[AUDITORY] SPEAR challenge: release of Evaluation set (pierre guiraud )


Subject: [AUDITORY] SPEAR challenge: release of Evaluation set
From:    pierre guiraud  <pierre.guiraud@xxxxxxxx>
Date:    Tue, 10 Jan 2023 14:37:18 +0000

--00000000000048b01a05f1e9d487 Content-Type: multipart/alternative; boundary="00000000000048b01805f1e9d486" --00000000000048b01805f1e9d486 Content-Type: text/plain; charset="UTF-8" Dear all, The SPeech Enhancement for Augmented Reality challenge (SPEAR) is an IEEE SPS challenge run in partnership with Reality Labs Research (Meta), which seeks to stimulate new research in the context of head-worn microphone arrays. We are pleased to announce that the Evaluation set is now available to download. Please send a message to spear.challenge@xxxxxxxx to get the link. More information can be found on the website <https://imperialcollegelondon.github.io/spear-challenge/> along with all the freely available data and tools <https://imperialcollegelondon.github.io/spear-challenge/downloads/>. Stay tuned for the future results and online workshop! Thank you for your interest. The SPEAR challenge organising team. [image: SPEAR_logo.png] --00000000000048b01805f1e9d486 Content-Type: text/html; charset="UTF-8" Content-Transfer-Encoding: quoted-printable <div dir=3D"ltr"><div>Dear all,</div><div><br></div><div><div>The SPeech En= hancement for Augmented Reality challenge (SPEAR) is an IEEE SPS challenge = <span style=3D"color:rgb(0,0,0)">run in partnership with Reality Labs Research (Meta), which seeks to stimulate new research in the context of head-worn microphone arrays.</span></div><d= iv><span style=3D"color:rgb(0,0,0)"><br></span></div><div><div>We are pleas= ed to announce that the Evaluation set is now available to download. Please send a message to <a href=3D"mailto:spear.challenge@xxxxxxxx= ail.com">spear.challenge@xxxxxxxx</a> to get=20 the link.</div><div><br></div><span style=3D"color:rgb(0,0,0)"></span></div= ></div><div><span style=3D"color:rgb(0,0,0)">More information can be found = on the <a href=3D"https://imperialcollegelondon.github.io/spear-challenge/"= title=3D"https://imperialcollegelondon.github.io/spear-challenge/" style= =3D"color:rgb(4,74,145);text-decoration:underline" target=3D"_blank"><span = style=3D"color:rgb(0,0,57)">website</span></a>=C2=A0along with all the free= ly available=C2=A0<a href=3D"https://imperialcollegelondon.github.io/spear-= challenge/downloads/" title=3D"https://imperialcollegelondon.github.io/spea= r-challenge/downloads/" style=3D"color:rgb(4,74,145);text-decoration:underl= ine" target=3D"_blank"><span style=3D"color:rgb(0,0,57)">data and tools</sp= an></a>.</span></div><div><span style=3D"color:rgb(0,0,0)">Stay tuned for t= he future results and online workshop!<br></span></div><div><span style=3D"= color:rgb(0,0,0)"><br></span></div>Thank you for your interest.<br>The SPEA= R challenge organising team.<div><br></div><div><img src=3D"cid:ii_lcq51ipr= 0" alt=3D"SPEAR_logo.png" style=3D"margin-right: 0px;" width=3D"243" height= =3D"126"><br></div><div><div><div dir=3D"ltr" class=3D"gmail_signature" dat= a-smartmail=3D"gmail_signature"><div dir=3D"ltr"><div><div dir=3D"ltr"><div= ><div dir=3D"ltr"><div><div dir=3D"ltr"><div><br></div></div></div></div></= div></div></div></div></div></div></div></div> --00000000000048b01805f1e9d486-- --00000000000048b01a05f1e9d487 Content-Type: image/png; name="SPEAR_logo.png" Content-Disposition: inline; filename="SPEAR_logo.png" Content-Transfer-Encoding: base64 Content-ID: <ii_lcq51ipr0> X-Attachment-Id: ii_lcq51ipr0 iVBORw0KGgoAAAANSUhEUgAAA+gAAAIHCAYAAAAMxnYHAAAgAElEQVR4nOzdB3hcxbk38Fda9d57 771asuQiuTeMcaMZDIHQQjEQ7hcgl1xIA9JICC1wSXKB4ABxTLEBY7AxtnHvci+yrN57b/s9M5Yc N1m7q52zc3b/v+c5j0HanZkzc7R73jPNSqvVagkAAAAAAAAATMoa1Q8AAAAAAABgegjQAQAAAAAA ACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQ AQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAA AABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSA AB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAA AAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABA AgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAgjQAQAAAAAAACSAAB0A AAAAAABAAgjQAQAAAAAAACSAAB0AAAAAAABAAjZoBNBV/+AgdXd2kr29HfX09FJXZwc5u7pRa3Mz 1dfVkbe3N3V2dlJZaSk5OTuTm7sbFZ8pprraWgoNC6Pu7m6qqqygiopK8vHxIWdnZ6qpqaHGxkaq b6gnB3t78vXxpabmZmrv6KCO9jbq6Oyk7q5u8vL2Io1Gw/+7p6eHBrWD1NHRwUuu1RJ/vZb9xxBb GxvSaKzJysrqmmd3/j1W1NvXS4OD/3m/na0NOTg48LRZOs5OzvznDg72ZM9+PjhIDQ2NZK2xJldX V3J0cCQXfs7u/H1l5eVka6MhDw9P8vLyIn9/f+rs6KCKykry9/cjbx9fCgkJoYb6emptbaWAwED+ /0xFRTn5+flTYFAQ9XR3U1tbG3n7ePO0WlpayN7OjpxdXam3r4+0AwPk7OKCaxgAAAC4zq4ufn/A 7lc62tupp7uL3Nw9qL29nerr6/h9hKubO9VUV1NlZSV5eniQu4c7lZ4ro8rKCrK3t6fg4GCqqqqi 2tpaqq6uIW8vL/Lx8abq2lpqbGjg9yMsvbDQUJ5nQ2MjdXV18Xuz9o526u3tIy9PT7KxteH3bex3 1lbW1NnVSX19/cRuz7p7evjrhrF7Ngd7O35vNvr9G9Hg4AD19vX/5/1E5OTsRBpra/57Zycn0tho yNbGlv98+N7N1taWXFyc+b2qi7MLeXp58Xu0hoZ68vHxJU9PTwoI8KeBgUF+PxcUGEiBQYHk4eHB 72vZ/W5YeDi/L62urqKQkFB+X8vuhZ1cnMnfP4DXjY2NDb9HY/dyrC3Y/wPoAleKBejv7+fBNAtA m5ub+QdXXV0tDypPnz5NtnZ2VHL2LP8gamxsoLq6Ov7BWFpWSna2djx4HhgY4BXFgufhQJkFxezT kAXrnZ0d/EO2n71Oq73wetCftbU1WVlbk7WVFf8wt7Oz40E/e4AxODjI/5t9sWgHz3+BsS8M9u/A QD/5ePuQVjtI1hobioyI4F+U7IskPDycPwyIjYvjXxJ9fX2UkBBP9fUN/MEAaztnZydydXOl/v4B cnVz4+XGlwkAAIDxsXszhgXQDAtiW5pb+HfxmTOnydPTiyrKy6m3t4esNRo6cvgIf+BfPRRUe7i7 07nSc9TR0Ul29nbUUN9A/QP9ZGtrx4Pnnt5esrW14b9nwTG7r+hlgXJ3N/X191Ffbx8NDA7inm2M hu/ZbDQaHvg7OjqSo6MDkZb4/ZqriwtvF/Yve/DB2t3P15ffd7EOG9am7LXsPo09WElOTuYPOGJi 43hgz4L9/v4+8vP34/fx7EEDa2Mwb1bai7sdQWrsD5X1QncM9S53dnZRc1MT/1lzSwv/kGc92BUV FTxgZk8+WRDNfsd6YVvb2s8/2WxnTzZ7CU0PNBSEsy8NJyen818sDg7k5eXJH+T4+fnR4MAg/+Jg DwEiwiP4F3tYWBgNDA7wJ80D/f18BAC7uWBPmNlDBPZQgKys+YgDfJEAAIA5YUEWuydjPbjNzS28 57a6qpoHyuXl5WRvZ0+1tTVkZ29PZ4uL+XfrmTNn+Pdt8dliXhM1tbU8MG5paeWjBdl3KLs/6+bp DvIDgAX97P7MzdWV/+vl6cH/ZZ0zbFSDm5s7BQUF8fs41vPv7uHBrzcPD3dydnbho1XZSAH2MwdH R4uvT7VAgG5iwx/yLHBmQXVLUzMfJsSGybCnpGVlZfxf1ovd2NhEjU1N1NLaynvCWS8ogExYbz8b 6u/i6kLurm7k4uLCvyScHJ0oJDiYf0mEhoaSh6cHubm5UUBgEB/O5u7uwYeB2bChaLZ2ZGNri957 AAAQio0YG2C9yf39NNDXR03N5zs9erq6qbKqijo62qmivIKPQGtrb+c9113dXdTU1MSD6abmFn7/ 1oaOD5AQu49igb2Lqyv5envz+zHWYx/oH0DBISF8BCXrYBmedspGT7J/bezs+DQIMB0E6AKx4UUd ra08qGY93WweT8nZEjp7tpiqqquosaGRmltb+NPXltYWamxqpu6uLrOtD4CrYT3z7Mmu59BTYT6X 39WVDw1zd3MnX19ffrDA3sfXh7y9fc4/JXZ351865wN7BPMAAPCfjg82crCluYmaGlnHRz1VVVTy Xms2jY/1brN7LxZst7HRhZ0dfMQh681mIxEx5BssDeupZz3yLIh3c3Xj92RsGkVYWDjvYAkODeGj KL19zwfzrOeeTZkEMRCgjwGbK9LccH7ONnuayuYKNTU10pkzxXwIU01NLX8CW11Tg95uACNiQT1b 1IYvwOfnRz7e3vxJcEhoKIWGhJKfvy8f2sWeCnt5e/OefAztAgBQNx54t7ZQW3sH1dbU8AXPWppb qb6+loqLz/Lh5bV1dVRXX0/1DQ383gzBNoDxaGxsyN/XlwIDAigoKJDfc0VFRZ3vjQ8IIG8fH94T z/51wSLGBkOAPorhL4OGhgYqLS2jE8eP07Fjx6jkXAmVlJZSZWUVH24OAPJhi7ew3vdAf38KDg6i sNAwio2LpZjoGAoJDaHAoGC+II+jkzN64QEATGy495stcsZGHrJdYYqLi+n4sWNUWlZG5RUVvOOj pq6Or38CAPJhuxuxAJ6t8B8THU1x8XEUGxNLoeHhfFcjNw8PckKnyTUhQB/SxOd911JJyTk6evgI HTp8iM6dO8efwFbX1PLtwADAvLAvkQB/f/L3O7+tSlxsHCUlJlJsfAKFhobw7e0QvAMAGA9b/Kyl uZlvsVp27hydPXuWd3ywf6tra3iHCBuByKYHAoB5YYsIs04TPz9fCg4K5qvWp6SmUGRkFO+BZ8E7 7rksMEBngTjb95Et+sHmgh85fJgOHS6i08XFvIccAICGhtGHhoRQeFgYxcbGUnJSEoVHRFBgYAAF skVVfH35PrIAAHAlvq90fT3v4KiuqqKSkhIeiB8/cZzOlpzj+0v3oxccAIaw/eajo6IoKTGBsrKy +dpDw/ddru6WFbibbYDePzjIF2grKz1Hp06eom3bttGBgwfo+MmTVF5eIUEJAUCt2NB5ts98dFQk JSclU2ZmJsUnJFBwcDB5eHryhesAACwBW9yWTfWrrqykEydO0N69e+nosaN0priYzhSfxRo8ADAm bMvfhLhYykhLp/F5eZSWns5XoWdz3c01aDebAJ0Nlyo5e5YO7N9PW7ZuoZMnT/E54mybMgAAJbCV TcOGFkqJjIyknOxsSk1P54vX+fr7Y84VAKgWC8TZsHR2r8XW49mzZw+dPnOaqqpreG841uMBAKWw Oe4R4eEUHR1FkyZOouxx4ygyKoo8vbx4J4raqTJAZ18SbMX0fXv38ie1h/kw9cP8CwIAQDZs+5K4 2FiKi43hC6XEx8dTUnIyhUeEk5eXN7YqAQBpsGHnTY0NfCpg0aFDdPz4CTpz5jSdOHmCThUXU0d7 BxoLAKTj5+tLqcnJlJGRwUc2ZmZlUVhEhCpXk1dFgN7R3s73ED904ACtW7eOtm77ng4fOSpByQAA DMcWqYuLiaHUlBSaMGECJackU2hoGHl4emB+OwAI197eTq0tLVReWkpHjx6lHTt2UNHhw3w6IOst BwBQM3aPlTd+PM2ePZv3srMRju6entKfkZQBOnt6y3rId+3YQZ98+gnt2LWbb7MBAGDu2NAstjBK QmwMXyRl4qSJlJCYxL9UMLcdAAzFRh/W1tbQ8WPHac/u3bRz1046dvw4nSsto97eXtQrAJi9kJBg ysnKpgULFtCkyZP51m/29vbSnbY0AXpdbQ19v2Urbd68mXbs3Ek7du0i7AAHAHAeGx6fkpxM0VHR lJqaRhmZ6RQcHEJePj6oIQC4RFtrC1VUVNDhoiJ+nDhxkg4fPUJHjh7DvRUAwJDMjHSakJdP+fn5 NH3mTAoIDJSiaqQJ0F99+WV65LHHJCgJAIA6sG3g2PZvE/LzaeKkSRQdE0Me7u6qGL4FAMbBhqmz 7cyqKipo69attG37djpUVMRXUQcAAN2seOghevnVV6WoLWnWpk/PyJCgFAAA6sEWxmTHuvXrL5SZ Be1sD1G2qml+/gRKTE4ib19fsrezQ8sCqBybAtjY0ECnT52kzZu30I7t26noyBE6W1KCnnEAgDHI zs6Wpvqk6UEvOVtMkVHREpQEAMB82NnZUXpaKqWlpPJF6HJzx1N8fBx5eHmb7f6hAOaC9YyfPXOG du3aTUePHqGDhw7SwaLD1NbWhjYGADCi77dsoQmTJklRpdIE6Gy+VFJSMpVXVEhQGgAA8+Xm5kZZ 6emUl5dHU6dOpYSkRPL29sEidAAmxHasaWiop5KzJbR50yba8v1WOnCoiO9iAwAAYrHdLIJDQ6Wo ZWkCdDZsa2phAW3dtl2C0gAAWJaI8HDKSEujKYVTKH/iBIqNiyNPLy9cBQCCtDQ3U1lpKW37/nva tOlb2rtvP50uLqbBwUFUOQCAgtj0wCNHDkuzxa004xvZUEu2OjECdAAA5ZWcO8ePT9as4Xmzbd0y 09N50J4zfjxlZmVSYGAQ2Ts4oHUA9NTX10vVlVVUVFREu3ftooMHD9K+AwfoXGkpqhIAwMTCw8PI 0cVVmmaQagJiekY60T/+IUFJAAAsW3V1NX3Jjq++ulAPbC77xPwJNG36NMrIyCQ/fz9pnjYDyIQN V29qbOQB+YZvvqEtW7fS3v37aWBgAO0EACCZmKgosrG2lqZQUgXoMdExEpQCAACu5uChIn68/uab /LdsSFhWRjpNmzaNpk6bRmHhEeTu4YG6A4vDAnI2XH3zd9/Rt99+S7v27KHis2dxIQAAqABbB00m UgXobPgkAACow/A2b5+u/ZyXNywslHKys2ncuHF8tXi2arx/QCBaE8xOY309HT9+nHbu2EG7du3i w9VPnjqFhgYAUKH4+HipCi1VgO7tgwWJAADUqrS0jB///vgTfgaurq6Ul5tLM2fM4KvFh0VEkJc3 tncDdekfHKTWxkaqqCin77dupbWff0679+7D6uoAAGbCz89fqhORZhV3pqWpiWLi4qi+vl6C0gAA gDG5uLhQSlIiFU4uoFlz5lBKSgr5BQSgjkE67H6E9ZCv/2odbfz2Wyo6fIQaGhvRUAAAZujUiRM8 BpWFVAE622ptQt54/mQaAADMm5enJ+Xm5ND43FzKz8+nzOxs8vOX6yk2WAa2oNvhokP0/dbvaefO nXwOeWVVFVofAMDM+fn60rGjR8nLx0eaE5UqQGduXrqUPvr3vyUoCQAAKMnZ2Znyx+fSvHnzqKCg kG974uXjS9YSrawK5oH1kJeWnqMtm7fQ+vXraev27dTQ0IDWBQCwMOOysmj7zp1STb+TbiJgUlIS EQJ0AACL09HRQd9s/JYfjIeHB2Wlp9OcOXNoxswZFBefQM4uLrgwQG/dXV1UUnKWvln/NX311Ve0 e+9eqsEccgAAixcTHS3d2jjSBegJiYkSlAIAAEytubmZNn73HT/o6acpOiqKxufm8L3YJ06axOeL IWCHq+np7qYzp0/zVda3bt1KO3btoqPHjqGuAADgErxzWDLyBegJCRKUAsB0rKysLsn74lko7HfD BzMwMICWAotxpriYHys/+JCfcmxMDE2bUkizZ8+h5JQUCgkPJydHR1wQFoitYVN2roSOHT1G33zz DX2zcQNf2A3AUmhsbMjayopsbW354eDgQPb29mQ1dB8x/P92Q7/TaM5PHero6KSBwcGr1hJ7r5OT E3/toFZLXZ1dNDDQT13dPdTd08MS5q/r7e2lnp4e6unrpf6+fuofGKDBgQGSbBYtwFWlpKZKVzHS zUGvqqqimJgY6uzslKA0YAlYsMvnuF4UGGusrS/5YtEOfVENDv1Me9mXGXutEn9Kw4E5D9KH5uVa XxSw01A56aLfaYf+vbisw+fE/pt9iQ4ODp7/7xG+pAHUIDkpkWZMm04LFiyg9MxM8pZowRcwvrbW Fio6VESfr/2c1n+9nvbswwKzoD7s+5vtcMGCZ0dHR3JxdiYPd3e+JoenhzsfJeTt6UV2dnYUFRVF rW1tlJiURG2trfw1MbGx/N7Zzc2NQkJDqbWlhQfM3j7e5OHhSb29PdTW1s7TtrWzIxuNhuzs7S+s 7cGmf1yLja3theG/bGQKexg2HJCzMru6uVFzYwM1N7fw3/n7+1FNdQ1VVVdTYFAg1dc3UNm5c+Qf EEAnTxyn3t6+8w/Uysp4GdjUk8FBLd/BiQX49Q0N1MMeAHR3U1dXF38QgEAfRDqwbx+/Z5CJdAE6 +6BIT0+jk6dOS1AaUBuNRnMh0La+pCdaS4PaSwPrSwJwC/7wv9Arb219oc74/7N/NZrz/w7XJQvi 2YOKgQHee48efJCVl5cXpaYk05TJBTRv/nxKTEokVzd3tJeKsfuD06dO0Reff0EbNn5DRUeO8sAE QDYOjo7k7elJPj7e5OPlTT4+PhQYGEjBwcHk6+tLPr4+5OfnR3b2DuTm6sL/Zd+zzk5O/B7GydmJ bG3tLKpdWdDOevI729t5Z0HPUIA+ODhALS2tfI0StttCdVUVD+Jra2v53z/b/rCxqZH/jD0kYK8D 0BUbIcKmQwUEBkpVZ9IF6OyPkg1Z/G7LVglKA6bAnqjygPCiANv6smHf5/t/6ZKgW6lebPhPUM8e iPC2uSy4Hx721o9AHiQRHh7Ov1vYCvEZGZkUGhZG9g4OaB6J9fX1UmVFJR08cIC+Xr+eNny7kY4d P2Hp1QImxIaR+/v68l7iwIAACvAPIG9vb/L08KCg4GD+OePj60suri68J9zRyRnrZAjG4oburm7q 7urko2+bmhqpo72TmpubqKKigvf2V1ZU8HuT6poa6uvv4wF/e3s7D+ZZgN/e0U6trexnHbiPtDDx sbF04OBB/lBNJtIF6MxNS5bQv1avlqAkYExX793WXhFkk4X3aJuTywN5a9YjP9T2bLrAQH8fDQwM Ymg9KC4tNZXmzppF199wA6WkpJC7pycaQQLspvnMyZO0du1a+mzNGr4fOYBS2PeTp6cneXt7UVhI CF+YMjIyimJjYykwKIj8/f35752cnaW7oQf9sV77rs4O6u8foLa2Vmpva+efQWy4PQvqq6ur+VD8 ispKqq2rperqGmpuaeZTBsA8TCmYTN9+t1m6c5FukTgmKjJSglKAITRD85SG5z4PDvWcsoD74l5U 9KdahuFRDSMF4FZDQbudjQ0fSn8hgNdq0fsOQh0qKuLHb/7wBwoKCqL01BSaM3s2zZo9hyKjotC7 rhB2g1xeVkobv9lAn332GR06cpjOni2xiHMH02HDyyPCQikiPILi4mIpNTWNz+/29PLiPd5sbjeb Ww3mjc2tH576xNr+Wnp6e6m7o4M6OjuptbWFKsoqqLT0HB3Yv5+OHDtGJ06epPKKClwxKuPn6ydl gaUM0JNT5FtND640vGIoDa0mzoPw/v7z/4/6Ah0MXzMjXS9suoO9nd0lPe/DwTsbtgZgDJWVlfz4 8qv1RPQEZaSl0fx582jK1GmUmJzEh66C8bB5pMeOHqUtmzfTp2s+o+07dqJ2wehYD3dsdBRFRURQ WFg4RURE8J5w9gAuIMCfj5qxtHneYDh2L8IOdt2w74SExEu35mpubOTfI0cOH6ZDBw/SocNFtGfv XqqsqkatS4yNkpGRlEPcd+3YQePz8yUoCVyMDVNmh1Y7yIcDYRg6mAoL1m2GHhCx4J0d7CFRX28v etzBqNgqxdOnTqGlS5bStOkzKCgkCDf1emLfF7U11TwgX/3vVbR+w0a+xz2AMbAHuYGBARQdGUmp KamUm5vL9zUOCQsjDw8PDEUHk2lpaqLjx4/Tl198QV+t/4p27t6De2fJfPD++3TzsmXSlUvKAL3s XClFxkRf6I0F0xnuJR8Y2ooLQGbsRm14vvvwdIuBod52fCmCMWRnZdLE/HxasnQpZWZlYWX4EXR2 dNDhoiL6ZPVq+m7LFtq9dy/19fVJWVZQD1dXV76oU1paGuXm5PC/wYDAAHJ1deND0oe3AwOQDZvO U1tTQ/v37aW/vv02ffzZGrSRBHZu30a5efJ1CksZoLMFGlJSkuncuVIJSmN5hnvK2YcJgnIwByxY ZzdumqEdAthWLuhth7EKCQ6mmTOm0w0LbqD0zAwKCQ2z6AChuvL8iutsgbevvl5Pp06fkaBUoFZB gYGUkpxEyUnJFBcXT6lpqRQTG0MeXt58qDGAmrFF6D775FP64MN/YucqE2Hf1yXFxRQcGipd2aQM 0JmphYW0abN8q+qZs+HechaYo7cRzB3rbbdlgbudHdloNPxhFNuiBUE7GGrSxAm0dNESWrDwBr7i 8/DjTb7OQl8f2drZXdhyqZvv7ztIAwP91NfbxxfV7Onp4TtauLm78e2Z+vv6+ANr9lCJrTDMdjzo 7emh9vY2cnR0ouCQEJ5WR3s7dXd38/9mebi7ufH0aqqr+dZBbJ9XRycnfs27ujjz17H02UJ4bK/h lpYWvraDnZ0tWVtr+HeBra0tf/3w8GCWB3uopbHRkGZoiL/Gyorq6+r48M1Vq1bRNxs38odfAPpi fxcxUZGUmZ5BBQUFNC5nHIWFR5C7hwfqEswa+x7Yv3cvvfjiC7Rq9cdobAVFhIfToUMHpRwJJ22A /sC999Kbb78tQUnMn42tLV9tHb3lYMn4gnT29uTo4HBheHzn0IqtAPpKS00hO9bLpyU+xYKtAMwX GXKw5yl1d/ecX8+Dr53Qxx+K9vT28H+H57iz37PfMb19fTx4Z6/vH5r+xXfJsLbmgTz7Ih/evJJv aXnRv6yXgD2EsrK2Jjtb2/M/GwrA2XvYvsDsTsDB3v7C+g62tjZkZXV+kUb2s96+Xl5m9n72d8Lz Hxygg0WH8VAL9MYWZsrJzqKpU6dRTm4OBYeEkru7O3ZPAItWUVZGL77wAr36xhuWXhWKkHWLNZJ1 FXcmNRUruYt2vsecMC8QYOgpdldXFz+GsV5ENzc3HpCwIIUFQq1tbRcCJICRHCo6bLK6wfUJMmEj OFgwnpGeQVlZWZSbN55CQ8MujCYBgPPYUOtXXn+dHlmxgn7+3LO08sOPUDMCxcXGSls2aQP0SEmX vTcXrGeH9eqg3wNgZOzh1eUPsBwdHXlPD+tlZMON2zo6eOAOAABsITcXSklKosKCApo5azalpKSQ l48PFnAD0FFcQgK9/8GHdO+999EDDz7I91gH40uReFtvaT8t2ZYZYHzDw9mxhzSAYS7uZWe96g4O DuTm4sJ72/vQww4AFob1kOePH09zZs+m6TOmX5g7joAcYGymTJ9OBw4coOd/9Sv65fPP87TYfQfW iTKOyMhIacsm7Rz0krPFFBkVLUFJzMdwrzkAiMN62J2dnc/vhNDXR82trdgyEgDMBlunY9LEiTQu O5sKCwspa1w2+fr5o4EBBNr4zTd01w/vptLSMlSzkezcto1y8+XbYo1kDtCbGhspOSWZqqqqJSiN urGnbezAInAAymMBu4uzM1+gq6OjnTo6sOgcAKhLbEw0311n/vzrKTsnh4KCg9GCAAqrr62h66+/ nnbs2o2qN4LiM2eknVItbYDOhogWTJpI23fukqA06sUWgmMr/yI4BzA9NgyeBezDq2Cz7a0wqgUA ZOPl6UlTCgtpyeLFlD8hn/yDgslpaMs9ADCdvr5e+uEP7qL3Vq5EK4wBm0p97MgxcveUcytHaScI sblLbG4AAnTDsfnmA9jTHEAaly86x7a18vHxIY21Nd+Gq7m5GY0FACaRl5tLhZMn09Rp0yh73Djy 8fNDQwBIhm3D+e7775O/vz/9/o9/RPMYKDwsjJxd5d1JQuoVPFKSkiUohTohOAeQX3dPDz9oaCoK 29KNze9kI4iaW1qwvzQACMMeEOaNz6WlS5bSnHnzKDwiAgu7AajE7156if+9vvi736HJDBAXEyv1 5521BGUYUUJSkqQlkxuCc8P87Omn6bOPP+aL6YF5k7Gt2d9ra2sr1dTWUkNjIy8b61338/XlN9IA AGMV4O9Pd95+O61ft45KSs7S1xs20kMrVtBTT/6EcrKzqa2tDXVs5m5cspgy09PR1mbghd/+llY8 9JClV4NBkmXvBNZK7PChQyzCxKHHobGx0VpZWaHO9DwyM9Iv/CEsu/kmi68PtLVch52dndbb21vr 7++vdXNzs/g2xIEDh+5Hakqy9mdPP63d8f332qaGhitu+j5etepCWk8+8YTMt4UwRmhr83TXHXfw NsX9v+7Hp6tXS30tSN2D7uvrS66urhKURD3YgnDoOdffbbcuu/CeBx96WD0FB72psa3ZQnINDQ1U U1ND7e3tfAEn1hPm7u4uQekAQDZZGRn042DVYM8AACAASURBVEcfpX17dtPeffvoF88/T+MnTCAP L68rSvrWW29d+O/Vn36CtjRjaGvz9Mabb9K4rCzc/+shKlrurbylXcWd6enupqzMTDp6/LgEpZEf G9ref9ECVKAbV1cXKj59mnwu2seVDf86cOgQatDMmFtbW1tb84eYbN56Z1cXHyIPAJYpOSmJbrnp Jrrl1lspIipKp/mVtTU1FBUTQx3t7Rd+xqb/XL9wIa4iM4O2Nm+N9fW8fdnuMHBtbL0ftsWat4+P tDUldQ+6vYMD+WEVUZ2w+aoIzg3D5t1dHLAx+Xl56jkB0Jm5tTXbPpF9GVfX1FBHZyfvWfdHzzqA xchIS6MXfv1rKjp4kPbu3UvPPPssxcTF6bz40aqPProkYGPWrl2DC8gMoa3Nm5ePD/3rww8tvRp0 EhIcTC4u8q7gTrIH6DS0oAlcG+s5x17KhpsxffoV712wYIF6TgB0Zs5tzRaGbGxq4sPg2eI/LFhn Dzhl/xICAP3Ex8XRg/ffT/v37qXtO3bQUz/9KaWkpfFODX2t+2rdFe/YvmMnWsQMoa3N38zZs+nx R1fw82Q7w8DVBfj7GfR5qSTpA/T4+HgJSiG3QWzFZDD2AbZo8ZIr3j5j9mzeEwnmw5LamvWss2C9 traWurq7ydvbiwfr2KEAQJ3YkMy77riDdmzbRgcPHqTX/vIXysjKIgdHR4PPh23nuGffvit+fvjo UTp1AlMLzQna2nL86tfPU2hICOajX0OAf4C0ZRsmfYCeiK3WrondcLObcTBMQnzcVbfzY8MDM1JT UatmxFLbmvWsNzQ08mBdo9GQ79DWbRpr6T/+ASze0sWL6PM1a/h8yb+98w6Nz883Ws/P5k2bqKqq +oqfsxv7z9eutfSqNytoa8vh5OxM7//jfUuvhmuKjYmVuHTnSX+HFhMTI0Ep5MRutvsw73xMMjMy Rnx7bk6OKs4BdIO2Jurq6qK6+nqqrasjJ2cnzFcHkFB2Zib97sUXqLy0lP7179U0b/58IYsZrfvy yxF/9/22bbg0zAja2rJMLiygeXNmW3o1jCgpWf7OX+kD9MCgILK1tZWgJPJhKzhjCMvYFEwuGPH9 M2bNUsdJgE7Q1pdqa2vn89XZyu8eHh58CDw+awFMg+3G8NADD9CRoiLasWsX/deTT1FwaKjQsuze s2fE3x0qOowrwYygrS3Pn1951dKrYETRkm+xRrJvs8Z0d3VRWloqnTp9RoLSyANbqo0de8Bx5vQp ioiMumpabM5WUFAQ1dXVqevE4Apoa904OjqSi7MzsS+F+vp6NRQZQNWumzuX7r3nHppUUKDolj99 fb0UGBhEDQ0NV/09W7Pj1IkTFB0r/1BQuDa0teVa8dBD9Mrrr1t6NVyCTQ0+W1xMQcHBEpXqStL3 oLMFUCLCIyQoiVywNuPYsZVwRwrYaGhucnJionpOCEaEttbN8BB4Fpyzoe9sFw1nZyc1FB1ANaIi I+nxFSvo2NEjtPaLL+iGxYsV349387ebRgzYaGhu8jdff61omUAMtLXleuL//T9Lr4IrhIWGqGJq nypWCWI31/AfmHtuHGkpKaOmk5Gero6TgWtCW+tveH/13t4+vrAcWwkeAAw3tbCQ1n72KRUdOUIv vfwyJSSabh7khg0bRn3N9u3bFSkLiIW2tlzhERG07OabLL0aLhEVEUnOKth+VhUBelpamgSlkAfr 7YOxy8sbP2oaBQUjz1sG9UBbG449DGS96mwleDZXnfWqOzmhVx1AF/5+fvTMU0/x3vJvNm6k665f QE5j2BrNWPZdZcutyxUdwdxkc4C2tmzP/fyXll4Fl4iNVcfi46qI9MLCwyUohRw0NjboPTeS6TNm jJrQlGnT+HyV3t5elZwVXA3a2jiam5t5Ovb29nxROVZXwz8DgP/IHZdN995zLy258Uby9JJv9MmR 48dGfc2x4yeorbWFXN2w04Oaoa0tW2x8HE3Mz6Pvt++w9Krgkkw4ckkfquhB9/X1laAUcnB0cMC+ 50YQFhZGqekjb7s1jN1YJSUkqOOk4KrQ1sbX09PD91Vnw+C9PD35vuoAQHTTksW0c/t2fjN8z/33 Sxmc79+7h8rLK0Z9HVuTYtPGbxUpE4iBtgbmvvvuRz0MiVLBCu6klgDd09ODrzIJRH3o3TOKZD0C sYT4eKnPBa4NbS0OW1yosamJ76vu5ubG91XH8HewNOy6/8Wzz1Lx6dP04ap/U25entRT0TZu2Kjz a7dhj2xVQ1sDs2jxIvLw9EBdsE5fPz8JSjE6VQToXt4+FCL5cvhKcLC3p14MbzeKzIzRe1SHZWZm yn46cA1oa2Ww/dTZvupsyzoWsLCAHcCcsZ0f/vzHP9KpkyfoZ889R5Eq6ZnZvXu3zq8tKioSWhYQ C20NDJu6cNPixagLHqCrY8SfKgJ0ttpeeHiYBCUxLY2tDUm+bb1qFE6ZonNR9XntSNg+3H/6/R9o w9df8yHBoByl29pUZLnG2Lx0Fqi3t7eTj48PX1gOwJykp6Xy1dj3HzxAjzz2mOrm7R4+elTn1x47 cWLM+bF9uGfPnEFJiQlUdu7cmNMD3Snd1iCvW5fdZvGtExoaSp5e3hKURAdalfjB8uUsMrXow97O zuLrwBiHm5ubtquzU68L39/Pb0x5L77hhgtp/fx//sfi28Cc29pUh6zXmLW1tdbHx0fr7e1l8dcj DnUfE/PztF99+aW2t7dHLbdOV6iqrNRqbGz0aodTJ06MKc/nnnnmQlqLFiwQcl5wJVO0NcirubFR 6+DoaNHfQwWTJqrmClVFDzphqzWytbWlvv5+CUqifilJSeSg5zY3iQmGz01mPZvP/OyZC///+BM/ ppAQTNlQgtJtbSoyX2NsUcv6+npqbGziC36iRx3UJiszg1Z99BFt2ryFZs2ZQ7a2dqptw/Xr1tGA nvcSGzd8Y3B+rPf8b+++e+H/P1+3jooOHjA4PdCd0m0NcnP39KSZ06ZadCvFRKtjizVSyxB3Jt7C V1e2s7fH6u1GkpqSondCKcn6v2fYpAn5lJk97sL/s+GQc2fOEnuSwCnd1qaihmuMTc+pq6vjc9XZ 3tDsoSOAzOwdHOi1P79CO3bu5Nulybzwm662b9d/IbCdu3Sfx3y5d//+dyotLb3wUzYF5i9v/MVI ZwPXonRbg/xuufkWi26lFAPuCU1FNQF6VHSUBKUwncGBAUs9daObMGGC3knm5eUZXIwli5dc8bMf 3nuv0HOE85Rua1NR0zXGHjTW1NbyYIctJgcgo7vvvJPKS0vpwUceVnWP+eUOFR3W+z1Hj+k+j/ly H3700RU/W7d+vcHpge6UbmuQX0FhoUW3UrKKAnQrrUpWHaurraH4hERqamqSoDTK40PcsYK7UVSU lVFQSIheSVVXVVFgUJDe2bu7u9PZ4uKr7oWbmpJMh4/gy1AkJdvaVNR+jbGF5Lq7u/micgCmFhYW Rm+/9SbNnD3HLNvC09OTmpub9XoP25GhpaVF77wqKyooJjaW77F9uXWff06z583TO03QnZJtDerA dllJS02hY8ctc0HA40ePUnxiogQlGZ1qetDd3NwpOChQgpIoz97eHsG5EekbsDEBgYZdexPyxl81 cGImT5wk6AxhmJJtbSpqv8bY/HQ27NXPVx1bn4D5WrRgAR06eNBsg3NG34CNhrZQNMTKf/zjqsE5 s3r16rGeCoxCybYGdWAj1xLi4iyytby8vPg6OGqhmgCdzQUL8A+QoCTK02g0lnbKZuO6edeNeCpL liy19OoBIzCHa4wF6LV1deTn5ydBacBSWFlZXTjTv771Fq3+9FNyxyKGRrPuq3UjJrXl++9Vdz4A 5iA/X/+pf+aAdfK6urup5kxUE6AzAQGYrwjqwR4qsYWFRjJ91ky+JyOAocztGqutrSVvb29ycnKS oDRgzlhwzmb4sV6VbzdsoLuxLohRtTQ10e69+0ZM8tjx43Rw38i/BwAx8vLzLbJmA/z9VbWeiKoC 9Pg49W1/ZAyD6lgmAC6TlzNu1OHSeTk5qDYwmDleYw0NDXwYnqurqwSlAXM0HJwHBATQzu3bacq0 aWhnI/vXhx+OOlx61apVKjwzAHWLj48jjRnsSKEvfz91dfKqKkBPSk6WoBTK03cfS3PFFsp78/XX aOvmzRSkgvUIJk+aPOprZs2cqUhZ1EBt7SsDc73G2I39wMAAubqpZzgaqMNwcB4cFET79+2jGAud jyna+q+/HjWHLVu3qP00AVTH3cub4mKiLa7h4uPV1cmrqgA9MjJCglIoiwUt/QjQuVtvuonu+9GD NHHyZPqvx38sQYmubenS0ef/zr/hBj5MGdTXvjIw52uss7OTrK2s0JMORsWC85CQYNq27XvVLQip Jjt2j76f9v6Dh/hQeABQjr2dHcXHWt6DyaSkJAlKoTtVBehspeKLF3WxBGyop0p2whOKzUn9n2ef vZDFI489RvES93wkJiRQelbWqK9jN4iZaamKlElmamtfGVjCNca2+3FwcCAbW1sJSgPm4ou1ayks 3PIe+Ctlw/qvqaysbNTc2EiZz9euNZfTBlCNlBTLG5EcGRUlQSl0p6oA3d3NzeIWirPGCu7czGnT KDo29sL/swcXSxYuNGmZrmW8HvN+x+eON0URpaK29pWBpVxjdWx1d2zBBkby+Zo1lJqegeoUaM2a z3RO/GsdhsIDgHHFxMRaVI06OztTUHCQBCXRnaoCdFd3D3J3c5egJMrRDg5ayqle0913333Frx94 8EFph+7O1GPe77x584SWRQ3U1r4ysKRrrLKyEusSwJjdf88Pad78+ahIwXbu2qlzBrv37lXpWQKo l9qC1bHy9PTgMaSaWGlVNn761ZdfppKSkgvzEmtqqsnOzp7KKyro5MmTdOLUKb6nrrlwdHSkrq4u szkfQ8RER9Op06ev+s4Z06bShm836ZWqoZe8rtMrPD096dy5czrPnWVrDLCtsKqrqw0ql9oZu30v JrqtTcUSrzFra2vycHenRsxZBQMkJSTQvv37Lf6hn6Gfbbp+lpaXlvLRULreh7HyHDtyhOITEw0q F1y7bg2BaZXmj+1ekTfBfPZDZ9d6XGwsxcfGUlhYGPX39fFdOpiOzk4KCQmhFY8/bvJy6kN16+w/ /OijI/6uu6uLb9Fz6sQJWvn++/TR6tV8DqOa4WOSaOb06SP+bt7ceWMK4ETIyc7Sa2ErNpw7OyOD Pl+3TqrzUIra2lcGlniNDWI0EYzBm2++afHBuRL+/a9VenWSsGDw008+oZ8gQAdQDBvyrXYsKL9x 8WJavnw5ZY0bRx4eHuRkBuc1TFVD3Efj4OhIwSEhNGX6dHrrb3+jUydP0N/ffpvyctW717R2YECC UpjWrcuWjZj/sttvl+6mq2Bygf7vKdD/PeZCbe0rA0u9xljveYC/Za1DAmPHdoiYZMGfsUr6dtNG vXPbvHmzmk8ZQHXc3d35CF01SkpMpD/+/ndUXlZGH65axXeqCQoONqvgnNQ4xN0QrOflizVr6CdP PUnHjp9QVdnZdgg9ZjRkX18J8XGjttmUwgL6brPu+6mKHvZ8pKiIklJS9Er7xLFjlKCyLSCMQUT7 Xsxch7hb8jXGbipYD90AHl6CjirKy/kNHIgf9hwcHMzXjNAHG4paVVWF1jEyDHGHkTQ1NlJKaqre f6umFBgYQL/6+S/otuXLLaLjxqx60EfC5i6yJyz79x+gN19/Xc5CjmDQwj8oC3XoKZw2ZaoiZdGV voETY6nz79TYvjKw5GuMrcmBVd1BV7ffeiuCcwUZcsNvqeuvAJiKjY2G3FxdpK7/ix8wPfezn9HJ k6fo7nvvtZhRlRYRoA9jjXrfj35Ep0+epNkzZ8hRqGvQaDQW30u0aNGiUV+z9MYbLW5/fHOB9gVD tLS2Ym900MkvfvkLVBQAwEUcnZzJ29NL6iphIzmys7Joz65d9OwvfkEuLnI/UDA2iwrQh7EVRteu +4qeefppOQo0EgsPStiq07N12B6K9Samp6YqUiYwHrQvGKqzs5O8PT1Rf3BNN1w/nyKjY1BJAACX sdZopK6SO2+/nbZu3UrZOepdR2wsLDJAZ2ysremXzz9PX6z5TILSXJ21lZVFzwWamJ+v82vz8/KE lgWMD+0LY2Hpo4tgdHf/4C7UEgDAZdjOLv5+8k4V+8trr9H/vfceX/zbUllsgD5s7vzrqejgAb6i IUm2OJTG2rKbZ/511+n82gULFggtCxifJbSvv58ffbhyJe3asZ1SDZg3DiNramkhV8nn0IHpeHt5 0bRZs9ACACbCppPm5oyjqMhI+mLtWjSDZAYG5Ny6dP26dXT/gw9KUBLTsvgAnUlJS6e9u3eTt4+3 VD3WWgvuQff29qIFOsxPHjZj9mwKCgoSXSwwEktoX/aw76Xf/55uuvVWyhmfRyvff5+8vb0lKJl5 GOjvJ2dnBOhwdQvmX2dxcxYBZNHf30/Ll99Ou/fspbMlJXTfA/dTydlitI9E2A5Xstm6eTPNnD3b 4tuGEKD/B5uXvn3rNqn2BdRK+MejlPE5OeTq6qpzbmy4zvhx49R+2hbDEtp3/ry5tGz58gv/n5KW RvfefbdJy2Ruent6LL0KYAR33HEnqgbARH734gu0Y9fuC5lXVFTS008+heaQiIODvVTl2bRhA02c PFmCksgBAfpFYuPjaMt330lTHisLHuI+a4b+QxNnzJB/ZX44z9zblz3oe/HF31zx85/+7GcUFhZm kjKZo/aODrKzs7P0aoDL2NraUmp6OqoFwATYHtuvvvGXKzJe/emntH/vHjSJJIan9srg41WrqHDa NMtukMsgQL8MWy3wo3/+U6oyWaIbb7lZ77NevHSppVebaph7+94wf/5V9ypnowaWL1tmkjKZo97e XsxDhyvExcaSu4cHKgbABH774otX3Q+ffV6/+MKLaBJJ2GhspCjIL597jhYuWSJBSeSCAP0qbrzl Fnrs4Yf5L0y5aJwlD3EPCg7W+z0BgYFCygLGZ87ty3rvnnpq5KF8jz/xBPn6yrt6qtrY2mA/dLhU TnY2nxYDAMrqaG+n9z/4YMQ81375JZ05dQqtIoGm5maTFWI4trr+unn0zLPPSlMnMkGAPoLfvvQH KiyYbNHbnAGA/mZNn07pWVkjvs/bx4cWzp+PmjWSfmy3BpcpKMA8RgBTeO2VV6isrGzEnDs7O+ml P/wBbSOBvr4+kxWCxVZxMTH03j/el6hG5IIAfQS2tnb07rvvmrQMGo3GpPkDgP4eeeSRUd/z0COP 8J52GLuenm7UIlwiLT0DFQJgAu+9/49RM13z+ee8px1Mq6vbtN+d7733HqYiXQMC9GsIC4+gv775 psnyZ1sgyLQvOwBcW1ZmBs2eN2/U16VnZtLkiRNQm0bQ09NL9g4Oqj8PMA42tD0Q050AFMcW+jp8 5Oio2ZaVl9M7f/87GsjE3N3dTFaARx9+mHLz8iSpCTkhQB/F3ffdR3njc02S94DK5qBHRkTQl2vX 0pGiIpqAPzzFof5Nb/ltt+lchjuW36G685PxGmPD9BwRoMOQoKAgckOvDIDi3tSjQ2vlP1eigUys sbHRJAVg9xEv/va3EtWEpLQwqkMH9rOJ6IofGo1Ga21tbZK89T3c3d2127ZuvVCVFeXl2tiYaIPT M5Sp0xZd9pEOY9e/6EOpOlKyLUJDQ7XtbW0659HX16eNjoqS7u9DjdeYj4+PtNc6DmWP8Tk5/G8L jPsZIPozBoxPybY4sHev1tbWVuc8rKysLvk+AWWxz8j8vPEm+X76eNUqtLYO0IOug9T0DHrkwQdN krda9kJf8eCDlD9x4oX/Z6t0/+aFFzFEXyGof9NbtGABObvovuUXG4rL3qMWMl9juM5hmI+PN1Zw B1DYyy//Sa9Fx9jzg9dfew3NZEKm2Clq9swZ2FJNR1ZaLFOuk5rqKgoIDFI8X7aQlClXWtRFanIy 7d2/jy+sd7l5s2fTl+vX652moZelLjfqItNWIv3Liah/0ZSqIyXb4vTJkxQdG6vXe0rOFlNkVLTe eeEau5Sfry/V1tWZtAyGSEpMpEceepBiY+Opu7uLyMTPGbSDWnJydqbqqip64y9v0NZt201bIAMs v20ZvYuVgUdk6GeArp85otMH3SnZFn5+flSn52ewt7c31dfX650XjF1bawtlZ4+jU6dPK1qbRQcP UkpaGlpQF7J38cvkySeeUHwoiJ2dnfRDJN9/990RW2n3zp0GnYOhTJ226LIrVf+iD6XqSKl8zDkv NVxjfn5+0l3jVzvYsM7hn//+N7/RdnR2GtyWorEhkCv/8Z7WxdX1irLLfNxx+23S1qkMDG07XYlO H3SnZFug3dWlqaFBGxQUpOhn+fx58yy92vWCIe56ePqZZ8jV1VXRPGUfuMkWilq2fPmIvx+Xm0vz 585VtEyWBPUPoqnhGlND7xvrzWLlZCuMHzt8mJ74yU/IydFRgpJdHRsmfuttt9OpEycoIy2Nl10N UwlCgkMkKAUAgLza29uppaVF0fL96U9/whWhBwToemD79d2hxyrNRiH5HPQnf/KTUV/z9E9/ij2f BUH9g2hquMYGBgZMlrcuhoNzNqR9z+7dlJCcLHV5LxYQGEibvvuOphYWqCJIt8Z6BAAA19TR0U6d nZ2KVdLcWbP0ngJo6RCg6+nJp55SND+Zb4YmTZxACxYtGvV1rIdt5vRpipTJkqD+QTS1XGOyB40s sPX396eNGzfwxfXUhj2cXrP2c0pPS5U+SD977pwEpQAAkFd3d4+iI8/YQ3zQDwJ0PYWGh9Ntt96i WH4y33b++LHHdX7tE0/8F1ZaNjLUP4imlmtM9iHudnZ2tP37reQfEChBaQzDdijY9O0mCg8Lk7q+ Q4KUX8wVAEBNmpubFSttbs44mlxYiOtDTwjQDbBixQrF8pI1qGLzUhctXarz66fNmEGFkycLLZMl Qf2DaGq6xqwlnwr02ccfU2R0jAQlGRsPLy9au3at1GW0d3CQoBQAAPJqb2tTrGz/9eMncCUYAAG6 ATKzsyk2Rv03W2Px+GOP6f1uJR9smDvUP4impmtMo9GYJF9d/OLZ/6HZ8+ZJWz59paSm0gfvy7uN WUVFhQSlAACQV3tHhyJlc3B0pBmzZuFKMAACdAOwvYDvv/deRfKStQd96c036/2eRUuWCCmLJUL9 g2hqusZkXSSOrX7+9DM/k6AkxnXzsmW08PrrpSxbb2+vBKUAAJBXc1OTImW7ZekS8vTywpVgAATo Blp+552KDKvUDg4KzwMAQM1kfJDJyvTJJ5/y7crM0bv/eI+Cg+Wb793d0y1BKQAA5FWq0GKaKx7V fyQenIcA3UB+/v40MT9feD4IzwEARiHhomW/ef55Co+MkKAkYri6udOrL/9ZunI1NSm3+BEAgBpV VlcJL3VcbCylpqfj+jAQAvQxWKLD9kNjNdDfJ/0CSAAApjSoletRZnJSIj32xI8lKIlYC5csoevm zpWqTA2NDdTTjV50AICRVFWJD9CnFBSY7QgyJSDyG4MlN94oPI/+/gGyQoAOAHBVbCj5wIBcAfo7 //cOX6vEErz15ptSnWVDQyN1d3VJUBIAAPmwz8ea2jrh5brjjjvQ+mOAyG8MQsLCKH98rtA82H6z NgjQAQCuij2hl2lhMNajnJ2TI0FJlBEUGkpPPPqoNOWpb2igjs5OCUoCACAfNsKorl5sgB4YGGBR 34MiIPIbo6VLdN8n2GAI0AEArooF6D0SBehvvPGGBKVQ1s9/9SsK8PeXoiydnZ3UjHnoAABX1d7e TvV19UIrZ87MWXyLNTAcIr8xKigoFJ6HtZFWKGZDQZcuXkR7du2i0pISenzFCnLEHxDoANcOKEXf a83Ozo4G+vulaJ+Hf/QjCg0Pl6AkynJ2caGfPvUUz1OGFfUrKsqv+Fl/fz/9z09/ShER4eTt5UV3 3n47NTU2GiU/kWkrkb7aqb3+0b5jo0T9KdVGSuRTX1cn/KH2wkULhaZvEbQwJo0NDVpnFxe2hLCw w8nJacxpa2xstL/6+c+vONV/ffCB1tPTU+/0DCVD+mouu5J5iLp2lKojJfMxx7yUrLuxXGs+Pj5j ytNYh5WVlbaivNzgelO79rY2bVhoqBRt8ebrr19Sm12dndoF86+74nXjsrK0ZefOjanmRaYtIn1D 61SW9EXXjzmlr2RbKN3uw0S3v1ahPJTM58u1a4V/BhefPmW08loqBOhGMGPaNKEXurOL85jez24c n3vmmRFP9MOVK7V2dnaKfKjKkL6ay65kHqKuHaXqSMl8zDEvJetuLNean5+fwXka83jyiScMrjNz 8Y933pGiLVY89OCFGu3r69MuvuGGEV+bMy5b29rSbFALiExbVPqG1qks6YuuH3NKX8m2UDKvYaLr T6tQHkrmw/z1rbeEfv5GR0Vpe3t7jFJWS4YA3Qj+8NvfCr3YnRwdx/T+FQ89NOpJ/vaFF/gNsugP VRnSV3PZlcxD1LWjVB0pmY855qVk3Y3lWpMlQK+rrTW4zsxFd1eXNiAgwORtMXvmzAs1etcdy0d9 /bw5s/kNsr5Epi2q7IbWqSzpi64fc0pfybZQMq9houtPq1AeSubDPPPUUwa3ly7HXXfcMeYyAgJ0 o9i3Z4/Qi91hDAH6jYsX63yK9951l/APVRnSV3PZlcxD1LWjVB0pmY855qVk3Y3lWvP08DAoT2Me 99x9t8H1ZW7+/Mc/mrw94mNj+cOCZ55+Wuf3PHj//Xq1hMi0RaZvaJ3Kkr7o+jGX9LVmHqArUX9K 5KFkPsNuXrrU4PbS5fhg5coxlxEQoBsFG3Zi6FxcXQ42rFPfHkp2TJo4gc9p0RV7Mje1sFDoh6ro D21zL7tSeYi8dpSqIyXzMce8lKq7sVxrtra2RlmjY6yHJc89v1xHZ6c2KDDQpO3h4eGhfePVV/ia Brq+h33HvvHKKzqd49/+93+FpS0600AQkQAAIABJREFUfUPrVFei01d7/SuR/jAl2sIUeSlRf0q1 kVL5XGzGtKkGt5cuR/Hp02MqH5yHAN0IBgYGtONzcoRd7BqNRmttba33+wxZVKKirEzYh6oWAbpR 0lciD5HXjlJ1pGQ+5piXUnU3lmuNBefs89GQ9jLWsXzZMoPrylyxtQRM2SbscHd31/s9LLDXhSEP 5HVNWys4fUPrU1ei0xddP+aQ/jAl2sIUeSlRf0q1kVL5DGNzw7MyMgxur9GO8PAw/pAWxs5Ke/6P GMbotltvoZUffCisGtlWQr16botgaNPqsk2OyLRFp6/msiuVhznUkZL5mGNeamgjT09PampqMuj9 xsK2g8vOyTFpGWRTWVFBwSEhqiy7LtejoVvJ6Xqti0xfzWVXKg9zqCMl8zHHvMyxjWhoD/SkxEQq K79yK0pjmFpYQBs3fSckbUuDfdCNJDcnV2j61hqNgmcDACA/Wxsbk5Zx8sQJCM6vIig4mO656y7p ygUAYMmaGxupsqpKWA3EREXj+jISBOhGkpMrOEA38CkbAIC56h8YMOmZPffcz3FtjeDJp56SslwA AJaqoqKCBgR+b+YKjoUsCQJ0IwkPDyeNtbjqtBKYNgCAGnV1dZms1AEBATRh4kRcNyOIiYuj7MxM KcsGAGCJykpLhZ51emYGrisjQdRnJJ4+PjxIF2XQxD1FAAAy0djY6L0uhzGxIdwOjo64Jq7hyZ/8 RNqyAQBYmuPHjws7Y1tbWwoOCcU1ZSQI0I3EydGRYqPFzb0YHBw0eDEJAABzY2NtLXSo3mgeXvEI rqlRLFi4kEJVulgcAIC5OXbsmLAzioyIIC8vL1wzRoIA3Yji4+OFpd3f34+F4gAAhmhMuEDckkUL yT8gEE0xCnsHB7rlppukLiMAgCVgccSpM6eFnWlURARGlRkRAnQjSkxIEJY26ymywTx0AADOytp0 I4p+cOcP0Ag6uuPOO1VRTgAAc9bW2kqlZWK2V2NiYmNw/RgRIj4jCo+MFJq+FXrQAQA47aBh+8CO VWBgAM2YNQuNoKOUtDTKG4+VfQEATKmxsZFqamqElSAtNQ3ta0QI0I3I399faPqYgQ4AcF5fX59J auKeu+7GMD49/fixH6uqvAAA5qZa4P7nTFhYGK4ZI0KAbkQBgYFkI3BepDWGuAMAcKYK0O+6+y40 gJ5mzJpJGowAAwAwmerqaqFZ+/j6onGNCBGfEbm7u1O4wCdIWq1phnQCAABRUmIihYZHoCb05Onl RXNmzlRVmQEAzMmpEyeEnQ3bYi0gIADXixEhQDciZxcXihO4SAJbKA5brQEAmMbdP/iB0FFS5uyR R7AtHQCAqRwqKhKWc3h4GHn6+KBtjQgBupGlJKcIS7u3txdbrQEAmMhtt9+GqjdQ4dSpFBQUpMqy AwCoWV9fLx0/eVLYGcRGRZMT1mYxKgToRjZu3DhhabMh7thqDQBAebNnTKeAoGDUvIHYwnrXz5ur yrIDAKhZc1MTnSkuFnYGKSniOictFaI9I0tJTRWavgbDKwEAFLdgwQ2o9DFasvRGVZcfAECNKisq qbW1VVjJ09PTcV0YGQJ0IwsODiZPT09h6VuhBx0AQHHXL1iASh+jiQUF5IeVfgEAFHVS4AJxTEJi IhrUyBDtGZmzqytFhAtcyX1w0ERnBgBgmQoLJlNoeDhaf4zYHMXFCzESAQBASfv27RWWm6urK4WG hqI9jQwBupGxFX5DQ0KEpd/f32+iMwMAsEz3/vAetLyR3HX3D83iPAAA1OLosWPCShoeFkruHh64 FowMAboAaSni5qGzrdasMcwdAEAx07GHt9EkpaTwHhcAABCPdeyVV1QIyyckKJjsHRzQkkaGSE+A /IkThaXNAnRbLBQHAKCItJQU8sG8aaNxcXGh6VOmmMnZAADIra21lUpKzgkrY1xcHK4AARCgC5Ao eLEErOQOAKCMW266iU9dAuO56wc/QG0CACigqrKSGpuahGU0blwOmlEABOgC+Pn7U4TABYWwkjsA gDKW3IitwYytcOpUcnZxMa+TAgCQ0OGiIqGFSk0Tu720pUKkJwC78UgXuB/64MCACc8OAMAypKYk U1RMDFrbyNw9PWlaYYFZnRMAgIy2bdsmrFQe7u4UFiZu5ypLhgBdkIICcTcfvb29WCgOAECwaVOm Yni7INOnTjfL8wIAkMne/fuElSYhIZ7csIK7EIjyBElNSxOWNlsoDsPcAQDEmjtvHmpYkDnz5prl eQEAyKKxvp6OHT8urDS548bhIbYgiPIEiYqKEpq+tZWVCc8OAMC8OTk5UV5+PlpZkOjYWEpMiDfL cwMAkEFNTQ01NDQKK0leHr4jRUGALkhAYCCFhIQIS98KAToAgDDTphSSO4buCcN6XW6Yf72Znh0A gOmVlZUJLUN4RARaWRAE6IKwheKyMzKEpT+o1Zr4DAEAzNfNN92M1hXshoWLzPr8AABM6eCBA8Jy Zx2F4QJ3rLJ0CNAFmjp1qrDEtYOD6EUHABBkcmEhqlaw+MQEsrOzM+tzBAAwla1btwjLOSE+nnx8 fdG2giBAF2jKlCnCEucLxSFABwAwupDgYAoICEDFCubp5UXZWZlmfY4AAKbQ3dVFB4oOC8s5KzOD 7B0c0LaCIEAXKCommry9vYVloNFoJDhLAADzUjBpIm48FHLdXKyUDwBgbBUVFVRaWiqsXgsmi9tO GhCgC+Xq5k5xsTHCskAPOgCA8S3E3GjFXDd/voWcKQCAcvbv3Ss0rwkTJ6I1BUKALlh6SqqwDAYG ByU5SwAA8zFx0iS0pkLi4hMoMBDTCQAAjGnTpk3C6tPP15fCsECcUAjQBZs5a5a4DLBQHACAUaWl pJAf5p8rxsnZiXKysy3kbAEAlHH02DFh+URHR5GbuztaUiAE6IKNy80RlsEAAnQAAKPKGTeO79EN ysnOQoAOAGAsnV1ddPrMGWH1mZiQgLYSDAG6YEHBIZSSnCQsEywUBwBgPHnjx6M2FVZQgMWGAACM pfzcOSorLxdWn9OnTUdbCYYAXTDWEzOlQNx+utfqQX/rjTf0Tu/1V14ZY4nAHODaAaXIdq0VCNwe E64uMyuLnF1cTF4706bo9l1dWDBZWNpKpK92aq9/tO/YKFF/SrWRqHz27N6td7r6yMWDbPG0INzq Vau0rKpFHBqNZsR0vb29tfv27Nb59L7fskXr6empUzkNpWsdiExfzWVXKg+R145SdaRkPuaYl1J1 J/pa0+eIjYnW9vb2GHzuYLhZM2cIaVNdj5joaG3ZuXM6lf9s8RltWFiYkLRFp29o/ehKdPpqr38l 0h+mRFuYIi8l6k+pNhKVz1133GFwm4x2RISHa7u7uvQ+V9APAnQFnD55UtgfCjusra1H/F1Gerq2 taV51JOsqqzUxsfFCf1Q1SJAN0r6SuUh6tpRqvxK5mOOeSlZdyKvNX2OFQ8+aPB5w9j871/+Iqxd Rzvc3Ny0mzZu1Kv8n65erbWzsxOStsj0Da0jWdIXXT/mkr7WjAN0rQLtr1QeIvJhD5kT4sV9Ty67 5WaDzxV0hwBdAexJkz5PyPQ9bGxtr/mepYsXXfMkuzo7tVMKChT5UJUhfTWXXck8RF07StWRkvmY Y15K1p3Ia02fY/OmTQafN4zNmdOnhLbtSIfGxkb7l9deM6jsP3v6aWFpi0rf0HqSJX3R9WNO6SvZ FkrmNUx0/WkVysPY+ZwrOSv0M/Ovb7015vOF0SFAV8jyZcuE/bHYjhKgs+O/n3pqxBO9cfFixT5U ZUhfzWVXMg9R145SdaRkPuaYl5J1J/Ja0/Vg04Ua6+sNPm8YG/YgOzgoUGgbX+145umnx1Tum5Ys EZa2iPQNrSdZ0hddP+aUvpJtoXS7DxPd/lqF8jBmPps2bBD6mbln1y6jnTOMDAG6QlZ99JGwP5bR etBp6Onba3/+8xUn+8C99yj6oSpD+mouu5J5iLp2lKojJfMxx7yUrDuR15qux6QJ+QafMxjH3XeK mzd5tYMNK21uahpT2dnIjmlTCq9I//577jFKnRg7fdGf2aLTv5za6l/J9JVsC6XbfZjo9tEqlIcx 8/ndiy8K+8x0cnLS1tfVGfW84eoQoCukorxc2B+Mxtpaa2VlNerrWE/7j+67T1taUqLdvXOndv7c uYp/qMqQvprLrmQeoq4dpepIyXzMMS8l6+7ya+3xFSv4MD1jXGu6Hq++/LLB5wzGseHrrxVp64uP b776asxlb29r0973w7u1Xp6efAGlF379a6NeEcZMX/RnttLfCVqV1b+S6SvZFqZo92Gi20erUB7G ymfOzJnCPi8LCyYLOW+4kpX2/B8WCNbf309ZGRlUdOSIkIysra1pcHBQydX/DXrftbaFUyp9NZdd yTxEUqr8StaTueVlymsswN+fqmtqxpyOPspLSyk4NFTRPOFSHe3tFB0TQzUKtv0Tjz5Kv//Tnyym JQz9+9T180B0+qA7JdsC7S6HluZmioiMpObmZiHlef5Xv6Kn//u/1VcxKoR90BXC9kNPTU0RlhlL HwDAHPT29ip6FpMm5CM4lwDbC336VGX3oV/zxRf8AToAgNqdPHFCWHDOzJo9G9eIQhCgK2je3HnC MhvEU0gAMANubm7U2NSk6InMnoWbDlnMv26+oiU5eeoUHSkqkrlKAAB0sv6rr4RVVEBAACUkJKAh FIIAXUGFU8T2DMgyfBkAwFBOjo6K190NCxeivSQxc/ZsxUeEvfN/f5e4RgAAdLNt2zZhNZUYH89H OYEyEKAryNfPj3LHjROSYX9fH9na2kp65gAAo2MPGbt7ehStqZTkZEpMTkbrSMLH15eunydutNnV fPzZGgxzBwBV6+ntpaMnjgs7hUkTJuACURACdAXZOzjQ5EmThGWIeegAoGYuLs5C589dzV133onP Tsncf//9ihaopKSEzp45rYKaAQC4upIzZ6ik5Jyw2rn+hgWoeQUhQFfY1GlTLep8AQB05eTopHhd LVm6FO0jmfF5eYqPCPvnyn+qoGYAAK5u83ffCasZP19fSkwWt9A1XAkBusLy8ieQnZ2dkEz7+voU m4f+3bff6v2eDevXCymLJUL9g2hKX2Pss4t9hikpKTERq7dLyMPLi2bPnKlowd57/30McwcA1Vr7 +VphRS+YNIlcMP9cUQjQFebu4UF5ublCMmU3t3YK9Tr8+eWX9X7Pnwx4D6D+wTSUvsbc3d0VX739 h3fdheHtknr44YcVLdjpM2do3549KqohAIDz2lpbaPuOncJqYyEWUlUcAnQTmDtnjrBMrTUaRU5o 3ddf05lTp3R+/cF9+2j9N98ILZMlQf3L5/TJk3qXyZD3KEXpa8zB3l7xc1x2++2K5wm6YbuehAQH K1pbH6/+N1oHwAD+fn56v8mQ98DVlZw9S3X19cJqJ1vQAtcwMgToCmO9NTMFDt1TKkDv7Oykl/7w B51f/9JLL1Fvb6/QMlkS1L983n7rLb3L9Pprr0l7PkpeY2x4u9LX53Vz5lBAYKCieYLuHBwd6Ybr r1e0xj5a9W/q68PnJIC+pk/VfxthpaexmLNDBw4KO7vQkBCKjIqy9CpWHAJ0EwiPCOcb/ovQ19ur 2Dz0T9Z8xofVjKbs3Dn6dK24uTGWCvUvl88+/1yv8rD5rmv0fI/SlLrGPD08FB/evmzZMkXzA/3d vny5orVWfPYsbduyFS0FoKe77/6hXm9g96n3P/AAqtlIPlu7Rlja7EEK24UKlIUA3QTcPT1pYn6e kIxZL5RS89ArK6vo1T//edTX/eH3v6eWltFv8gH1r2bHjh+nL/QIUv/14Qd83qvMlLrGRC2cORK2 2M11CvfOgv7G5eZSYmKCojX3sg7XOwBcavqsWZSaovsq37njxtEEgdsOW5KO9nbavPV7YWd88y03 W3oVmwQCdBOwtbWjW26+RVjGNgpuT/P3d9695pDAhvp6+uBf/1KsPJYG9S+Xd995R+fyvPfue6o4 J9HXGAvOm1qU3ft8+bJlfMFOkBubEvbow48oWsYv131FrXigCaC36+fN0/ktN2J7S6M5cfw4VVdX C0mbjXTIyMwyyXlZOgToJlI4dQq5uorZskCr1Sp2UqdOn6Y3Xh15Hu2Lzz9PNTU1ipXH0qD+5fLN txupqbFx1DKxxdc2bt6sinMSfY25ublST3ePwe83xMOPKBv0geEWLVmiaO1193TTV19+iRYD0NN9 D/yIHB0dR32Tr68v3XPvvaheI/ns00+FpT0uK4u8vL0VPiMgBOim4+HpSeNzcoTkz7Zbs7ZWrmnf /utfr7p/bGVFBb23cqVi5bBUqH95NDQ00t/efnvU8rzx2mvU092tmvMSeY1ZWSn7NRQfF0dxCcoO mwbD+fn706wZ0xWtwZf++Ee0GICewiMjaMrkyaO+ac7MmXyqJxjH5i1bhNXk4oULFY0n4D9Q6ybC bkoLJo3+QWYIFqDbKri3b9GRI/Tay1fO2/vpU0+h91YBqH+5rPzgn9csDxsu/vFnn6nqnERdY25u blRXVzfG0unn0Ucewd7nKvP00z9VtMA7du2iwwfFrYoMYK7uHaVnnAV7Dz38MNrfSNrb2+nQ4cPC 0l+MqQgmgwDdRNgN4uy5c4VlbqPwoku//9NLdPbM6Qv/v/bTT+mfH32kaBksGepfHvv2H6Cvvvhi xPK8+/e/89Wi1UbENeakw3BIY/Lw8MDe5yo0qaCAUpKTFC34O3qsJwEA5y1auvSaf6uTJuTT+Px8 1JaRsAeJDQ0NQtJOS0mhqJgYE5wVEAJ004qNi6OYmGghZdAODip6buXlFXTTTTdT0cED/Mb9gYce xL7bCkL9y+Wta+yJ/r9v/1WV52Tsa4z1pHR2dRm1jKO5cdEiLA6nQuyB9m233Kpowd//4APFr08A c7B00eIRz+IBbK1mVKtXrxaW9qwZMzDazISstEquKAaXYENdf/LEf/1/9u4DuoribQP4A4QSSIAU egu9994hhCJSlB6q0kGRIgoKiCKiKCBFIIDSe+8ttNB7qCH0mgZJSKEmEL4z+wc/VAJJuDvbnt85 OSqGO7Mzm9z77sy8LyZOmaLKwKRMmVLZ7m5ESb0tE1IDXs3XlvH6ZiBrjLSai7Rp0+L8ubNwy5vv H3++fs0aNG8R/4eXhDLDPZbJ1RX3QkOltnn82DGUr1BBaptkG8FBQciWPbvU0Vwwdy46duliqhlM 6u+AhP7OUfv1KeG0mgtR2aNwkSL/WdktU7o0fE+d4gzaiMgLI8b0vJ+fKq+/Y9t21GtQX4MrI3AF XVui3Fr7Du1V6wOffBFp49GjR/hh5Pf/afuXX8dyRl6Kk/yBvFqVKgzODSxrtmz4pHMnqRcwfsIE k40ikfpcXF3R0fO/O14GDRjA0behO7dvqRacu7q4oEo1HkXQEgN0jRUtXgJZsmRRpRPJU6Qw0EgQ mcvyVatw6MCBv69p8u+/49DhI5xlAI6Ojqqdm4vPdyNGSG2PbG/I0KFSR/XUmTPwUzEBE5FZjRg5 Evnz/f8Osvr13NHpk0843zbke+Kkaq/d9MMPkc5BnVLQlDAM0DXm4OAAj7p1VenEs9hYS22bJtIT sYrerXt3nPb1xbLFi/HDjz9yfl5Kly6d1PYyZ86MOu7uUtsk2ytStBjKlS0jdWR/+mk0Z5IokcQq +ozpXsiVMycqVaiAv/6azSG0sXUqVoP5tGtXja6KXuEZdB3YtWMH6tVX55xH6lSp8NSAycJ4Bt3c zH4GXW1Gvi57e3s8exaL2Nj/1lVXy8+jR2PosGGyL5VUsGn9ejRp3lzq0N66cQO58uQxxXTyDLp1 cC7M68njx8iXPx+CgoJtfo0ih05wUCAc02ew+jBriivoOlC5ShVlhUcNdqlSWntwiUhXMqRPLzU4 z5AhA/r07cubwCQaNm4MN8nB8p+zZpl4RInIaM6cPq1KcC6416nN4FwHGKDrgDjn0cCjniodeRHH J6FEpA9alFYTyYoyODnxDjAJkfy0Z/duUi9m5p9/4tHDRyYeVSIykpUrVqjW2149e/Je0AEG6DrR uHFjVTry9OlT5UMxEZHWXFxcEBUVJbUXA7/8kvNuMp/166fsjJAlOCQEf86cYfVhJyKd2Lt/nyod cXFxRp16HpxmHWDkphP1PDxUOR/6/PlzpEqd2qCjQkRmIR4UxkjOh9GudWvkL1CA95DJpM+QEQP6 9ZN6UeMnTkRsrPHyuRCRuYTeDYHvqdOqXFPjho2U5NWkPQboOpE5S1Y0qKfONvcULLdGRBpzcnJC ZGSk1E4MGSK3LBfJ07N3b6nt3bp1C9u3buUME5GmfHx8VHvY3aJFS06uTjBA15HuPbqr0pkYbnOX Kjo6OtHNJeXvkHUZ7R7TInt87Zo1UKZ8OentkhzZc+RAD8mlgEQd9mfP5CU4NKJUqVIlutdJ+TtE VrVwwUJVrjx9+vSoV1+dhUJKPEZtOlKrdh1VOhMbG4uUdnYGHRXj2b51S6L7vHXTJqsPGyWC0e4x F2dnhIWFSW3z119/k9oeyff9Dz9IbfO83wVs2biRM/0WJYsXT/TfKV2yhMQeEhlX5P372L5rlyr9 b9uyJbO36wgDdB3JnCULKpYvr0qH7Az2hPrg/v2J/jv7fHxU6Uti7dqZ+F+eO3bs0LrbUhl5fvXA aPdYMsk7eCpXrIhKVapIbZPky54zJ1q3aCG13TE//8yZfotyZcok+u9UKF9BYg+JjOvMmTN49PCh Kv3vzXKkusIAXWc+6dxZlQ7FPX9uqHHYuGFDov/OhvXrVelLYp085Zvov3P85Amtuy2VkedXD4x0 j4nM7ffu3ZPa5ujRP0ptj7QjO2A+fPQoNm3g76L41K6T+J2A9evXl9U9IkNbtnSpKt3Pli0ripfg ThY9YYCuMy1at1alQ48fP0ZqA62iHzp8KNF/5+Chg6r0JbFOnzmL++HhCf5bgXfu4Oy587rouyxG nl89MMo9Js6ev3jxQmqbNatXh0eDhlLbJO0UKFQIn3TqKLX9od98w7Po8WjcpAns7e0T/P0ZM2ZE g0aNJPeSyHiePH6MVWvXqtLvtq1aI3WaNLwrdIQBus5kzZYN9d3rqtIpI21zP3nqdKKSWomyE8d9 T6nap4QSD0O2btmc4O/fuGG9kifASow8v3pglHvM2dkZ4Yl4kGALXD23nmHDR0i95nPn/bDLYseS EsrJ2RmlErESV6ZUSaRjWSeid/LZvRvBwcGqDFTfz7i9XW8YoOtQ8+YfqdKpZwYKAqOiohKVjGft 6jV4+uSJqn1KjD279yT4u3ft2q2HLktl9PnVA73fY6JyxIu4OKltVqlUETVq1ZbaJmlPrKJ39PSU 2o9+X3zB30nxKFe2bIK/t2qVqpJ7R2RMs2bNUqXfYtdZwcJFeFfoDAN0HWravJkqnXr69Kmhtrlv 37494d/r7a1qXxLrpG/CzwifOnNGL92Wysjzqwd6v8fE2fPw+/eltjll8hSWlLSosb/Jzdp/6fJl LFm0yOrD/kbu7u4J/t6G3N5O9E4PHjzAnr17VRmo9pIfblLC8JOMDuXO44Y6tWqp0rGUBgrQE5PU 6kQighUZzpw7p2zLfpdzZ87g4qVLuuq7LEaeXz3Q8z0mgmTZW+pF3fMKlStLbZP0Q9RFl30W/ftR o5RzofRPDT9olKBt6zlyZEftuuoc6SMyk03r1yFMpeNiLVq14r2iQwzQderzzz9TpWPi7GoKg9RE F0mtbly/9s7vE+W3rl2/LqVPCRUTE4ONG969hXujhTOTG3l+9UDP91imTJkQEREhtc1JEydJbY/0 Z+yvvyJlypTS+nXz1i2MGT2ad8K/iFrKZUuVfOf3lS2d+JJsRFY0bvwEVa66Q7t2Soln0h8G6Drl Xs9DyYBsa8+fPzfMNve4uDisWbX6nd+3ft06Kf1JrF273l2reu/+fXrrtjRGn1890OM9lipVKunB eft2bVG6XDmpbZL+ZM6aDcOGDpXar59++QVhoaG8G/6lcsVK7/ye2irtFCQyE//z53H85ElVrmjQ l1/yXtEpBug6JTKhNvCoZ/VhgPeOd5893n9gv5S+JNaxE8ff+jdiY2Nw7IQ6v3SNwsjzqwd6vMdc nJ2VfBcy/fTTGKntkX4NGDgQjo6O0vonHjR+NZgfcv+tSdOmb/3/4hhMy1YttegakaHMnDlTle7m dXNDqTLcxaJXDNB1bOCAgap07tGjR0iTiDqlWjp6/MRbz/jduXVLKdmlR/4XL+H0W85Ob9m4CaEW X3kx8vzqgd7usQwZMiBIpTIw8RnQrx/c8uWT2ibpVwYnJ0yaoM520PjMmTcfx48c5V3xmjr16iFX zpzx/v9SJUsib/4CGvSMyDjuh4dj2owZqvT3sz59YGeQI69WxABdx+q4uyNP7tyqdDC5Ctvn1RAW FvbWM7TLli5VzuLq1bq1a+Pt2aZNCS8zZlZGn1890NM9JvP8r5AxY0aMYt1z+pdOn3yCwoUKSR2W AQMH4JnksoJ6V+Etx06qMqEj0Tt5TZumyo60tGnTomv37pwAHWOArmOp06RBi+bNVemgWEWX/WE6 qda/JYDbum2brvv+tu3Z+w8ektoXvTLy/OqBXu4xsa1Y9o6Qb4cMURJSEb1OrAqNl1x27cChQ5j3 pzp1io2qTp068fb84xYfW314iN7q2bNnmD13riqD1LplS+UoLelXshcvXrzg/OiX74kTKFehgir9 c3BwUGor6l3BAgWUmrP/djckBPkKFMDDRF5DUm/5pCTtc3JyQmBAwH+OFBw/ehQVuYKgsPX8vk7m XGtFD/eYOE+aIoUorfZM2igUL1YMvqd8kTKlcUpHklxNGn+ATVu2SmtTPFQPCQxCBqeMup3ppP5u S8rvUnFEyS1/fjx/9s/fC2558uD6jRtJ6gclnMy5Jttbs3IlWrRurcprHz54EJWrVuWs6RhX0HWu dNmyKK9SdmIRnBthFf3ylSt2ZTa+AAAgAElEQVTYu2fPf/58wbx5SQregoOCpPwd4f79+1i+dOl/ /nzRwoVJej0zsvX8vk7mXGtFD/eY2C4nMzgXJk+axOCc3mrChN+lDtDTJ08woH8/XU9K+vTppfwd IWfu3Kj8hgWG2jVrvPd10LvJnGuyLZHgddiIEaqMasXy5blAZAAM0HVOrEwNGjBAtU6mSp3aEOMw b+6c//zZ6jVrkvRaoq52Yvns3p3kvq95Qz+3eb87e7mV2HJ+Xyd7rrWi5T0myjbK3onT0MMD7h4e Utsk4ylUpAj69e0rtd9zFyzEngSUP9RK4YKJT8xW5D3O8zdq2PA/f9apUxc9DIXpyZ5rsp29u31w wd9flREdPmyYEluQvnGGDODDpk1hp9JKt8igncIAWRy3eu9AdFTk3/996MABHD6atKy5R5Pw9w4f PpyktgSf/fv/sSq7dtUq1X7xGpUt5/d1sudaK1rdY2ILpRbHAdQ6l0fm8/PYsUrpP5l69ur11uoU WiqUhACsaJHCSe7xp127/mNVtmyZ0qjXoL7ehsWUZM812c63w75RZTSdRQnnRo04UwbAAN0AMmTM iLYq1Qt9/vw57NOk0f0gBAYG4vfx/18655dfflbqzyaF3wW/RP+t837nk9x3sQV5wrhxf//3H1P/ SPJrmZUt5/d1sudaK1rdY+nSpcMTSTXPXz0IGPrVV8ieI4eUNsn40jk44PfXfjZkEMd21Nz59j5K lyqd6L9drlz5JLcotrmLXACvdPu0qwpXRW8ie67JNsTZc1GCVg2f9e5tmDLLlveCDOH82bMia4cq X8mTJ3+Rws5Otde31VeWLFleHNi378XEceOVPif1dQsWyJ/oKc+VK9d7XYeLi8uL3Tt2vBjz4yjd j7PR51frudbqS/Y9ljpVKunXWqBAgRePHz3imxYlWt3ataTfr74nTuhuovbv3Zvo6zj1ntdx/drV F0UKF3rR9MPGNrsOejct5preT2xs7IvixYqp856dJs2L0Hv3OEMGwSzuBuJepw52J+FMbUIYJaO7 LYizN7dv3kT2nDkT9Gr+fn4oWry43i+L3oBzrQ4xriLBpBr1Wd9mp7c3z55Tklz0v4AiRYtJHbzc uXPh/Hk/5f1VL0TyqcyZsyAiIiJBPcqWLSsCA42VOJP+h3NtPIvmz0fHLurkaOjVvTu8ZrEUpFFw i7uB9OndR7XOiuBcJHuyArF1ek8iEoH5vCHDOBkD51od9mnTSg/OW378EYNzSrLCRYpi+DfqnOt8 E3Ek49at2xiss63uovJBkUIFE/z9hQsyaZhRca6NReThGTh4sGp9HjBooDkHzqQYoBtI0+bNkCuB K4FJYYRkcbZy/PjxBL/SsWPH9H459Baca9sS59fet/xdYqVJkwYzZvLJP72f4d9/Dzc3Nymj+Gpz 4oy//sLmjRt1NXOFEhGIFS8md9cB2Rbn2jimTvkD9+7dUyXx6sfNmknfQUTvhwG6gYgPxt8OHapa hx89eqTUM7aCxCQPY8Z1Y+Nc247Y2h4bEyO93UkTJsDF1VV6u2QuYpfY3L/+kn5NH7dsibDQUN2M ZZkyZRL8vZUqVVK1L6QuzrUx3Lp5A98MH670VY2Tx2N+/tmMw2ZqDNANxrNDB6RWsXZ5bGysJeoj Xr5yNUHf9+zZM/hfvKh6f0g9nGvbEVnbReUHmRrW90DPPuod7yFrqe3ujj49eyrXLKtEYExMDNq2 aa38jtGDatWrJ6gXYnzqurvros+UNJxrY+ir4ntc7Zo1UIS7IwyHAbrBiJJrPbqqV6ZEBOj2FlhF v37jBm5ev/HO7zty6BDC79+X0idSB+faNjK5uiI6Olp6u15eM6S3Seb28y+/IFOmTKqsVL2JCH52 7t6DX3WyilW+YkW4uLy7NnyB/PmQK08eKX0idXCu9W/Xjh3YtGWrav389dffzDNYFsIA3YC++36k qqvcDy2QME58MPPZ8+7kYfv27ZPSH1IP5/r9OTs54Z4GW3S9pk6FW7580tslc8vg5ISVy5dJu8ZX DwKGffcd9uzcqfnY2tnZJSghGJOGGR/nWt/EQ++2np6q9bFRg/qoVKWKOQbLYhigG1CmzFnQu0cP VTsuEsbJ2v6nlcOHD7+z5VO+vma9fEvhXCedvb09nkjO2C7UqFYVvfr2ld4uWUOtOnXRqX175Vpl vtc1b9ECd4ODNR/jEgkoJ1mqZEkpfSF1ca71a8S33yJUxYff33//g/EHyaIYoBvUV0O+VrXjSsK4 dOlMPILAufPn3/09fglPMEb6xblOGrFTR9RwFr8PZEqVKhUWLlpsuPEiY5k6fRryurlJ2+ouREVF 4aOPP8JTDZItvq5yAhKC1a5TR2aXSCWca33a5+ODSX/8oVrfPvzgA1SuWtXYg2RhDNANyi1vPnyu cuIks2919/P3f2vSnuCgIPhfuiS1T6QOznXSZM6cWSn7ItvsWbOQR1I5LLIux/QZsHDBAunXf+jw EfTr3VvTcXev7/HWnQPp06dHLQZtpsC51p8njx+jQ8eOqvZr0uTJxhwcUjBAN7Dh341Qv/PJkpk2 q3tYWJiSGCw+O7298VwnWXfp/XCuEy9L5swIlrgV99UHSFGvtUPnztLaJWurVqMGhg4eLH0MZs2Z g8m//67Z2IuH/CIxWHyKFS2ilHYl4+Nc60+P7t1w+84d1frVtlUr5C9QwLgDRAzQjSxL1mz44rPP VL2Cp0+fmjqr+57d8ScPO3DggNS+kLo41wnn4uKCkLt3pbYpthlny5oV8xbMl9ou0Y8//4yypUtL H4f+gwZhz65dmo1/0SJF4v1/pUqUkNoXUhfnWj9EgsqFi5eo1h+RN2bSFK6eGx0DdIMbNXq0kmFZ TWKre1qTBum+p+JPDOZ7+pTUvpC6ONcJI7Y7inOyWliyeLGy7ZhIJpHpesXKlZqMed169eB/QZv8 F2VKl4n3/9WqVVtqX0hdnGt9uH7tGtq0Uy9ru/D1l18qC3hkbAzQDU7URR/2zTfKRaiZifbJkydK 4iaz8bvg/8Yrio6KxNnzTBpmJpzrdxNP3sVKdmxsrLQ2X/3e+vH771G7bl1p7RK9TmwHXbpokSZj 0qBBQ4RokNk9vsBMvNc3bNRQen9IPZxr7YnEkM2aNVU1KWXOHDnw1ZAhxhkUihcDdBPo/fnnyvki NX/o4+LilA/SZjuPfvHSJdy+efM/f7592zZl5wCZB+f67VKmTKnslBF1WWUSv7dqVKuGId9+o9ux IWto277936XXZBHvq+IsaoMG9aX/HqpVt/Ybd+CVLF4crpmzWGLOrYJzrb1e3brhnMqLATOmeyGd g4MxBoTeigG6CaS1t8cMrxmqX4hyHj1NGlONnXjwsH7duv/8uQjayFw41/ETD96cnJyUZHqyid9f a9etQ8qU5q0YQcYx66+/kD9f/Am1bE08oBJB+pmz59C8WVPExsorvyZ+5sqW+e/Z+0oVK0rrA8nB udbWLC8vzFu4UNU+VKtSBY2bNtH/YFCCMEA3CXcPD9SpVUv1i3n46JHpns75+Pj858+OHDumSV9I XZzrN8ucKRPuSk4K98qGdevg4uqqSdtE/5Y6TRps2bxJ6ri82v22c/cedPD0VB4mylK1yn/rJDdu 3Fjq9ZMcnGtteG/dip4ql0UWFi3W5ogOqYMBuonMmTtHyhZ0syWNO3bixD9qZPv7+eHsufOa9onU wbn+ryxZsiA4JESTtsW5c/f69TVpmyg+BQsXwdLFizUZnxWrVqNHt67S2mv+0Uf/yF+TLVtWNGz8 gbT2SR7OtXwiKdxHLVuq3u73I0Yo5fTIPBigm4j44fxu2DApF/To0SOkNknSuBs3byqreK/8OXOm 1BUMkodz/U9Zs2ZFiEbBecP6Hhg6YoQmbRO9S1tPT3zWu7cm4zR77jwM6t9fSlsVKlX6R4k5j7ru PG5iUpxrucJDQ1GtenXl87KaChcqhKHffmuZcbUKBugmI35IixcrJuWinj1/bpogff68eco/nzx+ jA2bN2veH1IP5/p/soqVcw0yRwt5cufGqtVrYGeypJNkLhOnTEG1KpWVa1KzSsqb/D55Mr6VlI35 o+bNlX+msLND9x49pLRJ2uBcyyF2mjZq1FB5j1X7d8eK5cuVozlkLsleqJn6mzRx9vRplCoTf81L WxKZn8Uvn5gYeYlt1LqO5UuWYO/evcoHIzIvzvXL4FyjlXNR1sf3xAkUK1FCk/aJEuNucBAqVa6C m7duaTJu33z9NcaMHatqGyKYqFmzBkoWL6F6IivSFudafSLRY+NGjbBj127l87EaYdar1/3is88w 6Y8/9DcI9N4YoJuU2B4nK/gQH7ifx8Xh+Wtne4lIn7QMzoUNa9eiyctVHCIjOO3rizLlymnW08ED B+K3CRN4rxDpnMhx07pFC6zdsEH1jpYoXgwnfX15TMGkuL/QpH4dPx7ly5aVcnFi9VysSootU0Sk X+LMuZbB+a8//8zgnAyndNmyWLt6tWbdHvf77/hcQhZoIko6EZx36dhRSnAuLF60iMG5iTFANyk7 OzssWLBA2sWJ87wM0on0SVR3yKLhmXPBs01rfDV0KO8QMqTmH3+MYRrev1O9vPBJp07/qEJBRPqg BOedOmLxsmVS+jNx/HiULC3nKCtpg1vcTW7BnDno3FVeyZbUqVMryeO43Z1IH8RDMxdnZ03qnL86 J1ejWlXs2rOHT/vJ8Dp6emLR0qWaXUbjhg2xeu1aJoUi0gkRnHfwbIflK1ep2qFX76e1a9bAnr37 OP0mxwDdAtq1boVlK1eplqzi30SQLtoxeuI4IqMTH+Id0qVDWFiY9Ct59fsmr5sbTpw4ASdnZ95P ZHhPnzxBfQ8P7DtwQNp76r9VrVwZGzZuhIurK28oIg2J3aNtW7fC+k1yKsJkz54N586e4/upBTBA t4BHDx+iSpUqOHvunLSLFYnjRGGJpwzSiTTh6OiA5MlTIDIyUrMJcHR0xLmzZ5A7jxtvAjKNyIgI VKxYEZevXJEepL9qr1DBgti2dSvc8uXjjUWkgeioSDRv1hy7fXykNb53zx7UrF2b020BDNAt4uqV KyhUuDDi4uKkXbA495rSzo5BOpFkDg4Oyg4WrXexHDtyBBUqVeL0k+ncuXULZcqXQ1iodrtTxD8P HzyISlWq8AYjkij03j3Url0bfhcuSGt0ysSJ+Lx/f06zRTBJnEXkL1BAefImk3gYIILztGnTWn34 iaQRwfnDhw81D853bNvG4JxMK2fu3Ni/R97K2eterauIf1auWhUzpk3ljUYkiVJ2sWxZJTgXD8nU 9Or127VuzeDcYhigW0j1mjUxVVJt9Nc9evQI6RwcrD78RKoSb+Ti5+zBgweanIt93dJFi1CvQQNO OJlakeLFcXD/fs0vsfdnn2NQ//7crUaksk0b1qNi5coICAhQ/XjLq9evXLEC5s6fz6m1GAboFtO3 Xz98+/XX0i/64YMHykq62PZORLYlShza29srP2damzRhAtq2b88ZJkuoWr06Nq5bp/ml/j55Mhp6 1ENwUJAlxp1IJpGpfeyYMWjSrDliY2OVltV+EC5eP0eO7Fi3fj2rNlgQz6BbVJ+ePeE1a5b0i2fy OCLbSmNvr3xg0ENpwwm//YaBgwdr3g8i2datXo2PWrbUfNzTp0+P9WvXonbdupr3hcgMoiIj0K5t O2zZtk361Vy7chl58xfgfWRBXM60qCnTpqFtq1bSL16ci+W5dKL392pLuyjzoofgfMyPPzI4J8tq 3qIFli1erPnlR0VFoY67O0aNHKms+hFR0p04dkw5b65FcL7Px4fBuYUxQLcoOzs7LFyyBM2bNtFk AF6dS+eWd6LE09OWduHL/v3xzfDhOugJkXbaeHpi2pQpupiBkaNGoUG9eggKDNRBb4iMRTzc+mPS JCXR6fXrN1RPBvdvy5csQY1atXjXWBi3uFtcbGwM2rRshbUbNmgyECLQSJE8OZ48fWr1qSBKELH7 5MmTJ1JLJr7NsKFDMfrnnzl5RC/N/esvfNq9uy6GQwQWyxYvQet2bXXQGyL9uxschLZt22LP3n2a 9HXhvHno0Lkz7xSL4/KlxaVMmQorVq9G65YtNBkIcXZWBOdcTSd6uxR2dsrPidh9opfg/Lthwxic E/3LJ926Yd7s2boYFrEG08azHTq0a6vUbiai+C1ZuBBFixXXLDgXq/YMzglcQadXnsXF4dNOHbFw 8RLNxiR16tTi0wQTyBH9i9jOHvvsGZ69zB6rB6IaxE9jx3KqiOIxe+ZMdOvVSzfD4+zkhEULF6BR 4w910Bsi/RCr5r179cKa9drsJhV+++UXDB4yhHcFKRig0z+IWqq/a1Ar/XVilfCxjlYJibQijoCI L7FqricTfvsVAwd/xfuC6B3WrFyJFq1b62qYmjZujJl//oms2bLpoDdE2hGfM//08kLf/v01Tbbq NXUqevXtyzuB/sYAnf7jl59+0jzhk14DEyIZxLlRsWr+9OlTPH/+XFdjPnvWTHzavYcOekJkDDu2 b0f9hg111VcHBwelrnO3nj3/t3uNyGJEhvaBAwdi34EDml747FmzdJOzgvSDATq90V8zZ6B7r96a D45IiCWeanLbO1mFo6Ojcm70gU4ytL+OyWuIkmbvnt1o2PhDpSyinlQoVw4zZ85A2fIVOLNkCXdD QvDDyJGYNmOG5pe7eMECeHbsaIlxp8RhgE7xOrBv399lHsSKnpa3itj2HvP0qZJUjsiMHB0dYJ/G Hnd1mshp986dSn1lIkoa/wt+qFq1GiIiIzV/T/23Nq1aYsKE35EjVy7d9InIlh49fow/Jk7E8JEj Nfss+frP/f69e1G9Zk3OMb0RA3R6q8sXL6Fps6a4eOmS5gOVIkUKpLG3V0pMaXlWiMiWxFb2DOnT Iyw8XFcPoF59kHB1dVWC8xKlSumgV0TGFhgQAA8PD1zw99fddYhjZUMGf4n+AwbANXMWHfSI6P2J XSsL58/HuAkTdPFZNkeO7Ni6eQvfU+mtGKDTO90PD0fbNm3gvXOnLgZLCdTTpFHKszFQJ6NKlSoV nDJmRPSDB7rNtVCsaFFs3rwZedzcdNAbInOIvH8fzT9qDh+NSjm9i4uzM8aMHg3PDu3hmD4D7zoy pKdPnsB72zYM+fYb+Pld0MUllC1dGhs2bOBOFXonBuiUIM+ePcPQr77C+IkTdTNgXFEnIxKrVKLc kZ4Dc8G9Tm2sXbeOH9CJVBAbG4MeXbth3sKFuh3erFmy4JshQ/Bpt678PUCGIQLzFcuWYdTo0bh8 5Ypuut28SRMsXb5c+dxK9C4M0ClR1q5ajTae7XS1FdcuZUolWBdn1Hk7k16JTMkZM2bEw4cPdZkA 7nV9evbE5KlTYWdnp59OEZnQL2N+wjfDtK2a8i4F8udHv88+Q4dOneDi6mq+SSBTuHc3BIsXLMLM v/6E3wV9rJi/8uP33+PbESOQPHlyfXSIdI8BOiXa1StX0LJlC5w+c1Z3gyd++Ylbmrc16YWoRJDe 0RGRUVF4rLMMzm8yacJ4fDFwkP46RmRSq1asQKs2bZSL01vyuNe5uLhgUP/+6Nq9O2uok27cvHED f86cgUl/TEV0dLQuuvXq51gcZVu9cgU+bNpMB70iI2GATkkiyp592b8/pnp56XYA9fxBh8xPrJan SpkSYWFheB4Xp9vrffVzIrbe79m1C9Vq1NBBr4is5erly6hbzx23b98xxHV3bO+JwV8ORuly5XTQ G7IasY19r48Pxv32G7brJD/Sv5UvWxbr1q3jeXNKEgbo9F62bd6Cdh3aIyIiQrcDyVV1kkVsY0+f Pr1yr4WGhhpm3KtWroSly5Yhdx4mgyPSikjI2vWTT7B2wwbDzEF9d3d06dIFjZs0gZOzsw56RGZ2 0f8Cli1ZiuUrV+K8n59ur/TrL7/EyB9/RFqeN6ckYoBO7+1ucBC6du2KTVu26nowxTn1V4E6b3uy lRR2dnB0cECa1KmVB1WiuoCRfNKpE6bPmMHENUQ6IBKy/vDddxj988+Gmg5nZ2d06dgRPXr2RN58 +fj7hGxGnC3f67MX06ZNxa49ProeWBdXF8yeOQvNPv5YB70hI2OATjazbPFitOvQwRADymCd3pdY KRc1zEUmdr2ce0us+XPmoNMnnxir00QWsGvHDjRu2lTZyms0ojxjR09PtG7bFvkKFGBiLEq08NBQ 7Nq5E3PmzsGOXbsRExOj+0Fs2rgxZs+ZDdfMWXTQGzI6BuhkUwG3b+OLfv2wet06wwysCNaRLBni nj9nsE7xEh8yRVAutrE/exaLsLBwww5W6ZIlsXTpUhQpVkwHvSGiN7lz6xa6fvopvHftMuz41K1d G/U9PNCkaVMUKlJE+f1J9G9i58id27ewe+cubN++Hd67dhrmPTZd2rSYMX06OnTurIPekFkwQCdV rFi6DF9+NRi37xgj4c0rIlgXX8+fP0dcXBwDdosTK+TizVdsYxf19iMjIw0/IKKE2rgJE5A2XTod 9IaI3kYELj+PHo3vfvjB8ONUulRJNGvSFHXq1kWJEiWQOWtWHfSKtCJyLly6eBEHDx7A2rVrsXf/ AcPNRZuWLTBu/O/IlSe3DnpDZsIAnVQTHRWJAf0HYPbcuYYdZFEiAy8/JHE7vPmJTObp0qVD6lSp 8CzuOaIiIxEb+8wU1+3o6IiFc+eiWYsWOugNESXGkUOH0M7TEzdu3jTFuInykzWrV0eTDz+Eh4cH cuXJg3QODjroGalFHNcICLiDvXt8sHHjBuw9cBD37t0z5Hi7uDhjltcMfNyqlQ56Q2bEAJ1Ud+7M GfTp0xv7Dx4y9GCLlfVkyZMjudgO/+KFsiU+Tsfls+jdxAMYR0cH2KWwUwLyJ48e4+GjR6YbuWYf NsZfs3k2jsjIHjx4gK8GDYLXrFmmm8f8+fKhSKFCqFG9BmrVqY3CRYogg7Mz7Hh+3bDCQkNx/do1 HNi3H3t89uDSlSvwu3DB8NclSgyPGDkSGZycdNAbMisG6CSFWIFeNH8+Ro0ejWvXr5ti0EX9aLHi KoJ2EawLzxm065KYq9Rp0sA+TZr/HWNInly5J6OioxEbG2va6xZn5ieOH49Pu3fXQW+IyBY2rluH fv37m2Y1/U1EVvjSJUqgSuXKqFipEvLly4dMWbIgc5YssLOz01+HLUy8l94PD0PAnUDcunkDvr6+ OHz4ME6dPYvg4GDTDEzd2rUwbtx4lKtQQQe9IbNjgE5SiRWAX8eMwY8GKyGTUCIQTP4yABT/LoL1 5y+Tz/FHTQ7x0ER8vQrGRQJAkQH24cOHpg7G/83DvS7mzV+A7Dly6KtjRPTeIu9HoG+fXli8bLll BlM8cCxetChKliiOChUqokjRosibN69Sf108gGXgri7xeebJ48eIjo5CYEAAzp09h6NHj+DM2bO4 cPGSYberv0v27NkxYdw4tPX01HdHyVQYoJMmxC/3MaNHY6qXlyUmwC5lSmVrvPh69QMnfvSYjC7x RDZ18UFMbE8XZ8WTvXwYIsZQPMmPjYlRapE/f7mrwWqcnJwwY9p0tG7X1pLXT2Qle/fsQddu3XD1 2jVLznua1KmRK1cuZM2SGdmyZkOBAgVRvHgxFChQAC6urnB2cVHOu4sAnt5NvIc+jH6AyKgI3A0O wc1bt3D+3DlcvOiPoOBgBIfcxe2AO3gQ/cD0oymSxI7+4Qf06tOH+RFIOgbopCm/c+cwZsxPWLRk qWUn4lXmeCXQfPWH4oz7y1X356+VfzPrj6sIupVxsLOD3cvxsHu5+p3s5YMN8e9iLMQq+NOnT5VV cf76+qdPO3fGL7/+qmwDJSJrEAlZfxr1I8aOH88Zf43YyZY1W1Zky5IV2bNlRa5cueHm5obMmTMj o5OTsiIvvjJkzPi/ih3p0iFNmjRImSqVqWq3x8bG4MmTp0qStujoaDx6+ADR0Q8QFRWFyIgIhISE 4NatW8pXQGAg7gQGICgwCE8NUHtcDeIzx6D+/TFo8GDuQCPNMEAnXfD388OQr7/C+k2bOSHxEB82 8DJQfSX5a/8ufpCTvTwH//efvXjx97b7uH/9eXySvfaab5Ps5QeY1/vw+t8VK9yvHj6IvosHDsqH HtG2+D7xAEJsm3v+HM/j4pSAWzy9f5UxnxKuaJEimOHlhZq1a3PUiCxKPPDu2bMnDhwydkJW2cSO rAwZMiiVLjK5uCilNV1erry7uroipZ0dChYsiMioKBQtVkx5QCze90QiO1F6U5TgzJYtGzJlzozw 8HA8iI6GY3pHJeBPlSo1HBwdkCxZckSEh+Hp05i/3zvf5EVcnFIC0zF9esQ8faoE0w8fPUZUZAQc HBzg4OiIkOAQhAQHI1v27EpwHXrvnvKg4eLFi0hrb49Lly8jLu45AgIC8ejRQ9wLDcWDBw8Rfv8+ IiIjleNe9GafdO6E0aN/Qo5cuThCpCkG6KQrVy5dwqgffsCCxYs5MSpJ/nJL+OvENnvx5+Kf8QXo b/pz8euDSfG0I7ZtTh4/Hl26duUWTiJSHnBuWLMGn/Xvj6CgIA6IBK9ynaR4efwqefJkSJUylbIS L/6fyImCvx9GP3/rQ3Dxnpoihd3f78fPYmOVXWMxsbH/O8IVG/t3FRl+fLed3j26Y/DXQ5C/QAGz XBIZHAN00iWxEvDHlCmYPW+e8rSaiP6pT48eGDZiBJ/0E9F/3A8Px+/jxpk2ISvR+xI7Enp164bP v/gCbvnycTxJVxigk64FBwVhyqTJmPHnLISFhXGyyPJEqZfJk6egRKlSVh8KInqHO7duYcCA/li1 Zi2HighQchB81rs3+nzWF5kyM18L6RMDdDIEkQRn6+YtGPvrrzjh68tJI8spX7YsJk2ejKrVqpkq gRERqe/cmTMYPPhLbPPewdEmSxLvoUO+/hoNGjVSEgMS6RkDdDIUcQbLZ9duzJ8/D4uXLVP+m8jM Xn2o+KhlC6RMmYpzTT96DnYAACAASURBVERJtn3rVvz661js3L2Hg0imJ3ICtG3dCl27dkP1WrWU 0qxERsAAnQxL1FKfO3s25i1YoGQtJTKTggXyY8Sw4fDs2FH5kEFEZCvbNm/Gt8OH4aTvKY4pmU6+ vHnxaZcu+LRrV+ZpIUNigE6G9+TxY1zwO4+pf0zFspUr8eDBA04qGVapkiUxZvRo1K1fXymZQ0Sk BrED7ejhw/jmm6HYu/8Ax5gMTTzIbt+2LT77/HOUKF2a759kaAzQyVTuBgdj+7ZtWLFyBTZs2swy JGQYDTzqoWfPXmj2UXNuZSciaUSgvnfPHkybNpXJ5MhwPmjYAK1atETjpk2RNVs2TiCZAgN0Mq3A wECsXbkSc+fPx7ETJzjRpEtNPvgAI777DpWqVOEEEZGm/C/44afRo7FoyVI+4CbdKlO6NNq1aYO2 nu3glpcl0sh8GKCT6YnVgds3b2L3rp2Yv3AhfPbu46STplxcXNC7Rw/06NULedzcOBlEpCshwUFY tGAhJv/xB27eusXJIc1VqVQRnTp2ROMPmyBn7tzMzUKmxgCdLCUuLg63bt7A9q3bsGPHDuzeuxeh oaG8CUgK9zq10bljJzT7+GM4OTtz0IlI10ROF++tWzF7zmxs3LyFk0XSpE2bFvXq1kGD+g3g4eGB AoULMygny2CATpZ2PzxcSZKzfMUKnDh5AqfPnLX6kJCNubm54cNGDdGrd2+ULF2Gw0tEhnT1yhXM /vMvrF23Fn7+/pxEsrliRYqgXLmyaPFxC1StXp1nysmyGKATvfT0yRMEBtyB9/bt2LR5s5LVNiIi gsNDSfJxs2bo3acPqteogXQODhxEIjKFpzExOHnsGLymT8eyVauU906ipLC3t0f1qlXxUfPmqOvu jvwFCiB1mjQcS7I8BuhE8QgPDYW/vz+OHzumbIc/fOwY7t27x+GieDVv8iHat++gBOWsvUpEZnc3 JASHDx3C0iWLsXbDRjx+/JhzTvFKnz49KlesoGxbr1qtGgoWKoTMWbJwwIj+hQE6UQKFhYbior8/ fPbswf79+3H1+nVcvHSJw2dhGTJkQOUKFdCyZUs0adYM2XPksPqQEJFFiYfamzZuwsqVy3H0xEkE BwfzVrC4vHndUDBfflSqWBEe9eujeMmScM2UyerDQvRODNCJkujR48cIvH0bvidPYvfu3Th2/DhO nz2L2NhYDqmJZcqUCR7u7vBs1w41ataEk4uL1YeEiOgfoqMicfjQYaxcsRxbt3vj1u3bHCCTS5Ei BUoUL4byZcspSd3Kliun7CRzdHS0+tAQJRoDdCIbEefywu7dw53bt3H50mUcOXIYJ3194X/5EsJC wzjMBpUyZUrUrF4NjT9ojJq1aqFw4cLI4ORk9WEhIkoQEaxfuXwZRw4fwYaNG7D/4CFERUVx8AzM 2ckJhQsXQrkyZVG5cmWlFnm+fHnh4uqKNPb2Vh8eovfGAJ1IRaIGe2REBG7fuoXTp07h+PHjuHzl MgICA3EnIJBJ6HRIbFsvVqQwSpcqjaZNm6Jc+fLInDUrkidPbvWhISJ6b+Lcung/3L51K44cOwb/ S5eY30WnMmbMiNy5ciJb1qzIlzcfKlWqhJKlSsEtb15kyJiRZc+IVMIAnUgDYnt8VEQEQoKDccHP D2fPnoWfnx+u37yBm7duM3CXSGxZL1OyJGrUqI56HvVRsGABOLtm4gcPIiKViYfY0VFRuHTxIvbt 3QsfHx+cOnsGd+4EcOglcnFxRp5cuZDXLS+KFSuGEiVKoFDhwkqZMycnJ2ZWJ5KMATqRjjx5/Bj3 IyIQdu8ugoKCEXrvHm5cvw7/Sxdx+/Yd3AkIQHBICKKjozltSZA/Xz4UKVRIWQUoWrSoUtIlj5ub si2PiIi092rX2c0bN3D23FkcP3Yc5y9cwOUrV/D8+XPOUBKILenZsmVFzuw54ObmhoIFCyJbtmxK AJ41a1ZkzpwJjukzMBAn0gkG6EQGERcXp6w0PHz4EEGBgQgLC0NAQACuX7uG6zeuIzQ0DA8eRCMi MlL5EoH+wwcPLTe9ri4uyJI5M7JkyYwc2XOgZMmSKFeuPNzy5YWrq6uyLY+IiIzj4YMHSlb4a1eu 4Ny5czh//jxu3LyBe6GhCLl7DyEhIZabzRTJkytHspSv9Onh4OiAjBkyIkf27MiVKxdy5MihPIAW 29PTZ8yofF86Bwcd9JyI3oUBOpGJiO2CMU+fKrVoxSr7g+hohIeHKyXiQkKCERgYpPz33bt3EX4/ HJFRUcoHnAdGCuRfvIB9WnvkyvHyXFy+fMidOzcKFCyofCgRNVVFrVUmqiEiMrenT54gMjJS2W0m AvhLF/1x69ZtXL9+HXcCA5RdZ9FR0UCyZMYYhxcvYJcyJTJncoWjgyMyZ8qkZEEXq9xZsmRRjmRl zpz55cNmEXA7Il26dEiZOjVSpUzJo1lEJsEAnYiIiIiIiEgHmJaYiIiIiIiISAcYoBMRERERERHp AAN0IiIiIiIiIh1ggE5ERERERESkAwzQiYiIiIiIiHSAAToRERERERGRDuimYGIyo9SoJCIiIiIi IlPRS/VxrqATERERERER6QADdCIiIiIiIiId0M0W99fpZXsBERERkdoWzZ+Pjl26cJyJiIgr6ERE RERaWrBgAcefiIgUyV7oZLn69SRxXEEnIiIiK7hy6RKKlyyJmJgYzjcRkYaYJI6IiIjI4qb+8QeD cyIi+hsDdCIiIiINPHv2DBs3b+bQExHR3xigExEREWlg+ZIluHL1KoeeiIj+xgCdiIiISAMLFy7k sBMR0T8wSRwRERGRZFcvX0axEiV4/pyISCeYJI6IiIjIorymTWNwTkRE/8EAnYiIiEgikRxu3cYN HHIiIvoPBuhEREREEq1esQKXrzA5HBER/RcDdCIiIiKJ5s6by+EmIqI3YpI4A7py6RJ8T57ElSuX cePGDYSGhiHsfjgiIyLx4OFDPHr8CA8fPkJkZOQbLy5jxozKeGfMkAHp0zvC0dERGdNnQPbs2eDm 5oZChQujTJmyyF+woNWHmoiIyKauX72C4iVL4fHjxxxYIiId0UsMaqeDPtBb3A8Px9Ytm7HXxwfn /S7g6vVrCAwMeq8hi4iIUP55//79t35frly5UKRQQRQvVhz1GzRAg0aNYGfHW4aIiCippk2dxuCc iIjixRV0HQoMCMD8OXPgvXMHDh05qps38qxZs6Ji+XJo1qQpOnbpgjT29jroFWmleLFi8LtwwdDj 7+TkhBQpUsDZyQkuzk7K7pJcOXOiaNGiyi6SipUrI52Dgw56Slowwz0uS/u2bbBo6TJrXOx7Klyo EC5dvmzoa0goe3t7XPL3R87cuTVpv1LFCjh2/IQmbZMxuNepjZ279xh+tu6GhCDm6VPl3+/du6vs qg0KDsK9u/cQeu8ewu/fx927dxEYFIig4BDcuHkTcXFxmvdbb7iCTv/hs3s3Jk2ciJ179iAqKkp3 AxQcHIwNmzYrXyN//BGNGjTAl19+qdRxJTKiV7tIQkND39h7R0cHlC1dGhXLV0Czjz5CrTp1OM9E lGQrly2zTHAu1K5ZQ7PgXGjetBkDdLKEzFmy/H2ZCfmZCwsNxaEDB3Dw4EH4nvLFCd9TuHfvHm8W nWCSOB3Yud0b7nXqoI67O9asX6/L4PzfAgMDMXvuXJQtXx6tWnyM0ydP6quDRDYQHf0Ae/cfwPhJ k1C7bl2ULlUSQwcPxu2bNzm8RJRoc+daKzlc2zZtNW2/W48eyoNWIvonF1dXNGneHGPGjsWWbduV z/WrV65E6xYtlN2FpC0G6BoSiWJaNG+OBh80wm4fH0NeQ0xMDFatWYuqNWqg/+ef4+GDBzroFZE6 zpw9h7Hjx6N02bLo2bUrrlpoJYyI3s/N6zewe+9ey4xijhzZ0aFzJ037kDVbNtSuWUvTPhAZgcgx 9XHLlli+ahXOnT2LAf36wcXFhXOnEQboGpn8+++oWq26smJuhjMg4pz85KlTUbFiRWVHAJGZia3x s+bMQeWqVTD6hx/w7NkzzjcRvdX0qX/g0aNHlhmkBvXqIWXKVJr3w7NdO837QGQk2XPkwO+TJ+PE sePKQuLrecJIDgbokkXev69sCe8/aBBC7t413fVd8PdH04+aY9zYsTroDZG6wsLCMeL771GzRnX4 nTvH0SaieK3ftNFSg9Otew8d9AJo4+mJPHm0OwdPZFR58rph1dq1+NPLCy4uzpxHiRigS3Tj+jV4 eHgoW8LNTKymfzV0KAZ+8YU1JpYs7/CRo6hXvz42b7TWB3AiSphVK5bjgv9Fy4xW2TKlUb1mTR30 5H9bdxt61NdBT4iMqWvPnti0YSPy5c3LGZSEAbokVy5dQuPGjXHcQsnUJk6ZgkH9++ugJ0TqE1UO xErNovnzOdpE9A/z5s2z1IA0/bCJDnrx/7r36M5tukTvoXLVqli3di0K5M/PYZSAAboEd27dQrPm zSz19PwVcYaF293JKkSSxM+++AJbN23inBORQlR9MEOd5YQStc979Oypqz5VrFwFFcqX00FPiIyr RKlSWL5sKbJnz8ZZVBkDdJU9efwYnu09LRmcvzJy1Cjs3L5dH50hUllkZCS69ewJfz8/DjURYfq0 aZZKDqd17fP4iJroRPR+ypavgKmTpyBVKu0TQJoZA3SVDRowAPsPHDT1Nb6L+GDSr/8XSoI8IisQ 9US7d+/G7O5EhLXr11tqELSufR4f1kQnso2PWrZE3169OJoqYoCuIpEwaubs2aa9vsQQOwiGDvna OB0mek8HDh3G2DFjOIxEFrZm1SqluolV6KH2eXyUmug19JG4jsjofh47FiVLlOA8qoQBukpiY2Mw bNgwPOcK2t/mLVyEs6dP6aQ3ROqb6jUdgQEBHGkii5o3d46lLlwvtc/j04410YlsIo29PUZ+N4KD qRIG6CqZMnESTp05Y8prSypRfm30j6ON2XmiJAgKCsboUaM4dEQWJBLE7tjjY6kL10vt8/i0bd8e uXLl0mfniAymZes2qFG9GqdNBQzQVSBWz6dOn26667KFDZs34+rly8a/EKIEWr1uHfMvEFmQ1/Tp SmUHq9BT7fP4iJrojTw89Nk5IgPqqfOHckbFAF0Ff82YiWvXr0ttM1/evOjSsQMmjhuPPbt24fzZ s7h144byderECaxesQLfDx+OJo0bw9XVVWrfXidW0cf99qtm7RPJFhISgj+mTOG4E1nMmnXrLHXB eqt9Hh+RLI410Ylso9MnnygxCNmWHcfT9hYtXSKtLZGQZcjgr9Dn88+VJ8NvkitPHpQuVw4ft2ql /N/o6GjMnD4dXjNn4srVq9L6+so27x3S2yTS0tZtWzHsu+84B0QWsXHdOvhduGCZ69Vj7fP4VK5a FeXLlsXxkyf12UEigxGlFWUvTJodV9BtTGzfPnL0mJS2ihYpgt07d6LfgAHxBudv4ujoiC+//hon T57AJ53kZ1u9fuMGNqxdK71dIq0cPX5COY9KRNYwx2LJ4fRa+zw+zZo21WfHiAyoadNmnDYb4wq6 ja1auRKxsbGqt5MpUyasXLECBQsXSfJrOKbPgDnz5yNnzpwY/fPPNu3fu6xYsQJNP/pIaptkbMOG DkWv3r3feQ1ih0hwcDCuXbkCf39/nDt/Hsd9TyIsLFyz64+JicHqVavwxcCBmvWBiOQIDgrCjl27 LTXaeq19Hh+xzX3s+PGWyhFA+hB45w5KliqV6L6kTJUKadKkRrq06eDs7ISc2XOgRIkSaNK0KUqX LavptXk0bIh0Dg78ebIhBug2duDgASntdOvSBcVsVH/wxzFjcPv2bcxbuNAmr5cQJ3x9pbVF5iC2 UIrjGgkhfjbcX0sEJIL2RfPmYfrMGThz9pwm43HixAnTzAWpo1/fvvjq668NObpp06XTQS/0YaaX F6KioixzvXqufR6f7DlyoE6NGti0das+O0imFRcXh3BbJY5dsQLDR45Ujmz07NEdPfv01WTYxM7c IgUL8rO9DTFAt7HLV9Q/053Czg49e/ey6WtOmTYNR44dhf/FSzZ93fhc8PfHjevX4JY3n5T2yNrE m0fvzz9Ht149Maj/APyhQZWFCxf9rT4N9A5p0qRJ8EMo0q81FjvCpffa5/Hx9PRkgE6mIALjXn0/ w+bNW7Bg8WLlM49seXLnZoBuQzyDbkNPHj+WknQte7ZsyJu/gE1fU/wwD+zf36av+TYvXrzA9q3b pLVHJIgPkeJh1IB+/aSPBxOoEJnfzu3bcerMGUvNtN5rn8eHNdHJbNZt3IguHTtqclX8WbItBug2 dOXyZSnnz9OkTq3K63bt0RMFC+RX5bXfxNeXGVRJG79PnozateTW6xVn4MXZVCIyr1mzZllqdo1Q +zw+IrmuWP0nMpM169dj/hz5SSqzZsnC+8iGGKDbUGBAgJR2bt25oySZsDXxZtWoQUMp14CX2dyJ tDL2l7HKcRGZ/P38ON9EJhUWGgrvnTstNb3Nm6ibDf1uSIiqr9+te3dVX59IC9M0OMaXMWNGzrUN MUC3oYePHklp5+mTJxj7yy+qvHaLFi1Ued03uX1HzgMNojcRtXBr16gudWyCgrmCTmRWs2bOtF3y JwNImzYtevSybT6c190PD8fwb75RdSCqVq+OcmXLqNoGkWzHTpzA9atXpLbqmD4959mGmCTOhlKl SimtrRl//YVKlSqhQ+fONn3dOvXqIWvWrEqZqveVIUMGODo6wNHBAWnt08LBIZ3yhu6QzkH580yu mWzad6LEqlunLnbt8ZE2btEWyuxMZDWrV6+y1BWL2ufZc+ZU7fVXr1yBHbvVL1fX7MMmOOl7SvV2 iGQRmeIPHjho83xVb2MneUei2XE0bcjRUd7TI7GK3rNPH9y4cQNDvv3Wpj8YRQoVxP2ICGQUAbaD A9KlS/sysE6n1F8UCeUcHByQIX16JQgX21oyOGWEi7MLXFxd4eqaCTly5eQPK+le6dKlpXYxJkb9 HBVEJN8+Hx8cO2GtvCrt2rZT9fU3b9miHIXbud0b9RrUV60dsQvg1wkT8EjSLkgiGUJUPh7yb/z5 sS1GUDbk6uoqtT3xwyDqHy5asgSebduiT98+cM38/kkatu/YYciSKUSJlVtySSu+gRGZk9jebiU5 c+ZA+07q1j4/cuyY8s81a1arGqCLXQBiN8CWbdtVa4NINtk79qIiuUPQlngG3YYKFSkCe3t76e2K muLf/fAD8uTNB/c6dfDTqFE4ezrp27UYnJNVpEuXTuqVip0nRGQu0VGRyoNtK2ngUV/VXXKbNqxH QECg8u/7Dx5QfWTV3g1AJJuTs7PUFkPDQjnHNsQA3YbEm5Wb5BW514nVud0+PsqqeqkyZZEnTx58 +EEjjBw+HD67d+PZs2ea9Y1Ij27euCm1VwzQicznz5mzEHL3rqVmtrvK2c/Xr1v/97+fOXsOfufO qdqe2A0gdgUQmUX5ChWkXklAgO2rS1kZA3QbK5A/n276cuvWLWzeug2jfvoJddzdleRvdWvXwsAv vsCaVauUp/5EVnbs6BGpVy9yORCRuaxYtdJSMyqynovs52o6cOjQ36/+4sULLFm8WNX2lJroHupt oyeSKV/evKhes6bUNm/dvs05tiEG6DZWrUpV3fYtLCwMe/buw8QpU9CiVStkyZoNlSpWQPdPP8Wi +fOVkiZEVuK9U+621Lz59PMAj4je37Ejh3Hk6DFLjaTIeq6m076+OO/n948W9vjsUf261N4VQCRL u9atpY/1pStXOb82xADdxpp99BGSJUtmiL4+fvwYx46fwF9z56Jjly7ImSsXqletikH9+2OXxc7T kfWIYx8++9U/2/hKCjs7FClalHcakYl4TZ+ulDSyCrVrnwsrli//z58dO+mLwIAAVdtlTXQyg5LF i2PE999LvRKR9+o2V9BtigG6jRUrUQLVqlQ2ZN/FGfaDhw/j98mTUa9+feUMe9tWrTDnzz8RHR2t gx4S2Ya4n7/88ks8l5iXIWeO7EjHM+j0Fr9NmKA84DXK1/YtWyw9nQ8fPMBWb2s9zFa79jniWS0X pWVXLF2maruQsDuASE0ij8KiRQuRRnLC6nVr13FebYwBugpatmhpiusQZ9iXr1qFrj16IG9eNzRt 3Bh/enkxWCdDe/L4MTzbtMEJX1+pl1EwfwHeOEQmMm/OHAQGBlpqStXOdh4cFITjvm+uQrPNe5uq bQvdevTQpBoP0fuqVqUKvLdtR8nS8neBbPf25vzZGAN0FfTs3RsFC5jrw3hYWDg2btmCHn36KNcm 6q57b9uqg54RJdzli/5oUL8+Nm2Vf++WLFGCM0VkIstX/HcrtpnJqH2+fOlSZbX8TcRZf7FrQU05 c+dWdgkQ6V3KlClRrGhRtGvTBiuXL1MSKxYpVkx6r0WFhYNH5CbctQIG6CoQ21j7qHxGS0uinMzS 5cvRoNEHKF+uLMaNHav6mybR+zhy6BC6ffopKlSqjH0H5J07f12tWrU4h0QmIRKZ7T902FLTqXbt c8H7Lflvwu/fx9rVq1VtX2jbpq3qbRAlVKpUqZAlSxblIX+TDz7AV4MGYfWKFQgKDFSSKS5Ztgwt W7fRbDzHj/tN6nFBq1D3N62F9RswACtXrVLOdJvZSd9Tytc0Ly909PTEkG+/5Tlbkk5si4yMiFCO X4SHhSEoKAhXrlzBBf8LyhuY/8VLmk5K9uzZ8GGzprwxiEzCa/o0y30oVTvLeWxsDA4fPfrW79m4 aRM6dO6saj86dO6E4SO/Q0CAtY4vkBxil4YoHWgG169ewep163nnqIABukrEU+ZpU6eitrs7IiPN X2/8+o0b+PHnn7F42TIMHjgQvT//XAe9IjMZPnKk8mVENatVR8qUqXg/EpmACCQ3b9tuqamUUft8 7arVCA0Nfev3vF4fXS3id3WDevUwZ/4C1dsiMrKhQ4YiIiKCc6gCbnFXUely5TB2zBgkT26dYb56 7Rr69OuHurVr4fTJkzroEZH22rVTN7ESEckzf84cJYmqlcjIbr5p08Z3fo8o5SSjekC37j1Ub4PI yNasWoWVa9ZwDlXCAF1lvfr2xReffWbqa3yTPXv3oa6HByb89pv+OkckkVh5+qilOSo7EBGwREK5 Lz2RUfscyup4wo4Erlmj/jn06jVromyZ0qq3Q2RE4ljh4K++QlxcHOdPJQzQJRB1xfuaOGlcfO7f v48vv/4a7Vq3ZhI5sqxun3bl5BOZhL+fn2aJJrUio/b5oQMHcOXq1QR97/6DB6WMRFPWRCd6ow7t PXHt+nUOjooYoEsy1csLA7/4AsmSJbPE9b5u2cqVqF/fA6F3Q/TTKSIJypcti559+nCoiUxi+rRp iImJsdR0ql37XFixPOEl686d91Oy6KutR8+erIlO9C+dO3TArj0+HBaVMUCXaMKkSfCaOhXOTk6W ueZXDh0+gvoNGiLwzh19dIhIZSns7PDzz2NUL0tERHI8e/YMGzdvttRoy6h9DmVVPHG7EpYuWaJa X15hTXSifxLlahcsXsxRkYABumRiNW3zpk3KuVSrOXX6NFq1aonoKPNntSfq5OmJ+g0bWX4ciMxi 2eLFltvWKaP2+Y3r13Dy1OlE/R2ffXtV68/rWBOd6H+VK8Rx1dlz53I0JGGAroHKVavi8JEjGPLl l3B0tFbN8ENHjuKTzl100BMi9YgHcJOnTuUIE5nIokWLLDWd4khez549VW9n6ZKlia4pf+KkL+5I yKQvaqJnz55d9XaI9OrKpUuoU6u2clyV5GGArhFRZ/OXceNw+OAhfNysmbId1ipWr1uHcWPHWm/S yRLc8uTB4kWL4ejoyAknMomrly9j1145q7Z6IXJoiAUFte3evSvRLYg8AMuWLlW9b+KzWn13d9Xb IdKjP728ULtuXRw8nLAKC2Q7DNA1VqxECSVg3eXtjYYeHpYJ1H/57TdcvHBBBz0hsp0cObIrZyML Fy3KUSUyEa/p0/H0yRNLTWmzpk1Vb0MceTty7HiS/q63t7fN+/MmXbt1k9IOkV4c3L8fDTzqoUef PggMDOS8aIABuk7UqlMHW729cWj/PrRt1UqpO2pmYWFhGDpkiNWnnUwkX968WLVipZQVJyKSa8Om TZYa8XQODujWo4fq7axZtRqRkUnLS3Pk+HEpOW3E57MypUqp3g6R1tavWYOmjRujjrs7vHcmfmcL 2Q4DdJ2pWLkKlq5YgcsXL2L4N9+gZPHipr3WDVu2YJ8PSzWQ8VWtUhnbt21jcE5kQmtWrsTFS5cs NbV1atRA9hw5VG9n83tkxY+IiMDqlats2p/4NPnwQyntEMl2YN8+DOjXD8WLFUPzFi2wccsWxMbG ch40xgBdp7LnzIkfx4zBmXPnsG3zZnzSqRPyurmZ6hpFUpjx48bpoCdESZM6TRrljW3Xrt3IX7Ag R5HIhObNm2e5afX09JTSzsEjR97r779PgJ8YPXv1Un7fE5nBzOnT0LplCxQqWAA1atXCpD/+gB+P neoKA3QDaPDBB5gzf75S3mXThg34tHMnFC1SxBTXtnXHDty8fkMHPSFKnLq1a8Nn1y78Pnky0tjb c/SITCgwIAC7LZYcLleuXGjbvr3q7Xhv24rbt2+/12scOHzIZv15m1x58ii7CojMoPGHTVCyREmk d0zP+dQp66QON4nGTZooX8LZ06ewZvUa7N23T1lpv3fvnuEuUiTdmek1HT8xqzsZQPLkyVG/njsG DRykPDgjsqV+ffviq6+/NsyYZsqcWQe9UNdMLy9ERUWZ+RL/o5GHh+q1zwXx+eV9BQQEYtOG9fiw aTPV+9umdWts27FD9XaI1JYzd25898MPytf2LVswcdJEbPPegbi4OI69TjBAN7CSpcsoX8KzZ8+w d88e7PD2xknfkzh99hyCg4MNcXG79/IcOumb2LFSv149JZtv6bJlOVukijRp0igrdaQf6zZssNRs iNrnMpLDCQdtGduTYAAAEc1JREFUtPq9bs1aKQF6p08/wYgfvkdgYJDqbRHJIhYbxJeIIYYOHYJD R45y7HWAAbpJiKfd7h4eytcrIgGb97ZtOHr8mK4D9uMnTuJuSAgyZ8mig94QAZkyZULpkiVRtXJl NGrcGNW4tZHIcnZu98ap06ctddmyap/7nTuHM2fP2eS19h+Ss839fzXR62HewoVS2iNzCrxzByVf qwqQNl1aZMmUWUnS1rRpU7Rq21aT6xbVCg4ePoLBAwZgwuTJePHiBe9ADTFAN7GatWsrX6/s3L4d K1eugM++/bjg76+bCxfZInds3472nTrpoDdkdk5OTkj28p8ZMqSHi7MznJ2clSSMJUqWRPkKFVCk WDHeB0QW9+dff1puAGTUPhdWLFtmswBAfJ45fvQoKlSqZJPXexuxi4oBOr0PsY08/P79v19B/Pud OwE44euL+YsWoej33+PrwYPxiUb198dNnKiUeh79yy8M0jXEAN1C6jVooHwJRw4dwoL587Fpyxbc uHlT80E4eeIEA3R6q2FDh6JX795JGqQUdnZSSgYRkTncDw+H986dlppNWbXPhZE//qh8Gc2rmuin zpwxXN/JGMQDp0+7d8e6deuwfNVKZeeGbKPGjMGTp0/x24QJvGs0wgDdosQWNvH1e2wMZkybjmle Xpquql+5esXiM0LvYm9vz/O5RCTF7D//RFhYmKUGW1btc6Nr3KgRA3RS3doNG9CmZSusWb9ek8H+ dfx4BATcweJlyznZGmCZNYsTT+Y+798fJ0+exFeDBiFVKvlP6oR7odb6IERERPq1avUqy82OrNrn RtejN2uikxwiSP92yBDNRnvuggWoXrUKZ1sDDNBJIeo4i6dls2fNUs6eyBYRGcmJICIizR07chiH jx6z1ETIqn1uBm5586FW9WpWHwaSZOKUKTiwb58mwy0W8RYtWoLcuXNzuiXjFndJoqOjERIUpGyZ Cw29h4j7EQgPD0dERASiIiMRFR2FqOgHePDgAR4+fKh8PRD/fPQQ0VHRuB8RgT+9vNC1Z09VO9yh c2dER0WhT79+UsdHXCsREZHWvLxmWC45kqza52bRplVreO/cZfVhIAkeP36MAQMG4NiJE5oMd568 bpg6eTJatmmDmJgYTrkk/G38nhbNn48jR44gKioKDx6+DLAfPfpfgP3gfwF2REQkHj169N5tnZZ0 5qn3559jy7atWL9xk5T2iIiI9ODhgwfY5r3dUnMhs/a5WXTs0gXfjfoBQUH6LF9L5nL85En89ssv +GroUE2uq0nz5hjYrx/Gjh/PO0sSBujvae9eH8z8a7aUti5dviSlHWHUqB+xaes2PH/2TEp7yZMl k9IOERFRfBYtWICAgEBLjY+s2udmIo4FiprooiwWkQxTpk5F95494eTsrMl4/zJuHA4fPaKUaib1 8Qz6e8qVS965jDPnzuOZpIC5dNmyKF+mjJS2BC3OvRMREb1uydKllhsPWbXPzebTTz+1+hCQRLfv 3MH3332n6ZD/8cdUpE+fntMuAQP095Q3b15pbQUGBmLndnlb7woXKiStrQwZ+ANPRETa8Tt3DgcO HbLUDMisfW42derVQ6mSJaw+DCTRwsWLceP6Nc2GvESpUvBs04ZTLgED9PdUvkIFqe2tXr1aWlsy V7VdnF2ktUVERPRvM7y8EBsba6lxYe3z99Pkg8ZG7j4ZTPj9+/hu+AhNO/39qFHIlCkTbx2VMUB/ T0WKFUPOnPLe3LZs364ksZHhyZPH0q7LLU8eaW0RERG9Thwf27h5s+XGhLXP3w9ropNsy1evxumT JzUb96zZsqF927acd5UxQLeBwgULSmvr9u3bmDhhgpS2Ll25IqUdoWTJktLaIiIiet3yJUtw7fp1 S40Ja5+/P9ZEJ9mePnmC4SO0XUUfPmI4smfPxrlXEQN0GyhbWl4yNcFr1kwEBwWp2sbli/44cdJX 1TZe516vnrS2iIiIXrdosfWycX/QoAFrn9tAq5YtDX8NZCybt27Fzu3emvXZNXMWdPLkwz01MUC3 gY//r707D7ayPu8A/tSJTkOHxZ00HaKyiGDHWFCjgEZwqWtcINEYDSIqZmRcgqGi1REcpmq00iqy 9CJYRVkEkSiKoiKiLF5GBRRwATUuV0VAI6Cx2HnPDK1tTcOVc9/3d875fGbun9zfdrgz3/P+3ufJ +Y/z73//TpzXr2mrhw69bmh88cUXTTrGVvt13Dfa5ViQDgC2enP1mnjq6Xk1tR9Z7/P+5/dPYCaV 76yzz4nWrVvX+jaQoy1btsSw64cWuuWDhwwp3cKhaQjoZXBY9+6xT47V3KP07dmjcWH/85rkd0+d NCnunTKlSX73NznkoINzGwsgVTfdckspOFXqzy4F9efdXqNH3REbN26sqf8XXbv8XRx0yI8SmEnl yyrhH3XkkbW+DeQs60d+7z13F7btWT/2c885x7E3EQG9TA7v3j33McfUjSu1O9i8qXzF3LIrM78a ODD+I6d+65k+WjYAUJAZM2fW3Nb/5KSTE5hF9ejbV0908nfjjTcVuuuDBg+Ovffay8k3AQG9TAZc dFEh4943ZUr06N495s/b/ut5dWNGx89+fkZ8+OGHZZnbttivY8c4/sQTcxsPALZ6aOaD8fIrr9TU fjRvrvd5ufU65uj4286dq2tRJO+Fl16Kf7311sKm2bx58zj/vH4+KE1AQC+TQw49NH50SDFXtZ9f siSO6NkzTj/llG9VNCL7N8cefVT0v3BArF37cZPM8U/5We/euY4HAFuNHz++5vbiiB6Hl1olUV4n HK8nOvn7l9tuK+tN2sa67NeDol3btk6+zJTvLKNf/uLsWLBwUSFjZ1fSp82YUfrJiq4deMAB0aVL 1+i4336x1157lb7lynz++efx1ltvxcvLl8eSJfWxuL4+li1/uZA5f+97rePiSy4pZGwAatsHDQ3x +BNP1twenHnGGQnMovpccOEFccuIEbkV2IXMa6+/HsOHDYuhw4cXsh9/+d3vxq8GDIjLr7jCeZSR gF5G/QcMiJGjRsXS5csLnccrK1aWfiZOmlzoPP6cc35+Vuy6225JzxGA6jR29OhYv359TZ3uD37Q Jn565pkJzKT67N22XfTo1i3mPFl7X/pQrLoJ40sPvPbYc89C5jHw0ktjzL+NjRUrV/kklImAXkZZ P9HLLr00+nm3689q365tXHXNPyY+SwCq1QMzZtTc2R571NG59j7ft0OH+Oijj3Ib738bNXJk9Mnx xsBP+/QW0Mndu+++F9dde23cPmpUIZuf/U255OKBcdHAgQ6/TAT0Mju3f/+4c/z4mDd/flWtq9yu HnJVNG/RsroWBUBFmDd3bql+Sy3Ju/f5nNmzY9Wrrxa6wzNnzsw1oGc90a8dOizef//93MaEzMRJ k2LQFYNKNzmKMODii+P2UXcU9tpstVEkrgmMGHFrqS8m3+y0U34S55yrJQkAxRg7ZkzN7Xzevc9n JHBD4bmFC3MdT090ipK9rjNkyFWF7v+vL7vc+ZeJgN4EDuzSNQYW1HYtdVmlx9tH3lHr2wBAQT79 ZEPMnjOn5rY/797n8597NtfxvklWQKscbWgbo2/fvrmOB1tNe+CBeH5RMcWqM33POy8O/OEBzqMM BPQmMmz48OjlW9T/oVWrVjGurk57FwAKM37cndHQ0FBTB5B37/PVr78WLy5dltt4/5/7p07Ndbxe xxwTnTt1ynVMyGQdBK699ppC9+KKQYOcRRkI6E0kK5iQ9VfdZ++9q3J9jbXTTjvFzTfcED2OOKKy Jg5AVZl6f76BLQV59z6fMnlKqf1rCuY/m/+T/BOPOy6JtVN7Hpn9WMyeNauwdZ951i/ikIMO8snb TgJ6E/qbNm3irgkTYrcabyW2ww47xM033hj9LrgggdkAUKuWvvhCzF+Q73vJKci79/mTT6VTybz+ hRfizdVrch3z/AsvLD2YgLxt2bIlhg4bWui+D/7Nb5z7dhLQm1i3Hj2ibsyY0vXuWtSsWbO4fcSI Un9GACjS6FGjk3mym5e8e59v3rQpFtfXF73s/5Kd95TJk3Ids2379tH9sENzHRO2mv/cgrjnrrsK 249Te/eO7t0Ocx7bQUDPwcmnnhoTxo2LXXfdterX+nWtW7eOuydMKLVeAIAiffnll/HwI4/U3Bnk 3ft8xvTpsXbtx7mNty3mPJF/UcA+p/fOfUzY6oabbip0L/5h8OBSa0e+HQE9J1lInzZ1aqmKeS04 qGuXmPPYY6Vv0QCgaJMmTozVa/K96ly0vHufZ2bNeji5fVi4+Pn47A9/yHXMs/v2jT332CPXMWGr pcuWxT//9reF7ccJJ50cRx5xuPP4lgT0HB3+4x/H3Llz46QTjq/aNWZX2q+4/PJSUZZO+++fwIwA IOKeiffU3C7k3fs8s2DR4lzH2xbr1q2LB6ZNy3XMrCd6r566+VCc20aOjE8//bSw8YdcOaRUh4rG s2s5++vvfz8e/N1DMb6uLvbt0KGq1nZ0r54x98kn48abb44dd1QcBYA0ZEXC5s57puZOI+/e5/WL F8fKVatyHXNbPVzAk3090SnSG6tXxz9df31hM8haDh5zVC+fgW9BQC/IL/v1i/r6+rj+uuui7T77 VPRaenTrFtOnTo3Zj8+JrgcfnMCMAOC/jR0zOjZu3FhTO5J37/MooOd4YyxYuCj3MY8+9u/1RKdQ dRMmxAcNDYVN4corh8SOO+7oQ9BIAnqBsutPV11zTaxYuTLGjR0bvY48smLacrRs2TL6nHZaPP7o o/H0M8/EKaefnsCsAOD/enDmzJrblbx7n2fmzU/3lkL2NPHpp57KfVw90SlSQ0NDXHP11YXNIHu9 97hjj/EZaCQBPQFZddVz+/ePx594Il5btSqGDxtaui6+8847JzXPFi1axFE9e5Z6mq945ZWYfP/9 pesrAJCq2bNmxdLly2vufPLuff7RBw2xuH5JrmM21vSc30MPPdFJwL2TJ8erK1cUNpEhQ67yFL2R /uKrr776KomJfK0UfyJTKlzWS3TO44/FM0/PK1VjfGPN6nhjzZvx+ebNuUwta5PWoV3b6Nypc/Ts 2TOOO+GE0lN/yLz7zju59hNutXOraN6ipb0HGuWMPn1iUsJXrwFIQyoZVECvMH/84xex7KWXYulL S2PlihXx3vvvxfr1G2L9hg2x4ZMN8cknn8ZnGz+LzZs/Ly0sq1z6TbKn882bN4+/atYsWrVsEbvs vEvsvvvu0aZNm+i4X8c44IAfqsIOQEVb9/HH0b5D++T6cgOQnlQy6HcSmAONkFVHP7BL19IPAPCn 1Y0dK5wDUFG8gw4AVKVp0/N/5xgAtoeADgBUnecXLYqFi593sABUFAEdAKg6Y8eMiS1btjhYACqK InEAQFXJCqq2bdsu3n77bQcLwDZJJYN6gg4AVJWJ/363cA5ARRLQAYCqct+k+xwoABXJFXcAoGqs Wf1GdOq8f2zatMmhArDNXHEHACizsaNGC+cAVCwBHQCoGg8+9DuHCUDFEtABgKowe9asWLb8ZYcJ QMUS0AGAqnDnnXc6SAAqmiJxAEDF27BuXbRt3z7Wrl3rMAFoNEXiAADKZFxdnXAOQMUT0AGAijdt +jSHCEDFE9ABgIr24pIl8eyChQ4RgIr3nRQX8PX30QEAAKAWeIIOAAAACRDQAQAAIAHJXHHXWg0A AIBa5gk6AAAAJEBABwAAgAQI6AAAAJAAAR0AAAASIKADAABAAgR0AAAASICADgAAAAkQ0AEAACAB AjoAAAAkQEAHAACABAjoAAAAkAABHQAAABIgoAMAAEACBHQAAABIgIAOAAAACRDQAQAAIAECOgAA ACRAQAcAAIAECOgAAACQAAEdAAAAEiCgAwAAQAIEdAAAAEiAgA4AAAAJENABAAAgAQI6AAAAJEBA BwAAgAQI6AAAAJAAAR0AAAASIKADAABAAgR0AAAASICADgAAAAkQ0AEAACABAjoAAAAkQEAHAACA BAjoAAAAkAABHQAAABIgoAMAAEACBHQAAABIgIAOAAAACRDQAQAAIAECOgAAACRAQAcAAIAECOgA AACQAAEdAAAAihYR/wnDl9sAy7cRxQAAAABJRU5ErkJggg== --00000000000048b01a05f1e9d487--


This message came from the mail archive
src/postings/2023/
maintained by:
DAn Ellis <dpwe@ee.columbia.edu>
Electrical Engineering Dept., Columbia University