIYJcmLe4R6Wz0bB-aPTO4e#-EYI*6K=xg*h zm84gieUW>NzSM698gX^dl*T{V4Anj(_cUHS$8ixtU8Prg{!%85j=q*&b?t_~%t||R zwdEPv+Pc2I!yNsOl_7_@_+Z@IpRU5S5#;P?(O4IMKx|;K%3XZlWirgV_$Jr*C4C9L zpVuTMU)-&y;|rl{7yq#N-s|Fd5L4GM@h`p`F^Fj|zR`sL{|WwItpRe%CL}N~hAS;L zJvv%%Fu7!q#6#{0ITC5U*A!q*;i3}rb*;~2r~93vwc{NsSaZ);2+Xg)@$ONY+b;b% z-dAPFI9s2L4t-Hl+I`NP()&$78$)cpSlBkfTF_=^NobyeBLIgqVQ{4Dv`_3(uMg~E z(z{UDad890b*n^kvffk0GheYs=4SXN1hd`&%tZJKTOXz^|MnMOQ%oIIrIUM-zi6}? z-%8OFWjQzW?%mQ)uj_CZUJ?@gcNV{Xe5Kx8hGVzf13RZ!b_;&wfm>YR5xXX45$40o4hF_*d0)t^v3<>3LngkW zK5~F(LN-U^aatG-&R1gnLMGV~aRrNSAtYBK`ZV5ohJLYF-aL+0mNM7ie{foX77>d5 zPMCfob)W5c*#(tpiHcl-=A?&3saE)`HU*b@J*pEI0{MonY; zpi8UvvfXfvMW+TZaTe8{Xv6M3pMLK(9CfSR=1pRaYpyN9laCWPcY|$XFMX91#Mk|F zUS&Hm?R$iI6HXO?OKhAfzx(uC@+WsX7Lwi}LO){yt0}COFg%<^JJbG|c+G(JYSn?v zog=-FA#bLCt}N~SG_t;kwwmb6o-RL*%v$g0>r2^UHnRKqJl`K7k@#k8mFEexlWKbj z#A&C;Y*cP>F&7aa#rs)b^Xpd{$_eP!w;M}#4YuirOicL+WjSxn8^32)p@M=w@#Wb=FGSKHe+_B-$hRR5fvitC(Y8{D{&?Z?gvX90^M zG#R}Y>tGc%JX_nuOq_o#X*jlTGO%;xhgG)$M|^W=aLU>kb4;(4T5F`5#go|#J!lNe zLl$^0io-vXf42-HtGhy_Ew}vpFO!oXl7>iGnTTd;JLgak8DieUGTD{R)f{z#4aaI? z{;zl$xOD~o{yzfhlnD7ZH9GiVGX^GpBUVsL$(Ju18yk*03pl;X7YAQ5%p$kfsCDj7 zd5PiSan5cwe20X4XJ@fDsvDBXudKI>0_g0S8C^}yiLq*j$jHcYvyp+`UYp@kBU)No z@%f8I3lBMHa8(0g1$;jD-xnwZeBFB^5F)yg1o%4vT~79-YvW*)YR1f zIn5F-9FtH}QpaGA)S)g9stY0D|B;>@avA;H^Oh2&jJ5^6lFS_d@Ax*#? z6Qlk8@4&K5PENjme_2SV!D)N0vZ@MJDQr;jSw4=jz0Mp2mHh?kR+1%>uz z+VBJf>PdL)?-3Hl#>6-~I{u8~DiIBR@^6_vrCtbq@+wSA(`^YPad&sm&dxSAHfGWP zxv{my%)+AcZw+1V6VtL1Tz)q>(-vyVemq)f^XAPPA#W_bBBd)guyp?&)92-NJD}_I zc;C&6xI=wF4Env$iDJk{!^%D{jy1Kexz6R8Rgg0<@WGV`{QB!XJpOYGEgZvbv%jVe zj_P*2CodNcP76oi{3eq95D8`myAv$L~{i;I<&m7VcCio(L)|2YO6Ea^;6 zUY>;4@pGsCM3tS`ix*lyKHj1y=xA^E{m(G~20bq+7N}{J4E_E4*Oh-_d_18^n~R&f zy|wjUNO(>Uw()fCaC<%$+_KE$^P;q*7b+w-zUm6ercc)Yg?o@!)d zw6wIuV$ij-v%~uAnbw6DK6iUAbnUJtcy&a2$+YvT3fmc~ZCU{XTAn-Z4SWrcqqb92U^mg7HS_wey|cXu)GTzr21{F#@ZZ)RquT52ehSabw96 zW}0w({CqxVQr1C}=H!=6yG8EUs-2#RK<3ua(5cL|h*V*R-%i{2_nlg&7R3bpTnf0V zoR+Y+&Kbeov2NWOs<6^gQ;W;XTZww610kf`d~9iXl~q@basT9Sn~+fr9TZgWw5=~H zdJ9KXRFutR;O8U*JmT%!x8ZRinedXrGYb91w^v#VFx60sUe z4;Fx@T}OB_z4N+F{^n#fEAhHGzsc9pmRtj)U#+)Bm>Fs<8Vicu49wjZ<)y@qCAvi| z_GVkY*J=oak@2@TKFj-vj*;Lww^bDQI-DEm=eNDP%V#|!VrOR;$*8VGKk%nWXLe?0 zY1WO6`sK@)5L>jgv@#{*bBxj%RLe?>ii*B|{R;mtD;xOr>tNVU-@u@yrG@J80oz<#TML);Y5n%?ZGVoulamwDMF`XP zIXR@YhwP?G68Va6-dI~&{wXt4wYRsAw^;t2D$LK%zqhvs#)wMG$Y9rL_W$_tBlpBz z#PbGEST^qTLBgm959{Uv$6g(J2z;cU;f)S41&z78VyUT-+?QnyAecMZodIg1q z!29{n+t(uiY(Oac+u+^N+Im+8b`O%Ys=T~BcIJtEZN z2jkEp?e@K)OXZ0XUo(Rq;snp7sp#YiY8j2bk3ey=FcEmXJ=Mz=Cfqd{TOF+EDJRgV zvNh_U?)l z6Wr$&s;a6Ac8!sN;q;^f_UXoj7tmDBXzQQW-zXGr@nx!9z`<$TyXn6FnUBi2<~mNW zTD=?Bx?S6kEGuH`v9h%DvUKDXSFgNWLA|CuCJ?maC}ThO--*>@e4jUAj*B?=mbe$6 zC`pEzlj}t&T14yHc%H-c*STZ`>(5cBW94`SV>{0S8ffMNC0)c0<8Oc4_G3O7qn zJh^)_B_-uLHYq*iR!T}X$BoIXENZL!{CQ-6_Y4OMNN|*ulpYGW$1QRuzEM{vxqCM$ zH&+ZLaCR{5N5~WPzCR#~4<~f0lGbRE%88XrRTk&{w=^i@M4ljfN*@>&s2%Io zS=)#Z{9d#y}w2>jp%xxOS z@d8yL)xqVtJ|YFZzxLMEH^TO(cHR+2;8ht7NccjQgFP^Soj5pv4tT>Ig*0o#nyxwXtdluxvK-O^G=pBv3;W*>4h?Ov zrABxjL3$*&4)4}BC&0z|N;Ez@_Fg5NH1yjeB=du}>GH>g!I7kubotXe(_^ehxy%(SgENOppXkUvk#SjB z87zw0m$xr;b<@(*XFp*OUTlGM;RT#1Sn6lN!U@h%eh}}l?w}GK9Vd)RGd0d;(p;9G zbtp4`y}ro*=lMO4bO`mSuL7!U7klzm%QGZm?ZL|6QnpKdMv!g6Igo$e^8MX(+=j%) zVW9!QD>Niz?q_s^ZHh%^R@TDwv<)OoFvu4lt{)yBv&7#-B%J|-K*#0zM&RNE7e_2r zUkj(j*m~`Q4vQUd|CorkJ7}IwgK^A(Z&ntga0Hn;CRV01hAsD{AHn$e_|VW$%Gj5i z_wL<0IhYQ5_wF4Ym85@QAp1q4mmyhzU2%1-f&23I_KuBx5Y(c>jq_jGpDUfr+5XL= zl#?*3hi9rCxo`F?eE;I$SdnJp*PY%JSl?Oqn?5Q~)y;jwbPK{bm{y{IN1eq4KOSBv zY;URQkTsx1D=Vwr;#2O8jlT_y>Q!nG(BR&V_tzEW%b^zm5R8rfXf|cqvzz{rmXmwDB;g?q;PJx;AsHDNo!m^+%+eC^-MgPZ ze}1ahe$Ss7@%+QbXL1OiA3pc{oox@q50wv{A!{DHx zZZM0%Jmm&k0)!_w#2&JFJHp?0ZIm}jY-NI)ueq2{siS~%J|OvYZ!3%ldG$> z#{IN17GkEiu3o-z!#k8pYHgz4W2(_dyyX%iOAI3EMr}xFC=|91>*MMg8sh+Lq@=o` zDUqFpUQ#LGaagmpwd>^Vt>462I(MU z8iDA;{26xHvnn||yVCG?N~TmIWWPSh?Ew1v`fR~>psvZzmAHBJJrRrkhGPwsPrX^jTehv^)B@UK`sb@@WqQ45VE+q zprYconfqyFW79i0c-|-m2?Agk78$>qi4(XxTnND1eLOr03R$v9`p@L>t56NYQv(>U z5Tr%0BJM*QAE)Q{Z{;%6A+TWREcB+l^aJ$t72*`s&zqZ@iH@QGtd2WiDIs5fH5p{= z>)l^mSh#xqdPaIWgL+liB0VfWxCsIUrDR=3cynW;KQY_VuVf*>@I@shJhlsWgIaQT zXP|d8UgK0Uutgyp*x1~Bwl`t{`&iI28KV0$>KVl=|C_gOzm|~Dxir z9>z`hU|}&rH;I)sj>94$H`k;$L&Ai#v$KmF#$b>`@Q`F zk0>ddVBa9ao!UG`ARc2hOJ7Q=BO)ToSFdKLprGL7R8m)WTkJ`POjlyiUFWb)inF-1 z6bSp>;Du?CK=$xqTue-r_3Z1uUMaX@XP$CN;6pC!>1ND}{dFY-5Q1pvN)+hUFM-ot zyZoZw{ZxrQqM*PW;;Q*X-B^)MOGpSV3rh)@<9MwLp+SWLGhtw8j9TBkr7o{Sr!@^pG8C54-J1=0or`? zyaX5e_j|7{e$PrqNy%}hH5kk`Gcyy4FGEAa(JDJS3W|n?h7XH|At+f{8^~5r6oFO# z=l8%}zwz=X!b1lH1Q60Iz17u)G@gBO;)>;M18#(g89*bO@svdRhohq-c!{ScBI5%r z7sbQb8wf9a0)jorDNwO=L^AE~?8r$=XDPcwi2yb7$xg47Mfb8dldgru`Q-Nx(8U9T z`?uC?|JM5Ql`CRmVzO`E5HPA8WF+AJ2DeI2Pahi_Bl`KIl9!hksuW8tImBn_i-+@) zS5$;_%4*azv-(Le8DP(bH<>#+Fi@X13N>wA2?=+(HxqkK?2_l>9~b)|E-6`{z(<+# zfWsV+U%*4IkYEu^&zhPOxR-8dfoN!S*%EjbDu&zd%qL4;3aXf>O}X(vnCk>L;cSfV zz4Jv(oTBFCjYC6!Ga3u|9lq!wtt9ey+TQgnq@b4AdNATP9L>I_BQaa=pm#f;>L)WV z`*-uL2whj@P-@P0Y-m8JSKGsGLgF>xMqh|KfM)<#j_$g=(NxjBC%MMVx7Tty zXdh_tNR=u#&$-H^c2T%7-^ye&MRD#5#NL98mg8-~8;9#zLMLls^t+hSHBtDs1C4F?*;h@uPJg(PM* zyxaTY@%ZOQLR;J0&+cJ{q&z*^Z!=lHe_pDiClye|K)u8lVUbu!w%u`meIbQg{Tcc; z3Yiq;s5{Reld$ul`jT z|6@M!)a>4fgk5=fLEzbTqT`)ZUp`hjawI?1Vrx#cP?d5_w6Z-3x69b3u-;`Pa!Oxw zbb-A%GhKOEvi8;aLq|&Q7Rxt=SD^rGn6-wwD++6izp1R`BrvY#zKgy@=i!ZN!Hgj=K+KG+)`q2D8~)uQNzR-?&m}jVi~_!ZXYY zNJyf#N|kLHub(h}w(D`DJMKoMQIdBsM*(K}h|oV+GD#0g=|!W{MtGF6SxDwC?x8|$4Z8bLSeG}f-p9$tBK<^@ zTXy(UxPF{75!H_C@Z6pCHsg-;lVaKQ@)~ZnN?eQMwq;l!G$|KS6kjqs{NN-ti22}Q zKdrW+q*Vf^HQV5^;7nrgQ4|45O#P(N6Pe+^>g8flU2qdnpe-hm*3%KUrpo?lK}@SPDl!APM#+4%hn4Ts&bU$$!!*qB-2r!9 zHtTt#JR zar1I=jA1LG-w@>G^=hmjy1UXr+vQh5Yem@nCu^?(iqXhZ=8X6p*7`WvM}^t6K8e3- z-p`o)<_MMTExw)0&-sdmp-{_IK+8ID&SHW-hx+W-*W1Wx_c7c04GE0f7ON_|!j^sO zk^ZYNWBSJhIPKAofA!_;$ZZGPg1_lt=&wdsu+ZLB%)vA15&5TUW3rK?b5CCJQIm|R zu1NJ7{rvdL(W;A!!-AiIHu1cx=RF#SjU_9egKxH8n|~-a9UC z6cAMeqdK?kf;7~C+)5Mz`#V!F8aPJ(M*rlshW09jG7{NKc^q)HcGXLgw(viOO(h+Uo-p&AVos;V=cDbYQOz+~kZ>DY4_~oU5{a8SRvQUUvnb z!bWH|Mu@VTOXpm(HhdsF)8G5-hjojmcnncFs_eGIZxM-$U+#$~J=3WZ%xTb$Jk zJ?n1Ae5%!s=%drs4vsWQ|37?c`>6(#t%lL%{V9#_OQVF-`(9iQ{J^RruBiL=ZeiY+ z(y9Sw_vSs)9u$hZgc09kt3SML*=1oQ--pTF;AYv%xHAtI61n~9S)x0i=NI_sbwt3Z z2)e?ZKlD3e0JSnlErqs2M+gr`CboZ{Qvak0nw<;3lEpJWoBkUYj037~`0Kjge!K8= zK*kF_Q+4WgJ~j>gUy25k*D+gPekp1ewNLr6EHBjD-=44-8_1g=q;UX^R0x56QO8nEyzMiH}H2RWRQ&iB&0Md zH8!G?gy&1>li*>*-f4HuyPU9d<-0gvmF=Xo&(IGj{FB-BncJ7v-82~_eXE$rk(A4i zR{QujVmN5YR`!D0@)bDkb;{&DRyi~k!WrgFH?~&G&JI(*2}m*d-lrH=jwb)x*WV9= zw;PzmtlEv}&!6u?&4Fz1?j9T%(B~c&-Y8D#=A}R~FO0OHkI7vrTue|a4T@U~-1bCI z?S8x7z$@alOiE4NUh1dIkQHG!GFpW3;LiF)y<(vT6eg!7E+_fr5-zso^1KwW-IFXW1v zY+qjAd_&y9j6@=1JxirLA{qRNGhd+6_}Oy?(3j^Mso9Xo>6e>&NdMcIudJ<$gM(!N zCSu&aos*mE(>gX5zbH-C+&w<17>E{0KaXM4Q8g-0{9?Rbsfr!ib&We#ELf0gp8^6! z*TJQWGNiazoBO5E#@4LZg9i`54_kuBJf>;eaU){zaDrVYNEX*u^>Rt`%!DC^(5=7z zv7upil<-#qjb?pC(t7aApgEV~3WT}gLJzfL^q9w%kb4*v650WuCZbZA?FLby`g{?> zgE5MmIM=iq!k{I(@yv%avZe^2Wlcb=`{qv!B(mhi*e?I6xcb~nq zFXZDw5@7t~aqNwUUA~K@?H=u=>?B>zQ5_!E47-vF3S|`)P>w$%Nqh9AsEEsI3I*K+ z_v6*_{#-?m+1zVfR0>CYNaUM^RqiyW)!MvCJ+&DjB=WTG)SvRLX(8*{dODS_&&N(>LjNP=JWIM>wbN5t;mZUF)Q#%@d!XrlK` zW&V+hcia)(+S1;;g}vJZBSW=@?En2UT)NTU_g?gRp=5l)L#0lb?2i^P zm>W39%(p9YSGKEtfVL#>WqDZ-1Tff%Pg_#Qw&{!D412G{u7o z&luI?EIG^OG?Q0b6V|2JnOrQFUctmo`Ofm=ON74E{$nnc{^*#U*x_x8!67Dzx|5G+ zk?(0Az6(oXg-0kVggu(trmfIqOQWH#Touqe@Kt0HVq{uRJ!RwQzN?_9fES$Nb^G<_ z`waq;|L8>7-p6gO%(j)57Gj!q$f-t>KpHA!&+?y~HlFI({~{FGMGj>;v|N_lX>X$o z$r3G;Z*diNZ>bG`<~8gHMF=5bWP>+0_*&mj4yu%x5}BreB=WzFSCGhA#s;3cL9!e! zqE9H)&X$ZhrH{H0RP~C|cXOq27Ypmpj#kSjV1&Q0xOj-kG_OA)LGuKOtX)%&tuK$v zb++FWe1apB`$Ap7JwGi7M-G2(j=-vZJ-4_TFn3%bYJeFV;Ce{~JLdj~g8F zggA#2RzpYLp5^Uon=3M9G_x}N@|(!Hj5Sq<_d+NX?Xa=+IiLKu$`w8~k>h<6$;6eo z_aPtag)x=)8{4N1(cOl4t^_{_p>>0SjV<7^mlq#Taxo)?Mr?Q(db-n2Z0*(f6fTZ3 z*80gfy~zus;jz(}^A^JDYPZOUh^58FXYqnl(0YT^x(Yod=%!7SUDq&r!G(h(8oSG^ zSa3=$uzu7AD?DuPX1teF^E31;c$h`av|nK4+iRxkvZWG+`4Q{d)ZOBdaz*=-_lqa; zY%Ck1g*v%GGjx@eRJ?v@x$9MD2ieh>zSqr4eSC8@=EAl_mociin3fN^h164A%mOxv zjO20`71K$T2#r=2ht#K21z63s^piiMOI6szkN?ky-Rbw{&>sC+wO zVyA4v)s~Dn8d{z(zKMsPdPc&)ufajWj*bpRem)O|M08gFB=%1VdJo%YmHLzA(b;7c zZUP-Yf0kZ^{!hBq(CdYsEwmZyD-&>o^I{YvnEH>tKcB5VlZ(2W@R%I=DewbB9~$kr zm`pdQeqfffOqi!q85+6%YTD&+!sROsCEtiue%*?(Z1HP}dw_WDVq7;G-bLEKZCW!$ z8rM7Khknm=&aBZe;iGXz&hUCDOEB;cO4G^i|0F%x?xoQpjM)8^cPcwGAEz|cltHqV z7(>w7>7w!+<(m+>c?eSN0?78r|0U8w-_D$+&pF2*{LcLOjNve*i_CT z#U4qC-|@FMt_AZ8b071AvzE%0Ak8Nz>U#=&*mfm`JwMvk_5apWb!=}JUbEm1KWvL+ zbLH*IAM=ZIF0<%w*8kkmOvgobWF?mtKSW^plyQHxB`1MIZhf|{}s{ra= zLn9*w<>IsfYiMKxgnx>=DC^k$-qZ&zGIIFixR)!3^kk?^KXKT$-KFk>{t-%!a4h(UjY>JD$Hnne#12g2a-<^h`(OC^%ea6Ys)H8e&J+jsNd)OL{ zq7OGp_IE?6QszjXkwrah?YI>?>W`i=RTw{5Imz_>s40#Xv9fHPUwiYd11nK4Z`gTY z+$C<`A*-gQBlkF`qx5XInaY4}tHgd-6dYgAp>A#bs&xG?=?CS${uSu4*eebX{oGrf zOqg1y)6_Wc*3eiQETqr8?_MG42q_OdPIj8WC!B~LQghYvG74f?)U?&By6zik)6@H= zq_Z!8Y6=gl%UBW>G0tJ^K^=~ADSeFWiFG@y_tyBtRhN)Cu<{_I>~$c7WN6k95Dcu@ zKsU{zC+!wRFn{_?54}1P`H2jBwr>CJF5W~8QAZm8QAL!*4@ptcM@TX$c6~AT>3MaxQamE3Il<2z>~vmM1yZCscoaqad1={eUZ3 zhYg)I7PG%rsNn44rm2TK`hF;K6zMN#nbK_XE7RZv17`ioAyO8U$T#eU;~&%d{JD3C z*p?&D&3NqpwpV_BzD_e1gDd0bM97tRwm?(MUC0ILnVUjG^GPxRtK0#WtK{hU^#wMv z9pT2^ST@|LLSao#d@IW_kyC4Wow zqvYR*&+{KVzNcYra(Hy#dzWzRs$m6y*`wj3a$R2DJ>^EDj1!$OSV2i z9UMvUr*`g_ZpY!XsXY^qzdx=ahwD8Az^YV%9ul9IxwL410~5)tdGEAJcyp`pIDo}s z++jA`lF$wL=44a4K)SVq?^*Ak#@&-4bh|gZQ-(O>s+MUPtR9- zI}g*P3LlOyk=ahRv)rmOVJ&1`KI@-$VZUL{bJvQJ>sh-gqfRt> z#(6MiOPXNcrgJfagoD@Jqcxe_G%Dk;N3}55KyT}a^vK?1%5P%GCUQ*Gf=U>rTlX|W zt24_OhBfDBr_qu!4-#$KI{ZbF=O;wjQdLhvjz_4^Wa-X%GV_zORdbs=nzj^DRs1bGD7XKZ@#x>or{%}pr-XOf{)dM;x zLHJyxx62E+TRJM7*SK(kH-q>v$E#!B&Tb#b>BaItVIy45b^S6T@MOQ~P={k{qK+o1 zxG4@(gTZG(W->8z8?~cxUrR?PG%Bjq)^|9K&AE`r#xh}c^`(0LQGiVX_h?3XQ{MJb z*Mrp1?!1MuossqACxXDl{q*S*&>O^WTsoj{!qQld-_2nxP$Hv?QMJFRk)Y8~Cq+&!Q` z0*e$Uy9d@+ZC>2*S#`%xdPH4Qw66UO;B2&R;c3_Y_y0yoG5)IA>|%BF4MVKkJf`qm z^?w$j1`3gp3OG14Myy$U=D^zWq2}fu{`u2?k$yc`!N`cixN2-Zks1rAy0i=o0baLp z1z!z*-`{xOcqV3Gda^miw7P6vu5ho!+N(QsuU<`UNT?P|5hDe9=ZN3gt^_tEpV3*J z8;t7&eK|W(SAjG#grLhG_VB9NX;n8O$=n|}+`nXG_n>f9CRmlvWGq4Tv%~H;Oh%lq z_eTpU*~o!!{zhIN6B`?*BD#3DKfxGltjeypr$?I`<6C6#z)I~Cq~+xF1eIf=M;mlv z>+dkJ=$k4R}TpzvEm7g7Hyp8@9D&O&~javkg&o_F@R9Y zVqXVtv4vlAN(UOAgo(h9Zl5EQ^1iT7r?KwNWB;>gTJoD^jbHz}u%IL(V+9<~3&8N@ z%Tpu}uze`VVEty<@QS}{_+L*w?OiSxenr+V#EF| z#P8q%lBrd_7mY#6WxUMuyEO8nd9CTPXAv4z(*|NRQ!Phk)yi8(oCF;I2S;Tu+qvDt z$>=c1En?Px#EEXW@KIkcJgG!1d%p@$(tksT3y_sfe4)nr&W*1Tv1XS`!cbpL|@8g z#pt)yTIVI6l(VJn@zLya%ibWTJ(9|i$--qT)y#7FM@ZazjpmyI@$wey*UZ3YI#;ui{7!a_^wPZREKOC7q;q|_3-$IaW~uXI3j85-$P6Lq=bc4 z_kH&G&^^Gx9j(PjCA{Gbqt8h0e@hLyW)ufpTnDy}4dX&`C_7c^L$;*d> z4gy$VK*NAx{Zr6g*w}1GMcrqQb%SyDDE?yZ)vH%4s;kL(?CQ9r&83fm$pHZpDk{T3OJQYW6F3KLOi|z6W_5T-V69#Z z(%ai}U{DA*02Gc&U?zprDZ)rTEIb@o!mm*mG-c3p0Eq*}wozSlmw-`a2|PAUk5l~J zdx*!xKs)ff1bj1KYyh{dtD~bAi03vou{;h1fq_^!n~uD)vc1tP28^0@HFIsi$${`Y z28MN^hcGm@0(v6wv^wXv$@rYpva(ujA0j+0sE!XafnpMWaNr1Abg=Ok+CvW>!~!Wd z=pUc|Y?Uf4Gqbv?s!q8lN1hI>*3;87Dk=)N4Nrqrm|-({UG_|YACi@cAYXh6gX`UQ zEz_Sqe*7}D^5>5dNO)jTL8oD0uz$vKv1ar0`yfs!C!Cv|jgE-{&Ct=&?s9SQf$`}j zprHV%1oA(y9zr6TiPR9}LthB5Abvw*TeI3e-^Zuz<1IY6a;a`xNNH&)NJ`wk!0;ZX zjrnzeja`h&dp&)9Xv#td1`-g4LDFTQSVNM_Vrgn>0_FfK2L~CKwXUGxWxpopodp>b zsxfj<7Wqa_?&K{WB@!CXcFO}}l{N-VzW8>bN?W%+{ZKB^hwk9Y@K+457veiWb$CwV zcydsbm^cAbf3erEVaCME#}^+T-{04_#@Nff>SWf=~v~T&!h)EWhYJdN5W5{$5 zSf`+N0dn@r?CgKUNh)97Uh-~$tqBMXm7S)^wpdy`J3W?>x|EcB5oBED%+1Z;zI_Yo zr+?a~g4oy*pyYt4Ai8TeFs5xKK=<+Psx!C!iqggN|6@bAKG)Vp#&+@p8!EEnYgw6o zkrE^{!jZH6j5JbySMa*%Mb4Cv;NWMLlh6BP5r%glhEEE(@(ZxChIQ(oO-Oo?=p`EX)to+H_8+_v#N#+{x;R1=-E<|7xb#509Gzqa9fg|(c#dlCo zot&O();I#WjSKwW!D0WO)Nh&26l@v5KG-!71^9dGpl$(I1LFYF74XU=;<@DogTjS{L1n{NRZ($4<%QU6z%5B~_vY35lP$lX zASvMbQXr9F8qpUNVlsFbq1&qcL~W%who!bD!b zj$t>80j*wD6?d;s-Ppy6e@5YukgP5&R2X!VLZHsTyM*Y&8>Pff`VB2qkOHxBZ~z|@ zEN6Rb3mow`*f#NVVE4cx06&eBhX*3cNKeleP@RG2Ody#2l$<>2Lhfc|1vDxHLqqB% z8U!mXFo_INpzxZSpDzc7)zp+WKzGo285qoaIXC5ZHlvh|h;ShDV1p-on7Bwp%8^F)}d$#OKjFNtw2d!T3#Of9SZ_1pr_lf5D!m%>mQ>Y|7It`)H1 zZuJ}pgy;v5Du@Dvg$Fx5Jq1F10ccL9rl!``#*6jDGHlqW)fhRzZ$ZWcdF|1ozYuF( z`OjCWsNsjy)U7ZjYi-?d1i6?ZJe{oZgu5gJDv+}QdCC+-Z2&zc3;8h+(%u)(Bn0DP zz_Sp)U^XyPX0|*#+qA;F)0_&LGYX37&PhX9)c+gx-Szb!yLbph9T73;3Zc-1%fVK_ zI-*#0TknEc6k;>nQ${L?MK7YdXB5=Kkk2zATc-*K0n-~I)8EBKBXjevf2!pRo%LNF zpihFP5V8;xEiJ(I&7GY%E}M*taCV_|T)HJ0digE|FvWFChF~yFc=IX@D?t7W4jQF( z1(f`lfFh$5!T&)>0ErJIqae;|3#D>#a{3ovE_BU5L7e#Z4fIK$KYwm%xdDb81C$?& zabECQ@Q!B}I%`i+U>Sb%Umh&97_E5r`0>YEiU_OO7$$J7S%UTlmMgl2=Jt*HQ%bfI zGDm|7AX_9|x*+iePtCtNWqrG)oIA@e%TOG_SvgK0OgROn+a1l)0xaHd-#pQ;3!PPl zEu1BtOPB<(*3wnB+fO!Ro&;)9qWVmS4>PNevY#DZy!T-V4~yn9`tEwu_evJ2sKVhV z@f9svn{~8|IGbTr^c5~nUkg&E>bq&H$#Bo&&{rhPmB*oq}L}Qh?AZedD9xU&v#i*Sg@TfBW_v=0U*5^p;{F z%Y68CK<*Ke)_;UFLI`Eer*{28om*?&$?u`%Pv;ivT@5+3gZzOLrk{tNb0tM>AVc0y z-4mI*nh`ZA9UK!QL^{h^l4BG9n(l%4_OBWJVpe*FBKja-yezIyM3R)WoNtjS)V`kR zOKY`G=U*f}AF{mJe}8&U%>xuOvwD8lhs3%Fb-Y{1=94`T&xM`~UONi`>|asANk*0k z{9s6oKwSofwJESZfqtP+V2@Q+|El8$->qdvKeW7bqYkzLW>(c`U%mkf#e1}GYSj@6 zMbe($(9w5NPah^RKvD-STJ&HphMumAhu=`{{ zwka+y4iOq$$lJTcWxbX|>&I1L;g;b*hCg2&b&}D4_=$fPD)&!(^6EGqH1I{UE|T^% zm(4vLJ6wNLa8$eXrJ?YApyH1EenU0}%VYs?RmGQSGT*W^y853mzQ(es82UKO zmDj+4k+9U2k;l2rld2keZvM<+DYy&s2ZEV2knS`JBw7h!^VD{=^oDJ(qOt#XTk&ZF0b@V zp3a-rhZCKgRdn9|bCHNG=_SLZU6tWw zDXHV`HXAA_4Qj&W0;VTaoo;ztiY$nvc6LM@FYW=sgRm0 zvdBPv)WqVBVeQ)Dp_o9-K!30|8LSoJ7Jk+z$;{)U<-)HjW-2N%pFTB#Kmz~eg$`@1 zOMiN(q(uE^WzTz^%-g#!_RiydnFJ#4SF2JX-#BjB25Y!`6lU`a%zh>8J)%di8!H~u zunk~I4j{W23lh}dAKTsUXFSPm{r0nF{muNf@t&^RAXjU^But6{o;^V8K>$x6nT3u8 zs9ivWum^}~>7mq1R4@Hbf9oFdXskqY!t#ZOjZV`cX34Ai-00m!j5__43A|9tFEfMX zg7PzFZYB$jwNi||ShjVcbbU3-e^%y)eHVJ?r2_ccb50>bb>|fq_xxc)?>UNfHUL7;H$b`T`&O}~|_U&~l5*9~q-th+YuC=k63Fno}+*B{lL@{TR zp1w*NC-d4LLc_!Nbk`2g-tX^J1R3xt*tp4^hS!P-oFH>&pXvz~>i6&A7r2a?iM+{1 zpQpr?-sEt1x{O%jz@-(B|Na(Ah92Xu(4qWg$a?Wwl6&bO(b}I0lAp<3A3f|{Ji!gH zIiCDAt`XqT5poogxNkn<#sX!{AsMWcboJ~R4g*^ zQ3LltaYId!!Q^zpyK<7eBC9X>I4s>sYv%pyD+HOD53}#$EGJp<8M_sOw$%C4$J?^D zz~}&InJyNo0X-CGf^` ztoynO9Xx|FV?$@ihN@1s`;hBeB@;o;kA8k|cnxn0xD3lG2!unR_5!v9xgJ0-KwwaF zE>2JDtW+&!t*l_vjCizjhpHyo>=+K#rD`VCM^fM+5uVpSeDuA(1~n1rqHo>01+@Sa z{!qdta$0Evv_5kLbM_Y$OVv*uTi+(pBtG%EycU}v69Oz2ErN1zVz>3 zVUdxAN<~O+?jtByfY?F&O#5RBH9+lW_UZ`4q-3!4Z_An4Sq4znP6r8e0j`0jVHk}p zyxnDG>c>(Nlm{%21b);kdhWqzXl3ofI7Sh;y|pz+t)c8s_fq>FQGRCZ^;0LD@-LWlu7U=i=t)d zBRW8U-2E9$Aq>F%|2t&g3LD?pVRxw?m}4NDO5nCzdUu2LKIokMiC9$1&COP-;N?WM zf`Xr%AsU0m*<)|W0HiYjaiKE_$GJjS`*+(FwT%s6|Gd0BctZvr5z!F5Yeq-$D*P)QE^VJ7+zLq0z$n@5q2T&< zQzQ%Ef;3@3(Zx%H5IK)7-Vyg)T_o!+j+@repv@WSaOYr0$A0h^be0{}YfNAr2A8{i z4{LEba{jtHdYny2uvV4CVx11>y82mKA|d(U+xrd47lo$_{BskU=Hmyyug+U&68CV; zb<#l!o%^W{l8o?|QqEnQ_T;gXq4Eg>C{|cB}AXU1!T2r@}*Y&Qx`XZhF zdt}S8v9||!hnCvd;O$;_a>N-<4VE&D%<|iN=J$47c0DB6{GZ2FU-!$)! zMUO3)CLagS@p^83?2algK2B_e+1ZmfTiY?abrxjNe+FKoJgoMYu5jbvY_kWQBnJF$ zhsDcy_tCiB*S_xA_S*?5{^dF8uOq3v>q>QK^nnEFtQjSAA}2$)Cx(v4BXZ-ZUP_qj zDDU3$S{~vN2s$^M?V2VOYd617PonC)e>0JFdWb*Ybdeki4Lc#Rhg;kXY zxz{)-c{GWuCqKtWYEJOibtw?z1mp`tIZc3B92v*dj1?rHVYP0215R}RR)1LZ2=|}< zmF8;JS0Oz04Y;WAb)FXEF{}WDmt`06nyF=(u$is;2*$JMEk;tOF!GB0jGjE@tegQt@ zu1kz-jHgZ1VETEN9i)B)GnS^q&7omYtN(1b^d|h5a;eAaqYr4qn&W;$LAE$e9-D!! z(E2|67!#vH?49*r&Hdxq)2#=x*!59yMMnDj8LnT!14wWv#1#%V55BJzU^`Wo2L91- zwUN~tZXX+biHdP>UU+A$8BpBdHz6=^oGzmgQJx^OQr#skJ`~~nbb4}tY5Y#@$(rW? ziE!fz-P9_$Sd#gI5Sx7Zjp>OYC32+o=DeTYb*o=;x(q=on$$?7eOJJPQ}?W7%lTX# zerxyDW6Qx|s_eScE(hT+X-XS^jqQq>tm zr2ZmYaiu$1{DZ;&{ar$Ub+0|C*@^85^nS|d1$NrP{`N*BZjL%Ql=IS7bVbsyx}JW1h1!KYyKpjxDCLdBIUl zTYXz$*W#J2*e9i{R0$*eJ+tnvSn#H)&%eBlhx5qp+~<8V8PPcxXm;#xI5KZf!N!hN zhSZ)T>Kn^Hs*-D3q!Fe?HF6uOVP{q=(?jmU`S~ryoPIRX*-iVw;G`AKclpRYj(cl? zzG`t)Q}_2?jEXo!pddPUkd~Ze@r)e?Se#93iUkfI?qY3h+S-JiP^dzw%FKWLRQD;%R*})$l|J(U+2_0>QWM|2I%e0|XQR000O8 zhfd-^i&NhZE&>1mcnkml6aWAKaBy@laB^jHWo~p~bZKvHE_iKh?Uvnc+AtKy?MdPk!=|8^gA|Y@t7+00dg1TeEn;xhRqj~>>Y?qJK-;#J4QO1-T~JB*jp-X6MB{N1G*Aob;^jx;+wHb4*|)YlG+6$c zL^5vsQ2V-5w`|=mTC%x8Z&K7gX@!e`A-P6yNBpl5CU-qM?AGRCcg&%p?p-%&HSx{^Q_ztzh zDZw-w__e+i^jZ;z(%iZ*Scp@4=X2o+?gI6$cfD2*q>8Et=DhKd7}^?(c=ygLj(u_HHB z9H5y8D4C|iA#D|8sMve&|5r@B4Eq=D#UD^h0|W{H00000hfd-^000000000000000 z1^@s6Uvgz^b1zU!0|XQR000O8hfd-^zur9p7XbhObprqZ3jhEBUvgz^b1yD(Wo&b; zlgm!SFc3xeNc@B4edDw|giw=i5K?ytl@A!~$pd10WKU50_ZSc@k_ew?GpoN%uLYFF)4;DB*L#+t(JJhHad48+HUkzCfG{xE!GOW#9ip`Fa^Z(ku zs#=W?UiTIqk65T-M^c7RBNvj06$OlG?0cy!QA;%rbbUI|@nw}o1_KO=o8G=UXuAWA z@%kxviicYEMpz#Mx;ihA_5o*<{4sEw(%v6wkM-3tb)m)SK*K=BBEv1CGiauffM|;7 z=A1;jkL>L<&ri=Uk{W!L@)J-?0|W{H00000hfd-^0000000000000003IG5AaBy@l zUvgz^b1zU!0|XQR000O8hfd-^Ez~d|3;_TD&;tMf9{>OVaBy@lUvgz^b1!gmWpib2 zbYXO9Z*DGlZEP-bWo&b;lg&!RFcgLNg6|OS-liRO5Ser~BFsV%tq%~}+cuacAvccp z?F}8Nonfe(ZW7K3IrqEy*=)Z%&GzU?StB4zQebFGTPf2Bcq<;S?toE{rjptk6wo8V zHov^syr7mLZlYE>Vll;#fHnko&pDMXc9Ih7(8QJ6`c8%@eZ!qBKV*Y^m8NU%rx}nR zWwKo*!0)Oxu%dUd^8eYku2qQ-w*2hSgfk_0knb8_L$6~OtdPFJAYfu9krw!QklQ6e z_6onAy>%0e(VBy}SrWo|q!WnInuEAr5`wg<@b5APNqm^HIf&Jg5Fx(T3B(}zFwQb$ zOEL^CKS>JcPmbeY{vOIfj9C2WALc($O9KQ7000000EbTEKmY&$000000000002crN z0B~@0FLP{ZWMxcYd2e-eb1z?VWo&aVP)h>@6aWAK2mpsp;y~5WlJU3z001`u001li z003}sbT4ykX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eF)ny*Y%X$TY;%Q=!3x4K z5Jc~S{}A?W(s~e)rd~ww;6?NUmSo!o+azS8=--=T1;OL&FmHC6{c9S6ZLHtK6``vFi(0|XQR000O8hfd-^)zOmixBvhEHvs?uEdT%j zaBy@lb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa=OksI%b#yT>E_iKhE^=jTbA^w=3c@fD zMDK$C5cY1;dJvJOUPSQVMf3xfWZMSYBxIxL-OZ+4pfYZ}Fq61(6v)UpCW z-URD>ui30a0nzBpY- z6XqgQuOgZ|_N3NTwNYu#fcA?iPF6!Y*&4+49ZU0ncIY~1=n%|fBA zu$X$v8l;@xc`j;M-Urn->T7QM0Z>Z=1QY-O00;nwPU1k-(US4F0000t0RR9k0001R zaC9$oY-wa=OksI%b#!wtUvgz^b1!pjX=G(gVR>(LbTKh5cx`Mha%F6Dg^$4s!Y~j- z?}Gmj_HNR85Rs-{MDXB6^aGY;+XmYtWTWWcn_~sRSn*8s5aPZ@6aWAK2mpsp;y~5WlJU3z001`u001li003}s zbT4ykX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eGA?*+Y%X$TY;%Q=!3x4K5Jc~S z{}A?W(s~e)rd~ww;6?NUmSo!o+azS8=--=T1;OL&FmHC6{c9S6ZLHtK6``vFi(0|XQR000O8hfd-^)zOmixBvhEHvs?uEC2uiaBy@l zb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa=OksI%b#yZ>cx`Mha%F6Dg^$4s!Y~j-?}Gmj z_HNR85Rs-{MDXB6^aGY;+XmYtWTWWcn_~sRSn*8s5aPZ@6aWAK2mpsp;y~5WlJU3z001`u001li003}sbT4yk zX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eG%k2;Y%X$TY;%Q=!3x4K5Jc~S{}A?W z(s~e)rd~ww;6?NUmSo!o+azS8=--=T1;OL&FmHC6{c9S6ZLHtK6``vFi(0|XQR000O8hfd-^)zOmixBvhEHvs?uEC2uiaBy@lb8Km3 zWlUjtZ*_EYFJE$HY;!MjY-wa=OksI%b#yf@cx`Mha%F6Dg^$4s!Y~j-?}Gmj_HNR8 z5Rs-{MDXB6^aGY;+XmYtWTWWcn_~sRSn*8s5aPZ@6aWAK2mpsp;y~5WlJU3z001`u001li003}sbT4ykX=G(g zVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eHZFK=Y%X$TY;%Q=!3x4K5Jc~S{}A?W(s~e) zrd~ww;6?NUmSo!o+azS8=--=T1;OL&FmHC6{c9S6ZLHtK6``vFi(0|XQR000O8hfd-^)zOmixBvhEHvs?uEC2uiaBy@lb8Km3WlUjt zZ*_EYFJE$HY;!MjY-wa=OksI%b#yl_cx`Mha%F6Dg^$4s!Y~j-?}Gmj_HNR85Rs-{ zMDXB6^aGY;+XmYtWTWWcn_~sRSn*8s5aPZ@6aWAK2mpsp;y~5WlJU3z001`u001li003}sbT4ykX=G(gVR>(L zbaO9Xa%F6DFLP{ZWMxcYd2e-eI4*c?Y%X$TY;%Q=!3x4K5Jc~S{}A?W(s~e)rd~ww z;6?NUmSo!o+azS8=--=T1;OL&FmHC6{c9S6ZL zHtK6``vFi(0|XQR000O8hfd-^)zOmixBvhEHvs?uEC2uiaBy@lb8Km3WlUjtZ*_EY zFJE$HY;!MjY-wa=OksI%b#yr{cx`Mha%F6Dg^$4s!Y~j-?}Gmj_HNR85Rs-{MDXB6 z^aGY;+XmYtWTWWcn_~sRSn* z8s5aPZ@3IG5A004(h;y?fZ0000000000000*N003}sbT4ykX=G(hVRLk4a&s?V za%F6DFHlPZ1QY-O00;nwPU1iVgR6ZN0RRBU2LJ#p0001RaC9$oY-wa=O<{9%WpZ;b zUvgz^b1!pjX=G(hVRLk4axpG=ZEP-bWo&cB)!k~tAQT7i`$6A9&V6G{+w_B)-i$$E zSEG9XNlrdkqCxFg-hPL|SPI4647?Fk{QL7<9FM23p=Y0HU1ziek)*&-m!|4;BjNq> zvfKf4Ug=8pMx%rY9h{2A)A0>^<>`=XyU{U9(N03^{dnNql`Rg+C1ylTJGHTc@-(## zA65CG8su4;=G@LRpt#Fq=SqS-S9@TWX{4L~&Ng-3mH2GR>wwxnxPrUBtMFA#=ISX{ z*#^CYB$=O-QzmDO-nRtC+G?NS4Kv zWg(gPSDL3ri}cptR(4zAw^0NgB4&w1*harlyw)nxVBMn9eq{Xa`z^i!P)h>@3IG5A z004(h;y?fZ0000000000000pH003}sbT4ykX=G({FJE$HY;!MAO9KQH000080EbTE zKua{2ebN8`0KNeL03ZMW0B~@0FLP{ZWMy+NUvgz^b1!pjX=G(FE_iKhE^=jTbFGle zYQr!PMfZjNgP46KJBw0E9E%>^B)UDrLUvSz@rVTz;GP>yy7;=JV6{5Ly|qc`-H%r#J~ zcPbRm-qHz|bgd1G#ZlED<$BKR(95O|>b_b3pJqO^uWXzGS&!;>-pd@_kA~WOefS1Y zO9KQH000080EbTEKsrrnlhOeI04NOr022TJ09!+EZggdCbYE0?aAk8{E_iKh&6nFw z<1iFO-;wx-$giWug&A(6raa6|LIYF+KEUIgrUu_+pLXcqkDWACsRE@yHGYZY*k|wM zZ7X&L=Z{KeGjLuQU66ykPcqQlltNbpxx4+@J0+P%rb{M`hJwt&lk?&J-r#m_!Dpdb z`+`gm?N>@YpMYXMHx_j085^e>{il%6GY+xm>C9IR7IoKQ&73G98!?AhOoe=CY52$)>uDIDzpT=M zX~tv0A!tlhSeqQ;T9i=sY>)(p0+!4#dUNAod-FD<{900000000mG z006~D003lfV^DH$aC0wEO928D02BZK00;nwPU1i)E!eq=0ssK!1pojL0000000001 z03ZMW0PIHq0Az1tP;zf@b1z|Va4vXlY*0%90u%rg000080EbTEK#O4^IY|Kk0E+?u z01*HH000000096X0001_N&o<4Z(~q$Z*X%jV{dY0E_iKhP)h*<6aW+e000O8hfd-^ z#|n)o{{R30fB^si6951J000000RSKX002E^003lfV^DH$aC0wXb#ruYZ7z6iY*0%9 z0u%rg000080EbTEKq^#HUhEkF08JqP02crN000000096X0000SOaK66Z(~q$Z*X%j zbZB*LVs2q+Y%XeWWoJ-J0Rj{N3IG5A004(h;y?fZ0000000000000C40000000000 z5C8xG00000aBy@lP)h*<6aWeU00000hfd-^0000000000000003IG5A00000000mG z006hT003}sbT40WWo&aVP)h*<6aW+e000O8hfd-^Ez~d|3;_TD&;tMf9{>OV00000 z0RSKX007^*003}sbT40WWo&aVaB^jHWo~p~bZKvHE_iKhE^=jTb5KhG0u%rW00000 z0EbTEKmY&$0000000000015yA000000000G0001OX8-_jaC9$iWn^h#FHlPX0u%rg z000080EbTEK=Dr5yDU!t08>=}02BZK000000096X0001$X8-_jaC9$iWn^h#FKKOI zXJs)iaBgQ%O928D02BZK00;nwPU1j|Q{N9R0ssJb3;+NW000000000103ZMW0Q0s0 z0B~@0FK}{Yb7gLHVRUJ4ZZ3FjY*0%90u%rg000080EbTEKo2diu1f&`0E+?u01*HH z000000096X0001|LjVA9aC9$la%FQ+a&K^RE_iKhP)h*<6aWeU00000hfd-^00000 z00000000005dZ)H00000000mG001HY003}sbT4ykX=G(gVR>(LbaO9IO928D015yA z0001oPU1iS00000000000000N000000000001yBG04Tfw0B~@0FLP{ZWMxcYd2e-e zb1z?VWo&aVP)h*<6aW+e000O8hfd-^)zOmixBvhEHvs?uEC2ui000000RSKX003RQ z003}sbT4ykX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eF)ny*Y%X$TY;#ac0Rj{N z6aWAK2mpsp;y~5WlJU3z001`u001oj0000000031AOHXWU%dbTaBy@lb8Km3WlUjt zZ*_EYFJE$HY;!MjY-wa=OksI%b#yT>E_iKhE^=jTb5KhG0u%rg000080EbTEK-JNb z@wfm005<^u04)Fj000000096X0001Dz5oDlaC9$oY-wa=OksI%b#!wtUvgz^b1!pj zX=G(gVR>(LbTKh5cx`Mha%F6DP)h*<6aW+e000O8hfd-^)zOmixBvhEHvs?uEC2ui z000000RSKX003pb003}sbT4ykX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eGA?*+ zY%X$TY;#ac0Rj{N6aWAK2mpsp;y~5WlJU3z001`u001li0000000031AOHXWXTSge zaBy@lb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa=OksI%b#yZ>cx`Mha%F6DP)h*<6aW+e z000O8hfd-^)zOmixBvhEHvs?uEC2ui000000RSKX003#h003}sbT4ykX=G(gVR>(L zbaO9Xa%F6DFLP{ZWMxcYd2e-eG%k2;Y%X$TY;#ac0Rj{N6aWAK2mpsp;y~5WlJU3z z001`u001li0000000031AOHXWYr+5kaBy@lb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa= zOksI%b#yf@cx`Mha%F6DP)h*<6aW+e000O8hfd-^)zOmixBvhEHvs?uEC2ui00000 z0RSKX003>n003}sbT4ykX=G(gVR>(LbaO9Xa%F6DFLP{ZWMxcYd2e-eHZFK=Y%X$T zY;#ac0Rj{N6aWAK2mpsp;y~5WlJU3z001`u001li0000000031AOHXWZ^QrqaBy@l zb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa=OksI%b#yl_cx`Mha%F6DP)h*<6aW+e000O8 zhfd-^)zOmixBvhEHvs?uEC2ui000000RSKX0042t003}sbT4ykX=G(gVR>(LbaO9X za%F6DFLP{ZWMxcYd2e-eI4*c?Y%X$TY;#ac0Rj{N6aWAK2mpsp;y~5WlJU3z001`u z001li0000000031AOHXWbH)GwaBy@lb8Km3WlUjtZ*_EYFJE$HY;!MjY-wa=OksI% zb#yr{cx`Mha%F6DP)h*<6aW+e000O8hfd-^s*gBKPXqt}6Al0XApigX000000RSKX z002<{003}sbT4ykX=G(gVR>(LbaO9rY-wa=OksI%b#yT(LbTKe4cx`M@O928D02BZK00;nwPU1kPNLrKz1ONbl4FCWl0000000001 z03ZMW0Q4&W0B~@0FLP{ZWMxcYd2e-eb1!pjX=G(gVR>(LbTKh5cx`M@O928D02BZK z00;nwPU1jhbt%Mt0{{SF3;+Nj000000000103ZMW0N(@v0B~@0FLP{ZWMxcYd2e-e zb1!pjX=G(gVR>(LbTTe@ZER3W0Rj{N6aWAK2mpsp;y|51O;4Nz000pY001EX00000 z00031AOHXWoCp8_aBy@lb8Km3WlUjtZ*_EYFLP{ZWMxcYd2e-eGcI^-Y*0%90u%rg z000080EbTEKrTVoO85f+06-A{03iSX000000096X0001Y4FCXeaC9$oY-wa=OksI% zb#!wtb8Km3WlUjtZ*_DuE_iKhP)h*<6aW+e000O8hfd-^P6K#IUj+aF&Km##ApigX z000000RSKX006EL003}sbT4ykX=G(gVR>(LbaO9rY-wa=OksI%b#yf@cx`M@O928D z02BZK00;nwPU1j1R6c(LbT%${ZER3W0Rj{N6aWAK2mpsp;y_!mbDg~c007no001EX z0000000031AOHXWj~V~~aBy@lb8Km3WlUjtZ*_EYFLP{ZWMxcYd2e-eH!gT>Y*0%9 z0u%rg000080EbTEKyzEs03iSX000000096X0001s9RL7uaC9$oY-wa= zOksI%b#!wtb8Km3WlUjtZ*_DyE_iKhP)h*<6aW+e000O8hfd-^o;+Os-~<2w4H5tV zApigX000000RSKX008$Q003}sbT4ykX=G(gVR>(LbaO9rY-wa=OksI%b#yr{cx`M@ zO928D015yA0001oPU1iS00000000000000H000000000001yBG06H)L0B~@0FLP{Z zWMxfZb97~Lb1zU!0Rj{N3IG5A004(h;y?fZ0000000000000*N00000000005C8xG zb;kezaBy@lb8Km3WldpobY*gLFJE$HY;!MAO928D02BZK00;nwPU1iVgR6ZN0RRBU z2LJ#p000000000103ZMW0IJ6T0B~@0FLP{ZWMxfZb97~Lb1z?VWo&aVb8Km3Wldpo zbY*feE_iKhE^=jTb5KhG0u%rg000080EbTEK!7HhLeK{Q07f$a03iSX000000096X z0001KFaQ8>aC9$oY-wa=O<{9%WpZ;bb8Km3WldpobY*feE_iKhP)h*<6aWeU00000 zhfd-^0000000000000003jhEB00000000mG003w|003}sbT4ykX=G({FHlPX0u%rW z000000EbTEKmY&$000000000001*HH000000000G00009$p8RwaC9$oY-wa=b1z?V zWo&aVP)h*<6aW+e000O8hfd-^OEi~#(f|Mez5xILAOHXW000000RSKX00212003}s zbT4ykX=G({FJE$HY;!MjY-wa=F)ny*Y%X$TY;#ac0Rj{N6aWAK2mpsp;y|+dGVbF8 z008C|000#L0000000031AOHXWkv{+caBy@lb8Km3WpgicY-wa=F)ny*Y*0%90u%rg z000080EbTEK-m3_kEH+r0JZ=C022TJ000000096X0002*MgRbCaC9$pVPb4$Q*?Q3 zWpgfgZER3W0Rj{N3IG5A004(h;y?fZ0000000000000UA00000000005C8xGcsKw6 zaBy@lbZBL5WiL=m0Rj{N6aWAK2mpsp;z0L|hys=d001)@000yK0000000031AOHXW zpf~^kaBy@lbZBL5WiNDSWo>0KE_iKhP)h*<6aW+e000O8hfd-^k%kVqp8)^>Ndo`? z5dZ)H000000RSKX001FH003}sbT4*kWp_|=Z*X%icx`M@O9ci10000p05brU4gdg4 N%m4rY00961|NnZkamD}u literal 0 KcmV+b0RR6000031 diff --git a/5_nn/images/softmax_neuron.0.png b/5_nn/images/softmax_neuron.0.png new file mode 100644 index 0000000000000000000000000000000000000000..f7eca53472111d345c825d21ec0289292c3ca3d3 GIT binary patch literal 24941 zcmV-zVUnJSP)004R>004l5008;`004mK004C`008P>0026e000+ooVrmw00006 zVoOIv0RI600RN!9r;`8xV1!9TK~#9!?cH~D6lLGW@ox%A2rYnw-Xu~ZMMCdQdPk%y z(pwhAir7JY5tL0JG^t8edhcCY=+b+KP!dQ8N!Z9p|B_-A|fIpB5^1ziin7ah=@oW3X38l zA|fIp5{JT~h=_=Yh=|0YuqYxTA|fIpaVRW`h=_=Yh)5g?iy|T-A|fIZhr*(Wh=_=Y zh{U0=C?X;vA|fJjC@hMIh=_=YNE`}_A|fIpA|eup!lH9p|B_-A|fIpB5^1ziin7ah=@oW3X38l zA|fIp5{JT~h=_=Yh=|0YuqYxTA|fIpaVRW`h=_=Yh)5g?iy|T-A|fIZhr*(Wh=_=Y zh{U0=C?X;vA|fJjC@hMIh=_=YNE`}_A|fIpA|eup!lHw}MPIT~~u%A#X;aNJ)b=JGm5^lD0FUmpsUtV+xGMzisX&FsQOL_|bHk`#qS zNje<2*fpXBC8~YKo;)4-znLppI;IO*)_g>hl6ClcYZws+tTcJ81B)}ZWbmvtEE(Af zV|H(C*>1cb5S%TL%{YbYO-&k*NL8-4i*A@?7b?%9sQ?y-+uayIAt@7|_v%@%w# zeL6i0y8Yu`B2UiY!&-%@FmMNV%znutA|fIpCR59zBz|`eGIwKI+D@-ZrZ|^3qB$RY zxEOTxZvs6S0rIt5P$+M}jx&h`Pqv^Ea_&EJfR)i&!)u zpV_ZeL_|bHB+*dIq9g$>cxFfw|DxObS#~gXmebUw>r*sc!nf+0y*`5i>fisrNP_2@ z{W?WNL_|aq549{xl6L3F3buvCJ}%a{G?~mUNJKQ>11 zzwwG9A|fIp@>CQSCF!zXWy_+Yv5zyAqk6pK6~o!}^N%b%7h`s{A|fIpB1wwEq9g$h zBCnj_cVm@ItuM+>rRFr$cw zh=|A&QOlwvZZ2+k-ftAlQExCq8)n7XevS2mJMqoUo-CZ%k*vV+dGk3M_1BXkIW_NN z8n>QL>A(qe&aZ1CA|fIpB2P+Z(UQ1%l;r)1pYz9?Be@c_oxuKWxUhW#2h+XDn8ibA zoGY3Yw;Z(Y^92>l?4)HGPcH5KgWcgJ=|6olpVZ2xH@S$2h=|C4;A9wvVRjKB|0?Pt zJ65e_??pS_z7?rnp&(ulbuG1r9cAP4jT{PdBS(>PRIgl^j8D|{G?L&Ci&5r>GkCqZ zoHH})lELiPEFvNzB4Q#nx=7OCk(08GJ5u&Bi(R}5QKL;EYCOd*9$Yoi^%D^h5fKrM zSrow*!PS%d*ttJ;8lBrGce3lqC2qwy%&tsCL_|cyH0p*bDOc!1nip!xf@?Mmz{$lG zR~IL++qh?s{j+dRUzwnN>*9p|B_- zA|fIpB5^1zio9SBhbGPu5fKrQ#7|*S*UFkhf$+OQMhnn8Z>CYiWMu+JX0bfA|jI5Xf{+46C6H#n1Fx)rcRwoWMm{o ziWH$=zkYP;)QL1{(wJSIh=_=Yh{B?XnL=S+i#N`}yF3vQ5fMqI6c$C2kU#$T1FO}_+_`hH*=$s(Pyvg@Ld%vdadmYyyF3vQ z5fMp76c$C2pbHl+Fly8&#*G`t&6_vLl`9v$d-tY$_wHoQoZ0O1L_|bHBpFax6iLGF z-o4AOzy3-1@T_E;A>6L`0G>g+-BMV$GU0Sglr;ELnoX z;h<*Cnpi9r8Z~N!v$M0=<%x)hh)5EnuqcwuoIH7wz`#HzO`62*+qWrDpa6aQ_T`;- z-XVSZ^k$bQA|fIpNrb|pNHP^39?qmmlL!n9+q)V5Mx8Hsne}8{`e0vTv1`Qfuu~?{6r;gd>iHL}ZNFt@MD3XF4Ja~|R zfB=5^#X{xE zmCY_sL_|bHOr)?VA^_~#wF|4&%B)$lh>3~ewbx$5VzJPsO&i?Y+{`XdL_|bHUND74 z5&4@dSFSK-%oxUu8N=19SIL?+D?NMmq*t$AWX+n@?D9lJL`38TQCJj_c*VrTFmvWi ztX3<#ckjl{&5bwTd=rbsLg~__%`Q(wL_|cMGlfMF`B$4aZ^ml1GH>2I>~=eqDpkT_ zvCyJL3tU`W%q~wvL_|cM1BFEqNw9P0&M|7#D8`Q;PiSZ;xpU{HPoF+?>(-4-nKGGO zo`{Huh&)3Iiz4#GA|oUD<(FRw2ngWNp+k6jdeWgo2mJm0DORkQ+2x6dh=|BDps*++ zPi6J$)r=T1f~8BBVi*RsYuCnNvCyz#L!6wP%q~wvL_|dXBZWl~c_vPrI6+`wAd@Cd zB0M}CA0Hq3_3KCH&Yek@E}hxsiHL}Z$P-dn6p?4@_U+qDnly>Pz(7u(JW2ZW>FM0L zGyVGYqdvoj4FHpF7FP^(rgv&$0^ z5fPDpp|B_-&)tCo2M7oVVA`~4+`W4jUteGR{r&0Cp#!N?r#8Dh5fKp)iHE|Xh`ca2 zZrotpxN!sp1##iR1u|#OOt)^`=+mbUxpL()yF3vQ5fOQa!lH=0a5kHbIdkR^5D>s0 zfBb=~t1B&9w7_DqP_be~v&$0^5fKp-7DdEl!NI{;tyX5un#H|)_we)c!(y?}x^-*Z z+}zAAPeepSB*ju#6p=*X^5x5n88e14W5y5?5<<3Y+33})7d?CS#M|53?D9lJL_|^? zg+&obRHCD!nK^SNR;!ggd-mY&?oOLFZLnA@lqyxq?D9lJL_|^yg+&obv^H+sh}CLk z!GZC~wc{{H?HDN@Aj z@LM3NPSMG;AI48vgM%9R8J1h8z`G63q-se{F0p?>}PI5|0)U80DHh)9yBuqYx) z+OcED2n-Bl^5n@xL_|=qU_tuz>&M$~zfIb-Y0WNAL_|a+$x>Jpk!0c4ty@f-IFZ1> zKu(`NO@<5^c;}sW=-00w`Sa&DyF3vQ5s@TEVNpbq6^FyYqD70aTCJ>Gw+?4#XBszd zjKyN1MvWR~mnR}3B9de%EQ(07wSWJ90s;bPqU=smYct8<{d?GP_g}5s^egVNpbqz3bPn zGj7~Cf`Wp$c<~}Hz4Q{@yLYE|@80ChnbYj@Cz=ej~>m~v17S*?HW09l9+QjHmx*3-s2Vbw%MMKNQ>46Ifw`}Xa_-QAsb z?b>0nSSV4VgxLoxMG6ZGW8%b#1O)|g^5jX&F{!yn&mW+tcqvL`1|S&Sn=NA}N#O+G>XW>O{x> zwPJ%J5V8L^mWKd1QLJt;9_>NuxUrL^M`IsntWcX*;$#I+UhOrUzIlPn1<02A@%xWF zIfoBx6{f<#9o!*yVw29DJF|E1Ue>Q)PlE;xm@;JwB}P=K!(sMeOA#(# zzD%D!eaMw77XtxigCvE#ma)(|q#D zC!9Qak`5g@kS9+bh71|PojZ5TE>lEA2xr&ixm*Nr ztw^^)n_TB?XMX83xiFY_+nnKhr=S8ZQD^TE}JmClp=9eG7;N$+?c%y1T za`?33hqXsJaw?QZ=g6#9tr~OZ&gJCElMEOzfPMS+(V|5Q3KS^7@ZrM=3kx&*@Fh#( z;o*Gt*=P9p_z)BnMAfQQS-Ny7M~@z*fB*hu$dKXbck&$N&YhcYzx|dA7cMY)@?>)6 z%*miZgLvhYR~R>L9Co|i>=H#pM4pJkqKKFxZDlLL8wXJ2uU>j#+nG533IM4pb){ae zN5>jQa%|N$!T=~rqq3PF^8w}{`i>L%Yx7xU(RSz}77fVvuQle& zmycn?hH>G-1xAe;g}b{u@4x>(xpL*APoF*Fw=NehTrj&d5fPDprLZU>iNFmuj$cYBfM-p*)y^8{!^v?yn8k-zRRMMlN0so)nnPRWgI$mh+e&Vv1!vL>esJNks?J13JTKrv;>NY ziDA&7K~$_*k&72EGIs1(_U+q8qehL)F726fb#w%jC(E z%`QzuMC2bSEQ*Nv!geri-E9C;m2F3rEO9@Y!VfHYFkZ1_gID7puZWHFD`s%sw+-bp z@>~@zT$oX#MseZ71%?e9Ms#%agGpK5fB${XoH=9eF-^qw?b}D0GG!PtWC%5D*5tr} z19b1+9Tyjur{8!YmNso#zWeSwwr<@@jvP7Y+_^JNnl$0cl`CeKCL$sdFNH-BFk5JXwGd3j%|6whuWnw#sA@DJI9hKrz!DPHN0QYr<<3T7XtX%5fO<)VNpa(7k&NA{UDeYpTge69gP^p#ls=7 z4?PRun?3$}*G2C8nUUuz)2CjJ7yjYq;^IQ{=FM5Zem#5k?4eVqPApxzl%O(;=dW;h{``5q`Q{r!LPF@$r3-oTtdGpe)T|2gK-)?q^&)w0ZM=4vjEbG^=XULEtOrJg-4-b#0-*7UL zBS#K4Zrn)Qwrv?RW(;-e)X}{>MMNY~P*@ZZ(>Z6Y&mjL|fSoO$f5DO~{|kdLmzFTF z!w)zQoWy&+PGH|k;Dp_TJ07gT<<(!)s_PD#Pqor8OXB-jOO-0sgK)TY>sDH}Y{_rG z{YLrnH;$e?ds4b|X;!UTg_oC?*(HgHND8H}C?bhVObGioY+&!{5W=0aP^@}=s`{jR zs2hZx@KZZjyX62EB0R|Tsvi}~6vf;9Np@m>So}*=R20*uO~Y!na^S!LJUl#T-@ZK- zi-lKTebuC@o{oaz(^Fs+5s}0|VNpaGxrMvWTGpFf}D$B*;wyYI4l_imas zYsM?Dyuyz^{>ZIcx6Cf_AKkiji^h!`bL-YE1;uBed-v`H1qBft988A}9niI15fORO z)UqfdDMRQ&nip!xf@?Mmz{$lGR~IL++qh?s{TOskUzwnN>*euqYyu$Qg#gvSrJ#TCJ>Hxe_NQC+gL!hs9#y_19m=$;rv= z5*aXH06+ftBZCGF;+t>2F}s{(#o=(!xN&2aE?vs>>CePueY0SC9D;+9&6_u8&YU@kBD^Lyw{PF3 zeEIU6Idg`M8#m(T=Vx|FA|jFkC@hMIBtfB}q5S;w&x{;7l5^+IkuhUNx^(G6-@bjx zn>X(ZtK-Cp6O<@Xf&v8!uyyNJ(*kQsaN@)X%9bt5OE0~|-o1PA^z<~lBoPrw<}|^L zh)5EYF=IwP_}~LhojS$uzyFS}uP?)f4WmGT0<>(|l8qZTKKB|N4hL_){Wdn6jp@^; zD=0o^K0ZE-966HX$B*;LC!d&Ij);h)01AsDB1xEwi_3#>xO?|*I&|p3k|j&1R;?PZ zz4jWDCr>6iI{JyXyJX1{CQO*{kL&#O(@$*KvW2g{`U+oPU$YNIiqNiIJ6g18L117Y z>({S0yBrY_N#@iIRYWA22?+^d%$PBZ9zB{XSFYgg?M;s!J?Pb|7umCCPtZ0xckaxc zJ9n5pdv?6b4=o^2;y3kS9+bzWL@G^5)G;hYlUsxpQZNwsGmwrN=Js(xnSd zPEJgjGDSi01@rdyX7uRMoIZV;fddDcU5MI3BlNBypm@Zwq@Y`>{v17*$v&#_?kz`0Miy|T^+?q9Ouv)Dw zS+WF&!$HlOHL+MMWX+nD^5x63ckfjK4i|EnF9w7Xslu)aQX6Oe0+Q; zQ>Kh&M->r~XHG4PA|feVty;BMxNsrIjvd2dv9NRJPMS7tO8fTh$)7(z-+c280D*yl zgoK3f{rBH1C?*owvuEeM_ugZ}h7GJcsP?LP2#7Ye&WJ~ z3)pNnCQqKsph1Jkm@y;!_wP5mM0rSPXec>z=A?G*+ALhS(Cl(VL?jte%c6*gJP;NZ z#&5s<#-c@wICt(GY0{*@%gc*Bd-ibQ!Ug*F?Q3?4@`#KXGt#bIJC-b2!s*ke%`Qho zM3NDOMG+CfZntB#TFI9$9|HyqAb0NEEMLBy8#itc8XC&py?gQU@}fhB4rZ4s@#x#P zFAj%;pr9bLOA!%~WJKLiMMP4#u&^*{)vCp@W5@X7i!bQcuOII2?hlq9IB>yLa!BK7IN)%M8OH zSFT*V{PN3e+O)~+Qsp1S#KiE@OD|EqdUZ{7BO)TtgjyCwL{hj^sZzxo6ajYZ*ukYs zmuT9wso7=9zi@MNqh7swtX{pE$jC^u%Mp>si9XHm?=_%B&@p13&ki^=qB)H}TEMyI zvja&%6c$B9vP>*^r~cipFOD#_eA$f7zo)0)^pU*r zoP#2O`^#@JVa~gx`L!dhf856%vyXu!NeYW1A`-6+8#Vw?w{BgtOOYo~zkYpg+_<6E zV39;5Y}047|85`o-kro(mAzir33!G|Uof$McD8)fib0!hnSB@}2~t=T5s`QW2M6Qg z;zH@trOhryo_Zvndu;mlCw8iJQJ#Rpq9iePLihj1 zH}BM^ysr;FzU64pZ77S5-NA8xjhM^p7}2XKm3@6ERI(~9-y6-wD>kzW7fDj~?b}C8 zObmX0erA{Q40uqaOCY~3UB}jyL-?yxZQ3&RD3aFf+MW+TKR@>G-%m`8+7Lv{;~-?k zaDKfAp0#@LdUhAnDsj!%fP2AV6dBAe=sEH8^CKoEhC_!AnO%xV%H_Di@{vopjXRazs*VXg zQ2)mz8`a(@4%}e=$kklcDUl?Q!lEP*F`Sy*kp|z{_~ehh%>A+*)qG#3VCC-o_+vBD z-QCJp9Xivt>0n|8t!2r#ov2>m7PI;fVBSUG^lYZ=4LAEmh$I>3&z}b%U%q^1m+}ln zaboo!+ytN?4a$3C-gW-x>#yJ2U%y8YdGQ?A|6u0!dw?%Z%4RnCq}zq;RT@(WxU+T= zn{SwXbR?-rhNCqkIkKIbMgPyw@XowV^eE!-w`Hkw733u#{M39F`wr&Mu7z+1>{qui zZ`b|qr!EC4mp8T9FGD2JICt(G-+lKTK|w({IXT5ye(BOBTwPu9_VzZr)Mv+bkkErW0EVC1~5>_2pZYh)&G zfr7kRqdoomHltXEq$jzRz2|$FawwBE1KH#iw-(;d1yl zzU)<%h9_sz>sUA1PCi3{zMI$^Seaz}=kh@0iMf3L@nC}H?BR(T-tu3g_@VD9{kLn` zk(}JPi(5ddm;K1=`J~mvaDLuYnKIh zPyC!r|JHPwIv=HT!Gx`{VdG8*^?B{af^BbN+XD|NS5a7fQ#iqdQpr%XbVK)QX?K zEl!tla~Rp)2M87F2WBiW={-&GsPPv z-|>n7S+i!v#l=NoF^Nc(Dit4m@Bsq{4x~YY2ISA5|M~6Aew7s;)}_&p`>^GIhu=1g zrB&|xr-KDPW_oT1)hafiUF1Cg?nE2^eP50Uj;{EP6@P|s_c@G_b4inf(oI@ZBhOPt z9!EI)#&)Mw-t9Qvn!6KPp*G*1uIYtBui;@6_NTO#m?u11c_u^Y*zhF$PCm^BOH$v@l{~ zV*a-5rI%hZnl)=?c8Sl>9b@MQ`C>mSC~OQq7-e=r&s~ljIgADk8kk*%B#_;1H>y;r zV)*&_8KI$}&uK4V#vh-SFkHYORe9rwgLmU8V{bFcsR-Q8YiyyMON zZ9Si#f}ia*?*8`*4Z|L4Z2PvlkroVaHePNr$e6kB#{bSa?wm4~d|A^-e}8}Z2W&GU z60+SpJB<(X$3Ew^pfiT;iHf>uEN%0Wk-C({n0+|hcyO9x4>wM4`P~@#c~9ewIwg&a zV5F;UH4Y~D07M%{{;ycd;h1ZMn)l_j&B-R*G6#9=;yuNwFS3;vZ0+;b)IA`r8$Ju&|Z6vzUoI2N^PC zVD8+x)U8{WCQX_!XU-fvJ!AVy-MDdsELpOcUE;H2yTqoIXJQ}cs6qAIF&tVj0_)EU z*?ROkZh1;jwsuE8=--(9$)qcRx3@RfuU|L23`rnoXJ=;2m_e;twWwOPDl1m3Aba-g z&u|Y8uC4fpHbeGd2VVVb9DR$%^JaJUBwNn(z#VXUl_sUV{`)S|RcGvpOMH6i7SWEU zXrYXk6V4tP$(1MTQ}q6^b7@X58V_7g1n!jod=*Q+sPgw-OrH5^Fz8o)K2Vg_bHX@1 zZ34T#EJxLU>z8})I%h%w+{m0Y-IGnGWeekmR|^7W{2y-=dZ_KsIW74rwxo|=X)^by z!}=VHmi%xjp?35(&rk9W1(k7l|}Qa{7M5VW_`M``>yG-^KzkQ8G4@`+xZ#v=sJ^Y zfLHU${Qh~B_{aUZWT$4EGPuoIMa-3L1YfaH)#qPMq3w}`MFMz|(enw9p=*9Rj2;{R zvgngc?OcZe=Q=TO;U|>M@MKrA-O^>m1GpP`lL-5ZInI)_DJ)777Q?x9D~X*L-iNvs zvL*P+UAhV%@KxvAtZ;6?2NlxCv&KClBcfv;ruM?~8UCdV7%%{v&Gz&g5_yJd*RIX{ z`SZz?DH9VXP6WW!HTir+gdbSK-ut=f&YG{7(PtLBer-nXzcOLLAZB0MLdkDN(V0cZ%oIv?JPMO`#5`zn&eBiEl&|_|6w4DZv&~S@cr;sn__wea6T$5m09QQRo=w*zN7xR2Y}b-N_m5e#ycfmOKKXW?Qn`}~xEm9}U4=zS zfaG%~ASsXiDq9xa|3=GHj_UFD9SdjI&*QoHdS9C4`QMqJa|S>BCoaSPF`IUTY-Yxe z7y$CrtI4x$WEeSeBr!2DW*OS{2eBP*pH27Mm~-ai4*DDw=eI$`z~L9 z{q@s#3BMi8?5%&j4~o#V^5bUCyu+d8J7PnnQ!yHrOulmlhi(0p4R-+2Q?p}bGXG=# zi{S8vld%uo^HV&>zYh|0cJsu;1+d$=8}l?xcn-q%j-o@OFS-8C95#GWoh(n$GuXHn z#XSHIFVZLlNCN0>B8glyM}t~Wsn1ewkc+Ns|73iP*e|cp?X%eu8M{`t60eXx&If%I z2gVQQNYzi6;*-!XS_h$_T9GE11cDtRfUAr=S_G}g| zTu6fk4IW&~NG{{u95;hme1E*6XW2%Sc+C0lz0eDU-G6-T*j1uP`eD({%?)?=r2HyU zp6|c^o=-phlo2CF(63*=XR^(h%Lh1e`~LrAt3bJ&kNF;oKEt}T7h@m4QkQa1IbIRK z5go?WtG9@G4%bMXJu;C!Yr6k%G8@IY9s9Wr;OtA|*Zw6GM;u_mrZ50fm2XGIgiMg& zl9rd!0JozEkNU6o4Y6}$@r9CLzcLl-~jR+c79I#T`Zi4HGrJ6V0#>V)&p-d1Uw{3Twr$%! zv+ddGfIYBbl++&_cJR)Sal{)GjX0MbyW`|D&&$T@{a4hm-h zZbx(NN(6Q?J=u(?*toRlJsNb~MAe_SFsx~A;*0pvCuT5oNk01ZtAN+P{%&FjyBHSR zF*Z|PGN<~t^+gmGC9!jH!}I>9V~%=*8QL%_&h~4pAKZy=ZuVs1%&T;3^9#r4&FAPR z#VPIq5Xq@|U(%`Pd`gd6N9X(rd7In0w*E_+G#W~1>&fg1e2XGUd$^LwznU{=4ihF! zV9lB}4}#)fvS-hpOm65N#i=!a+`r)T3iTd45mqF})*a@rw$zsjWJ%JkiU1ccUZhm1 zQf8MS3AA_bUOxQrLjnQ$C)}}TN&EvwknhhM&*#<|sk2e0^(+73))}s(PJjPdX}wARPp1jC)6DpC zDwhFX{gCfk{9dEa{BBsP`53uNy=_cA8Ey6}OA_why=!F3l*#z`ZzW+B+-1zat{ZCrkSz~9puZM>YbhVkXPt8u;vZ?ApZC{Ss|*2u1K&Z$j(E>v!i`OR^TwXUWb0;Z_}ec&XDG<4L~GQ>wjt_Zl7^ z9!6ML{GsU0H{UeUr%!KonNKf#z0oCW?0dug^;yQ%$Ex|HZo})x;HhSm8fJ{cal}Y=8n7lX&i;{BLLyhhKSKG*z zv##;=!fnRx-MeFdf_EC*Hmx<5FPv!%ZJOQ4^SG<9@*mwZ&i&fV$dwD#W5EdyN6!%0(;&3<|#^uYGAG`eB zci%MtBO)S!SF97OoAZqN9p~heN!ggbu5!kw*k+a5E#_|PSjqG6H@wzeV zs$m$mtH$DY@)`NNuQ5W+K0wdhJ>%?*Hb!S=-&NFq_$l}E1w##s&rrlR zV?e>&MyJIg502~YbzKZ^Vy~n&UU)OkQyzT5fsy~ioyMI{at>GalP| zBndZc*f0YyjvhT~b}3IMbg9uQL+pE};;)Z+XWZRud|v4O-+bEo#?)lcg7WLHzZ!tC ze*Jp0OOZq*;>b+HQZBtgs(eP3mTwzxHLqe6cqzY8>%AGqkvoQA*l!q{zpie0f$>u1 z)<&CJK1Sve{f$*2N&jyme)o*4n|?Cd7D{E1!PltUwu{lFePg3SUU!4^g^dR9|6=S7 zeTvs^J8g_E?`%L?qv`yA>#h)C1P^-E@UA}GIPkYGIh%1~^LIu)?}yJ#(ix@RnPBV> zf0DBkyK!l1bt4rR?scXcmvv$z38V>bBt;6}_z~@f?jq)2*UV1ILK#RdwyD{)*KMH30Yo5(aRQhZU7dmWV>DmL_Ow*U|n^YmM=Tq%A5p%`6 za(|{D?8fk;d)c-7AQxiN)3nD>Dpe>`|%28W&F&(okdBn_jV3Q&ZJ6rd@f= z<ZJhnRmr**`t46EOrxV*NRj8Y%2F_KFIO3j)z zja<2MnO%lRif0d*Z?yEnAboRVUWj?kdA4&CjcTbd$kX50n#4yJ$cv@x3L^3XrKPep zn2iI9Jh)#}*!GFczXFhoN?q%b>(NG?$YZS978d)sXd}vIe$2;~Bbqx-`Kjrb$i^<^R_VSt4`E-H6Jm{XV>=TZ73HP*@a^ z7s|ym1D+2~$V1sWVG-8>+^f;8Zq7LOp|V}r%<8kTkMq4=nH-Pl78G@MCnr4psGk3? z8%ITPXzD1oTs_a4c{{lA=r^=yF?#&yPhNmyqxp74h}nlG(ed;1W7n=-W|#5QoV}_s zbmdHX`|jm~a;2!*x-%Uc`H{C+7uIC&%!o~gS@~r(GADze2yo)W3Btm{C{w14*`A1FnA=ZOX>=UeAd>&k^6-fw%MG-O2jg5?78VZ1C&2H4r z`shcJgX_VIISfEXD%L4T{6lAKT-vmP+oj*&wG4m#TQpZs-UP>a){Yv>u6Vwn(-f+~ zYv};)aB#;tvyVoijy23g^I*z1#yxRgwm;ri*_=w)3o*aUS1(<;nQq zAJb9cgRkg(dj-x7KA=MSc%FAJl8F1?+Nr(t4f?2Z<;nrDY11Zre0XX^?5waTl4!V)wQ&Hm2kfHOz_%Ik`Z_*(^~HSW+}iRLZx1`ks~@f7 zt4bN3euI+YsAW+^OcKSJExQQ=pfHWfW{LZO6n%~@!Lcom_|&FUruaXyZ0D9R<#Y+& zs^q@Xs(~R9|Y6-P}n=3jt)^5IedR8p=SYKvd25nB9eVSkK|nCKGe(c z1RrUU`x*V^JZ=HmJB{FjG8*y!D0g>v>eZ{q%9SgLjEsEx4a##D930HWix+9uteM%R zh{&VdedzM*at3FgLh~lyurO$ehq!J3`s?ReQeN59zCZ!@Pi| zWKSlOn>=gHnlwaV;LBmw5npAVq0D3VAydzIzGg48t(H2oXt%99*5Y?wl!+x$dU0b^YZeddiCloTC|9mnCEj1T%L_1M~-ml z&>@;OZEAKYA|jGZC@hMIdD4~V%azOcqDf(HO=?O3-`8o^wJYuF`cb^oCaR8^#h|yp zWAXe?sheXTUzIOL^*6fEty4297b`)}-L;vt?0c$bO29{1%sJ-ut3lJLIrx6tc7A@V z2(hCS9o*bHo>40C>D%d6JA7Gn!qJh=?R3x|A*=l0rpCM>BcyWJ;AP zMYU?xSh8dZ9XfPi_wLMfg?wbm|eaAGiJ(;Gtb90Nc?zwa4=-$2i-~RoT zS6-oe_wED*1+itz7AjS$WcJHSv4VnvICJI^4imR(DEn2j|VzE%MV#UWkZ^VcZ1O^6j^5n@l%R)jzC{UmPg$fm7+qP}Ey6U>) zi+1J86^a!rMy_1B*t2I3&dwTDA|fKsp1xf~M3SK!H*WCVci)jee}3AuX~VH&$N2c; zk2!t%G_z*S`p2LMuy^lXN|h=V?=o+1Zw3z@%&uL#`2PFv&3>sVQjZ=z2n!2i)TmJk ziXtNN+~^xdL?jvc^Upu&)~y@4bLVE@z=3#qc`IL@Cx&v)N_N3LAC611IMxpMJO z9Z&rI{i#;18ef0?HT(AMGy7$yC{w3SW#Phw^zYxF%9SgdU5} zWr~8Lh=@FQYFQK!Nn(y4KTcp^Ad@FgCOkYGA0Hq3_3KCH&Yek@F5L^Q#V`!&*RRjY zl`EMuXAaGqH#ht6BwK?94PwZUA$C&Yb zhC%JxwXs+%G-%Mk)JaZ4LqjQBwk($~U*?ZL{-AjA;$|PJWM}5gnY3-&mIe(PuxQaD zO==?|A}@r(qKHT$78x1IFTeakKtKS84jm$O>eO`X*b#q!e~J|=W_EcG96o%Q^5x5u zF=Iw{?%YY1ELqGhDcJ}P4yJ0=s^rU;k8Rtwkv@HTvr7^YkrYBQA8vW*}Qo(R;!hH^X6f<+o@Ek5*CYv7A;!f;^Ja< zdH-to@Zr4w{`)j+*pRt%=i=t(W_C$Q)|D$)s8OQ^Cr+GT`SRsYHDQs6h{%88YIXr4 zA}L)=Objz;&ctf9vU~S#+}zw~-@ZNm{{ECMUE1vOp2&a!0|*TbWyp{rv}n;nf$=|j zI4Dk^K3zdkL_|!XmPHW}lU%)emC>U|GiJ;fu3o)L)~s3S)vFghd-f!2)~sfi_f-Cx zxl=8SPwvs6_{JM=m|c>Hh@?;oiy|T~*sfi>uv)Fmnl+15czE{(-v;mtSSOje=l z;lMb1_G~;oJoPmFCTxbMxj+rcIlspeQ0D zrc+oH5qXYo-n_~9@#7gaY82QQmDQ_PNv`Su=k51^pA|fIW zIGbI7h)7Zw9v)6WKmY{`7Nl|G#%$ld9e;m+jvYJ3;>C*<6z|KMH!oYZY@u`K&P<&; z6<=RpR;*ZIc3Cf+VHgAj1yQ_sakg*Y&bQxw%iOth6%<88B+*gJqKL?Ubn@g$0s{k? zG-(pIZ{MasfdcgF*N@JfJCiZ`0(K=A}pOdcaC@7 zd51M?)=;u!Nv2GhLh<6o%`QtsL?m7ciy|UVXw8~6Sglr;ELnoX;hE69NVPRo>_uY4#KYyNa6cyo{iONB{(=3H#aw0w{DHaV!_YP&+PJ2laGiJ;fe*gVeObJC?X>A zpC~MfNQxH{62h1djQCiB@6ZH)uUXwa`^fAQL<#o=kmL|b?X+pcI_fKIGC+lx3X&0D(>95gR846 zRjXE|Y15{>@x~iu&z{}v!z3ai^2{hKib#rLx7(RNe?C^Ll}(#A;o{;#vu4e(SS(bj zQpN1@B!SMIJI8_r3m!}w6B82yK&n)!C|0Z(Wy+Mn$H#{pIdc5%=b!F>dHwozE?v6x z;OFw?%N#m%h@Crka^l1Z{`$I1mo6Q3>eQiGvt~4E)QF53Gn#!kL_|cM3x!1yNfAOr zL;3mVpBXi36lc$#C1b{nbnV)eK7IO-H*a3E%af-N6BEP!{rlOub0@*U!2|~fbMW9n z>~?#cbyKHKjk~)$uCA`QxVT`m*|6Dc+`W7ELEwCJ{SqZgP^L^7{QUeVQ>F}s3Ki1* zG(|)tMNn82k!0=g;ll(31Tb~#R3alIDN>{e{{H?+W_C^aZ=#~2xNzaZ-&zSTUAja_ zNC?r<(b#M@>~=e@uCBPcx{^9|YO-a^7N;dLM~)nt{Z>RoQY?i<5lMCo!(iF6Wmv6N zR;^kEK>hmlu~;nBsZ$3hCnvK@6cG^-N%RyJMI_mXh=^eF(;HqYPGUx(IOlU2Q_Ncz+$n`xN&1mKq4X{BJz~fvM3@+N>o%7 z)223rw9hjdJD6QK3Qw=FXi<>(;H= zzI{7ex2~gn=19iR*-eP;kxj*%WlsO=GZh=+5qNSHMP=ELrH$qX)fu^&&@(8~{XY?uT!ck(?zP-8LL&T-CG> zwsvDdbMiNvPdLC!omg{f3N_Q2{Tf9?L`0G%_2Ci`)7Z|>q~|+}DfrCSsEZ{5vIVqVZ_20JV>Xn^L5E~Y+ALQswJ2lg}nEf(E zL_|cABy~d-5mVUhw;A5|1C|+SnA^7|zf74zgV)Q_z$dqJb99-9~Wm|7=RPS>K5bC9;A*NJ6U=(_Ho7vwRy$!(XD&(YOmq+%?o5MK(^G6 zJU{Xb>&AY_o3+YO(zhsu3l*k#x!SaTFNig#BXO90a708zL=q8&MG<)+jvhTqpFVxa zl`9wTzyCgNM3W_VGq#+&$gp9<$d@lOyC%=&B7kc}x;4rhr=R@oeT&(94X|!R43;lnPQ7~dC{m;dqeqXXN|h=sTegg&r!I2*$nTWSm?n1R zucyc$hgi038TIPb!^t%b89e_N2t&6{V9|8|cdB)(OU_5LqU{2kSI16m zL%!FkoZ~U`b48tH=Lt{zs^{myh(|{R=Z@U~`!Qw)E$71DZn@!1hL?Tu25=l<w8WxL%CQX{);*x+F zNyBz9ZQX4EQk88-l`L^PJ%k@v@?gAT$p){+KVA_V=U2?&yl+3sXMFhIUC3O?!l+8| zJ>?AZ0#|Sc@M`f5J&GwTiin7afWo4P{6|qyQB0pcoq&J<_U+q;ySqDYz4aCri-i&; zN<7)N&TL_KSnT7%jmi=?D@Jo}OK@znR1#E{i@-efKK+dn+N#) zv$phH7fr_6-?DgoD{|;=8zLeiB7nl8h&-XomoGDF)F{S{8^^V4*T|kdJKucs4Ly4F zAWN1k|7n}i*U#J!f@$$7>>bYsQxq2uhr~YgEP!uzw|KV`x$kF2o~z8zdO03HAUk3^ zU%c6exyLVZ{P-23@u19y%UL+2F4^>nC?X;v@_Jh z4?9a+hEJxipl@^x;TI3Fbk8Ef4nwjXpA+kz4Lh zVH$dz(_wZ<_wX8aLRNgnhudo~BB%^${&8>4cx1?o2av@(J1>{2PVHCQQMAP@{3{&h z@}|vvTOl1HA|fIwoi3n@NF3L%UuVdWA>_-Kk9O_aaq{Fz1`Zs^nKNgYF=NIv4T=EH zS?e>%zZhU=%jaLP~N(xnPn6Tm9(nLf=BxO@r6iMM64hIVtF2riJvVQ$~oSmI%+_*6oi-j6B zYP|S@VnW!zVFPej7W zOqei%kt0WP`t)fsWXQm~@4idlzI}Q5<(JJX%*~tPb>5)(V^?q?-OCkd`f`N?ZqS+3 z89V`Sdbt`EbH~#{dTT!`{)_>@quN_k%ACMWi-?GbBx4GTA}P$VW5);x2w=*TDMUm> zP_SS@0s{ki`|Y<$n>MZ4vVAwIXM5yEijGjW4E1OHWx%TeKaOfk z9^GqEL_|bH-B3kR0>dy^xpE~|tCi);mtz)-<6nQx}nF-;~)zkQ8a~Or+_?+QG-=jgk=R7u3L_|a+iBMP+NyhHnxx>_{ zQwa{&*R9La2 zdvJGmr%jtSSS%Jwl`3U+c_JbrB9cTYEQ%yimoHyt^ytxy9XpngkPxzE%SNwWz3ADq zC*Iz=NuY>`h=@ELg+-AhX6MeGSglrO&z{Y_d-w43^TT4X(7JVN+}zyEE>A>6L`0Ga zjad{)0&F%LbLPy!YPGU;>sDM{U1`yx1s02iiWMuGU7m=Dh=?RZYFQLX#BSWU!MJhb z2nq_~!i5WD&YYQU-MZ1IPaksS%4K$WA|fIpl8h-ViX=jR{`n_XtCeZfrg8V~U3`6g z@%Q(qLx&EePMzB9@LL?i`JH&l^C!r^eRc=2MaRx4}QuEp8enT8D;VzF4LRjZcS z<%x)hh)4>fmPHYh-M)RBi4!L>a^y%(o;*qV^y%r`xikIx^`k(60%n&dA|fIpDU`yZ zh)GVII6*)_0Fx(ACOkYGA0Hq3_3KCH&Yek@E}hxsiHL}ZND8NJs3I@es#UA7TCFTy zx)j4Os8gp77K?=j4I1F&QCO6u!*PpUBU(_R+Gp&^(~Hu} zhp)GW5plpulh-=1IAco&&sxKhk*zRh_oiCKJ}kfHc={SdL_|bHQV30OBS}OIrzW793&oHA- z2D4v?h=_=YNRr@cb^#&@VLLaA{-2-Woq3z+@la3%NS&)7F9G4F=Cjy$Fn@L}ggaor zx`lbW?sq?RDM-1zsm*>FA|fIpB1wkAq9g%fZ20mMcGvou$>lS|={p^L`3NERAD8ag zj>7J-k6m&$=lkz=Fl^OrO7<8^&w_4ow(N*J!-iji7&ChVN3Vtxb0X!agrv2(N22`ochrzk%WL?bm{f9VmcsC0N*W}iuKGc4>2yab0O|;ps zUqnPiM8pINi<0=IDbEkPcJWbORvG~8+m%vRrA~<*K2H1}=GiW&%{&r^#XEMC(i#LGd2pf+_ntcF7L_|bHUO0_e zlqBuWkriwUi+xiH2&cydXGLtp10cZ@*{rV_&wm;EYR79EX!oT(hu;~lRU&aR(-WZ}7ljXSj6Jits#BYLijCS&bySu(yA zITD^gMMOkIM3N1KMM(l2L|!?;$!m`UzOY~x?28?*=v=sVyyF!emlp8Jz-b)6`wyFs z*v=OX{dl!tcG6}pPTQc9y!PR84lVnHikb8$A|fIpA}N#3ge8%S=4eo3@??JnAMXNm zTX*ZhlF;q5*>ZpGnQSFqA$^>8a})>059dhLk7(!P_V`_-EyE|%SFm>TZVv5U&97h8 z=lT!zC{Vl&fjh%+n0*LDL_|bHOrSA~lDOU3P0)8sxdFgcPF;<{K?a;-PB3lgVnXk) zmL^L&QvL0T4nj8!qT`q>eD+5Rvj1aOQfE9eWX1!?;+>tBOI4@#tL-S-Vix`t4s&_a zX1=YE&}mjhL_|bHk_WXcO5*0?hUfi8!5sAlGqhn=obA_GKe!X$-0aE1nH|Xr9G^Fz zqfvi7DUwt3KBjT&`IHWvKx*x8K~sl%Ia(M6Nfmbg4qtM^|#sLCHdC;OHHUy>s~^Q zlku@#Ph&XrZAprKdKk!!W$R%^luz@>Iyac}dJbBxiUHT^Oux8}w%%qR1Q8Jt5s?>1 zEsK&gc;uvPLeyweh#Cpnm@}y}cmm+`ay2UEj^~yexAwE*&)C^lJ*vG$ zrOaj@01*)p5s?>5{putIawSj8FX&n@JJsLnM)houG(kE-*)r6h@s|Ow2K+dxEqQdW zMG+AZ5lLax4OLPs+oh#^)%^n|9!x{&s%0tia&9sc!k??B@yq5g3cv9=!-u{{gM1!O zzcUdL5fPCjMqyD>yr}crSg~#|C(d5rhRut7MT=3qbOro;ywp!yL_|bHQY?i<5fKp) z5fO<)V-`h3L_|bHBo2i|5fKp)5fO<)VNpaxL_|bH;!s!=5fKp)5s^3)7DYrvL_|a+ z4uwS#5fKp)5s5=#QA9*UL_|d5P*@ZZ5fKp)kvJ3w{{i}Ic5~vnbl3m@03~!qSaf7zbY(hYa%Ew3 zWdJfTF*q$SIV~|YR53C-Gc!6eH!CnWIxsLTHfm%5001R)MObuXVRU6WZEs|0W_bWI rFflkSFgYzTHB>P&Ix{mmGB+zQI65#eTx-(U00000NkvXXu0mjf&HaQC literal 0 KcmV+b0RR6000031 diff --git a/5_nn/images/softmax_neuron.png b/5_nn/images/softmax_neuron.png index f7eca53472111d345c825d21ec0289292c3ca3d3..f9e736e98442a14375c1f5856c39247bfa757de2 100644 GIT binary patch literal 56618 zcmV(^-PIzAP)D z()*5H(T%MaVkbd@*a1=twOF>CPgY_%UXvM3Rpv`>GZ!;Ax|#WEYUU!Tnn_YgRlbSs zROHx}V#$s+iYw6Ai5&zQy#Q#e-3|1^L000000N~gli2wiq00000fa8NC0ssI200000jt`Ou z000000000uK1d<}00000007|lAc+6~000000D$9zBmw{c000000FDom2mk;800000 zI6g=s000000002s_#lY@00000004mFgCqg~000000052;k_Z3*00000060EKA^-pY z00000;P@bk000000001hkoPN(yQQnA8S z2u-t6iBzssDy3pt%!mjfq*5pqa_Lk$moFB|97kwcES1XSN|jQ|QYZGK{ibk+Uh1pYiIwH1MM{$yP6dd!sYg&!TFK*Z_TW1 z2Ey4irLL-LJ9F;h&{MsQCWTpsBmw{c00000;87;xdH&0O4Zc)Ng%5q>W8=%S-n|1} zCYDO1EJqdN`Icq9Y8`s_rPTje^zTk;+Dy7L? zS7o3X+!g=;00000fJfAqPa-NQ|IPVp@BQ_!l9tOa{_)qIe!{6Ys-!Y8MRV3Co(s_B zt&xB5E?)n2#5?OJ3n};4t$+CS|LIwGoi3a4k6-`g&&Q|ycMnP>GUeNTZf37=Q7eQ?000000Ptw~Qb`0~&hpvd;?&~!Y(jG3O2QW>Y-<)08S>MfM%MwBu2}R3TN`w>w00000007|8^<|O> zu9A;s*GH!3cIKj%uJ6A%aMsqOWA057D6xc*$|WKZoeO6e#ZJS^4UH{NG-*`~5#@5F zVm4Nm^Q=m#)`(SY4y)OrV?KL)23O9Pa_M9&nWt5>Ty0Q`SsK{|00000006+L@nw>T zV(wsT?d><$Qcd~RXP-J#<5b{rsI()syP8&-~ffYmEw)#cc!t00000 z05~PSL=sU>rsMnb^M{<(?C5H-Yh|jBooC<)spMku#C|ke;mSm=QW%1Yk}3}+3AI7 zLv5qBCtv1x+(Q5W00000fYakkBoSP(Tp=-$qsHl~>!{XA8TQ^25j;moF%>yH2t|wK z3MVosmFa5gdurmd?xC z3@@csT7%h8EZ)rBWf@9@Bmw{c00000;57O&9V;n{B4X+N&p7avJfB|Qj>i3mq{I=4 zv07c{FeyHLbmB8#Kx)+4jeYjBgb+e1gcLXDB@9Mo000000001-TGUtcb-7}uu(!N- z7!Kt~g(sTYDr=KX&C-~20RR910002+IAgw=FUwVO>4bkdau_|}=?YO=%vFwhjf|ma zEI9xG00000z+>#INh0`iF_Q?dcn_n8St21KYqi1Ps#ZuC>f@yqJRw{$n=6+p6{%9f zP+}UT7XSbN00000kFu|(I)l&UQU|`d-NXGfp`}DoZ`J7=bPV&Uww8nx4!m=#W5aj$ z())Q1_X7X`00000;L-MF&P4EBrCiCU^Sp$oB}xfJ9i4b6#WTsh#b7oZuMk#FjAwK@ zgGEl!A5S9qN|xmO%TwcXYZegFUf00000Jleik62TL~mou?cEWEwBeOOTv zrKz^Q+MpCGS&9(CW%rZO^~K#%Btt|B8EtiIwfZWSe7s2n#}yLA?Wy^N6^~CgRH|^O z%m4rY00000c+`F2B%+*Hy*hpM-~RgN3!6!q(%m)q=YRRF4qKm9Ob97N*AGLBYuVyq zh0qdKZ8s@33WGm?0auuF05iY&Gx^{PRC6X`Y31L`Trd3F!Ec4qOf+vI&4_CKW zCVq7zUa<9^?>$$ikt!J+iU0rr00000c*K37V+eeSl*1w4`tsaXs#xa5Vpb+)DG|k2 z%EeSRymEJ8eSSHm)GHJUF~#$QD^|Elg%ctOjw=_6sqo&)`25u5`x_QzZPVp}dV`!1 zBZvS1000000C?1Wv4RK@5z!1yu{0rs$g0mfI-dW-3zlXh$wmC$fB(m8i#f0M%Afv^ zmxnIcBA(KRojvC+=x8x2GXMYp00000 z9s^&fIzz+~#@ukWz3a)9g%5pkxrh|QJ5%pon~W9qLw;{MV>#b9)b#X)teLISQ8PCJ z*C*aBiqhUT1I=d-5|O>F_3eXFjk&k!;*;$i4OMDZgdhR{000000N`=(g^~zLOemAH zYoNsCe2JUu6=kKowKl%9c(9jD@iBGRGtUk^f8~6ewo=22&0?UN+nordIdmbzfjRv>Q)WSgG2mH(6`zZDwOtl}4ptDRhSb z00000004M=e6b`#L3`aOHA7nGA=vwj$emxpJ8=C8LSmjg9StXfj`@@HiR)00000003|*i1?Gd zi!bg+wtSv~HI6b|^$* zw4ML}00000063|b6aC#)5~=;W6Yu?MDijM9ctQvfQ6g=lOGiXJ$8o-e5#ItKgi?s4 zj_37uT~kw?95Dm{000000Kmz0vd=_t`9d}o-Hm2STfTl`54=nM}sAEFuX2000000DvzBNyP6^ zsZ@UPi(lNnecSDJ4-5>PJ$u$q<%00000_yUkbe3nY3lFQ}d@wngb_xt@T zD=Tid+wFF{T(0{1db8QgFbvK|000000001de)Mavy@plz&y>sMY&N^Sy&Z`}wzjss zUhn+;ywB%Lr_&tAF$_~KmxT{RA`v1900000004mBNp#eX5k8IMxJsoGkH^E|@aE>G z$K#opm{?d?AcSbO+S=OMzP`Tx{{GI+PL)cgpOA8mg(OF&d3ZrBW)D;*Wu>eklQix)3mx^(HxnKLGn2`dHw000000B|oP z5nm9`^E}V*?d@%DZmxaA=kpbdMTJ7)bUIxwmr$}%TU%RIRYlV@T3P}C0000003eBY zF!uKLR#sMS-n=D$Pd_J8{MU3}{{D*>FS=YVjYcDsY)}-1k_`X= z00000cpM;!_^NOmS1y-xxm+rh3Wvj9uXl8GbZTnK=kqZPV>BAioH^6q-{0HYd-m*E zsZ@%R4FCWD0001Z93Y7}4*7gO8japtvaz+bl}IG2tE(LjhuiITxm-@C)8TN)<#Lu~ zv0?xK00000@Tfu(ajc5PVmuz7n3xzD8S!{LySuxYOopcEj*gDr-rl~xzUt~~old7z zD#c^Wm&7$+SJrEI5^nb+v|3_rBW%92mk;80000uy^utlESXFu5{U@& zHGDpw*X!Nc*(sGu7K_E@atZYsLdk|wsl?z<0000000203kVKqNg+gI>cXwi9Vt9CX zW@ctUteEWSC`Rf)MzwHrIKM7L=pf100000Z~`HTI87>* zN~u&zr_+fQEHLvaG>iaJ${z-QD%|^?JRYcwDFc@4|SQs82US3{~Mx!#BtiHa!y}kX? zrArqsT&Sz7qiGsR1ONa40000yL`WhYDe-uGcXxMfZO!ZT`g}g0&linG2_dz$wMSDn zoKC0JYL!Z*h$H|200000;P@elcr>L_sf~?|(a}+l$Fs1ou)n|0ah%a;6sBynx3`CA|6dbOUq0qlSm{&q0rRS)adBw($Z2q9#<-rH8nMz zot=Y&gXhnmx7+Ou!(hb#000000N{8aiFm|SDwR|!6$*uf5gR_A&+qp~qfv^Y8X6j0 zE|*ZX(a_Lfv)Ndd#rX&T000000QgEFiFk}8lgU6J;PH6I#>Qr5W@51zA;e@d_4fAm z_V#vkbm(+Cl}e>hC}^6dC<-eE00000000jhl8DDhrBcb~^XYW@@bGYFXJ>qTe0+R- zW@e^RsVJ4o>gwvAo}T{x{@&hRjYcDpNU&l6000000Pw&eiFh29N~LTz8wdo1`5J3$ zYr$Y}dwW}_)7kBI_eWeVmrkdX$z)hD00000004MUkVHJzDwRsHSe%=i8yg$DefxGG z5Qsz~g+k%XnKPZ8okK%I4u`{Hu_%>FnM}sAEFlDqBme*a0002s%RmzGSmSw~=lN_l zo5^HSsnqJ~>YY1xZr{Eg3QPNxqJ z4uZkp`1ttP*qG1f%jfetovxvwp{J*3aB#4#t*xr6il%9-7ytkO0001dPDmo)vy@7u zcs#zozAhANc)i~B_4Py|A(zXYPUq2xjr#g}lgWfg0ssI20001fCnOQ@xo{j8i^Z0f zmPSTKCMG79mzR^tq*yGjtE=np@9*yJZfR-JXfz6iLZMJl6orxv00000006izBoXkr z@H}5GmvgyXI-QP2qrqTsbaZrba&mcjnWkx-PFG)F-{0Tg*VlL9!Uefp&M*uX4FCWD z0000!4M_z2-U@|6B9ZX>{X)rx&*$6R+>AsbX0y4juI|j4Gs2(^r_-raD#cgEfi}Azt+^$ z==FNEv;+VE0001ZY$1t&2XA|OdwF^J)~#EUlaoH5FPThgG#ZD)F*rEb+1crGxilJ$ zP_ltY0ssI2007`|gCqhTykfDK%jHt3)c*ed+S;1O--rnBI%8JM1nVFdh1OgI?#AGrF zkwkZQcUxPVSS-f*2mk;8004kT6_N-zZn<185{U@K8iJjjopd^Fv)LRDhcIQs>2x+U zG{|H!hGDQ`000000055?BoXk?FevW zSS(ttR;g5q#bTPKv0?xK00000j{qbQ@X&A^S1y+`nM@*)I6OR@nVA_MA0HhZO(YT` zkw~Z0UASR0000U0Z1a?;S(Z>P$(1#1cZ7GzuzAW25Fi$ z7!2-@xLhu))vD2G2q9=`2><{9003}G(XYMs8dd=wE|Ew?)3jc%cQ_nfU0qJ6(`+`2 zM506@5ex=rXJ>_866JE4=XsGxRH;;iPa%jT00000002(i9uQ|D;N%dV#(X|6Oxf7l z+FD*-9v&W^o15F)+mlEnHk+-brDbq%u)Dk4;c!SK5+o4-000000H+I*2spV?snq`d z{?U{TpU=0uyIZMLs;jGAE|*ZR;c~gEtE-htB_as`00000fKvfU1e^l-e12UENX1hQr~gtE*#KmZB&u8hjo+&zH;PLZOh)=gZ|X z$8j9T@jNdyNfj^*!?LVYDiw>x2)qCQ0002KFeDLhT4gesot>SLk&)5S(aFilgM))| zxvW;JdwP0$dwaXOx~i(G)M~X-sbm-ikpzMULP)t>E|p5fVzF2(mdoWzr6T+)%#qFK z^XYUtolf5yMsOTQeMBr4%Ve^nIv|Ro=#K~?1nnQo`yKeFUUv3Vnrg65J^ZR61iNiR;$%&wML^+ ztJMaB!D6x4?e^N*TC>@#)oPJM0000003eBgn|pahMXI&i^)iNHkFMiOgv;zK&-hn^3)>})`(l0Lna+Bp zm=O=$l>AP;o)H{7K_DVM;~Of*>bsj6gLRP7ZQm?DwPU#JrqR=X#)Qd;YdY3pBIi) z+#6De#bTvWsnhB7dc9t+7e3JGbUK~RVzC&FM!jAylz8Co0000003eBg2fPO)gjDkJ z)P7)d!808U?>uCMWe%cv8Js84OlxWYkf%ey>$YbjAxF`emq zy1QN@(To4%GOiTo(!T5e@{@Odee3P{yydAsx%`bk_^;n^RY@7iM}-$0$5kqorKP3G z$;n%{Zmq7a?(Xhpvss73aqir?p`oFsrl#uZYL!YQlgY$l@zFLC9swN32{Az~m&<0e znM}s}k)55Ly}i9~I4qP}uq-PaYEUYb!ifgqXv5LRQmIs^=n)*1X%vgaTrQVPCgbt= z(P0YV1EHovDE$zE35&&IwOZ|Vdt+mx+wE>>XpntGB9Sl*gJ1#x0001xL;yUfB!Ww? zy?f{8hkx_mXQ<{Ld%NqRJvaZxThpVyMbdQT&;RFde(Tw<)k>uFC--25jbBe)d;7or zU+??Vaz*>)C;#%bZ@22ZjQ`OWuynATS@?(l_BYpGf6u$0_@N7^Mnv#7n)9|{eJ)a{QT|Pw^vtJW3iZAE_XN_!jz4Uj*gm|8Wi(CN^-f}-rnBb zyLT5C7nhcn?%utdNF*|uOg^7iC=^<))@(N0?RLA}UQ<(3Q&VFw802y}!!R^WQxtXd zf$%FK@WVu|HNF+k}Mr&(pYiny; zTbtYMHW&;-7=arH00000k0G>whXV|I9Acw#r(^mO+?S5JrSj3HI=T-_*b zM|aW_lPg9?$B@;=(DXeIA4fl6xwLZL93Oj@nhYPC8X4xwbj=krA(ksCK|1cO13$0O8h zIGs+j*({MruqQly4;#-DLiYCdLZOh~?>~wF_V)HtsT9X?Hk-|CHe0RMs;a7^iixA5 z357x-7KVsg!87OjcE=m#8GajUq&>oY6N}jq`TR=4!H7E~ZPlL_E(GD*XMM zP7oq&JKNgYlF4K+7#tZH@pwE-OG^_I6O)sZ7K=q_Y1!J^YBHIGk`0z+u_rwF0faEj zRXF*wxVShyJ?-&$Ha0d=sgzhOR;g50tF@`AsjaQ8wY9amxmhT<_)5Pkq3ptBGTr+> zGnq^@8eRN|5SOg3u5uiw*Xz%mIWsso*wNA9a5$7or9z>Q$z&+m0000003;Crzn5|@ zy0vljR{^e#Klj8-=c-(*YvhXn03ZNKL_t(lVv0+W{C+r*-A)jWBYde+DV90%@tPpM zL@I~7p@Yp}f~)XEWtSTo8Z?Yr{M#)Vt+2`)zw?df4@oxqf4?0}mROpWD8v*?{qAj> zTrPLJ-4=`G%9Se{8yizoQy!0Jb#?X4H{ZN^^=e&R-NlO+hlYmEo;_=`*{}~h=?_`C zoXh2eQ7I!MBU@Wru~@8FEV^8-C!Tnst*x!8smX4)t5hnvTrQPLg{BV=q-vJpbE$H8Ary_SXGn!7YNJwX)kuUw{G(5-p`p6E8eJq#6rmgC z%F4>>>Z(v~v$?ssx3_09nOa&}oK9y$LqlzCt=(=no6Tyq`Xp@WX_}^KS|X8XwOT?* zb#=AfZf|I4=;-L!*w_dJ0zRK_cXxMsdO92q&&{fJd^X7`Gy5D}j!>SQetcWXSW68D2jc|A~PgRJ-Tw|zpR>^4U-aQsy&Q#)Sp~FNl zK`J~^TCMu}TBDSferzK~5h7OCpLd?!xorDYB&uUn2AzbGd~^-Z6-&iJHk~U~D&=yy zTq>k@=e*Oy@BIAVeKkLFUea|oYb8=fDA_o7?pz{~@cDeh!^7j_FTrOu>_9Xu-!Vw9J#d7}q`CKj+kH<$wMn*?RM@L6DH#b*SRtO=zy}g5jgXMDB zU@&O4T4Crc5-|V(002M|0dRli*k&pb4Qcx>SZdl03_}q@O1W5cePnuXH*R$MNX3(f5(qWhePBUDwLvD#&p(bRpOPFAbZnpzwRgVa{g+f7nRc9cZq zBZpi5JLAhc2eEK;|6n_?wzd)6+}n>O2zRK7=ga)ZYC;qWg>a1jnP;Ba+1c@UJQEWW zv$M0m{N*p-fB*gJ>gxXf{{H^{?(S}tN+pc^gyUDKR0@T{$jHd`>(@X0@WW^{O4D>> zV`G1Re`jZBTU(o2tv(8jPSMXLkw^>%!&6T^b@AfGAO7%%)6>%v6B8bfXL53KZf@?) zH{X2z`RAW_;)$M~9(0ZX00000BoP4rDN5zAw@SYABh7_#b=6XeB7~F<6Oqv5TCF;r zuCcMPx3_m~ZEbyheRFd&o6WASt_}|mA60E=G@7rv@gWF=qY!~WU}a@xVPRozZY~%M zrc$Ynj*iyW)|QqQx7%G;S7)(UPU%KnIB28S>$O@f$8jo^s;;iCqoZSSadBm3#pm0K8fKRVWsVsZ=Twi3|@9 z-?(w(+O=yGMVU;d-rn99UwpBrr>Cy2?vYt}A(C)791e%$>8GEbo143R`}S{s^PBbc z^(;I3pMU<+rAu91T{@jkE|)*7?wbGr0000;BH%<4F*Hr&^l$g)`Tf=K#@tMz z6e-aPz4pxIHk(ba`b5OQWipAVcR3nA%oA}H(Y0Et3^l5crxiyksa!S{+-Ie2T3ek~ zOpA_ADjYq9S+BfFTQy9?%nC>>EYqw z&CN}(*ZcO{Z#OqL3sW|lo14vMGj8}-WPg8ubaeDz{^eiR*4C2Aq)MfF?z!iNhKA0c zKd;m2luG3z{Ik2=ZnN3^^wUod4-enGdGp$}Yj3{!=GfR+M@PrEzy0mb&Q6_9hbII8 z0001xL;xHm5tK+oKI+?0A*68N^KCAygbS6t$Y9si^>tY7Mmh8Gh=DI2rsDex8-;@u zPsx;QeVehW$|%17Ti#qgl1v^hr7U`FmAhKbQop@S#7HHK)Tq!My?UIXL?R+0g#Vo1 zzDOhziBu|;QmM39ENZp7y1KftvC-%A34=D)*Vn`0@XE@H%jFVEHtOr^tE#FndGUeZ zI4%;2EH5t$-9zu(xl>b9Bh0ouckZ0q?XIq_e&p9#E|<$>GNaMRFpR}wX>M+wnVDH% zU%!6+dM=mqdcFPq{q^j!+ zrBWmknVXyY&2N4)GBOg0L@XA|l`B`ST)EQQ+e_2*<1@ZQBofgy?RL8x8XBH@>Zz+& zufG5O`|rK?-qovDeLi0-7Q1xmQe$JIUa!Yg7XSbN06-D}aPQ_aN3y}S&FI2E^4aGHW{Ih z;%w{u9(~sw>(ljlVN-tfy)X>l{G&J=3 z>#xtx&;RY;{_WJ%)HBaK^X+ecTWDE==LY})0059g01!e5SIThlwcUeQD9KlNqO@C$ z&N`!*kx?HT-$@9U3GcETyg4~JnM$QPJ3IUO`g(eLy1Kd)3dQ3*KUFv!q0{N4QmIe`G&(vuIy&m}`BJIW z-rn95Pdw4q)@Cx9@Du?60001z2mr#Da>ax7Xet>g5uOmOt;*yuD_QE}O(J+gO6hPk zwiC{AT!p9=GDDM1p;t1W-o*2jJfGk2`(vR9>wMW^wyI^vzS9?r#b&eFY&LgycSobq zrKP3Yw{K5QPTswHHy8|#jEpoiGz<(3baiz#H8rW#YK1}}m&+-N!a<4qJRv-v&*$Uu zxX0sp_uY4Y{p(*>RaJF%cE0q|O9KM~b#--Eq9Zby%x1Iw!5{oVQ&W@KY<~a!_g7a} z=jP^8sZ^;{>gwuJDwU6OWCH*I002lL00<$3FBi+{Xug!s5sD{bwN9xwDDG`Ad6YzC z^UYu|czAd?FfdSC zTZ<(E00000BoXj<6Nv~#i$o%dP=ttO60t(ch(38XfFq=w&lGa0BG2=LkuzeYQcSay z=+ikwHoCojft64Ldk|&t=8-H7K_DfHn+F8d%a$t&ld`XmY0`f zvDm#O8&0QFp-`|ai$|kUsT7OF(b3TxH*UQ5-h26c{_NSa&ph+Y(9n?E?N%rhI6`t? z6h+D9a=Bd2FpN|xRVWnKu3hu_d_Vo^Ps8Ex;Nal-^XG;6FIX!80000$5&@585J9ty zTrXp#QbLl1qKHUH4tVn0<_#QizQ4YFkS{PcrNYqKVpB*M z87(4&aQXd6;LiA4|K{1D_b6R;Wv^H&my|lOqsv((w`s%_AtDi1&K_j8r#- zdFP$C-+p^+Y|Q0yJ@wR6FTVI!CK%g;b;@3KN@6P3vWqVm6hGMZ%%g;LNr6Z*Bz&)fc}1y`dJX zTf=^iJ?leAB0dpGXf&F-y1EM&E;Kea+U<6hWs}L|=H}+Y!ouq6>gMKVu~-zYuT(08 z5SpeR;UfQ1sT2-}=jP^q@{^y8j*hC;>X%=B`K6a$>hA7Ff66b6qA0Ca+tSh^lgYB# z?EL(EC=|+Ovo4oQB9TZW5`;Sd0001RGNC#HzN%dkAyQN4i-QtFh547aZ?4VG{rvy^ zUly*nH#qDn9f|LF{o%AYQ~#a+^3=dkvqFDGr~Ad5|9*4f*4zL4Kl;xNyX%`wZ1Erz z4JZ5&X+!Tb{g(#5c2;jzvZroqWj34DYIS>i`~Lp^%F2qzos!u~K78@NM{p-K}>&?y0`uh4;UwyT!tE-`*0bAtb{@I`XSzlit$}|7~0000<1UyzmgwPVT-P$y8`6ZdI$=4kWha!1KA(zlJ zPjsfH{u-^#+}hWBw)TvLl^CA7T+ta^chCEG;+%|Q#Dr%R28Yrjub0~zJI=Q>H`vt@ zmOgzuSK-}htyXI=7)&Npb#?W*bLV_M-`d(*C={BXpWofxot>R^xm?1a4V%rT)oLG^ zEqb9)NTpKmzWeSw@4U0Ry4u;uW7)F)jW5H&en84nhdwdBXD#eKBM* zS#51?ZEfw)(9quA-t_eJ?c29!W@gsc*O!-<)oOKXYwO_PU`IzseSN)JtyU-$QmOP* zmu!^FJ$hMx()M0{{R30FnrJ{7^Ef)>hM6WiD6B9N`JYh^1mN%Y1B$EuzFqsmbNk z)YX(L6^_u1m=TL5Vv2sWwox=qn@pxlmo8nnaA9|M_wL=hBO@cTv$Mm)!_(8#7K^2+ zscC3vsH>~1wYBwB&-;wW<6~oEfAv>?wXv~LS6BDytFQL-^w{lo6lHux+S}VHieg#z zs7&K8{^BosdwV4k2^I$c0001xM8M;gM9?%v)2u}LSr>^!6hn&{xtM&ZQ~O-GT*~G% z2a!npAeQHNQqIIvhx@zHq{N`qNLZG7$g?UaiV{jT^m@I)U@)7_cDw!j`SWXQYd)WE zcXxMUVq$M^@6Me&ZnxXzaygyOhK2@-L~@Fb*;gu+QmJ(F=FPX>dh71pyB9BBJSxf% z#)ZHGClZNND%F`YXK0$v=kr3DMtyxfA>`7fOXTqw(E^!iipr;xsYEg!OP559h!u;ehrc&tSyrpnIvkF+ zwziIr4!vG45{V*_$oBU3($dnMJ9nbdXrWMGS+-a#avUd2yFB5C?RlP0r_&o78~^lA z|8(otEvZ!cz3+YRo8SDVkf-2L{YuGXvg+z;g+h_dW~Zj6VzC$@q`keJVVF~Wz6JmQ z0015(BK`!_&jUOF*_FHF*Z;r&^PgrS>Fr#(QZD5ahv`f@Ss*;4kjRu(I)#L#S+Rza zIbQtpSD$;~Qoo*Jsgv?9F~@P`aygw&ClZOn!^6qR$?@^=(b3UNCPUM-Ua!A+@nT({SKrP4qC<3E1(*=L)Zn=x1NcnC?*I0%Y+a@K5F(TB0SIY zoRGPRq=Yq`b6Kqt5p|L_#S}$}#bUi)uhD3#tE<&&b$xyPg$ozf*4F%fe=r!FoSa-= zU!R(q5=LyeTrR8Cs#2-Q$vbtwu(0sqhacX!aYLn2_4M>S`|Ps~4Gk#DI5t9=MssuX zE3dqg$z)bmR(|=*U+Q!^i9}LcTZ{Dp00000BoP1)h}ddvvi@Pylc)XXplO<>X(4NP z?z!hyS6A=cxpV8*t;NN~m6esLsVTeN-rCwaG&I!S-dM+o$z(X60ssI201p?E2!InxIOD*wtXwYFYPC9@&SWy#Y___(I+69)U}IxL=uIdVi&>U^C_DdjIz2x>|KlJ3*z5IHS6Bbw2S4cT?X_C11XCLx((^+I zk;~;0i9{-uZftDq?d|1qIh)O9Fc?mF(^CKd004NjA&CGu9V8M-RaMoQGiT18J=@gO zq}S`qN0002+upo&5 zIBkDuY5J&Sqo=3G;c!qCwZFeVH#aviF)=YQ5eNjz<+4Jd(CKu?mIClR|FfU{?BD+F z-$J3#cfb4HZ++`qwY9Z~Ax_8xBbUnwA?b8_e0*FclPQ(T=H_Os3;+NC06esRqauj_ zI9-I24TVCX)oQD%s*XxFEEWqP#HVK;kUu~=+&cJ_@o-UtK&t*xyuz4TINXQxaiLkw{eP!uJE5rsm*>-8oQ2|`Fy zQxnUwVzC(O0{{R307xPL;PVoRL=uU_Xf!r9Hnz97x3sjV)oPC8_V)II!QkTJ;=;m0 zB9SPU%Ph+li$$L2g+mITKOk6KT%4bu_jgsAj$ol&F+S=Oq`1sA6H+Ob+%H^`bU=WMNpMR$2jT<*6CMLGFwpvgsYh9QVEE`t|GYyz|cZ`1s|^m%s6iZ(O{1Q6iDx zo%R!mVHmYqeRz0yaBwg;H)l4Rbvm8RX2Z$=0002MF+&mo@JOL3N-P$e&F03&#-5&@ z+S*!;MpG)44h|01*48E`CpR`W4i66rAsol?JbyH0gWPY{rZ6AW=kpB=47lCyPh3+f zl`@&kPk!=~YuB#PH2uRL{_wfyp2LCvll#{_O^d~1nM{^Wr#&7I$8idU;=+XsU#y1+ z000000Fnp*xKApf)oNWX*Wln_M@L6(Z7t99+uPf-v$Mm)!*g?Uo12@25T#P7QmO8{ z9X&ie+}zx}apT65Pd?e&+WLuW4h{~crlx-Nt6#-pv9EpYYtKCMjMM3)C<@!!lT58v zm&;|Lt*J;P>h0|ni^Zs>0RR91fa8QD0^rdkqy}QKSfNnp^?IF7XEvK_YHI50>Z+=$ zN~KaX8r|I7Twh-g1OlN@D3walG%b}%?;X8aE|<5rx8HyN{m#zL`uchyun>NW+iX|dbwLWK?h0002MF+dUl@OWVuMyJ!c-R{1=zKa(xTCLVXp|G{JH9I>yHa0dr zJ-xHDL({ZMrBW)DEX$@+sbDaePNyk~>gnk@+OOWZbLZ;StJkkz9~v5Z{`u$I+uIq2 z!GVa=@%KJWD-?=QD73S)Gd(@s*4AdX+cg>uRt5k70055ZU!+JP03ItsOG~9vsnu!? z27}pbuC1-Dt*zDRbj4yZ5{U$Z!S(fZzu&*LwUx`|IF6Ic3wzj-p@8aU(>gsAHlOcqdOs281v4ewy z#>PgSPRB4zI2``zPk%Z$H|KOZ|LBkY=;FnTXjFOXXtmmOIz2WvmPjO|QfYsGzfh8c zl>q<%0D!L=k_Z4GEX(Tk`o_k_?(XjX{(hs;SS%L3Uhneq^7Qod;^N}|{yrfjnM^vJ zPLW9T!3Q6F_~C~v%l`0(KfHMHqQPJw_ZtEVCmF*qg+d{d$pnMJQmNF`)TC4@<#IVz z1^@s60KRHSA^_k&N;Xs~l~$`Y8jU8Csivl;p`k&gQk6=jot>RzGMUL__V@RztE=Pj z_*-wiwX?J1bUJ_ZqaWF9HmOvK7~*shiA2H)i2t9x^A2e0>i_@APDlu0gJBO*rihA^ zq6o!ZM;*0Rt=d{!M_aAd*2n7evp%(2JFK=^M_qLmSKYW!5EYfZcNl??gzTN%`}^ZQ z&;6zeAPyAbdHr?CJvrR_xg+Pi&u6e$th~HDkw|1`XXoqdi-}4Q2m}IwKp+rEw*r+2 z2n1sGMj(+G42GwtXJBApSXda1MpG)4m6erpxm+%ni$o$fH#d<;l$MspVzJ`l;-*cT z#$+;~-FhiB8qL$w^Zxz&H8nM2u{b(9+S}V3253Ma5C{YUfk3(&IO2prAeQKKy5{EQ z`}glZc<`X4q(mqbA_&4@FqllHR4Q#~Xb_1+At50H2M&a@)?N*nOlGlI;o;%#?(R7` zIdye)GMNmT1p;vLFE20W^Z5pYfy?Cv1O#|` zdOA2b5D0{ZhK7=o5+acp8X6iA5doEmUJaIKG%6~pqN3vN-Mhub#r^yDkBf_gmVrPZ z5C{YUfpjZSiGV;L07X#*L0Vf|OG``B)6?(Vxx?r4?d|Qu!^5MZq6Q8e*tc(ACnqP9 z$@I-P-$*19H#fJCkPv@=f0!P^1_%ue4G#~e(P)K*g~7qWv9YlP0s&rG2m}IwKp+rE z_W_lHzo!=f03ZNKL_t&t2m}I*Mx#cfIePTyrAwD;Yina-VkS(OkdTnz;NZYyGMP*! zole(kwJj|zm6eqmjb_-eVP0Nd6bc2J&IWLGbqx#*3<(M0@py%Wg?hc7LZOgIBxo53 z1OkCTAP`750hI^{1OlW|X+c3jVPPSHAd@Fgj){qhh=>Rd4knYyc>G0kbMxK1cN-fU z*=%-lax$08g`pWX0D(ZD(P&&QH!(3WEiJ9CuCA!4C@?V4(a{ka2LgdWAP@)y(oH}m z0s?^mwOU((uaL=qGf^xA8$xw*MPyV(rx z?(WIS$qyesY-wq^d-pDf!+}Z!1OkCTAP@+o`+!OW1Ofr>?(Sp9j(zR5*C-Ty8|l7Gywzxc`P+G zHID2fII1Ox{M!(5fN2Z2Bc3JUV~_t)$7wY9Z89uL|C0)apv5C{a)O~B~{1Ojz1R99Em)YL$OKp+qZ1OkCTx(S%E5(0sAhRI|y z8jZEJwXLnK{{H@+o}O$r8=A!?;c~e?K0YiKi^t=TZKxcy1Kgd@84e}64lhyAP54(a3Bx}1OkCT zAl(5RWkMj3&QPgTRaI4OZEbdTb^`_saB^~jHnB;ttffv)PEk=&D2leWwzjsmYPDKu z83+Udfj}S-$a4oO5fBKZGn7hYd3m{9E@!jZp`oE14hP!AhH-Fk2oDcuFc=bvq`tmh zqtQT{Kp+s?21U{O`ufY4FJHfY{fWLx)+qf{!HOs2oTKa0hJHnCw?ELLD(Ad|^dsZ`a~)o_pvfk12$iA1tx%a(cb=EcUw zve|53U*9of#*~+rcfE(-fB${Pj2Qxf02&hlf%H=T{`>E}d-uM?1AuuVAP`7rsMYG) z+FAgBv$Hds&8AQ&Hg}3B0H{V#CEzzzG)mQ4twyKQ>-1WkPH&t}Dm`o<0&#$hoj*gCoj{pSHThMB?bUOW2J8Kk0^?E&xMth=fAqe8<=NA$Z z($LU=ORi(bj_t~KbvoTgAAQ8*@iH))er7pxLYTbNW@Z^RH{%Yl`4~ymO5~Wo2R2M z*PZf8TyX}2!R2zx2mtJUl!uUApw7 z@&^P0f%GT>0|Wj2{f`_uGI#FWmvR6wIs*cMbco4hQYw`V4Gl~t)5F8VMhiNk0GMW zZ~#To%F4>kn>W8YC%$&=+Lo3UlgYGU!v;Q|{}eqG78YU~0&i3uw+uGWoDY_ehK(KxLcKjZOKvO>jlP6F9;fEhy)_;FqJ`pGYs9qtE z3L2^^>-eowu}ZH8R0hYxrH^l5-$1S-!;wJ(0H9j2T+~!uTG`OjCRFJ31P0T&kDHfo zaK8X|7L84Xh3g@Z9)wgX6^TSDmCD)K*>;r(0sthIcSLZU{RD5hQkYxt;9=^qyKN{i zFz6(YU!o_SIKkB_<}qVq4u!ZEfw+rAxPM+ZGWK z0j&W|{d7#2FyXV$KFiF^eEs#;d#4hCA|``YuM{`e6jm1H-_I$n<%?V8S`9*?usq#- zLkA2?ijDB=@5N>lRFcM$>f*dRnRylUtt~Q*22iOSZ_mKU!D?b`zdn6E?CB&xBtSg^ z0_hQm#bSX#U^1CpU0pprJ#AEpAOb*S`^SX&$Akf3Y<9a&mESskPlck0y#uRnxQmkm zhw^G&cMlH_2M33|yga#FuG8rl3Z^3o2?TaVAzr6C9c02n!PWG8M8)z#IbMvW4S#TPDI=+mbU zyxAZSh%GU2;K0+TPyhb=?=L>+>=~5^6aYlc&#%hKJbAvViR>Gk6ftOEct1aPt|Nu6 z_hBg-Ol?)!Hy&hNb5XX{iO3I2MfRGY5s4#SiwbaX(l^wlZISdV-rXsj=Z2#P41o8?#1!-w%*l*vM zF=N_ogCNMXY11kzE7@%J&p-bRjRt{0Y!9p&@$K8UU%V3WY$Fe&!qoQg{@uzuWsImf zbCZ)}2D_5YR}aZdHr>IQMI=%b^-5_=Atk}TU)1;*7ke6splOwh>T~OK0vQSb1rXd_ zSZps2nM{N-1O)OTP%4#0MMZ!7@keE4Wk+pPDwRs5B9TZ;CezN&&en&e24HIA^F&QN z8HxhH^tN~M4RxV7yn1e0EEbE&Wa2jfd{}G}lgU(4QnGvZ?uv>EolXZ0(gR=7d_Ld& z(mYlf?Bdg^R;!zunnWTIilR?+NNTm(;uD!nrqO6RYTw%0YBU<3@vI*Uf*_q7gGEb$ zK!95*Cnu-1wG{v`XwV=xH@9}b^36BjU^PCMEnDX9?%q+)TCKK||J&Bqrq}DOKiBK^ zGMVfd?-PYW(a|oMOxF2<^+sNzsdYM?!C>gx{@kC%C&HkWwX|ehDro^ix45Z;L&AI<*|dKM38+D5(y8?TH6c0@oy?3J z>J#V}$f44RfIxAycMXUh9I12=vk+%aVB+fo`$svEs1{>>)C5qSw6UhSzOITd7E2XM zjX@8nGzOF9;OyY)6A-}l_H<%X2_%^35(0S=j7DQqQ`5zZ7r9)nySuxao13-EgG!~+ zYPC!zlSZSFNH!j$fSS}m!>i@XYXv3%0Lj&d?cwLgBr?gb+`EOzWMWE$QmKSK5jIRy zQ`7b9*F8Nw84N~9NJwuyg&jL~+_`h-vCY2w?mI6puP5z%-MV%8`T0+MY%VS?d-m*k ziZ32Ha^$=3zAG#&g?_9M~)o1diCn)=;(F^c?LsSSy{drpMCb( zS6_XF?LB?^^tyHH3JVKKB+}ZoYuBz_Yd${SwQJYLjT?D9o};7V*|TR85)wK;U2e{`u!qrcAN^<*Kf(Hb3jKva&O0&Ws#6vXlOEb8~ z#KVUVcO(xD7%*V}{{2ZwN#>uIm6atVB#6c0b?erxTet3s9^3Tv^rE7o!otGB!ovFc z`rW&CfAGNv=530Li$D74qs+`qCX;#e=+QUde6#nyre30{RVvlBYu5_@M@2=&JMX-6 z=+GhaHd3kd(@#G=a^#4~Wct^?{)OEzy_f3hYTVRvxxBHlv7?r=XU`4`3tPW_y@i4h zA0Pkd(W8`@Fp?6PIM|otWpD1o zi~@iflv0gUs4$uIfW%~T0^%aPecU)?Km>q5_jK`%89k|mS=?4@aP9Njnx_iY0QD!a$+WXm%V|W}nC*L!$=|=oiq(#hFE8(ntgt z+5v%d4I+`K(P%0wD<3_2C}fr{i!qR4SEV>tY{jP?#hYbs~A4 z44?oo`uI5d_`1^x^jFVm9rKAmQBlw@RN;GeYHXL@@2oH=tE8X7`ELjL~yZ!AGNpU;2q zz4ua6Q%|2h?cw2J-u~#(qu$=$^XJd!a5!mcY4}S33t>P}^z+X@|LLcn@QLEOb?au$ zniUWbfGGv^Y$lCo;-W@EQ`fDe*8GLPRL*|h7B9mQU7YSdc}$rzyJRG zj2Sa>b94Ru{Y4_t`|rP>l$3;*z-Tu~1cD$77A(M)3KuV4?BL*Fu26jV;fD%^qNb(> zyDnF*Tpp*j|~PxLPCOEF0ZSr! zzI^%AsZ%a4F4i*HqeqVb09UVGy?pud`0?YRse78K+eIps0ss^Wgkt%0P!vUs zMx9bAYHDua)z$O)Z7PMl6Ii(22`e94W}Ck?a2XbqEB~2?m29Gc$AI#EBzDj99T^1?JOe(Pqt> zHPO-0(b3W8&!4w>gXo1h^4lLTcq0hQ%;`7#$7O#vsZEIS6}vGI1kvmDhYuen5{V;6 zj@-R_H+)!Z@+u<;a`*1tMT-{2#l3knL% zKmX5v{sRE;_xEpSET+@pGI4fxwsnI;hYn%WHh+JAu~=-rtF5gK3lBDjPN%EYYP?Nq zYAW`5pFVxCPd@tSBR@aCKmPdRz<~q!x9;4zgQBR>Xq-HGa&U0)AAkHYW5x_@S3p2O zN9TLszyZwt>fitVx5X|zDZ@`c{nYMv|MjnbVGYKP9otd=RaI3H5fK1@&6_uye=d{B z@ad?Vn_Ihg2)^)6CX*W*8{6&w;lqcxoKaR*X5FB)w3I@j004gc@kfhYVzGF@fC1Qd zYinzt;%-qYm9eq0xZH+)n30h|qtT{KoA&D!w^Ye?1js5h~PotxwSuED7RjXdGsqfys3jo-*ZQFC~ zQz#UMhK6D%yL0DG>jqk_HYg|v05D;~1na%CXV1pIyKmn9|EWWZbRh4+nd31rz*i2n@CKmbrnTG|A4Vxs{86jwX8Pd`tl3zPKURs<4> z%49k-nH{W70+WLGDC@zU`#Gjy_ptELh_J9=FAol#MK&4~fdM{l-rgP@%HLP>Ym4ux zlm;>#nLxH1JivuQCqb_W2;}jQ$z)$&-?!g>`^1S8g@uKuPoGXmNC*fBAQFlAxK^c7 z>2x|bH@6opk-h|sdWA$-S|XOpRDcSAy*Jm{*UO$l0Iy&kKN5*VrBYcemQJUGJ`uL+ z5CH)2_4R%8%{Tdceoalyi4!Nrj2ROc7>JGLdj%&>oCpsO-@A8jR8*9O-sA3l8O z?Ch-7YTtYBJzQ=80IXWIN+=ZOzrFCTvRp>?7n+?g3WFl)-n%94_jnwy)y_~HwT`lf6)J3Krbi)0xyW{mY6 zf*{C-4I8lSi4!MwE6A20|ySQ zsi}Fo%Aiap^Os+K!NiEv)YPAU{#hcCOrJh|`}XY?!5YtG`-FM#|J$h6m5)~8_R8&;-?b~bLY+l9k}an+O!GtO|UjK0N~)k zgH$SY@7}!@FEME99%yQu+S*!d1M>oVp_7qk_$r6v9hvxEe9fQm8p<(xRH$lDl_q-z=|-{%lzMkjZi0Y%=(7G6-i655J(m z;DAVuNUgceyIxjuQN--ihv5?v%yy*GNigdr1kx2eJUqsaA755hmY$w|{P=M?oz7%3 z-Q3(rBoa0j#Xy&j9suyI?UdbPBzA-`HGRq6?Lfav4r?&RxCFet=Ql}4j8=#2;< zQAiXTm1bwpV$f+6G6C3RzzTstAP@*N8qLAM0V)wT{|0byaLCKcyM6oii4!NBot^1) zI+x2Okw`s1Ov7X{UAuNIJw4remS{8@r%#`5Z*RYU|Nh<;Z^GyEv5iZYE}5rDU^1CQ zh74&}iNNDWMvfe5eX<{a{4tg@G9@LY-4F&mQ)6ReBYiHCPg8L~`raE$iAA_=&fxM6|ZHrlh1aH#f(}$AA0nx7H2t?3?X|W}H8N9&-@~ z0N@Lc?UI<7h)s`6N=htt9X)z9J3AZOZa0RAMx*uZ+czX6?Tc`gk^rYc=6(` zTep--<+*d`y88{&+}!+FQ=d6=2GbMUWyg*kPc%KoOpR?=o4U5PcH6dXotPQ`5D^jK z?(RNx=ul|t9&Tz}g2DUmNI341N(3Mfi6k0>1lnD0Ky*Oc*eI4)wgQ6*kX*c&UVS~8 z6js-A-l2M#q4{2MP1T*UW(6guVX#l5h8w~nnz=iWX&kQSuxUfGTWcQGq)S@M3o7p2 zu6iqMfE}I0fCEejqzjNpBs)91H{X1dLZR&2x9`Z2BO;M#?%cU{c6M0u8!UY>o6YV; z%cM^UqEbrQ$_s^ZsUA>V06WynndNG1Yn?Ac>|8z2aRtpSqB{~fAaZ!Ect79n>r{cC^t8^qrHWNg>&Z2`SQyz-+ue; zj@o#8dq2gCh)$<#wOR{P0{}kxQ}h&$h%0f|e)TmKGK|wEmMDj#9Iy%1b#v7IoGK#+c z{`+lhZRgINd-joQLqo%}_ykcXlqYqXef#aVF$aO>=H_wZ#${w=;1l~@yLMT>hmA&K zT3Q-*DXnMJSUxk1cIS--g8?6dV&N4QU`gEp0P*qhKm72+qD71FczbgZWYnlpixw^V z@y8$Wfw)$yy>;src3`7Mjj|qLV}^~7kMCrj-`3WKZCDreyl~+Hw$bj_ckI}4`}S>2 z(COE&pLK(~ckf~u+T!Emt@9UZwOV}2I%(3Rj)W2nJWr&>L}KmQwWCIjnmBPHHa%{4 zNpr`J9r5w;@$vD`a+fA0CGFg~69AB&o__c4-50ZL;Ns$9ok9=C)6)|G5E2p+9v=Q2 z|LIFN^@tH8@F#2Y=FLwbraT37I^F!Cv%XgW09-D&lQvKH)8OsxU0GS#)YN1$nQ$%d z?AfzbRaK`>o%-XCKd>6H<|$V&9z1wZR8(~O^l517USVpiAM+=-7by{)jp`AdQqxo- z5DWQwf)S9Mxz5~RH+u@H%m0snB19^U%AfE=sBII(pbq#F@#Fp^%^qe?xVry$_c6K(8$1@s@2!eQccIYAS3+r3OHtBV;>$L&1GzIa;jmJA6dU;OM|mAC|i6cJ7TURhQ0RtZvAy zmm8h>j0|zKbD@)g4Tfo8b5x_zs8XpOTblsV+i`byA2)7XV`F1>c6M1=8Hq$P7z}=X zerz_o^J!R5WAWm})z#IPFJFExhdpoJJj^5D>ELp?ofKwkm!U(4PMIfJ`Q9wOR)U2XnWDTeoguIpL$Dqut%z&HK#B$vJoK9JYzT($Z3s z$uw}_z}^z;>f_^6Sy^c`8pUEU_HNN=G@pI;*{)r?C=`l^hevsNIRHQ)5SUMoQ50Ri zeEG(W8#@uQo12@fs;Yc_eQ_7C=V)rZUSC{XY%-ZbLqn~T%e)GvZfIzIrV(-g03ZNK zL_t(2`5&W4kG3v^Yz_W1_k2Z`m#ah|292VvyhPL{k^u?=ocp*s2m7$7hnMR~As3gL3Pgt3qot=}D^Wt-O zKp-y+Z0VasBDuS}mz0$J^2;x`Zrz$OV}?K=z-FX2U&7NMs*?(9>Wn~z0z}@VEle#< zcq<_x`P(rAeVkd&Od6d^M4iSt(I_6$obS^sa_>>LBV5j+1lKq}S6g(#!mhhcr>m%_ z=p=^|#AeWREobrh=bz`~c)_ynEuS!=}S3aLF7K`y2!lFfs)~#FT>goyraB*=F2n0f*5JgdQ z11?{_eBr`{)|nUaxiMz*%aH`N3{Oe!;YHDf%08pvaFTVI<{rdGCjd@0l7=cZXGcz+g zx*`^@nsw{eZQZ&R6Xsl8Tz2f(F?H(Hp8q<<1w?#$ykWzJn3$N9loS8}o{Ll<5a3ZW z0D!%F_mW5?Jdv#hDwS&C!i7hU9Kn+8jvqh%(4j*eB_?=MQ)BPLk3asnp`if);N;}A zbLY->Uu(8)>I)Yxl$4ZUzZxHZ{PAP|yF#JB%7WOI5`k#73JI^UULug22y{U8^>lIx zaG_C27Ed+;fI-&KAXjKK?m;drn$!P+Hwa`ql0*N91cJSfs0H-#?;j9oPo(^FJpeW7 zfUdDgD64KY84*Bpb#d_FI#RnD0Md1eii*yjJqwixh|Oa#7-TY;OeSk>ZADSk)6)}M zTd;K*0s+7zZ)y-VG)hoZ4*X=rFTd-g1RI&2=Sv?ulkP^;A{l}e-0L`6mU z`1te+m#8&s*4(^#^Tv%EcsN5R3?DxH-o1Oj|Nc9kt)N}refQlLehKI=gyt87?qwlaRL)Ee0_aSo;+!Nl^Yuy z@iY_T$B(y&G{HkNYHMr1{PIhSmE=ycSK#^H-g@gT%-y41@E$lEjztogLRT2^s z5}5z2z=j~m?%lhw?T#`{Zrr#Lv#qbMZ&+AZCrZSiL4!J3A;)oXapCj%cr3}mg9jA~ z1#WE*4-bJrU^E&WHMnH_1jfUFtl1NUf(1mBcqE-L|t7S zkw|Q4XsEBR?NU$eLEr|qOq}&&*zIoq8T%0T)%$(iPrgFmZ`A~%-R(d6+3q9!0S8U z(_?d&$;QUU_3PK)x^=7l{DBDa_Sd0>({Z@ zDFC3|tj0ZAi9k^lK}{wTAOb)ln`f>>R2sRcqEsXnX#klG*nw_NF1~Cs*+NP{jKCym zEXk|kNp!FGiKI}S{^w0eAkqkQPyc97{|;@4AUe6Osi3N%rKpvl2lgHTJ^^8V&Wz`; zL})Y`nM?+i2#C!im&@gHxkjULaByI;SQ3c@Tk^t+DcJ4|%mjeCjmH=ATC@Nl1UpWj zu#hnyOdK2bMz|Y`XdZb%rm`KK`}KEbS2ESL>iYD;>Iosu1LIxEB-@iB0Khzc^?JQb zCWBAMtDr=vR4Tb#u23jgEEb7G5{X1wtrkI$p07k~+_>?~nKS9>>0QkGjb$suQXcj| z1`HUmfB*jJ)2Cy9E?v5G+_-VpPTdU+4Mjyo*j&Bc-04Ij@vp!B8asAuMMcHx)vNpU z>xX#|7>&lAJ9n;Fu>zAY4jedO9ob>71u&V+)vH%`w3kMsEn2k5!n~L}v4ewy#ewm7 zJluJ{lc0UIT7B~5NnEh7IQLHUmyC=Itp13don2g9oORE6d3m^xNk@?vH8nNZMi(>E zW0PJimd#)=tXj3|SJ&y&rw+N-tfy6c-ow;uGdS9naU) zg@uJzu3V|Dt;O7h?%%&ZY0{*YmX=MMHmzK_(mKK`D=X{%{rlK9=9SYqyLRpJ^Yc4? z{5a;NwQt|P4?g(7WHN2ou%YKG5xA6tc^EBOvSh`I6?i;_`9eMZ3o>usytQlBc9hfM z%$YMwmoCNJprWFpluG57Uw(P!%$atTh$l5QilS%Fo;`Q&942m_IdjI}-(MsWUAlCs z=PMD<-PGyn>DcSBD?|6x)KqN4+1c6J#jK|*5r|Q*SF|ZnJA`8I%p(0?@PuBhlr`oz z7zJ_wsCK}kABW@YN&}X06GjCp&(F!q$|}|eMUD@8vYEb7Cv9%JeXgjgvc%|MV8;v@ z7&R`Q%b}B=yPL=C*|SHF9*wyYK_E8F<;$0^UcH)`nK^9Ouu-E%4Ie&y_3G7yg@q=Q z2`fi$qcboAK%~t)aT8CDq5v>M{X{-@e^R3Ox&M+_-V~?%kO)XZDa&u$FtKO`G=FXP;r&E1Q~{PM$pZ&O7f| zdT9L!3Uj$pWqP| zbLPykkSZ!FD)8z0s#U8jrg``mQ&LhaydE&eX^c)*?++e4s8lKe00aVI*|KF8ucl5y zKd{sl0D!QtFl+6`Xf!TdxX{nf4=Xm&k)r`N9{>Oh9z3`!mk$r#Rw|Y2*RLNra-_M) zV!osq9v+UO=zH(Iw{+>!u4Hq3`0ybBVEFLi9R(cK*Vq60>#wP)sjt2ES{LVR*8R5| z+S4<6zNVJRWM|Kw#l5IvV`H~$*)nU^ETvLeTU%?9>(pd2End8M&z?OC7A$CJXb_1+ zrKP3)`}gnUX#M^D&3`@T&6}5%m9=Nj9^BQax0w2`zy7MNt;N&3fc6&ZH*eldr_(#B zAp6!^Z<+sz-LdV?t)9Zv1Oj3E_U-teEEX#=GV;ca8@*!g_S{X4{WNr5^an$$)&BkW z-`Mu#$&)*AQtN3-1PXvjS)a=*esuM2Rf~p6^$3m_IXcFN6W~Aw0O%zR5`KBPOfNP7 zB9q48a_t@LnM8{+kPxZ*PyH zsL5oqVI>YVse!h>u0>wgY61WdU4oo_`bYcPyU>a4B%MJ_h+bnvOeTN=V3LUx5|PS) z0+Y}pbN6!gn4zlHhPd|6tp*X3esgM&{<`Vs6{s-rm-+6%`c~opk>7*I&oS$N%}~ zp8xfUfPC_#lEn4*D zmtV%k#ksq?3j_jzKu}p(+4YPMkL|yw@qA5fT~G!W<}9Lq002Mz^ix1Uz^GB9;^N{k zK`k>gv-9b(^@Ew1n7C)p9_!9~vZ)&z8-M!gr`@}En>&eEnELkZ+q-t{!b>o81? zY0@O?T~A?Z>j6wnO$~)Yd2Gg6+cUM%XuNv$Dv?O+O32mu^XKvGyo(nvekrH_R7wPD z0;oz1e>M>Sqmp0KTv^Q1=;a6?Q_1!o&P;nd>i;Pb zC;$M_$>c4yMH!D;39-z`xCnQq8=cstyUS!i^orJs`?+`0Q|~HTY5x6UM@*VE?)6YN zUpr!VOb2>hL2?M>iD+wUD=8^Ce*Ab{U7e4Q&%Al_!o$O{VH`FIF>CtV9?TCP@WP zB(IYJ6ac$EK8`+qeHa8rJ1-;@F=&nQR<%K=#YW5utwy0W0$_U{BX|l!3Wf4gWOB$0 zlbn=FWkp5B`Sa)R-Mh!-a%aq#k&uwU<#K!e!5=zwXv2mL>FMe1R&n37X;Vy0Os}{K z`T6;cjg1yc1f5R*{PWMT7 zJ%9M&2aCPd^*is}xf2i&fYqPFju`-89Z{Q_ntJWpwT&A${`AvN*qjhM^1{Nxz`#Ir z%V2T|fk0@tvZ*!ri7Z*NWbN9u7NVH>lIEpLm;U(Uj|UGPbTQx&Q+zs73Jx7QBo>RY zRrmP#_*17&VWJhTMEv^eud`>*?kIC=d3kwFO%0dJwMfI!lj%NFo8#r>W${X>sHphy z#~-oj-|Mfxj#anG$jDf*U;!=*dU<(uQMJe10eXw6zy0>xgoFeORmI%Y_4W0$X3a`X zO>H+pY`cg=qHn(W#^2xnyYIfU789S{)Ia_7Q(ax%=FOXXeje86ZfdNcQe0eIS1!kn z9Xqg%i4!NjlysEFMbwPMpZj&W?|d|M0^P2Mrp8mrNs*$pivHr_s;$pyR!CY+007|Z@8%KU#%w>@0!4IcZEJ%<``_YtC<;)-HZ>XqL9|*ei9~ua z)#)KG3!~Ba;K2hd!glcB!SB8IUP?;JV;9VO0;#E~Uw--J)vH(Aoi1L!e0k^2o#qQ- zMx*ik`SY7MZ=O4M?vNov@VtpHorZ=6u~=+gDgp;z^S2&$XJlkxX%{0RBCzTG^5x6% zREy?T!V*Jn+O+A3YTDsi!_=u$E#`7strjncXq~w|J3AYz9vU7V&gF8YQt3PIyo2`; z5)y)oT;`D)IHjef|L_0(KL7xe$vk`Zto5yU<;oRvC8D~z+T2SSPcWIEpKtDeaplUD zWy_YGJb4m7a;zvuQBl#XS+guEwPPcA4-XFuk>#-yi9UV$ELpO|VlO_CxOMB+ym|AE zA3xreESLa*+}vC~pC1?)*zRnqy1IJBiWU3z?ZZ~f@KkeHh&TWMOW@i`0T;}trWb`~ zbf2kluy7TN#bKRJ_s%=-Y}~jJyLGKiEf5I){qKKw6tr*Mf3FC5#7(WyXfW}vT~pWA z)=r!_@yjp2>|%Kf?ByIA8yg=V|KPy`3*V(@H?>G4TC!xx)~#DpQ&U&2T-m$s>gQr= z{J9nig`a%#NkBk=kB`rsIdfWDTdiNVH*VYj01%19b?er>tkZuwuS)~~gI29k$~8s= zr8oz=2gbw&aJ<-vPS((P?`&3)q}13iWmH6XkPAhtmDkp`wMpehfS>>XlTj^}R^GmI zIsHmzgR);z-^lP-Ulx<{*y@`o0EkXp$;-WZeBa5Nu#l{P6v z=oKCKHh8!q1~6GNvBi@D;re`jS&C<0F_Clv1m4#u2QepOQljW zncT&(IHWhCR;!zun$ptJs;a7DVq%h$lLrqT?Ck8^^DEw;KYxDa%$fG~_Md+G>F9rw zoSYmU9zJHwnBl{Rn@__K1aWe5a&mGyaNxkhhYveRm-vFga-{Fyzu#yyTI|B}K3YdW z;C=_#Le`o!Ybq-%tw)n<*RDlTl*i*um@pwVHB~4SKB*F65#5bV^RSYHp`oGH%V=3y zS-6bS+}xa$l=S77Uz#f^xVJp6Dd333;>nXItJP{}XXk6zu34vPP^;D1+1dDsS5;Mw z9zA;J&YhS;1ONaZqx1RvRjXDR3OIu@Z5<>lqc$;lsl@PSw?77B$E zCQR6{VFRAa0FN}ec=4i2rOL|6`rv~Pe*N{=$M)YHO2h{rd{9_e*d5E!-DGN(_7L!i6(u&Kx^-ES4v0?%cWk`t`#_x5&sy?1pJ*Xt;m>esgp4s8OT-^Pm4bwrY<` zr8;ut$h>*;+RdfslvYz?7xw&BySaET2OiavUwH1TGaPi{B zufP5}EG%rym@zYF&OCVVptG~HTCILArmn88-m_=V^y$-meSOcJJ9p#8jVV*6JYR$K z7E@zNgo}&Iq)C&wT<+Ijf6d`=4jno)YSbu;HAP(YSh8eESE_7u7wA)9QlZ+?>py<9 zG}6JHL2~XldicWMj@>WMttcwEef-3liSuWEJYn93Q^&vfY<7HqZlGPz{0}#sx>jCa z+fZN6D=&L=_2wU6el>gA*p1Sj??;CyX0AK@R#EdO}pK8#X z+P%jRMf3fmmuI;R_r>OEM6b8Ed~%YfMi8SdnFK+MMkAK)d&Gzl+qZ9r4~wnR(9m$| z)TzY8#4%&W{PovgO-)U`;;_@w(yY_kTeD}+9_#PkxpM~qFlf-Ao^v|u*RRJ8c;Ui@ zSSTDuQ&W?dmlv5#K7018^|x?=fW=}B9XfQ(m@z7q%DS0#F7&>A`_7*~fA8MCwY9Y! z9TFBCflckOJVEB*)fvA2`fKa&;vNbl5{boP{r1~$77dI>BR0EsadD}rsK7rjDk{Q4 z!AFlC-O;UBP*8xMNK8x&m&?6y;evSsi9}*9D=-)gI-Tz9?3|I2fi(yT3Bgaz$;s*F z&70Q$1)B)H{`%`(ynuXFM4Hllc_Pzo;}NCGV}BE4<0;- z^+TuALqb9Z4<2msaN+fR?d|PZEY{w=d%M#A^5x4zLqin`MXxY5_Nw&v_t$7N?KZ%q zx`c!Tolf`I-gG+M$&)8P`Q#HkJLBxxvk?S&UZyTCF8=k`U-7UPHk;k~{co$L#vRS( z&Yg?**4*5TImD%uObTUdQ+ZCA!l|!4 z*DunCMKen~it1%1NkQhROX>G`1=@h&(nutv7K=`&%VaW}^@%`LN@-hlp+F(k1BxeLhIl!1yd665&@w5MQgL~?R4z9F zKnB3h)60qL@?+***QqpYlK-@bhm3MDQsE-5LgqqzMZ zg-9ftG-;Afr|Y~KiA0(>aiaC-SQf^vBo%*=J`oWS5rYN|x_b3$zkdBDO`7ED>RMA% zbM)v@Z*T7-M~);UBv^kdGBOg&3!qY|qNAg?Zr$2$Al3WtzmI!QU{q98R8&-8mGk=b z>o;f4oJETk;nM>QJR#-8i4(0;mYVOi{*QQKIR=BVbLUQcB4K`M&YU^3X3d(dTen6< zMNOVO*~`nTxVShiEiExI@#mj^?j+Hgx3@Qk!@+7>h(w~l{`$*ed6~oEoH%h}^5n@_ zW(|!-Gh)Puy?giKD~+L{p_r!$olZY{_H4U;&T(;Z2M!#d)9GDb(qyq%TefUzcQ3Y3 zKXvNVjT<+1{jQKmB=_#!V=x$a4n^FrL?jY@{`u$D0rsm_ty;QtDSm35FLGYLeqE>2 zjTkZFu`BsKitaEqMtyz#!i5Wu9z7Zv8EG&WNF!W@fK=&EgC7TeoiQ=t1!C@NjT&IDPtbSA6KGRO(xA zz4g{xZ>?IjYVzdC+1c5L4jq~_X;Nrt=yNeOmV|iGqD8xR?_RiYpFQJB6$+6R1ZibfVu}cdfE5$2pupeA}WOI%s}i0zCmNS*m)OKOH49^LLpM= z&H*fUMli=GIC4N}XrR9fgHG-|%_IVVN!gHJTW~+^YHpRm%WGKJkP!((`g;brGN}YW zAOJ)!*SBQn=M!rbKHf1V4jeYWgz20SpjtsuMsZF~+Jj~tg~{sU6{@Z)slIcqw!W%W z_txkEuSa@0k-dKXMP>h2ozkg=wGG#frKjD$ zlq+m9l&M{O0o%J@k_Vd#^N2nx3WcJjrG>}iB_}7x$H&{-+gm4RWipvG8m*D#xjKp+@7a%8)8KzKaf%9Sf?YisY{ zzt3bc)6>&$-@bkO_HDcr9QN;4uU@@<`}WJ1FGoZ~nClnszyE$G0#+xd^Vw&gxw*Ni z)#}NUCwG)^ghHWg+O%oas#P~`+~DzeL?SUZHg@mcy^jru;BYwi@83Uv{=Ao$*Tjhv z+jWf@F=9k{dHI<$XEYkk>#x5)XwV?@y?giWO-xL5cXyvOX;Md?HJCF3o>Km?3>!A= z*s){g$v7>J`TOs`U%GVZ6Qxc}OG`7EOe02&z^4<4byvSk*c z1{V5<2is<4WgR+n2mr8q_wG)rDZjYk$TPTi>ricLQ|Z0CmrtKOe(K!S`*%zDLbX9_ z=E{c{G)6hECO19(>|e)@ojQ|tFRQq*^`C7z^Y+&%)Z)s5zqjoCe9Ex+X&-!Z;Ha##V6|~F1?iBs!~AD{TCmVp_l2~3U2LO{`ET}2aaC0 z?5C5bu3gGKyX?b}p>7N>qW}C)cHPQuGwLm3G!PwX5*O@Ux*^4hNg)8vh{4mhUFNG= z^mq$}An)|WIbI|E|GU(~81%{b4flCUy%t{OXQrvC>CmA=(b3VzjvZ5}RPDyRV6hwa z_V$MlA2yjxHW(M9E_`s}-|x8*{iuNCIg~jeb?>bPSv&D!2#O-Qx|8RBm=QrFumK=2 z{7Bv(e0?;#K#AIzRS*Q>@p#{V|2=^~m^W|U#fuj;wlqNi03ZNKL_t*H!(xMPZ3NNl z^~a7Ki;9Xmbm&lHW8NF;JN9HY@_+h=S}-@bhd z7A)}f^~HyR0|pF$4~02?et!P`{x9(Wu(jXr3y#CCeo;{oyw+N+HYFv+I*jOfQCC+N z78Z8z-aTk)oT*c%f+q=pdLoL7im=z(wQJX2DXZ#qIu?sXp-^NpnZ+(FlTJ=f4vM0B zy&fx#jAape={#F)HUb$?I4-_nY|p-ZO@K(Ekf~G}mGlqKW)hWX=k6KIarQMDP(UP6 zDb{T|lu7hjadmzA{$p1f9<;I}-g;wTh_@eT6*P!N07Vg_$)M9}RkFsCrrUY7N_Pf%xFRZ)0x6{ccu}|!gYuwGL`ATB2(J{FaQ9w5~)(yrZl2XD4@Xr zjb~n3OiD`f@$m@?3hHQSh{+<0L`A^8sg1n z+jS6tjwtHOT6kr3D5?g4=IY5w92e-*$D3}0_l8ob#Fm|*PlOFaB9Rgj5ED0LA0HpQILj-G z!C;s%W5%ROldy8R&mBIWKXvNVJ$v@V#>T?O3a4-1z5sx3suhiO-hKV|SZ?3GtyC%# z6B8}oTGiFn&CSjJ{{C2k;eY+>UqwYlix)4(suaC+o>7S)0s@iBpin!`txg~i0f|Ou z(&$e#nng_j)ru|#i}M9M@=^h3+dT3;{SX(5X59K=ye*IP*zjd7D){5 z<3uA9NpOPtf-%aZ&9(O~=7`9#Zn48(kMQ&7(CoERgI=mP>9nXG)r(~+Rht??P}JOw z9W|;Dc~yODTb0OULIA_vmE+xqLm^TBuL;G@#n*4-+p&VP&20q*BE*CcP=r7r00O+q z&kTh^admaIx3{O$=^c&BnM@{&#X=B7tyZg4DjQTH0Kjf10ss^`)q(58u%ou~T12z} zkyaN}l^4{j0Wgu=x!jP%(NTe39HuSKXjCedQmF(0uvjdpMA#%)aU2&H7Z!_UXJ==f zh2AE?JXd>El8EkL#flXOf{Yq9s`G(3fk2otWlC*rEmrH!Iv>QV%>4QDH*emYlate~ z$9Q-1=+PsAK+vyWzpfO9dyG}Lnwq9hpZ@#rzrTD3 z_#Ot9#--g1IM1td4-b!^prBXEs@M;ldF^V9DOTed7-ym;HT zZ9U|$d+6W;MYM>fzAF1t+R0M~ZZx*3jR*iO^*J4XgA^D|=k#%)lZY^Vz>B<4005J^ zskO2CW~PEPp>IUepkNM_NkI)#g|fap&!@T^QY|{x#E|<&Y za_k1^UHQx)PXv`pwMlugT}&oZT3Q+aVAQBlHhh{|trpAEW>J~4BYb>(003cOVR!{Z z2ml}?BxJ;h5tlDtekn@Cg$oxzcS>g6-G8q@qtU$k?z=N*&cq@GFmiHooSdAxl8@lA z)Ya9^ojZ5;?%n2TT+W<1GhxC6sQNv6^oY%7cO}#3({&C2`1s?GUlE1fLW!_Y81;Jn z@4x>(Y}l|5Km73i{rm5{^UfDvd|{pM7Ag^zAZnqm^5pefcTQyRWm+Th__JU;IoNx; z(8D{E`WE@%~qRe**9FK;Ku09Ok6AMak& zq?W5{^F?xz7?2QP=kDd=jS3*VsJt%2p?6{P8SCRwS z246T>IK42!a8|JvHx z3l}cPWHO7Q7}k@qpMU#6DDlhv}wtbB|YlMd#DmYpxBdKVg{u+5WGg|v6c7E zAOS%4jvdxddkfTL%5TjNhYc8smie)-L2Lw+qSLZ-aJBq~>B#;1slOgO z%ggJ)fdkdm)$hIco~@qg)~#D7O`6o)+&p~v@ZW#`z1;wHyKqf?BBot z6<;22m+|AruUfS#H#fKQa+uGZzyJQbxVRVq;O6Gm9sO_Gw8>;LQK{6t;=zLl_=gIGLakPR`|Y>SoCz>gPWPvO`lsLi_P1p++28%$-)(Mg{^A$E_~;Qi$J;yayhA=x5b>iQ{pc6J z_{Ftr*ETjbo_+S&pZw$}hw!8RkR}n7NFy{q{E(SEMBtDo5ru4;%MbxI!L z5W=MQL%yxCrKmTQ=h8}XLtmB2SS|fv62WBBvC!6nCmKqzl#+;SCav14<$vrp;AR4T*V^or*T+W2 zX2;&09BUox`chD&d!)r6DW`=L+B7~ZjYgx_>-l{C!NI}){{AscA}Cs}H#VMbt=O1d z*olXhRs#WDB&X8zIfO&lVxBFef?HEJ#)qGOb;V6-HFcd$zxVAg_0@EnrN?i0CwYIG zlGp2vL?UHnWeSDjlLlM^9Jy<|^v|_Zr%wI(pa1zW{!Jfy?6Hd%FMj{~-=CYC>*?uf zY-}7D7_ixFG)*UyNw3$ty}f0-u*;ikEl@OB4 z<<6Wr^VCyM9kv^!cUmTs>Fw>^+1Vk4q|@o!|1Y6X_?_>3=XZSl+1c6i=g(&{8S?&t z1-G=dwe|M)-dC$_v)P)OniduoUVH7e*Is)~E|;G=b?U$W_y7Jy)uVmsOJBNr^=cpx z`0jVV`@QdducoHv>8GE*e*OA=`0tkIo_j79i~ab=KmMaX`lJ5-{$Mcp`s=T^wY80n zjs5Gt{_8*f<3C=$eED#G)bj|y@34&{L{#4Q^)oG*22o|XTv$qyv;I||Yj!$R2;?Y< zT4@_>G8#2<>Vw<1LNp!?ENvu$kvtK}NJWcYt*a1oKEAz%Eix=OL$qZ&mBk?8Q5+5- zZ04Zgd++UwbJwx8)@y4~uxYY3AH%>kJ*mu6#WYLHu$GW!0@As!tsnXU3e+uAu z_>({Rlb)WQ+S=Ot;Xw6s=g!T|&E2?hV|aLYa&mHcd3kJXET7LSl}e39Q&(5_)1UtI z)TvWSr4kp$r})M${qWb3-}~Nozx&Jf0)ZfzOuF6f;o;#!o6aDKfZqj&5Ux;V!$Y=g&qiMRbvN9Hn9oHm+5^02n?tw=h&XV`i z?=G&s^WyWt4flyMX)%&MaJg4+%r1uls`j35b@ZNkps%y3zJeA}oa1^0<#M@LEEW!j zDT=b$Y#5vY$LZ7T?Af#T)vw&z+FBah2EX<0{dkwp0Ne$Qjg5_sjd$q9)oS(qeB#N6 zcV!$-OG`^jOUteQB9%)2@-P4LQ2*78w+(*Rzp8osU*8^P@`MTRt+|{FJMluXD6UlM zYI_|@gHmwYEo7DuQjB>b0oPiTiR3v#nY6sgrqwE>+>e&KvxJa*#FvPM4``cGr7_ES z6o(K}$VLx*Gn2c!;jIXdJF&c5tBzZgLf&n!z>_N~tnH7Su}vPRXXi8F>E%t=%y!~Y zvp|R>;xm&LrH4~VVZj{XN8eEiFUHhHyLNFB$fj9b#_^xocHEEW?81XimRH4y*+004j_0uH@m zlB8BwoZgv@bfG|aRVUQ;_6D^;^WiyhY$o7}?62@eYvnS*MKSHa#4RWmkK8iHgCTB?%F9!`$>zM_kpPgl#mt~PLwHBiTmTP7FkJ;w21;Qr0PQTZa zQ8v}6%2cvn)lF~(a&1{#Ppx;uOUp>*38PM__((|wheL6ALN13(v4lei%d*Td>@T>p zq*7_=ynsX^v9Ym1)AaF7B6t#sLL`yv6iU6x77j!+3}4KbDr8EnMlO&DdB?jH;+A+k zzPh>^kH<|WlhtZP5&-}J002lL;E-dAsYu*8y%+R*@>G$C%B#yQCk!$H#lL+I#})~j z3c3%xTfrj35WY?(GuD@jRFaRW`Dd9d$$4B`QBQzdeafuU(eGDR@Wg6U<>}w+%`Qtl z0#g5AtD{0MAk>Gxx|m}U!DKd*EOJ;viKQZ1E+pv8`20zPTrS_++gn~h`)v*u00000Ac=q@rFMc@9Ze6%MmQXvo}Lzq#g&znG)+?!{;&W50001z2sqqHL?N4r z?MJeyEXxrPu3jsbl`FX156$mn^CTY%#xuSc%dmu!YsFfFR>&1oAFWj=!CB&8OV5EySYU?U_s0w|D$$S}&=3u(i&9(j?+xZ}qu8BX~Ty zTy8d-7Zw&478VW;4hn?=m&@gFP+M}`ghHXcy}iA?y`G*PtJV6246z3Q0002^DD27L z3&b*oLMEOqIUl|U)@Y`b5UC2TPpaqX_oU3&Yb%U={#)YP7PqPx-2q~UY1h5lTh5fsJa z@v5t<^?JS2>D=GnPb3mpmSf4|@$BsEBoc}0>S~+Kh6Mot0000a5pei%C>~EJ6>#}n zLUD;e%IEV1A3f-gEs}gPoy{k6ge8P0$NC&6#ujS zBn84I_NU&Oy!6V8o4H+CXHDPZ|JQ%*?yA+&6po4bZP;u!yWL(W6kIOX_VzZzFj$l0 zXMKI$>2wl8>~_1|ZpVTE00000k_b5bxO|aBRaGvPNw`d&WTWX!CYfW{4~(lQ=Hj8? z(&S#i?=2FBkU~0>O{B6#ws`xq*dk$){^jed^DA?b{t8=7mxUH_IiKlzW%HS^dw=5R z7vH-2)(!&CdoWL_l`gcJGjLEPu@CG$!#PsFDPAsn_)%*Ha&otxKZ7FUD0*5~Xs z_9iW#`x_GkmLY`6#(ciDsT;37e{uR?xp<=WOV2&?So;I5CJm2J$RIvJp-@Pt(}hBT z$K%m7{n0ZZDk>_fs;cC2x!dhtUtcd4i#RIcI4Ks3xm<2@b2AtWS}d0G@^YC>hGhW& z0000a5pei%c(O7@^W*J~t@UZ=W#7is{PN%(I@9yp{%d(xFohp?IYXSfO002lL;AkWf6kkrM zn>rqRI8`9UD>s~b6H~9G|2Ep@FvxY{B1s*%S65v7sa(^eJ!dLR(r_CgLz6q(dn0fB zSP^NdZZOH^R5lsf4|w-oyG5p|qpP8-&#p4aK0`qSlS=qE_ins%>7Cgbx2)p))4gX- z_jNYZRmw$N4oOEd!Oh*At|(MH3}P;-BR;5DET&Sa;o;$IHX90snwy(VCX+xQxRo_f z6s6T_ySuwDUcBgbyB8N1YierLYBiSbcsMvX7#$t;dc8`evcJDytJPvn0000007(QK z5tN7sO|^rMh&5`8FS#UFVf1CD%*x#e!D%6+W z9$j4;`sJv{vT0Q7_?f70KbDtdjAy<)aQbX-y+cm%K0P>K8N%jM!5#PF#ON%Q{(tWLufH2fY8Tl@%xLebLF^6azEUb%AR(xpoq8yi(s zRfB_r?d|OjheNN|my(Fy-rkpAetCO)`_iRLt*xymPMpBf9RvA%es6DYXlO{ORMytk z8jVIipO0k$00000BoT0=k_fIyM2keUR;||=%#liKB%aRa7%maYwPjkhQbzMR6o*3y zk1H4HX_ZQ6tT0stqse%NDNqubQl(TX)Cv)g`pv^K*nBv$yRtg+);rgC)>4MLu8sz~ z!60Reu|PP+GE9NV=X2SRXMXY8)P7*FV3P82V#LRM5b$_1nXILyMIw=um6a_oFZ=!e zp`oGq`FXuwUs+jcGMThmtyC)2>-Ac#c6oVub91w`wNQi$IK3}3#Nt7zn=X-IMDG(+T_1s*Yc>5Rs z{7+Z2&8+$4*DNA#%(XS^+9HHu3dMXbpG~KeUiZzlYs-v&P^ednDD0d+L0MUuPN(bY z>KYv#9UUFLe*OB?)Kn^!qG`IWuCBVeTC3G^xm>+oKQlA4zP|2qxl}3@l8B>jadB~R zagkw|#>U2`rY0;100000Ac+9@1cd|>U%mFyKfm_s#aD0mLxmBtGV7iY^C`}+PJt+O zz_Scf%;z$^L`40BNLr!dQxw+j6LB~k9*@`F-d*&Ip6lA%v{I#)+T2AP!BiE#)2({MPPQW%lTVy>LW_*%tHk(eT z6N$wB{{Hgv^6>ER%*>3(BD zjvSU{2_Xju2jk=8E|*Ixm7Y6yuDrY)6)pe(003|oAc=q@iceRzo%sF#@&A0Y@W;8& zFbspkBNVMIQz`ibJFQRR@p$Iu=7xrb=H}+MwzguiSn1e^&d$!)Uw=KD%|7wO6ScLq zI-TyZ#~xcf<4DwD}@bmh^qv$HclKR-7&XSG_}+uJKDDg*)n zmIVL+008a+BoP4j9fo0w#bPp5j|rBd0}*4ES0bNck@ z%F0TQ$MeDqFYtIgv)No4^U39MO(s)EM~BntynOlc!oosBLqmOiJ(7r{qI8t&!otGz z^z^~O!B@WWm9DNXu~>|i0RR91fV%@p1i*bKpU=l)v5AR^v9Yo7@o}%$n@A)GA?@w$ z-QC^&{rzQSWoorrCX?}aJg?V#@#4km>gx9Pc7Z@}>l}gJ-d?ZQd*#ZN@$vDBii+CW zS{yNORIn^tC=`Z=ho`2dv|4RXPfuH088#X28;!C-K8b#-ZJiDlXI=g&JF4!K;8WdQ&H0D!v&Nd&-gR=WFL znuy`^`8GB-Mn*=ar>9p|Rs;fpPN!>bZXOsI=;`TcZEY0@1Y9on_AmGOe7n25$z-y+ zy81&^4>Fm|X0tu?&_gf2_~O#i($v&cZ*OmD1|-@v4)gWEFwEZG-WzYc;c~fjI^9>k z@)fh$%;Vwj0ssI20JwYbuTOyEjA59AgM<0``H_*4nVFfjwY7LWE|p3-|aqueu0002oRY)QLj-hNe8w>_FH#bYY7;9^5E|)8n zO6m3b-riov`^;vuMx*(Z>>v=|3rP+D03ZNKL_t&t#9}d%$t0J{KYH6-B9T;8RdsiF z2Lge)xw(mniL$b?hK2^zL>y+|g~Rk4MvVUtgck=bM|G8y_FnYPA-NMJyJ7sLKNm$>otuCa+w%GBGhB7K;Z426}sY zQNscN0001YACd@w<0BLb-Mo2oczAena&lv1BODG(rP7+3n%>^t&dyGU!=X~CWHOmZ zB>IdmNYk`jE>ERWpYoiRmX=5)GCn@Oy1FVBi~IZg&1SPgp}^a5*aQNBsi~=niHUSN z{ph2Qc64-9R8(MD00000;O;{b0dRz|EK3OSdc7`}Yhz=hG!bKCV9kBHYiw-n?Cd;s>QrrQtzNJHt-n!SU7f?> zU>HUy6n@fkI2?}AXngX?CvV=odHM3?pZ)A-cDuc@vQn*9mPjZ!FW9W>Z`9_xpGCNQa$p>BiQR6 z9v3fOeCw^ZGMUVU3l|=K_+dVukBSul0002ESFle2I5Kj%Ts$7%+}td+V63mNyIijQ z{e7KIS6^R$Ya)i-ZkNmDpHju}*?q?23@M5d2n6lz?FR=3)6>(7i;FZ(S65e8RaN1@ zhR0;q&?T>gTjttvx+Gv$L~TuU;J;9ktu-=gyrI zi^aJ8ey^}Bn@Xihhj%P4F3RQdC!Tnsxw%=R(O_`^0002s9zqfUaM;D;@zvGUk&%(> z*RL-uEJUMG9*<|SSo-?r zSHJpIsZ@$HBkrL4FC?2LZOh$ zgsADktj7{baizN4h}XoH5m+sL)hxi<#NSh@dFP$z%b0h z!otkV3?ZbUp}}UesZ=Tshl6eKUBI$zu~_u`{nOLa7cXAi+}vzyYkTC8NBaBwaXbV7 z0000S1{{`Uu?hf(L?jY%I-MgUBje-aD=RAp2L}{I84QN5uCCtR-nzOvtyU|O$x7!z z9NJxdE|+t;TvxAN{pWxF=e@nX?(XhC{KG%&@9*dFct|4d0+wZCvDiEByz|$8{nvYY zdyS2a-~ayi8yXt)dOeZ|00000I1Eq|0dVgHgTcMMz4hBfA`w2H-__N1Ya)i#YSrm< zLZR^RZ{`I8fx%!nbLPzU_V&B)zI*N3HIvE2FwDTf0FTGRX84ZE=ku9N=F+80uf6u# z&6_v-`uZMuR*5S}H0kD2h5-)dZyjBhH^cpUGr?`qQ6YzI?e@ESgLvgTX-4G$91V z5qILEVi+bI4sUL5zWnmbR%%>rJQAcDwz-2Ok_57;rco27^H+lZnORqkAj6y}g~o;UtsE;o;$n7cZt# zspp=1uB)qy%jM!4xD%4e2zn$p3UWQ zEX)4<=Rd!A@nSBQGnq`~<>fR@W17YnqEIN5nlfH`>80`Uagj)L?%cUYAAPi;p#h5n z00000hY*qofIBXgO6~6Mj*N^U3R`uh6D#zr6zU>K&gwbf>`-I|C|Sy_4PTNM-vMMFcw z?QI$Yfgl(Ro;r1krfK96zqM2<6$}P1U%q_#^5qXTWgLU<9smFU064CYL;!q|7>3E^ za*0GDkx01R?%CPd(b3Vx#YLabCzVPoD=XXD+6D&)+uPeM7R!BgaO15u4MNB(ue|c+ zn{OT*9LVKzhr^-Q>jeS<+B80|WHPz4vokk0_reP=EG{m}WU}+;&p-0WBWTJ10001h zLyl9LCI|puh*T=&cDu*N$4dc($K%Q8^IEO8wY9aszrU%esiLAnCX-2}QlU_IAMU-Q z(df;aH{X8y?O*=#m%F>WX0!R*-~RTwbLXn7t8swk=QTMw`PN%+{oB9&TRa}GtE>Cg zx4zZc*;!p(jcN!00000uS< z#l@kap@oG7zuzwq2+U@4V`Jms;9%)CHM$ROQ7V<~?d?jXQmfU5LZP|2Ij`4SC=||| zIa60xr%)&;ib8$F$6^?!P$&e0!I_zv7himFe0)5c&31HjJoC&m0|NudaR2}S0N|)V zcLu<3qx1)7b#--SW@dPJcyV!YXJ;poNEnUAhK7d0!NJDHMzh&0lgT6!NvRP7NyP0k znash#!TS38KmF4`jgOCKGMRyafrlP?=!qwukV>U|J|9c;QKj=KpMU=O%aS4`q^inH5!ddrIN=(vJ3zK002h=k_dp$fnk_@KEJcGv$?rh8i%p5v9YzaB@hU7 zI$fy+!{Kn$)YO!hm&@gHtk|c>=kv*Aa%gDiz4zX`di83tSTq`qy}iA?y}kAI_2uQ| z$ZkqXpVCgJbAEn)e0+RjVj>(4mz9;BJ$rU=aIm|(o5$nbSEru>0002MQHOhI0G}y< zC=?2bL?RZ8g~Q>=$;t8Y@$vETL?XfEa#bqT$&)Ah`uYY32g}RLX`050eHMH^U#V1H zxNxDevQjFQUcGvCZf!*ZqEfCX*2g zg(pv*?CI(0?(WvK3&Sw!bUGXkPft(3^Ugajz4Q`?!?9Q_XU?2? z{PD+|nwswOBR0a}@YK}QfBeUP%*@OLgF&fO`t;LJm(J9X$z=EE1Qq}Q0021ZkVF7{ zqEss7^ZA@k=lc6R9#1Njs;sQETCEO;!{Kn)Y_{s^YN1ewF8$w;$KzR9Ss5Q69~&Fn z-QDH!c-`II9UUDlEiKj6)oQi+zABC=6bgR7e{F5;#*G_OQ&STY6Kb{E;c)cz^>uf5 z+iW(KN`-3%00000jwmD%03T2~2_ltBC6h_7*SoZ|G%_-B+4Gs zG3x8<`FuX^NPmG!Cr7;U$}1NyUK|@6D;A5@)z#|mHpBb-`_t3Y zqobp+5T4YrDI<*=$y;)!J;f(l`ve z-Co)X;*Rv47LUjG_V#YvxKTR8vec|mQ&ZF2+}zaER9|0TR#tYLP6lNdCK`?I?(Qxw zE-oxA%+Js7?Cg|&<))^l*4EaxwlgwvVXU`4{4Aj)rsMYFYe>4UF0000Wi2ykMn_Grq z_V)I+x3^1;7^RL3hG7&6h23tq+wG-Z43o*ER4Nfb90vJ(J`f13uC6XDEZn?#bA5e1 z5C~8dWi%S?cDv1Hv)OD`tF^qmT%k}L=J%`gd3$hhu)Djvxw*OVzF;uO zeSLj%bFA2m}g+f?O_d zZEfx8={a@kR8>`#TCK*49ZrcvVtadge0+R#baZKHX@7seP$=khx|Wufo}QkDh6a<# zBo>RsVzEdh5(osP(W>`0n_w8GP$-o8fJ&TB=iJ=f*x1>LP$$XOIKG{e}BKhV9;nZGMP*$ z6qdHHa0uOgu!7s|o|~H+9UWa>UiNyuQmIs>Qk9pNH#9UfHa0dkHd-tewOW18kC4dc z^M1d7ZEbCFadByBX=!OG6bi*+v2;3Zv)Ni&T1t%=27`g7X{l6tbdS9N00000KoS8! zve|4n9CkXLr7n#1_4S>donSC%Fc_+_W(tM3lcf;o9rrYiI z`~A^qR3ee6)oP>BSW!_?QBh$q7}RRDTCG;8R7#~%B9YwDj+*WdOeOQe8$Y7R%*w zxm>PTED}P@X0yZLXlQ7tudg?o&851G(qR@n9uH?y0ssI20FnrRqbirng~Q>^&COCT z#`^mD_V#u>9;a#AYPC8Xj?zR7v)QcE>9GAf#*)e8t)7Ve{e8dR9}b5@p-?y+jzl8q zbedrpE|)753Z+u%t>Z0kJt!p+rOJp>O2xjfSS;ppxlATgiac(AkVqtQxg5hVd_G?) zl`56WTP-2w<>dy0q0}v+P$-V*z)=7I0000a5dgoE&*!t*Y$A~e27^wgb9{V!Vq(JS zbmsGUl}cr^+4}nW`uqFq>+98OH3EqHO=)h${{H^%?(WXcj@#`nJ=ovhk4B?~LZMJ7 ze5lXjL!BBN4yQEvwe(V@GKbQ0ZatIB<(8@~j7Fo`Y%Vo}n9XK`!JyacQFj9X0001h zBm$0=Kp?QXx;i{OeEs_M)z#H-I4ly0%w}_MZ*NyuS4~ZgTCJvOx>N~|4dMN!RLhXh z=X38XJx--ki9{k2iQMY5xFwNDWV6{)DpC6K(j*ItqIf)>SS+S#`lCG^N~KaNl?sJI z!3UMDI$U@F00000NFv~9?=1--e!qWbXQwm{qa>9|iN#{8)moZI;BYvqtE;tIEdmJm zs6wHT%jMGV%VaXQw^|emg;Ej3?MVcO!{PCGd_Mp7R*u^rlzKXFu>k-8001C~fa4QD zuq>NOrIN{HB9T~LUY?qo8Xg{Yxm<}vf~M)Zy1LHJ&QqsO)z#INm6Z`fuqOln00000 zID~ju0yq*FhRJ5Lb8~YO6B8pNBiq~C2L}h)Y__hhuA`%4U|^uSy1J~atkj5s!n_d?d@%k$D`3`Dl02*HDcK9cBN7&5{a;400000 z004&^k_b4Aip63klPQg3+}qn58ylOLn3$WJV_BA_X`|6tnuyWe-A&W9Kp?=10RR91 z000~n=+1z{D3M5PY;25)4-QC>WtWv3Hnx<(QgE;{J z00000juzBJz+q7=7GtrP%jMeG*eEq(IGxU5Fv#cgEf&kIMhuI^VlWsm5d#1K0002s zh(b*S++(GAipgX$8jZSKuF1*Cv9Yn6H*dybF`A~Us;W9WI|l~`TUuHwDk`{KE>;Wx z00000;7CJF1l(h>SZr%+YjkvUe0+R)dD-vx6GF<$%DTF`dU|>q8X9yuom?)LNF;nd zA9WA_0000007o5?2)H-G;qczx-un9bt)Up9P>9Rrn$6~0jTly|wYH@`|G=mk*F=r%~eVvS9EJK29qJh@baaX#@?HFZ9Y?e`s-Z}oca1m zt(1@982|tP0000-32GwXi^UScW_*jTrJ2i@Cf!+nLQ-C7i>@!P&2Fx4tS^ZQkxa<5 zv$I3fbaQjF<2EYFWbc;?*6{Mfq?;yMk5xB2w@Wo@2-!(^pk&o&z+QNI^)#oC+r%@ zZAnBZv;E%8{KC+ZJ4J|pdP=4=t^aR>Y6)M#MSlhW00000z>$F@0=`IWKEi}&hA&ON zGnrC-`J3X5cl+8qmlh@i9&ap17{c)MP4%bF{l9CS(aSkCA^%3kINP{d?Mr#Z=P^uX1b!yaiYPfl!$Mg@W5sX z6Z7r(+#3hkBEyQyB+5#Qk}nthI%1$CT2b}+{%)UdKlF?FgG`a(unfiFa0p@u00000 z0Dz+eNd)|^7>3E^a;a1*9zWQaox1$uo0A*tR)i8wZPHRnMVX?xsrq0(yOm7%^MofW z6KX020wMRdgC-vbjJf-4cmF_pXI)K=y;{la$Aaptd6CrG(JbT&xP&l;OvDq|-(P>{=Kk``bo0s12Od0WRaUEo6hUhT z00000005E*IILKfC4^+N*>pOcNF;W5cbAu!hlhu6+_>S$Z9zmK9gA-*_@luCmSTvg%%rWf zYQ+@iW2STRXfds-GDy_Cij3Z<6P1z(mJlX;u(~z*)_?xb|8!Md(D!`lnTNX@ObUaX z&m*~rb8PO)>(5_%^UBotmFvq(84dT*W))qo1c~V&Z7hzLP(L2tY_lV z^y|NTbCYANHJ`LN>MNC6DWA*X5F(USo@_c*P~?|GKV5udZei^2|F%l?M~VvFX+2kf zAOZjY00000Ndz1!48s%(1-IM1xw*OVzRk@|9*<|U+3a?^-EMa{95ppHhH|}3CeJez zk4u$ugj~=Wa4$^xvi=ki8I|R|?Ug3IhWEib1SXw|hc=hI(NK!zDT$=ELZhu#a=9Nn z6{DEWrc<5}S6Hc1SEa05DCO_kj?aezq{*6#!P|GD0-eCX$00000BoT0E0*GWX8IQ-q;qdhI^u)x(*w|P! z8YP6NRI1k2*52OU!NEbJ(I}V8Z++qWEfowQOmc74>s(lk7a~QmN~LS+br=mw3H5=9 zfi1=ok-*KhXgHE5LK&yLsZ6UiO1U3f62aypi9~ecfR-p#X0u#KmAX7w!WJ2hkjob< z=zKO73;Ls}B3oo{odZEpJb^%_5b*^9QXnK6O{c@jUk%m(00000001NraPQ@Exlkx{ z?b@}mv9a;-ai7nZPN(^NepgplS65eWZ*N&ynOd!;X<8rJ_?|M6!@GD&YVda#f(x2iOCE`|hqlhcM?IoC8CKL3;v&kgkvqY((C3*#yLTd&900000 z0Fnr}x6ZowvfmfUOErRu2WqP; z8#JGA5(NMN00000Ac=rGs?>;4nuy`^`EK64IXXHzJw3g-xhW6`^m=_;Tid|EKzDa{ zV`HO0AfTwWJLyt>GWf*wbnW%k_Z3*00000BoS~g6pO_`ATTpCGcqzVGc&WbwUtaJB@#(@ zcXxk(e@91$#bQw?6jG^FAP{`Uv6pNvl|R_&qP#3Lf>rh=C=fkns6J zyPia`m?vr+WNLu`033cvL_t(qq;068H8TFkd=EBHn4oJluG<9srtJ6%8U`0xLIU!P4yQv^W-00000005E*xO+00OfVQM&B9n; zU*Fi+*xA`hrBW3Y6*il#G!Dbza8y=SDwWF5QU`H6rjX6Y_7mAug5|J;tI*0dF39C_nM@{; zNcjE!wY9a8k&&sXDVNJd2+?Y_b#-<9{r!D?eJ4(wplSN^1`xML5yebAU&!YOMTm%& zNt8-4kNVKiOootrDw;}!(k#mo9xV_n^|V0D|HwCGi}`pUwlcID=J_SHkJYG*O2H@o zWW{7Wu(>pRX=c~I?hpI-!^w1pqq3+v`#VoIbvKkNcpM&KS;8R%Wf1@X00000NFv}4 z^ZWhF%gaMULo+io8yg$ZXjGw4G&ME#_4RdhblB~7g+f8ov{)?ujExu{kK%EKQXY@T zClnz95uYy>P#Fonw{zGejDjkc*5<$<-%Ea94;=6DExBs=;HroH-N2ZLQ)CMHY(5>c*(xpON|X4dU(T=0Tuh`Q ziRf1@obIV_*6?|l9S$+Dg67qT=iX(;;7A-yMjyN`*X*km3+R*g_^7 z*$XZYFYhOvd6ircj_1SaxNqB+Y*vbkB0fb3hr=?3Y%v@4+`PWHxH^$*ecWC%*rb(m zIowZ;K`1Uoart~g2%(8mqc&8TD-CVNuCuDTCG+llL>{wJ8)&m zIEv=>4#)1s%-Ch0Z)$Q`ZJzCUro+HBia3OjVrpk^dHnUif6XbZ*PW|sn){FI9^b*i z`rAWWjkK^wv{c->YIM| z?9jMeVS2FfyoD!_b8)c%0000003eBg-&QV{i$o%uo13LBjJ373ot>RPAfVUlTU%R8 zjTm;j-EOzbWHNz3aEE>j4#g*w+T3w&AXVHcUYT<41twql>EA{d90sdSEFr0od)4jQ zU(PpG^`1Fxk{a5G^6KQcYtQ+{k6((kcp6MbIaNr8q5;ZQsYrKmRPl~rnrI>;q<*7nzyHewHG#C$o5 zA^-pY0001xM8N05vTUJH$Ye6fWb)wPU~6k@Y;5e>wQI}E%M?YaR4RwV(bw14*VlLQ zz>%0000; zBH(i-5wTcoX=!O>WMp!3^5)H((P&g45Y*Pz_V)I6c6Qd))hU(A(nO5kelX{66Gup7 z6^)HgR8*b`e9gPR+9=VTU(JxM4?c$ zwzihWVbs*rR8>{!_4>O~2l3G)g2xllG7&9P>vaaRvCxk69NR60Y2sUjE+$1|w{C6Xy+N|i<}7xO6oC+8<@G0UX<;qZYs#1bi0B$VKz zBQc6OlK1<=sl716u!N(nl2+KwG>_&XiU0rr0000$5&^#{fXHUE$z(DV3TDR78GA1R7s2~lks!B zG>0n?iL?ee?UBotEQ|J6H>GibSHa)>qayS!G-q{saI3 z00000++Em*9X+vFY<+!wWMt&pwQDOYE1^(`&*z&=rk(z`mo(y)KX|S29XzBxP7i=c!-`INNUnf@9Zlq-eNnPLB?nfSOC>L@? zD2V_700000xVtzk%VHG{xzc+S2n2R_ch_%|NF;%;=sZ3&!a&e6T000000Ni~@A`bD^x>(F+v-9)w*REX~85!B! z-1PhXnM|gprlzB#V_;ywYPFV^m&;@_u~^LK^U3|4M6iWSHl2utBawjH=k;v54k1r%kafAxlEx{s5B~>P%7e4 zgdl_f000000Jv9>L>v~S3W#Jf84ia%9?$sr_{7A-?CflzP>@Qc27{rux3|B)zo(~1 zp->2gLaZ1700000031b_opD&CQYoj?IW{&nF)?xD#*I)YLE9>s=?(XhxX=zcb z)iRlkrs=~nm=gg0|Mu?mxsCHa;P|tP-Ng+81PET>ed?qsk~%1olI7TOV%L+g)0yOL zrk?3cU-V7;s((fMqSF^mGt(DMT94haV<+(u%aJTfA|>;ZD4F*O9w0#i#6c{uyM4io z;ybcrGc5i6yaqtbv#z>%000gXO2q!z-rinWS$VL9F)=Z* zv9Te9sH&>kTf}H?Zfwb^6c*JW-^&nDm6PhJ2p0U z<;s=u@$vQbb*Ix=TU&ebhcklM? z+gGn%y?5{4^73*zovyB~K5^niZ*T9BBS#{Uh}Y|Vu!up400000032?Vh;N=@7`a?- zadGj%jTqC@)ARH54u>Ng4mUP7?k!?8H8q99VXxQAi2(or006!_*v|OIn5L=gdM1-e zBoeV$Y;bV!`t|Dr0|V)FT2Mx#+(*CUb0-i;VdO-&6A4K+12cDtPb0RR910Qioh zL_7-9H1qlV-i;X1XmoUR^xCy+!^6YN%gc7Vy}Z1-Dy^wRLxQx3{-PA`zd@=XSdt4u>qu zoEQKA0001cC=p*nI-QQiVpCI7ds`TjlatHK%eh>xtgP(8B1ThFQzR1ccsv9M00000 z06vcr@#p1oxlAULPN$>M=>7ZmuUxq@G&Hodw4|zPd3kwjYinR3 zoEQKA0001Ah7$4T&CJY~40001hub^-QU!hPaWV6{1KKS6Rx89nbo)$t>S64SSHa=LysI06E1Oh?`0t5g6 z0000FgA(yoOw-I}v*Y9ALqkJuxBH1Fo;Y{zTyJl0RaKSW@8^5~00000_`2B6_$sDp z8isN8>eboV*~Z4ka5!9CT*=? z00000@W?0;000000AT;f9033T0002kH0Ldq z8>T5_o9fUUE|16KP;Htb2_b}$E9A1Nom6%=pEC?o*le29;dFVtZo49@GIwDD00000 zaF~6A7eJV~t-0lip=(zM?o37JH!~^W_E)slA3fFmDW31MbeH)hAKy>n&g z{=!TwlahVGn&VAvoxPXNw3N6@osm8n`)dcX(oT!*pnN zyF)c4eS3W=wv|%U+B4_Acj4Trnigg5ZvTzjLz5F}P1Q7qYT5Gfm8Gq%oX2zYsb`)( z-P=)LW)}*R5dZ)H0010Pk2w=z2_XuZ&8>yep?6;W?ai(6bh!1Yp3YOvCnFADcH;Ug z|M}ZD-+S}&oyCl~UFejwYwy1^+&^IkF8!#ltGO*~*yi8=^{;LZU7a26-!MGhlBSwq z$fodE00000063%`zeE^2(^p2{|J^^oo-FHo{--~9>SAMYiP!1WWSd!j@%uA!Vd>hx zPu%(7&DiAdv>4lI{6X1|pL_Y4rkX$|Gd*zm)mLuZnjYWO^I~v%`I({BT&LgZv@sI_ z00000z~S^*CBiCXt<3D*TX$}bB_eMR`@&YrDH19iLBb z>Atd_Cr@1HJ>Fd9_2utRCKiUrmgiSenSxyiMU!n#RhFm_00000032SAQzA@bcPle@ z?bb+iI9AsA_b>FEtUMA>K3NiE&8|3Hc1f~j*VBqSTKiI6%h8Liey<{=Y$mT~;(3>$ zcs;%%&3mk_ytF=`eCGNL%QA&k(6gD{OeU4p^M+xVLI@!wS+=Q)-RW|A;b zO9&&owVhbo$QWipxV-LA>#@qRut$@HB!r~+yk$o^p8JWfJ-t!z`WsHRR2K&{S^mUd zFmti3<;l@MTp3@>t>#pFb=$EfMY9QE7IqV>@wK(dE3dBI8yY&+(Rt}oXG5?)J0001ou|$};f?;imy6VP;>h_9&Ls38304!4oeJ2**T-?wLhA9QzuJYrxMPa}8 z$JQV_oPny^GgY-;{OOhuroK73_|e<1{rr{bPc0000000-4$lnAAyq^akne`*qeu(L#Ue)f|L zVWl>so6(tgA#Vt0nJZA=8g_=954l8P3XxmAb@`(=UVD3@5U8j+R@Zc-I#A-(Y?35| z-BZzi^t^a^_g?b9hF-lfe)B*6EmHKi#Z{#j!ZsJTfC2yj003}MJ;s0SvZlF<%bSZN z#U?AC+Nuyj2vZmO+Da@j6V>wtAqOkm<&9NdyH9<%fd$JHVmG1xtjgg5@ohKGmi^ z{1=nFRb4%2@`dTpn$&XP==qb?9?kWMaR;-Y=i)0n*;Gm>mMAKAyUP5EO=chh00000 zfP?E>DiNl!yOWq1kHuq~mdy~Jva(=ZU6E6fANHzENfJW!*0i;#!N0Cd%HjG@Rk+A* zvpwhxW+uD6J~{C5+Dbg{^sAK@8tdwghZK#wJOKaz0020^zMT?b74%eM{oX`;Bc2hO zkjg4T!KMngUHQz!f+d8hXR?L7VK_W?Mb`dQ8YCekEl^((sINHo>GxQsF!kNU;_~#J zt5-f=SSx6yt&yG|K5?Y!ctBBQo+$tT00007*SAz6ve})@>Cu(=T1wc8gtM+Z5UdL* z%IAL8Qi$B<{R}VmPtpJKcQtg_nPJzVArb zD+@vd0000000-IQlnBc-3dU|~*RoqSyT>le4<;V++v()$otaE*+YqWtlr#qdp)!|j z`*bI;jI78`j}H!vOr?D#U7;e+m;R~3c4B?u?v3Ha&BS^#nT)S3-XEG>+Ds&`iTla~IV!NzJmL(*?9i9LH0000SV2@lP3W@vg-TwXS|MJS% zLek-B>N@{-|M=n)mFLPdAw(`V7hf2gO6ze$*zBsWvee^q+ojJm0yDQAi+=d-qF#|} z>glNPRJy)=wL%RAYtKCUa@Co1HknGMHlm9k4~~tDzJKLkfBEs1>(?*6@Y5gnwS-!N zb}|G2000002iYT)2vZk@*zD-g^>?p+bZ2!vs}xCI|4O>A*|4mvLT^z3U6dPtCpUdwi z8yc$X>S`)nul;6tdgR@-zLVK`;pz1GlP5x|-A0Z800000;DCCh5@F>A{D*Rvs0000000+~f-8CTz$)?z3)h2`x&WiT>C!YQBsj?#_VmCHD`J10#zMGx& zKmD`6x!8NE(w<7iJ{pcLuWl5CA%qZx{Lb>m&}(n}>YZ0E$BUo;X~&tiQvsXywZDj@ zc)~>|oIPTbI)l$3iwM6Hmlem*?N8@kCwFr%Im*5tfm&^!W1J(rPS|a#mJVg)727ha}`b4LeAZ;!uieDoO%% zAz9hflS@-8_eN(DedT_ap9Kv7000004o``YH6e!^y1Mg5W-9TAIn!+v7AJ2+?`*Cn zcdWR#>*=R^pZ#9@3BOUTX=R#}|DPK(_pkphHop+j3W@bZBDW!GJD%<9d%E|jCZE@C z``kQ)W$HWn+Q{gKH*Sn=ZWMK#|K8d2K2O9U$BBTCzwFIE4;(eKaCFD^wlH&d443;9bctLthiON&d2RL!Oa znlGLWA8qWLo1R%-Tumem)$R)whs&#LBc&z5V3F6Y%3n0SVCvh;tAF^#+i#4#GO$yy z-CS1`qoVf3TJ3W$w@kw@@`hyzAt|!W?oec#%wq)r0002sfO@nNAqgRDcAr~yxr;(Y z!OBSO_I6e%ZokJLC<%IhKm7hXbV>bz8}#E~{?8*B=Ond=FmpMJ!?F z%xo;Ny|KEf3%4j(vZhF%y9P8b^o@N=17=@OC4Zp_X8?w2?3jNi_Ba?T?cde6M@!ih?^=42!S00000fP+f1Eb9P%Ez8JQ z+345@?+y-(4sLinp>TP5X<12ek=NyRD4NKnH|CZnhi_kgdobpSJ6qd2`kr~NulG!A zqtB+vqzC{20000Er~_Ie_82=;(T@jy_up^yPo12F+JGK;CU7lImjBh7*viV(8 zb9z0#K+soGT@xvbl!tIOHl`r}00000IM5DsiFm-sZl#m))%ES)?00000z`^(bqeK7z0001h!$IZ<000000KmSXL;wH)004mf zLx}(Y00000`-c(%000000QL_h0ssI2008VCN(2A^0002kKa>an00000uzx5K00000 z0AT-6A^-pY006-Lp+o=x0001h{X>ZW000000Q-j$0RR91008z6B?15d0002&A4&uO z00000*gupA000000I+{35dZ)H003bBP$B>T0002M{-Hzw00000fc-;>00000008@k z5&-}J0002?4>o-5000000N6kO2i|iG*0ByZSO5S307*qoM6N<$f&l;k F|Nmmdce4Nh literal 24941 zcmV-zVUnJSP)004R>004l5008;`004mK004C`008P>0026e000+ooVrmw00006 zVoOIv0RI600RN!9r;`8xV1!9TK~#9!?cH~D6lLGW@ox%A2rYnw-Xu~ZMMCdQdPk%y z(pwhAir7JY5tL0JG^t8edhcCY=+b+KP!dQ8N!Z9p|B_-A|fIpB5^1ziin7ah=@oW3X38l zA|fIp5{JT~h=_=Yh=|0YuqYxTA|fIpaVRW`h=_=Yh)5g?iy|T-A|fIZhr*(Wh=_=Y zh{U0=C?X;vA|fJjC@hMIh=_=YNE`}_A|fIpA|eup!lH9p|B_-A|fIpB5^1ziin7ah=@oW3X38l zA|fIp5{JT~h=_=Yh=|0YuqYxTA|fIpaVRW`h=_=Yh)5g?iy|T-A|fIZhr*(Wh=_=Y zh{U0=C?X;vA|fJjC@hMIh=_=YNE`}_A|fIpA|eup!lHw}MPIT~~u%A#X;aNJ)b=JGm5^lD0FUmpsUtV+xGMzisX&FsQOL_|bHk`#qS zNje<2*fpXBC8~YKo;)4-znLppI;IO*)_g>hl6ClcYZws+tTcJ81B)}ZWbmvtEE(Af zV|H(C*>1cb5S%TL%{YbYO-&k*NL8-4i*A@?7b?%9sQ?y-+uayIAt@7|_v%@%w# zeL6i0y8Yu`B2UiY!&-%@FmMNV%znutA|fIpCR59zBz|`eGIwKI+D@-ZrZ|^3qB$RY zxEOTxZvs6S0rIt5P$+M}jx&h`Pqv^Ea_&EJfR)i&!)u zpV_ZeL_|bHB+*dIq9g$>cxFfw|DxObS#~gXmebUw>r*sc!nf+0y*`5i>fisrNP_2@ z{W?WNL_|aq549{xl6L3F3buvCJ}%a{G?~mUNJKQ>11 zzwwG9A|fIp@>CQSCF!zXWy_+Yv5zyAqk6pK6~o!}^N%b%7h`s{A|fIpB1wwEq9g$h zBCnj_cVm@ItuM+>rRFr$cw zh=|A&QOlwvZZ2+k-ftAlQExCq8)n7XevS2mJMqoUo-CZ%k*vV+dGk3M_1BXkIW_NN z8n>QL>A(qe&aZ1CA|fIpB2P+Z(UQ1%l;r)1pYz9?Be@c_oxuKWxUhW#2h+XDn8ibA zoGY3Yw;Z(Y^92>l?4)HGPcH5KgWcgJ=|6olpVZ2xH@S$2h=|C4;A9wvVRjKB|0?Pt zJ65e_??pS_z7?rnp&(ulbuG1r9cAP4jT{PdBS(>PRIgl^j8D|{G?L&Ci&5r>GkCqZ zoHH})lELiPEFvNzB4Q#nx=7OCk(08GJ5u&Bi(R}5QKL;EYCOd*9$Yoi^%D^h5fKrM zSrow*!PS%d*ttJ;8lBrGce3lqC2qwy%&tsCL_|cyH0p*bDOc!1nip!xf@?Mmz{$lG zR~IL++qh?s{j+dRUzwnN>*9p|B_- zA|fIpB5^1zio9SBhbGPu5fKrQ#7|*S*UFkhf$+OQMhnn8Z>CYiWMu+JX0bfA|jI5Xf{+46C6H#n1Fx)rcRwoWMm{o ziWH$=zkYP;)QL1{(wJSIh=_=Yh{B?XnL=S+i#N`}yF3vQ5fMqI6c$C2kU#$T1FO}_+_`hH*=$s(Pyvg@Ld%vdadmYyyF3vQ z5fMp76c$C2pbHl+Fly8&#*G`t&6_vLl`9v$d-tY$_wHoQoZ0O1L_|bHBpFax6iLGF z-o4AOzy3-1@T_E;A>6L`0G>g+-BMV$GU0Sglr;ELnoX z;h<*Cnpi9r8Z~N!v$M0=<%x)hh)5EnuqcwuoIH7wz`#HzO`62*+qWrDpa6aQ_T`;- z-XVSZ^k$bQA|fIpNrb|pNHP^39?qmmlL!n9+q)V5Mx8Hsne}8{`e0vTv1`Qfuu~?{6r;gd>iHL}ZNFt@MD3XF4Ja~|R zfB=5^#X{xE zmCY_sL_|bHOr)?VA^_~#wF|4&%B)$lh>3~ewbx$5VzJPsO&i?Y+{`XdL_|bHUND74 z5&4@dSFSK-%oxUu8N=19SIL?+D?NMmq*t$AWX+n@?D9lJL`38TQCJj_c*VrTFmvWi ztX3<#ckjl{&5bwTd=rbsLg~__%`Q(wL_|cMGlfMF`B$4aZ^ml1GH>2I>~=eqDpkT_ zvCyJL3tU`W%q~wvL_|cM1BFEqNw9P0&M|7#D8`Q;PiSZ;xpU{HPoF+?>(-4-nKGGO zo`{Huh&)3Iiz4#GA|oUD<(FRw2ngWNp+k6jdeWgo2mJm0DORkQ+2x6dh=|BDps*++ zPi6J$)r=T1f~8BBVi*RsYuCnNvCyz#L!6wP%q~wvL_|dXBZWl~c_vPrI6+`wAd@Cd zB0M}CA0Hq3_3KCH&Yek@E}hxsiHL}Z$P-dn6p?4@_U+qDnly>Pz(7u(JW2ZW>FM0L zGyVGYqdvoj4FHpF7FP^(rgv&$0^ z5fPDpp|B_-&)tCo2M7oVVA`~4+`W4jUteGR{r&0Cp#!N?r#8Dh5fKp)iHE|Xh`ca2 zZrotpxN!sp1##iR1u|#OOt)^`=+mbUxpL()yF3vQ5fOQa!lH=0a5kHbIdkR^5D>s0 zfBb=~t1B&9w7_DqP_be~v&$0^5fKp-7DdEl!NI{;tyX5un#H|)_we)c!(y?}x^-*Z z+}zAAPeepSB*ju#6p=*X^5x5n88e14W5y5?5<<3Y+33})7d?CS#M|53?D9lJL_|^? zg+&obRHCD!nK^SNR;!ggd-mY&?oOLFZLnA@lqyxq?D9lJL_|^yg+&obv^H+sh}CLk z!GZC~wc{{H?HDN@Aj z@LM3NPSMG;AI48vgM%9R8J1h8z`G63q-se{F0p?>}PI5|0)U80DHh)9yBuqYx) z+OcED2n-Bl^5n@xL_|=qU_tuz>&M$~zfIb-Y0WNAL_|a+$x>Jpk!0c4ty@f-IFZ1> zKu(`NO@<5^c;}sW=-00w`Sa&DyF3vQ5s@TEVNpbq6^FyYqD70aTCJ>Gw+?4#XBszd zjKyN1MvWR~mnR}3B9de%EQ(07wSWJ90s;bPqU=smYct8<{d?GP_g}5s^egVNpbqz3bPn zGj7~Cf`Wp$c<~}Hz4Q{@yLYE|@80ChnbYj@Cz=ej~>m~v17S*?HW09l9+QjHmx*3-s2Vbw%MMKNQ>46Ifw`}Xa_-QAsb z?b>0nSSV4VgxLoxMG6ZGW8%b#1O)|g^5jX&F{!yn&mW+tcqvL`1|S&Sn=NA}N#O+G>XW>O{x> zwPJ%J5V8L^mWKd1QLJt;9_>NuxUrL^M`IsntWcX*;$#I+UhOrUzIlPn1<02A@%xWF zIfoBx6{f<#9o!*yVw29DJF|E1Ue>Q)PlE;xm@;JwB}P=K!(sMeOA#(# zzD%D!eaMw77XtxigCvE#ma)(|q#D zC!9Qak`5g@kS9+bh71|PojZ5TE>lEA2xr&ixm*Nr ztw^^)n_TB?XMX83xiFY_+nnKhr=S8ZQD^TE}JmClp=9eG7;N$+?c%y1T za`?33hqXsJaw?QZ=g6#9tr~OZ&gJCElMEOzfPMS+(V|5Q3KS^7@ZrM=3kx&*@Fh#( z;o*Gt*=P9p_z)BnMAfQQS-Ny7M~@z*fB*hu$dKXbck&$N&YhcYzx|dA7cMY)@?>)6 z%*miZgLvhYR~R>L9Co|i>=H#pM4pJkqKKFxZDlLL8wXJ2uU>j#+nG533IM4pb){ae zN5>jQa%|N$!T=~rqq3PF^8w}{`i>L%Yx7xU(RSz}77fVvuQle& zmycn?hH>G-1xAe;g}b{u@4x>(xpL*APoF*Fw=NehTrj&d5fPDprLZU>iNFmuj$cYBfM-p*)y^8{!^v?yn8k-zRRMMlN0so)nnPRWgI$mh+e&Vv1!vL>esJNks?J13JTKrv;>NY ziDA&7K~$_*k&72EGIs1(_U+q8qehL)F726fb#w%jC(E z%`QzuMC2bSEQ*Nv!geri-E9C;m2F3rEO9@Y!VfHYFkZ1_gID7puZWHFD`s%sw+-bp z@>~@zT$oX#MseZ71%?e9Ms#%agGpK5fB${XoH=9eF-^qw?b}D0GG!PtWC%5D*5tr} z19b1+9Tyjur{8!YmNso#zWeSwwr<@@jvP7Y+_^JNnl$0cl`CeKCL$sdFNH-BFk5JXwGd3j%|6whuWnw#sA@DJI9hKrz!DPHN0QYr<<3T7XtX%5fO<)VNpa(7k&NA{UDeYpTge69gP^p#ls=7 z4?PRun?3$}*G2C8nUUuz)2CjJ7yjYq;^IQ{=FM5Zem#5k?4eVqPApxzl%O(;=dW;h{``5q`Q{r!LPF@$r3-oTtdGpe)T|2gK-)?q^&)w0ZM=4vjEbG^=XULEtOrJg-4-b#0-*7UL zBS#K4Zrn)Qwrv?RW(;-e)X}{>MMNY~P*@ZZ(>Z6Y&mjL|fSoO$f5DO~{|kdLmzFTF z!w)zQoWy&+PGH|k;Dp_TJ07gT<<(!)s_PD#Pqor8OXB-jOO-0sgK)TY>sDH}Y{_rG z{YLrnH;$e?ds4b|X;!UTg_oC?*(HgHND8H}C?bhVObGioY+&!{5W=0aP^@}=s`{jR zs2hZx@KZZjyX62EB0R|Tsvi}~6vf;9Np@m>So}*=R20*uO~Y!na^S!LJUl#T-@ZK- zi-lKTebuC@o{oaz(^Fs+5s}0|VNpaGxrMvWTGpFf}D$B*;wyYI4l_imas zYsM?Dyuyz^{>ZIcx6Cf_AKkiji^h!`bL-YE1;uBed-v`H1qBft988A}9niI15fORO z)UqfdDMRQ&nip!xf@?Mmz{$lGR~IL++qh?s{TOskUzwnN>*euqYyu$Qg#gvSrJ#TCJ>Hxe_NQC+gL!hs9#y_19m=$;rv= z5*aXH06+ftBZCGF;+t>2F}s{(#o=(!xN&2aE?vs>>CePueY0SC9D;+9&6_u8&YU@kBD^Lyw{PF3 zeEIU6Idg`M8#m(T=Vx|FA|jFkC@hMIBtfB}q5S;w&x{;7l5^+IkuhUNx^(G6-@bjx zn>X(ZtK-Cp6O<@Xf&v8!uyyNJ(*kQsaN@)X%9bt5OE0~|-o1PA^z<~lBoPrw<}|^L zh)5EYF=IwP_}~LhojS$uzyFS}uP?)f4WmGT0<>(|l8qZTKKB|N4hL_){Wdn6jp@^; zD=0o^K0ZE-966HX$B*;LC!d&Ij);h)01AsDB1xEwi_3#>xO?|*I&|p3k|j&1R;?PZ zz4jWDCr>6iI{JyXyJX1{CQO*{kL&#O(@$*KvW2g{`U+oPU$YNIiqNiIJ6g18L117Y z>({S0yBrY_N#@iIRYWA22?+^d%$PBZ9zB{XSFYgg?M;s!J?Pb|7umCCPtZ0xckaxc zJ9n5pdv?6b4=o^2;y3kS9+bzWL@G^5)G;hYlUsxpQZNwsGmwrN=Js(xnSd zPEJgjGDSi01@rdyX7uRMoIZV;fddDcU5MI3BlNBypm@Zwq@Y`>{v17*$v&#_?kz`0Miy|T^+?q9Ouv)Dw zS+WF&!$HlOHL+MMWX+nD^5x63ckfjK4i|EnF9w7Xslu)aQX6Oe0+Q; zQ>Kh&M->r~XHG4PA|feVty;BMxNsrIjvd2dv9NRJPMS7tO8fTh$)7(z-+c280D*yl zgoK3f{rBH1C?*owvuEeM_ugZ}h7GJcsP?LP2#7Ye&WJ~ z3)pNnCQqKsph1Jkm@y;!_wP5mM0rSPXec>z=A?G*+ALhS(Cl(VL?jte%c6*gJP;NZ z#&5s<#-c@wICt(GY0{*@%gc*Bd-ibQ!Ug*F?Q3?4@`#KXGt#bIJC-b2!s*ke%`Qho zM3NDOMG+CfZntB#TFI9$9|HyqAb0NEEMLBy8#itc8XC&py?gQU@}fhB4rZ4s@#x#P zFAj%;pr9bLOA!%~WJKLiMMP4#u&^*{)vCp@W5@X7i!bQcuOII2?hlq9IB>yLa!BK7IN)%M8OH zSFT*V{PN3e+O)~+Qsp1S#KiE@OD|EqdUZ{7BO)TtgjyCwL{hj^sZzxo6ajYZ*ukYs zmuT9wso7=9zi@MNqh7swtX{pE$jC^u%Mp>si9XHm?=_%B&@p13&ki^=qB)H}TEMyI zvja&%6c$B9vP>*^r~cipFOD#_eA$f7zo)0)^pU*r zoP#2O`^#@JVa~gx`L!dhf856%vyXu!NeYW1A`-6+8#Vw?w{BgtOOYo~zkYpg+_<6E zV39;5Y}047|85`o-kro(mAzir33!G|Uof$McD8)fib0!hnSB@}2~t=T5s`QW2M6Qg z;zH@trOhryo_Zvndu;mlCw8iJQJ#Rpq9iePLihj1 zH}BM^ysr;FzU64pZ77S5-NA8xjhM^p7}2XKm3@6ERI(~9-y6-wD>kzW7fDj~?b}C8 zObmX0erA{Q40uqaOCY~3UB}jyL-?yxZQ3&RD3aFf+MW+TKR@>G-%m`8+7Lv{;~-?k zaDKfAp0#@LdUhAnDsj!%fP2AV6dBAe=sEH8^CKoEhC_!AnO%xV%H_Di@{vopjXRazs*VXg zQ2)mz8`a(@4%}e=$kklcDUl?Q!lEP*F`Sy*kp|z{_~ehh%>A+*)qG#3VCC-o_+vBD z-QCJp9Xivt>0n|8t!2r#ov2>m7PI;fVBSUG^lYZ=4LAEmh$I>3&z}b%U%q^1m+}ln zaboo!+ytN?4a$3C-gW-x>#yJ2U%y8YdGQ?A|6u0!dw?%Z%4RnCq}zq;RT@(WxU+T= zn{SwXbR?-rhNCqkIkKIbMgPyw@XowV^eE!-w`Hkw733u#{M39F`wr&Mu7z+1>{qui zZ`b|qr!EC4mp8T9FGD2JICt(G-+lKTK|w({IXT5ye(BOBTwPu9_VzZr)Mv+bkkErW0EVC1~5>_2pZYh)&G zfr7kRqdoomHltXEq$jzRz2|$FawwBE1KH#iw-(;d1yl zzU)<%h9_sz>sUA1PCi3{zMI$^Seaz}=kh@0iMf3L@nC}H?BR(T-tu3g_@VD9{kLn` zk(}JPi(5ddm;K1=`J~mvaDLuYnKIh zPyC!r|JHPwIv=HT!Gx`{VdG8*^?B{af^BbN+XD|NS5a7fQ#iqdQpr%XbVK)QX?K zEl!tla~Rp)2M87F2WBiW={-&GsPPv z-|>n7S+i!v#l=NoF^Nc(Dit4m@Bsq{4x~YY2ISA5|M~6Aew7s;)}_&p`>^GIhu=1g zrB&|xr-KDPW_oT1)hafiUF1Cg?nE2^eP50Uj;{EP6@P|s_c@G_b4inf(oI@ZBhOPt z9!EI)#&)Mw-t9Qvn!6KPp*G*1uIYtBui;@6_NTO#m?u11c_u^Y*zhF$PCm^BOH$v@l{~ zV*a-5rI%hZnl)=?c8Sl>9b@MQ`C>mSC~OQq7-e=r&s~ljIgADk8kk*%B#_;1H>y;r zV)*&_8KI$}&uK4V#vh-SFkHYORe9rwgLmU8V{bFcsR-Q8YiyyMON zZ9Si#f}ia*?*8`*4Z|L4Z2PvlkroVaHePNr$e6kB#{bSa?wm4~d|A^-e}8}Z2W&GU z60+SpJB<(X$3Ew^pfiT;iHf>uEN%0Wk-C({n0+|hcyO9x4>wM4`P~@#c~9ewIwg&a zV5F;UH4Y~D07M%{{;ycd;h1ZMn)l_j&B-R*G6#9=;yuNwFS3;vZ0+;b)IA`r8$Ju&|Z6vzUoI2N^PC zVD8+x)U8{WCQX_!XU-fvJ!AVy-MDdsELpOcUE;H2yTqoIXJQ}cs6qAIF&tVj0_)EU z*?ROkZh1;jwsuE8=--(9$)qcRx3@RfuU|L23`rnoXJ=;2m_e;twWwOPDl1m3Aba-g z&u|Y8uC4fpHbeGd2VVVb9DR$%^JaJUBwNn(z#VXUl_sUV{`)S|RcGvpOMH6i7SWEU zXrYXk6V4tP$(1MTQ}q6^b7@X58V_7g1n!jod=*Q+sPgw-OrH5^Fz8o)K2Vg_bHX@1 zZ34T#EJxLU>z8})I%h%w+{m0Y-IGnGWeekmR|^7W{2y-=dZ_KsIW74rwxo|=X)^by z!}=VHmi%xjp?35(&rk9W1(k7l|}Qa{7M5VW_`M``>yG-^KzkQ8G4@`+xZ#v=sJ^Y zfLHU${Qh~B_{aUZWT$4EGPuoIMa-3L1YfaH)#qPMq3w}`MFMz|(enw9p=*9Rj2;{R zvgngc?OcZe=Q=TO;U|>M@MKrA-O^>m1GpP`lL-5ZInI)_DJ)777Q?x9D~X*L-iNvs zvL*P+UAhV%@KxvAtZ;6?2NlxCv&KClBcfv;ruM?~8UCdV7%%{v&Gz&g5_yJd*RIX{ z`SZz?DH9VXP6WW!HTir+gdbSK-ut=f&YG{7(PtLBer-nXzcOLLAZB0MLdkDN(V0cZ%oIv?JPMO`#5`zn&eBiEl&|_|6w4DZv&~S@cr;sn__wea6T$5m09QQRo=w*zN7xR2Y}b-N_m5e#ycfmOKKXW?Qn`}~xEm9}U4=zS zfaG%~ASsXiDq9xa|3=GHj_UFD9SdjI&*QoHdS9C4`QMqJa|S>BCoaSPF`IUTY-Yxe z7y$CrtI4x$WEeSeBr!2DW*OS{2eBP*pH27Mm~-ai4*DDw=eI$`z~L9 z{q@s#3BMi8?5%&j4~o#V^5bUCyu+d8J7PnnQ!yHrOulmlhi(0p4R-+2Q?p}bGXG=# zi{S8vld%uo^HV&>zYh|0cJsu;1+d$=8}l?xcn-q%j-o@OFS-8C95#GWoh(n$GuXHn z#XSHIFVZLlNCN0>B8glyM}t~Wsn1ewkc+Ns|73iP*e|cp?X%eu8M{`t60eXx&If%I z2gVQQNYzi6;*-!XS_h$_T9GE11cDtRfUAr=S_G}g| zTu6fk4IW&~NG{{u95;hme1E*6XW2%Sc+C0lz0eDU-G6-T*j1uP`eD({%?)?=r2HyU zp6|c^o=-phlo2CF(63*=XR^(h%Lh1e`~LrAt3bJ&kNF;oKEt}T7h@m4QkQa1IbIRK z5go?WtG9@G4%bMXJu;C!Yr6k%G8@IY9s9Wr;OtA|*Zw6GM;u_mrZ50fm2XGIgiMg& zl9rd!0JozEkNU6o4Y6}$@r9CLzcLl-~jR+c79I#T`Zi4HGrJ6V0#>V)&p-d1Uw{3Twr$%! zv+ddGfIYBbl++&_cJR)Sal{)GjX0MbyW`|D&&$T@{a4hm-h zZbx(NN(6Q?J=u(?*toRlJsNb~MAe_SFsx~A;*0pvCuT5oNk01ZtAN+P{%&FjyBHSR zF*Z|PGN<~t^+gmGC9!jH!}I>9V~%=*8QL%_&h~4pAKZy=ZuVs1%&T;3^9#r4&FAPR z#VPIq5Xq@|U(%`Pd`gd6N9X(rd7In0w*E_+G#W~1>&fg1e2XGUd$^LwznU{=4ihF! zV9lB}4}#)fvS-hpOm65N#i=!a+`r)T3iTd45mqF})*a@rw$zsjWJ%JkiU1ccUZhm1 zQf8MS3AA_bUOxQrLjnQ$C)}}TN&EvwknhhM&*#<|sk2e0^(+73))}s(PJjPdX}wARPp1jC)6DpC zDwhFX{gCfk{9dEa{BBsP`53uNy=_cA8Ey6}OA_why=!F3l*#z`ZzW+B+-1zat{ZCrkSz~9puZM>YbhVkXPt8u;vZ?ApZC{Ss|*2u1K&Z$j(E>v!i`OR^TwXUWb0;Z_}ec&XDG<4L~GQ>wjt_Zl7^ z9!6ML{GsU0H{UeUr%!KonNKf#z0oCW?0dug^;yQ%$Ex|HZo})x;HhSm8fJ{cal}Y=8n7lX&i;{BLLyhhKSKG*z zv##;=!fnRx-MeFdf_EC*Hmx<5FPv!%ZJOQ4^SG<9@*mwZ&i&fV$dwD#W5EdyN6!%0(;&3<|#^uYGAG`eB zci%MtBO)S!SF97OoAZqN9p~heN!ggbu5!kw*k+a5E#_|PSjqG6H@wzeV zs$m$mtH$DY@)`NNuQ5W+K0wdhJ>%?*Hb!S=-&NFq_$l}E1w##s&rrlR zV?e>&MyJIg502~YbzKZ^Vy~n&UU)OkQyzT5fsy~ioyMI{at>GalP| zBndZc*f0YyjvhT~b}3IMbg9uQL+pE};;)Z+XWZRud|v4O-+bEo#?)lcg7WLHzZ!tC ze*Jp0OOZq*;>b+HQZBtgs(eP3mTwzxHLqe6cqzY8>%AGqkvoQA*l!q{zpie0f$>u1 z)<&CJK1Sve{f$*2N&jyme)o*4n|?Cd7D{E1!PltUwu{lFePg3SUU!4^g^dR9|6=S7 zeTvs^J8g_E?`%L?qv`yA>#h)C1P^-E@UA}GIPkYGIh%1~^LIu)?}yJ#(ix@RnPBV> zf0DBkyK!l1bt4rR?scXcmvv$z38V>bBt;6}_z~@f?jq)2*UV1ILK#RdwyD{)*KMH30Yo5(aRQhZU7dmWV>DmL_Ow*U|n^YmM=Tq%A5p%`6 za(|{D?8fk;d)c-7AQxiN)3nD>Dpe>`|%28W&F&(okdBn_jV3Q&ZJ6rd@f= z<ZJhnRmr**`t46EOrxV*NRj8Y%2F_KFIO3j)z zja<2MnO%lRif0d*Z?yEnAboRVUWj?kdA4&CjcTbd$kX50n#4yJ$cv@x3L^3XrKPep zn2iI9Jh)#}*!GFczXFhoN?q%b>(NG?$YZS978d)sXd}vIe$2;~Bbqx-`Kjrb$i^<^R_VSt4`E-H6Jm{XV>=TZ73HP*@a^ z7s|ym1D+2~$V1sWVG-8>+^f;8Zq7LOp|V}r%<8kTkMq4=nH-Pl78G@MCnr4psGk3? z8%ITPXzD1oTs_a4c{{lA=r^=yF?#&yPhNmyqxp74h}nlG(ed;1W7n=-W|#5QoV}_s zbmdHX`|jm~a;2!*x-%Uc`H{C+7uIC&%!o~gS@~r(GADze2yo)W3Btm{C{w14*`A1FnA=ZOX>=UeAd>&k^6-fw%MG-O2jg5?78VZ1C&2H4r z`shcJgX_VIISfEXD%L4T{6lAKT-vmP+oj*&wG4m#TQpZs-UP>a){Yv>u6Vwn(-f+~ zYv};)aB#;tvyVoijy23g^I*z1#yxRgwm;ri*_=w)3o*aUS1(<;nQq zAJb9cgRkg(dj-x7KA=MSc%FAJl8F1?+Nr(t4f?2Z<;nrDY11Zre0XX^?5waTl4!V)wQ&Hm2kfHOz_%Ik`Z_*(^~HSW+}iRLZx1`ks~@f7 zt4bN3euI+YsAW+^OcKSJExQQ=pfHWfW{LZO6n%~@!Lcom_|&FUruaXyZ0D9R<#Y+& zs^q@Xs(~R9|Y6-P}n=3jt)^5IedR8p=SYKvd25nB9eVSkK|nCKGe(c z1RrUU`x*V^JZ=HmJB{FjG8*y!D0g>v>eZ{q%9SgLjEsEx4a##D930HWix+9uteM%R zh{&VdedzM*at3FgLh~lyurO$ehq!J3`s?ReQeN59zCZ!@Pi| zWKSlOn>=gHnlwaV;LBmw5npAVq0D3VAydzIzGg48t(H2oXt%99*5Y?wl!+x$dU0b^YZeddiCloTC|9mnCEj1T%L_1M~-ml z&>@;OZEAKYA|jGZC@hMIdD4~V%azOcqDf(HO=?O3-`8o^wJYuF`cb^oCaR8^#h|yp zWAXe?sheXTUzIOL^*6fEty4297b`)}-L;vt?0c$bO29{1%sJ-ut3lJLIrx6tc7A@V z2(hCS9o*bHo>40C>D%d6JA7Gn!qJh=?R3x|A*=l0rpCM>BcyWJ;AP zMYU?xSh8dZ9XfPi_wLMfg?wbm|eaAGiJ(;Gtb90Nc?zwa4=-$2i-~RoT zS6-oe_wED*1+itz7AjS$WcJHSv4VnvICJI^4imR(DEn2j|VzE%MV#UWkZ^VcZ1O^6j^5n@l%R)jzC{UmPg$fm7+qP}Ey6U>) zi+1J86^a!rMy_1B*t2I3&dwTDA|fKsp1xf~M3SK!H*WCVci)jee}3AuX~VH&$N2c; zk2!t%G_z*S`p2LMuy^lXN|h=V?=o+1Zw3z@%&uL#`2PFv&3>sVQjZ=z2n!2i)TmJk ziXtNN+~^xdL?jvc^Upu&)~y@4bLVE@z=3#qc`IL@Cx&v)N_N3LAC611IMxpMJO z9Z&rI{i#;18ef0?HT(AMGy7$yC{w3SW#Phw^zYxF%9SgdU5} zWr~8Lh=@FQYFQK!Nn(y4KTcp^Ad@FgCOkYGA0Hq3_3KCH&Yek@F5L^Q#V`!&*RRjY zl`EMuXAaGqH#ht6BwK?94PwZUA$C&Yb zhC%JxwXs+%G-%Mk)JaZ4LqjQBwk($~U*?ZL{-AjA;$|PJWM}5gnY3-&mIe(PuxQaD zO==?|A}@r(qKHT$78x1IFTeakKtKS84jm$O>eO`X*b#q!e~J|=W_EcG96o%Q^5x5u zF=Iw{?%YY1ELqGhDcJ}P4yJ0=s^rU;k8Rtwkv@HTvr7^YkrYBQA8vW*}Qo(R;!hH^X6f<+o@Ek5*CYv7A;!f;^Ja< zdH-to@Zr4w{`)j+*pRt%=i=t(W_C$Q)|D$)s8OQ^Cr+GT`SRsYHDQs6h{%88YIXr4 zA}L)=Objz;&ctf9vU~S#+}zw~-@ZNm{{ECMUE1vOp2&a!0|*TbWyp{rv}n;nf$=|j zI4Dk^K3zdkL_|!XmPHW}lU%)emC>U|GiJ;fu3o)L)~s3S)vFghd-f!2)~sfi_f-Cx zxl=8SPwvs6_{JM=m|c>Hh@?;oiy|T~*sfi>uv)Fmnl+15czE{(-v;mtSSOje=l z;lMb1_G~;oJoPmFCTxbMxj+rcIlspeQ0D zrc+oH5qXYo-n_~9@#7gaY82QQmDQ_PNv`Su=k51^pA|fIW zIGbI7h)7Zw9v)6WKmY{`7Nl|G#%$ld9e;m+jvYJ3;>C*<6z|KMH!oYZY@u`K&P<&; z6<=RpR;*ZIc3Cf+VHgAj1yQ_sakg*Y&bQxw%iOth6%<88B+*gJqKL?Ubn@g$0s{k? zG-(pIZ{MasfdcgF*N@JfJCiZ`0(K=A}pOdcaC@7 zd51M?)=;u!Nv2GhLh<6o%`QtsL?m7ciy|UVXw8~6Sglr;ELnoX;hE69NVPRo>_uY4#KYyNa6cyo{iONB{(=3H#aw0w{DHaV!_YP&+PJ2laGiJ;fe*gVeObJC?X>A zpC~MfNQxH{62h1djQCiB@6ZH)uUXwa`^fAQL<#o=kmL|b?X+pcI_fKIGC+lx3X&0D(>95gR846 zRjXE|Y15{>@x~iu&z{}v!z3ai^2{hKib#rLx7(RNe?C^Ll}(#A;o{;#vu4e(SS(bj zQpN1@B!SMIJI8_r3m!}w6B82yK&n)!C|0Z(Wy+Mn$H#{pIdc5%=b!F>dHwozE?v6x z;OFw?%N#m%h@Crka^l1Z{`$I1mo6Q3>eQiGvt~4E)QF53Gn#!kL_|cM3x!1yNfAOr zL;3mVpBXi36lc$#C1b{nbnV)eK7IO-H*a3E%af-N6BEP!{rlOub0@*U!2|~fbMW9n z>~?#cbyKHKjk~)$uCA`QxVT`m*|6Dc+`W7ELEwCJ{SqZgP^L^7{QUeVQ>F}s3Ki1* zG(|)tMNn82k!0=g;ll(31Tb~#R3alIDN>{e{{H?+W_C^aZ=#~2xNzaZ-&zSTUAja_ zNC?r<(b#M@>~=e@uCBPcx{^9|YO-a^7N;dLM~)nt{Z>RoQY?i<5lMCo!(iF6Wmv6N zR;^kEK>hmlu~;nBsZ$3hCnvK@6cG^-N%RyJMI_mXh=^eF(;HqYPGUx(IOlU2Q_Ncz+$n`xN&1mKq4X{BJz~fvM3@+N>o%7 z)223rw9hjdJD6QK3Qw=FXi<>(;H= zzI{7ex2~gn=19iR*-eP;kxj*%WlsO=GZh=+5qNSHMP=ELrH$qX)fu^&&@(8~{XY?uT!ck(?zP-8LL&T-CG> zwsvDdbMiNvPdLC!omg{f3N_Q2{Tf9?L`0G%_2Ci`)7Z|>q~|+}DfrCSsEZ{5vIVqVZ_20JV>Xn^L5E~Y+ALQswJ2lg}nEf(E zL_|cABy~d-5mVUhw;A5|1C|+SnA^7|zf74zgV)Q_z$dqJb99-9~Wm|7=RPS>K5bC9;A*NJ6U=(_Ho7vwRy$!(XD&(YOmq+%?o5MK(^G6 zJU{Xb>&AY_o3+YO(zhsu3l*k#x!SaTFNig#BXO90a708zL=q8&MG<)+jvhTqpFVxa zl`9wTzyCgNM3W_VGq#+&$gp9<$d@lOyC%=&B7kc}x;4rhr=R@oeT&(94X|!R43;lnPQ7~dC{m;dqeqXXN|h=sTegg&r!I2*$nTWSm?n1R zucyc$hgi038TIPb!^t%b89e_N2t&6{V9|8|cdB)(OU_5LqU{2kSI16m zL%!FkoZ~U`b48tH=Lt{zs^{myh(|{R=Z@U~`!Qw)E$71DZn@!1hL?Tu25=l<w8WxL%CQX{);*x+F zNyBz9ZQX4EQk88-l`L^PJ%k@v@?gAT$p){+KVA_V=U2?&yl+3sXMFhIUC3O?!l+8| zJ>?AZ0#|Sc@M`f5J&GwTiin7afWo4P{6|qyQB0pcoq&J<_U+q;ySqDYz4aCri-i&; zN<7)N&TL_KSnT7%jmi=?D@Jo}OK@znR1#E{i@-efKK+dn+N#) zv$phH7fr_6-?DgoD{|;=8zLeiB7nl8h&-XomoGDF)F{S{8^^V4*T|kdJKucs4Ly4F zAWN1k|7n}i*U#J!f@$$7>>bYsQxq2uhr~YgEP!uzw|KV`x$kF2o~z8zdO03HAUk3^ zU%c6exyLVZ{P-23@u19y%UL+2F4^>nC?X;v@_Jh z4?9a+hEJxipl@^x;TI3Fbk8Ef4nwjXpA+kz4Lh zVH$dz(_wZ<_wX8aLRNgnhudo~BB%^${&8>4cx1?o2av@(J1>{2PVHCQQMAP@{3{&h z@}|vvTOl1HA|fIwoi3n@NF3L%UuVdWA>_-Kk9O_aaq{Fz1`Zs^nKNgYF=NIv4T=EH zS?e>%zZhU=%jaLP~N(xnPn6Tm9(nLf=BxO@r6iMM64hIVtF2riJvVQ$~oSmI%+_*6oi-j6B zYP|S@VnW!zVFPej7W zOqei%kt0WP`t)fsWXQm~@4idlzI}Q5<(JJX%*~tPb>5)(V^?q?-OCkd`f`N?ZqS+3 z89V`Sdbt`EbH~#{dTT!`{)_>@quN_k%ACMWi-?GbBx4GTA}P$VW5);x2w=*TDMUm> zP_SS@0s{ki`|Y<$n>MZ4vVAwIXM5yEijGjW4E1OHWx%TeKaOfk z9^GqEL_|bH-B3kR0>dy^xpE~|tCi);mtz)-<6nQx}nF-;~)zkQ8a~Or+_?+QG-=jgk=R7u3L_|a+iBMP+NyhHnxx>_{ zQwa{&*R9La2 zdvJGmr%jtSSS%Jwl`3U+c_JbrB9cTYEQ%yimoHyt^ytxy9XpngkPxzE%SNwWz3ADq zC*Iz=NuY>`h=@ELg+-AhX6MeGSglrO&z{Y_d-w43^TT4X(7JVN+}zyEE>A>6L`0Ga zjad{)0&F%LbLPy!YPGU;>sDM{U1`yx1s02iiWMuGU7m=Dh=?RZYFQLX#BSWU!MJhb z2nq_~!i5WD&YYQU-MZ1IPaksS%4K$WA|fIpl8h-ViX=jR{`n_XtCeZfrg8V~U3`6g z@%Q(qLx&EePMzB9@LL?i`JH&l^C!r^eRc=2MaRx4}QuEp8enT8D;VzF4LRjZcS z<%x)hh)4>fmPHYh-M)RBi4!L>a^y%(o;*qV^y%r`xikIx^`k(60%n&dA|fIpDU`yZ zh)GVII6*)_0Fx(ACOkYGA0Hq3_3KCH&Yek@E}hxsiHL}ZND8NJs3I@es#UA7TCFTy zx)j4Os8gp77K?=j4I1F&QCO6u!*PpUBU(_R+Gp&^(~Hu} zhp)GW5plpulh-=1IAco&&sxKhk*zRh_oiCKJ}kfHc={SdL_|bHQV30OBS}OIrzW793&oHA- z2D4v?h=_=YNRr@cb^#&@VLLaA{-2-Woq3z+@la3%NS&)7F9G4F=Cjy$Fn@L}ggaor zx`lbW?sq?RDM-1zsm*>FA|fIpB1wkAq9g%fZ20mMcGvou$>lS|={p^L`3NERAD8ag zj>7J-k6m&$=lkz=Fl^OrO7<8^&w_4ow(N*J!-iji7&ChVN3Vtxb0X!agrv2(N22`ochrzk%WL?bm{f9VmcsC0N*W}iuKGc4>2yab0O|;ps zUqnPiM8pINi<0=IDbEkPcJWbORvG~8+m%vRrA~<*K2H1}=GiW&%{&r^#XEMC(i#LGd2pf+_ntcF7L_|bHUO0_e zlqBuWkriwUi+xiH2&cydXGLtp10cZ@*{rV_&wm;EYR79EX!oT(hu;~lRU&aR(-WZ}7ljXSj6Jits#BYLijCS&bySu(yA zITD^gMMOkIM3N1KMM(l2L|!?;$!m`UzOY~x?28?*=v=sVyyF!emlp8Jz-b)6`wyFs z*v=OX{dl!tcG6}pPTQc9y!PR84lVnHikb8$A|fIpA}N#3ge8%S=4eo3@??JnAMXNm zTX*ZhlF;q5*>ZpGnQSFqA$^>8a})>059dhLk7(!P_V`_-EyE|%SFm>TZVv5U&97h8 z=lT!zC{Vl&fjh%+n0*LDL_|bHOrSA~lDOU3P0)8sxdFgcPF;<{K?a;-PB3lgVnXk) zmL^L&QvL0T4nj8!qT`q>eD+5Rvj1aOQfE9eWX1!?;+>tBOI4@#tL-S-Vix`t4s&_a zX1=YE&}mjhL_|bHk_WXcO5*0?hUfi8!5sAlGqhn=obA_GKe!X$-0aE1nH|Xr9G^Fz zqfvi7DUwt3KBjT&`IHWvKx*x8K~sl%Ia(M6Nfmbg4qtM^|#sLCHdC;OHHUy>s~^Q zlku@#Ph&XrZAprKdKk!!W$R%^luz@>Iyac}dJbBxiUHT^Oux8}w%%qR1Q8Jt5s?>1 zEsK&gc;uvPLeyweh#Cpnm@}y}cmm+`ay2UEj^~yexAwE*&)C^lJ*vG$ zrOaj@01*)p5s?>5{putIawSj8FX&n@JJsLnM)houG(kE-*)r6h@s|Ow2K+dxEqQdW zMG+AZ5lLax4OLPs+oh#^)%^n|9!x{&s%0tia&9sc!k??B@yq5g3cv9=!-u{{gM1!O zzcUdL5fPCjMqyD>yr}crSg~#|C(d5rhRut7MT=3qbOro;ywp!yL_|bHQY?i<5fKp) z5fO<)V-`h3L_|bHBo2i|5fKp)5fO<)VNpaxL_|bH;!s!=5fKp)5s^3)7DYrvL_|a+ z4uwS#5fKp)5s5=#QA9*UL_|d5P*@ZZ5fKp)kvJ3w{{i}Ic5~vnbl3m@03~!qSaf7zbY(hYa%Ew3 zWdJfTF*q$SIV~|YR53C-Gc!6eH!CnWIxsLTHfm%5001R)MObuXVRU6WZEs|0W_bWI rFflkSFgYzTHB>P&Ix{mmGB+zQI65#eTx-(U00000NkvXXu0mjf&HaQC diff --git a/5_nn/perceptron_sample_data.pdf b/5_nn/perceptron_sample_data.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d3a801dd4283f2f22aa277a4cd48cf5a4e00b063 GIT binary patch literal 7271 zcmV-t9GK%JP((&8F)lO;C9K>atGWs?ATS_rVrmLJJRmPrd2nSQFGFE;VQg<_ATLm1 zXJvCBG9WM@QXoD)3T19&Z(?c+I3O?}Z(?c+JUk#TQ)ppiX>MmAHXtw{QXnr_Phx6i zV{{-lATS_OATLI5Zge0sATS_OATLm1baZ8MZXh)vFd$M2FHmxCV^d{xAX^|WP((%` zFH~iCbRaKDZDD6+LLe_mZDD6+Lm)3nZDD6+Ng!PyFGYBCM^kiRbY&nkATS_OAU-|{ zWo~3|VrmL8Fd#4>Z(?c+JUk#TRC#b^ATLm1XJsHSM{;jAT%>FATl^OAYC9YP+@XqZge0rATS_OATLs7b8mHWV`Xz7 zI3O?}QVK6YZfhp zWkh9TZ)9a4FHB`_XLM*FF)<)8AW|ScJ_>Vma%Ev{3V58oS50plHxRw=ui&vgn4WKv z#~5h?^whKldJde#t&y}yQZ#?RkGtB{TA{3*d=SLZzU6x}!0p)So>n@ykZA^HKIuU*V{ zzLh@T!}abcr{=jfs!WCPN~Mg2SSWi-cOTRBuasW?v!Sn8GF2l0q-f&YoV0kf5(Bi? z+)7caS{b3qg{jk5meJO3*|oMPL1yX7K!lyWRN(a8 zLDt{lM~c5QgXeQSoy+xAm8_+Bbv)~ey5z!+_ns|i#F;~wnlx$%8fRn~0W1`C5H;q= z3}mzlk06;cR^-~Mlu?vxH!rC`G=r|d=&h)WE!!tkMSRr1P_5D`L3p)DewD=YW` zG4UF~X0_LtBd%W6*~p(OF*u&=1O@0`CDmTKs-;^#id!I$UJ$E-tBWT}}J(HK>C^^8cF8;jbUB;Xu%<5iw5Eoex+0SQ_PB~kp z>qhWoy17l)Klg@^Zr@KR(<-Dm`AIAr1s1n&ryuCYbo-Egy4@6X)(PEXmAWif-o;v} zSL-4>6Pm_|UdHr+`aICj%Z+}vHu{5gnLc{;4Crl0FBlz%kT1)Xez8{i)w)P8Trrpi z^f9I{1v@VE^Kzq~t&RR*U8XOX^dtH@q*sip<&a{rQupe#4vwQ{VS%k&tQIZD&jVa0XRkoNLak%2NwM)xml3-i(3 z3D{#69Vf8Ma!@BM1--D~wI}KhidxIKuoxQrtmtU&6zwsKq7&Fz8W<^i`11d-rO$udhWOHbY*fNFGg%(bY(bY*fNFGg%(bY(Zr#j3+Fom=#%oQsA{ zlbYu$OBuHdp2M|?=azlM4>vTZ2X&20!VTTkXjux)aCQGXy+_%1H9QxaRO-|hj~7uD z=J_E{qKD~9;(R*b$U-OZWqlE z4`jJi_)bym?a(v6>`Dne61L%3?tMF&vFRF{IP8A!M%K!Vu4o~C$X6%pC1BiBCPflt zPPSNXi`Aa)p(v(vhI1Jp>e-5hQs!b;tA7kTZ!9m_EXb713o=HhO`bS-$bOBQ^m&!% zc>Muv^K&~2Wo~41baG{3Z3<;>WN%_>3Nbk#Fd%PYY6?6&ATLH~Y;9hGE?4RhKB^63@nCI@dlZrU^Tc#QjMMLqp)sYb%Ex3Q>*p&2P#i?c5yw; z%Ng_vWo~41baG{3Z3<;>WN%_>3NkPtFd%PYY6?6&ATLH~Y;zjATS_r zVrmLJJRmPdX>4?5av(28Y+-a|L}g=dWMv>POl59obZ8(mF*hJSJ_>Vma%Ev{3V56~ zQcH3}F$mkgQ*eRKn7@6Vbh2vhzpaEPE3hpA*GA9)x)X&uDI(T81J_D~1PAL|62a^B>ui;;Klum=d zI~y|I5tES`5G28xON&iNls!rOE9Ld1l{9pICM$FKdvd81YNN>r6(Cr-*axI5DIO#f zJ&8!Na=kZJh~AJ_lE-HyCK(XjCb3Plz~kJNw1kbY*fNFGg%(bY(VyFUYi1 zSfN(kqeJn9C=(9=E#QF#;l3RI@fWDU*RX|h!+T@`U`o_(K*mGS8Aw?{5n=n073ic; zuWaG(C?HqVtc9U;Vu%fv04ct!4T+ej*`SAnm6EC*((#O>@LR!MiD6J%TiXP9X3!AX z-jR(FGwsnCaaj>-KRxNAQ8Kkr84pcoeDU2fQuEOj=%muf-O58}&q60)B<4w&=Wrw8 zp4&kSG4ye-mQQT=m?>6~@C7@{0Rz4L-ja>ad*CdLT-)qSC-Bi}ryLWlz8+%zgFkFb zn_R~$heZ^qyeJ5M*Fh6;d|1WzWTQlPv;o#56V+%X5DXH+&h0Src*c3z-W9aw^h9W* zL>|tWw2zd`%&3GF)OLEPw$Ec7)OViy`uqVd0HGNQ zWo~41baG{3Z3<;>WN%_>3NkYwFd%PYY6?6&ATLH~Y;)@2x^o0Z0l zgdfnJUOLDSDeeq z#S1G3{k+Y-qcxsHIyL3T19&b98cLVQmU!Ze(v_Y6>zmATS_rVrmLJJRmPdX>4?5av(28Y+-a| zL}g=dWMv>POl59obZ8(sFd#lY3UhRFWnpa!c$`g*K@z|q2m|lDB2Q36(EoIL(*Iwp z)DFGCP6CM*MS}D-YD+NgxH1)MP$`&{m%vppTnpOnqRRdbY*fN zFGg%(bY(nE##q+^U9tZ`5T<=@H?|^;U{W#BGGacGSss)#~26`MIJnPMW%4#v(|Uj zG!oQi3r>~+u1-IU4gg>xURi+bu0%OY(vGE{Z@kC%4?qA@vT_7()VRL0hZ*FuT zFG6W_b98cLVQp4ra$!?pZgVYCZ*5_23NJ=!a&vS;Xkl_7Fd#2OXkl_ta&KdEATc%| zFd$MOFGg=}bVOxyV{&P5bZ>GXF*G1BAW|SNOks0$Lug@gATl*I3NJ=)ZgfIIZ+IYE zAT2RCG$1W9Gd3VGGB`LOIWjpQT_7(`VQpm~FG6W_b98cLVQp4ra$!?pZgVYCZ*5_2 z3NJ-&V{c?>Zf77oJRmPrd2nSQFGX%+Z)9n1X9_PwX=Y|+a%FB~Wpf}~AT&52FM4Hi zZy+ykZe<`Zba!tcH8LPCW^Z+JAT=}~FLP;lAT>51FJ)3NbVwFd%PYY6?6&ATLc}cvop;bZ8(kGc+fFJav(2QNM&hfXmlVoG&dkGL33keZge0yGC2w_MsIF(LPBqN zAX^|UF*r0JEiyAUATcsHI3PJPIUrpiFH>}7ZB`&KATLB^b7N(0bRaDVQpm~FG6W_b98cLVQp4ra$!?pZgVYCZ*5_2ATLI2VP|t7 zGcq7ALt$`8Woc(FfbrCFfbrCFfbrCFfbrCFfbrCFfbrCFfbrCFfbrCFfbrCFfbrCFfbrC zFfbrCFfbrCFfbr9F*qPJFfkxBHZUMKGdLhNGd2o2H83DII4~eGH#HzLIWQnIIWQnK zFfbrEGdLhKF*qPIHZdSGF*qPIGdCbMGd3VLGd3VLGd3VLGd3VLGd3VLGd3VLGd3VL zGd2n~Gd3VLGd3VIGdCbJGdCbOGdLhPGdLhPGdLhMGch1BFfcG6HaIjOHaIpQHaR#T zH#aaKHZw9HH8(XNH#apPH#IUKGC4I0GC4IMHZ?XNH8nRNI5smNH#9gPH#j#SHZU_F zH#j#SHaRsQHZwIKHZd_EH#0IIHaIjOIXF2WHaImPHZd_EHaImPGdVCIGcz{|GdVCI zI5RjPH83zBH83zBHZe0GHZwIKH8n6GHZwIKHZe6IGc__GHZwIKHZwFJGB-FNGB-FN zH8(jRGB-FNIX5&QHZwFJHZd{^HZwIKHZwIKG%+zCH8L?EGdVIKHZwFJH90aMI59XN zH90aMH90aMH8M3IHZwLLGcz|JHZwLLI5RjPHZU+CHZwLLHZU+CGch;{HZwLLH8D6K zF)%PNAT=;BAT=;BAT=;BATcvEG9WfHH6S!FFd#87H!vVJFfbrCI5i+PFfbrCFfbr9 zF*qPIF*qPKF*qPKF*ph}IWQnKFfbr7FfcG6H83zBF)%PNAT=^EAT%&AATcm9GaxoF zFd#KDH6S)IF(5WGHXt-GF(5WGHXt@LHXt@LHXt@LHXt)IHwrZ{Fd#KBFd#87FfbrA zH!&bKF)|=HGdLhKHZdSEFfcG6H83zBH83zBI5RjPG%ztBG%ztBH83zBHZwLLHZwLL zGchUIW{>UIW{>UH8U|FHaIjOHaIjOHaIjOHaIjO zHaIjOHaIjOIX5&QHaR#THZw9HHZw9HHZw9HHZw8`GC4IMGC4IMGC4IMGC4IMH#apP zH#9gPH#j#SH#j#SH#j#SH#j#SH#j#SI5RjPH#j#SH#0IIH#0IIH#0IIH#0IIHZd_E zHZU~`HZw3FHZe0GHZe0GHZe0GHZe0GHZe0GHZe0GIXE&PH8n6GHZe6IHZe6IHZe6I zHZe6IGB-FNGB-FNGB-FNGB-FNHZd|FHZwE|HZd|FHZd|FHZd|FHZd|FHZd|FI5RjP zHZd|FHZwFJHZwFJHZwFJHZwFJH90aMHZwIKH90aMT?%DxWN%_>3NbbyFd%PYY6?6& zATM+vF*hJEAW|SNVIVO$ATS_OATMujWgsy*ATS_OATLB9GB6-8AW|SNb7^=WGBF@9 zAW|SNW^Z+JATl%{Fd$M2FLZZrATl!`Fd$MOFJ)3Ns)uAa7!73Oqa@FGevSF*P7CAW|ScJ_==SWN%_>3N#=vAa7!7 z3Oqa@FF`RNJUk#TRC#b^ATLFDbVpNkVRU66FGE2fFd#2uVIVOeK0XRBK{6mbJRmPr zd2nSQFGYBCM^kiRbY&nfLqQ-hATMKKATc05J|I3m3T19&Z(?c+H6Sn`Z(?c+JUk#i zJ_==SWN%_>3N|1xAa7!73Oqa@K0XR%Ze(v_Y6>?XFd%PYY6?6&ATLlbATcr^Fd$MO zK0XR%Ze(v_Y6>wjATS_rVrmLJJRmPrd2nSQFIZ1vYGq?|ATLH~Y;UsS}nHPm!m50fYxxpbBMfWOHQXpL*FGFv2Zge0q zAU-|{Wo~3|VrmL9HXtw{Z(?c+JUk#TP;zf%bz^06ASi8NbZ~5MbZlv2AaG=6AYx%- zYh`X^DGDz`a%Ew3X>V>sVRU66C`39kFfuYQF)%hTIWRafGAl4RConK4DGDz`a%Ew3 zZ*m|gZDDk9Y;SaIX<{HTE;TMOEFfrfbZ|N^FKuCTaBOdMY-wUHZ*pfTAU-|{Wo~3| zVrmL_a%E-;Fd#BF3NSD*FfcGMFfcG6HZ?UfH6Ugn3NSD*FfcGMFfleDFfcGMFd%Lq z3NSD*FfcGSG&D3IFfcGMFd%Lq3NSD*FfcGRIWsgMFfcGMFd%Lq3NSD*FfcGRIW{&R zFfcGMFd%Lq3NSD*FfcGSFg7(HFfcGMFd%Lq3NSD*FfcGSFgP|KFfcGMFd%Lq3NSD* zFfcGSF)%kEFfcGMFd%Lq3NSD*FfcGMFg7(HFfcGMFd%Lq3NSD*FfcGMGdMLMFfcGM zFd%Lq3NSD*FfcGMGB7wGFfcGMFd%Lq3NSD*FfcGNH8eONFfcGMFd%Lq3NSD*FfcGS zF*7+JFfcGMFd%Lq3NSD*FfcGQH#IXLFfcGMFd%Lq3NSD*FfcGQH8VIMFfcGMFd%Lq z3NSD*FfcGQF*P4V33Oqa@FH&!BbRaPx zFd$MOFH>oHWgs#)ATLR7W^W)eHXtw{QXoD)3UhQ}a&&ldWo8OCHZ?K|B_%~qMhfo+ B9-{yN literal 0 KcmV+b0RR6000031