Non-paternity Issues
The non-paternity events are common in pedigrees and these events were also observed in Pakistani population dataset. To overcome this issue, we split the pedigrees accordingly. In some pedigrees only one individual was involved in non-paternity. After measuring the genetic distance that individual was removed from pedigree. Individuals with mutation event on ≥ 4 STRs were removed. This threshold was derived from our previous observations based on >2000 father-son pair carrying mutations at three Y-STRs; while none of these showed mutations at more than four Y-STR markers 8,18.
Male relative differentiation from current study
We have analysed the set of 13 RM Y STRs which was described previously 6,15,16,19,20 in 327 Punjabi males belonging to 63 pedigrees 2-4 generations, representing a total of 861 pairs of men related by 1-6 meiosis. Among these 861 pairs, 512 (59.46%) were differentiated by at least one of the 13 RM Y-STR markers (Table 1). More specifically, of the 135, 171, 155, 204, 168, and 28 male relative pairs were separated by 1 (father/ son), 2 (brother, grand-fathers/grand-son), 3 (great grand-fathers/ great grand-son, uncles/nephew), 4 (cousin, grand uncle/ grand-nephew), 5 (first cousin once removed) and 6 (second cousin) meioses, respectively. The RM Y-STR set separated 29.7%, 39.76%, 60%, 68.13%, 80.95%, and 78.57%, pairs respectively. We also noted an increase in relative pair differentiation when there is increased number of meiosis (Table 1). Theoretically, increased differential power of STRs was expected because more chance of mutation events happens at independent meiosis.
Table 1
Male-relative pair differentiation per each of the 13 RM Y-STR markers
Relationship
|
Total Number of Pairs
|
Pairs separated by one or more RM Y STRs marker (%)
|
Father/Son
|
135
|
40 (29.70%)
|
Grandfather/Grandson
|
67
|
28 (41.80%)
|
Brother/Brother
|
104
|
54 (51.92%)
|
Uncle/Son
|
147
|
87 (59.18%)
|
Great Grand Father/ Great Grand son
|
8
|
6 (75%)
|
1st Cousin/1st Cousin
|
190
|
129 (67.90%)
|
Grand Nephew/ Uncle
|
14
|
10 (71.42%)
|
1st Cousin
|
168
|
136 (80.95%)
|
2nd cousin
|
28
|
22 (78.57%)
|
Total
|
861
|
512 (59.46%)
|
We observed that maximum number of pairs were differentiated based on mutation in multiple markers. 512 pairs were differentiated by at least one of the 13 RM Y-STR markers, 392 (76.56%) pairs were differentiated by multiple markers. More specifically, of the male relative pairs separated by 1 (father/ son), 2 (brother, grandfather/grandson), 3 (great grandfather/ great grandson, uncle/nephew), 4 (cousin, grand uncle/ grandnephew), 5 and 6 meiosis; the 13 RM Y-STR markers set separated 75%, 71.95%, 82.80%, 79.14%, 72.05%, and 81.81%, pairs respectively. Overall, 76.56% were differentiated by multiple markers. Pairs separated by single-copy markers were only 23.43% (Table 2).
Table 2
Pairs separated by 13 Rapidly mutating Y STRs markers
Relationship
|
Meioses
|
Number of pairs
|
Number of pairs separated by 13 RM Y-STRs
|
Pairs separated by Multicopy markers (%)
|
Pairs separated by single-copy markers (%)
|
Father/Son
|
1
|
135
|
40
|
30 (75%)
|
10 (25%)
|
Grand Father/ Grandson & Brother/Brother
|
2
|
171
|
82
|
59 (71.95%)
|
23 (28.05%)
|
Great Grand Father,/Great Grandson & Uncle/Son
|
3
|
155
|
93
|
77 (82.80%)
|
16 (17.20%)
|
1st cousin/st cousin & Grand Nephew/ Uncle
|
4
|
204
|
139
|
110 (79.14%)
|
29 (20.86%)
|
5th meioses
|
5
|
168
|
136
|
98 (72.05%)
|
38 (27.95%)
|
6th meioses
|
6
|
28
|
22
|
18 (81.81%)
|
4 (18.19%)
|
Overall
|
861
|
512
|
392 (76.56%)
|
120 (23.43%)
|
Male relative differentiation from the current and previous studies
The differentiation rate of 29.7% using 13 RM Y-STRs for 135 pairs was fairly consistent with those in published in previous studies 6,15,20. Merging previously published data and newly generated data showed an overall rate of 26.55% from a total of 2990 pairs (Table 3). In current study, we provide an update on male relative differentiation for father-son pairs (n = 726) relative to the previous studies (total n = 1460)18–20. Combing RM Y-STR data (Table 3), males separated by 2, 3, and 4 meioses are differentiated by 43.69%, 52.86%, and 63.22% which are based on 801, 507, and 533 pairs, respectively. For males separated by 5 and more meioses, we added data for 196 pairs (5th meioses = 168, 6th meioses = 28).
Table 3
Combined male relative differentiation rates from the current and previous studies for the RM Y-STR set and the Y-filer Y-STR set
Number of
meioses
separating
relative pairs
|
Number of
relative pairs
analyzed for
RM Y-STRs
|
Number of male relative pairs separated by one or more of 13 RM YSTRs (%)
|
Number of
relative pairs
analyzed for
Y-filer Y-STRs
|
Number of male
relative pairs separated
by one or more of 17 Yfiler
Y-STRs (%)
|
1
|
2990
|
794 (26.55%)
|
2474
|
119 (4.81%)
|
2
|
801
|
350 (43.69%)
|
590
|
62 (10.51%)
|
3
|
507
|
268 (52.86%)
|
333
|
51 (15.32%)
|
4
|
533
|
337 (63.22%)
|
318
|
73 (22.95%)
|
5
|
231
|
178 (77.05%)
|
63
|
23 (36.50%)
|
6
|
76
|
56 (73.68%)
|
48
|
18 (37.50%)
|
7
|
14
|
4 (28.57%)
|
14
|
1 (7.14%)
|
8
|
7
|
5 (71.43%)
|
7
|
1 (14.28%)
|
9
|
1
|
1 (100%)
|
1
|
1 (100%)
|
10
|
7
|
6 (85.71%)
|
7
|
4 (57.14%)
|
11
|
6
|
6 (100%)
|
6
|
3 (50%)
|
12
|
0
|
0
|
0
|
0
|
13
|
2
|
2 (100%)
|
2
|
1 (50%)
|
14
|
0
|
0
|
0
|
0
|
15
|
0
|
0
|
0
|
0
|
16
|
0
|
0
|
0
|
0
|
17
|
0
|
0
|
0
|
0
|
18
|
0
|
0
|
0
|
0
|
19
|
0
|
0
|
0
|
0
|
20
|
1
|
1(100%)
|
1
|
0
|
Total
|
5176
|
2008 (38.79%)
|
3864
|
357 (9.24%)
|
Hopefully as more data is gathered for RM Y-STRs, these differentiation rates will become more robust, especially for 2nd degree male relatives (beyond 4th, 5th and 6th meioses).
We have shown this with the differentiation of father-son pairs from the first to the present study. In first study Ballantyne et al. 16, the rate of differentiation for father-son was 70% based on 20 pairs. In a follow up Ballantyne et al. study 15, this rate was decreased to 49% and number of father son pairs were 39. The rate of differentiation in the following Ballantyne et al. study 21 was,further decreased to 27%, where the number of pairs were 2327. In another follow-up Adnan et al. study 6, the findings were similar with 24% differentiation rate in 428 pairs. In Rakha et al. study 20, we analysed 49 pairs with 20.40% differentiation rate, while 29.70% of differentiation rate was observed for 135 pairs here. In contrast, Y-filer™ differentiated 4.81%, 10.51%, 15.32% and 22.95% of related males by 1–4 meioses based on 2474, 590, 333, and 318 pairs studied so far, respectively (Table 3). Nonetheless, conventional Y-STRs tends to have lower mutation rates 8,18 and 9.24% of all related males from the combined studies were differentiated with Y-filer as opposed to 38.79% with RM Y-STRs.
Mutation rate estimates from father-son pairs
We also have calculated the mutation rates of these rapidly mutating Y-STRs which are based on 135 father-son pairs extracted from the 63 pedigrees, and combined this data with previous studies 6,15,16,20,21, where the same rapidly mutating Y-STRs panel was implemented for other father-son pairs (Table 4). The mutation rates ranged from 0 (0- 2.70 X 10−2) for DYS526a orDYS526b to 1.778 X 10−1 (1.174 X 10−1 to 2.529 X 10−1) for DYF399S1. The average mutation rate across all 13 RM Y-STR markers was 2.91 X 10−2 based on a total number of 59 mutations from 2025 meioses. Combining this new data with previously available data, the mutation rates ranged from 1.90 X 10−3 (7.0 X 10−4 to 4.0 X 10−3) for DYS626a to 7.45 X 10−2 (6.58 X 10−2 to 8.39 X 10−2) for DYF399S1. These currently estimated mutation rates are most reliable for the 13 RM Y-STR markers, given the underlying number of meiosis ranging from 2949 (DYS570) to 3327 (DYF387S1) between markers. The average mutation rate across all 13 RM Y-STR markers was 1.84 X 10−2 (1.72 X 10−2 -1.96 X 10−2) based on a total number of 878 mutations from 47731 meioses.
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loBpqBZKA/BpONHjcDzUAz8EMY6I/Bf28U/+aJf+PT7d8M9MdgV0Iz0Aw0A83AIwz0x+AjbLVuM9AMNAMXYYD/yZq/u/7bwfyfOPYH4fx/CnqRkm0YzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhtt/M9AMNAPNQDPQDDQDzUAz0Aw0AxdkoD8GL7gpDakZaAaagWagGWgGmoFmoBloBpqB3Qz0x+Buhr/g/09/+tO/+tccdA10DXQNdA10DXQNdA10DXQNdA184bNiatofg1Nqvl/Aoe/WDDQDzUAz8P4M9H3//nvcGTYDzUAz8BUGdj0n+mvjK7uy2XbXpm+G3e6bgWagGWgGHmSg7/sHCWv1ZqAZaAZuxsCu50R/DF64kHZt+oVTbmjNQDPQDNySgb7vb7ntnXQz0Aw0A8sM7HpO9Mfg8ha8XnHXpr8+k47YDDQDzUAzcMRA3/dH7LSsGWgGmoFmYNdzoj8GL1xbuzb9wik3tGagGWgGbslA3/e33PZOuhloBpqBZQZ2PSf6Y3B5C16vuGvTX59JR2wGmoFmoBk4YqDv+yN2WtYMNAPNQDOw6znRH4MXrq1dm37hlBtaM9AMNAO3ZKDv+1tueyfdDDQDzcAyA7ueE/0xuLwFr1fctemvz6QjNgPNQDPQDBwx0Pf9ETstawaagWagGdj1nOiPwQvX1q5Nv3DKDa0ZaAaagVsy0Pf9Lbe9k24GmoFmYJmBXc+J/hhc3oLXK+7a9Ndn0hGbgWagGWgGjhjo+/6InZY1A81AM9AM7HpO9MfghWtr16ZfOOWG1gw0A83ALRno+/6W295JNwPNQDOwzMCu50R/DC5vwesVd2366zPpiM1AM9AMNANHDPR9f8ROy5qBZqAZaAZ2PSf6Y/DCtbVr0y+cckNrBpqBZuCWDPR9f8tt76SbgWagGVhmYNdzoj8Gl7fg9Yq7Nv31mXTEZqAZaAaagSMG+r4/YqdlzUAz0Aw0A7ueE/0xeOHa2rXpF065oTUDzUAzcEsG+r6/5bZ30s1AM9AMLDOw6znRH4PLW/B6xV2b/vpMOmIz0Aw0A83AEQN93x+x07JmoBloBpqBXc+J/hi8cG3t2vQLp9zQmoFmoBm4JQN9399y2zvpJzDwj3/841+cn7/85S9/8MYaMnSy/fnPf/5Yp6/tb3/724esnklt/vd//7ea/Is19GusWfw/OOiFZmCBgVqTCyZLKv0xuETT9yjt2vTvyaajNgPNQDPQDMwY6Pt+xkyvNwNzBvwI++c//zlV4oMsPwYZz/SR+bHHRyE/Gr3rsw9I9NCp8hp/CrQFzcAJA7ueE/0xeEL8d4p3bfp35tSxm4FmoBloBv7IQN/3f+SkV5qBIwb4oOPc5IfeSL9+jPlv6/y4G9mwhn90afmB9/e///3XD8ORbeoir/FHNr3WDKwwsOs50R+DK+x/k86uTf+mdDrsRRngwUWt+ePBysPuJzRfBsDuA/gZ2HlJkI+zF4afwFNjvD4D1Fu3ZuDZDOT/5JEa4373A+cZsfIOHvlljbjoPav5zPqP//iPj1y8q2cfhfVjTCzYHd3v6PlvBn2+kAPPmKPnTOWhxn8WD+3nfgxQszvaHq87kN7Q565NvyGVnfKAAR5m1Fg+uHywzx6qAzcvWUqMGRD8PqTF7sNbvZmt8lmPHf59cZjp9Xoz8AwG+r5/BovtQwa4w6mpWlfcl0cfMto/0vsPz0YfVn6MPuLvTNfc/vM///PXjzViz+561kfPNO72mQ0Y8lnic4b1o49BcNRYs/hneba8GagM1PNc5Z+d98fgZ5l7gd2uTX8B9A5xcQZGH4JCzgega9/Zcw5GmHwhSBl55QsJD/Cjh/1RXl+xPfLbsmZgxEDf9yNWeu0zDHg3jmpq9LHymRhpwx08ipU6zxyTA/H+3//7f7/e93zY5Qdbxjv6GMvnR9rAYX2WKMcmZa7Tj/wdxU/bHjcDZwzsOmf9MXjG/DfKd236N6bUoS/AgP8Gjfo6+rdePMDQUc8XDB+CPpD9sERO8yMKe3429fGHjf6Y8wAVlw9TeuPT15b2yljDj5i01zdzXxjUSQ6QoSPWxEkMY6aNsbtvBr7CwKjGv+Kvbe/LQN5jZyx4R2b9ae8ac+9y70Z6m3J9cT/WOzfn+kLfsb68Y5H5LEBmXNawQY6u9oxTX3/06CCvjbXMQ3n1q291yXfUwGTj2WGbxVfefTOwykDW2KrNit5vlbui3TovZWDXpr80iQ52OQb8CJo9OAXsw9uHrXasY0t98lDkx5gHJj0/bOiNQe841/XJQ1Y/+aDVl5hqP7JRB1n68mXChzQYU576jIktPsbkJyeMuzUDz2SAGuvWDHyVAe/hvNtGPr3LvA+pP+9oZdyR3uXI855W13jMHeuz3rnO7b1nxYcd8WjIHKtP79j49GAzX7F7Ryd+ZMqx0b/xiK9/5OkXHdfQoaFP3PSpDmu0Gv9jsf9oBj7JAPW1o+3xugPpDX3u2vQbUtkpBwM+nHygheh3Qx+KPtix84GLonMfeqzVlwHW8KOdsbVxni8SrM18fQjKHz58jYHYh7MvDKz50uBLAnbKyZG5MnzpTx6UyUeB0dNm4EsM9H3/Jfra+BcGvMu822bEcL9Zc/W+9M7jLtYfY3w69x50Thz9KPPO9b53ji91vWd9duBHPe9ccPpcEBv9rOH7SD6zE/dMPlr/jM3IT681AysMeGZXdB/R6Y/BR9h6se6uTX9xGh3uYgzwUKW2fNDO4PlA5sHqg5o1Wz6gXfPFIH370jHSZw05+tr6EHeevjKOY3r88PPBPHphII4vHvo2ljjw5UuKvsxdXfuM3+Nm4KsMUIPdmoGvMuDd5v018uedpo73pXOfEcz5UZt+jCnjnqRxpyrTj3dk3rnq4ov46taYeRdjY3x9+lz6CD74A1ze8wPxdAkbc5oqFYH8lOWeNgPbGNj1nOinz7Yt+7rjXZv+dWTt4Scz4MPUh2vm4kOdNerPOQ9K5tr4IK8fauhpgw8/rPIj0nj60KcxlDPnN2rEyNj6Mg7yPD/58iMm5IxTRiz50b/6xND/CFOvNQNfYSDr9St+2vbeDNS7MNng44V7zQ8s77h6X1KL3r3KuAe9C1mjOfcOVxdZvVfrXF180Iip34+FX/5Qj6nxRnpp0+Nm4F0Z2PWc6I/BC1fMrk2/cMoN7QUM+ECt9cUD1peDfHDzAeQDmYc+P+a+LAhZG18MWDdWPryN60cXOuoZK+ejDzB8ZHx9GRs5MXnpwVe+/Igde9b/7//+7+NFhDH2+mZOTolF/+bcfTPwLAY8F8/y137uywB3G/XkfQ4T3Gf8HCv3zvNu8x5XFz3v79RlzXnesfrB3hjczzkHg36Recfmnc6YdeKgSzMvYojpQ9B/NAM3YcCz8Ox0+2Pw2Yw+0d+uTX8ixHb1gxmgvvKXLw4+5JH74GXMA9gHd/1I84MMeTbXjaVMf8x9AWGNcc59udAOGWvi0K8vL7nuWmIYyX3JQM+xtur3y4c70P0OBqjjbs3AsxjwI6rej/r3nkPOHWfzrmTNe9i7kF5/6NcY6NtSxhrx+NG8U/Hl/Z6+ExNyY6aOcbpvBu7EAGdhR9vjdQfSG/rctek3pLJTbgY+zQAvLr7EfNpJGzYDJwz0fX9CUIubgWagGbg5A7ueE/0xeOHC2rXpF065oTUDl2GAD0D+SbT/5PoywBrIWzLQ9/1bbmsn1Qw0A83A0xjY9Zzoj8GnbdHzHe3a9OcjbY/NwPsxwMcgZ5D/2VS3ZmA3A33f72a4/TcDzUAz8LMZ2PWceNrHIAD71xx0DXQNdA10DXQNdA10DXQNdA10DXQNPL8GdnzOPvVjcAfAO/vkEHWbM3B3fu6e/7wyWtIM/DwG+jyf79ndObp7/ucV0hrNwHszsOsOeNrXxi6A772tx9k1p83PEQNdH0fstKwZ+FkM9Hk+36+7c3T3/M8rpDWagfdmYNcd0B+DF66bXZt+4ZQfgnZ3fu6e/0PF0srNwMUZ6PN8vkF35+ju+Z9XSGs0A+/NwK47oD8GL1w3z970/Lt96n8q379biJi7/+uJ+fcPgemz7dn8fBbHd9mt5o+ev9He+ndJocPe7Gzu/Vf2fYQv//4pc6Uf5Tuy37UGt/4HaMwdXPn3cREbnIk75a7rJ7GOfKXcsT7oOfvEexY3WT/GGfnOO+bZ+2+eP7mHu2e33Jt6to/q8dk4/I8xfTXHVXvrcNSPztFn800OX1HTn8l/dBaP6uKzXMzs5OjZ/PSdP2P83+tZ+33nH3P1k6Srd8CjOT3t6bML4KMJvZP+Lk59MOcLJ7xxade1Z/NpbB4MjL8Sbxc/z855l79H8veBzAO0NvzwG8mqrnP2b/Wlij3Wtx8E+nlmr29jmdcjLyHw9KwGHv2JDd+Mqf1sngsxK2MdfXJAlg3ZWW7GpbexH/g6s1X/qOdFE1/4d8x8dq6R1dyP/N9JBje7Gr751T1fqaGvYjI2fkYYHvGP/Vmzvukdew7pRx9HI5/ajGS5BqZX1fRK/mIDP/reh67Tsz6TpV6OqZ28R1JWx/BuXO+gqvOMub6NZV61zo9ire7zkQ9l4NGf2JAxrjXCXLz0NtbRJ4dcR47sLDfj0ts8B2e26h/13vP4dwxOYowaspr7SK/X1hioNbFmda71WwWe6x5q7AJ4GPTNhTs45cD6kPDSkkYvVOfP7vFPTs+Ks4OfZ+e8099q/jwAfPDkAwJs1gK+Vh8UPlhWXqp8WMweFM/kxxzNw9xWY8NB5eez+PDj+QJP+kaWfMORmDOePNN7dpTj+ywv44xyGq3p+5GePPitNHl41vlfifmTdFZ5fDQn6suzUPd9915Ygyt3xUpeKxwRy7PhuTHP2VmrsYlTuao6zD2j+h/pPHNtJX/icda8D2se1gK+RvfOCK95ruwjOvh2D0b+nrVmjuZhbquxV/d5BS88E5/mXSf39Mn3rA7lmd7aNTa+z/IyjnG1pR+tpXx1TB78Vpo8vOp8rGD66Tqr3D+a59qOLnjdBXAh9Nuq7ODUCwHf/LxE6fPAeojR4cJdbTM7L2njrvo70sPXndtq/jx4fLC4//DGmuv1IYZv17Axlg/flLvnyLCxXtDxl/uvHAw+/Eb+ci3Hoz1PDMrFiswmDnMivmOxqis3rPsSpE/8JJfa0NeXIef6EIO49Fn9gU2u6JXT6yvj5jh5zfXRWHzkaYy0Z01+R3Ls4Mo8mJubdsjkE982udCmzomnTBt61vwZi3X1kWWctL3qGMw7Wu5fxoCfrKPcc/Zhtc3ssh4YP6Ml/hV/Ysga0S5rRR5yLWNZl8qtrTrX964+MR3FIB/PGxhtrLnuHntG8e2aeWEnhynXBhk27i86/uSMuXL8jepFfxkjx+LPXpv0zRg7ZDZxmBPxHaPLzyY3rFkT+sRPcqkNPbrYWBfO9SEGcemz+sPefOiV0+sr4+Y4ec310Vh8YDZG2rMmvyM5dnBlHszNTTtk8ikvYJELbeqceMoSO2v+jIVcfWQZJ23faUyeO9rTvO4CuCPpn+JzB6cebA+pcy4HD5iXgmvgQP+sHdl5QRjvzNeKfAc/K3GvorOaP3vn3nDx0tgP1r1Ic+8lOJIAACAASURBVH8Z49uHD5e6dvpR331lXmU+cPTjXFvn2GlbddXxoTPjXj3ry7ycY0cO+KHRO2ZOvuaoLjgzP2OIN/U/nP7yR/WNH/xjR2Ocsd2LigFd9HIdX/L3S7hhZ/5numIDQ+aHU2WsiyNxGwNbmlzJi3P0HKe9nNS45oudcdHJGMisGXlFFz3Xtfkw/AF/kPeOBlc0emJYE/bIcg8e4e/ITj8Z56v5PcLRqOaMn3eBvCiz/pynLjWWNVzn2uzqV/OHc/nP88i6+ea+MMa3Z4a8tNOP+vLKvMqsB/0419Y5dtpWXXXAcJSverW+nbMHR3s32mdwZn7GEK+c1P2tdYAf/GNHY4yOjRjqVJ/m7Tp6/M7aaF9HNsYFQ+aHrjLWxZG4jYEtTa7E6hw9x2kvJzWue4GdcdHJGMisGXlFFz3XtfkwfNM/4GpHe5rXXQB3JP1TfD6bUw5MXir458eh5aDZWPMAe8jSTr3aH9l5+J95WIl357aa/+hi9vL24vVyhU9k+KYuvNDdfx8W6quLnbWijLj6QZ5z/Yqj1oe6yNW1Jkd7Lg7i+cPOVv3jixg0cWeO4pIf9PRxhKP6Sjtk+jD2B4Bf/jCHxJ1ybLVTd4ZF3O5F+nEsVn3O9ha5uvKCD2JkfHOjp4mRsXtoLGTEc12/GQc/+jAP4qn7EeSXP/Crb/Y/caXelcfgfnaDQ/dDro0jX67LK/roaDfDdGZX62nm55F1sa/YmIfnWhtxmZ81htz600Yf6lJX8qauc/3v7FfzB5P741lwf5njxzMFXjnARjs5kC/11U2+lBEX3/ig5Vy/4qjcqotcXbF/OCt/iIN4/oyLavU/2rvMUVzykz6OcFgH+ko7ZOIgv9rMIXGnDrbaqTvDIm73Iv04Fqs+Z3uLXF15wQcxMr650dPEyNg9NBYy4rmu34yDH32YB/HU/Qjyyx/41Tf7n7hS793G5LqjPc3rLoA7kv4pPp/NKQcnLx3mxOCAepHVw+1l4WGfcXdm5wHP+DNfq+vP5mc17lX0VvLnQvVSRZ8L0zrwUq6XKHpevtaIPtxHONDe2rFW5Ae/6Tvn6uq3xkEXHMitLePoP3t0+dFyrA64xSJua7pi0Z4eXNnEKT8pY1x9KTcffY/OwcwWH/BgTDGwjl/zMJbrxBrFUU8/6ri3zrHHP7HFZizWKj/pr8rdQ9aVyYU+wWUcfNHEwFi71GcdvPqix8dPbGB/drNm9Osew5E8yjn80txH59rW/szOmq92X5k/wpG51jzAxc+GT+c1J3wos85mvOlvZ7+SP/mas7mxp+A3B3MSK3rWSt1/eURXe3iiyZd+8Ju+c66u2GocdMGBHI4ZG0f/2SPnR8uxOo/snfb04MomTvlJGeOal3Lz0Tfc1TazRQ8ejCkG1vFrDaY/443iqKcfddxb52DFD7HFZizWKj/pr8rdQ9aVyYU+wWUcfNHEwFi71GcdvPqix8ddGvnuaE/zugvgjqR/is9nc+rFYv55oDh0tDzczLkY+J21MztyWfFzFiflz+Ynff+E8Ur+eUmiz8+LtV7C5OwFTu9FbBzrxUtbe2sHPWtMW+PXuQ8heT6yVdcHljb2YhaXtWieFbdy/WWNV5zGyP4Ij75T37E4xOW6vXw6t8cuzw5coas/+VefXowzGTqZt77kUE7Fiq51gK1YlbOWe6jc+GlfZdjaEpMY0KfN7NRLLPr7SX3y+yzc1EE265tY7DnNWlEv99G1UX9kZz3V+CM/j6w9whG61FM2cR3VuTZV17Mtb1nTGWPneCV/zws40Ofn2fAMmT86eX6yPpBVDrT3XOPbPdbW+HV+VC8zXbmunIrZPNwb86y4lesv75kau8ZiLnbtU0ffueZYHOJy3V4+ndtjZx2yBs/o6g/MtYlxJkM/89aXHMqpWGt9i1W5uNx/5cZP+ypL7IlJDOjTZnbqJZb0+c5jamFHe5rXXQBnSRMvfxbPTP8nrj+TUw7NiCMuAg6jzYuNi6IeRPCkrjb0R3Yrl236Wh0/wk/WCv5HXKzGfVRPbsDgRfmoj5H+Sv6ZJ3sHFhvzikms7L8PF3rW8wJmnvWhHWvoV1md6xss2hKTlrrMwSgGdT4Uf/lDex8M1hs2NGzwgZ4ycifO//3f//0qSzljbdGVD9bk4UOh/IEd+rUZV4zIxeUado7Tvu6zezaLha3xKhZzQYex8twPZPgmDhjFyZqcVn3jwSl6uYf60l6ZudIjyziJATk29GCqdq6jQwOLOD8WfsgfdZ+/ClvOqh+4SX5yL92r3PfUTV8zO3TcE/cq7b4yXuXI+BV7rTH8qZOyWo/WN+cFXvPeQIb+K9pK/p4D8IA3sTHHB5htuefuKT3r8kjPHN/aa8ca+lVW5/omrrZwTktd5u4Leup8KP7yh/bWl/tDDFrupbLR3uFHOWNt0cWH/uThQ6H8gR36telXjMjF5Rp2jtO+7nNyPoqFrfGqnLkcMlae+4G9nKIrTtbkoOobj71DL/dQX9orM1d6ZBknMSDHhp7cq53r6Ji7OD8W3viPWhvPSvXHfgxCAKR4SJ5FyJX8PGvTPYj48/CYJweaQ5lNXjO+hzbX0obxyI514xPrme0IS8bh8ktdxq++OCqGxPfZceZUfcg5Ou6vfcqQ82N/aV74rin3cnaOvg8D1qodsdStfplnPflw+gBQPlJSzweCehnfWNaYc3p8yH/ihIf0of/UERsyfvpVVyz2rGvDmv7xOWr6E2fqaAv+bLl/uV7HyZ1x0pf+kVV8uZZ6jGkpZ56Y0MnYVaa9mGpdGsN9SGzuI7ba4S/XUx/ZT2nk9KyW56/WKnP2xJZ7NardXNOGfmaHzPhZb2n72fEKR1kL6Nd6yHpMHrLO5Uxf1iL+sEnd6v+zua3YHeWfeXk27FOGD37uTeaWe2qdpH7NO2XuOWu09Ms8fdeaYu5a6rkPcpPxjc0azTk9Plb2Tv+JVRzI+OlXXbHYs64Na2Kc1YX+xKmftAV/tty/XK/j5M446UtsyCq+XEu95DdtEhM6GbvKwCke+lqXxnAfMo77mHb4y/XUr5y82xwedrSned0FcJa0hZeHcKb7U9dfzekunjioO/ZphR/rJC8LLm8uq1c1MXgBPivuSv7PitV+1hhgr3fU+lr012j5ojB7OXoNiveL8k7nmTOQd+6zduudOPoMJ3fP/zOc7bbpO383w+0/Gdh1B/zYj0H/ycPRS33+k6r64pIyfUAyP1/mjMFhpynH9tkv9rnZjndtuv539vAN/uyfHW+FHz/E0HUf6f0nUWByn60J5r7wYse6c+uIFx3ja6cuvTWU/rVlTX/asKZPbMEgXmSjZvyRrNe+j4EdL8Hfl81vkX3Bp96zvn/T6NFXGPjp59l71Ds/79iv8JK2P52jzOUz47vn/xnOXmHTd/4rWO4YMLDrDvixH4O+OM8eOMh9YfFl3VLSljk6yGk+xHio0dKHDzpe0NHT5kNx0x+7Nn0T3N+5lUtyYLyjrfLjfo/0c1+tEz/ClNljj451wdz6o46Yo6u+fowvB8hZo2HH2I9DuMLO2tVm1I/yGen12msZYC931fxrM/l9NGt8pTZ/b9mzFQZ++nn23st7cSXvR3R+OkeP5DrSvXv+I06usNZ3/hV24R4Ydt0BP/JjkJdlCJm9lPhQ8oUsX8aV+aKe5ePHgC/4xPCjTztf4tNu13jXpu/C+2q/j/Dji2zaWEfuMX3WlHXDOj9s/XDTHz70Y21YKyOZH31wpU/WXE98Z3w+onvmq+XNQDPwvQz0eT7n/+4c3T3/8wppjWbgvRnYdQf8yI9BPvIghJfpUeNFPV/q0XVO70t7tU07X+j9oEQ3Pw6q7Y75rk3fgfU7fJ7xw97xQWZjf7Nu3GN1kFtTfuCxxoeatvrEj3VkPVor1glxZzLs8ZlNPHU9dXJ8ln/q9rgZaAauzUCf5/P9uTtHd8//vEJaoxl4bwZ23QE/8mMw/41Kbjsv4b7E+1KfL+NVlrb+mxleyNWDdMbZ/CjItV3jXZu+C++r/Z7xQw34gQY299iPOPbSD6+sE3SdZz1o50ebvq1HasXasf78MLSOwKyfEV/6AutZO8v/zL7lzUAzcB0G+jyf78XdObp7/ucV0hrNwHszsOsO+JEfg5CRhPjiTl9fxtHLl+/RnNLxBZ+XcPT9UGCdv1PIl3vmfkDsLrnMcXesr/r3Q0uevupvxf6MH/Ypddxjepp7zBg9ftQQcj/KqKesL3T9wGNdmTWm7CPAL35Zw4+yrB/GyFyTR9bOWuZ2pGtcc2R+tWbeYIR79mCFg6vl0Xiagc8ysHqePcf03D+15Vnafda9W151Vlc5gpPkibn3fuVrx9znBxjYj2e11fzdFznYXQefyS/rtO/8zzDYNndkYPUOeJSbH/UxyGXu5TbqfSClXn0ApCxJzcsbP/pHn58v/aw/83I/2rDEd6T3bNkjDw515azy/Wxs6e+IH/CIxb2kZ59tuec+PM0HXcfqWV98uOnLB5o6rNvkhDU/9sDE3B86+Mj6Erd+Zn3Gmum4bn6jl0d1ag+25KvKnz2XGzASW/6fHaf9NQNXZOAz53l0V3i3jGSzvB8569xX+vbem/l99voqR97Rxsfu1fdJxSCWr/Sr+ROj7/yvMN22zcA1GXjkDngkg9/eXB+xGujuAjgIdZul7+CUB9jqQ/MR3R2b9h381Dz8gKnrr5iv5s+LHrqr+mD3I/eRj8ev5uzLi36oL7B3awbuwMDq+eRM+KFR/2GNZwhfq2fnkbPuP7TC5jvaCkfed/kcA7cfsK/ALYa6P1+NvZI/MYy/qo/NI3Xw1Ty0t16d950vE903A2MGHjnTYw/j1f4YHPNyidWVTUeHH5cojbEPID9UfHB78aLDwyIvf3X1h5zmP/m196GqHn36zY+HXBeDfrBjzbjKfdlAbqwPIIM/0PnuBu/k+R1tNX85Faecy7Fyepovmsi1YT33s9aHPtVjTqO3Nplbc/hK7nx5yXjIxfThrP9oBt6YgUfOs+fNux5aWHPdc+S5yrPsHYzN6Kxr4/mkp+HDX94FytHxfGc8/eVajrHTH77IAZtRw+6sZTz90PuMwV6e5IJ5YmfduXeQGLHXDjyOkwf9a4uN/rRhTZ9neaNLW8kfPeKii3+aeFhDplx8xEeWNtiJj3W5NF99qsfcWMmFeeOLdTG5T86xRS6mD2f9RzPQDPyOAc7ijvY0r7sA7kj6p/hc4dSLlgvaC52ei9m5l3S9fL3MveTR52fz0mfuQ0FZ1TVWyr3k6dOvtiOMyNKO/GZthZ+Z7VfX5RIM/ODq1W01f/cxH7LuJ2vunTlYU9YNeRGLdfQda6cv58jdQ2PjQ7/40A89rc6NmRg+FPuPZuBNGVg9z5wJz5LnjPuIdc9bnhvG+Pas5R2rH/W915hXWT2jzrV1jp22xlRm713BVqYu8ZHN2ipH3kkjffkglnwxpimzxx4d/IkZvDTn6KqvH+N/KP7i173CjvEjeetnlI+y7M1L/pGJiTWxo0cTC3nYiMW6e8ZYO305R9f8jJ1+8aEfelqds4afxPCh2H80A83Arwys3gG/GiwO+mNwkajvUFvZdB9CXMR17KVcL18vW2y4zGk8xIg3ezig62VfdevcuDw8aMSoccSrrhh9uDj/cDD5Y4WfielbLK/mjx4/X1RInjl7AP/WjXXh3P1zr9xn6yD9JKH4zv1WP+vAFwExoZMYjSWm9N/jZuAdGaD+Vxpn1vPhOcszhh/PLv7ybGnnuRqddXHgI315V3tmc65fcXi+vcfVRa6u2I1j3CMOVnS0xz/6aWNs8NDoxcFcrlhPzGDUHz70Y77yOJKZn/HAw5rrie8D1MEfq7ro8QOPjTl4yUu8R3WArOaJL/3o1zV5xEZeWHPdmhCTXDs3lpjSf4+bgWbg3wxw/na0p3ndBXBH0j/F5wqnPqC4aH140dOUma9yLl0fROp6UdeHt7Zg8ZKuunWOrg8DL3jn6jqvGNXHBxiP2go/R/Y/XbaSv/ss3+Tsmg9pZPiCe5rz1EXOz/pImXXxYTywJ54xtafujI8dvkcYq29jdN8MvBsDnIGz5llCD33OEGeJs+vdmedKPc+WzwD80PKsa++Zo09M+E3fOVdXvzUOuvhC7jPAOODQPv1/ACx/JJ4i+pji23uMBeOCh2YcdZArM3/WwKmtPoktj+ZAT0seZzLs8ZlNPHU9dXJ8lj+6YE+suWYc8cqD89TFBz9zTFnuHevVHgzi0B6ejY/NDGP1jW63ZqAZ+DcDnJsd7WledwHckfRP8XnGqQ8vLmIaF602XsQ+6JAjq7pe1HmZV10fWPikVd2cG9cL/chW3cSI/9n6R/D4w1xj6VbDlfzhFj33A4Jco35qDTl3T+r+JcH6ybXq33pTN2Maw5enEUZrrsboeTPwbgysnOc8I+jz8w73rHqu4MezRe+9apyzs46e51db49d5PgOIe2SrLvGzeUccnXmxp12O8SEfrIvTPHhG+kGS3KDrnBzlRju51bdYR/dZzS+5SKyO9XWUt7pn+aOnP/cq1xKvuZkrdjRzHeHR94di/OE6vvSbazVGcq0b9Udx1em+Gbg7Ayt3wGc46o/Bz7D2IpuzTfdCpa+XrRc6Mi5ZH4qsM/eBhVw/rCHXF3PHYDnTxVZf6Yd4Nvz4sEBHv+iIE10e2MiP2hk/R7bvIFvJHx1+7KNt9kLEvrh/9OxH7hH2rjPGb+6t/llD5ksX666BgzjI8cW4ytBJjPrtvhl4ZwY4E2ct70TOSJ4/5vjIl+l6tpB75mZnHXvtiIe+94CyOvdMg19b75zURZ4YPOus+4zSbsTFGUdyoK2x6Wl5r+CLHzwgT9zJDXbmx7oy1lL2MYn8yEM74toYP5q3tmf5o2deyWPmLX568OUcDuSMdRo96/p2/LHwyx9yl3m6ljwYs8rkI+3Tf4+bgWbg3wys3AGf4er86bPodRfAxfBvqXbGqQ8aks8LnbmXrZercnx6ITPGBxcxY34+NPXtQwQZPquuD/C0NTZrxLKJwTX1xEjsjKvdrMf/ndtR/nKNjj/2yv1yn33w6yvn7DVNe3r2jKZ/9/Jj8Zc/8EGcbOrjwz02Zs6xU7f6SH89bgbejQHPwyivPJeeQfuU4YOfZzfPVt7dnLG0Q+bdgH21864WY8rBm769z83DZ0jVA0Oed3yD6agZf6QDBu3R8ydP2GQe5kBPQ9+xevikkQNy1uVJHdZtIx6SZ3TReTRv/Wcs1+y9N9HxRxzxyk3iwTbn5qs9PXnS9E9fGz6Ik019fMg1Y1rOk4vqI/31uBloBv59T+3g4bdb7IvePeRfdNPmwUBzGmQMhnfn513z58XLF5fBtvdSM/CWDLzreX7mZl2BIz+enpnXqq8r5L+K9RG9vvMfYat178zArjugPwYvXFW7Nv3CKT8E7e78vGP+vGj5T6IfKoZWbgZ+OAPveJ6fvSVX4IgPF/8N4rPzO/N3hfzPMD4q7zv/UcZa/84M7LoD+mPwwlW1a9MvnPJD0O7Oz7vlzwtW/xvBh45AK78RA+92nndszXdylP8TUHB8xz+0+s78d+xn3/k7WG2f78zArjvgqR+DgOxfc9A10DXQNdA10DXQNdA10DXQNdA10DXw3BrY8bH71I/BHQDv7JMD1G3OwN35uXv+88poSTPw8xjo83y+Z3fn6O75n1dIazQD783ArjvgaV8buwC+97YeZ9ecNj9HDHR9HLHTsmbgZzHQ5/l8v+7O0d3zP6+Q1mgG3puBXXdAfwxeuG52bfqFU34I2t35uXv+DxVLKzcDF2egz/P5Bt2do7vnf14hrdEMvDcDu+6A/hi8cN3s2vQLp/wQtLvzc/f8HyqWVm4GLs5An+fzDbo7R3fP/7xCWqMZeG8Gdt0B/TF44brZtekXTvkhaHfn5+75Z7H4Fxzzn32/a6Me+I3+Uui7cmLe/sXbVz4zV8Ymj9/d352ju+f/3fXX8ZuB72Zg1x3wso9BXtJIYvTjQW3zL3RVzxeb+p91Zk5Lv8zrf+45/eWLYtoZK3HgK2NW2UfwzX+A646NPV/5e5yuzA/1VWuRvcy6q3ub9UZuZzW3kr8fSeiO8CSGPCueu5Qzxge+RvvDGjJ//jUR2rCeZ3DkeySHB33OcGWsmY7xwCO3iY3xUROHtlVXuVjpaXVfZ/jUG8nldsQPMcSEj7M8Erd+E/MoftogH+0/cWf4sE+uiSfOrDs5y3iO1XNuL2/YWgfK7F2n5wdfxlfnu/uj3L8b27PiUzez+jqSGf8OHJnrqL97/iNOeq0ZuBMDu+6Ap31trADkIVxfIphj68OaTfXhXh8aPMBTj4d5PtDxU/2n3ILBDzGy8RKTa8TBny9Zqfuq8Qqnr8LyyjijfRzFvyo/4OJXa4/atMaQrdTqKG/XzvInlhgYo5/nRz/0+YKvbq197Cvm9KGfUe7gmMXGDr/YjT4mWJc35BVXYkB2Fsd7hR7fNnwrc81eXfSP4qOPn8TMmpzqr/b4xIZfxUA+7iOyoz3Azxk+Y4Op6uK7rqlvD8aK4Wj/tKPH98g+c0x9x+QvP67ZZ02Ao/KnHj05yyUxax6p++ox+b1z8wyN9udIlpy8O0eZ62h89/yTE2uG83/X5p04OlN35WSWt8+oo/eDme2V1nfdAU97+qwAnD18fdD7wgfxHvRc8yHuxoxe3lIHH2mvXV3jBSVfCnxhUf+7+hVOvwvbrrjsw6xOaswr80MdZi2CPeuO2qzyRy+ps/zrS/0Rr/Ce+hW/+1L3YDQnDtjMd5TryA69+mDHV/JU59UPPjKPlGPLz8Y4z/1KjuQ1869fevQSN3nJR+rV8ehOSy71PfJF7jVu9Z/z6oN55T/1GctR8qbOaP+UZS9OeaQf+UsbxuiRXzZ8pW2dp64+0LHVmnD9O/qa23dg2BWT2uI8jOr7SFbxfCdHYCf+CIPrIxn5pdy6JzfqTxl6Z23kf2TjWclYIz3OzlF8ZfR5bvSV9uh4v7LX2h7dKdaE/uzFP4uLXsYaYdMXPXHkIjk/szvLIXGqS7y657M46o3kcjvjz3zwQX5fabN9qD7Nkd746hzlgo7y9MEaLdfcV/1mj95IDn59pL5jsIoXPRr8Gl+9n9CL/9lYf/9k/YL3FYBsIhtQm0VSNxldixxZ3TgLoK7r/+wwqYefPIwcPuJZXCnT5hX9CqevwPGqGPDMgZ3VScVxZX6oKWu34mZesZO79ealNbLLteojZaMxMUbnD11qPuOi60NIu9XzhD90+XE29TPClGsZ03V8sG4Do/7kK+X1DtGOvvKFL9bMu8rT1nHquzbq03e9X0b6rpFb5pP5qiMn3lHyobzOXT/r8XfEH7jAgw4YakO+GhtO1F3hnVhymnHxk5h9lqCDf3ynPMf6WY2v/q7+Kjh25OddyJ5kfRPrSFaxfBdH3mXizfqvY+ta7Obn3D7Pdtat8lG/kj/8osePGLMGLuWci4qbtdm7Vfo0Xs2T+ei8aQtvYKxxkbNubOTi1DZ7ZGdxrDl690vOZ74zLrlol7Edo5uYWde/OrUnLjb8xKcO+chnYlaePX5mOaTebHy0D2mDnpjErtz5KBd17I1XMVf+1KeXS3TqXic/+BzVU/oiB2sLfxVH6l5xDOYd7WleVwCyibMDhb2FZqIWGH2VqeMhHBWAG27xOdfWHltl9IkFzCu56euZ/XfFfWYOj/hyj4/qJP1dmR9yMZ/EbD2B3ZpD7piLDRl6Z+3R/PFZHzrG4AykjLFnijwYe2mu4PMc1TyNN+ozpvKKyztBefacc3nMdcb4Ht09uR/VZjQnH3kYyXMN3tAf1UHq5bjmO+KEPI7q45F4GRu/R7npl9gjLkdY038dw80jfI72vnJh3Y3qAPyj/PAB9u9ucPGODW7lfVTfM9mIi+/iKOuJfDwLYBQ/41H9zc5qrbs6/2r+Z2crcyIH4meb4U4dx+gST5+VI/Vqjx41kQ1fyW+dpy7jrK8qw5afjRxzv4iTsdSrfIz2VV178k9f5CUf6oz6eibQSS5Hc/2Qe42r7JF+tA/VPnHO+Eidap9z9LLe6r6kbo7Ry/1Ehq/c0zpPe8a5R8zh7ye1XXifxsIKQDYxCyA3YFbQbNyZbw8EerVQjMF6LQJk9dCPDgV+WX91O8v71Xh2xsu6OKqTxHBlfqi1Ub2Jn3y5tEbNi3Yky7VH85/Fw2c9Z7kH2GX9IzvyJUb0wLjyQMRmdPZqbM7rKG/W/GUtJZbRfugPW/CeNfTywbOiP4o7s6v5jjghv4oVPfNf5TsxYHO0p8kpsXOunxFWZaNezKt8ulfpq3Lh2akckJv81DzZn0f2KOM/cwy+d2vsQ3Kb9X0km/FwBY7OMCC3/qxx1mqdpx75cq6SqxEHZ7HTZhQz5TlmX8TMumcNH+Sw0jiL/PBTz9jMfnRn4CNjgkV/4KmY6l2YsdDNhp/ch1F89FkHRzZsE1fKGMsZPft4pJu21W/mq56ckCs5yYfyOnd9tZ/xkPbkZBz0R7Vac0n7HFMj7iM5He1h2sFD6uondcCFDhiJkTUAt/yyPRI/7b5rnPk8E8PvT8oXPK8AhPR6wAjpho4Oz0qRChv/4MBfbaxZyCmrh3YUb7XA0+8zxiucPiPOd/tw/8m3/o6wXZkf6mp0WZqPOY9qFR3OSb20tLV/JP8jLPqjzpN/z2Ot/9EZ0Yc92IlJHqNzp172I7/YiwNd/K76S9+j/cCX9xFjcs9Yae8YHXRXmthX/Oqvcj3KV7/arPTWm/vLXZnt6IFYbfVBn220fynPMT7Jg32pflIvx+5RrmGfuYg1dc7Go9o4s9khX+VhR+xdPn0mZ80wdt/qurIZHuTf1TIX6mzUrGtl6nE2wG6tWqfK0UfmfaR97R/JH92zu0pcVVdcnjn266yZE760P7MZ3RmjO3CWN3zNYuG78ll9j+KDebRebUe5wRNYV/jSvvodxgI/VwAAIABJREFUxSYPa0e77B+Jl3aORzGVZQ/Wo/xqLmlbx56nukdVL+eVB+szdeBixAd1MoqFD3D/lDY7C1/F/7SbdQXg7LJj42b2R0U62nD8jC5ACmGkTxHkZcIYH7mGzsjnV8k/s59xcmb30+WzOql5XZkfam1Ub5nDEf7RpZW2jI/sUxc+OUerjdrP+DUXfKV85DcvV3CC4ayNzjp2yWOdn/lUPrKreY10tLcnl5W7AF9yznh1r+BNu4yZ9xG+cq7eV3r2cyUvYpDPaP9H+zfDlPXBOPd4ZgO+yiMxE0udz3zleq2DlL1yXHN7ZexXxRrVt7GPZOpcgSPqLetXbPTU0uwccWbF7zjP8excpX/tc202RneGpdqA+8g3ssRa7Z17163oYjO6M2odjM49tmDyl3dAYqn3Ss1zxrn7g9xGrBU+0atx9THqa74jTsgvseAHPfNf5XsUX1+zmk4b+SPuKGbNJW1HY/RHezfSZa3yMKoNMFb+kyuwM7e516N81LlSD/4d7WleVwCODh6bWzcnEx0dDOXY5qa74cqzR7duNoXEem3pF58jnWqzY77C6Y643+1zVCcjTFfmZ3QhZQ7kmLWbMmquXvwpd7ySf/VFzR890NCvDwUvXM8P8iMf4FIXrNqf5TSKjZ/Mk/FRbLmpPTb1HIMnfSM/w7gSHx91b/GdsSo+56OHKb7ERV/z0PazPRzXPT/yNcMw2r+Rn1o/7nHlrNpaR3UdXq23EX9Vv87hE+zf3Vbq47sxfjX+0f4cyYx7BY6sV2tObNTnWR1Ra95fWbf4GN0b+rZ/JH90jaX9UX+kz9k8y41Y6JEje7nSRndGPY/4XfWXMcEyulPwRa7+Znmxrg79Cgaxoz/zmxgZ4zd1R/nqt9oeza1Tc/AZMrIh/ll+WQOM8VtbzaXKc64//BxhSxt4SF1zTB38pk7KRmN91PM80r3C2oj3Z+D6425+0usZQIoEndFvFtKC06ZebGx4PbBuqBs8syWmxTiKn3hH8lesgf2OjX3l0J+1q/KTtZN5WIv01F429JRXWerl+Cz/en7QB5stcRh/FjvP2eyizbzTj3nZGz/7ijVlnHtt86GZOitjfHg/qG/eyHKvyDH1EwPrIxzJUdrqizV+I/7qfVV1xJn7Zw5f7YlV4+GTWMmJcdCt60f7p505wEHaZ90kb9rRE1P+qk5yN8oj/YzG+LtCuwqOnVyw16OzQ8wjmZiuwlHFQQ1mTYu39qnDOLmo82rLvMYd6biGbn1nUjbq4b/ej+pxvmcydbC3EXvlLJJ/2mGPXT4/6twYZ/2Z3eqeEQc8Z1wSz/1kvLpXo7rHNvmu87PcH5WP9qH6AENyAO6coz/KpfphTjw4cryaH2dEO/1WHHWu3qyH59X4Mx+vXAfrjvY0r7sA7kj6p/hsTo936u783D3/4+r4o5SHSL5k/FGjV+7GADVRXy6+i4M+z+fMX4Gj0T3CC2i2UU3lCzC6zP045KV6JbcVHXGgW1/WldU+sVQZPs7uTWLlx4v5jHhI/8St3Plyrt4jeWhDDwb5zXXGo7hVxzn40D9qo5og9sp+jfzDt9zRz/I4wvSIbIUPcFoH7lHuOfFGuVQcxKr54LfWULVjjp28KE/uV/LQzp46AfdPaSs19Zlc+mPwM6y9yGbXpr8I/vYwd+fn7vl/psBGD5PP+Gmbn8/AZ14cdmbd5/mc3e/iiLj+fCEGrR89yuxZp3HfuJZ2ZsqLrPL6Yq1O9uietYqJOrdhLw5egI09ezlHXmX6ok8f+mVdv/Zp4xh95fTZMofEnzorY/wmr+5HYtWPe4F+xk97de3Bljmoqy9lzGtDVzl91RHr7g+V2T6Ym7Vc8ea+VFnNhdyTU/LVr3HkYrQ32CunrzqZQ+X5bA7WEd4zu++Sk/+O9jSvuwDuSPqn+GxOj3fq7vzcPf/j6phLeXD4IJprteSdGWD/j15yvyP3Ps/nrN+do7vnf14hv9fgJb9+OPxeo2d3Z+CnnaldePtj8MInYdemXzjlh6DdnZ+75/9QsbRyM3BxBvo8n2/Q3Tm6e/7nFfJHDf6hz0/6Nz9/zKBXdjHAv3XNf8O5K84z/e66A576MQjI/jUHXQNdA10DXQNdA10DXQNdA10DXQNdA8+tgWd+XOrrqR+DOu3+OQxwgLrNGbg7P3fPf14ZLWkGfh4DfZ7P9+zuHN09//MKaY1m4L0Z2HUHPO1rYxfA997W4+ya0+bniIGujyN2WtYM/CwG+jyf79fdObp7/ucV0hrNwHszsOsO6I/BC9fNrk2/cMoPQbs7P3fPf7VY/C+d9f9vZJWx3/T8r7T9ttKjXQz0eT5n9u4c3T3/8wppjWbgvRnYdQf0x+CF62bXpl845Yeg3Z2f1fz9Tzof/Rc063/eGd/+1xaPZGyYHwzYzP7Lbf5nstHh54dZ2h79J7TRG8nNDZ9H/0dwZMY8KjLiJE/glocjO3GkLfpgNmf7qoMeMj5aa9OvtvQ0P3Bdn+Wu3kjunox4TRxn8tRlnJhXuEuOco/ER46VM/Ix97RJLFlb6DKnoa8t/aypV+Vyiu0sdrVZmR9hWbG/g87dObp7/neo8c6xGThiYNcdMH8SHqEZyHYBHIS6zVJzerzVd+dnJf98aa4v1Mlu/Vhg7svzmSxx8GJf9Y3DOrr6dZ350Uu1HwWjjxL8+RGFfJYjsY9igIU4id2PlLMPGvMCS8ZnLDZzxWddI//MQ93sxZK2jLGbNeIj55d5oQ8X7gOyoxyJ/UhLX8Q2zsgHsZMzdcDnOmP8mDvriWmUn37kIDEhy/zVzd49wXdtxBYbfiu3VX91Poq1ansXvbtzdPf871LnnWczMGNg1x3wxyfdDMHJ+i6AJ2HfWtycHm/v3fl5JH90fYEdseqLtjJectU/kvFSnS/ajFmbtfpiz4v00ceCftDLDwDW6wt9nWtLj/0ZrpGctcwvfdZx5bjyBp/Vl7iwrfoj/8kVfJzZ4AM94mSr8eo8dSvvKatja8b10b4pox9xznr1kznAQeZztkfo5t6M9iExOUYPu2z4yj2s89R9dFxjPWp/B/27c3T3/O9Q451jM3DEwK474PdPuiMEJ7JdAE/CvrW4OT3e3rvz80j+6NYX7Bm7fGDMPgCqzBdmfa9g4mWaX/U1w8M6L90VEz5Yt4FBHXDwU04/+/DAfob77EPD2PqQh1x3XD9iWGcNHohPf9SS65GvmW1+SKGTPGkjl+QLFnlEnmP1V/tRLG3Nm3hHe4O++OqYubzod9TDl3nM9rrajfziJ7GaA7b4X8mlxnG+ikv9O/Z35+ju+d+x5jvnZiAZ2HUH9Mdgsnyx8a5Nv1ian4Zzd34eyR9dXm5XGh9OvPSO2kjmB8QqHl+g0T/7ABIDcX2Zd40567bRy7sy9PIl3nV6ZHxsjBo2M1nVP+MYvJmvHMtHyqpv59gQR1vXj/rK04hLcpzxU3k/ilVlR7ybr/kf8ZwYKtajfU888Ha2R6k/8ltji91c0v7RMdi6HTNwd47unv9xdbS0GXh/BnbdAU97+uwC+P5bO8+wOZ1zg+Tu/DySP7qrH4O88M50RzJfmokx+6CoO4ke+qsv0aMPmPqRI44ayxf2GQdgmX1cISPnlTbzjy3Y0g/58KOJb5UL4szwjnBWnkZcgm20d358JvZRjNlafsTNdFxHd1R34E1sjLN2RvnoM3v0jvYodRmP6qny9Oje1Rg5B1u3YwbuztHd8z+ujpY2A+/PwK474GlPn10A339r5xk2p3NukNydn0fyR3f0ol0Z5uV29gI/kuVHji/PvHQfNfT4yODFehar2o9e+LHPWPhd9Zf+wTL7uHrWxyD+EyvY2ZP6S53E6NicsTvT1QZOUnfEk361Wen9EDKH/GDDnjk6qw396gPb0d5U/kZ2GRcc2OALvCvNek5d7DOWHKTOZ8eruD7r/x3s7s7R3fN/hxruHJqBrzCw6w5YeyouIN8FcCH026o0p8dbe3d+HskfXV5uzxofDaOXb+xGMnRTnxflnI/i5QcbuPLleqRv7LRjrcaq85mvun5kh4yPiJV2xDHYZx9GflDM5MYGix91jFf3v34M4g/bjFfnxvxsD04wPtLQrzVa93zk71Ed9M9qlDijj0Hyynqo8xG+1bXV/Vz19456d+fo7vm/Y013Ts3AIwzsugNe9jHIA5gkRr98AfAlRz1ffnxhcv2vf/3r0BdybXyYszZ6+Otr9DIxkyUOXgqY15cec3hkg0e6YHi3Bmdym/ueea6+YF2Zn9kLZ56DzJlx1ha5zfjR7pH8V/zhl/2ZxR3Jaq2jU8+DeOnBQZ42z+iRDbrURD2n8qWv1RzVtwcDuEcNXDNZ1Z/FP/KPD/NIXqpvcNQ7DFzEPGvw5p2oLr7k/JEctT/qyTexkleNX+3RqTwzT07Eq62143zWkz+6NnzCW2JUlv3MP7biGnGbPh4Zr+zlI/5eqSun5FDPaeJgT7MW2ANs8lf3Oe1/MkeZx2fHd8//s7y1XTPwLgzsugPO3yQWGVwBOHrp8IUmHwA+WPKhAQwezqk3elhjiw59vlyAL/3lCwIPpNQ9k+nH+IkpH26L1E3VVjidGl9QAE9wRmNMfuxTbaznflS586vyAy5+9WWTnMy31hw5VX3znPUr+VujYrJ28Vkxgm32InckIy/9z/YNv+pknq7Zj3JFXzl9tswvc0udlTF+3Rv1M6/kpdZuYsBPxQH+umYMeuKO4iPDDpk/MYrBdea16XemY36ZW/Xx6LziMrZ+iGWNpG7FoF325mg96EfftTc/fKQusdKvnKZ9YkM3dZJXMaXtZ8fE+amt8ptzc7KW8yzkGL2zs/KTOZKHr/R3z/8r3LVtM/AODOy6A5729FkByINz9JDw4Z4PXB8cuYZeNl/Ccs1x2rFGXPRp9InDhzv9kSz1Mk59ITjCpd1Kv8Lpip+r6Mi/eHgpqy8D7MusTrSzvzI/1Gqt16xJ8q7yWkfmOeuvnP8M81XX4b7ux1WxNq73ZOCnnmfutbzbRs8/5JyvvPPTxh094+BMrp937e+e/7vua+fVDKwysOsOuMTHIA8FEqwvw3wY+IKGrD486kNnpAPB9cWbeX4MouND6kimHrpHreI60j2S7dr0o5ivlLEH8G1jDHfsY90fdbK/Mj/UrbWbmB1X7OTOGj84WGnVx4pN68wZoObqHTTXbkkz8FwG3uU8+zxPdrwLfc6mzDF3oHqu1f5dOKp5rc7vnv8qT63XDLwrA7vugEt8DLJpJFgfBH5U0VcZNsqx9Vc/GHn4IMuPCx469YPOh9SRjJg+6EZ4LT5xOf9sT4x3bnUP3ON3/hgkt1GtWrd+FK58lLx7fXxH7VODnN9uzcCrGXiX81yf19xpnimfsyNuOXvoHrV34egoxyPZ3fM/4qZlzcAdGNh1Bzzta2MF4NFLPvZ+DOSGsjbzXT+60PWlOn34AecLdp2jSwz8HcnSp7i0S1nFlbJHxrO8H/FxVV0e+u4HGPNj/ahOMp8r80N98Js18q0fw+pag85n/ZXzn2Hu9WagGRgz8C7nmbuNO4xGn/fg0cfgSv4rOmN232P17vm/xy52Fs3A5xnYdQdc4mPQl9/RPxVkbfbS/MhHV/3AwC+k+ssYR7K6haOX+kdwVX8537XpGeO7xvmC4P67F9kf4bsyP2cfg+ZMP2rUFXV01K6c/xHuljUDzcAfGXiH88yzM+8tnrt5nzvO+x8msKtrf2To3//QdrR+l7V3qJG77FXn2QzsYGDXHXCJj0EeArMEeUjkh1qS+8hH19HDhvj5AMsYVVYfWCMMo7X0uTqecbJqf1W92X6Kt364u177K/NDndRaeQQ/H4NnbSV/uF7xdRar5c1AM7CXgZXzvBfB17zz3Du787iPeBbXht1over9dI5qPo/O755/8kW9wMfZ+0Ta3GkML/Czcq7uxAu5+o7+E8/TLszf/jHIi+pRwVLIs8Puhq4UMj7Qr4312WEZySpWHmL1ZfsRXBVPzndtesZ49Riu8t+G8eFX2x0+Bslx9uJEPY54qTyt1AdcW585rr563gw0A9/LwMp5/l6E8+iju2V0h42eqXhdzX1Vb4708xKwE3+E4UhGROT1vocf/dlXnYp2FLvqJBb9jt590m72PNKefvSe5Pubeu45ebgGnllDbyT3HWoWF38Za4QtYxKnciBGn4+p7zj3KHFS7+ZHz7y2zEFddKrtDLt6I7m8J6aMjw32/GY6qZ9jsdJXzlJP/kZ6xNeP+5S2jNMeXea05Jz1WVOvyuUN21ls1+n5kafxq7+rzY84+QrWOdMPej0DSEGiM/rNQtViycI8kuEvi5GYactYHBROtiMZehROxq4HDbm+6av/jHU2xv6dWvLiGL5qY+3oglb/qvxkrWce5kxfLx4v95HMfGu/kj/1lxg4F7Vmq9+eNwPNwOsZWDnPr0d1HrE+a8mD3+jZx92Dfjbm9T5MeY6/iyPuUPMBa96pRzKwy0fNsfLAc2/0PHwkf95fxKkdnNc1ZfTIwFjxgeXITh/uf7VnfpQPvBF39Dxi3djI8/3NuPbIzuJUrvGfe6iv2teclIPJmPge5ZC6mQ/rcq5O7fM9tGInrriQneVxJs/Y6OpbDCl3DAZx0ZOfDbvkA5m66tgbo2LMHNXNHoz4zbjKs17wO4uNPvtgvsSsOPR5pX6U8zPw/baDX/S2C+AXYf1o8+b0ePvuzs9K/lx29YLjcvQCPGa4pc1AM/AqBlbO86uwXDXOd3Hkhwm81PvzSCaP3Lf1zk079HiJrWva25/lX+152a73v77skY/w8XK82tAFm/ErRzM/6OWHA3r1Q6DOqy98kOeoYcsvG/nWtZQ7xq/5uGZPrsb0g0bZqEc/939lr/GDHjiyJc+s13nqMs64VVbnGY/cZ76TF8a5h8RLzHB9VIPoEif5PNIX84h3fKVtnWtrj4+KdaU2tP+OHq52tKd53QVwR9I/xWdzerxTd+dnJX8u6rwcZXT1YaR+981AM7CXgZXzvBfB9b1fgaMjDDPZ6GMr2ealdHRPpw7jmf+q57y+mLtuz4svz4iKzxdt4uXLsnajHvz86sfBSNc1fOeHBOv4yJhgUQc8FdPRy3vlC7/iRKZf8WSP3kxHH+gT/wgDOvJJf7YniQF8My7Uky8wVLzYsh+rDWxygi3zs0Z88rKJx7m5Ox/1Gbfu2UiftZFf/ORekLv+yItxynNsHPWdX63fha8/Bq+204Fn16ZHiB89vDs/K/lzGXI511YvzSrveTPQDLyWgZXz/FpE14v2nRz5sg2G+oJ9JINF7lt+s4b96MW06j+aPy/AFas+WTdmxaeNL9xH2NMf+Eb8qFN7Pjj8+FDGvH4AzfLm2SZW7e3xUZ995IF/P17wKwfa2esXH6OcWDuy1489sdFf4VKbysWIL/CNciDHR2JlzBWc1ga6uV8Vj3r6n/X44efezPRcH/mtsdlDfLqX2tLDzSgWPjKftLnCmHx2tKd53QVwR9I/xWdzerxTd+dnJX8eJujVhwVzLr1uzUAzcA0GVs7zNZB+H4orcMS9yb06ajMZL55HL+b4G72w1hiP5M+L7tEdn7IzfMRdwcdzZVWX3EYfN/UDaPTSjy1x/GUucgaWynn1jc5sL/VDP/JFTOOn7tEY/YrpSL/iHfEFDvBlYy42+tFHT+rnGHzafmbPja3tCHPGc4zeI1hHdVG5AAM+xWIseDXHuv9nZ0Ef39WDe0d7mtddAHck/VN8NqfHO3V3fr6SPxf26AF6zHhLm4FmYBcDXznPuzBdze8VOJq9YMLVTHb0gnn20ZZ78Ej+xOQFe9R8kcZf/uqLsbZHvtTBJ3o8V2Z+1LUffShgn7jxu+pPv/QjzvGTvkfx04dj9jUxgBFctNV8zQu+E4MxRn3FO+JCvyP72Zp16t77MZn7zBj5Sqs4waRvev3PfIEHm0diwkXFh33GMs9Z3NE6PvhdtdWcn4VzbacXou0CuBD6bVWa0+OtvTs/X8m/PwaPa6ulzcCrGfjKeX411u+KdxWOjnCMZEcvmNzF+QJ7xO3I90yfF3RehlfaET7skZ/5yo8lcK7kNPoYwy5fxut8JR90RnY1T+LzEXLWyF1MfmAkH+Sb8+oPLH4AMl7dx/qRhd8aq85r7Efm+PIjFzvi53zmCw5nelkXM/vUYSzXM33WRx+DdT/r/Mifslojrl+lX62dR/H2x+CjjL1Qf9emvzCFraHuzs9X8ufC46HUrRloBq7BwFfO8zUy2I/iChyNPjLMfCY7esHk5ffoQ0Lf9Kv586K88pGj7yN8+EJ+1MCVOfiifvaM4WU9PwSIgZ/MkzH+Hm0jDsQlVmKv+IZLbcABJnPT5wzfqCbwlznObMHnR6Q6+ezG9yP7rI9ZTzz32n3IvEd25F/3EL0zXvRV98C44lCv9jP/8CrmEX/VT53DZ+W86nznfKVuPoOvPwY/w9qLbHZt+ovgbw9zd36+kj+XpBfm9o3qAM1AM3DKwFfO86nzN1H4Lo6I66++pLpOX2XQzl2rTn1x54W2rh1tFX5WGjhGL7QzjOgndsYzzBk/c0t7be3TxnHGQC+bL/qsj/JI3aMx9vU5hz9x+UGHD8bq+0GiHniyJT50qhzdjKPfjKPvxGCMGr/qUDPYw/8zW42b3BPLWjX+CIP7qu4MX/pI3ayp5C39uFdymHucOVTe0sdsjM8rt134npb1LoBX3pTd2JrTY4bvzs9n8+eCzwf3McstbQaagVcw8Nnz/ApsV4lxd47unv+jdcjHQD/rHmXtvvrUy2c+IF/J2K47oD8GX7mLD8batekPwris+t35+Uz+/hPNy25qA2sGbsrAZ87z3ai6O0d3z/8z9c6/dbr6C/5n8mqb5zLAPyR/9r9pfS7Cf3vbdQf0x+CO3XqSz12b/iR43+7m7vw8mj//84mfcNl9e2E1gGbgGxh49Dx/A8RvD3l3ju6e/2cLkH87OPqfcn7WX9u9FwPURv5PVa+c3a474Kkfg4DsX3PQNdA10DXQNdA10DXQNdA10DXQNdA18Nwa2PGx+tSPwR0A7+yTA9RtzsDd+bl7/vPKaEkz8PMY6PN8vmd35+ju+Z9XSGs0A+/NwK474GlfG7sAvve2HmfXnDY/Rwx0fRyx07Jm4Gcx0Of5fL/uztHd8z+vkNZoBt6bgV13QH8MXrhudm36hVN+CNrd+bl7/g8VSys3AxdnoM/z+QbdnaO7539eIa3RDLw3A7vugP4YvHDd7Nr0C6f8ELS783P3/B8qllZuBi7OQJ/n8w26O0d3z/+8QlqjGXhvBnbdAf0xeOG62bXpF075IWh35+fu+Wex+Bf89n8tNVn5bexf5Jt/ifBv0nuP/OtWvvs8fXf8n1AFd+fo7vn/hBptjM3ATgZ23QEv+xj0ZYRE6i//k7/8fTAp9+WF/yx+rv/1r3/93Txl2uRDvv7Fo9Ufc9sIqxjTjv8ULfP6d9iYg/4+25PT3VpyX3mtXFyZH/KoNQf+zK/mk7VFbtZc1XO+kv/RGdAPvR9T+PSX/6nllM9woa8tvfsHD66T/6yhN5JnDp7t6iNjzXS0IU7mAO7MVb3sM//Rvoox/aa9cnmgp9U9n2FXbySX9xF3xMAGe34zncSa48Q7yy31iVW5zP2f+UgdYsqxd6k4MlaO1cs1xvKGvTVSdVyn5wdG41fdnXMwvnujNrKG674f7RPc3IGjoxq4e/5H3LSsGbgDA7vugKc9fVYA8qCtLwq+yPhAZjN9gOdDg3Ue0qnHvMbFFh36jIVe+uOlSF+s+5KET2yzIXONsX6Mrx9s8uGWPj4zrrl9xsdPsoFXOF1tV+UHXPzqCyX1aB0hy/ok56p/xsNZ/mdnIP1b064xFw9+MhZj81DfHrtR7vjKc6K+vfeA59B1+oyH/KhGkJ3FyVzxh/+6FxmfXCsXGcOc8XOEDZ/GS/4qvxmbMT7xzS+xIwOH2JAd5YH+mTxjo6tvMaR8NK5cgk/M8jSyY80YFWPmOLIFo/xUedYLfsVS9ZjnPhOz4hjZPHONHN65uf+5Bzkmd/ayriUn785R5joa3z3/5MR64ox3+yMDPmuOztMfre6x4rPmJ56nXZif9vRZATh7wPowzxckD3qu+WJiubqhzrNPO9Z5sKNvA6/z9FPtkPlSgAy71GFMXtnSX64/Ol7h9FGfV9avPJ5hvTI/1Gqt16wb6rvKn51/xoPLegaS3yNdcCa2Ok8/jNHNczLKtdowR68+2PGVPNV59YMPz3WVYcuvNtY841XGvPqb6ZNz1R35Qy9zIufK/8gOPfLLljyzXuepyzjjVlmdZzzwnfmGw8pN5sW47m+NSX7EkUf6o73RHj3ssuErbes8dRnjI/klF36vahX/q+K+Ig57T+3Vmqqxzzg4k1d/z5yDnfgjDEcybaodtZUyxmfns/qY5ed5oF9pYBnF5vzkGaq+kGUOnhd8uX505q2J6lf8+MgzmXoZa6ajPnGSi7O8tHNfjzgAY95z2mYOcoEMXedH+ak3yk3eZ9xigz2/mY44a38UN3WzfpOfUd4jDFkj8MCcln5ZnzX1qlz82FojVcd1en5gNn7Vvdr8iJOvYJ0z/aDXFYCQnkVjCDfPDXIdXTcIGXrZLDrXRjrIOBj6URffYsGuxlYPuzyMFPWosNWnr7hS9sh4hdNH/F1Z1xo4OsAV/5X5oW5qzSX+ip0aY40f9bPSqo8jm9EZmOmzF1njjBMTvjw7Mx+er+prps86fjMua/hh3QYOdeQr5bNzjP2ML2zO8jE+/Sz/1b3zfqCv90vGqWPyzlyTC3Xli5zAI1firneodqMebNoT96iekYPniEuwoXPWMu5sz6oP/FZd/GQ9eMdgS17opzzH+q8+Xd/RvzLWDvxHPq2dWsNpc1Zj6H4XR9SuZ4dc8r44k5kjep4n1vIsM6f+RjWoPf1K/vhFj9/KefNcuEfG84xkrsqyN164efdRAAAgAElEQVS1Z36UD37BmJzol3X5Rn6UB7KzOMn1al6JH/81P7CylljFn73xzAeZnKdejr3P8J3Y0UksyM7250y+GnekZ07EcA8qXnKZYTDPKs8cM65jeYef2rJe8FvxpD743VdiVhype5XxKOdnYPsjk5/0ugLwiGzs3RQhWCj0VYaOcmz9WZz68CCONlkbi1ib7LFPn4y1G2FKXOnnM2Pi3KXJsfyO9qtycWV+qI1RfVBr1o85k5djLi7kRzUpD6v5H50BfWUPhsROHM6aDTk+j5r7iK25HekjG/klDus2z7zz7KmZWSx8zGrq6F5K/47RT0yuV55cH/Xwi37yPNLLtcrFiC9yHNXO7A5N/6OxtXOGU/mIS/eMfEe8jeKi+wifxkhflQtrclQj4MdHbfhYxVxtH52T7zs2+JPbWsOZL3twxvV3cZQ1A0brHfxHMvNWD/zq28sB3NQ1ZfaP5I9uxtdH7alx8smc1BmdZ2XZo5e5VY5SN8fokXc2fCWWOk9dxviY5Yktv9pYI+9ZYx+S6zrHjrj4ybxn/tDJnFb2Gl+j81Lj1XnFkHGrbDYfxU3dum/EME6tYdbRnzVk5OAe0h/tjX7Qwy4bvtK2zlOXMT4S26xeqt13zmvOz8Lyeya/4HUF4NEBxN5iShiszXzXYkC3FiK+PMjEz0bR4PvIfxZW2ooLW3Bkq7hS9sh4husRHz9Vl8uo8lpzuTI/1Ae/WaOuyHHUrNeRLNceyV+f9QykP8dgS+5rjXN5zrDrg55Y2I7OZOo5HvmtD6XZ2SKOv9GZBctsP5CNbMRV+1nuladqV+fozzBVXeaVixFf5FH32H2Qn9zbUZxcA592s31M7o64FMfMT8Ylt0f4HNVF5cIzUOPDqznWvSX/R/Yoc3h0DIZ3a3Cd/NUaznxX8l/RSZ87xkcYjmRgQV7rj3XqN8/RDPeZ/7RD9+yscybdo9wn/RydZ3Xswc8Pf/UcqVP72R3Guo0c9EdO/FIOxlmb8XWWF/7rfoAh+YQvciXGaE8TE3bo0WOX+FOvjut5SS7UBSf+yIkYcoWc9TNs+sm+xk0ZY/M2D/RncWZ7kD7hRNwr+tjKafWT9SBOdPCP75TnWD+r8dV/db8L39OePisAIb4eMIh0wyysJJc1iyTXGY+Koeo4r7HBgT2N8SjGyqEd2T6CS3yjfoXTkd07rLFfo4OauV2ZH2qH36xZ87MLNOtz5uPR/OsZGPkFTz0LzD0r2HAmwXfU0Cf/0fmY2Y3OOvZ5L+C34pv5y/Wj/VjhRV9He8p+JE/ajHrzwibzG+m6Rt6pO+JCv9qs9NYiWPh57sjVeIyR1VZt9THSxbbmUP0xxyd5zGKObOCixsTeXPRbdUa+cg0f/F7RHsX2CkxfjQH/5FV/lVPqrK6NYn8nR5kLNZrtSKaede08e+z5nbVH8kf36D4CjzFndY6cs7jS8Oc+V35m9ux7vc/rHTE62/oD2ywWvmfYz/IayROXtWrOMwzipMcGfrRN2WycMdEZ8UWO7mP6gbdHYqVtjZsyx2A5228wzPZAP/b6OqpZdelHdVG5ONofuBnFwge5XbXB0472NK8rAEcHjKQ8JKMER8Wv3qgYlNUePx6MUYGAvx5oDkRd04f+RxhGa+o/0q9w+oi/n6RLrYwOauZwZX6ok1oriZ3xEf6VC/TIvsZinmdgJJ/pkEc+bOp85IuzYwNn2rte+9FZxy55rPPqYzY/skO2wjd6YJw18jyrWWzTD+PVfRw9oLHNO6rOZ1hX1ms+xD/L74xLeD7zkbXDOPd/hhuflUf2Kve1zme+cp3YK/HT5rPjiv+zfq5sN6ph8MLx0dkypytwRE1ljYqN/khGjrPax1+e4/SZ40fyR3cWT6z6ntX52XnW3t77bCUXbNjzymWtkdHZxpb8/OU5Tyyzs3uW10guLjBbq+QJhtV80Z1hEnf2xnRtxBe5gzeb+yA/R3WQdo5rXNezN/ejnMhVrtJ2NEYPX6tYR3VRuRBj3R/ykxvG2WZnIXW+cwzuHe1pXlcAjg4Ym4ftrGBGxS8Ro2JQVns2PIuMmB6gkR/WRhdMxUrhVL2Rv4pnZb7C6Yqfn6bDwa2cjnK4Mj9nFwq1h86oUfPW5kju2qP51zOgn+zhPc8JMuZemLPLNX2AKy9fz8NZTqOzbjz947viU3bUYzOrKXDNZPqse4K/imMF22jfib2yl+wBOLJRQ/K6kkfano2JZ426D7mvI/sjDPBlHY1sWUOevBpXHDM7bEYcsibmEX8zf66zN5VzZc/uR/ifHeO7/c32YDX3Vb2deVqT1lXGmsmoz1kdITu7f4zxSP7o5lnSB73nBZ381fN5dJ7Tnz45p+RS/VRd53BSdeuZA2vV0f6oB8vs3jjLC1x1T8DgXiVnjmf7K0bzQv9MVxtipu6IC/1qs9Jbp2KHj2w1bsoYY++e6Kv6QA//Kw0f5MF+rdpYw+kf+8QhttQ5Gx/VzZntK+Sr/DyKZW2nFryeAaRw0Bn9Zu4tDG3YfNuRDB0OkHb0aYvcQlKnyvGfh9C4FFrG9kCkXJ/0FONnG/Z3afAqb5XTGQdX5SdrPR8o5kdPDWVDT3mVpV6Oz/I/OwMVB7U64z591bMipsw7czAve/WzzzNV88qzOjqT6edojN96HpP3zN16RL9iw0/qJj5kI4zJX+IwDmv8mNcGBuUjHXNITNXHZ+Y1buZFrKxt/YM/18UG7iN8qZf22GTudf+IWzlMncxhxK24Zz2xX9VeGetVOdU47GfWEXLmeV9Um5xfhaMjHFVGDWZNZz6MqcvV2qy+q6+cozu7q1OPMfyP9gBcR9jTT55vYq/kxN6nHf6wSyx1njGPxkd2yI7y8t7Qf53XdeRHjXjWPePVfRydF2wzXp0f4ViVjeKmbeWP3Cqf1F5dSx85zhpgnPufejn2uZtrFUedp+5sPDsLM/1Xr6/WzqO4nvak2wXw0YTeSb85Pd7Nu/Nz9/yPq+OPUh5gKw+ZP1r2yh0ZoF74var1eT5n+gocHd0jI1m+6JJhrSnk+XJ/xMIj+aP7qo9BYmUOvqjXXGtuvKxXfvCTeT6SR/o/+hgB19mHCnLw0WYfCGLN3BMD41FN4DtzrDbO4UYMroFFXlfy0O6RfhQ37cGUez7ih7WKPX04JlbWqZxif9SssaqTuM7yqLbMc99H8u9eW6mbz2Dsj8HPsPYim12b/iL428PcnZ+75/+ZAuOi90H6Gfu2uQcDvMTwIvHK1uf5nO3v4oi4/upLquv0KfNlNeWM88WXMXfSasP+rNW4+UJeMeoL3ImddT9YsJmdBdaRV7+u2Rsne+Ipp8+WOST+1FkZ47d+qM3y4rlQ9c1vtkd+uNQYYAN35qeOcZSNnkf6nemYw2xfVrgZ6RzFJVbykPs3wgH2o2YO6KVfOTd3eUtflcPUyRxG3Kaf0fgM98jmlWu78B3v1gMZ7gL4AIS3U21Oj7f07vzcPf/j6phLeYjlC9lcsyV3ZODRF/RncdTn+ZzJu3N09/zPK+T3GnwM1I/c32v0rBn4jQHq5TMfkL952D/adQf0x+D+vft0hF2b/mlAFzO8Oz93z/9i5dhwmoEvMdDn+Zy+u3N09/zPK+SPGvxbp6u/4P8Rda+8moHv+F+DfCbHXXdAfwx+ZjdeZLNr018Ef3uYu/Nz9/y3F1gHaAZeyECf53Oy787R3fM/r5CxRv+vQca89Oq/Gfiu/zXIZ/jfdQc89WMQkP1rDroGuga6BroGuga6BroGuga6BroGugaeWwOf+Yg8s3nqx+BZsJY/xgAHqNucgbvzc/f855XRkmbg5zHQ5/l8z+7O0d3zP6+Q1mgG3puBXXfA0742dgF87209zq45bX6OGOj6OGKnZc3Az2Kgz/P5ft2do7vnf14hrdEMvDcDu+6A/hi8cN3s2vQLp/wQtLvzc/f8HyqWVm4GLs5An+fzDbo7R3fP/7xCWqMZeG8Gdt0B/TF44brZtekXTvkhaHfn5+75P1QsrdwMXJyBPs/nG3R3ju6e/3mFtEYz8N4M7LoD+mPwwnWza9MvnPJD0O7Oz93zz2LxL/gd/eW3qffOY+qB31f+kuZ35Sf/Euur5tjn+Xxn7s7R3fM/r5DWaAbem4Fdd8DLPgZ5SSOJ0S//Amj+PpjU8cXmn//85+/WmdPSL/P6F4ymv3xRTDvjJQ7l/B0139XAdacG16O9mHFwZX6on1qL5GFdjbDXGs96HHEw8jHS80X4zJ+2nJmKnbl7U2Xa5f6h69/tlLbkP2vojeTix6f3QfWRsWY62hAnuQD32Tmve+P9o0/6xClXrFfbGT71RnK5HfFjbGPN9gf5qBFPvPSzJgZ0kj/1s7bdD2X0WQf4ECe6K/HVS5+M5Q0fo7jouE7PD/zGr/6+aw7+d23ub63f3LsqG3HxzhyN8q1rd8+/8tHzZuBuDOy6A5729FkByEO4vnT5guHDmo31AVFfiniApx4P83ygg6H6T7lFgx9iZONB5Bo2xqEf+UjbXeMVTnfFfrVfePYFkzG5ux8zLFflB1z8at1Qm+aEbKVWZ7mzvpJ/vujL75FP8FXs+tCOs1LPpjJ1a+7MPVPqZu89MHohBI+8IT/KA9lZnMSOP/zXvUhsjNHTL/YjnNroU8ysy6s6tQc3OPglPvSIK5/IjrDi54ifGpe5vkcy18CgX8a5J+iAS7k2ox6dEd+Z48gOjPJT5fBtbLip/KU++2C+xDziMu1eMSa/d2x5VuBb/sk1+Ucv5yMu3pWjUa6jtbvnn5xwzuEj6yvldx/DDb+j+/CuHPkc+onnaRfmpz19VgDOHr4+6PPlyYOea/kQoYi5BGqhpw6ytLfw6xqF4UMIWeZS5/p4RZ84XhHvO2P4MieG0d4qs78yP9Rh1iKYs+6ozSrnfDzSHskf3crxKJYva4mtnlt0jrAiI575jnIdxUavPtjxVbHkvPrBxyxPfI1ws+b5r/6cJ3/4P+MeeeIkL/nQ56gf1X1yiU2d64fca1xls55cZnylTdWpOEe8pn2OxalP+jP+sUeP/LLhK23rPHX1gY5tVhPKX9nX3F4Ze2esrPvkm/WUjfa34vpOjojtr+LirCuzrkc69Zys2KWf1fzlcoZFn5xjcedeID+Sac/Z057e/DIv/MwaeiO5+PGZ5zX9ZKyZjvrEwSd6iZdx3h/q1x69GT8z+8zBmPjFj3P6GXb1RnJ5H3FHDPcdH+T+SDuKW/1kjbgf6OT+i6Xapg48iBM/yU+1c66ec3vx4yMxKad3nZ4fGI2felcck9eO9jSvKwAhfXRw3Dw3yETRdYOQoZfNYqrr6pwdGPXw44Gjrxgp+FlB62NHv8LpjrhX8MkeuCczPFfmh5qydkf4K3ZyZe3/s3cuOpLjuBL9/4+cf7k4e3GAaDYlK6vtTFdaArx68REMUrJzZjHFs1pr1Ubnx7UVu56xih08qb/il/zxcDZHLyyx2cNBla11ABZlwMGTdVLvEG3Tj3Cjg59ZMx5kkJ/5QSY5y/tl5oM9Yst4Ml515QQMxCQf7te5610PNnns9kdrYmDf+xs7R7xoD7/iHOVFWXs5dU6PnfQpFvawXzGlrHZW/St/VX8XHFfFd3QXZO5GGD7FUd4PjK1dcFJT1CHNGiWWbK5n/a3opQ3GK/GvvkvALE7GaXu2VzHpTw7cZ57xum4Pj/hMLt1jXWzsw9+osXfkxzvVXlvMK2737NlPPKxnbJlHdbL3HjIe9hgn3ynP2HpBpmJOf+xlbXZ2Ztx18vjs/FZZfHe2wSdm+pU4awwZY/XL3Jx0trNesCuWzg55MP/4rDg6nU+vdTGfgekWPwYJhABNioF5IOjrnjIeNPraPHwkGPvOqxy67nUFwf6soKq9s+ZXJf0sfFfa6fJZ/d2ZH+q1q1nqC9y1Hq0/L0/kjtor8SPbXdz6wL8+O+yJW51Zj70uzpkOsde817PnndDZ4ZzLY93H9uiiJ7bRXtoxHnnKvW4Mj+h0ddDJs1bj7TgB6wzDK/7kS6yzGknMmSdtmPMVLrEln6s+u9xXLsQgpsRMjJ0vbMDzpxt8fGuzvmYxkpuj2p3pX8ld1k2tMc5C1lutSXCxVtdX9GpMr8SPbOKutupeys/2qh3mvh/kgfN0lEv0uvsNW6lb59U/NipeZdDlsYnPOTkZ6SKDbfThRl36zEOdazt75DOmmvuUzTFyYMiWWFivc2XRq37dO+o7v1Unec09eWKNMbZmTZzmgZ68HDXkiC8btlK3zlOWMTaQsdV6cf1OfY35LGx/MvkPVlcAQnQmKt2NipYDdGTbYkJuVKCs52HUdy28DuPKwdDemf1R3Gf6upMt8jnKY+K8Mz/UWldv4uccjC7JlZcLdl6JH1lqfdTyXHbYvXixs5Ib/CCHfL4cRv5ZJ++Vk3r2xFHt4McnY1EOLKN8sNfpqGuPjD5cO+qRH/ntdGu8HSfgqDnIO3CV7+ofGys8IFf9py1imNWasmJekUWny33lwrNTOQCTuWOcrav33H/XGHzf3uB+VGOs17xVPu7CETjEmmPw1vvE819r9Uivxs78lfiRXT1b2J6d29meOInPHNYzpkztuQOqLDZYtxGDMsTEk/uzu2jGF/nTrr5qT+6Qw475xjcYs2FnxrV3Fz02E3/aqWPspmxyoax8wQM4a0x1rt6sr36rrJzgb8Y/2Ga8aBdOxDnLmfL0cppr2Ek84kQG+xVvympn1b/y7+6vwnfa22cFIMTXQwSRJiyLXoJZs0hcG/XYB4eHNuVY6+zUg4m/ihG9lYJOf2eMVzg9w8/dbJCTlXZnfohhFoc139Uqsa9coq/Ej+yohr1UkcnH88K+Z0LZ7qxmzpAjfvS0k/vduDvr6Kcv7K7aSx+zfIzupdTPfKzGJHY4zRjSbh0TW8p28Wq36s7m1pv57V6C6LN/1GZ1jS62R/a1DR7iwNaKT/SsPW3Qo5++jDNljsaz2jjSPXN/lYczfb7bVpdDMFDz7B21O3Bk7YoVTImdeqS2aax7nlnLWp3pabv2r8Rf7VdbdT67V2d72vHs4ZfxSoObaru7A0dxw+nIF7bNQ4eF/dld5p5x6Sfzq92K2fXssUcc2s290bja7fiqdVVtveJP3erXdXu5kJvKs+eceMG80pDlybM009NHylQuxCfelIWXzhc2VjGnvXeN4eiKdprVFYDdISIoD0kXYFf8ynVFPiomiqGTp+izUCwefdS56+/oVzh9B453+iAfq+3O/FBrXb1lbDP89XJNPcczfWXske0uPvezr9jrnHN8FFvmEd/5EZS+ctyd9eqrzlN/Np7psTfj2zsg7wliynn1jU1fKIxXc9W9hKuvOq++/2U+4wG7mdeRH+I9qrW0w/ionvDVvfzhODHX+Qhjrtf6zr13jldr5J2YzvbFmcncY5+8ruQf2TtwBNasb+ovY8p6ytpkzNmwzfSUqf0r8SObOKutnOd9leuMZ3udLH5nd2PqdHc+XHp3Itude9bx45M8ax/cs7pCZ8QP/sVALBkTdqu/ilkMtcfODFOVr3Y7vsACpmzIyc1qLlK/+s29box8xyW4krtO1zUxd3aUyb6ri8pFzZ364JUfxtny/Ob6XcbgvqKdZnUFYHeISB66HrwaZFf8yqCbB8ticj97ZOuhoJhYr4018XyyMFY4rdh/87zmqF5wNbY783NUN8SWtZuxUXtHsSP/SvzIrl6yFTtY0hd5muFDNs+al/ZMh3i6s+5lLj+vxKEO/eissweu7h5IffyK33hyP8fI1dxiPzlM+Rx3L2Fs6XsFa9p7ZYyfWY2snE/ydcRl/XAwx5Wzin3Ee9Zbx1+1U+fg9b6ve++cr9THO/Fc4StrGftdvVjrnf9Pc0QNdrUCrnyUyzXHeT5cs5+dP/hAbrUhe2QPW+RgxPlsr+LAF/klvvqBXWWdd3d+PY/YXbWnXXqwjO4U4prZBIM5yR68PJlDfGHriGvjwl5XQ4ndMXZTtuNCu+qs9MSfcdX8V79HNtGvNtRZsQUe4iBf4FppcFFl0U8cxrliT5lZ3Sjzyb7GfBaWNdYXvB0BpCCQ6Z6ReQtDnXrYSDoHxX16kk+zCNyrushgPw9a4hBvPfQpc/UY7E9p5in7PNQdD3flx9oBX9ZPxkbtZUPO/bqXcjleid8LU9tZ76x1vlir64kvY0o8GXfq69s+dRwj7z59towh8afMyhi73g/KZ1zgt1F7KZ8YWO/uk9FdpC30eLq6rvdVlRFnYhTrv/Rioq/c4stcp5xjMWZ8M3zGgL52wY6ONulrjpBJH1UmuRPTK5xg7w7tLjjO5CJzQ3yZn3pe2Ofp8i+mT3IErqxbMWXPvZB3X+6hm/Hn3kwv5V6JH9nunkp7jGdndrY3s4PvUaypRw1UH+glh3We+rPxTA+/6WNmxxq2Lp2rU+euZw8W71fGq3mEG/W0h65YWKtz5f6l7/zO7BHTqNao+9GeNrMGGK/kBpuVR7jKM1rn+pv1+F7xP7Nx5V6N+Sxfp70FrwJ4VqC/0c7mdJ61p/Pz9Pjn1fH37uzj4G/pvfIEBqgJnju0fZ6Ps/BJjvKDFaS1bpjnh2iNZvRj8Egv7bwSP7KvfITXmI7irbjyB4of6pWj1GHMx3r1U39crcRR7TIHwygfrB9xo03xZHzo+yPt6McDHNQfF+iv5BJu9CMebMnrK7Wj/krf+R3pwcuIZziu+a122M9cyHflrOqh03HImrl6JQ7tZ25du1PfxXwGvv1j8AwWL7JxVdIvgvt2s0/n5+nx/6TguOh9kf5Ef+t8DwPdh+gno9vn+Zj9T3DkRye+8/EDlg9O1o/ulXr3rOolKyvxV7z5YwJ9PrL94M54GCM720ssjI1Bu+5Xu65nD46Uy72MIfGnzMoY+/4wUJ45uGsjfyP5bt3YRz+EwJ3xiUM/7nV1U3NQZfCJfhdHjeuV+cwvvow1Y6gYxHaEL+W0C1Z5lR95yzjSP3IpkzFU3tLGaIy9O7er8J0W9VUA75yUq7FtTucMP52fp8c/r47xLh8hfsiNpfbONzNA/vMD5A6x7vN8nIWnc/T0+I8r5E8Jfgwc/RumPzX27MkMUC8/+QH5Ts6uugP2j8F3ZvFFX1cl/UUYtxV/Oj9Pj/+2hbmBbQZ+wMA+z8ekPZ2jp8d/XCF/S/APfe7+gf836r3ybgb4N7n133K+G8OKv6vugFN/DAJyP5uDXQO7BnYN7BrYNbBrYNfAroFdA7sGdg2cWwMrPxpflTn1x+Crzrf8nAEO0G5jBp7Oz9PjH1fG3tkM/D4G9nk+ztnTOXp6/McVsiU2A9/NwFV3wGm/Nq4C+N1pnUe3Od38zBjY9TFjZ+9tBn4XA/s8H+fr6Rw9Pf7jCtkSm4HvZuCqO2D/GLxx3VyV9BuH/BK0p/Pz9PhfKpYtvBm4OQP7PB8n6OkcPT3+4wrZEpuB72bgqjtg/xi8cd1clfQbh/wStKfz8/T4XyqWLbwZuDkD+zwfJ+jpHD09/uMK2RKbge9m4Ko7YP8YvHHdXJX0G4f8ErSn8/P0+F8qlouE828a5d86usjdNvvFDOzzfJzcp3P09PiPK2RLbAa+m4Gr7oC3/Risf0iSgHzyb37xnwB2nd4/OJofXaz74ZV2KYH6N2XSXv5nY/MPglYdSyl9Jkb3r+6J80kNjs29eZ/Ff2d+qLWurmq9ZnxZb8R2VHOr8etz9e+q5TlBBz+5lphnY/R8VuWU93yj51rHJ/t5lpEVa9YT6yM+1U+f4j3y7X+yHBvi0782dr8ZWGGAWnty49zAgWeq4+LpHD09/q4m9tpm4EkMXHUHnPb2WQHIJV8/SP3YzBeAH8X1BwEfcynHx5cfYBQDGKr93LdgsO+6vtIucsyxN/qA1NaV/QqnV/p/t23i9YOcD4Mj7u/KD7h4rDF5pDaNj72VWlW361fix4+1TV8xpV3Pgmspz1mseJXr+pRlPPqBVM84tjIudJXJWDqf8p571NDIN3Kec3TNjfqv+EbHmPGZMWhv95uBGQNPrRnPi/fU5mjMwFNrpGPEu3t2v3d637bG+Zm9178t3lk81AJnZOUumdm5895Vd8DHfwxCOoVMgPkxxgdgXasFT+L9UDR5KcNe2lSGw5ONwvFDjnVfTinzifFVSf9ELEc+yUHmrs47/TvzQywZD/izFqnNuv/qBXYUP/5Sps4rp5ynxIjubF71c55nTL9pS9m6lrxgI1/0da4Ne/0kjxm/crVXL7FUX3Xe2Ui/yOedUuX3fDNQGVip1arzDXPi5rystE9y5Idmh4E1nxrHTI93gHorHHS+qz/m2EL2yCZ3lv7rtxRz90Z2uOOUofcOzLjyDq9Ykev2xY/NiksbYsJG3t3uZ48M8hmTuGf3tLkbySRO7eHXd4proxiU6/bltuMnY2Of+P61gWEUp7aPMBmPcdObm1yzTrSbPXLdPjFqI+Ud40dfxkHvmnK/vYeDK9ppVlcAkmCTlMGQrK4AkLXI0a1JtTjqurbRx+7RYaqHAHn8ocuTB1WbrHex6PuMHh9PaXCZPHPJHuXtzvxQm9Zul8OKndhZ4/El1+nlWrWRe4xrXbMGp519ZBNvx3/NUfU3m4N1dE5TDx/i4wwmJuSO7MgjvtJW+qhjZKvdmW/sIp/YkK9t1X/V2/NnMkBNPa1xhvJdm2eq4+JTHHGWvb/AyNxWx/nemunlHcOdV+8g7We/Er93ILLepWnDcb4fvAOVd67sDJv+au7MrTZqDzfYTb6USX+jd5ay3d3rHj1+wEizd595xe1e4s9cuZ89GBMze5XDlGdsztGruNIfe1ljaQe5WQwpezQGx8gPuquYkDW31pO+K0eu08sXMvjKlhxgs6sZ5bGTfGKv4lD2N/bEc0U7zeoKQBI8Kjb066H0sNDXPcnwEHbFQVHQLEzn6tp7oJhbkPpjz9iyCJW7ssj0K85v7slfHmBzP4v5zvxQP9ZQxmA9gT3r0TEcsH8enqkAACAASURBVIfcUTuKHxv1vFWe9YFc8s+4nilkVnBp057YKg73ap8xdRyyf3Tm8LXKIf49y+aAtVd8w0lyZ0ysdzXg/u43A8lA1n6uf/OYO8Z7xjt/dr4/xVHeDZz1PNeJt94lMz3izv2V+/WV+JFNbLWO8Jf7eecxzru+zqstZPFnPJWjKu+8e8/Ue7PO1aWHw/Sbe4zR5bGJz3nlwHXkkus6Vy575LMuan5TNsfI1fdHjanO0QcTsZHD9Ju2V8fWHv2oVQx1XvWIK+2NuK56Ysl1bGWt1rmyyIAr/bLH2re0q2I5jaEVgBRuTZIJQr8raNaObHOQkOHJg69tetY7++xRWLbucsJuPazIs54Fqo2zeuw/pZGD5NhDPYv/zvxQa6N6IybOQdZdxrny4kH+KP7uvFWe9ct61nJ3DrpLWv1ZDw9peySLz+Ss43DlzMnf6C6o/pWnt636hhMw+ahP33GY+3u8GUgGjs5zyn7DuDt3nKe8A2qcd+DoCAP7eZcYQ9Wrct19ra59teF61yM7u3dnd363R25mjX0eYkd/pXV3JDZYtxGD9oiJJ/fhLefq0c/4muHEXo23cpJ+GINTzqnhEaaqh92UzXiVlRNixQc6+GDskzbUW+nRw+es/maYRj4839jHNs9KI9aU1U7qEjsy2Db+3LdeXHvFvzp37Yn3inaa1RWAJKQeMIIy2V0xs1YTOyIC++DAXm2sdXbqi6fzh15iY2wBckiuaiucXuX73Xa97PTbXT7u2d+ZH+qq1pa46a35rlbZh4+j2jqKnzqt541a7uxiK9c7/s1R1n/VyxgZYyfPTt3PeY2Z81w5xN+IM215Xo+wKd/l4qe+tUlP3N2dkzJ7vBmQAer1Sa07d0f35ic58vtidgcRU71zR3r1fkKu6tZ6eCX+ar/a8p50Pe+rqpt7ytfefKLLeKV1disu3iGzuLGR7y79sj7jk/36flG3y0XFpWz22APryG7KOq52O06IA0xdI/ZX/FUb6nYxK/sqJvWwCR+zPChrX2Pt8g9mcauXfd3DBjx/Q5udhX+J77S3zwrAUbGRuJF+V4QGXBPOOna6i4HLqcqDB/vZvNDyMqOIsOmedka+0t6/jEec/IvNu+qSC3kFY513uO/MD7FkPK/iX7k8j+K3XvVd567TW+O5hv08B3West0Y3ZU41K3x1Au8ztXLHs49/4xXXgDykrFWX3WePkfj2d010tnrz2Wg1v8TmOB85juYM8vdP2p34Ig7bXSv5P1TY6h6dY4uz6y9Ej+y3oWdTXylPXj3vq66q3cZNtDNu7Tz7Vpnt9YEMSROdZFjfcTZ0TcEsY74SS7SX9aq67WfYaqyzGu8HSdgBVPXiGHEQSefa+abtS5mZV/FpB498aWf3OvGNdYu/8RbY1YO/mteu3d85/s3rHVn4QzcH/8xSOIJbnTIuiI0cHSzIJAdEYVsXlDI5uGieCygtIscc1o9LF3Rie2MfhTLGbbvZsPDKq4Vbu/MT3dZGRs9tZS1m3u1NnMvxyvxU7vYo80wsaecPljzjNTaV2bW8xLIpq1cc4zvjg9s5Lmc2Ui82kW/4nDP3trL+4G9V3xrK3uwdjGlzB5vBmRg5Twr+y09Z8Tz6TmcxXYHjsRZ7wvuqXqHZiydHvHk412Xejl+JX5kj+zBffoXf959+Gfd76DEk2N8cd8hZ05zvxtjt8rmOwsd7FaZzlZdA8vo/iUXM5tdvMgf8Sl2OJXLiqvOsZuyXbzarbqzufVmfuu7s+4rR1/bTzHBP7Fhs/qvPpwTa8qK03167KZM7nVjbdD/9tbl54yY/s76D60eAaTgkemekUsSnvL1IFIMFppyJtvku5661S4y9WJIvOKrNpVJ28qe0YPrSQ0ezVdejiMO7sqPdQE+LjabsdFTg9mQc7/upVyOkV9p4kksVQ++u31xYWO1ZR6Nid5z4vlLe/hxP9cZa2PEC/eAMvQ2/bjX1VS9PyoGdUe+9dX1s5g6+b32bAaydp/ERJ7Tev4qD3fhqOLg26C7P1fxE/fKHVP9Vvs5R/aIT+UrfrDkx3adq5d9viPwnfopl2Pu39RjD73kos5Tfzae6eE3fVQ7fuu5XueuZ48/3zGMV3NF/OppD1182urc9TN7MM9quGKo84qFmLBJY3wkrz4Y1HMNjrKW61y5UW/+ktOR7N3X4fGKdprVqwBeEfRvsbk5nWfq6fycHf+rF+w8O8/e5cU1e7E+m50dfcfA2ee58/Hb1+7AER+q9YcEd2e2+jHLXqfn+upd8Ur8yOYHdOLLMR/qFT96rq18SOMrP7TRZ63j4ci3/pRbjUN5+9kdDN9H3CDjjzTyXXOuH/out+iD/ajBs36UxZfc0a/Wh/o/6Y/8vIKJeCpm9GuddDjRM3b3mct/V6/Kjfqs55HMb1lfqamfxHJcqYtWrwK46P4rxTan87Q+nZ+z4/clnC/1eQb2bsfA5rFjZa8dMXD2eT7y9xv3P8URfn38KIU/f/S4Z+8PDef0qYcuPwJYrx++s7wgf9QqpvyhkTj8sVJxaR895HmMxz17Y0i77Klnr3z2+HWfPlvGkPhTZmWM3fo+Y+4P3bRBHqq88dUfNuolR6mrLdZ4uhz7nhjJmJ8Oq/7P7MGYcRpb5v4IU+aNuNTVlrGOas59+iqT9fJq3MTW5eBVO3eQh5sr2mlWrwJ4RdC/xebmdJ6pp/NzVfzvevnMs/t7d6/Ky+9lZCNfYWDXzTFLT+fo6fEfV8ifEvwAqD8q/pTYsycw8E3n5qpY9o/BG5+Eq5J+45BfgvZ0fp4e/0vFsoU3AzdnYJ/n4wQ9naOnx39cIX9L8G+zvuXfCv0d3V45YoB/uP0v/3b5yP6796+6A/aPwXdn8gV/VyX9BQi3Fn06P0+P/9bFucFtBl5kYJ/nY8KeztHT4z+ukF6Cfzvo/2Wxl9ir38gA/yDg2/J+1R1w6o9BQO5nc7BrYNfAroFdA7sGdg3sGtg1sGtg18CugXNr4Iof7qf+GLwC4JNtcoB2GzPwdH6eHv+4MvbOZuD3MbDP83HOns7R0+M/rpAtsRn4bgauugNO+7VxFcDvTus8us3p5mfGwK6PGTt7bzPwuxjY5/k4X0/n6OnxH1fIltgMfDcDV90B+8fgjevmqqTfOOSXoD2dn6fH/1KxbOHNwM0Z2Of5OEFP5+jp8R9XyJbYDHw3A1fdAfvH4I3r5qqk3zjkl6A9nZ+nx/9SsWzhzcDNGdjn+ThBT+fo6fEfV8iW2Ax8NwNX3QH7x+CN6+aqpN845JegPZ2fp8efxeIftX3y30ikHni+6T+jnTk+c+wfT77Tf3J+n+fjDD+do6fHf1whW2Iz8N0MXHUHvO3HIB9pBNE9+Z9+5eWcMn7Y/Pfff3+sM6elXebdHxhNXX358YivTgdbnd7/nL7pf8D2pOYHGnGbp1n8d+aHuuzqqtZrxpf1tsLBavxwuWJPLN0f6iUWbPB0caGb+UPOD+3UJf5RQ67bFz82vQ+qjfQ1klEHP1lf4OaZtZob5rUlTrlCpuqO8CnX7cttxw8+jAcbo/xUvKN51qi8VtmMteOOGOSAvjZjTRnWaLk28q9ct5/1Vv0yB7t8iY0Y9N/pvGNNLO/w9W4f5rSr39lexfnNHNVYu/nT4+842WubgScxcNUd8Pdb+oesrgDkxV0/HPzIyZe6Hwr1o4gXeMrx0s8PHzBU+8iz7suf8LCvnr7SLjKd3g+p+bHaCqc/Nn4zRfg2R3J/9HF2V37AxWONSXV+cLJXa7XKqzfqV+LPj3L5Hdlj3fOQWLShHh909Wy6p2zqs8e8njF16L0HRh+L1gL7szjYO/KT2LEHjzUXiY0xctpFv8OpjjbFzLq8KlN7cFs3iQ85/MonezOs2JnxU/3WOfZX9BNDV+virfbr3LxXn9hM/lJPLpExJ+4nP9ic5QkdcOoHexWHdt/R4/8bW+aAfGdtzPY6Lr6Voy7Wbu3p8ScnnHX4yBrK/SeMiZ8HLnb7kwHucvn5c+d3z4jpinaa1RWAvLjzI8KAeDmg70uZdQ96ruVLBBkugXoIUsZi0I99feFXXCM99d/Vr3D6LixX+6k56XJbMdyZH+owaxHsWcvUbd2vH7Y13jp/JX5kK8fVHnM/1hJbPR/IzLCyhz/j7WLtfCNXX+zYqlhyXu1gYxQntjrcrHX3UtpO/lbuB+QTJ3HJR9qt467uk0vk61wbxF79urfad/xU3cpvzRv7VabayDkxJ/+MV/S7OsRW6tZ5+mWcOWIOf59qn/R9ZcxZ9/UMzvY6TJ/kiFrCf4fB9W6PONCttcb6kV7lYGS/ynEGkM2zUGWYe2d0spwv8WWe0k7KIOv9QazqEvuoIdftix8bYOxa+hrJqIcfbGa84iOGURPHiEf3tUVPg69cG+FTrtuX244ffIgJG11tjWJKfJ3fTg+5EU+zvawD+BAnuUt+Op+sKVf35Q0b1kGVcZ2eB770X2V/05yYr2inWV0BSEK6gjKxJs9AkTV57CGXzUKr68pwiNCz6EaFX4t5VU8/V/UrnF7l+9N2yf0oX2K7Mz/UprUr3uwrdmK1Tr3kU74bVxudjGvIHtn1jFXs6KX+il/yx8PZHL3MxGYPB1W21gFYlAEHT9ZJvUO0TT/CjQ5+Zs14kEF+5geZ5Aw+E+PMD7GlbMarnpyAgZjkw/06d/2o9x7G5lF8aatiJF5sjPhOXcb6Je4VbtWHh8SpHffpwYIMtismcPNke8V/6p0xXuXrDF+fsDG7C2Z7ifVTHFFrYKRRU8xtdVzPn3WHXrYjvZR1vBJ/1nqtb+3Q1/OC7YxRXc5EjSnt6K/G59lL2RwTPz4724mFfbGkvmP28h5w3R4/YKTZu8e84s49cPDM/CMPxsTMWuVXu/bY1H7FRTziYi9rRX177BzhU5Z+5jflcgzOEYbZXvqr+hlj+nJM/PLjmn3WRObX/ezJg1zis+JI2d8whpMr2mlWVwDOEoG+CTNQi5a+7injIaTP5kFUD98jjOx5GF/RS39XjEd4r/B1N5s1nx2+O/ND3Vl7id06BDu1ZnNMHbKH3FF7JX5kZy8M/Ouzw564j3Cx7zmqcc50ib3mnblnE13vhM4Ol7w81n1sjF4CxDbaSzvEwiNPudeN4RH5rg46edZqvB0nYJ1heMVf4pA7c7fCCfpgTDzaMf5Z3ekffbha9Yle5aGrDTB0fICx84WNWoNivLon/m9t1kIX42yv8tHpV5kr5tY0tqn3rKmsb89OyqODfOqwtqJXY3klfmTTR7UFnjy3OU/82OjOStrz/KpXOUrZHHf3G7aSqzpPfcbYGMWJLo9NfM6Ja6SrzBGPKZe4uUeqP2Wzr3c+e/hM3TpXn9jZS7/uHfWd307He7argdle2hKnXK/UFPrIEV82bCWWOk9ZbSBjqzXh+m/pKx9n4f6T5X+wugKQJGQS092ooCnyI9sWGnIefNbqS539LAr9p9wreupf1R/FfZXfT9slB+ZxhuXO/FC3swuac5B1l3HyEliJbUVGu8h6EbuWfZ7LDruXMnZWcoNt5JDPl1r6rOPu7NUXljiqLn58MhblwDLKB3udjrr2yOjDtaMe+ZHfTrfG23ECjpoD5MS2ynfnP9fAMqsZZUd1zD64VrhFFjursshXHrra6Go5uYIz5jbP3lkcanelB8u3t1mOZ3vycgeOjjCwX+unq0Njsu/03LM/8q0cPbKz8wvfuT86q8jVeNKPY84jD7LorDR8Vlls5JkEozLExJP79S5MvzO+VnEe8ag/7x968p0Ylel6YkvZjFd5OSFW8MiH+3Xu+qyvfjtZcIGne0fO9jpbcCLOWV5SV05zDTuZc/KoPewzzv0ca0d557+pvwr7aW+fFYBdQZEEk5kHwuSwZgG5NuqxDw7sdXpd8VNY2Vb1Uueq8QqnV/n+pN2akxGWO/NDDLM4rHn6rnH5cxHO2ivxIzuy54WLTD6eO/bBQ1O2O6uJFTniR087ud+Nu7PnS1B57K7aU4d+lo/RvZT6mY/VmMQOp0d86aveUV282lVnpbfezG/3gqx2kDmSY39Uw9rD51EjP3CE7JFPbcFDyhqj+/TYTZnc68baOIqp0/3XtRWe/tXHp/W9Pzocsz3lP8kRdYR/nlF9sE5d1ja7f5Ad6VU7r8SPLJyOWt2v96/nscqN7BEDsjwjfqpu9cl+dwdis2twPfKF7S4X2mGfvBy11fixgz3kV+zqt8bbcVLvOnXtX/GnTvXrevbapfYrl7O9tJFjuHmFz+5OqFxYd10dgLE7A9iA59/Y4O+KdprVFYBdQREUCRvpdwdDIixG5/QWWlcgFH8WBnhqQazopb8rxyNOrvT5advkaLXdmR9qs6vPjG2Gv168qed4pq+MPbJZ+653fcVe55ybo9gyj/hG56h1Z736qvMjm+7P9Nib8d3dCcTUvXzSn3cL9ldz1b2gq6861+fZPbhnNUN8yBy1Gbfoph3Gq/Fht/qvd3ydH2Htcn2kc9b+ao2c5e8TduA374bEMNtT7g4cUXejGLgXuzNT71DjsR/puW//SvzIdljSVu5z9rq4wLbq17tudjfqn77zCQbWbWDs/LPm090xYAH7qKGT8Y/k8LEipz7yM7/K2dd4O066uw4541/lW5/01W/uMU5O4TLnOa571U7OxbzKZ5f7ygWxw0PlgPjkh3E28vNKjlL302NiuqKdZnUFYFc0JBbdPPwZaHcw3Ec3E2qhdfvsZQEzB4+NorNA027VU/4d/Qqn78DxLh/wngc689NhuDM/R5cNsWXtZny1NnMvx6/Ej6z1nTa6ccUO1vRFnma5QTbz6IU+0wEHcddL24tenK/EoQ49GPL85x64RnvK4Vf8xuNe7ZGrucV+clh1nHcvaGzpewWrtv6lh/cZJ3CQMSJP/mpDBtlR6+5XdGoNdfrgkxf3k/uunpQb9WCtNTiSPXt9pT7O9vlue1nL1fdsT9k7cOSdRJ+N2unOADLExtO1mV6VfyV+ZGdnjzrP/e4s6v/IFnLYIkbO5eoZ6s4o+skjdlftiZd+xjm5W7W5Ert+xY5OxuB+14MjZbt4tdvpj9asU7Dw1Luy+k07VVcb9LO9tFHH6BEHecHOSoOLKot+xiKeFXvKzGpDmbv2lY+zcK5lZMHbEUAKD5nuGZm3aNShMLJREBwi9+kpjGzp1/VqFz3ksnV6uf+OMbie0jKHjvPAdzzclZ+sHS4/m3HRU4PZkHO/7qVcjlfi9zLVdr50OhzYx3/FkPgypsSTcae+vu1TxzHy7tNnyxgSf8qsjLFb74eMK+8Aai/lEwPr9S7C/+gu0hZ6PF1d+0IbyYgzMa7E/IpM4qx+jI24U0689LZcG+VrxKd+tJF1pH169+mrTNZS6qyMia3Lz4ruv8oQy7e1WV3P9kY83IWjioNYRvcisVCTtU5ZP9KrPFS/dT/nyHb3lDLgyVqvc+XouQ/AOmt5Z+A7bY/0OO+phxx6yVWdj2zV9ZkeftNH1c35EY/K4s/7jvFqrohfPW2hm3zXuXL/0nd+R/aIZ1Tfs720l3lmvMK/74m0A1eJpc5TdjTG94r/kf4n11fr6lWMp719rgL4akDfJL85nWfz6fw8Pf55dfy9y0vrt74A/o5mr1zBwCfP1Cd9X8HlFTbvwFF3j+SHLnEjk2308XmklzYYvxI/srMfg+zpnx8eyOcPEH2vfGxXXT/iKw/atMe2GFwTi/OjOJSrPRjyR0Pusz7jJmVX/Hc1gQ90jxrxw0M26kXu6EdxpM6r487vyMYMw2xPe/hKvs3x0fvYOtKOfdbbK3GoD5+Vc/fu3q/U1E9iOK7URatXAVx0/5Vim9N5Wp/Oz9Pjn1dHv8tLwJdsL7FXn8rATz4qzuRqn+djNj/FEX598gPWj1X37PPDl7py3Y/6Fb2ODewctWo7P3rRT/zsie0Ic+c3Y0u72rTvdJF3nz5bxpD4U2ZljN36A5c5uGvjvZDyiYH1Dkfyl7raYo2ne+f4g2gkQ62w12Gt2F+Zz/ziyxpNm+Dv1pGZ7RkDcaR+1g17NUfalZsqkzF03Cb2boy939quwn4aI1cB/K0JOwP35nTO4tP5eXr88+oY7/IRkh8+Y8m98xQG+FD5dE3s83xcbU/n6OnxH1fInxL8UMgfqX/u7tkTGaAmfvID8i5cXXUH7B+Dd8lwg+OqpDeufuXS0/l5evy/smg36M3AgIF9ngfExPLTOXp6/FEKy0P+Qc9v/vhfDnQLHjLAv8k9+9+0Hjo9WeCqO2D/GDw5UWeauyrpZ2L8pK2n8/P0+D9Ze9v3ZuBsBvZ5Pmb06Rw9Pf7jCukl9v8bpOflSav8Pz/y/6r6W2O/6g449ccgIPezOdg1sGtg18CugV0DuwZ2Dewa2DWwa2DXwLk1cMUP2VN/DF4B8Mk2OUC7jRl4Oj9Pj39cGXtnM/D7GNjn+ThnT+fo6fEfV8iW2Ax8NwNX3QGn/dq4CuB3p3Ue3eZ08zNjYNfHjJ29txn4XQzs83ycr6dz9PT4jytkS2wGvpuBq+6A/WPwxnVzVdJvHPJL0J7Oz9Pjf6lYtvBm4OYM7PN8nKCnc/T0+I8rZEtsBr6bgavugP1j8MZ1c1XSbxzyS9Cezs/T43+pWLbwZuDmDOzzfJygp3P09PiPK2RLbAa+m4Gr7oD9Y/DGdXNV0m8c8kvQns7P0+N/qVhOFPaPJe+/X3UiqdvU//7ja5uGOQNPv/OeHv+8OvbuZuD7GbjqDnjbj0H+tgdBdE/+sV/+HkzK8HdBaP/9998f68xpaZd5/UBLe/n3RbCrn6rzP8PFpxjRcazcVT2+ntTg1ZyY91n8d+aHWuvqqtZrxldr/KjOVuPX5+p/VjnPCTr4ybXEnOM8a7O/65Ry5ju5yn3PefphbEzqWy/iZX0WL/rpU/tHvsGjL2wwR8c17ex+M/AqA9TstzbPaXeP5Fk+OkffzNFK7p8e/wpHW2Yz8M0MXHUHnPb2WQHIR1P9QPPjjT2bH8X1xcDHccrxMZcfdGCo9nM/7buur7SLHHPs5Qe5L61c0+YV/QqnV/j9lE3iJR80uD7i+a78gIvHGpNPatP42FupVXW7fiV+/Fjb9BVT2vUsuJbynMWKVzn6PJuMwVbPr/J1HT9iRNcPxopHfXt08KOu6+CsPtyjR4encvGKb+zgFx0aPiuO/23s/9kMLDJATX5j8zwTG+ckzx1j7xXPu3dkx8W3ctTF2q09Pf7khDsePrK+cv/pY7jhmb0Ln8qR3yi/8Txdhfm0t88KQD6WvPizCHkhoJ8vAQ96ruVLBH0ugVroKcNe6uvTDzjnFZeF4n724Kz6uX/meIXTM/190hY5yNzVeYftzvwQS8YD/qxFarPuE/Mr7Sh+/KVMnVdfnKfEiO5snvr1THTxK582WUu/3A95putcG/b4yRjhcIXHDl/1Vef6tK/5Q77yoOzuNwNHDGQdH8n+pv087/V8cmbyvMLB7Ax9kiPuKfyPMLBf7wRiU8e+ypBL1pKHUX5Hvqs8HCI74xKdjCnzxB73sJhHdsifMvTGQDyu42PUkOv2xY+NfB+knfQ1klEeP8aQ2BjPWuav4pQ7OOhaxiAXyMGz81l8ynWxyXvFJA5jxcZRjOrYz/wqk70cdVjAPuIn8wAP4tSeHKWvHCuXa4zFjz4yXXOdnge+9N/J32mNuK5op1ldAQjpXWGYPBNkoMiaIPaQy2Yx1XVljg6McrVgKWr8WYx5GFnLQ14xa/OMfoXTM/zcwQa5Sp7huLtcEuud+aE2rd3E7LhiJ3bWeLzIlR311UaVq3XNPpx29pFNvB3/NUfVX845F2kv93KMH+zaiCnP84odYsJXtaXNrke+4hv5xi57uQ/GrFd8vOK/w7TXns0A9fXNjTNT73Tfs8S9cn4+xRF3lPcS90beWWD3fqh3Sr0jiJcnm/dLXU8Zxyvx41M82B41sGZMaZv1nDNWttrTX42d+SwmOMRurQnsp7/RO0scxHjkxzyIVV1su+da9jUm9zI2fI/kkMdHxsNa5Ve79tYEehVf+mOv1qI26LEzq4GUVR6fnd8qy5zYeEYNO0f4OpmMsbMN3+Ks++AxZnxX/lKePJg7fM6wpt4nx8R9RTvN6grAGdnomxQD9UDQ1z1lPGhdQXp5kWDsO1fXHlwWjIdUf+xlbIydJz5tndnr50ybd7VF/swBGOV2hvfO/FA/1lDGYD2BPevRMRywh9xRO4ofG/Vyqzzro16a4KhnCpkVXNgkdnJ41LCnTc+eXKDbxVBtWitHfKRezc+rvis32q55dX33m4EjBl6p3yNbd9vnvBFfF6Pv53pXdTF0+p3c2Wt5J3E3dnd7vVPAkHrMuTfqGnGv3q2vxI/s7A6ueylPLN7L4K7zyi+y6BvbiKOq171nsJX81nlno8aiDLo8NsZZZzPewWY86tOzlnmo85R1jHzG1NWBstkjB45syTPrda4setWve0d957fqEE/GVPflNvmuMszFaQ7pj3TQQ474smErdes8ZbWBjK3Wi+t36mvMZ2H7k8l/sLoCsB7EdDcqWortyLbFhFwe/LTP+qhwKXwbtnLOOnYtGMYWLXsWvPpn9kdxn+nr07bq5dMd9IrxzvysXJS1zoxv5eWC7FH83XmrPOuT9azr7hys1jr480LWR9fjF3macTtnrYuhs7NyT6Rezc+qb+sS7nnqfTPiN33v8WagY+DoPHc6v22N81HvBs6Q5ynvoC62O3A0wlDvlIqf2Grs6NBW79aR7+qLObJHfKZevgNyjAzvg4o9dRmzz8Ndiv5KG71n/N7CBjFoj5h4cr/ewem38oWt5KXupy6xsK9v9zouKl/K2qdfcp74lel67KZscqE8OJHxHFW8da7erK9+q6w4iAWOKo/gQQZM4Dtq2BFntTXSldPcx07Wg+91ZLCP7dzPsXZW/Sv/7v4qfLf4MWjCsuglmDWLxLVRT2IhCnu1Uton4AAAIABJREFUjS4oiidb5y8PBvYpQlstPtfP6K9K+hnYzrbhhaZdLxvnXX9nfqiLWlsZgzXf1Spy8JF1lrqOj+KnlutFTC13dmtdd/ybI+wi71PtzeIWOz16FR82kxPO9JE98CBHbNVe+stxl5+f+E6bjPOuqHt7vhmYMUD9fXvjzGecnFseGn09g5WP1K17V8/FN8LY3SmJKWNlHS64u2jcW/KQOnX8SvzI1ru52ss5d5et6oIz95XL3nfaiJ+UddzZrXdorRl16eEt3xe5h+3ufZB5TPk61i42Mib0q92KudpiTn1g5+h9lrrVbscXWGa184o/fVe/rtvjL2UYpx/HHVfaqD3c8KzWbFcXlQtr0lymTzB2vrABz3dtcHRFO83qCsBRYZCUkX5X/BJhwTmnHxUTxVDlwVOT3hUPhW7RVPtXFs6Ik4z3W8bkIvNT512cd+aHWDKeV/FTV0ftKH5rWTt17jp91rjr2EfHVueuZ0/MnpVc78bkmCdbPU91nrKMwSdXxlfPdNVh3uWn+qrzzk5dyxdk3dvzzcCMgaPzPNP9LXucUc6IrZ6XozN3B47AmDEYS3enuEePTt6n2LExrnehe9m/Ej+yr9zFeW9W3dl3WOIjBnQzztyv485urQli6OJmzSe51AdYunew9tBd4Rx7aYtx9Vcxi6H2+OwwVTnn1W7HV1c7yMnNai70SV/95h7j6lN/7infceVe7bWxWrPmMe1UXMQOD5UD4pMfxtmOznHKfmIM7ivaaVZXAHaFQfLQpRC6xnpNlnLo5sGymNzPHtksCGTBY6OwLMK0ixxzG1jVQ36ETfl/6Vc4/Rf7d9L10IqJ2M2Ha7W/Mz9HFwo1lLWbsdXazL0cr8RP7WKPNsPEnnL6YM1ap89zoEz2yKQNxnnmUpYxZ6fuo6Mf8j+LsdYMNtFHJ3FUv8w7Ll7x3dlkDd81ppHsXt8MJAOzWk+53zzOO4U4OOued+ZwMLv378CR9049592dYq6IKeP0niKefFJG3exfiR/ZGZfaJQ7vede4m1M370Zlao88HBDD6ncRdqss+qzbsFtl3Jv1XT6wJceM4Sh9jezBkRg6LtjD3qwZ16pPbGE38XVcaHfmu+5Zw2Dh6fKffqs+PlNHLqtd7dPPGnrYJGdHstrRp3N69BOXeFLmaNzVzZHOO/dX+XkV0zxDL1g7AkhRI9M9IzcWhjr1sJF0CtZ9epJPswjcS91qFxkPulgSr2v22qw67p/V4+dJzcNN3LOLSE7uyk/WDheczbqhpwazIed+3Uu5HK/GL57EknYYw3e3L66jWlfOGOi151nMS5pcu1+xIKcdz3OVcZ9eu/pxb4RZPpCrGFZ8VyzOZzEps/vNwIgB6vHbWj2TntWM0/NK3+1X2Zx/atzlint7dHcT1yw27qHZvnF2ft2rPbL53VP3nXf3JHEknjpXN/u0s5JLdHnvpB5r+E0e6zx9zsadHnZ/Yps6Vs+a1nedu549WPymYbyaR7hRT3vo4tNW567/S9/5TXvEkO9O6qzmEfkqlzZynLqM5Tpl6hiflcf6HVPn1UY3rzXSyXxyrcZ8FpbT3j5XATwr0N9oZ3M6z9rT+Tk7fi7hlY+HeVaeu8vLcfP33Pz/a+Rnn+d/xXNH/TtwxAdu97E6+4jkbs0P+Mrtp34M5kc4mIiNlh/3/tiZ4Scvue+HuvZqvM75WK8Y9KcMtn9yr6KTP1iwB56soVXekcv4mPsjbZZ3fdZ6QT9xGGvt4UY/7mFLXumxdXbr/KYPc2Reko+UW8GHL+2gq+3KWdpljE7HIWvm6iiOapP5KJZO9hNrXcxn4Ng/Bs9g8SIbVyX9IrhvN/t0fs6O30vYi/TtCf3FDo8+CH5xaBv6mxg4+zy/CfZb3XyKI/z6dB+pfHS6Xz/Oux8llTR0/MCvezlfid+PZPHkjwnWwO9dr4x9yjJ2PT/WE0/GnbyoZ586jpF3nz5bxpCYUmZljN36PoNr/Wau4F/5yk8Xv7GnjcSU/GmXff2Ioct79V9ljAEMZ7aZX3xlrJmjzH3iAXfq5J4xwEPKyKv81Pxho3KYMhlD5S39j8b4vXO7Ct9pUV8F8M5JuRrb5nTO8NP5uSr+s18w8yz+/l1eOD956fz+yHcEZzJw1Xk+E+OnbT2do6fH/2r9cS+Pfqi8amvLfz8Dv+FdftUdsH8M3ri+r0r6jUN+CdrT+Xl6/C8VyxbeDNycgX2ejxP0dI6eHv9xhfwtwb912v+w7m9e9sqfDPBvcn/DPwi/6g449ccgIPezOdg1sGtg18CugV0DuwZ2Dewa2DWwa2DXwLk18OfP2HNmp/4YPAfStiIDHKDdxgw8nZ+nxz+ujL2zGfh9DOzzfJyzp3P09PiPK2RLbAa+m4Gr7oDTfm1cBfC70zqPbnO6+ZkxsOtjxs7e2wz8Lgb2eT7O19M5enr8xxWyJTYD383AVXfA/jF447q5Kuk3DvklaE/n5+nxv1QsW3gzcHMG9nk+TtDTOXp6/McVsiU2A9/NwFV3wP4xeOO6uSrpNw75JWhP5+fp8b9ULFt4M3BzBvZ5Pk7Q0zl6evzHFbIlNgPfzcBVd8D+MXjjurkq6TcO+SVoT+fn6fFnsfBfi4OP3/BfA0vcZ4/520/7P6V+zKp/4+pO/5XBfZ6P8/Z0jp4e/3GFbInNwHczcNUd8LYfg/UPSRKQT/5BTz/q3PMPjuYfkmTPPzKZdimB7kModfWVfxC06qRNcaj3zjLD99MauVj9oL8zP8RQ64pcZm3V3GadEttRza3En/6QX7HLGazY87yMcPmBrR8/tLHl2iy3o9zjT33vg8qdmLDh3VBlnCOjfPJzpKds/oFcbdInTvGyXvM6ikG5bl9uZ/zhi33i+9cGhlGc2l7BJA81JmN1n17+c80a0mf2yHX7xK+NlHdMnsw/cjRi0b9y7+7F8m6/7/QHz7UW6rmZ5eEJHM3y8fT4Z9zsvc3AExi46g447dfGCkBe3PUDww+KfKn7odC9NFKOl35++ICh2keedV/+FAv21dOXdpGrLyM+sOraO4puhdN34HiXD2vh6INXPHflB1w81ph4ic86Yq/WapVXb9Qfxf+TWvY8JBbXxIFf43DNnjPbxY49z5iy2c9yn/6ojTzLaYPxzAf7+PFeAZNxMJ7xmfjxwXzUwJiYkascVl1iQodHfMqkP/Zq3aQc+zNsyh714Bj5QfcIEzi6WKpf815ziq65qTpyiUzNd/KDzaO7BK70g72Ko/q+co7/b26jmnilXr+do6P8Pz3+5Md6OjrjqfOkse8heNrtTwbyffvnzv1nV90Bp719VgDy4u4+MHgZoO9LmXR40HOtvjQo9lroKWPCa3rrCz9xpT/0kO0wV5tXzFc4vcLvJ22Sz9XL/c78UIdZi3CatUWcdb9+2B7l4Sj+9IetlVqm1it25omtzitOZPM8d7FWHeZd7rGVPNV52vHlV+NWBl0eW70HwFzXkMVecl3n2sse+cQNthGu1OvutOQS2TpnDdvEBv70m7ZXx9QAtmb3XsWQc/lZiRdMxJy+GHd5qPjFmevYSt06T1nGlSvi+FT7pO+rY6YW4LrWN+uc+9X2SY7Ajv8Og+vdHnXqft4/xAwn7mXdjvjo7Hey2EL2yGZiy/NKTsRlj2xtqY+c8WVc8DZq1kTdFz82R/WRvkYy2sVPcgHuLh7l7c15JzvbQz9jkEPW4dn5LD7lutjkfcQtOujzjGSMsfYzvykL/8ZR+cn8J++pnzLYYU5Lu6yPmnJ1X/zoWiNVxnV6HjDqv8rebT7j5F+wjpl+0eoKQEivRYMbk2eCdI2sCWIPuWwWU11XhkOAHth4ukOFLOsdLvbwMdLTz1X9CqdX+f6UXbhevbzuzA91Y+12XFbsxM0az+jyrHaqjbpf50e17Bmr2MlHYpqdF31ynng4m6v57HKPDdZt4NCefOU+MeRcPfojvmqc6mKv3g8jWXXAaS6PeFeHHruJP+NVTk6829DBh3zQpw31Vnr08IntGrP6M0zIoCc2sDCeNe9/fCN7JK8t/TjXjnN6eMEetuXHfeLgyfaK/9Q7Ywy+b23kgVbrG77Ny+g9npx8iiNqTXzEkmejjonRRnw5B781x568sMaePtSv/Ur8Wev6qnaY49v9ihMb2ZiLNdcZ66/uM8fuqMEb8SQ/yiYX7IvT/ezZO/KT8WAP+5m3tOc48Weu2J/tqW+vv8wt41kuiYl9nsSOzcTC3lEcR/vipJ/57eSMCR/mgF7M9CtxVowZY/p1DP/y45p91gt2xeJ+9uDHFg2fFUfK3mU84/NfMJ729lkBOCMbfZNiQBYmfd1TxoNGn83Dph6+RxjZGxUMdi34tP+O8QjvO3x/ygd5qLkcYbkzP9SdtZf4rUOwZ1059vJE7qi9Gv+slvGvz4odP5xB20qOsIdejVMbXd/ZBTPrNu8E57VHNrG6z/rRRT+qO3ipuhWXfrKHR+Lv6iDlclztdpyAxVylLuPZXVllu7lYu5iVP8JEzPKF7EoN4C/19DXrKw9dbdRa1h71KUbX6LExqoOUu2JM/N/YqAHPZK1v7z3zj+ysfYojcYINjJ4T5sbG2HtP+Vp/GT9j5dCt9cxaba/Ej2xiq7bSN3J5HnIPPfZmtsyfepWj6ts5cvW8YSv5rXN17bExwoYuT22sZbx1nziS65znGL06r7aYYytjqrnvdFjLelEGW/i01bnr9unXtaO+85s6NW9Z54mNcc1v2mGMLWIwh7UWq7xz5NDLhq3Ma52nLGNsIGMb1Yv7d+hrzGdh+pPJf7C6AnB2ANHvipa1I9sWE3IefNZqEbKfiTfcKuf6alEqf3Z/FPfZ/u5gr8vbCNed+cnLscPPhTWqu5WXCzZfif+olvMCrdjxg75tNUecRXTz5aCNru/swlGeWXB0cSPHeneH4Assoz3300/i6+6tiivlczzDlHKOq92OE3LlPaeePfzM4lSu67MGupjVmWHq8kNMI7zapEcuMeReN648dL5rLWMH/OTFJ/Pu2Vut2Q7XT9fA820NHrMea31nvOSP/Vm7A0dHGNi3fqw15jwZX8oR8+zMycmRb+XokYXTlQYuMVf5irvuO+c88qzKoze6S/JMZl0QE0/uz+6WEV9HXGO/3kVwBJbZnlzUHj3zwXlI/FU25/hM2eRCOXAiQ0z4yBpjfZRX9bu++q0y2Mw8IN/5ARuYjxqciHuUs2pDTnMdO1kP4kQG+9jO/RxrZ9W/8u/ur8J32ttnBSDE1wMGkSYsi16CWbNIXBv12AcH9jo97FQf+aKqdl85tFX3jPkKp2f4uZONLm8jfHfmh9qZ1ZY1T9+1lUv0lfhnteylir18PHf0eaGTo+4cZxzI4xM57eR+N+5yj36eWeyu2ksfs3yQg+6loH4Xb+VE2ezFDqcZQ8rUMXZTtotXu1V3NrfezG+Nt+4rR1/bDBN7VQe81V+1aX2ieySrbrVrDO7TY3fVHvLaoH93q7y92/8V/uCeuOpDXrpG/c+4/yRHGcsII+vUZTZiBXe9t1jjvNiwX3Xds38l/mpfG9lz1yA3k0VmlK+0RezaGvGT8oyxXXnp7kDsdg2+Rr6wPeLziOtuX1yzvQ6ja9bBCpfq6NN5xxcxgqk2ausVX6lf/eaeY7CM8u17gH3kVpq28kzM9PSRMpULa7KrEbjpfGFjFXP6ftd4dBb+1X9/wn5gdQVgd4hw5SHp3HbFr1xX6OAgwV0RUOCZfPDMko58V0T6v7pf4fRqDO+2P8t3xXJnfqjNrj4zhhn+0UtsVT/lGL9SyxU783zZ1Hn1pT/XiTP1Xa99l3v0ksc6rzZG85ke3Myad4kyde569vjzbmE8y3XqgUU919HNe6jOlTuzB/OsBiuGnDPOe/bo5Uq8+KMxTluzmLCrnnLwl77rXLlRb26T75Hs2evE/e2tq++MeVZzyN2BIzASR9e4q7L+kLGmwZ5nu9pBN++6zv4r8SNbsXQ2WcPvyDY4V+14162eH/ioXNYawXeHjTWfrm7AMuKTvU5Hfrp9cc321B/14B1h6nT06V7HF3GAKRtzuaFfzZ82ql/Xs/eunMUkjpV68JysYu3qonIhxuqf+OSHcTby80qOUvcdY3Bf0U6zugKwO0QkD928JDPQrvjdRzeTZjF1++whb2OeB4jCyiJknPLqvbNf4fSdeN7ha5bv6v/O/BxdKNRe1m7GVmsz93K8Gv+rtVyxo++FObpcK668fNEHa563lHfc5V5/ymAHe6+2EQfGpb0RRu4C8NEqP+rad7lFfyVf4NGP9vAnLvp33EtHfmaY2BNj1o7xZE+syrqOPlxlDbmXPXry4jpz9GldPSk36o/wjvTOWF+pjzP8fNJGV9/iIXe19t2zvwNH3km1Pqmdip951iP4kbMxzyf3lMn+lfirr7TTjTt5Yqx3ZKfLGtg9+6s63RnlXCeP2F21l9jAIve5zvjofsN/vZfAAJbZXvWTc+OC54wvZeoYnynbcaHdqjubW8Ng4an3aPVbbWVdaKvaUOfIFnLYIA7yBZ6VBhdVFv3EIbYVe8rM6kaZT/Y15rOwrLG+4O0IIAWBTPeMzFsY6pD8bCSdg+I+PcnPln5dr3bRQy4bMnkIc+9dY3A9qdW8HMV+V36y5vKFAl4fYs2G3Ggv5XK8Gv+oltGvOLDPWl3Pc1bPoZgy7tQ3Lnvls0feffpsXvqs/8uZRN/7wZdE+kz73C0pDx7jy5wmzuQodbWlr3xZqV/xVBnro95T6p/d4z/jNLbM/QyTe8lDYsycIqNd/chV1lHqu09fZbKWUmdlTNyV+xW9M2SI5dsb9Ztn2DNF7Cu834WjioPzm+fFPLKWcVGbOVeO+q917F721W/u1TGynqu6183Jhfej++RqBRfyeTfhu4tTu/bYTz3W0Uufda7uUT/TY6/Llza9j7v5bE/52uPPume8mke4UU+b6Gae6ly5f+k7v2mv8gfGEZ+sH9Vh1gDjzH/6zTE2K48VR52n/miM7xX/I/2r12vMZ/k77e1zFcCzAv2Ndjan86w9nZ+nxz+vjr93eYHd+ZL/G/FeeTcDnzxTn/T9bp5/6u8OHHX3SH7MEhsyNO6b3GNcP+7rh/WMm1fiR/boI1xfo4/mlQ95bOArf6D4oS4P+qk9fpMf9uuPrVfiSPtgGP1AWeEcXXNVfyDM9hIDY3zV9w76K7ns6gVb8roSR8WzMu/8ph68ZM4rP8qSg5pf9+zZzzo1/5Uz5e2tMef2iesoDnWyz9zm+l3GK3XzE6z7x+BPWHuTzlVJfxP8y908nZ+nx/+TAuOi90X6E/2t870M/OTD4Uw29nk+ZvNTHOHXJz9S/SB1zz4/bqkr11PX9VfuI+wctYrJHzTooS8G/bPGvVgbH+XIzFra0C7yxmvf2UDeffpsGUPiT5mVMXbzRyo6/hBjL+MjD1Xe+Dp+Znv48QcTNtOuflzv8u8PopGMMST+FT6OZGZ+8ZU8ZP4Sh9jAnuvVd8qlXXSMm77mDzuVw5TJGDpuK446x+ed21X4Tov6KoB3TsrV2Danc4afzs/T459Xx3iXl1h+rI0l985TGOBj5NM1sc/zcbU9naOnx39cIX9K8GMgf6T+ubtnm4E/GaBefvID8k8r186uugP2j8Fr8/ZP1q9K+j+BupHy0/l5evw3KsUNZTPwzwzs83xM4dM5enr8xxXytwT/oOfuH/h/o94r72aAf5M7+zeZ78Yz8nfVHbB/DI4Yv8H6VUm/QWinQHg6P0+P/5Qi2kY2AzdhYJ/n40Q8naOnx39cIb3E/n+D9Lzs1f9ngP9XSP5fVe/My1V3wKk/BgG5n83BroFdA7sGdg3sGtg1sGtg18CugV0DuwbOrYErfqye+mPwCoBPtskB2m3MwNP5eXr848rYO5uB38fAPs/HOXs6R0+P/7hCtsRm4LsZuOoOOO3XxlUAvzut8+g2p5ufGQO7Pmbs7L3NwO9iYJ/n43w9naOnx39cIVtiM/DdDFx1B+wfgzeum6uSfuOQX4L2dH6eHv9LxbKFNwM3Z2Cf5+MEPZ2jp8d/XCFbYjPw3QxcdQfsH4M3rpurkn7jkF+C9nR+nh7/S8WyhTcDN2dgn+fjBD2do6fHf1whW2Iz8N0MXHUH7B+DN66bq5J+45BfgvZ0fp4efxaLf+D3N/ynoRP3u8b+Id9/+QPO78L6bj/5B67f7Tv97fOcbPTjp3P09Pj7qtirm4HnMHDVHfC2H4N+jBBIffKP/fL3YHLfj5f//vvvj3XmtLTLvP6B0bRXPxT9CEj/2Bj5+p/DN/7PVUl/Ywgvu8p8Hv1toDvzQxy1FiEj46vk1LqrdVnlV+K3xpHt8GjTH1PI+eR/ajn3R7iQV5fe/OHX9XoG9U+PXLefMXgfpB7j9DWSUQc/GQO4M1blss/4Ox7FmHZT3315oKfVnI+wK9fty3vHHT7QQZ9nJJNYc5x4R7GlPL4ql5n/kY2Uwacc5/0tZ+nPsXLO7eUNXWvEPXvX6XnAqH9l3tHP4nuH/3f4oP4yFzXvudfheQJHXdyuPT1+edj9ZuCpDFx1B7ztxyCJ40VbPxT8kPGFjJwv8Prhw0s65XiR5Esbkqr93M/iwTbyPPUDhReWfpB79QMq/fzL+Kqk/wumK3XhuuZi5u+u/FhXtfaoTWqbxt5qrY44OIofX+kD+XqmtF3XmYvf86gsdozDNXv02FfXdeaeKdeyByd63VlLf+zPaqTeEemDMX4yVuxhP3mqOsRqPHKRsRgzdmbYsKu/5E+b1a9zbGKbJ7GzDw6xsTeLA/mjfX0qq20x5H43rlyCT8zy1Omxpo+KMWPsdMEoP3U/6wW7YqlyzDPP+Kw4Op0z14jhW5u5hddsNR/ksq6l/DdzlHGOxk+PP3nxPuGM7/Y3A75rZufpb61nrnDXc7bq/XRHNq66A057+6wAHL1gfZnnB5IHPdf8MDFBFHst9JRhL/XVyx7cvKiy5Zovsdx/13iF03dheYefVw/infmhDrMW4S9rkdqs+2fHn/7wz4VXa928zmTBmdjqXBv2yJIbbXaxKps9cvXFjq3kqc5TnzE2RjGiy1Mba7MP/2pvJJ/3RvWRc+QyJmKWq5Sr4+6+S56Rr/NqI/3WvTpPf+A7sg2HlZuMi3HNb/VJ/vAj5/Sz3KiPHHrZsJW6dZ6yjLGBjI1YeN7VKv53+X2Hn8yp/rI2XDvi4GhfO1f01C7+OwzUiXsZV667n2eQsevW/Ax757vKe4aQTV9VzjlnJM+J64ltZAc98dN7XlJ3duaR6/Y9z9jMMyk2+vQ1klEeP8nvKGblsyefxpg2XOvwo58xKMt62pvFp1wXm7yPfKODPs9IJmMcjfUDzoy9yqecsXa4R3vG6j49a7RcM+fVv3LdftZip0dcxoYvGvHov9P55JoYz8bw59vzH6yvACRRkFybhVATiSyJpLFXk2OS67r2LdDZYQC3hZB64sRvxaXc1f0Kp1djeJd9a4CYV/m+Mz/UprXbcVixc3GyxlPrsdNnrdoYybGO/Rme1CUXeWYYJyZseT5SL8fs81RbKVPH2E2/7GODdRs4lJGv3J/VzogvdI7i0T/9KP7V3BGDsuQk8aefOibulE0ulJUvYsKHXIl7dFeqnz3Y1MfvrH7YB8+MS7Ahc9TS7yhn1Yac5jp2sh68Y5AhLmznfo61s+pf+X/p3+nrX3C+qmseiI9nVEdHNYbfT3FE7Xp2wJ/3RZ7DrDHw5nllTo1ZZ/RyYf3qY8TxUfzoa1Ms+utseg4yHnGnL+RqLNpjvcsrOGa+8Ymed4z26FmXC/Zn9wZ7R34S+yjm9O8Yu2Cp/hNTrQd17fVnPKybG2Vqbz3gO7EjByZzzF7NXbV1tF/lnePHuOUhY1CONeVcw2euWSM1FuXtrYnUZS/rQVl7uUQGnNmSH2ySi1mDV2Ps8j7TfdceuK5op1ldAUiiRoWJvgVuoCTPhNQ9ZTxoXZJNqgXmXF167eea6+zV4qpyV87x/5RmbuiJe1Qnyced+aFeu5r1UgW7MROTYy/Nlbpbjd8zssIpWMCQ2PGTlzP73XnL3JjHGmfK1HFnFz+s27wTnGdPfPKY64yxMYp/di9VO8yRT0zKVJ5c73r4RT557uRyrXLR8UWMXe3A2yu+9GvtHOm633Fpzoi3401f2SP7Cp/6SBuVC2uyqxHwY6M2bKxirrqvzon3Gxs1xEMzTx3X5OCI609xlDUDRuudmGqN5Dz1kIUH13Ksne7ssmc7ir/y2p1Hbdl3MnWtniV17ZEHm7FVjpSrPXLWhnvYSn7rXDl7bNS43UOXpzbWiGnWrNUqw3rqEnPGXuWZs58x1dx3OqwhR3zZqq86T1nG6bfuzeaV0w4L+uZcW8wzpyv8qEuPbvLLuGJJecfI1VxjK3XrXF37yhXc3q1dhem0SFcAzg4g+jURJIG1I9scFmR4ajGYSNY7++hksShPYWnTtXf3+H9qOzq08HJnfqi1rt7MJ/VFjF3z8uz2cu2V+LU5Oh9pt16++Mkz0r3AU98xvtDF90rr7MJRvgzB0cXNmg/4axudf+TY63SqDeejvOE/eVJ+1CM/q5GqV7no+CKOmmPzID+vYASfeqM8JnczLsUxspPxEtsrfHZ1UbnwDFT/8GqMNbdH5zgx/+sYDN/WOs7JS1f3K/GvyFzNYcXAPGuKOu/io0bzrHR6ud/FUX13MrnGOTqy2Z1Zz5N3xYpf/PDART1HiSnHozuMdRsYtAcOntwH/6iNcHcxVxv4RK767DhFNjFVW8kntTGTTd1qN7lQDs6xJ1a5Yp/1rE11ftLr50gXHDw29MQGl7mnTPbeGcZ0JK+ufpxrxzk93GMP2+bVfbjlyYbsqv/Uu3I8qul/9Xna22cFIKSSsNpMGgmqjbUs7rqfc+yDoyt+1jo7yNcCAKNrjDu99HvVeIXTq3x/2u7KIbwzP1w63QeBvFrzXa0ikzWWGCVKAAAgAElEQVSoTu1fjX90/tJud06of88DspzJ7hynHeSJ/5Xz05119PNewO5PzuMsHyu8GNssp91dol7tjQudjK/K5Zy4U7bjQrupdzS2FsHCAx80YtUfY/Zqq7ra6GTRrTFUe8yxSRwjn50OXFSf6BuLdqtMZyvXsMHzjvYqtndg+lcf1ge9reOUOlvh+ZMcUUv45zGeLr7RfcJ61iN2qFvbSM99+lfjx6ZnOO3keOSXdeNN+dFYLpKfkazrYKv3eb0jurOtPveEuXDNHtvsd20Us7LGYk3KBfsrmLWTPbbgRpu5NxpXLjrfxAi+2uDtFV9Vv85rnuq+c/BkXROzeQD/Sn3It3ranvWVh65u4KPjhHx3vrCxGvcM25l78HdFO83qCsDRASQ5I/2u+CWiSyp2shCVJdkr8l4C9DZs5tz1q/sRJ1f7vYN9aqXLY2K7Mz/UWldvq/i7iyl1Gb8aP2fpCFMng06+bOq84mKeFyg4U7+TZ6076+gl5jof2arrMz32VvhGDoyjRpxHNYtu2mG8msf6YYAtdPNuqvMR1pX1Gg/+j+I74hKej2xk7TDO/I9wY7PySK4yr3U+spXr+F7xnzo/HVf8P7VzN71at/BJnWRjbXa2lL0DR9SUNdp9L4zOADp5VtMO8a3U2qvxi1P+un6E1zOFz5qvzg5ryCGfcY5kWSfnFSPzrAVxVDv48clzrhxYRmd3FLO6HS58sW7OkxP2ju41bCM3wqTv7CsXHS5iTyzoM5ebVWzpt47xW31UGeZwk/nscsf+ii3kurx2flmrPHS+uzNGbMkVc5u5Xq1n9a7swXpFO83qCkAKoCaXObqZgAyU9Syu3EM3D5ZJTRnHyHYJxXc9xKxZrF1BafPqfoXTqzF8wj55qnXS4bgzP92lkzFQX1m7uUcdW3+5Xsevxs85qrVebcJ7lWHuGVy5HMGVZ80zdBRTd9b1J05sV3zuzXp0RjUFrtGeNmtOsFdxrGDr8o7vlVySA3Bko4bkdSWO1D0a488aNQ+Z105/hgG+rKNOlzX2k1f9imOkh07HIWti7vgb2XOd3FTO3Tu77/Cf7eMT9qgJ824+K47V2Fflqv0z58ZgXWWN4Yd4a71Sn90dg24+Wfsd5lfirxg6e+Kt2BKvZ+voHCCHT2yZ75FP17FZZeuZw26VUX/Wg2XEweyewmaHCwxyQJ95W8FnXOhpZ4afvfTJvONCu0e2ct8aNgb4mLURj1UHO2nL2kk58KZM7jnGnxwfyapT7Rqj+/TYXbWHvDY862nrU+NX7oBXML7txyBFbeHVfgSYxKUshZWNpFowypk0k+h61bVI3c/DWfeqbmK4cgy2pzRyaS5WLlZ4uSs/WetcUDbjo6+XK3Lu1z31a38Ufz0btY4rDs7MiPu0Ve2IK+POGIzLXvns61nPvTyPeU5TZmWMf+8H5ZP3jN16RL5iw07KJj72OozJX+LQD2s8zGurd1mVMYbEVG38ZF79Zlz4ytrWPthyXWzENsOXcqmPjtzQ1/zht3KYMhlD5U3Msx6f72rv9PWumPSTZ6jeH9RV3hfqdP1dOEoc1GuejTonDmpvVn9wssJB+u34cQ1ficn1rkc2zxwyYEk8yOS8s5PnG5yzeNUHY+qxXn3VubpH/UyPvRpz2vPeyLsEnLV20YGXbj3t4c98MF7NIz7V0x66iavOlTurr/mZ2YXTygX4cq07H2mTeOGIxng1Puyqp72aszpXbtR3dTCSfdc6fFzRTrN6FcArgv4tNjen80w9nZ+nxz+vjr93eVEcfdD8rbVXnsoA9VI/Lq7kYp/nY3bvwFG9R/hg9YcFH70dRj5C8wM+I8We+rnejTvbVS4/ptkDU36MV/nOP2vpq/vQTjvIZnzygJ1ZA2v9seEHuHrYnuFXrvbojHjtYq766Pq+yBynHNjZmzV8aUc5bCe/rte+s48teV2Jo9p8ZQ7OzKt+OxvI1VwiB17zQE46Ge11PKNf60v57PFR8TGX+67WUr8bH+HtdK5eW6mbn2DYPwZ/wtqbdK5K+pvgX+7m6fw8Pf6fFFj3wviJna3z3Qz85MPhXxnZ5/mYwU9xhF8fPy4TLR+d7ufHMzKjHyV8FKNTP2DTbh0jP2t+OIuFPj++mSd+7kNlUw4fuce4a8ZQ7WrTvtOtWFMGztQ9+rGVenWMjZqPjCtjNocpn/FpO7GlrPv24DaGxKEf97r8Y9d9+ipjDIlfv2f16d+xOIwNLmzsue+avXix03GWnCKjXf3oP2tX2/Tu01eZrLPUWRnPYlrRv0KGGK9op1m9CuAVQf8Wm5vTeaaezs/T459Xx3iXl4Mvm7HU3nkqA9TG6OP3Sk72eT5m9+kcPT3+4wr5U4KP+frj4E+JPdsMjBm443m7CtP+MTiug4/vXJX0jwd2EoCn8/P0+E8qo21mM3ALBvZ5Pk7D0zl6evzHFfK3BP9gZ/RvrP6W3iubgf9ngH/r+i//VvoqHq+6A/aPwasydoLdq5J+ArRbmHg6P0+P/xZFuEFsBk5iYJ/nYyKfztHT4z+ukF5i/79Bel72as8A/wDhrv/voavugFN/DAJyP5uDXQO7BnYN7BrYNbBrYNfAroFdA7sGdg2cWwP9T9h/Wz31x+C/QdnalQEO0G5jBp7Oz9PjH1fG3tkM/D4G9nk+ztnTOXp6/McVsiU2A9/NwFV3wGm/Nq4C+N1pnUe3Od38zBjY9TFjZ+9tBn4XA/s8H+fr6Rw9Pf7jCtkSm4HvZuCqO2D/GLxx3VyV9BuH/BK0p/Pz9PhfKpYtvBm4OQP7PB8n6OkcPT3+4wrZEpuB72bgqjtg/xi8cd1clfQbh/wStKfz8/T4XyqWLbwZuDkD+zwfJ+jpHD09/uMK2RKbge9m4Ko7YP8YvHHdXJX0G4f8ErSn8/P0+LNY+E+Hw8eVf4Q3/d11zH8Bbf9drb+zAy/Ux53PzJ2x/c3oZ1aeztHT4/9M1W2vm4H7MHDVHfC2H4N8pBFE9+R/wtWPOuX8Ox///fffH7rMaWmXefchlLrpyw+EXMMGPvXf2fuf4zf8Dxie1uB79YP+zvwQQ1c7tV4zv1mnxFbrMmUZr8Sf/pBfsdv9od48EyNc/OeY9UHv33aCB9dnuR3l3nOKDe+DyoWYsOHdUGWcI6N88nOkp+zoD5InTuPFZ83rKAblun25nfGHL/aJ7ycNXXnp9DO+DiM63t8dTnDJC7041XGv85226768oW/NVRnX6XmIRf9V9lNz8H97oy5qnrIujuJ/AkczDp4e/4ybvbcZeAIDV90Bp719VgDyEq4fUn7k+LImmb7c6wcHL/CU4yWSL3QwVPvIs14/crDNet3DtzbFkT7fWWxge1KzFroPyY6Hu/JjXVlHYic+aorGXq3VKq/eqD+Kn5rXnzbgtq65R2/NJxbXlMPvyIbnKvXRYz47R7Pcpz/w17MsLvqZD/bx470CJuNgPOMz8eOD+aj5watt5CqHVZeY8M8jPmXSH3u1blKO/Rk2ZWuPD3zPuGXfmLo8sMYza8ZZY8gYO33zA4baEkvmt8oxB7/84LPi6HTetdbF9i7fV/sx73CeLesZmaP6+WaOkpfR+OnxJy/UDnwc1UzqPGkML/ADT7vNGeA9AFf1fpprfWb3qjvg7zfrD+NbATh6+fqi90MDCB70XPMlLkSKvRZ6yvgCUr7rwY2cLcesjTArf2W/wumV/j9hm3yuXu535oc6zFqEy6xl4qz7r15ER/GnP/xT20cfv+xX7MwTW53XOkEWbPrvYq06zLvcYyt5qvO048tPv7nHGF0eWz3rYK5ryGIvua5z7WWPfOIG2whX6nV3WnKJbJ2zhm1iA3/6TdujMTroYreLHz32026ds5f7I1+sk+f0hc+jukQPOfSyYSt16zxltYGMjTh47tBqbHfAdBaGzHfapN6z5uo8ZRl/kiOw4b/D4Hq3x7lwP2MlHmrPvZX7obNfOWLuWan+qmxiq+c34x1h4+yJn96zlHaxM2rIdfvix2ae17STvkYyyuMnuQB33hvKZZ8YKjfIGXeHn/3UV5Z1uHQ+i0+5LjZ5H/lGB32ekUzGOhrrB5zJX5UXK3IzXsHS2Ul9uWGN5pzenFf/ynX7WYudHnjEhA8aMei/0/nkmhjPxvDnm/UfrK8AJFFdoVgINZHIegjZq8kxyXXdMCg89MDG0x0q1i0E9bJHp8OcMleNVzi9yven7ML36uV1Z36oTWu347JiJ27WeGb1mLaqjdzrxuDpzoCynrGKvV7gK2eCM8PD2VzNZ5d7bCRmuNGefOU+MeTc2OiP+Kpxqou9egeMZNUBp7k84l0deuwm/oxXOTnxbkMHH/JBnzbUG/Xo0sTbyenTvcTlODEoN+qRBTcNvytNTlMWO/Bg813CHPvYzv0cq7PqX/mr+rvgODs+c0R8PMxpmSt9Kuu89p/iiPr3OwOMeR/UsXUNdurNeK1f7XhukOu4qLEzX4mfsy/X+Bg15dwHt/cGmMXJeOZXO8apPebdeXMf3rCbfLnHuv7Zn8XB3pEf48I+9rCfedOvPb5zH/lqQ0zEmbLasNef8bDOGJujhm32q1/ks6bANPON/NH+CAN+jJExWDKG1MscMu7yoQ1tpr5jsOKnysx8yyUy1W/yg83Eqc/syaUxdjhS9lNjcF3RTrO6ApBEjQoT/XqZkDwTUvckw4NWk2yBqGchqmevfee1Ry8vgbp/5XyF0yv9f8I2XNdcjnDcmR/qztpL/NYh2L102HdM/Owhd9RejR9e9VNts67Pih0/eTmv5Ah76PGMfFYMnV0ws27zTnBee2QTq/usj+4eZUZ1By9Vt+LSRvbwSPxdHaRcjqvdjhOwmKvUZUzsr/jDjvmpeU7bFVfmARu5z3gFg/XR5St9O06frlUurDtjUo4eTJ0vbGSNpc47x/DxjY164KGZQ3rHGTM5mtXOpzjKeqJWEmPWVK0/4k7drNdad3WevDh+JX5kE5s27Ou9ltiq3ootZIy1cqTP2nf3G7iS3zrvbFS8yqDLUxtrxDtqxuE+svqgT92ac3Wyh5uMqdZFyuYYuXo3Jc/I1nnqM06/dW82N15lOizsVa7wVzFjC87BWu1q3x4/yW9yr0zXI1dzja30V+fVTuUKvHdrV2E6LdIVgLMDiH5NBElg7cg2hYcMj8XQXTLs1yJlLYulJp7i+VQD29Nal7cRB3fmh7rt6tlYuLhGteXLRdlR/0r81HhesNVm7lXs9Yys5sjLv74sqm/nnV04yjNLHF3cyLE+4hwsoz38s59+xORe8sNaxZXyOZ5hSjnH1W7HCVi859Szh59ZnMrRI5t2ap5TtuLKPFQ8YO5ylPYYK4etlZY+la++PTu15qwPcDHOVus99945XuHsnXjO8NXlg5zBeZfPo1zcgaMjDOxbfzmGT84b8dO6vaOze+Q7c4bs7GzJvzIz25wZ5dJHjomLh9jrGUu5HI/uN9Zt+NUeGHlyP+8wdexHMWUelB31+Mq8MDeH6oAvMblun1xjayarDn21m1woBxbsERPxyhX7rFuLyv+0189MH3yVG+TlD3zIzJp3hjHN8pt28Juy2kkZcCCDbbBkfYCrYkM2baatT40T85kYTvu1sQIQUrtCMWkkqDbWsrjrfs6xDw7sdXr1YKGLfC0AbVrAzt/dr3D6bkxX++vyNvJ5Z36onVn9WPP0XeOcjOpS+VfiB0t3vrCFH2zVx3NHn1iw051jcWkTn8hpJ/e7cZd79BM3OFbtpY9ZPsjB7MLv4q2cpC/HYofXjMH9rsduynbxarfTH61Zb+aYeOHEefYdF9Vn4mIvddjD3qyBBz0xzGTd6+yin76NU52VflYbK/pnyRxxdpafd9oxH/Q2+XbPdfqaz9xj/EmOqDPPScaTGFmnrm3IU7c2bLBv7GnHPWW7/pX4q+/OXsbU7bu2cucaE34zLm10PXddtd3dgaO45XJkO3ORMitcIw8WfKedFczpyzG1jS361Va56HyDjXhqo+5e8VX167zmqe6Dg/iqHNisB/bzPFQbzq3L5N29UV95GL0vOk7A1/nCRo1n5P9d63B4RTvN6grA0QH0kHQBdsWvXJdUi82LySJEh6TWQlRem/Zgxfcn2wqnn8R3he9Zvqu/O/NDbXb1mTHM8HcXU+oynulXWWo/z0Ldz3nFzpzzYKtz17PPCxScqZ9yOe5yj17yWOepPxvP9BJrZ8O7xL06dz17/Hl/MF7NFVjU0x66mbs6V+5fe+zW+1Gblb+cM856XXmBJueMM8f6rD12K49wlb7rvNro5vhe8d/pnrlWYzvT9idt1ZqGa2qGxl7WXJ1X3HfgiHoDZ9eILeOpstaad0ie63qOOvuvxI9sYunseaaQNSdVjvV6J1UZ58hiK+Nyr+uxW7lknv7EWPXx45N3gHJgGZ1r9joddbM3V+jQ6pw1cBxxrdwI0/+Ml/+pXHR8EYfYVGcuN6vY1O16/FYfnRxr+DNGOEm9V7AQ+2qO8Ft56OrG85fYiS25ytoz16v1nHavGoP1inaa1RWAFEVNLnN0MwEZKOv1snAfXYuONZPa7bNXfSOH73qIkc0CZr/K6OPKfoXTK/1/wvYs3xXPnfnpLp3ET31l7eZerb/cy/Fq/NRuV/tpK8cVO/qewZXLEVx5eaLPWp6p9Oe4y73+lMHOT87iiAPj0v4II/yBj1b5Ude+yy36K/kCj360hz9x0b+SS22s9DNuZ3lwz7wkV51fYlSWffVH50Eb6HQcsoYNWsef+qP+CO9I7+z1LrazfXzCHjXrOTPX4siz0p1/5ezvwJExWHNioz7r2WUPzPlY+6yljeRCm7V/JX5k9VXtMGfPu4Qx8hU/+MC10rDBGcam+T7S63JezyN2V+2lv9k9TUzGnjqjcZUHN3z5rOAzro7nkV/sZk46LrQ7stGtW8PiP8rx0d2cPjKn6Okj+xV/cnwkq294SFljdJ8ePCmTe91YG/R3afB4RTvN6hFAijqLIcejwGohcRCykVQLRns1aek3dbGlDr0Hrvpkb+Wgp+2zxvh+UqvcH8V+V36y5vKFA14fYs2G3Ggv5XK8Gj++rO+qX3Gwz1pdz3NWz6E2M+7UNy575bNH3v0aV57VLo60Mxtj1/vBSz59MtY+d0vKY9f4MqfpLzlKXW3pq3sZVTxVxvq48i4CX+YWXxnrLA+5l7lPfowBP2lXXuXHHKVu5TBlkrvKW9oYjfF7h3YXHFdwkec7awxfuXfk+y4cVRzUYNZ0Fwdx59lA3vsG+TrvbFS/nYxryFau3aMHS+Lh7OQcmVfum5TF98pZJP7Uw2fFUecZw2w802PvKF9pG5yVG/dZn/GMHP7MNePVPMKNevpDN++/OlfurL7m58guXIy4BesRV8QLRzTGq/HhUz0xgj391blyo953S/I9kn3XOnxc0U6zehXAK4L+LTY3p/NMPZ2fp8c/r46/d3lRjF7of0vvlScwQE3UD4hPxb3P8zHzd+Cou0fqB3OtKeb1A5kPXdf4YF2JbUVGFpHND2HX7cGU9urH9FFM2qHHTn4wG0/lIXUYw0H14we4skdxKFd7MMhv3evyUWVyPvoRwToxzBq+6nsHXMn9SL+zjy15fTWOkZ/ROjgzr/odybOOzoiTo1zmmdAH8db6ci97/FZ8zOW+q7XU78bUUK3PTu6dayt18xM8+8fgT1h7k85VSX8T/MvdPJ2fp8f/kwLrXhg/sbN1fj8DP/k4uDLqfZ6P2f0UR/j18eMStP7occ+edRofkqzVj1QjZV2d/Oh2v/bIHrWKKT/M0U/83If6Z0zzx5jr9mlHDMZX7apjr3z2fuR3MhlD5zftzMbYrrxmzPmhby6Qx6e46M0nvhJbtZ1Yqg1l9aP9rjaQdZ++yhhD4k/fZ4zTv2NxGBtcJB/IzfLFfnIpzmpDGf3oP2tXXXr36atM1lnqrIyJ15hX5N8hQ4xXtNOsXgXwiqB/i83N6TxTT+fn6fHPq2O8y8vBl81Yau98MwPk34/fu8S5z/NxJp7O0dPjP66QPyX4kK8/Dv6U2LPNwJiBO563qzDtH4PjOvj4zlVJ/3hgJwF4Oj9Pj/+kMtpmNgO3YGCf5+M0PJ2jp8d/XCF/S/APfe72b3f+RrlX7sYA/9Z19m85P4X3qjvg1B+DgNzP5mDXwK6BXQO7BnYN7BrYNbBrYNfAroFdA+fWwBU/RE/9MXgFwCfb5ADtNmbg6fw8Pf5xZeydzcDvY2Cf5+OcPZ2jp8d/XCFbYjPw3QxcdQec9mvjKoDfndZ5dJvTzc+MgV0fM3b23mbgdzGwz/Nxvp7O0dPjP66QLbEZ+G4GrroD9o/BG9fNVUm/ccgvQXs6P0+P/6Vi2cKbgZszsM/zcYKeztHT4z+ukC2xGfhuBq66A/aPwRvXzVVJv3HIL0F7Oj9Pj/+lYtnCm4GbM7DP83GCns7R0+M/rpAtsRn4bgauugP2j8Eb181VSb9xyC9Bezo/T48/i4X/Whx8XPl3l9LfXcf8yYT9n1L/OzvwQn3c+czcGdvfjH5m5ekcPT3+z1Td9roZuA8DV90Bb/sxyEcaQXRP/s0vP+qU8z/tWv8Ip3/AM+2SrtGHEPbUqWnt9vT/yY9LMDytkb9Vzu/MDzF0tVjrNfNbazzPRco5Xok//VnTR3a7v82Uf/x1pO8fwtWP/zlveHBtlttR7vGnvveBHNiLCRujc64sMsonP0d6yo7+Pl3iFC8+a15HMSjX7cvtjD98sU98P2noykunn/F1GNHx/u5wgkte6MWpjnud77Rd9+UNfWuuyrhOz0Ms+q+yn5qD/1ubue3qIusKudk5/GaOVnL/9PhXONoym4FvZuCqO+C0t88KQF7C9UPKjxxf1iTRl3v94OClkXK8zPOFDoZqH3vIsNe9ZLq9/Chiv7P5jmJb4fQdON7lw1roPhg6DHflB1w8WZvgJz5rsKurKt/FnGtH8XNe9Kce3NY19+jZq9hdU479kQ3ObNVHj9jy7GrLfpb79JdnU93sZz6Qw4/3CpiMgzF+Ri3x44P5qIExMSNXOay6+UEsPmXSH3vE0DXk2J9h6/RYQxfM4Bi1jKnLA2s8s2acNYaMsdM3P12OEkvmt7NDHuQHnxVHp/OutS62d/m+0k/WBHzLvz7r3PWu/1aOuli7tafHn5xw18FH1lfuP30MNzz1ffJ0Xojf99BvPE9XYR5//bxYMSsARy9fX/R+mOHag55r9aXBJVALvcqw74dO2tJH3aNI8gMBHWKrui/S8yPxFU5/ZPjGSuRr9XK/Mz/UYa3FrCHirPvU4ivtKP70h91a250vP9YSG+PEVufVTj1TXaxVh3mXe2wlljpPO9TN7Kyiy2ODj2zo1jX2vQOUrXPXs8dW4gZbzUfKO+7utBpTnaOLbWIDf/rV7qxHB91R/Oiyn3brnL3cn/kjz+kL/3nnjnSRQy8btlK3zlOWMTaQsREHzx1aje0OmM7AkHVf+WYv83Hk75Mceb+MMLA/OwPs1Vpjjj2e5GnEw8h3lfes0B81zk+eoZSf7SHHvvjpjY9YXYeXUUOu2xc/Nkb1kb5GMvrFj2dfXPaj2MmHMvQ1P9bDSD9j0A54qt0RduW6fXnvuMOHeccGsb/SZn6rHTkgPvOhzGwPmawR9MWZZ4L1UVOu7ou/w6SsWOl54Ev/yty1n3HyL5jHTL9odQUgpHcHx+SZIF0ja4LYQy6bxVTXq4z2qxz6dY+DVzFS1N2BTD9XjFc4vcLvJ23C8+iCq7juzA+1Ze1W3MwrduJmjceLvNPLtWoj97oxeGZ17Bmr2MlHYsJGPSPVH/s8nK/VfHa5x0ZiBof25Cv3iSHnieuIrxqnutir8Y5k1QGnuTziXR167Cb+jFc5OSFWfKCDD/mgTxvqjXp0aeLt5PTpXuJynBiUG/XIgpuG35UmpymLHXiweZ8zxz62cz/H6qz6V/6q/i44roqvuwusYWJn/6h9iiPqX3zUXL0PwMXDXtes3aw/zw3yWbedvmsr8XP2xYOPWfOM1HjQme2lTf3V2OvZTB3G+ASn90Dusy7f7M/iYC95TTv68T60V4Z5xe0efrWLXOLM2JAZ2cAWehkPa0f5JiZzWDGnP/a63BkDdmbcKWc/86uMPb5Htmd76tPrr8aQMaa8Y/iWH9fss16wW/lTjp48mDt8Vhwpe5cxcV/RTrO6AnBGNvomxUAtFPq6p4wHLQ+qe+p48Lxc2B/tUTjVFvNZQenv7H6F07N9ftpex/8I0535ob6sscTPGQA3T9ajY+JnD7mj9mr81LF+qm3W9Vmx4ycv/ZUcYQ89npHPiqGzW8+ed0LVdY6NxJrrRxd9PffqdvdWxaVs9vBI/F0dpFyOq92OE+IwV6nLeHZXVlnm2DE/Nc8pX3FlHrCR+4xXYrY+unylb8fp07XKhXVnTMrRg6nzhQ14/nSDj29tnoUao3mihtg7ykPVfxdf4sQfGLv6Zq1bR4caq7Va667Ou9heiR/Zrt6rXbjHd9dmeylv/uRpxFHqMEaO+yIbtpLHOk9ZbYziRJfHJj7nxD3STf6QkXtsOMZOnWs7e+QzJmKuWFLecd6rrmErdetcObitft076ju/VSd5fWWvyorTPNCP6jF1MyeuYyt161w5e2wgY6v14vqdenJ6RTvN6gpAiM5EZUCjouUAHdm2mJCzQFkzyR5WD9BsT1ntgBG7Fmpivnp8FPfV/j9hn9zUl8MIx535oW7z8q8xcA5GcVqDVafOX4n/6ILNc1mx1/pfzRFnCF3PXcVf553d+lLqXgDYQQ5fI87BMtpDn338d4295Ed/I/m0McOUco5rvB0nYAFT1+BnFmfqIJt2ap5TtuLKPFQ8YMbWUVMOWystfSpffXt2as1ZH+BinK3We+69c7zC2TvxXOEL7utZ0g/5rblxz/4OHI0wjOrI81hrFTtZp5xFZY239iPfVY45sitnq7vftDfbU8ae+HiI6WI9rUQAACAASURBVCiP6ozuN9ZtWRfExJP7eYepYz/j6win8WALH/rBN3vZiHfGNXvmgxwn/rRTx9hN2eRCWbAgAz58VO7rXL1ZX/1WWbjDF4+8KDPbU6b2cCJObK40OU1Z7CQesSCD/Yo3Zf+vvTPBjeVIlu1CtXat5X+cFs6DXb8eQ5GVZJIZAWTH4JO5uUdWVUsQ9bMbX/2vnq/Ct8f6RrY7ACG+XiJcW7BsekNyZpN4NprxDw78EYd1ffA3k+EbnbTbjT/C9dFzMDxtvFLvO/PDS4lnNOx55m7Qo7MPF2xeyR8scNsNX6rZ86zte+bE4h3qfHmGPjHJQz/KRnNXe+wTN353/WWcWT2oQfehoH2Xb+VE3ZzFDpeZQ+rUNX5Tt8tXv9V2trffrDH5won7nDsuaszEhSxtkOFvNsCDnRhmuso6v9hnbPPUZmee9caO/bt0Vpy9K853+ulqmHjof2o4Gt/JEX3mPekwdn1Evt7nvCf2afrBPzqz8Ur+6BJ/NWZxZ7Lq15yIm3lVvdzDTX2fd+/AUd7wNYqF7xmfyKnZbBCXBx4cHScVs7o5Ewtfq5hpU/12fGVfpa3rV+JpU+N67izn1jx5nsm072a53ulZ7Lt3SeVCfGLKuPDSxcIHPN91wNMV421edwB2l4ikvCRdgl3zq9c1OThqgWcNMZOJrfoz/tXzDqdXY/hq/7N6Vyx35ofe7Pozc5jhz5dr2uR6Zp96rHm5dy/Eqse+YmefH4Z13/kgngOcae95nbvaY5c81n31MdrP7BJrZ+87Qlnde54z8fxAYb1bq+5DGNusXd1n3M+s8Tt611X+cs86+xUfK05TzjprPMoBv5VHOM7YdT/ylefE3omfNlesa25XxPhun/Rx1r7iyVpWGfs7cATGLoeujzIf1twVhu+QvNf1Hn02/9l9Tt+zuDNZ+nCNPnEzL2Xd3L3z4dZ3JzbdveecOD7Js3HAMrvX2Ized/pAxxiedZxUzOrWGV8zTFW/+u34yr7SHj1x79ZCW+YaN2XdGv0RlzNZ+hLzyE/qsu76onLR3TNswSQ/rHN09zjl370G9xXjbV53AHaXyMuWlz8T7ZpfObZ5sWwm5c6jhkA+k9EkI1z6vnLe4fTK+N/he1bviufO/KxeKLMPKjhAvhq7+fPS5K7sjoode1+Ys/uif3Ch5/Clvcqpq73x9IVv/L06RhyYl/5GGOHPd0HlR1vnrra+59QZzd07h3jiYn6llqM43fmM21kdlFmX5KqLQ47qIteePGcDm67ns986/mY+ka3wruzfJe9ye5fvu/jJXq6Y6G3vWJW5vwNH9itzjvpeIBfw1sf7y3n66N4b6Z/1K/mjm/es+nI/e6fMZNo7EwsOyK++V9Wpc/fOr/cRv7v+0n+tR8rgfeUTHPKXOYGZfQ58qZvnuTYv6rLqc+3wm7odF/rVZme2h8HCQ51z1Lgp69bYVx/qzWTqgIc8qBl4dgZcVF3sE4d57vhTZ9Y36nznXHN+F5Y91jeirQDSXOh0z8i9jaFNvWwUnYuinJni12FD7MhssJGv6vvKPRieNGq9V7nflZ/s9fzQAK8PueZAbyRLvVzv5k+s/EDRB/YVBzLO6nnes3oP9Zd5p715OaufM/rKmXPknezySN3ZGr++A3wnZEzW+ufdkvr4Nb+sacZLjtJWX8bKDyvtK56qY3+A4aoBvqwtsTLXWR1SlrVPrOZAnPQrr/JjjdK2cpg6yV3lLX2M1sS9w7gLjndykbUhv1qfrH2VdTjuwlGHg74f9T650POZI3vfN8pz/9n8wZj3ufPHGZjyPqbeTJZ6rPPd1NW66rMn37TjjJjJY913frqzmR1xM0a1t2/zPUNO7JVpU/ee5wwWa8u665/Udw032nkmjtHe88/MXdyZP3Ia9dpMps/sAdaz2mjjZ457ZrjKXq771B2tib0Tf2R/9flu77yK422fglcBfDWh36R/OJ1X8+n8PD3/eXf8LeVD6c4v+b8Rn5OrGaAneO4wzn1eV+EOHI3eI6svkfXHYH5R7b7Ydmy8kj+6oy/o6Zt88gv0riz1iJU/nMxndbfgIH8I4LP+uNrNI/GwBsMoL85X3BBX/OZjDOzBzljVvesX7PG/Gt2PMuKJi3mU48r3TN7FHelTrxGGmUx/xMpaWP/VZ3Wtif6yF1/JQ/usrWd3mnf65iN419246fUqgJvhf6Xa4XRe1qfz8/T8593RS3nR+0Haa5zTpzDQfRH9ztzPfV6z/10cEden+5LKl07loy/G3buHd5F2fAleDXRXwy/J+vVHC3acJX4wqUcOOWYy9TLv9KtPZ/VzRl85c47MIfGnzs4av5VX9jVXfFkL9RMDftjnMPdRvcGd+enXOMq6zyN0lTNXHWvT5ZEYX13P4hLLXDOHimEmSzzmQH76RS6v5i9vaZsx0EudzKHylj5Ga/zdeVyF721ZXwXwzkW5GtvhdM7w0/l5ev7z7hhL+RJSP9jH2kfyGxmg/vkF5A45nvu8rsLTOXp6/usO+VODHwP5I/VP6dkdBv5kgH75yA/IP71cu7vqHXB+DF5bt095v6ronwJ1I+On8/P0/G/UigfKYeDTDJz7vKbw6Rw9Pf91h/ytwf/pc/cv+H+jPidfzcDd/k2RUf5XvQPOj8ER4zc4v6roN0jtLRCezs/T839LEx0nh4GbMHDu87oQT+fo6fmvO6TXOP82SM/LOf2PgTv+myKj2lz1Dnjrj0FAnudwcHrg9MDpgdMDpwdOD5weOD1weuD0wOmB9/bA6IfiZ87f+mPwM0CO7d8McIHOGDPwdH6env+4M47kMPDzGDj3eV2zp3P09PzXHXI0DgO/m4Gr3gFv+7VxFcDfXdZ5dofTw8+MgdMfM3aO7DDwsxg493ldr6dz9PT81x1yNA4Dv5uBq94B58fgjfvmqqLfOOWXoD2dn6fn/1KzHOXDwM0ZOPd5XaCnc/T0/NcdcjQOA7+bgaveAefH4I375qqi3zjll6A9nZ+n5/9Ssxzlw8DNGTj3eV2gp3P09PzXHXI0DgO/m4Gr3gHnx+CN++aqot845ZegPZ2fp+efzeIf+K1/ADd1nrymV3g+8wecn8Kffwz5q/9z9Oc+rzvs6Rw9Pf91hxyNw8DvZuCqd8CX/RjkSxpJdE/+AWg+gFPHLy///vvvH+fsGemXff0Do+lv9EWRePqrPsWSGP8X+Av+h9hPGtTuFb7vzA+9VnuRWtZ+zfrWHl/13E7+/khCt8OT8RNb3oeKu8r04Zdoa+iX6azr6A7iA71ODg/69H1gTOeMNdJRlziVW+xX/GCfNUofcjf6Q+aZg7lUf5yPsBu3k8t7xx0xxImPnRzlaTT7Th3FEyv5jPjAtzzUnNJeHc7ShnNr3uEcyclfn50dXMkXegxyMH5n864z473L3x39eE+62sFz7YWawxM4qjnn/un5JxdnfRh4IgNXvQPe9mtjByAfAPXLAXts88PBLwP1g4EP6dTjgz2/3OCn+k951zh+OfDDnhiu1ecDrJ4pu3Le4fTK+F/pm7pab+ad3Hd0vjIHY4GLp/YevWkfIXu1V/XvvMqfWGJgjX7eH/0wo5fY0vdMlj5YWzvjKmc/io2O74HuBwZYxIbcL+v6zrm+I1JmHPtMmdxUzMqdwQ+WGj9zQ2fmxy/D5oNv4xunzsQjLk/FnvGQ1Z5KX/ip2FO+swZ/V6O0TTnrWnd7pOaSPljbExVz9kO1kUt0urjyg8/EWf2wp47WCX8VR2fzmTNi/NYBd11NzHe3J34zR3Ixm5+ef3Jjz6zucdo8aQ0v9MvqPfskTszV99FPvE9XYX7bp88OQD6c/TC2KMx86GLvBy9nXvQ8q1+yaPba6KmDLO0zpjHAlLGrPk3TYa6+rtjvcHpF3O/wmbyz3nnB35kf+jB7EU4zR3qzyuuX11UdVvnXL6+j+0ecqotvz5zFkzLPcq53qss19V2jV+uOr+Sp7rV1xkfFqwxbnjq43129Ug+fHd/UNM/rPn24Rj9zIufsDfXq3L3v8JW2da8PeKlxle3OK47wk1jYY0Nsh/xUPeV1Jud8/7Ie1Tdt0au1xlfa1n3as84asYe/K8fV/q/EvvJNbsl96tMLcN31d+qx/k6OwEf8DoPnnYw+VF773vPOrua+m793HZ+1h6vP1K31mcn0wz3LHLxzxPUc3kbDulc5WLTP90fqZayRjvrEyfzAzbMaWbtRHuCsdcVv5mAunKPrnnmEXb1OLu8jTNhgzzPS6XJPzDv84NtcrEf6BcfIT/YIPtgzknPOR0O9Kpc3bDtMxnBGh7yNX/3dbT/j5DNYx0y/6HUHIKR3jWHxauHQtUDI0MthM9VzdbAH1+gyYG/skQ90ustojCvnHU6vjP9dvqlbvrhHOO7MD33DMxoVOz3GGc9O7vitPkaxPJ+9mNVx5s6McMxk2lNDHu7V6P6p6wy+qouPvH9gUke+Ul7fIfpm7vjyvbKqFzHRrTE7TtEdcQcOZPhhfuX9gt/MNbkwT/kSq1wpr3vPV7OxwCsHOzbgycFebPhhPRu+n8kb3ZW+vozjXj/umckFf/iuOZEvT45X4qfd7hoMv3HIsxyzz+G+9nfquP4ujugnvyOAN/u6rvOOeW/AX3twZme+dV7lTwz5NN7ozig3Br45Y8xk6jt7f4zrOftRbHTIn5jJl7aJBXm9i+oxI1vFyfcm/vCf/Ke/XNecUsYaeWKtcvbGk1vOKr/Vjpzwy5PY0SNXcSFb5bGSZ+zUJbZxUsc1sWd1QQ8f6VNbZ/OsOpmjujnLO/7ryH7Bb+Uv9amDORKz4kjdu6y7nN+B7W8mP+h1B+CMbOwtihBsFOYqU8eLxlyHl48C4989evrzUqYs/eB3JEu9K9Y7nF4R97t8Wm/ynl1g8d2ZH/rLHhMvM3cA3DzZV67JGxl6q/Fq/vjc4ZW43X0Sz0ymDvl0eSrvZrBV3+wTsz3S2XPP5bHK8VFf9OjK86he+DEX62kNkbGufivmioU9vuBHn51OPat+O77AYk7V3rjd+eoMnxmf9Qw7OMgPvRycyRf42Y9qpp18a+f5bK48dH0D/i4H8HSx8FHzmWF4VQYXv3HAmbxZB2YGPeAaHfaz8V0cZY+CMftG/OD2XaE+fZQ55X5mN+JglX/6xEf3ftI3OeS7Ive5Rr/u9eHsHTXvypF6dUbP3lCGL+I56t5zZ3zUvJVhy1MHZ90dTz38mk+eu0aOn513GDqZEznPfBujuxM1Xt1r65xxPevmymFXm7TreE05/O7yTA7GZ17VhjjoYZcDzGlb96mrD3Qc4F3lpe53zTXnd+H4k8lPeN0BOGsM7Lum5Wzlm2KiwzMqJOf6R98G4EJi113M3ab8BG1T01XeU+MfLKRWo5pkWnfmh16z3xKza15Y9UNQmT3pfjS/mv8oXvUP/96PV2Sd7k4dtSNmxVg/DLsPAOyJ45MfBvrO++9Z6s3q1eEiFuf4TT/4rpiNV2d8zHqk6le/HS6wgCkHenLTvedSd7SufvU50vc8c+xqR04Vr7Y5o1d5TnldV7xd7K7m5iVf7B3ey49yqJ/RTMzfNjrOqA3cI8v+r/3dcXEHjlYYkNsjuSaf7j1knlXX85xXsVOXNf07ujfwzb1wpO5Mpn6dicND7tjvDGJWXXzkvQOjOuTPk/LZ+2PEFzYjXsSNHHtje+5sD6NjvZXV2fcPM3aJv+rmntipm1yoJ1/kVPFiu8Kmnzp3sdTBJ7F4Ov6Ji/0Oz/iEE3nG587Af9XFT+IRJ/7wX/GmrjGrT8/vMl+Fb4/1DRZ2AI4aw4Jl0xuSM5vEs9GMf3B0zc+Zfrzk6OZT479yaUeYPnO+w+ln/N/ZllrVelS8d+aH3uEZDXu+61Vs6FFedrPxSv4zLBkDPN0LEp2ZLH2wBjsxycN7V3XqvrvrftCpi99df9ow13r4QZL3n3Xnu8NlfyIDYw5kq9qZFzFXfa5vY7rvuNCvOjuzvSgXXf3xm+fyt/Kf3HU21W/nj9rhB3yJodP1rPo1R+XM+N31h74+mK8Y5PfbRseZdxHu7bmckY/Gd3KUeEc9wDm9x+hyx4fyzDHt8ryuX82feKP3C77yPZV3dSarmNybL7asd0bGVL97z43yhstRLHx3XBNnVAcxMOsXHzUne9Sc1U37usYGP9pWebevXHR8gY986qC2r8Sq9sTq/KJnvuZfeTbuDs/GhRue7Ell3bzzeSI+8aYfMHaxyIXc7zrg6IrxNq87AEeNQVFG9l3zS4QN55551Ew0Q6c/axYuYtdEGe/K9YiTK2PexTcXsruoie/O/NBrXb/t4q8v17RzvZs/92735UbPj8ZMVm1SF5yjD5W06+46dslj3af9bL2ym9Wre0eQH/2pzNh173nOYLEerHfrSEzt9IdtvqPqXr3PzuDMniT3rPHIP3ppB76818hqTukLGbEZrHfzw692+rNmo73no9naJt8j3Y+ck9tvHLVvuWu1NuRd9Tou7sARvTXqfXKzv7t+qffIHNPOs25+Nf8RTnzjS6zsuV/qz2QdLs/ID9vdO5Ix9VH7AIxd3pz55DtGP2CB126M6tDpcpa+wMzD6Go88sE5eEeYOrvKRcdX966zDvKTde7idGf2QierZ+gaI2vxCs/kBl791Bh13/VF5WJUH/DKTc2T+rxSo4rr6j24rxhv87oDsGsMioetl6sm2TW/Othm0Wwm5Tmj272gRs1Co2HznWOH0+/Ed1VsuK8XtIt1Z35WL5T8cKm50cfIV2Mn/+oLbnm6UTlPDDNZ9QWuvGvE4yz9VRv23V33fqqPnxF+dboZm9l9XtUr3zXgTF+sOWOs/HR1x36nltTAOOZIPHllTlzqvGO2DnKfOc/8Vz3wihFfta/SV+UZGfa1v9LGNTHkxbPkHt+z2NrkvMKbuh9Z7/TAR/x+tw28y7V91GHq+rvq3YEjc2DOQX/U+1l7NXtQ285OWZ1fyZ+7MhvwTWxH3reZTP0648v7bb2rTt1397C+M/C76y/9g2XEAXXwPZQ2ozW1FgN21KE+tfbVl3lht9LVlpip23GhX212ZnvYHOAjB/va3ymva/S10Wedq03uiUUe1Au7nQEXVRf7zMU8d/ypM+sbdb5zrjm/C8se6xvRVgBpanS6Z+TextCG4ueg6FwU5cw2sE2grNrqRz3tPCd2XkLPv3IG+1NGvmB96a5yvys/2evk5bAXmemvHJl/laVerlf51/uDfnIrDu8A+3zo/5kssbDOvDOH9Mm6GxVr6vjSx/YzdxL7es+NQ/zEzLul6md+2jkry3orYx69p4xDLJ78INO+1qDq2DtZW23fOWcdkitzQ5465NPVS7yVX7FWH+wZxpGrxKAts3LmqsNeedrsrOG9cr9jt6sDrt86knfrWXOlf7t+Sb27cFRxcEe7u89Z5lT3I7vMOdc1bspyTZ9m3JS5pibZz7nPNfp1r4+c8/0DzvSderkGY9ohw454jrr3fDXP7JB19Rr5pE6JST3fzcyzQTzrwXq3jt2dwDbj1f0Mx44MnGB8ZaDf3WvOd3jOHmDdcV3x+DmR52DPeHWfuqM1sXfij+yvPt/tnVdxvO3T5yqAryb0m/QPp/NqPp2fp+c/746/pXww3fkl/zfic3InBq6+b1f7vxOXH8VyB46690h+mSU3dBj5ZbT78jqyG/Gzk3/9Mk/c7os6Z8avP2pmsg4buPIHCvacyUNnIz9iUEcs7vHT4Vc+mrHJHwapB66RLPVco5v5eS7WTqZO1y/426kl3FDPHHyGyeureaSfbg1n+RlJXjV+tUNnxOUOPnLM+spp4qgx2WPTcciZ9ej463zlGbmsck79r153Ob8Dw/kx+A4WL/JxVdEvgvvlbp/Oz9Pz/0jD8aL3g/Qj9sfmmQx85EvFq0yd+7xm7Ls4Iq5Pfkn1C6ky5/xyy/vGc7+k7th1bOBnNsBmLGd618FZ4udLr3qJGf2ZTH/41j79euasfs4Va8qSn898MSe+nOvfH2LIkhvrhD6P2JkrN/pSr8ZAnvwlDuPov/s80u9IxxwSv5g+OldcxtYfsYjLSN0ZBvS00Y+zORAndfBnbOaO24xfdZI79F4d+LvzuArf27K+CuCdi3I1tsPpnOGn8/P0/OfdMZbyJWT04T62OpKnMsAXla/ol3Of1x32dI6env+6Q/7U4MdA/kj9U3p2h4E/GaBfPvID8k8v1+6uegecH4PX1u1T3q8q+qdA3cj46fw8Pf8bteKBchj4NAPnPq8pfDpHT89/3SF/a/B/5tz9C/7fqM/JVzPAP8md/VPOr8YzinfVO+D8GBwxfoPzq4p+g9TeAuHp/Dw9/7c00XFyGLgJA+c+rwvxdI6env+6Q3qN82+D9Lyc0/8Y4N/8yH9V9c68XPUOeOuPQUCe53BweuD0wOmB0wOnB04PnB44PXB64PTA6YH39sAVP1bf+mPwCoBP9skFOmPMwNP5eXr+4844ksPAz2Pg3Od1zZ7O0dPzX3fI0TgM/G4GrnoHvO3XxlUAf3dZ59kdTg8/MwZOf8zYObLDwM9i4Nzndb2eztHT8193yNE4DPxuBq56B5wfgzfum6uKfuOUX4L2dH6env9LzXKUDwM3Z+Dc53WBns7R0/Nfd8jROAz8bgauegecH4M37purin7jlF+C9nR+np7/S81ylA8DN2fg3Od1gZ7O0dPzX3fI0TgM/G4GrnoHnB+DN+6bq4p+45RfgvZ0fp6efzaLf+D3J/ynoRP3V63pFZ7P/AHnr8L63XH4r8rB1Vf/5+jPfV5X/ukcPT3/dYccjcPA72bgqnfAl/0Y5EsaSXRP/kFfPoBTxy8v//777x/n//zzzx/7ziZbAjk+cohp9p+UrXaJAzv29UuDOWSsj6yJ/aTBf/7ZOmZPjDi4Mz/0VvfHbu25Dnv2FvIVB52PypU/ktDt8KR+YhvdFfxUmT78Eo0Oj/ci60qM0UCvk8ODPn0fVB8Za6SjDXEqt9iv+ME+a5Q+5G70LskczKX643yE3bidXN477oghTnzs5ChPo9n32yieWMlnxAe+5aHmlPbqcJY2nFvzDudITv767OzgSr7QY5CD8Tubd50Z713+7ugHLmu9wTmqV83hCRzVnHP/9PyTi7M+DDyRgaveAW/7tbEDkA/v+uWAPbb5we6XgfqhwYd06rGvcbFNHZrFLwD5gc6Zeszdl6TOji9A4jK+fjJWxfWRpn2Hj4/E/Q4bOJRX5p3cd3S+Ixdw8dSeyi+VyOpdqPor7Kv86Xd9eqeyV9M/et4P1ul7JksfrK2dcZWzH8VGx/dA9wMDLGJD7pd1fedc3xEpM459pkxuKmblzuAHS42fuaEz8wP+zAffxjdOnX3PYFexZzxktafSF34q9pTvrMHf1ShtU8661t0eqbmkD9b2RMVc+Us7uUSniys/+Eyc6cM1dbTv8FdxqPeumRi/eXR1n9Wr4+K3c9TlnGdPzz+5sJ9W9zhtftuafuBZvUt/W947+fC+lp8d/Z+ic9U74G2fPjsA+XD2wziJ50MXez94kXnR86x+ybLY6auu8UPc9O8HkLp1b/yRXWJiXb907OAy9mze4XRm/5NkldOdF/yd+aFXa79mjvRlldc+WtVvlX/98or/7v4Rp+ri2zNn8aTMs5zrvelyTX3X6NW64yt5qnttnfFR8SrDlqcOOOnqlXr47Pimpnle9+nDNfqZEzlnb6hXZ/TILwe+0rbu1cWuxlW2O684wk9iYY9NYpafqjfCQM7Zs6xH9U0f6NVa4ytt6z7txZ5n8HfluNr/ldhXvqk3vdD1MLZdvTqf38kR2InfYfC8k5kHOSLPu79jpz3zzH/q+b7Kfk+568xpdCfBS1zw12FO5uGd04ZzYoyGPVHl4sc+3x+pl7FGOuoTRy6wE+/KTn663PGdOPXJue85z0Zx1Ovkcjviz3y8W+a6M8/iat/lllhS3uHHT/YBXLBnZA04Hw31qlz82NoHVcdzZh7wGr/q/qT9jK/P5DGuwotedwBSkO5SWViLZ2h0LR4y9HLYjJ51OtjrX3sat+KgyfHn6OyQoZcXQv2cK66UvbLe4fQVfz9Fl9pkLUa478wP/WPvdvgrdnqSM56d3PFZfXRx8qzr+5Tnut6HXZl61JCHO7e6L9qAr+rig3MH3KgjXymv7xDtmDu+fGes6kVMdGvMjlN0ZzVEhh9m4ib+xFvX+E3d5EJd+RKrXCmve89Xs7HAKwc7NuDJwV5s+GE9G767yRvdlb6+jONeP+6ZyQV/+K45kS9Pjlfip93uGgy/dcA1o/aw+dZ6eV7n7+IIfH5/IBf2jrqud8zek4NdO/Vy3sk/+7n2cPoCT+bU+eYs80t718ar+bGf3Vf84r/yhV/OxYZ8lgeyVRwwMpjNx7qMfCd+/Nf8zJ8ZjImZM/2nXq6Jiw2P+JRnvMSsPGf8jHJIPdezuOowV0zYyR3yzHdWI+OlLfaZY8Z1Dd/y45lzxsNvxaoeM3WwdsSsOFL3J6zh5IrxNq87AGeFwN6CmahNxFxl6Ci3YZh9gSDXxkuprMNBc9lQIzt86qvDW3G7/+hMjCeNrKe1mOV/Z37oIfsoc6D3wM1jPyJ3Td7I0FuNV/PH5w6vxOU+jMZMpk3eE3NTNprBVn3nvcTOHul88JIfxcJ3/RBAV55H9SKOuVhPa4iMdfVbMXdY8UX99Nnp1LPqt+MLLOZU7dm/Ei/t8ZnxWc98gYP80MvBmXyBn/2oZtrJt3aez+bKQ9c34O9yAE8XCx81nxmGV2Vw8RsHdYY7RvZQ5lrrlbJcfxdH2aPkk31jbuD0XZH6o5xXdpm361fyRzdj6MO5yqr+bk3w5x0178qRMeuMXr1T+Ep+677zUXNRB1seBzml7uwdkFxbV/10M/qJm7zko9P3rOsPfKVt3WsLfzWustXcxU2bjM85uRGPUWtS9+mHtTjlnrl7x1Y79MgvB77Stu5TlzU+xM2+14uvHwAAIABJREFU9kTVv/u+8vEuvH+y/AmvOwApQhYxw40amgYc+a6Ngq4NTPFtAM7woazD4cWY2SVeceEXHDkqrpS9sh7l/YqPn6hLfbJeoxzuzA/9wTMa3AN6rhv2ayfLs1fzH8VLn6zh37vziqzT3amjdsSsGL2X6ozuFnF8uncMOdV6pN6sXh0uYnE+e5eIeTTjo2Ia6XJeuehwkROYcqAnN74DU76zrn71ubLNHLvakVPF2/lEL+vV6eRZxdvF7mpuXvLF3uG9/CiH+hnNxPxtA66yx2sPm2+tl+d1vgNHKwzI7RHfO+TN+ayH067m7X4VWz1mdOn73QFG9el7sPLgB9lqqE/uO/r4I07VxU/eOzCpAxaelM/eH+jmwI85juJ7Do4c1TZlrPFLPGZ6PjFW3dzjN3UzX/XkhFyJIR/K697z2VzjznSRJZfi0abDrMwZTsSZvpR3s5ymDD9Zc/pNf/hnnfJc60d99z9pvgr7nzflE4zsAKQo9YIR0mLmhRAKZzaQZ85doygjDpjqgz+eioMY+JvZ6Ttn9Cu+Ga60Xa13OF35+KlyOO36IfO5Mz+8sHhGw55n7gZ9RR/Nxiv5z7BkDPB0L090ZrL0wRrsxOzuR9V139117LMP8Fvvm/azudbDO1rfD53vDpf9iQyMOZCtamdexM/80k9dG9Pzjgv9qrMz24ty0dUfv3kufyv/yV1nU/12/qgdfsCXGDpdz6pfc1TOjN9df+jrg/mKQX6/bcCvfZUz3Oeo9UpZrr+To8xl1AOck4uDNfeWcx7wd/e92mlf51fyR3f1Hkr/4HRQn3yP4Wt1V8wPXdY7I98P6nfvuVHe8DuKhe+sBf6r7y4+euS6shVvzvAG1trfqVPXO5jAMuP/lXjGr3E972b6KPmott27vfMDNzy7fdn5rVzYd10fwEsXCx/dPeww3+1sdBc+i/Ntnz47ALsLRgJeoC6Z0WVFt2uUzkdtFvfq1n09zyarl67D0J3p85V5h9NX/P0kXS5rd4kzhzvzQ5/UXknsrGf488Vb7dzP7NVh5t7tvvh4yY/GTFZtUhecsw8ybbu7jl3yWPfaruaV3axevh/yPUB+9Kcy49e95zmDxXqw3q0jMbXTH7aJq+7V++wMzuxJcs8aj/yjl3bgy3uNrOaUvpARm8F6Nz/8aqc/azbaez6arW3yPdL9yDm5/fbR9TA5d/XquLgDR2Ad9T7vkezv2u/Isa+j2lW5+1fyr7H10c3clbyHtU7IRzmnP/SIu3tHiFn91tjw2eXNmU/HKVjgNQf79IXOyLaeV1zpN9f4r3FTXtfVb8cJWMCaw/ch8Xb5TvsaN2V1TT6z/hjVqPoRc96RqpP7zm/lYvReJj/7g3UO8nmlRmn73evs33diedunzw7A7uJRWGyz0TJBzmshlXeNoiznrlmIa8xRY3R2FSu2+MqxiyttuvUOp53dTz+Dv1HNM7c78zPqKfF3H1TK6Mv64leW807+1Rfc8nSjcp4YZrLqC1z54eR9SH/Vhn13172D6uN7hF+dbsam3tPUW9ULW3QY4ExfrDljrPx0dcd+p5bUwDj/C1b+6Ra+E5c675itg9xnzjP/VQ9+xIiv2lfpq/KMDPvaX2njmhi135J7fM9i6yfnFd7U/ch6pwc+4vdONl0Pg6+rV4f7Dhx5F/IdB1b6o95P8Hpn0OnuaGfX5c7ZK/nX2COf5FHvSq3Tzn0hD+/37t3q/NZ3Bn53/WWOo3cxvuDGp9YMH5z5ntIndllLz3MWO747v6nrGr+p2+WrX212ZvvUPFc1nvnER46Kp8Oc+qzBg53v8Crv9vitsbHPXMyzsx+djXpjpH+n88rHu7D9WeFPeF0BrBcQfZ9RWJtGvbyIM1n1Z7Mw5xATDdqNzo4mzNj4yIFcvMw1Zuqu1tg/ZVADeaucjji4Kz/2Ffiyt8yPmR7KkflXWerlepV/9qmxk1tx2OfqOPMBNZMlFtaZd+agP+dqx75iTR0/ELDPD83U2VljP7qPxE/M3uPUz/xqPGVZ79QBt/knDuMoY19HrUHVsXeyttXHO/ZZh+TK3JCnDjl19RJv8pD4qg/2DOPIVWJIe+XMVYe98rTZWcN75X7HblcHXL990KO1J6xHV6/Kx104qji4o93d5yx7hnX25Miu5u2+xvW8m9H17nRyz7r3BhgTJzXr8tMHc/ohduadernGb9ohqxzVfdrP1iu7Gfe+c/Vf957nTDx7m/VurUZ3gpgOfOXe88/MXdzOHz1Ua1+5rfvOT9aZdfZXp8+ZnwUpr71Y96k7Wtf+Hund8Xy3r17F/rZPn6sAvprQb9I/nM6r+XR+np7/vDv+lu58YP1tdU4OA/8xcPV9u9r/b6jjHTjq3iP5RRee0WHwRTUxs84v9SO7Ua3S10jHc3RXPwZH8f0SLlb0Zr5qXtrLg5jqDD8VAzEzz508ql/2YKg/YtTr4ipzxhY9xurHQ9cT2Gce+q0z+RtHGfHkjnmUh/ofmbu4nR+wVHyv1qj2j/b4ng37qOpkv+3mkT6ytnn+E9Y7PfWRPM6PwY+w9kU2VxX9i+BfHubp/Dw9/480GB8Cfsh+xP7YPJOBj3zheJWpc5/XjH0XR8T1yS+wfllV5sy5g/eN536p3rHTPmf8rEb1bUzssAe/X8bF5Zy6rD0fvTO5F+okL545d5jRV86cI3NITKmzs8YvuTr8gZZYlVmn1De/0Y+x5Chj6cv8Ov5qDaqOWMHwzjGLS6yaa62NWHZqZA74SL/yKj/Juf4rh6mTOVTetJ/No5xmNneRXYX9zxv4iWyvAvgJSD/e9HA6L+HT+Xl6/vPuGEv5IsAH2RmHgR0G+BLzFf1y7vO6Gk/n6On5rzvkTw1+KHQ//P7UOrsnMUBPfOQH5F04uuodcH4M3qXCDY6rit6E+pFHT+fn6fn/yKY9oA8DAwbOfR4QE8dP5+jp+UcrbC/5P3N+8pf/7USP4pIB/knuu/9J6zLomxWuege89ccgIM9zODg9cHrg9MDpgdMDpwdOD5weOD1weuD0wHt74M2/L//n7q0/Bq8A+GSfXKAzxgw8nZ+n5z/ujCM5DPw8Bs59Xtfs6Rw9Pf91hxyNw8DvZuCqd8Dbfm1cBfB3l3We3eH08DNj4PTHjJ0jOwz8LAbOfV7X6+kcPT3/dYccjcPA72bgqnfA+TF44765qug3TvklaE/n5+n5v9QsR/kwcHMGzn1eF+jpHD09/3WHHI3DwO9m4Kp3wPkxeOO+uaroN075JWhP5+fp+b/ULEf5MHBzBs59Xhfo6Rw9Pf91hxyNw8DvZuCqd8D5MXjjvrmq6DdO+SVoT+fn6flns/j3nn76fyksc3p1TT/wfObvcr0a86fo59/Euivmc5/XlXk6R0/Pf90hR+Mw8LsZuOod8GU/BusfmSQhn/wbTvwngD1n9otN/pFJzv/5558/9DqbbAnk+UcrkYkp/xgm5/nFof6NmsSBHfv6ny02h4z/kTWYnzTg0zpmT4w4uDM/9FbtHfKw5zrs2VvIVxx0Pjqu7OeVP23p34qdPfF4qky7rB963ou0Jf/RQK+Tix+fvg+qj4w10tGGOMkFuHlmo9aGfR2JU67QqbYjfOp1crnt+CGG+eBjVJ+K1z3xxMs8GmJAx3ipm71tPVKefYAPcaK7E1+99Mla3vDRxUXHc2Ye8Bu/+vuuPfh/68jeqP2dfbHK/zdztMod+dPz3+Ho6BwGfjMDV70D3vbpswOQD+H6pcsvGH5YU0Q/3OuHBh/gqce+xsU2dfDnhw0yB2fqMfvFAJ3EiP/EwYeae+PrJ2NVXMZ9ZX6Hj1fifacuHMIngzW5Z706bHflB1w89pTY6StzQpZ9hk7V12407+RPr4pHfkf+OAdfxa4P7fIOeOasbs2Ffd4T9Z19D+C7DvDIG/JZHshWcby/xMEf/mstKgb09It9h1MbfYqZc3lVp87gtk6JDz3iyieyGVb8zPipcdnru5N5Bgb9ss6aoAMu5dp0Mzod35ljZwdG+aly+DY23FT+Up86mC8xZ1ym3Vesye83DviWZ++BdyP7mRrO7hXc/FaOduv+9PyTJ3oHPlY9kzZPWvs5NHsfPomPzNXPoZ94n67C/LZPnx2Aow9fP+j9gKBoXvQ880PcolpQ992Mn/rlxQ8k9XOf8ZDzIeYXDfVShzX+c+zgSv3ReofTke1PO5djcfMiW73E7swPvVr7NfuG3Kq89pFcjOZX8ke3ctz5pd8r9npv0ZlhRUY88+1y7WKjVz/Y8ZU81X31g49Rntjy1MGZX1arzH3yt3O/0U/c5CUf+uzmru+TS2zqXj/kXuMqG83kMuIrbapOxdnxmva5Fqc+mVf8Y48e+eXAV9rWferqAx3HqCeUf+Vcc/vK2FfGqu8L8rT29JFrMNR9xfWdHIGN+B0G+khZveeeV7u0USffGTV39tVHp+P9QnflT3v00M+7pAycIz/oi50ZXYb+OIO30UCvk3vXsc/7mn4y1khHfeLYZ1nHWiv1ncWhrefM+uk4Q65t8sM5MfNshF29Ti7vHXfEwAZ7npEOenUYE3yjvLQRA7qVn+ztkZ/sEXywZ6Qt56OhXpVnDvZI1fGcmQf8xq+6d9vPOPkM1jHTL3rdAQjpXWNYPAtkaHQtEDL0cnjZPOt0sNe/9lyUioMLUxsaPeMbA73V5aq4tIUjn5qrOjnvcJr6v2lNfbqXYOZ4Z37om9o7M+zkam/UPky7XL+SP7orv96fit1+1n4nLvXj4c6t7os5wUHVrX0ABnXkK/tkdq9GuLEhzmyYDzroz+Kgk5zBZ2KcxSG31M18tZMTMJCTfCive8+7GWzy2MlHZ2JA7vsVPyte9EdccY7qoq6znLpnxk/GFAsy/FdMqauf3fjqXzXfBce787NP8UsNvWtZK2PWenru/F0cgRm8DDCaA/u8ozWn1GNtz2OX95w9PHX9icyxyp/44GOIZcdn4jRW+tBnylyTB7iqDvtZbGJil5zok3P5Rg7Ho4FsFUeuwaRf1jM+zQudGj9zIzb70fA9ZFz0rM3IhnjE5RG7uhkP2ah26q/k6jFnLViPeOVcTliD0/zE7p74Iz/qVozozzi1dsStI/sFv5W/1AejcYhZcaTuXdZdzu/A9jeTH/S6A3BGNvYWRQg2CnOVoaMcWx8bELk2nCFX1uGggbJp2GNTm0NfyPQvXmdxuWfO5iYO9quxo7Py8VPl8L8ad+aH3uj6gz4AN4/9SJ6u7Q30VuOV/NGlL0eD+MbssCfukY88z3tibinv1uRe617vZXe39MVdHcXCd73L2pHbSKYOs3WTp5R1a3jEpuuDTp+zmm/HCVhnGF6JJ19infVIYs466YOZfHe4xJd87sbsal+5EIOYEjM5drHwAc/fPeDjtw44rr3R1ZMazfr3uzjKfqJXEmPtn9xnv9XeTJ/UnTtVz2o/rPLPeNiu3m1gnb1LkK9qYhywib9yVPNw373fwJP81r22zvioeSvDNvOremCuZ9o6Vx3rqLzuPc8ZH5nTTq2xr58HnCXP3T7jss64VZZ7a+cZdnDbjcpZ4qw1xc8MA/rJMb7pu9VAD7sc+Erbuk9d1vhAx1H7xfM7zTXnd2H7k8lPeN0BCNFZqAyHfdcwnI1812ZA14amwBbZy6qsw5HNLC7t8mWiTFxgA0eOiitlrFdy9Ud5K/+tM3XrOK/53pkf+oNnNLgH9Fw37LtOlmev5N/1afrKe9lht2fxs1MbfKOHvvcu43Vr6l45qfdSHNWeOD6Zi3pgGdUDWWejrTM6xvBsNaM/itvZ1nw7TsBRa4Ce2Hb5rvHxscMDejV++iIH6rQaYt7RxVdX+8qFd6dyACb5YZ2j6/eUf9UafL910C/yb727eq5qcQeOKgb22W/kOrrzVdd6w8XO3auxtR/NszutjLj4rfeCPMhrVRNj44cHm+pLnTqDoerig3MH3KgDTp6Uz95FK77waz8ar874SB15S72VH+z1A5+JP/3UNX5TN7lQV768Y3KFHNvsTW1WM3HwuzvEgD7xskbgWWGAE3GvaiYmOXXPjJ/sB7Egwz++U55r/ezGV/+r56vwve3TZwcgxHcNZsGy6SWYM5vEM+euGZQRB0z1wR9PxUEM/NUxwqwefiq+GS6aVUz6GM07nI5sf/I5HO2MO/NDDrM87PnRS5K+6voxeXklf3RH/uxXdPKxr5F7X9Tt7mpiQ4/8u/uRernu7jr2GQu/4krb1XpWj9Udx3fWYzcnscNp5jDDSm6p2+Wr35mfKrPfrG/3IYgN8tWY9TW2+B751zd4yANfOzGxs/f0wYx9xjLP1FmtZ72xsn2nfJeHd8b8Cl/ZD6zJkzp1tar1rPi+kyOxix9s5sDsQI/ergOd7hy95Kja5f7V/PGb75P0Bde8b7hXDHyjzwCr6937IRfJz/+cTf4HbPV93r0DR3nDZ3KfofA94lu9GtvznIktR5zDS/VbMae9a3jEF/PuqH47vsBirdIvmF+JpS3+wLnDjTZVF5z44BnVR1tn9ZNrZd2MHjY5Khf2ZIcBbrpY+AD/XUfN+V04/2TyE153AHaXiJBeki581/zqdc2gLOfaEO7VqXvPmYmfFyrXyDsM3ZmXg7mTZ0zXO5yq+1vm+lKZ5XVnfuiT2is1lxl+XkirMbOvtujSdzujYq977vEqt6wjsbsPq4qlu+s1Vt1XH6P9zA7ZjG/fD8wOcsq95874JB8G691awZt2+qqx6l69d8wzHvCfdR3FI99Vr6Uf1qt+Ilb33oSrxFz3I4x5Xvs7ZV+53u2Rr8T0jli1p6mXPY4se6Xua/w7cAR+cDK6d8PofUKfZa6ZG/5m7xN1X81fnNrnjMw6cA5u9fNOvXI/fNft5EJM4htTbBVXd+/RhQufxKsfsMzeK8gzf+3qTIysG3Y1XsVcfbjH1wyTes7Vb8cXWMCUg73cVPypN1vvYgVTje+92PUBDvy8grXri8qFOGo/wiuxeFjneKXf0+6r1mC+YrzN6w7A7hJRPGxHl7JrfonomkFZzl1DENeYs+LTKPkiqFixxVeODlc2aSdPe9c7nKr7G2Y4yktbXzA1xzvzM+sp8iA3dLpBX65yx+6V/NHNPu7ielaxgyVjZS9rkzO6WUf7fZVTd9e9u/p/JQ9tmMFQ76lycI1k6hBX/OajrM7o1driPzmsNu7rhz/n+DL2DlZ9vToTZ9Yj5JB1FVPGQb7isr5TrXHlLP2yHvGe/dbxV/3UPXj9LKiyr9zv9MdX4nlXLPjNniBP+yzvSnf/K4Y7cGS/ehey/8CbOYmffEc9hiz50aabX8l/dZ/qXZF/7xmx8kF/NrAjJrmsdPVjTPfM2CdX+N31l37AMuKA2nXvr7R3DQdgcICt1gt8qaNuzuaFv8wvdeoav6nbcaHfajvb28PWt+OCuDu8V47xrZ1xOv+JDz3ywBeYdgZcVF3sM5bxd/ypg4+ak7I7zDXnd2HaY30j2gogzYFO94zc2xja5GWbyao/G4I5h5jyYnMBjMecMbGl0TK2Ta9f5GlvzPRrXPRmYyWf2f40WXLmOi91l89d+cn6Zm+ZF3N92aCnvMq63Dnbyd8Xpr7zg6XDgV/iVwyJL3NKbJl32hvbOW1co6+cOUfmkPhTZ2eNX++j+plX3mXvsfqJAT/1vYC/vOMZS1+c8XR9TRzlnY44E6M5fGbOmJVbYlnr1HNtHpnfDJ85YK9fsGOjT2Y5z7wyRtVJ7sSUtqs1/u4w7oLjCi7IzafWKO/+KvZdOEoc9HLenbqnP7Pfa47wUTmpOu4zrmfdjL/E1OnAe76n0e9wVr3OF2d598G5kxMx0w4/2CWuuh/Fr+czuxqz2uaeXPJ97/tGnbr3PGewWA/Wu3UEp3b6w5aYjrr3/LMzOXf9kH47Hskv7UZ9NfKDz6x/6uXaz+Q8q7HqPnVH691+H9lffb7bO6/ieNun4FUAX03oN+kfTufVfDo/T89/3h1/S2dfDv7WPidPYICe4LnDOPd5XYU7cFTfI/mFs/uCWr8w135Dnl/uZyzs5A+ejAEmnjrEamxwdHo7X47BpR/i6Dtx1PjswVr5wU/mybrD1fnLM2zyR4myGm+FsYuPX7AzVvzgv/64wT5zFFudwWocZfgSM3OXo7qfmTPHzg/yrLmYwEtuylb81L6z/pWzisEeq+cZu+Ov6tf9Ku+q/9X7nb75CKbzY/AjrH2RzVVF/yL4l4d5Oj9Pz/8jDcaL3g+tj9gfm9/DQPdF9DuzO/d5zf53cURcn+5LKu8U5X4J9suq5875w2b0g2XEBD5mA2zGcc4fP5wlfr+4cz56L6KfNhkf38ZJHc+c08Y1+sqZcyR39cdQ6q3W+LUe/sjImKz1bw3VTwypZ0xz5zOlG8lt4jCOODreK9aqQ0zss7YdhlfOdvI1V7HnnBiztiOM5oAP/YJXXvVtPTKXymHqJHeJKe1na+LeeVyF721ZXwXwzkW5GtvhdM7w0/l5ev7z7hhL+aDig++M5zJA/fMLyB2YOPd5XYWnc/T0/Ncd8qcGPwbyR+qf0rM7DPzJAP3ykR+Qf3q5dnfVO+D8GLy2bp/yflXRPwXqRsZP5+fp+d+oFQ+Uw8CnGTj3eU3h0zl6ev7rDvlbg//T5+5f8P9GfU6+mgH+Se7on2J+NZZZvKveAefH4Iz1b5ZdVfRvTutt4Z/Oz9Pzf1sjHUeHgRswcO7zughP5+jp+a87pNc4/zZIz8s5/Y+BO/6bIqPaXPUOeOuPQUCe53BweuD0wOmB0wOnB04PnB44PXB64PTA6YH39sDoh+Jnzt/6Y/AzQI7t3wxwgc4YM/B0fp6e/7gzjuQw8PMYOPd5XbOnc/T0/NcdcjQOA7+bgaveAW/7tXEVwN9d1nl2h9PDz4yB0x8zdo7sMPCzGDj3eV2vp3P09PzXHXI0DgO/m4Gr3gHnx+CN++aqot845ZegPZ2fp+f/UrMc5cPAzRk493ldoKdz9PT81x1yNA4Dv5uBq94B58fgjfvmqqLfOOWXoD2dn6fn/1KzHOXDwM0ZOPd5XaCnc/T0/NcdcjQOA7+bgaveAefH4I375qqi3zjll6A9nZ+n55/N4h/4/Qn/aejE/VVr/5Cvf2D5q+L+hDj5x5a/E++5z2v2n87R0/Nfd8jROAz8bgauegd82Y9Bv4yQSH3yD0Dz92BS7peXf//994/zf/755499Z5MtgRwfOcRU//hwfjmof7A0cWDHvv4NG3PIWPrMs9UazE8c8rf6Yn9nfsBee4da2nMd9uwt5Hkvuj7ofHR6nqFf74CynOG/w47OTMZ9IIYPugx8eTarKXqd3LuDD98HiVdcxhrpaEOc5Bbc9R2gbp2zRunDngXjKge5wHf6m+WnXpebvHdxiYEN9jwjnZqne/QTr+ejmViVS/HhJzlLH9kj6LFnJK+cj4Z6VS5v2NqPVcdzZh4wGr/qXrmf5Xdl3K/wTW48Xf9lf1Cv2fjNHM3yVvb0/OXhzIeBpzJw1Ttg/On6ItM7APmgHX1R8AOZsH6A1y8+fEinHvsaF9vUwZ9fNPKDhjP1mP3wRycx4j9x8GHm3vj6yViJy3zybIfeV/V3fN5dB367Lwwd7rvyAy4ee0rs9JU9iCz7DJ2qr91ofiV/fKNv/JFPe7XDMpPpj7vR5Y6/vCfqO8MFdl3tEzdy7t1o1HdE1SOO9xcZ/vBfa1Ht2IMf3S5+x1fnw3hZB3nt9DnzPUPsxC4mYyNb5bGSJ4bkity72qQ+68oldvIlf5l72ptnxYidOaa+a2TE5akj+yXzqXrswWUcYlYcnc07zzr87/T/Xb6yb+BUjsHDGq4ZvjtmOH8rR7OcU/b0/JML+yX7K+VPX9MrPPUz4+m8kL+fNT/xPl2F+e9Pzw92yg7A0QesH+b5JcGLnmf5IZIFnUHGD3HBpy/mxJt7dfTJh5dfZtRLHdZ+mGljo7ln7s5S3q0TYyf/bWfUt9Z4luOd+elyyb6hL2uutY9muSPbzb+7AyPfflmr2NCfydJfvW9drqnvGr36wY6vxFL32jrjw/vqmTO2PHVwRm6zMbu/xMzazvwgo26ZEznv2KNHrBz4Stu6T13WGbfKco/PWgt8j7jFFg4rl1W/yyHjkl/GwX5VG+y7+uArbes+4+oj+R31S7V71568f+PI/qyc1pxX/VH1v5IvYvvUuNwrZdnz5Ou5c3cHOUN3NfCxM7wPiaWz436IK+ukLvK8Q547pz1+zCH5qO8RbZnR6+Tix2feybTNWCMd9YkjF1mTmV1iwL4OcINvxE/ayzE+4Nn9LD/1Oozy3nFHDHPFR4e95pL7WVz1utwSC5jN0Tpp6wwudZjFmfXhfDTUq3LxYzuK7TkzD/kYv/q7237GyWewjpl+0esOQEjvLo7Fs0CGRtcCIUMvhw3pWaeDvf61p1ErDhrZC6Q/9IzvGXrZ9J7nXHEh88wZvmq89MF6h9Nq81P3cAGv8E3eO7nv6HwXH+RReyexVOz58lz1hX6qD8/rDI56B6oOe+9Ph30m63xxv3iIu7ov2sNB1cUH5w77hD3586QcnKMx4gub+j6oPsCFXhcTW84r9urDPTmgzwzXiV+dbsZ/6iYX6suXWBMTtr4D1R/NI98jfvGNzYpL8Y3icg4n4h7VrNoTu+riJ/F6B7DFP/opz7X+q0/Pr5i/MtYV+Fc+67sg66Ft9+5RxvxdHOX7gbX9CSb6BtwM+9B7lvdV3dpn2tTz/zks/7OTPzHR48H3aIBZObEzJ2y8I5l758t4cqAO+1lO+AVjjYs953KIXJz6zhnZKo51YDYf+6/zjUw98eiDfeZG7Jp74pNH80Fm7NTLNZisYcZFJ+NlPmnvGj9dfsrrPIubuhUTdvLFOmtKHlVfX8bT1vPM0bOc4Vt+8px19gt+R7HRpQ7WjpgVR/V9hz15XzHe5nUH4Ixs7C2KidoozFWGjnKbgjkvnDZePGUdDhpocJLZAAAdG0lEQVQom8YLXJtDXx3eitt9YtUfGPAxGyv5zPanyeAja8Da+o1yuTM/YO/wW3ew24/k55oeRIbeauzkLwb71jjVN+fGrNhnsurHvfFqnsq7mdype47sCc6986njmrs1yg/f3j31ncl7JEPHXOTSGmpvTHzs5osvdPWpr9lcuej4AoN1TF+jd2jq5LrjeeQbO/NYcVnrmzFzDTc84NgZO3ito/VKv+DvYpEzPH/FIN/fOuz3zLGrB3r2UsdF2nfyq86yNypuejp7Ku9JnoOt6nKGftrMcnglf3QTd/Wb2NADQx2r+6y+70R9cmdmddSue4fhK23rXltnfIzyxJbHQY6pO+o38+jskGUd6l6bnNHPnLo+SH3X6NX3D74SX91ri12Nq2w1d3HTJuNzTm7izDUy+O96S3/itC6jXlTfGT3yy4GvjFX3qcsaH+JmX/ul6t9hX3N+F6Y/mfyE1x2As6YYNS2NNfJdmwFdm5QCW2Qvq7IOR9f82qFfh7jABo4cFRey7qyzTT+jvFPnt6y5wMkztVvlv5J/Jzf0B89okC891w37rpPl2Sr/2R1IP6zzBVqxz2TVT+6pJxi9dynr1uCtnNR72d0jfBHHJ/EaByyjeiDrbLTtcBGL8zpmcaouPkaYqi77ykWHizzAkIO93DDX91Xq5rriq/HVTe5mXIK3YtNHndF9BWvXF5UL71XtR/KSH9Y56l1I2bvXYPjtA36zX+q+1qzycReOwGEf5Rq8oztAj2bu6Hr/V3nLwyv5o7t716mD+RhrlkvquCYHHvzUe6ROnUfvMM4d5KA/cuJJ+eydUvnCT3LSxTeuMzrWiTP2tY7Vr7bOxLQe+Er86nQzflM3uVAfLOjAAzHkSnndez6ba9yZLrLkWTzamLv7boYTcaavTtezzi9+sh/oRf3hn3XKc61f9d3fbb4K39s+fXYAQny9RBBtwbLpLQBnNolnzl0zKCMOmOqDP56Kgxj4q2OEWT38VHwdru5sFFPfO5yq+9NneMyL2fFVc7wzP7yUeEbDnmfuBnx0/Zi6q/zxUfuffb1ncl117c96zr72fOJijU/y7+5H1XXf3XXsEy9+V7H1l/OsHqs73uECQ+IyFvXcwWdeXT30Vecas+NCv9V2trcXrbP3sOuL6qfa6oO5jtl9SF18kgf6nZ/UdS1W98zYmwt7sabOaj3rm5Xtq/LdXF/1eyf9Widrkn3D2WjcgSP7U4xgIi/H6H3CefYjNr5D6PeU6avOr+RfcVVf7ImP3kh3lEvnK2s5q2Ha7rxba8+kPbyNYuEbeY76Du3iV324ST8dJ9Vv+nDt+4x5d1S/Hd5V77wST1w1rufdTH2Sn4pnVr/0N+vD1HPd+a2x7cmuR+AFH3XgA57vOuDpivE2rzsAu0tEUl6SLsGu+dXrmkFZzrUh3KtT954zEz8vU66Rdxh2z+Csa1Lj73Cq7k+fa2/AIS+k2bgzP/RJ7ZWaywx/vlyrnfuZvTrO9vis39SdYZ/JtGfO2oGT+q5Gd9exSx7rfuVT+cwO2Yzvjjvyo0frQDfxVjl74vlhw3q3jt0HNLZZ07rv4n/kLDHP7EdcZj/M7JGlLusVn9h071w4zrrW/QoH8t1+3/G10tntg5WfO8vp1axvYqU+9M9s3IEjeiLvPj2WOY16Bp28q9mbrFe5w8sr+aObOGe8grnzPbrPI1/o4yfzHOlyTs2TO87Yc+7o7jYy4vgkl9qBhbxy1Dx38iMX4qDL6Gwq5oyZa/xUTCmv6+q346vrHfTkZrcWGbvGTVldk0/WC36IbdwOc/XBXsy7Pdv1ReXC2onFuOQnP6xzkM8rNUrbr1iD+4rxNq87ALtLRPGwzWbKRGeN1DVD2rruGoK4xpwVn0bJ5qxYscVXjg6XZ/qCi1XD7XCacX/y2hrJT9ZnlNed+Zn1FPnM6k9fIl+NV/KX3/pS7GLMsM9k+gJXxrH3Vzl1d13c6dse8WxnxqbeU+3ANZKpg9z7Cs6RPueZu/bOXd2x2all9wENJnndyUMcr8zgM8bKrsNQOZn5qu9b6y/3o/j2WJVnL3b8Vf26B7ufE1X27v1OD7w75lf7y37N2Jyvaoz+d3NEn3X9AK586juqvn/wkfqu6bfZQG93oFtxzGw7/e4+j3wQixqSA3dtZ8BD1a13Dr9VZ8f3qKfwJd/MXT2r/+QB/VonfK64Nq/dmGDAb+LruNBvxTzb+16Vh/pOrnFnvvBRB5j0zVz9V33wYEPNOn9Vnz1cVF3sM5Z5dvajs1HfjPS/+rzm/K74f1fxg55XAOsFRN9nFNLGUC8v20xW/dkQzDnERBM6uHjGY86Y6NBoGRsfOZCnfca0eZHjYzXQe9L4LfzYV9Qveyv7otY/X55VNuqBV/qjuwPYd7E4687BMZNl3mmfeY8wo596mXP2RX4wps7OGv95H7FJ3vMue49TP/MznryKvb4v1KvvFf0aR3v2ddQYVcccEn/18eo+Y3Y5ESt7W/9gy3Pzyrnix9Yc0Ev75ByZvBmPGX/pP3Uyjy5u+unW+P2q8ZWxviqn5J/8ag2s2+69/k6OyCV7s+OQu5LvPnXIu+aujBm/M7m6r+SPbnd39VVn7lreHeRgWuWsn3z/EHsnH+qedsZMDvGTe+Ot5pXdTj2NAU4x2NPK6t7znMFij7PerSPcaKc/bLNOda/eZ+YubueP/lr1R61v5yd1WMt1p+sZsSuPcJV46l7b2UzsnfgzH1fKas7vivW2T7qrAL4r0Z/o53A6r9rT+Xl6/vPu+Fu6+nLwt8U5eTID9AvPV41zn9dMfydH+YUVpLU32OcX0cwG2/wCnzLW2FV/VYf9K/mju/tjcPSleZZT4iNW5ucX9VVOxK281h9Xr+SRmGY/VLq4aVvXYEwuqRc+GKsfD3BQf1xgv1NL4hpHTPiS1936aLs7d3E7W7BUfOrZA+5Hc+XW+lfOqv3If/bibh7pO2ub53dZ7/TNR7CeH4MfYe2LbK4q+hfBvzzM0/l5ev4fabDdL10f8X1sfg8Dr35ZfEfm5z6vWfwOjvzSSex8/HHAF07O/YJes0CP985s7L6XdvKvePPLOvZ+yRY3Zx0+zpDxoNuN9KFf9LRz7mzRV86cI3NI/Kmzs8Zv/kg1p8SqH+qnPjETm7VWl9ncO+6QVx/iMI7+u77xB9FIxzxGdUmcr6xncYlVcwVfHda16lY9c8BH6sqructb2lcOUydz6LhNP926y6nT+66zq/D9XckPZngVwA/C+RVmh9N5GZ/Oz9Pzn3fHWMqHVffhPrY4kicxQG/kl5Ovyv3c5zXTT+fo6fmvO+RPDX4MdD/8/tQ6u8PAfwzQLx/5AfmV/F31Djg/Br+yii/GuqroL8K4rfrT+Xl6/rdtzAPsMPABBs59XpP2dI6env+6Q/7W4P/YufsX/L9Rn5OvZoB/kvvuf9J6RQ5XvQPOj8ErqvUmn1cV/U3wvt3N0/l5ev7f3oAHwGHgjQyc+7wm8+kcPT3/dYf0GuffBul5Oaf/MfBd/zbIR/i/6h3w1h+DgDzP4eD0wOmB0wOnB04PnB44PXB64PTA6YHTA+/tgY/8iFzZvPXH4CrYkb/GABfojDEDT+fn6fmPO+NIDgM/j4Fzn9c1ezpHT89/3SFH4zDwuxm46h3wtl8bVwH83WWdZ3c4PfzMGDj9MWPnyA4DP4uBc5/X9Xo6R0/Pf90hR+Mw8LsZuOodcH4M3rhvrir6jVN+CdrT+Xl6/i81y1E+DNycgXOf1wV6OkdPz3/dIUfjMPC7GbjqHXB+DN64b64q+o1Tfgna0/l5ev7ZLPk3nfL8rP9jwL/ddP6ren93BP/xAO4ST/69qr81rz0593nN79M5enr+6w45GoeB383AVe+A82Pwxn1zVdFvnPJL0J7Oz9Pzz2bxb0nxo+f84Elm/t//+OBHjj+Y/5Senb3Df4Le9Xewcu7zmvWnc/T0/NcdcjQOA7+bgaveAd/+Y5AvKd/xB34/0i7gzP/nmC+dFIaHL1p8kXD/jj9qfVXRP5L7u23kiTm/gPmFtZ538b+bH/rBPMBdh7LMD52ZXf5TCuw7v8bZzZ+eFcvKJnt69KNKX+Jwzv5Hx7/Zkz4904Y5a45dvTvJyQiT/uB2xpl6zGJJ3DP/Kx6tq34zVrUlT3HKZ56lLf7UIUYdxkVnNuCxwzazQZb8zHQTh3jNMe3guOLIHtEWm9ob6Yd19gZ2NV7yXu9h9YU867/Sr/af3a/q91n/X2GfvZq1yDpY38x3ZFcxp02VPWH/9PyzxvluyPOz/o8B71S+0w43/zGQnxu8m37SuOodMP/28AJDHwVIw3ZfcF4I/SWqflmpjeMXIM+9gO8A9VFO3xH7Sh9ySX48fmnwgrJ3zTwa38kPXxTF1tUcbH6ZRK7uys5+khv7quNgN3/iM+RUXNWnH67ouc74iW3kI2ubtpzLQY3rXh5TDx/kCZ5ca1PnHU7MDVtwsWeYX+JO/zMerau+8dsN61r5I/Zs6Lfq4Udcue58gWmEq9PnTH5WvWNtzI+5YsWfeXQ4lGGbPcA5z2xYu6qHL2PluvMFj1l7c+90rzgD308e9J855Jqc4BJZPtYqdXPdcaH/TvaEs6fnnzWmVxjcW+94yp+8hg/eZdyx0zN/d4K9w+eG67+17nlyVT3f9unzEYC++LsvDXcqg1+EyDG/LICRM/H7hehdzfURTu/E2wjL6MXtFzrs5HykK/ejGFefZx/Yx5659wstdfSLjzrgU88z9LXZwb/TH/rWX/arZ858qPrDwg8RcatDPTIfz3O2julrVkdt0cd3cmA880AH/+zRTSzoVrz6djYv9/plb6yM3+lxRlzvPXv9iGuUL74rbnkyVjeLO2OKw/eNOsSwt9J3rrsY3Zl51VhVl3xTF5yVx8w9ddOXuOGIYS6p062Jl72ATvLBHh05sAbWCV3X+id25VvZFbM5X+H7K3wmv9bROtuj4ODMOrCf2VXcX80R2BK7fZOzOeaZa2X2Iuf1XsgJsuSl5s4enVcGPY1N7e30Ya3Qy1xThzWyeh/SNvEbN8/SX/KBTuWEPec8M+z4BBP+dkbl1xgj24oTfTmgttoz11Hl6Igz7TxLe3CqY7yUc6Y8z+saHmvOVWe0N/dZT6gDlpGetaw4skcyl/TJeR3606byl7yPMOkTefbXSl+775w7Tt6B52+mP+j1VYAUEOKxWzW7xbZ5nH3RZvGz4dQjBj70w56H+DvFB5+X05jQhD/82EzGM84Hqfw/M3z/tiFHXW6c2QuV246Hzkend/UZPWTf2YvufXF1PZF2YPQFLwcr3B/JHxv7Nf2L2/tgnSpuMaZttyYOD/702enlmXcMzhzG896po9wZuXHSXjmzOXb5IzfntBmtRzyCAdlsGEd+zG1m433I3rC3zFudLj90jDPiZxZfzPqounkODjGphxzsnHs3lNXZGqOb+Va93Nsn2a/Yw7H5qpNY9WEcdTmXX3Wunld9c3X8z/pPvuGTvSM5R5Y8z+y0d/5KjhIX8b1fYPDxrs1k5CoX2NX+t9+R6c9864zOzrB3xZn8p7240c916rD2/qNThzJiZRzOs87Vjr25px4+8EWsXHf2nO1wYm768F2ArbVRlnPqoctjjtZRrkd+tKtyfM+GmKsefoyd684XNeB5Zci5uLM26ce8wem66oJTrGnr2hyJlbac88yGtal6+DLnXHe+wGY9kWNX/XV233lGTleMt3l9BSDk08Q2UG32bCCLaeGdjacPCmgTZyN4AS06MmzRxUb5iFyxYa+dutjmmdiUf3Y2x8/6uZM9vFun5M4z6yG3+YKoedyFH3DYc/aX+1keaUdu9iTn9NtqvJo//Y4NcerwHonbXk5da+SdqD5ybyzizWqYNt6x1PdMHHWvPXF8zEGZs7XQl+fO+Lb/POtmc9OPvBB/FLv6MY8dLrE1Zup7Jua6NyaY5Ib5laGdMXZsyU1u1OeMscORvYguOe0M+zX1PbOf6l6/1oJ4mad81ly0e/dM/J888h7Iec2H8+xh5Dt2+vkqjrwz9i3xszfYJ5aZLPuH3NOneWGPvxFv6mVMz2Yz+l08bcwTjPZ73iH0PJ/F9m4ZC5uddyH6Ne/ERHx08J99IkZ0XZtTncVfz40zside5oCedc6a4pccal8bj5oi5zGWPKnTzeKufvEjDnWIYQ+l71x3MWZn2BJrNKw5cnNMvrSvXFV/4jaWuVS9uje+nCJPPtijIwf45xEjuq71TezKt7K7zPL0bjzjSr8Y6RWAkm0D2diEtDG68BTVwionrmf6s8DIeDh3IONMDJ53M7raEgO7HOyN7Ytqx2/6mK1rvJnuT5N5aa0V+MnXXmC9yn8l/wpOwJ81Zw0uX4Bd34Cr2iVW74C9l7Jcv5o/WPLFmb7sX3C5trfVs2YjH+o5y0X1o7zOcpV5e1b5dF99zPbwlbVKXXJ6BWfHgflmT2eMXJMjeHg6X6nLGp2K3zPvTN1XHx/d24/Gmfkh95q/nJtz1nfky5jkvDPkPrn0zHh1v/JLHsT/SK+tfHfy3Vw72+8+851hjUd3ifPkc9fO/L6CI3qI2oM1ez5xc569NpOJXW7SThmxRpypw/xK/sar9zH9gQWf6JhzyvFBrtwdntnADw/6ydvMhpyxIY7Deyqn6ih3Rm6ctFfOjI755Tlr49Rz98Z3j5/RGMVQH27R4QFz9a1eztYmebem5q1OV+OMM+In4+Va3oyTMtfkIraKA7sVJ/phtsbY6TPl3dr6EdthXPNVp+PbOOriQ371d8cZXq8Yb/O6C9Bioe/DmYOz3HveNacNaDN44dxbWHxmM9ggXRzjpa04mR3KvYQVi3qfmTPeZ/zc0barp/WTb7kd4f9ufuiB2kO81HgY9ogvHfPo7JQx7/bSK/mDk7izgY7cM3uPtPHe5F1SVmdqZx74WtUSez8QEmeNqU6Nt9pbiw4H+dQajfyteCTXHV/oJN+jeJ7LZfo2J/ww1Oly1M9H5+zrmQ/yz5F8sfZupE5dk4e54M/8ql7u4QVd7BzYcWY/qbPTv/jQflffuB+dK3cf9fMddlkn+i95Fw+1qbXcsdOe+WqO6BUwerfsncRAP4z6uJPZdyMbY1VuMqbrV/K3f7sc9McMLvzW9wa5gJ0Zed6ttHedd3YVUxtjp75nxGXUvbZg8qnY1ZEDfXluTuS3M/A/imHeNUb1ax67MfWb+p7ZK3VvTLDKDfOrQ3v8d0P+xCHP1FFZxh9xp2/s1B/FVNcZXrBJfc/sp7rX1lpgbw7I5HNVS/18xwzmK8bbvO4AhOgsnMRbDBuiaxybM4tkA3pGgXlyGKP6tBlSN9d5ATknv8zR2LXpxJK+PrrOeB/1cVc7eCK/7Aexwn3lX1nO38kP/SRGcjAP+speqz0C9pFd5mXPrnppN38wiU/MGa+u0fdOpox4O/bcCTlgxo5nlY930jtFbO21RWcHQ+JmLafp23N8MhL3/w7K/6C34pE8O+7SVeKXm5WN+NMWnxlPnZpjxu7W2olFPlJ3h3dykB9t9ZnzLFfqrDxxrXKCF2JkfO21RafLTax1xt8r+tX+1T3xfuKAX7B75yvv5lTz27XTnrn6SNk71t4v3zudT3TsqSofyeSk6ydjjXxmjFfyJ1YXL/0htw749j2LjlyIPWXpI9fY4GcVVxv00M/cPTNe3Wu7M+PbPFLfnJhXAxyzfJDt+Emed/TFmPg9q+9I96tcduXWcaYPt8ZlzcMQo7jRUTbzp96OLn7EmFx6Zj/V/Sw+Mu+ivbfS/w75Lj+vYnvbp88KIAWzcQQp8Z5TAPzk3kvIbHNpb/Ngp69sAguKT+Ij0zf6+tafc81FXHmOrfbMyMCHbsWp31fnjPeq7R314UVu4N91YoXL7jx1XH8XP/Ya8XnsA3DRX8jtGfsN2cwOP8gZ5O/6fweD/9nJ394Uq34rbkNwnpg99wWfL15lOSOv9WM/ipe2YvUOI5NH/OY67XbW4seHwzO5YWZYJ+QOsakrj5zzMPSnTTejm/mx1mfGq7b6rtxSK+Pnutq/urdm2IlR7ognV/pFJo48c62PzF2ZM7Lqg5zkR71uFm/lEFtrlevOR56JV9uUXbWunF4V591+vZdyRS1qHZEpN/6OnbrOV3KUmFl370H6ot5Bsc1k6NjL3iPtiLWb166e/dvlYNysk/rWCJk4WY9y1hcztr6nwKmv1Klrcye+g1jYG18d5btzzSntaoyU1TUc1veKOsgSu+fdTEx7YKeOcpncm5N1VWeH6w5Td+a9zLidHjHJw0cM5igv7q1n54s8zAV/5tfpemYNsXMYy9jqzGJry6z9rn7aftV6p3c+guVLfgx6mZkdkm4jWdA8V98LYLPpg1n7ShC6xrWpOcuGs2H0h1x/yoztub7cM3t5WItZn5+Z8febRta21tJavXIJv4Of7BHi82Qu2Qvk61jZmT/+7D1tR/Mq//QpVvAlRn0rd++cuupkXuoxZzzvSd437fGZo9PJGHkHk+v0sVqbh7FnMe1TY2VeNQc/bDg35w5LjWeNq+/MWz9Vh1jmgU5i0OazsxwQi/g5KgfIwGBOqetaf+7rnDkYL+tuzBqj08k6WHfsO24rDvf4EIdnV89g/Kmj9nfmQQ1GXM7s0ofrqzjq+ohY4MtBHnn3dmXodXfA/tztzd38/byp9yXx4su7Ig7sXCPPx/dh+nBNHOXGxnbElXbwiV7i1F5bdMSp3c5sb6Vv7Yi54xPbkR647I+RjvFSLqermos/bfGHvbbqdDkau5u1Ewu5OJQx7wzwJcba5/hO/9Unda75gGuVEzHRS5xi1xadWeyKBX+v6Ff7r9iD8YrxNq9XAbwi6Z/i83A6r9TT+Xl6/vPu+FvKS94vGH9Lz8lh4D8G+CLB3frqXjn3ed2BV3GUtfbHSEXDF02/tO7I9OMXU7DnF1d8VJ3qt+538+ddV7/UYptnrP0SLw54SC78cp1nFRM6+lHmF/WMpyxn5OCSI2TEkqtcp93OeoTdc2aH+ecZMvJIbOqLG5w82I8GuumDtXY1XvoQZ+WWHpTXXKftZ9bWLn2Yb56x5rziA7f45HXED1yoq29ykh/PulmclcOsR647H3lmXUZYU/c71+R0xXib16sAXpH0T/F5OJ1X6un8PD3/eXf8LeUlnx/Kf2uck8PAf19wvqNPzn1ed99XcNR9wQXZLHYn88s8Mp78QeUXT2XMO19C0ZuN/CKtb+L6oyrt84zzruf5wl2/rGd8ZMbxR0HNG3nmjn2nA3ZH8rPDi3Y5m5+x3YuX2ZjylrHAqDz9Zs76Mkbq1Rzlt9p/JIY/hIj/rkHu5uMsZvfmaQ7uK4bEl5ymXurgj5F1N6YYtO107D10ss4dt/qpMz7EUWV32sPLFeNtXq8CeEXSP8Xn4XReqafz8/T8593RS1/5cOg9nNPfyoBfIkZfcK7O+9znNcNP5+jp+a875E8Nvtx/133+E8nZ3ZkBf2D+hF656h1wfgzeuEOvKvqNU34J2tP5eXr+LzXLUT4M3JyBc5/XBXo6R0/Pf90hf2rwT6XqP1n6U+PsDgPf92+DfIT7q94Bb/0xCMjzHA5OD5weOD1weuD0wOmB0wOnB04PnB44PfDeHvjIj8iVzdt+DK4CHflh4DBwGDgMHAYOA4eBw8Bh4DBwGDgM3IeB82PwPrU4SA4Dh4HDwGHgMHAYOAwcBg4Dh4HDwJcxcH4MfhnVJ9Bh4DBwGDgMHAYOA4eBw8Bh4DBwGLgPA+fH4H1qcZAcBg4Dh4HDwGHgMHAYOAwcBg4Dh4EvY+D8GPwyqk+gw8Bh4DBwGDgMHAYOA4eBw8Bh4DBwHwbOj8H71OIgOQwcBg4Dh4HDwGHgMHAYOAwcBg4DX8bA+TH4ZVSfQIeBw8Bh4DBwGDgMHAYOA4eBw8Bh4D4MnB+D96nFQXIYOAwcBg4Dh4HDwGHgMHAYOAwcBr6Mgf8PNEKnz8RBeRMAAAAASUVORK5CYII=)
Population genetic analysis in the endogamous Punjabi men
Out of 861 pairs, 75 unrelated Punjabi men, all individuals carried a unique RM Y-STR haplotype with haplotype diversity (HD) 1. In a previous multicenter global study 21 based on RM Y-STRs where they have reported haplotype diversity of 0.9999985 for almost 12,200 male samples around the globe and for continental regions was ranging from 0.99836 to 0.9999988. In that multicenter global study 21, several populations also showed the haplotype diversity of 1. We also have compared our current results with previously published populations from Pakistan with Yfiler and RM Y-STRs. On Yfiler 17 Y-STRs, British Pakistani 22, Punjabi population 7, Kashmiri population 7, Hazara Population 11, Sindhi population 23, Youszai population 24, and Pathan population25 showed DC 99.24%, 87.23%, 68.3%, 76.47%, 86.40%, 71.92%, and 73.7%, respectively. The samples studied with RM Y-STRs showed HD values ranging from 1 to 0.9921 for Pathan 21, Brahui 21, Punjabi 21, Sindhi 21, Araein 26, Pakistani 6, Punjabi19 and Sindhi 19 populations. Multicenter global study 21 based RM Y-STRs also reported meaningfully lower haplotype diversities and lower unique haplotype proportions in endogamous ethnic groups than in urban and rural groups 21. Pakistani population is generally considered highly endogamous, and in our previous study 99 pedigrees were sampled from urban (N = 48) and rural (N = 51) areas. We didn’t observe any effect on RM Y-STR diversity, which may be due to small sample size. In current study 75 pedigrees were sampled from urban (N = 46) and rural (N = 29) areas and again we didn’t observe any effect on RM Y-STR diversity.
RM marker differentiation per pairs
We have calculated the differentiation power of 13 RM Y STRs in 75 pedigrees. On first meiosis 59 pairs were differentiated out of 135 and DYF399S1 differentiated 24 pairs (40.67%) while DYS526 a/b did not differentiate any pair. This trend was also followed in other pairs where DYF399S1 differentiated most of the pairs while DYS526 a/b did not differentiate any of the pairs (Table 5). This pattern was concordant with previous studies 6,15,20,21.
Table 5
Male-relative pair combinations differentiation by each of the 13 rapidly mutating Y-STR markers
Markers
|
out of all 135 Father / Son pairs separated
|
out of all 67 Grandfather/ Grandson pairs separated
|
Out of all 104 Brother/ Brother pairs separated
|
Out of all 147 Uncle /Son pairs separated
|
Out of all 08 Great G. father/ G. G. son pairs separated
|
Out of all 190 1st-Cousin/1st-Cousin pairs separated
|
Out of all 14 Grand Nephew/ Uncle pairs separated
|
Out of all 168 1st Cousin1r/1st Cousin1r pairs separated
|
Out of all 28 2nd cousin pairs separated
|
DYS526a/b
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
DYS612
|
1(0.74%)
|
5(7.46)
|
5(4.80)
|
4(2.72)
|
0(0%)
|
18(9.47)
|
0(0%)
|
14(8.33)
|
4(14.28)
|
DYF399
|
24(17.77%)
|
12(17.9)
|
19(18.2)
|
27(18.3)
|
1(1%)
|
60(31.5)
|
4(28.57%)
|
48(28.5)
|
12(42.85)
|
DYS547
|
3(2.222%)
|
2(2.98)
|
8(7.69)
|
4(2.72)
|
0(0%)
|
24(12.6)
|
2(14.28%)
|
19(11.3)
|
5(17.85)
|
DYF404
|
3(2.222%)
|
4(5.97)
|
5(4.80)
|
1(0.68)
|
0(0%)
|
8(4.21)
|
0(0%)
|
6(3.57)
|
2(7.142)
|
DYS626
|
2(1.481%)
|
0(0%)
|
2(1.92)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
0(0%)
|
DYF403
|
8(5.925%)
|
7(10.4)
|
12(11.5)
|
16(10.8)
|
0(0%)
|
56(29.4)
|
0(0%)
|
43(25.5)
|
13(46.42)
|
DYS576
|
4(2.962%)
|
2(2.98)
|
3(2.88)
|
10(6.80)
|
1(1%)
|
8(4.21)
|
3(21.42%)
|
6(3.57)
|
2(7.142)
|
DYS518
|
5(3.703%)
|
2(2.98)
|
2(1.92)
|
6(4.08)
|
0(0%)
|
6(3.15)
|
2(14.28%)
|
4(2.38)
|
2(7.142)
|
DYS627
|
1(0.740%)
|
1(1.49)
|
1(0.96)
|
3(2.04)
|
0(0%)
|
4(2.10)
|
1(7.14%)
|
4(2.38)
|
1(3.571)
|
DYS570
|
2(1.481%)
|
1(1.49)
|
1(0.96)
|
1(0.68)
|
0(0%)
|
2(1.05)
|
0(0%)
|
1(0.59)
|
1(3.571)
|
DYS449
|
1(0.740%)
|
0(0%)
|
1(0.96)
|
3(2.04)
|
0(0%)
|
2(1.05)
|
0(0%)
|
2(1.19)
|
0(0%)
|
DYF387
|
5(3.703%)
|
2(2.98)
|
1(0.96)
|
1(0.68)
|
0(0%)
|
8(4.21)
|
0(0%)
|
6(3.57)
|
2(7.142)
|