"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.7"
+ "version": "3.6.8"
}
},
"nbformat": 4,
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
" if verbose:\n",
" ca = re.search('current alphabet (\\w+)', blurb).group(1)\n",
" pa = re.search('plain alphabet (\\w+)', blurb).group(1)\n",
+ " mapped_ca = cat(p[1] for p in sorted(zip(pa, ca)))\n",
" return {'time': dt, 'worker': worker, 'iteration': iteration, 'fitness': fitness, \n",
- " 'cipher_alphabet': ca, 'plain_alphabet': pa}\n",
+ " 'cipher_alphabet': ca, 'plain_alphabet': pa, 'mapped_cipher_alphabet': mapped_ca}\n",
" else:\n",
" return {'time': dt, 'worker': worker, 'iteration': iteration, 'fitness': fitness}"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
- "def dump_result(starttime, filename, verbose=False):\n",
+ "def dump_result(starttime, filename, verbose=False, target_cipher_alphabet=''):\n",
" parsed = [log_parse(line, verbose=verbose) for line in open('cipher.log')]\n",
" trace = pd.DataFrame([p for p in parsed if p['time'] > starttime])\n",
" trace = trace.set_index(['worker', 'iteration']).sort_index()\n",
+ " trace['target_cipher_alphabet'] = target_cipher_alphabet\n",
" workers = list(sorted(set(trace.index.get_level_values(0))))\n",
" if verbose:\n",
- " trace[['fitness', 'plain_alphabet', 'cipher_alphabet']].to_csv(filename, header=True)\n",
+ " trace[['fitness', 'plain_alphabet', 'cipher_alphabet', 'mapped_cipher_alphabet', 'target_cipher_alphabet']].to_csv(filename, header=True)\n",
" else:\n",
" trace.fitness.to_csv(filename, header=True)\n",
" return workers, trace"
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 10,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"'theadventuresofsherl'"
]
},
- "execution_count": 12,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"-542391.5369482826"
]
},
- "execution_count": 13,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"-1471429.4753165497"
]
},
- "execution_count": 14,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"'etaoihnsrdlumwcyfgpbvkxjqz'"
]
},
- "execution_count": 15,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "('qlkwrmaznifhoxjgspvudybtec',\n",
- " 'jogqxexjbnmejdqprbrhhdgnxejdph',\n",
- " 'ompanynowifyouarewellupinyourl')"
+ "('sbyopakxntlewgimvfcduqrzhj',\n",
+ " 'seirqinyprxncmpfporselmscdwpsg',\n",
+ " 'alowvoicewhisperedwalkpastmean')"
]
},
- "execution_count": 16,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"'yearningforrespiteth'"
]
},
- "execution_count": 17,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'guefwqwydaffujhqlulmufanewjjsddufutejtegjlsfwutqwlabuupjewtbuupjqwlanawlmjbqlmxeiyexsjewtlmuxeiutawq'"
+ "'qviaysynjpaaverswvwxvapciyeetjjvavzieziqewtayvzsywpfvvmeiyzfvvmesywpcpywxefswxgihnigteiyzwxvgihvzpys'"
]
},
- "execution_count": 44,
+ "execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
"ct_key = cat(ct_key)\n",
"# ct = keyword_encipher(pt, 'arcanaimperii')\n",
"ct = keyword_encipher(pt, ct_key)\n",
+ "ct_alpha = commonest_alphabet(ct)\n",
"ct[:100]"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "('itkabjesqnguhwycmplrvfxdoz', -14681.308607565503)"
+ "('vwpisyxeazhtcfqgjnrokmldbu', -14681.308607565503)"
]
},
- "execution_count": 11,
+ "execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+ "start_time = datetime.now()\n",
"sa_cipher_alphabet, score = simulated_annealing_break(ct, plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha)\n",
"sa_cipher_alphabet, score"
]
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'arcnimpebdfghjkloqstuvwxyz'"
+ "'iogzvjnxsdmhcyprbaewtkflqu'"
]
},
- "execution_count": 75,
+ "execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "cat(p[1] for p in sorted(zip(plain_alpha, sa_cipher_alphabet[0])))"
+ "ct_key"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'iogzvjnxsdmhcyprbaewtkflqu'"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cat(p[1] for p in sorted(zip(plain_alpha, sa_cipher_alphabet)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
"'arcnimpebdfghjkloqstuvwxyz'"
]
},
- "execution_count": 10,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "cipher.log enigma.log\n"
+ "cipher.log old.cipher.log\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['2018-12-05 18:27:56,697 - cipherbreak - DEBUG - Simulated annealing worker 8: iteration 0, temperature 200, current alphabet itakbjsqenguhcpmwylvrfxodz, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosninychsseapitetreshmonaauccesedoadogatusnedint',\n",
- " '2018-12-05 18:27:56,698 - cipherbreak - DEBUG - Simulated annealing worker 0: iteration 0, temperature 200, current alphabet itakbjsqenguhcpmwylvrfxodz, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosninycassehkitetresamonhhuccesedohdoghtusnedint',\n",
- " '2018-12-05 18:27:56,698 - cipherbreak - DEBUG - Simulated annealing worker 2: iteration 0, temperature 200, current alphabet itakbjsqenguhcpmwylvrfxodz, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosnhnycasseiphtetresamoniiuccesedoidogitusnedhnt',\n",
- " '2018-12-05 18:27:56,698 - cipherbreak - DEBUG - Simulated annealing worker 1: iteration 0, temperature 200, current alphabet itakbjsqenguhcpmwylvrfxodz, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosnhnycasseiphtetresamoniiuccesedoidogitusnedhnt',\n",
- " '2018-12-05 18:27:56,699 - cipherbreak - DEBUG - Simulated annealing worker 3: iteration 0, temperature 200, current alphabet itakbjsqenguhcpmwyrvlfxodz, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17467.215783229432, best_plaintext geosninycassehvitetresamonhhuccesedohdoghtusnedint']"
+ "['2019-10-28 09:59:14,978 - cipherbreak - DEBUG - Simulated annealing worker 2: iteration 0, temperature 200, current alphabet rjgzieptunyxodfsmbacqhkwvl, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext getsninycassehpioeoresamtnhhuccesedthdtghousnedino',\n",
+ " '2019-10-28 09:59:14,978 - cipherbreak - DEBUG - Simulated annealing worker 8: iteration 0, temperature 200, current alphabet rjgzieptunyxocfsmbadqhkwvl, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17394.10216261065, best_plaintext geosninycassehpitetresamonhhuccesedohdoghtusnedint',\n",
+ " '2019-10-28 09:59:14,980 - cipherbreak - DEBUG - Simulated annealing worker 0: iteration 0, temperature 200, current alphabet rjgzieptunyxodcsmbafqhkwvl, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17476.383874573305, best_plaintext geosninbcassehpitetresamonhhuccesedohdoghtusnedint',\n",
+ " '2019-10-28 09:59:14,980 - cipherbreak - DEBUG - Simulated annealing worker 1: iteration 0, temperature 200, current alphabet rjgzieptunyxodfsmbacqhkwvl, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosninychsseapitetreshmonaauccesedoadogatusnedint',\n",
+ " '2019-10-28 09:59:14,980 - cipherbreak - DEBUG - Simulated annealing worker 4: iteration 0, temperature 200, current alphabet rjgzieptunyxodfsmbacqhkwvl, plain alphabet etoainhsrdlumwycfgpbvkxjqz, current_fitness -17464.568516864027, best_plaintext geosninycassezpitetresamonzzuccesedozdogztusnedint']"
]
},
- "execution_count": 15,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "{'time': datetime.datetime(2018, 12, 5, 18, 27, 56, 697000),\n",
- " 'worker': 8,\n",
+ "{'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 978000),\n",
+ " 'worker': 2,\n",
" 'iteration': 0,\n",
" 'fitness': -17464.568516864027}"
]
},
- "execution_count": 46,
+ "execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[{'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 557000),\n",
- " 'worker': 8,\n",
- " 'iteration': 500,\n",
- " 'fitness': -19506.212009034196},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 635000),\n",
- " 'worker': 9,\n",
- " 'iteration': 500,\n",
- " 'fitness': -18038.95559884915},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 993000),\n",
- " 'worker': 5,\n",
- " 'iteration': 500,\n",
- " 'fitness': -17327.223609157583},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 995000),\n",
- " 'worker': 3,\n",
- " 'iteration': 500,\n",
- " 'fitness': -18946.41644162794},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 996000),\n",
- " 'worker': 2,\n",
- " 'iteration': 500,\n",
- " 'fitness': -21014.221984327247},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 998000),\n",
- " 'worker': 7,\n",
- " 'iteration': 500,\n",
- " 'fitness': -20093.45361142934},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 998000),\n",
- " 'worker': 4,\n",
- " 'iteration': 500,\n",
- " 'fitness': -20003.348090823332},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 57, 999000),\n",
- " 'worker': 1,\n",
- " 'iteration': 500,\n",
- " 'fitness': -19134.666194684774},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 58),\n",
- " 'worker': 6,\n",
- " 'iteration': 500,\n",
- " 'fitness': -18597.23462090166},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 58, 1000),\n",
- " 'worker': 0,\n",
- " 'iteration': 500,\n",
- " 'fitness': -18848.039141799247},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 58, 276000),\n",
- " 'worker': 8,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19011.452688727233},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 58, 352000),\n",
- " 'worker': 9,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -18741.08747198464},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 58, 954000),\n",
- " 'worker': 8,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19324.48074341969},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 56000),\n",
- " 'worker': 9,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19194.180212110503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 273000),\n",
- " 'worker': 5,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -18079.493977379658},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 275000),\n",
- " 'worker': 2,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19586.334887748137},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 276000),\n",
- " 'worker': 7,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19595.283669119322},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 282000),\n",
- " 'worker': 3,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19556.303534097875},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 283000),\n",
- " 'worker': 0,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19060.650868638797},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 285000),\n",
- " 'worker': 6,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19048.945801444726},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 286000),\n",
- " 'worker': 1,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -17780.893262937854},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 288000),\n",
- " 'worker': 4,\n",
- " 'iteration': 1000,\n",
- " 'fitness': -19871.461472608527},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 656000),\n",
- " 'worker': 8,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18541.60058087154},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 27, 59, 762000),\n",
- " 'worker': 9,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18139.230527668664},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 307000),\n",
- " 'worker': 4,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19615.20233677959},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 341000),\n",
- " 'worker': 8,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -18792.355486875542},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 538000),\n",
- " 'worker': 5,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19614.656719789735},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 540000),\n",
- " 'worker': 2,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19420.645677197903},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 547000),\n",
- " 'worker': 3,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19516.69841398513},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 547000),\n",
- " 'worker': 7,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19230.947512617677},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 552000),\n",
- " 'worker': 6,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19062.24295819328},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 555000),\n",
- " 'worker': 1,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19005.04145812939},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 559000),\n",
- " 'worker': 0,\n",
- " 'iteration': 1500,\n",
- " 'fitness': -19678.103852267177},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 826000),\n",
- " 'worker': 9,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -18554.14253773069},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 0, 996000),\n",
- " 'worker': 4,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -19797.711974806178},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 15000),\n",
- " 'worker': 8,\n",
- " 'iteration': 3000,\n",
- " 'fitness': -18929.774792204666},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 684000),\n",
- " 'worker': 4,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -18404.449071388823},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 727000),\n",
- " 'worker': 8,\n",
- " 'iteration': 3500,\n",
- " 'fitness': -18413.47164984584},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 815000),\n",
- " 'worker': 2,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18449.545495871713},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 817000),\n",
- " 'worker': 5,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -20293.16285350564},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 821000),\n",
- " 'worker': 7,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18382.9684664272},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 828000),\n",
- " 'worker': 3,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -19269.277188085696},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 838000),\n",
- " 'worker': 6,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18034.64907452757},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 838000),\n",
- " 'worker': 1,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -20212.029343114173},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 1, 848000),\n",
- " 'worker': 0,\n",
- " 'iteration': 2000,\n",
- " 'fitness': -18398.93978482426},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 2, 106000),\n",
- " 'worker': 9,\n",
- " 'iteration': 3000,\n",
- " 'fitness': -17022.580186111096},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 2, 370000),\n",
- " 'worker': 4,\n",
- " 'iteration': 3000,\n",
- " 'fitness': -18341.09176296995},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 2, 436000),\n",
- " 'worker': 8,\n",
- " 'iteration': 4000,\n",
- " 'fitness': -17620.87851235687},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 3, 49000),\n",
- " 'worker': 4,\n",
- " 'iteration': 3500,\n",
- " 'fitness': -18629.108009257943},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 3, 79000),\n",
- " 'worker': 2,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -18229.656265246995},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 3, 83000),\n",
- " 'worker': 5,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -19086.384794143425},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 3, 85000),\n",
- " 'worker': 7,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -17864.67484051336},\n",
- " {'time': datetime.datetime(2018, 12, 5, 18, 28, 3, 95000),\n",
- " 'worker': 3,\n",
- " 'iteration': 2500,\n",
- " 'fitness': -18518.178105852596},\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 16, 128000),\n",
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- " 'worker': 3,\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 16, 909000),\n",
- " 'worker': 0,\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 16, 947000),\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 231000),\n",
- " 'worker': 7,\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 320000),\n",
- " 'worker': 4,\n",
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- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 524000),\n",
- " 'worker': 3,\n",
- " 'iteration': 18500,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 581000),\n",
- " 'worker': 0,\n",
- " 'iteration': 19500,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 605000),\n",
- " 'worker': 6,\n",
- " 'iteration': 19500,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 878000),\n",
- " 'worker': 7,\n",
- " 'iteration': 19500,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 17, 996000),\n",
- " 'worker': 4,\n",
- " 'iteration': 19000,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 18, 173000),\n",
- " 'worker': 3,\n",
- " 'iteration': 19000,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 18, 642000),\n",
- " 'worker': 4,\n",
- " 'iteration': 19500,\n",
- " 'fitness': -14681.308607565503},\n",
- " {'time': datetime.datetime(2018, 12, 5, 19, 33, 18, 817000),\n",
- " 'worker': 3,\n",
- " 'iteration': 19500,\n",
- " 'fitness': -14681.308607565503}]"
+ " 'fitness': -17464.568516864027}]"
]
},
- "execution_count": 47,
+ "execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parsed = [log_parse(line) for line in open('cipher.log')]\n",
- "parsed[10:]"
+ "parsed[:5]"
]
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 58,
"metadata": {
"scrolled": true
},
" <th rowspan=\"30\" valign=\"top\">0</th>\n",
" <th>0</th>\n",
" <td>-17464.568517</td>\n",
- " <td>2018-12-05 19:32:30.307</td>\n",
+ " <td>2019-10-28 10:14:21.136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>500</th>\n",
- " <td>-19456.419361</td>\n",
- " <td>2018-12-05 19:32:31.653</td>\n",
+ " <td>-18531.679762</td>\n",
+ " <td>2019-10-28 10:14:22.493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1000</th>\n",
- " <td>-19192.661068</td>\n",
- " <td>2018-12-05 19:32:32.663</td>\n",
+ " <td>-20903.487109</td>\n",
+ " <td>2019-10-28 10:14:23.787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1500</th>\n",
- " <td>-21362.030854</td>\n",
- " <td>2018-12-05 19:32:33.684</td>\n",
+ " <td>-19941.571807</td>\n",
+ " <td>2019-10-28 10:14:25.084</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000</th>\n",
- " <td>-19439.674465</td>\n",
- " <td>2018-12-05 19:32:35.103</td>\n",
+ " <td>-18871.699801</td>\n",
+ " <td>2019-10-28 10:14:26.133</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2500</th>\n",
- " <td>-19494.922209</td>\n",
- " <td>2018-12-05 19:32:36.676</td>\n",
+ " <td>-18847.246876</td>\n",
+ " <td>2019-10-28 10:14:27.408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3000</th>\n",
- " <td>-19409.258504</td>\n",
- " <td>2018-12-05 19:32:37.862</td>\n",
+ " <td>-19111.386196</td>\n",
+ " <td>2019-10-28 10:14:28.707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3500</th>\n",
- " <td>-19375.464977</td>\n",
- " <td>2018-12-05 19:32:39.191</td>\n",
+ " <td>-19693.452817</td>\n",
+ " <td>2019-10-28 10:14:29.835</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4000</th>\n",
- " <td>-18553.631818</td>\n",
- " <td>2018-12-05 19:32:40.468</td>\n",
+ " <td>-18959.289175</td>\n",
+ " <td>2019-10-28 10:14:31.228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4500</th>\n",
- " <td>-18842.347858</td>\n",
- " <td>2018-12-05 19:32:41.331</td>\n",
+ " <td>-19040.556583</td>\n",
+ " <td>2019-10-28 10:14:32.569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5000</th>\n",
- " <td>-19347.171865</td>\n",
- " <td>2018-12-05 19:32:42.396</td>\n",
+ " <td>-18169.812374</td>\n",
+ " <td>2019-10-28 10:14:33.891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5500</th>\n",
- " <td>-18460.352808</td>\n",
- " <td>2018-12-05 19:32:43.163</td>\n",
+ " <td>-16657.860123</td>\n",
+ " <td>2019-10-28 10:14:35.200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6000</th>\n",
- " <td>-18814.968213</td>\n",
- " <td>2018-12-05 19:32:43.981</td>\n",
+ " <td>-16220.268468</td>\n",
+ " <td>2019-10-28 10:14:36.485</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6500</th>\n",
- " <td>-18298.223867</td>\n",
- " <td>2018-12-05 19:32:45.198</td>\n",
+ " <td>-16472.952274</td>\n",
+ " <td>2019-10-28 10:14:37.784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7000</th>\n",
- " <td>-17555.991450</td>\n",
- " <td>2018-12-05 19:32:46.534</td>\n",
+ " <td>-17046.418912</td>\n",
+ " <td>2019-10-28 10:14:39.054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7500</th>\n",
- " <td>-17280.010163</td>\n",
- " <td>2018-12-05 19:32:47.825</td>\n",
+ " <td>-17320.865489</td>\n",
+ " <td>2019-10-28 10:14:40.343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8000</th>\n",
- " <td>-17208.764191</td>\n",
- " <td>2018-12-05 19:32:49.129</td>\n",
+ " <td>-16438.413488</td>\n",
+ " <td>2019-10-28 10:14:41.622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8500</th>\n",
- " <td>-17048.836850</td>\n",
- " <td>2018-12-05 19:32:50.419</td>\n",
+ " <td>-16116.768242</td>\n",
+ " <td>2019-10-28 10:14:42.893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9000</th>\n",
- " <td>-17309.885703</td>\n",
- " <td>2018-12-05 19:32:51.718</td>\n",
+ " <td>-16085.659977</td>\n",
+ " <td>2019-10-28 10:14:44.167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9500</th>\n",
- " <td>-15935.254778</td>\n",
- " <td>2018-12-05 19:32:53.030</td>\n",
+ " <td>-15679.574171</td>\n",
+ " <td>2019-10-28 10:14:45.405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10000</th>\n",
- " <td>-15694.589652</td>\n",
- " <td>2018-12-05 19:32:54.328</td>\n",
+ " <td>-16473.325447</td>\n",
+ " <td>2019-10-28 10:14:46.650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10500</th>\n",
- " <td>-15582.878774</td>\n",
- " <td>2018-12-05 19:32:55.608</td>\n",
+ " <td>-16421.027387</td>\n",
+ " <td>2019-10-28 10:14:48.070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11000</th>\n",
- " <td>-15314.579171</td>\n",
- " <td>2018-12-05 19:32:56.900</td>\n",
+ " <td>-16167.752107</td>\n",
+ " <td>2019-10-28 10:14:49.371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11500</th>\n",
- " <td>-14942.449992</td>\n",
- " <td>2018-12-05 19:32:58.179</td>\n",
+ " <td>-15213.074262</td>\n",
+ " <td>2019-10-28 10:14:50.686</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12000</th>\n",
- " <td>-15471.335261</td>\n",
- " <td>2018-12-05 19:32:59.467</td>\n",
+ " <td>-15634.979337</td>\n",
+ " <td>2019-10-28 10:14:51.967</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12500</th>\n",
- " <td>-14977.106397</td>\n",
- " <td>2018-12-05 19:33:00.743</td>\n",
+ " <td>-15296.397297</td>\n",
+ " <td>2019-10-28 10:14:52.824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13000</th>\n",
- " <td>-14954.236486</td>\n",
- " <td>2018-12-05 19:33:02.033</td>\n",
+ " <td>-15025.983510</td>\n",
+ " <td>2019-10-28 10:14:53.881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13500</th>\n",
- " <td>-14762.142171</td>\n",
- " <td>2018-12-05 19:33:03.314</td>\n",
+ " <td>-15175.912750</td>\n",
+ " <td>2019-10-28 10:14:54.871</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14000</th>\n",
- " <td>-14932.523832</td>\n",
- " <td>2018-12-05 19:33:04.605</td>\n",
+ " <td>-15235.513700</td>\n",
+ " <td>2019-10-28 10:14:56.119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14500</th>\n",
- " <td>-14978.652512</td>\n",
- " <td>2018-12-05 19:33:05.896</td>\n",
+ " <td>-14923.520462</td>\n",
+ " <td>2019-10-28 10:14:57.339</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <tr>\n",
" <th rowspan=\"30\" valign=\"top\">9</th>\n",
" <th>5000</th>\n",
- " <td>-19310.352956</td>\n",
- " <td>2018-12-05 19:32:43.791</td>\n",
+ " <td>-19218.644968</td>\n",
+ " <td>2019-10-28 10:14:34.337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5500</th>\n",
- " <td>-17503.410891</td>\n",
- " <td>2018-12-05 19:32:45.106</td>\n",
+ " <td>-18770.828622</td>\n",
+ " <td>2019-10-28 10:14:35.625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6000</th>\n",
- " <td>-17163.013191</td>\n",
- " <td>2018-12-05 19:32:46.422</td>\n",
+ " <td>-18390.233128</td>\n",
+ " <td>2019-10-28 10:14:36.920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6500</th>\n",
- " <td>-16941.399877</td>\n",
- " <td>2018-12-05 19:32:47.714</td>\n",
+ " <td>-17361.547211</td>\n",
+ " <td>2019-10-28 10:14:38.208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7000</th>\n",
- " <td>-16395.145359</td>\n",
- " <td>2018-12-05 19:32:49.016</td>\n",
+ " <td>-16846.113490</td>\n",
+ " <td>2019-10-28 10:14:39.501</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7500</th>\n",
- " <td>-16250.722026</td>\n",
- " <td>2018-12-05 19:32:50.303</td>\n",
+ " <td>-15002.318165</td>\n",
+ " <td>2019-10-28 10:14:40.762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8000</th>\n",
- " <td>-16750.905526</td>\n",
- " <td>2018-12-05 19:32:51.601</td>\n",
+ " <td>-16992.780932</td>\n",
+ " <td>2019-10-28 10:14:41.757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8500</th>\n",
- " <td>-17732.539610</td>\n",
- " <td>2018-12-05 19:32:52.890</td>\n",
+ " <td>-17115.242295</td>\n",
+ " <td>2019-10-28 10:14:43.037</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9000</th>\n",
- " <td>-16435.368812</td>\n",
- " <td>2018-12-05 19:32:54.188</td>\n",
+ " <td>-17297.012437</td>\n",
+ " <td>2019-10-28 10:14:44.327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9500</th>\n",
- " <td>-16910.471934</td>\n",
- " <td>2018-12-05 19:32:55.472</td>\n",
+ " <td>-16511.948405</td>\n",
+ " <td>2019-10-28 10:14:45.552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10000</th>\n",
- " <td>-15910.365821</td>\n",
- " <td>2018-12-05 19:32:56.769</td>\n",
+ " <td>-16175.059178</td>\n",
+ " <td>2019-10-28 10:14:46.828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10500</th>\n",
- " <td>-15936.659327</td>\n",
- " <td>2018-12-05 19:32:58.053</td>\n",
+ " <td>-15482.711195</td>\n",
+ " <td>2019-10-28 10:14:48.096</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11000</th>\n",
- " <td>-15246.633564</td>\n",
- " <td>2018-12-05 19:32:59.346</td>\n",
+ " <td>-15190.359782</td>\n",
+ " <td>2019-10-28 10:14:49.376</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11500</th>\n",
- " <td>-15256.022959</td>\n",
- " <td>2018-12-05 19:33:00.622</td>\n",
+ " <td>-15776.667896</td>\n",
+ " <td>2019-10-28 10:14:50.523</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12000</th>\n",
- " <td>-14985.884198</td>\n",
- " <td>2018-12-05 19:33:01.923</td>\n",
+ " <td>-15112.798387</td>\n",
+ " <td>2019-10-28 10:14:51.327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12500</th>\n",
- " <td>-14689.841559</td>\n",
- " <td>2018-12-05 19:33:03.218</td>\n",
+ " <td>-15539.267169</td>\n",
+ " <td>2019-10-28 10:14:52.194</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13000</th>\n",
- " <td>-14822.625860</td>\n",
- " <td>2018-12-05 19:33:04.515</td>\n",
+ " <td>-15209.937930</td>\n",
+ " <td>2019-10-28 10:14:52.907</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13500</th>\n",
- " <td>-15013.715132</td>\n",
- " <td>2018-12-05 19:33:05.634</td>\n",
+ " <td>-14917.833732</td>\n",
+ " <td>2019-10-28 10:14:53.804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14000</th>\n",
- " <td>-14797.257898</td>\n",
- " <td>2018-12-05 19:33:06.517</td>\n",
+ " <td>-14822.068093</td>\n",
+ " <td>2019-10-28 10:14:54.706</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14500</th>\n",
- " <td>-14895.606255</td>\n",
- " <td>2018-12-05 19:33:07.476</td>\n",
+ " <td>-14996.772583</td>\n",
+ " <td>2019-10-28 10:14:55.742</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15000</th>\n",
- " <td>-14986.753045</td>\n",
- " <td>2018-12-05 19:33:08.288</td>\n",
+ " <td>-14818.384023</td>\n",
+ " <td>2019-10-28 10:14:57.001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15500</th>\n",
- " <td>-14696.829929</td>\n",
- " <td>2018-12-05 19:33:09.165</td>\n",
+ " <td>-14698.864982</td>\n",
+ " <td>2019-10-28 10:14:58.250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16000</th>\n",
- " <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:09.995</td>\n",
+ " <td>-14689.841559</td>\n",
+ " <td>2019-10-28 10:14:59.546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16500</th>\n",
- " <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:10.743</td>\n",
+ " <td>-14698.864982</td>\n",
+ " <td>2019-10-28 10:15:00.651</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17000</th>\n",
- " <td>-14689.841559</td>\n",
- " <td>2018-12-05 19:33:11.510</td>\n",
+ " <td>-14681.308608</td>\n",
+ " <td>2019-10-28 10:15:01.702</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17500</th>\n",
- " <td>-14700.923210</td>\n",
- " <td>2018-12-05 19:33:12.254</td>\n",
+ " <td>-14681.308608</td>\n",
+ " <td>2019-10-28 10:15:02.920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18000</th>\n",
" <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:13.067</td>\n",
+ " <td>2019-10-28 10:15:04.255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18500</th>\n",
" <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:13.918</td>\n",
+ " <td>2019-10-28 10:15:05.523</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19000</th>\n",
" <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:14.660</td>\n",
+ " <td>2019-10-28 10:15:06.791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19500</th>\n",
" <td>-14681.308608</td>\n",
- " <td>2018-12-05 19:33:15.356</td>\n",
+ " <td>2019-10-28 10:15:08.055</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"text/plain": [
" fitness time\n",
"worker iteration \n",
- "0 0 -17464.568517 2018-12-05 19:32:30.307\n",
- " 500 -19456.419361 2018-12-05 19:32:31.653\n",
- " 1000 -19192.661068 2018-12-05 19:32:32.663\n",
- " 1500 -21362.030854 2018-12-05 19:32:33.684\n",
- " 2000 -19439.674465 2018-12-05 19:32:35.103\n",
- " 2500 -19494.922209 2018-12-05 19:32:36.676\n",
- " 3000 -19409.258504 2018-12-05 19:32:37.862\n",
- " 3500 -19375.464977 2018-12-05 19:32:39.191\n",
- " 4000 -18553.631818 2018-12-05 19:32:40.468\n",
- " 4500 -18842.347858 2018-12-05 19:32:41.331\n",
- " 5000 -19347.171865 2018-12-05 19:32:42.396\n",
- " 5500 -18460.352808 2018-12-05 19:32:43.163\n",
- " 6000 -18814.968213 2018-12-05 19:32:43.981\n",
- " 6500 -18298.223867 2018-12-05 19:32:45.198\n",
- " 7000 -17555.991450 2018-12-05 19:32:46.534\n",
- " 7500 -17280.010163 2018-12-05 19:32:47.825\n",
- " 8000 -17208.764191 2018-12-05 19:32:49.129\n",
- " 8500 -17048.836850 2018-12-05 19:32:50.419\n",
- " 9000 -17309.885703 2018-12-05 19:32:51.718\n",
- " 9500 -15935.254778 2018-12-05 19:32:53.030\n",
- " 10000 -15694.589652 2018-12-05 19:32:54.328\n",
- " 10500 -15582.878774 2018-12-05 19:32:55.608\n",
- " 11000 -15314.579171 2018-12-05 19:32:56.900\n",
- " 11500 -14942.449992 2018-12-05 19:32:58.179\n",
- " 12000 -15471.335261 2018-12-05 19:32:59.467\n",
- " 12500 -14977.106397 2018-12-05 19:33:00.743\n",
- " 13000 -14954.236486 2018-12-05 19:33:02.033\n",
- " 13500 -14762.142171 2018-12-05 19:33:03.314\n",
- " 14000 -14932.523832 2018-12-05 19:33:04.605\n",
- " 14500 -14978.652512 2018-12-05 19:33:05.896\n",
+ "0 0 -17464.568517 2019-10-28 10:14:21.136\n",
+ " 500 -18531.679762 2019-10-28 10:14:22.493\n",
+ " 1000 -20903.487109 2019-10-28 10:14:23.787\n",
+ " 1500 -19941.571807 2019-10-28 10:14:25.084\n",
+ " 2000 -18871.699801 2019-10-28 10:14:26.133\n",
+ " 2500 -18847.246876 2019-10-28 10:14:27.408\n",
+ " 3000 -19111.386196 2019-10-28 10:14:28.707\n",
+ " 3500 -19693.452817 2019-10-28 10:14:29.835\n",
+ " 4000 -18959.289175 2019-10-28 10:14:31.228\n",
+ " 4500 -19040.556583 2019-10-28 10:14:32.569\n",
+ " 5000 -18169.812374 2019-10-28 10:14:33.891\n",
+ " 5500 -16657.860123 2019-10-28 10:14:35.200\n",
+ " 6000 -16220.268468 2019-10-28 10:14:36.485\n",
+ " 6500 -16472.952274 2019-10-28 10:14:37.784\n",
+ " 7000 -17046.418912 2019-10-28 10:14:39.054\n",
+ " 7500 -17320.865489 2019-10-28 10:14:40.343\n",
+ " 8000 -16438.413488 2019-10-28 10:14:41.622\n",
+ " 8500 -16116.768242 2019-10-28 10:14:42.893\n",
+ " 9000 -16085.659977 2019-10-28 10:14:44.167\n",
+ " 9500 -15679.574171 2019-10-28 10:14:45.405\n",
+ " 10000 -16473.325447 2019-10-28 10:14:46.650\n",
+ " 10500 -16421.027387 2019-10-28 10:14:48.070\n",
+ " 11000 -16167.752107 2019-10-28 10:14:49.371\n",
+ " 11500 -15213.074262 2019-10-28 10:14:50.686\n",
+ " 12000 -15634.979337 2019-10-28 10:14:51.967\n",
+ " 12500 -15296.397297 2019-10-28 10:14:52.824\n",
+ " 13000 -15025.983510 2019-10-28 10:14:53.881\n",
+ " 13500 -15175.912750 2019-10-28 10:14:54.871\n",
+ " 14000 -15235.513700 2019-10-28 10:14:56.119\n",
+ " 14500 -14923.520462 2019-10-28 10:14:57.339\n",
"... ... ...\n",
- "9 5000 -19310.352956 2018-12-05 19:32:43.791\n",
- " 5500 -17503.410891 2018-12-05 19:32:45.106\n",
- " 6000 -17163.013191 2018-12-05 19:32:46.422\n",
- " 6500 -16941.399877 2018-12-05 19:32:47.714\n",
- " 7000 -16395.145359 2018-12-05 19:32:49.016\n",
- " 7500 -16250.722026 2018-12-05 19:32:50.303\n",
- " 8000 -16750.905526 2018-12-05 19:32:51.601\n",
- " 8500 -17732.539610 2018-12-05 19:32:52.890\n",
- " 9000 -16435.368812 2018-12-05 19:32:54.188\n",
- " 9500 -16910.471934 2018-12-05 19:32:55.472\n",
- " 10000 -15910.365821 2018-12-05 19:32:56.769\n",
- " 10500 -15936.659327 2018-12-05 19:32:58.053\n",
- " 11000 -15246.633564 2018-12-05 19:32:59.346\n",
- " 11500 -15256.022959 2018-12-05 19:33:00.622\n",
- " 12000 -14985.884198 2018-12-05 19:33:01.923\n",
- " 12500 -14689.841559 2018-12-05 19:33:03.218\n",
- " 13000 -14822.625860 2018-12-05 19:33:04.515\n",
- " 13500 -15013.715132 2018-12-05 19:33:05.634\n",
- " 14000 -14797.257898 2018-12-05 19:33:06.517\n",
- " 14500 -14895.606255 2018-12-05 19:33:07.476\n",
- " 15000 -14986.753045 2018-12-05 19:33:08.288\n",
- " 15500 -14696.829929 2018-12-05 19:33:09.165\n",
- " 16000 -14681.308608 2018-12-05 19:33:09.995\n",
- " 16500 -14681.308608 2018-12-05 19:33:10.743\n",
- " 17000 -14689.841559 2018-12-05 19:33:11.510\n",
- " 17500 -14700.923210 2018-12-05 19:33:12.254\n",
- " 18000 -14681.308608 2018-12-05 19:33:13.067\n",
- " 18500 -14681.308608 2018-12-05 19:33:13.918\n",
- " 19000 -14681.308608 2018-12-05 19:33:14.660\n",
- " 19500 -14681.308608 2018-12-05 19:33:15.356\n",
+ "9 5000 -19218.644968 2019-10-28 10:14:34.337\n",
+ " 5500 -18770.828622 2019-10-28 10:14:35.625\n",
+ " 6000 -18390.233128 2019-10-28 10:14:36.920\n",
+ " 6500 -17361.547211 2019-10-28 10:14:38.208\n",
+ " 7000 -16846.113490 2019-10-28 10:14:39.501\n",
+ " 7500 -15002.318165 2019-10-28 10:14:40.762\n",
+ " 8000 -16992.780932 2019-10-28 10:14:41.757\n",
+ " 8500 -17115.242295 2019-10-28 10:14:43.037\n",
+ " 9000 -17297.012437 2019-10-28 10:14:44.327\n",
+ " 9500 -16511.948405 2019-10-28 10:14:45.552\n",
+ " 10000 -16175.059178 2019-10-28 10:14:46.828\n",
+ " 10500 -15482.711195 2019-10-28 10:14:48.096\n",
+ " 11000 -15190.359782 2019-10-28 10:14:49.376\n",
+ " 11500 -15776.667896 2019-10-28 10:14:50.523\n",
+ " 12000 -15112.798387 2019-10-28 10:14:51.327\n",
+ " 12500 -15539.267169 2019-10-28 10:14:52.194\n",
+ " 13000 -15209.937930 2019-10-28 10:14:52.907\n",
+ " 13500 -14917.833732 2019-10-28 10:14:53.804\n",
+ " 14000 -14822.068093 2019-10-28 10:14:54.706\n",
+ " 14500 -14996.772583 2019-10-28 10:14:55.742\n",
+ " 15000 -14818.384023 2019-10-28 10:14:57.001\n",
+ " 15500 -14698.864982 2019-10-28 10:14:58.250\n",
+ " 16000 -14689.841559 2019-10-28 10:14:59.546\n",
+ " 16500 -14698.864982 2019-10-28 10:15:00.651\n",
+ " 17000 -14681.308608 2019-10-28 10:15:01.702\n",
+ " 17500 -14681.308608 2019-10-28 10:15:02.920\n",
+ " 18000 -14681.308608 2019-10-28 10:15:04.255\n",
+ " 18500 -14681.308608 2019-10-28 10:15:05.523\n",
+ " 19000 -14681.308608 2019-10-28 10:15:06.791\n",
+ " 19500 -14681.308608 2019-10-28 10:15:08.055\n",
"\n",
"[400 rows x 2 columns]"
]
},
- "execution_count": 56,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "threshold = datetime(2018, 12, 6, 1)\n",
- "trace = pd.DataFrame([p for p in parsed if p['time'] > threshold])\n",
+ "# threshold = datetime(2018, 12, 6, 1)\n",
+ "trace = pd.DataFrame([p for p in parsed if p['time'] > start_time])\n",
"trace = trace.set_index(['worker', 'iteration']).sort_index()\n",
"trace"
]
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fbfa56aecc0>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa1dc6edef0>"
]
},
- "execution_count": 60,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
}
],
"source": [
- "trace1.loc[0].fitness.plot()"
+ "trace.loc[0].fitness.plot()"
]
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 60,
"metadata": {},
"outputs": [
{
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
]
},
- "execution_count": 64,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "workers = list(sorted(set(trace1.index.get_level_values(0))))\n",
+ "workers = list(sorted(set(trace.index.get_level_values(0))))\n",
"workers"
]
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"source": [
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace1.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
- " trace2.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "# trace2.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
+ " cipher_alphabet fitness \\\n",
+ " worker iteration \n",
+ " 0 0 vwipsyeaxzhtcgnjfqrkomlbdu -17464.568517 \n",
+ " 500 veishcowyqapntgjkzxlfrbmud -18531.679762 \n",
+ " 1000 eipyvanfzdotkswqcxrugjhmbl -20903.487109 \n",
+ " 1500 vogicqjwyahpsfzxenutkmldbr -19941.571807 \n",
+ " 2000 vypiczksxwhenrdatfjgqlobmu -18871.699801 \n",
+ " 2500 vwsiaexrybzpfuhqjgtmlnckod -18847.246876 \n",
+ " 3000 vwpsienacxzfbjudtqyholgmrk -19111.386196 \n",
+ " 3500 xyvsiecalghpzkutbofwnjdqrm -19693.452817 \n",
+ " 4000 iptvweayszhfnqjcuxrgbkomdl -18959.289175 \n",
+ " 4500 tyivpenshxcqzrfagwkjdbuolm -19040.556583 \n",
+ " 5000 pwivsjmyafxterockhznqlbgdu -18169.812374 \n",
+ " 5500 vwpisyxaogetcuqznrjhfdlkbm -16657.860123 \n",
+ " 6000 vwpisyxzajhtcfgeunobqmrdlk -16220.268468 \n",
+ " 6500 vwpisyxeamztgfcnjhbukqrold -16472.952274 \n",
+ " 7000 vwpisyxqarhuznoejtgclfkbdm -17046.418912 \n",
+ " 7500 vwipszxeanyqculgtrhfmkbjod -17320.865489 \n",
+ " 8000 vwpisyxzaectjnkgfhqmrolbud -16438.413488 \n",
+ " 8500 vwpisyxegzathorcfnjluqkmdb -16116.768242 \n",
+ " 9000 vwpisaxeyzhtfoqgrncljkumdb -16085.659977 \n",
+ " 9500 vwpisyxeazhtqjkgcnmrfobdlu -15679.574171 \n",
+ " 10000 vwpisyxeazothrclfkjnmgqdub -16473.325447 \n",
+ " 10500 vwpisyxeazdtkglhjfcnqubrom -16421.027387 \n",
+ " 11000 vwpsiyxeaqzthfdgjnrocmukbl -16167.752107 \n",
+ " 11500 vwpisyxeazhtmfqcjngokudlbr -15213.074262 \n",
+ " 12000 vwpisyxeazhtljrgfncokbmqud -15634.979337 \n",
+ " 12500 vwpisyxeazhtclqfjnmgkruodb -15296.397297 \n",
+ " 13000 vwpisyxeazhtcfqgonrjkmbdlu -15025.983510 \n",
+ " 13500 vwpisyxeazhtcqmgjnfokrbudl -15175.912750 \n",
+ " 14000 vwpisyxeazhtckogjnqfrmbudl -15235.513700 \n",
+ " 14500 vwpisyxeazhtcfqgjnbokmlrdu -14923.520462 \n",
+ " ... ... ... \n",
+ " 9 5000 jwsviuxegkatyrnzdhpoflcmbq -19218.644968 \n",
+ " 5500 icspvagyxwebqfomjtzhdnrluk -18770.828622 \n",
+ " 6000 pesviynazwhtmbdqgjkfxrcuol -18390.233128 \n",
+ " 6500 vwpisjxzadhtygqmeknfrculbo -17361.547211 \n",
+ " 7000 vhpisyxwazktejugnqfrclmdob -16846.113490 \n",
+ " 7500 vwpisyxeazhtcfqgrnjobklmud -15002.318165 \n",
+ " 8000 iwspvyxehnatgojzlkqfcbmdur -16992.780932 \n",
+ " 8500 vwpisyxcegqtablnfzhkjdorum -17115.242295 \n",
+ " 9000 vwspiexyhzatlrjfnkcqgdboum -17297.012437 \n",
+ " 9500 vwpisyxzeahtcrfnjdgkqoubml -16511.948405 \n",
+ " 10000 vwpisyxeazhtclbrjugqdnkfom -16175.059178 \n",
+ " 10500 vwpisyxeazhturqgjfcnkodmbl -15482.711195 \n",
+ " 11000 vwpisyxeazhtcrmgjnkofqlubd -15190.359782 \n",
+ " 11500 vwpisyxeazrtmfhcjngqkdlbuo -15776.667896 \n",
+ " 12000 vwpisyxeazhtfmqgjncokrdblu -15112.798387 \n",
+ " 12500 vwpisyxeazhtqkogfnjcurdlbm -15539.267169 \n",
+ " 13000 vwpisyxeazhtmfqcjngordlbuk -15209.937930 \n",
+ " 13500 vwpisyxeazhtcfqgjnlokrumdb -14917.833732 \n",
+ " 14000 vwpisyxeazhtcfqgjnrokumdbl -14822.068093 \n",
+ " 14500 vwpisyxeazhtofqgjncrkulmbd -14996.772583 \n",
+ " 15000 vwpisyxeazhtcfqgrnjokmludb -14818.384023 \n",
+ " 15500 vwpisyxeazhtcfqgjnrokmldub -14698.864982 \n",
+ " 16000 vwpisyxeazhtcfqgjnrokmlubd -14689.841559 \n",
+ " 16500 vwpisyxeazhtcfqgjnrokmldub -14698.864982 \n",
+ " 17000 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " 17500 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " 18000 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " 18500 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " 19000 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " 19500 vwpisyxeazhtcfqgjnrokmldbu -14681.308608 \n",
+ " \n",
+ " mapped_cipher_alphabet plain_alphabet \\\n",
+ " worker iteration \n",
+ " 0 0 pkjzvfqesbmhcyirdxawtoglnu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 500 sljqvkzohmrancixuywepftbgd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1000 yuqdecxnvmjokaprbzfitgshwl etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1500 itxavenjcdmhsqgubywopkflzr etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2000 igawvtfkcblhnzpjmxsyeqrodu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2500 imqbvjgxaknzfestoyrwpluchd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3000 shdxvtqnimlzbepyrcawfojguk etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3500 swtgxbociqjhzevfrlaypnkdum etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4000 vgcziuxawmkhnetrdsypfbqojl etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4500 vjaxtgwnpobczeiklhsyqdrufm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5000 vncfpkhmsglxejizdaywtqrbou etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 ihzgvnrxskdecypjboawtfulqm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 ibejvunxsdmhcypolazwtqfrgk etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 iunmvjhxsoqzgypblaewtkfrcd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 icervjtxsbfhzypgdaqwulnkom etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 pfgnvtrxsjkyczihoaewqmubld etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 imgevfhxsbocjypquazwtrnlkd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 ilczvfnxsmqahypjdgewtuokrb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 ilgzvrnxsmkhfapcdyewtjouqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 irgzvcnxsdohqypmlaewtfjbku etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 inlzvfkxsdgohypjuaewtmrqcb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 inhzvjfxsrudkypcoaewtqgblm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 sogqvjnxikmzhyprbaewtcfudl etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 ioczvjnxsluhmypgbaewtkfdqr etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 iogzvfnxsqbhlypcuaewtkjmrd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 igfzvjnxsorhcypmdaewtkluqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 ijgzvonxsdmhcyprlaewtkfbqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 iogzvjnxsurhcypfdaewtkqbml etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 ifgzvjnxsumhcypqdaewtrkbol etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 iogzvjnxsrmhcypbdaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " ... ... ... \n",
+ " 9 5000 vozkjdhximlayuspbgewtfrcnq etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 phmwijtgvlneqaszuxycbdfrok etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 vfqwpgjniurhmyskozaetxbcdl etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 ifmdvekxslchyjpnbazwtrguqo etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 irgzvnqxsdlkeypfoawhtcjmub etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 iogzvrnxsmkhcypjuaewtbflqd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 pfznilkxvdbagysquhewtcomjr etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 ikngvfzxsrdqayphuecwtjbolm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 pqfzvnkxiodalescuhywtgrbjm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 iknavjdxsbohcypgmezwtqrufl etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 iqrzvjuxsfnhcypgoaewtdlkbm etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 ingzvjfxsmohuypcbaewtkrdql etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 iogzvjnxsuqhcypkbaewtfrlmd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 iqczvjnxsbdrmypguaewtkflho etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 iogzvjnxsbrhfypclaewtkmdqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 icgzvfnxslrhqypjbaewtukdom etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 ioczvjnxsbdhmypguaewtrflqk etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 iogzvjnxsmrhcypldaewtkfuqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 iogzvjnxsduhcyprbaewtkfmql etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 irgzvjnxsmuhoypcbaewtkflqd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15000 iogzvrnxsumhcypjdaewtkflqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15500 iogzvjnxsdmhcypruaewtkflqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16000 iogzvjnxsumhcyprbaewtkflqd etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16500 iogzvjnxsdmhcypruaewtkflqb etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17000 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17500 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18000 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18500 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19000 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19500 iogzvjnxsdmhcyprbaewtkflqu etoainhsrdlumwycfgpbvkxjqz \n",
+ " \n",
+ " time target_cipher_alphabet \n",
+ " worker iteration \n",
+ " 0 0 2019-10-28 10:14:21.136 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 500 2019-10-28 10:14:22.493 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 1000 2019-10-28 10:14:23.787 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 1500 2019-10-28 10:14:25.084 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 2000 2019-10-28 10:14:26.133 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 2500 2019-10-28 10:14:27.408 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 3000 2019-10-28 10:14:28.707 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 3500 2019-10-28 10:14:29.835 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 4000 2019-10-28 10:14:31.228 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 4500 2019-10-28 10:14:32.569 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 5000 2019-10-28 10:14:33.891 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 5500 2019-10-28 10:14:35.200 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 6000 2019-10-28 10:14:36.485 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 6500 2019-10-28 10:14:37.784 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 7000 2019-10-28 10:14:39.054 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 7500 2019-10-28 10:14:40.343 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 8000 2019-10-28 10:14:41.622 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 8500 2019-10-28 10:14:42.893 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 9000 2019-10-28 10:14:44.167 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 9500 2019-10-28 10:14:45.405 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 10000 2019-10-28 10:14:46.650 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 10500 2019-10-28 10:14:48.070 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 11000 2019-10-28 10:14:49.371 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 11500 2019-10-28 10:14:50.686 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 12000 2019-10-28 10:14:51.967 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 12500 2019-10-28 10:14:52.824 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 13000 2019-10-28 10:14:53.881 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 13500 2019-10-28 10:14:54.871 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 14000 2019-10-28 10:14:56.119 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 14500 2019-10-28 10:14:57.339 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " ... ... ... \n",
+ " 9 5000 2019-10-28 10:14:34.337 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 5500 2019-10-28 10:14:35.625 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 6000 2019-10-28 10:14:36.920 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 6500 2019-10-28 10:14:38.208 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 7000 2019-10-28 10:14:39.501 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 7500 2019-10-28 10:14:40.762 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 8000 2019-10-28 10:14:41.757 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 8500 2019-10-28 10:14:43.037 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 9000 2019-10-28 10:14:44.327 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 9500 2019-10-28 10:14:45.552 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 10000 2019-10-28 10:14:46.828 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 10500 2019-10-28 10:14:48.096 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 11000 2019-10-28 10:14:49.376 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 11500 2019-10-28 10:14:50.523 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 12000 2019-10-28 10:14:51.327 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 12500 2019-10-28 10:14:52.194 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 13000 2019-10-28 10:14:52.907 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 13500 2019-10-28 10:14:53.804 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 14000 2019-10-28 10:14:54.706 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 14500 2019-10-28 10:14:55.742 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 15000 2019-10-28 10:14:57.001 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 15500 2019-10-28 10:14:58.250 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 16000 2019-10-28 10:14:59.546 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 16500 2019-10-28 10:15:00.651 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 17000 2019-10-28 10:15:01.702 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 17500 2019-10-28 10:15:02.920 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 18000 2019-10-28 10:15:04.255 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 18500 2019-10-28 10:15:05.523 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 19000 2019-10-28 10:15:06.791 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " 19500 2019-10-28 10:15:08.055 iogzvjnxsdmhcyprbaewtkflqu \n",
+ " \n",
+ " [400 rows x 6 columns])"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dump_result(start_time, 'test.csv', verbose=True, target_cipher_alphabet=ct_key)"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 113,
+ "execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[('z', 25), ('g', 23), ('n', 1), ('q', 1), ('w', 1)]"
+ "[('k', 23), ('w', 21), ('d', 7), ('h', 4), ('n', 2)]"
]
},
- "execution_count": 113,
+ "execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 114,
+ "execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 114,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" workers=24)\n",
"print(score)\n",
"# workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian.csv', verbose=True)\n",
- "workers, trace = dump_result(start_time, 'test.csv', verbose=True)\n",
+ "workers, trace = dump_result(start_time, 'test.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 115,
+ "execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-2494.5491330863815\n"
+ "-2516.00992398943\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'yxhursvdtwgbjmeoqcpkizfnla',\n",
- " 0.05230769230769231)"
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'bkrefavguhwcstlxnpjqiyodmz',\n",
+ " 0.4338461538461538)"
]
},
- "execution_count": 115,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" swap_index_finder=uniform_swap_index, \n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'hillclimbing-random-unigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'hillclimbing-random-unigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
]
},
- "execution_count": 116,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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lWFxcjMZKent7NRgvIueMbrZQ/gD4T865y4DfDZ8DXAscDB83AZ8BMLMh4PeA1wBXAb9nZtvCfT4DvK9uv2u6WO+mgiCIkkOWy2X279/PBRdcgJlx6tQpPM8DqveqxONxMpnMplxlISKyWboZUBzQHy4PAMfD5euA21zVfcCgme0G3gLc45ybcs5NA/cA14Tr+p1z97nqSNNtwPVdrHdTvu9HXV7OOUZHR8lmsywuLpLP56PLiVOpFL7v09PTs2SCLRGRs103+2N+A7jbzP4b1cD1T8PyUeBI3XZHw7Llyo82Kd9QtRaK53lLZmqcmZlhYWGBWCxGOp2O7kNR60REzjXrCihm9i1gV5NVHwHeBPymc+5rZvZO4PPA1et5vVXU5yaq3Wicd955HT227/t4nofv+6RSKTKZDAsLCxQKBQqFAj09PTjniMVipFIpDcaLyDlnXQHFOdcyQJjZbcCvh0//AvhcuHwM2Fu36VhYdgz4yYby74TlY022b1afW4BbAA4dOtTRC7ErlQrFYjHqzqrNdzIzMxONmZTL5SgVi+d5eJ635L4T3X8iIhshlUptygVB3XzF48A/pxoU3gg8E5bfCXzQzG6nOgA/65w7YWZ3A/+1biD+zcCHnXNTZjZnZq8Fvge8G/ijLta7qdpVXkCUbXhubo4gCHDO4Xke5XI5aqWcOHFio6soIgKcnalX3gd80swSQJGwKwq4C3grMA4sAr8MEAaO/wI8EG73n51zU+Hy+4EvAlngm+FjQ9VaKM45ent7mZ6eZn5+nlgsxszMDIVCgeHhYcbGxpbcGV//UylXRGQjbNbtCl17Vefc3wFXNil3wAda7PMF4AtNyh8EXtHpOrajNltj7R6TyclJcrkchw8fZmFhgVe96lUcPHhQYycics7SXXerVJtPvjZh1uLiIsePH2diYoIrrriCSy+9dFPSRYuIbBUKKKtUCyi+73P69Gni8TiFQoELLriAV7/61R0LJhq4F5H12qzudQWUVSqXy5RKJebn58nn8+zdu5edO3eyb9++Ffsra3nAFhcXKRQKBEEQldf/FBHphLNxUP6s4ZyLUq7Upv192ctehpm1HDPxfZ9CoRAFkdrVX5lMJgpA9d8iuvWNonYVmnMumi1SAUzk7LZZ3e8KKKtQu0u+UqkA1clr+vr6orvm683NzTE3N3dGEMlkMqRSqWVfp/YaQRAQBAG+7+Oci5Yby2p1qz1vtqz5V0TOPeeffz49PT0b/roKKKvg+340H3wQBORyOXp6epibm4sCSqVS4fnnn+fUqVPE43Gy2WzUGvE8j/n5+eh49YkmPc+LlpupXVXWONtjbblWnkgkMDPi8Xj0s3HfxtkidRmzyNmpv79/5Y26QAFlFYIgiKb2NTNyuRyVSoVkMkksFuP48eMcOXKEUqnE8PAwg4OD0ZzztXQttZ+1R00sFqOnp4eBgYHo7tb6YNCo1uKotUKatUxq2zW+loicGzYrMa0CyioEQUC5XCYIAmKxGLlcjnw+T7FYZHx8nNnZWRKJBENDQ8zNzTE9PX3GMZLJJIlEgmQySTqdjjITN+vrrA8MUL0goJYzrNbt1opaHSLS19fHwMDAhr+uAsoq1Lq8KpUKzjkmJiZ44IEHCIKAZDLJ8PAw27ZtI5lM0tfXR19fH8lkkmQyiZlFAalcLkfHWI5zjlKpRKFQoFgsRnOtpNNpBgYGohZMfZdXqxaNiJx7NivbuQLKKgRBQKFQoFQq4ZzjxIkTmBkHDhxgdHSUdDpNNpslkUgQBAH5fD4KIPVdULXEkcud+IMgoFgsEgRBdBVZNpslm83qxkkRWRVd5bWF+b7PwsJClH7lhRdeYGxsjFgsxtTUFLFYbEmrw8xIpVJndHM1Doo3Y2Zs3749mqBLXVgi8lKhgLIKtUH5WkBxznHw4EF27NhBOp2O5kdJp9PR+Aj8OCGkgoKInAsUUFbB8zwWFhai7qu+vj6uuOKKTbs0T0RkK9Io7irUWia1q6/6+vqUVVhEpIECyir4vs/i4mJ02fDAwICuqBIRaaCz4ipUKhUKhUJ0k+Dg4OAm10hEZOtRQFmFWqLHIAhIJBKbdo23iMhWpoCyglr+rlqyRwUUEZHmFFBWUMvwW0tdn0gkyOVym10tEZEtRwFlBbXMwIVCAajegaoWiojImRRQVlBrndTSy6dSKd1/IiLShALKCurvkq+NoWxGFk8Rka1OAWUFvu9HAQWqGX83YyY0EZGtTgFlBbUWSi3tfC13l4iILKWAsoLaJcOe5xGLxUilUgooIiJNKKCswPf9aJIr5xw9PT3KHiwi0kTXAoqZvcrM/p+ZPWFm/8fM+uvWfdjMxs3saTN7S135NWHZuJndXFd+wMy+F5Z/2cw2rIkQBAGzs7NRHi8FFBGR5rrZQvkccLNz7pXAHcC/BTCzi4EbgEuAa4A/MbO4mcWBTwPXAhcD7wq3Bfg48Ann3MuAaeC9Xaz3ErXJtXzfJxaL6R4UEZEWuhlQLgS+Gy7fA/x8uHwdcLtzruScew4YB64KH+POuWedc2XgduA6qzYH3gh8Ndz/VuD6LtZ7idqUvrXEkEpbLyLSXDcDymGqwQPgHcDecHkUOFK33dGwrFX5MDDjnPMayjdEfaZh3YMiItLaumZsNLNvAbuarPoI8B7gU2b2O8CdQHk9r7XK+twE3ARw3nnnrft4QRBQLpejaX/j8Tjbtm1b93FFRM5G6woozrmrV9jkzQBmdiHw02HZMX7cWgEYC8toUX4aGDSzRNhKqd++sT63ALcAHDp0yK3+nTQXBAGe50WTa5mZ0q6IiLTQzau8doY/Y8B/AD4brroTuMHM0mZ2ADgI3A88ABwMr+hKUR24v9M554BvA28P978R+Hq36l3P930qlQrlchkzU6ZhEZFldHMM5V1m9gPgH4HjwP8EcM4dBr4CfB/4K+ADzjk/bH18ELgbeAr4SrgtwG8DHzKzcapjKp/vYr0jtdT1xWIx6vLSVV4iIs2tq8trOc65TwKfbLHuo8BHm5TfBdzVpPxZqleBbaj6TMNmRiqVIpvNbnQ1REReEnSn/DJqg/K1u+STySSZTGazqyUisiUpoCyjlhiyXC5HASWdTm92tUREtiQFlGX4vh/dg2JmZLNZBRQRkRYUUJYRBAGLi4tRl5cyDYuItKaAsgzP85idncU5h5nR09OjgCIi0oICyjJqaVeCIAAgk8mQTCY3uVYiIluTAsoyyuUyi4uLUabh3t5epa4XEWlBAWUZnudFg/KxWIxcLkcspo9MRKQZnR1bcM5RqVQoFotR6noFFBGR1nR2bKH+Lvla6nqlXRERaU0BpYX61PUA8XhcmYZFRJahgNJCrYXiedV5vWpjKCIi0pwCSgu1tCuVSoUgCIjH4/T09Gx2tUREtiwFlBbqE0NCtctLLRQRkdYUUFqodXnVWijKNCwisjwFlBZqMzXWWijJZFItFBGRZSigtFAulykUCjjnotT1yuMlItKaAkoLpVKJYrFIEAQ450in08rjJSKyDAWUForFYtTlZWak02m1UERElqGA0kIt5UqlUsHMyGQyCigiIstQQGmhWCwuyeOl1PUiIstTQGnCOUepVKJUKkU3NSoxpIjI8nSGbKL+psYgCKLZGhVQRERa0xmyidrYSS3TMEBfX58CiojIMnSGbCIIAiqVCr7v45wjFovR39+vgCIisgydIZvwfR/P86IxFDNTC0VEZAXrOkOa2TvM7LCZBWZ2qGHdh81s3MyeNrO31JVfE5aNm9nNdeUHzOx7YfmXzSwVlqfD5+Ph+v3rqfNqLC4uAixpofT09Gg+eRGRZaz3K/eTwNuA79YXmtnFwA3AJcA1wJ+YWdzM4sCngWuBi4F3hdsCfBz4hHPuZcA08N6w/L3AdFj+iXC7rioWiwBL5kLJZrPdflkRkZe0dQUU59xTzrmnm6y6DrjdOVdyzj0HjANXhY9x59yzzrkycDtwnVW/+r8R+Gq4/63A9XXHujVc/irwJutyU2FxcRHP86KrvJRpWERkZd0aFBgFjtQ9PxqWtSofBmacc15D+ZJjhetnw+27plgsUqlUAKL55BVQRESWl1hpAzP7FrCryaqPOOe+3vkqrZ2Z3QTcBHDeeeet+Ti1mxqhepNjPB5XQBERWcGKAcU5d/UajnsM2Fv3fCwso0X5aWDQzBJhK6R++9qxjppZAhgIt29W11uAWwAOHTrk1lBv4Md5vGqD8ul0mnQ6vdbDiYicE7rV5XUncEN4hdYB4CBwP/AAcDC8oitFdeD+TuecA74NvD3c/0bg63XHujFcfjvwf8Ptu6YWUOon11JAERFZ3novG/45MzsKvA74hpndDeCcOwx8Bfg+8FfAB5xzftj6+CBwN/AU8JVwW4DfBj5kZuNUx0g+H5Z/HhgOyz8ERJcad0upVKJSqUTjKMlkUokhRURWsGKX13Kcc3cAd7RY91Hgo03K7wLualL+LNWrwBrLi8A71lPPdjjnopQr9XOhqIUiIrI83frdoHZ3fBAESl0vItIGBZQG9Tc11loo2WyWRGJdjTkRkbOeAkqDQqEAEI2fBEFAb2+v8niJiKxAZ8kGtYBSu0veOaeAIiKyCjpLNujp6WHHjh2Uy2UAzEwBRURkFXSWbFAul6lUKnieR+12F83WKCKyMo00N9i1axee5y1JXZ/NZhVQRERWoLNkg1QqRSaToVQq4fs+8Xic3t5ezYUiIrICBZQm5ufncc4RBAGxWIx0Oq0WiojICnSWbGJhYQH4cer6bDarFoqIyAoUUJrI5/MEQYDneZoLRURklRRQmigUClGXl2ZrFBFZHQWUJmZnZ5fMhZJKpTa7SiIiW54CSoMgCCgWi9E9KIlEQpmGRURWQQGlge/7lEolnHOarVFEpA0KKA08z1syBXAqlVKXl4jIKiigNPB9P+rycs6RyWSUul5EZBUUUBp4nke5XCYIAqCax0sBRURkZQooDXK5HP39/dF8KEoMKSKyOjpTNqhlGq5N/6uAIiKyOjpTNqhUKtGAPKBMwyIiq6QzZYNSqUS5XMY5F80nr4AiIrIynSkbFAqFqMsrFoupy0tEZJV0pmxgZqRSqSigKNOwiMjqKKA0MDPS6XQ0uZbmQhERWR2dKRtkMhn6+vqiuVAymYwCiojIKuhM2cDzPEqlEpVKhXg8roAiIrJK6zpTmtk7zOywmQVmdqiufNjMvm1m82b2xw37XGlmT5jZuJl9ysIBCjMbMrN7zOyZ8Oe2sNzC7cbN7HEzu2I9dV5JpVKJZmzMZDJKDCkiskrr/er9JPA24LsN5UXgd4DfarLPZ4D3AQfDxzVh+c3Avc65g8C94XOAa+u2vSncv2tGRkYYHR2lUqlotkYRkTasK6A4555yzj3dpHzBOfd3VANLxMx2A/3OuftcdcKR24Drw9XXAbeGy7c2lN/mqu4DBsPjdEU8HicWi0Wp6xVQRERWZ6MHB0aBo3XPj4ZlACPOuRPh8ovASN0+R1rss4SZ3WRmD5rZg6dOnVpTBYMgYGFhAd/3SSaTZLPZNR1HRORcs2JAMbNvmdmTTR7XdatSYevFrWG/W5xzh5xzh3bs2LGm1w6CgMXFRcyMZDKpuVBERFZpxbzszrmrO/h6x4CxuudjYRnASTPb7Zw7EXZpTdTts7fFPh0XBAH5fD6aCyWZTHbrpUREziob2uUVdmnNmdlrw6u73g18PVx9J3BjuHxjQ/m7w6u9XgvM1nWNdVwQBNEUwOl0mng83q2XEhE5q6xr5igz+zngj4AdwDfM7FHn3FvCdc8D/UDKzK4H3uyc+z7wfuCLQBb4ZvgA+BjwFTN7L/Aj4J1h+V3AW4FxYBH45fXUeSXOOQqFAmZGJpNRQBERWaV1BRTn3B3AHS3W7W9R/iDwiiblp4E3NSl3wAfWU8921AblAVKplG5qFBFZJZ0tG/T395NKpYjH40pdLyLSBp0tG9TGUECTa4mItENnywae51EsFqOsw0pdLyKyOgooDWozNsZiMaWuFxFpg86WDYrFIqVSiUQioYAiItIGnS0bLC4u4nmeWigiIm3S2bLB/Pw8lUqFVCqluVBERNqgs2UDMyMWi0WJIRVQRERWR2fLBrW0K7X7UHSVl4jI6iiKhOmaAAALmElEQVSgNFhcXIy6vJS6XkRk9RRQGnieF92Dosm1RERWTwGlwXnnnce+fftIJpNKXS8i0oZ1JYc8GyUSCRKJRJS+XkREVkctlAY9PT309PREgUVERFZHAaWB7/v4vk8qlVKXl4hIGxRQGvi+T6VSIZlManItEZE2qE+nQS6XI5vNkkwm1eUlItIGtVAaZLNZEomE0q6IiLRJZ8wGsVgMMyOZTOoueRGRNiigNCiXy/i+r0zDIiJt0hmzQaVSwfM8BRQRkTbpjNmgWCzi+77GUERE2qQzZoNCoUAQBCSTSQUUEZE26IzZoJa+XqnrRUTao4DSoFAoRAFFLRQRkdXTGbNBKpWit7dXg/IiIm1a1xnTzN5hZofNLDCzQ3XlP2VmD5nZE+HPN9atuzIsHzezT1nYr2RmQ2Z2j5k9E/7cFpZbuN24mT1uZlesp84r8X2fWCxGJpNRl5eISBvW+xX8SeBtwHcbyieBn3XOvRK4EfizunWfAd4HHAwf14TlNwP3OucOAveGzwGurdv2pnD/rkkmk/T392tyLRGRNq0roDjnnnLOPd2k/BHn3PHw6WEga2ZpM9sN9Dvn7nPOOeA24Ppwu+uAW8PlWxvKb3NV9wGD4XG6Ih6Pk8vlFFBERNq0EYMEPw887JwrAaPA0bp1R8MygBHn3Ilw+UVgJFweBY602GcJM7vJzB40swdPnTq1pspu27aN0dFRUqnUmvYXETlXrZhO18y+Bexqsuojzrmvr7DvJcDHgTe3UynnnDMz184+4X63ALcAHDp0qO39Afr7+xkbG1OmYRGRNq141nTOXb2WA5vZGHAH8G7n3A/D4mPAWN1mY2EZwEkz2+2cOxF2aU3U7bO3xT4dFwQBQRBoLhQRkTZ1pcvLzAaBbwA3O+f+vlYedmnNmdlrw6u73g3UWjl3Uh3AJ/xZX/7u8Gqv1wKzdV1jHeecIwgCtVBERNq03suGf87MjgKvA75hZneHqz4IvAz4XTN7NHzsDNe9H/gcMA78EPhmWP4x4KfM7Bng6vA5wF3As+H2fxru3zVqoYiIrM26voY75+6g2q3VWP77wO+32OdB4BVNyk8Db2pS7oAPrKee7XDO4ZxTQBERaZNuBW/g+z6AAoqISJsUUBoEQYCZaQxFRKRNCigNent7GR0dVQtFRKRNCigNgiAAUGJIEZE26azZoBZQlBhSRKQ9CigNqheVqYUiItIunTUbqMtLRGRtdNZsoIAiIrI2Oms2SCQS9PT0aAxFRKRNutmiQU9PDz09PZtdDRGRlxy1UEREpCMUUEREpCMUUEREpCMUUEREpCMUUEREpCMUUEREpCMUUEREpCMUUEREpCOslgzxbGNmp4AfrXH37cBkB6vTSarb2qhua6O6rc1LuW77nHM71nLgszagrIeZPeicO7TZ9WhGdVsb1W1tVLe1OVfrpi4vERHpCAUUERHpCAWU5m7Z7AosQ3VbG9VtbVS3tTkn66YxFBER6Qi1UEREpCMUUBqY2TVm9rSZjZvZzRvwenvN7Ntm9n0zO2xmvx6W/0czO2Zmj4aPt9bt8+Gwfk+b2Vu6XXcze97Mngjr8WBYNmRm95jZM+HPbWG5mdmnwjo8bmZX1B3nxnD7Z8zsxg7U66K6z+dRM5szs9/YrM/OzL5gZhNm9mRdWcc+JzO7Mvw9jIf7rnoWuBZ1+0Mz+8fw9e8ws8GwfL+ZFeo+v8+uVIdW73MddevY79DMDpjZ98LyL5tZap11+3JdvZ43s0c36XNrde7YvL8555we4QOIAz8EzgdSwGPAxV1+zd3AFeFyH/AD4GLgPwK/1WT7i8N6pYEDYX3j3aw78DywvaHsD4Cbw+WbgY+Hy28FvgkY8Frge2H5EPBs+HNbuLytw7+7F4F9m/XZAW8ArgCe7MbnBNwfbmvhvteus25vBhLh8sfr6ra/fruG4zStQ6v3uY66dex3CHwFuCFc/izwq+upW8P6/w787iZ9bq3OHZv2N6cWylJXAePOuWedc2XgduC6br6gc+6Ec+7hcDkPPAWMLrPLdcDtzrmSc+45YDys90bX/Trg1nD5VuD6uvLbXNV9wKCZ7QbeAtzjnJtyzk0D9wDXdLA+bwJ+6Jxb7mbWrn52zrnvAlNNXnPdn1O4rt85d5+r/qffVnesNdXNOffXzjkvfHofMLbcMVaoQ6v3uaa6LaOt32H4jfqNwFc7Xbfw2O8E/ny5Y3Txc2t17ti0vzkFlKVGgSN1z4+y/Mm9o8xsP3A58L2w6INh0/QLdU3hVnXsZt0d8Ndm9pCZ3RSWjTjnToTLLwIjm1g/gBtY+o+9VT67Tn1Oo+FyN+oI8B6q30BrDpjZI2b2N2b2+ro6t6pDq/e5Hp34HQ4DM3WBs5Of2+uBk865Z+rKNuVzazh3bNrfnALKFmFmvcDXgN9wzs0BnwEuAC4DTlBtWm+Wn3DOXQFcC3zAzN5QvzL89rJplwuGfeL/AviLsGgrfXaRzf6cWjGzjwAe8KWw6ARwnnPucuBDwP8ys/7VHq9D73NL/g4bvIulX2I25XNrcu5Y9zHXSgFlqWPA3rrnY2FZV5lZkuofxJecc38J4Jw76ZzznXMB8KdUm/TL1bFrdXfOHQt/TgB3hHU5GTaJa036ic2qH9VA97Bz7mRYzy3z2dG5z+kYS7ukOlJHM/sl4GeAXwxPPoTdSafD5Yeojk1cuEIdWr3PNeng7/A01a6dRJM6r1l4vLcBX66r84Z/bs3OHcscs/t/c6sdADoXHkCC6oDUAX48sHdJl1/TqPZN/o+G8t11y79Jtd8Y4BKWDko+S3VAsit1B3JAX93yP1Ad+/hDlg78/UG4/NMsHfi7PywfAp6jOui3LVwe6tBneDvwy1vhs6NhYLaTnxNnDpC+dZ11uwb4PrCjYbsdQDxcPp/qSWTZOrR6n+uoW8d+h1RbrvWD8u9fT93qPru/2czPjdbnjk37m+vaifKl+qB6JcQPqH67+MgGvN5PUG2SPg48Gj7eCvwZ8ERYfmfDP9hHwvo9Td1VF92oe/iP8Vj4OFw7LtW+6XuBZ4Bv1f0BGvDpsA5PAIfqjvUeqoOo49QFgHXWL0f1W+hAXdmmfHZUuz9OABWq/c3v7eTnBBwCngz3+WPCG5PXUbdxqn3ntb+7z4bb/nz4u34UeBj42ZXq0Op9rqNuHfsdhn/D94fv9y+A9HrqFpZ/EfiVhm03+nNrde7YtL853SkvIiIdoTEUERHpCAUUERHpCAUUERHpCAUUERHpCAUUERHpCAUUkRWY2T+EP/eb2b/s8LH/fbPXEnkp0mXDIqtkZj9JNQPuz7SxT8L9OI9Us/XzzrneTtRPZLOphSKyAjObDxc/Brw+nOviN80sbtU5RR4Ikxj+63D7nzSzvzWzO6neiY6Z/e8wuebhWoJNM/sYkA2P96X61wrnrvhDM3synI/iF+qO/R0z+6pV5zL50opzVIhskMTKm4hI6GbqWihhYJh1zr3azNLA35vZX4fbXgG8wlVTrAO8xzk3ZWZZ4AEz+5pz7mYz+6Bz7rImr/U2qokRXwVsD/f5brjucqopSI4Dfw/8M+DvOv92RdqjForI2r0ZeLdVZ+z7HtWUFwfDdffXBROAXzOzx6jOO7K3brtWfgL4c1dNkHgS+Bvg1XXHPuqqiRMfpZprSmTTqYUisnYG/Bvn3N1LCqtjLQsNz68GXuecWzSz7wCZdbxuqW7ZR//HskWohSKyenmqU63W3A38aphCHDO70MxyTfYbAKbDYPJPqGZvranU9m/wt8AvhOM0O6hORXt/R96FSJfom43I6j0O+GHX1ReBT1Ltbno4HBg/RfMpUv8K+BUze4pqhtz76tbdAjxuZg87536xrvwO4HVUszw74N85514MA5LIlqTLhkVEpCPU5SUiIh2hgCIiIh2hgCIiIh2hgCIiIh2hgCIiIh2hgCIiIh2hgCIiIh2hgCIiIh3x/wHsSoUphX0WVQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" swap_index_finder=uniform_swap_index, \n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'hillclimbing-random-trigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'hillclimbing-random-trigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 117,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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ZSd5qtdLvk8q5yYhjfn6ecrlMqVRKk+jKb4jIVqXA0Ucy9ZScLd47VdXpdGi32+nmvWTlVBiG6SiiN7/RbDbTEuvQfye5iMhWosDRR7KZLwkGZkY2myWKIlqtVho4khVVSU4kn8+nU1tBENDpdGg2m1Sr1bS0SLvdJpvNpquvRES2GgWOPpIRB0CxWEwT3J1OhyAIaLVaVKvVNBeSBI6ksGE+n6fdblOr1chkMuloA0hXVImIbFUKHH2EYZiODHrrTHU6nfSY2LGxsWWBI0mSJzmRer1Ou91mZGRkWaDodzaHiMhWosDRR5IAT3Z2927+q9frRFGUlhHJ5XI0Go10+imppnvixAny+fxpow13V+AQkS1NgaOPMAzTDYDJUlzoBo6lpaV081+S10gCRzLaaDab1Go1Jicnl1XFVWJcRC4GChx9JKukkqR4b8HCpaUlstlsWj7dzJZNa+XzeU6cOAHA9PT0ssftd6iTiMhWs+Gd4xejZEVUb6XbJGHebDbJZrNUq9U0t5EEDugWMkz2baw8FrbdbqvUiIhseQocfSQb/ZJkd1I2PQiCdFNfoVDA3XH3tKR6u91mcXExzW2sDBDtdlsn/onIlqepqj6SXESSs0iW4rZaLZrNZrpEF7pBJsmJLC4uMjIywsTExGnTUcn0l/IbIrLVKXD0EYYhmUwmLR8CpCOOZEOfu2NmhGFIvV6nXq9TLpfZs2cPURQtS4qD8hsicvFQ4OgjOTLW3dMP+mSJbqfTYXR0NK2au7CwwPz8PMVike3bt6cHOK0MHFpRJSIXCwWOPpL9Fkn5EDi1+S85fzzJbRw9epRsNsvk5CTFYpEoinD3voGjdzOhiMhWpU+xPpJpJTM7bfNfGIZUKhWazSbtdptOp8PU1FR6jnhSWbffVJWmqUTkYrChEYeZ3WlmB+OvH5rZwbj9Z83sITP7ZvzvNT33uSpuP2RmH7N46ZGZTZnZl8zs0fjfyY29tHPXbrfTPEXvHo5WqwVAqVTixIkTFAoFRkZGyGazuPsZA4dKjYjIxWJDgcPd3+TuV7r7lcDngM/HV50A/oW7v4ju+eH/o+dunwDeTvcc8v3AdXH7zcCX3X0/8OX4+02RjDgymUy6PyNZUZVs8nN3tm3blhY3BNIy68Cy6rdJ6XUFDhG5GAwkxxGPGt5IfPa4u/+9ux+Jr34EKJtZ0cx2A2Pufr93KwTeDrwuvt31wG3x5dt62i+4MAxxd0qlUroXo9VqLatJBd1A0XswU5IYT+pVJZQYF5GLyaCS41cDx9z90T7X/UvgYXdvAXuAwz3XHY7bAHa6+9H48tPAzgH1bV3cPR019H7Qt1qt9CjZJEGeBBggrWnVb0WVluKKyMXkrMlxM7sP2NXnqlvc/a748puJRxsr7vsC4IPAq9fTKXd3M/Mz9Okm4CaAffv2reehzyo5W6N3KS6QHuCUTFNVKhVarVa6azzJh/SeBJhot9vkcrlloxARka3qrIHD3a890/VmlgNeD1y1on0v8AXgLe7+/bj5KWBvz832xm0Ax8xst7sfjae0jp+hT7cCtwIcOHBg1QBzLpIRR29V3GTXd+8Z5NVqlVarlZYdKRQKZDIZwjCkXC4ve0wlxkXkYjKIP4GvBb7r7ukUlJlNAH8G3OzuX03a46moBTN7WZwXeQuQjFrupptIJ/43ab+gwjBMRxFJLiMpcJiMHMyMkZERWq1WOoooFovpSKV3qsrdCYJAgUNELhqDCBw3cPo01TuBy4Df7FmuuyO+7h3AJ4FDwPeBL8btHwB+1swepRuMPjCAvq1bMrrI5/NpUGi1WgRBkFbDLZfLFAqFtCpuFEVp4IDlS3GV3xCRi82GNwC6+1v7tP0u8Lur3P5B4IV92meAV220PxuVjDjK5XIaOJLNfsnejmQFVbPZBEjzIf32cGhFlYhcbJStXSEZcSRTUnBqRVW73aZcLqfVcZOgkMlk0lVWcHrg6N2BLiKy1SlwrJCMOJJkN3Q//FutFmEYUiqV0lpVURQRRRHZbDbd/NdvD4dGGyJyMVGtqhWSEUdvAGg2m4RhSKvVYnx8nEKhkBY8TPIexWKRWq1GNpslCAJOnjxJFEU89dRTaaBJ1Ot15ubmNuslishF4oUvfCGlUumCP68Cxwq95UF6k+P1ep0oihgZGSGXyy3bw5EEjrm5OcyMY8eOpSORZAd6NpvFzHB3arUa+XxeIxER2ZDN2humwLFCEjiSDXvuTrvdptFokMvlGB0dTRPjyWgjn8+nI43FxUVGR0fZvXt3evjTrl270r8KarUaExMT7Nixg0qlssmvVkRk/ZTjWCEpI5LP59MT/qIoYmlpCTNjfHycfD6fJsaT8iNRFPHMM88QRRHbt29fVscqSYy7O/Pz8xQKBQUNEdmyFDhWWBk4giCg0+mwtLSU7hhPRhxJbapSqcTx48dpNpvLRhLJPo9kI2G9XicIAiYmJjbzJYqIbIgCxwrJSKL3HI7kEKckv5HkOJIRSRiGzM7OMjIywuTk5LLH6s1jzM3NabQhIlueAscKKzfsJUtxgyCgXC6nOY1kf0ZyTkexWGRiYiLdw7Gy1MjS0hJBEDA+Pr45L0xEZEAUOFYIgmBZnapms0mz2SQIAsbGxtL2drtNEATMz89TrVaZmJhYdr/eKS/ojjby+TzVanVzXpiIyIAocKyQBI5k5JDsGnf3ZfmNMAw5efIk2WyWPXv20Ol0Vi01kow2lNsQkYuBAscKyRRUoVBIq+IuLS0BUC6XyefzzM/PMzs7SyaTYXp6Oi03slqpEY02RORiosCxQrKENlkxlUxVZTKZdMTxzDPP0Ol0mJiYoFKpkM1mCcNw2TnjyaFPWkklIhcbbQBcIQzDdMQRBAHNZpNWq5WOGPL5PMePH0+DSFKaZOVUVRAEFItF5ufnNdoQkYuKRhwrJFNMmUwmDRzJNFS5XMbdmZubY2pqina7TbFYJIoigNNODAzDkHa7rZVUInJR0Yijh7unI4dkqioIgnQaqlgsMjMzky7Pffrpp5mamuLJJ59kdnY23QyYFDSs1+uUSiWNNkTkorKhEYeZ3dlzwt8Pzezgiuv3mVnNzP59T9t1ZvY9MztkZjf3tF9qZl+L2+80swteATBJhmezWXK5HI1GIx01ZLNZSqUShw8fpl6vk8/nyeVyjIyMUCwWKRaLjIyMUCqVKJfL6TTW+Ph4eq6HiMjFYEOBw93f5O5XuvuVwOeAz6+4yX/m1NGwmFkW+DjwGuAK4M1mdkV89QeBj7j7ZcAs8LaN9O1cJAUNkw/9Wq0GdANKkuh+8sknmZiYYPfu3YyNjbF7924mJiaYmppi586dbNu2jW3btpHJZJTbEJGL0kByHNb9k/qN9Jw9bmavA34APNJz05cCh9z9MXdvA3cA18f3vwb4bHy724DXDaJv69HpdNLKuO5Oo9FIp686nQ4nTpwgiiJ+9Ed/ND2Lo1wup9NbyciiVqvRbrfTTYEiIheTQSXHrwaOufujAGY2ArwX+O0Vt9sDPNnz/eG4bRqYc/dwRfsFlZRBz+VydDod2u027s7CwkK6Smpqaorx8XFarRaZTCZditu7YXBmZoZyuazRhohclM4aOMzsPjP7Vp+v63tu9mZ6RhvA++hOO9UG3N+kTzeZ2YNm9uAzzzwzsMdNRhxJLapms8nCwgL1ep1qtUq1Wk1zGcmUVm/gCMOQ48ePk8vl2L59u0YbInJROuuqKne/9kzXm1kOeD1wVU/zTwFvMLMPARNAZGZN4CHguT232ws8BcwAE2aWi0cdSftqfboVuBXgwIEDvtrt1qvT6aRBYHFxkRMnTqQFDKvVaroTfHR0lCeeeGLZmR2ZTIbjx4/j7uzYsWPTTuYSETnfBrEc91rgu+5+OGlw96uTy2b2PqDm7v81DjL7zexSuoHhBuDn3d3N7CvAG+jmPW4E7hpA39YlDEM6nQ75fJ4nnngirU+VbAjM5/NkMhmKxWK60ioxPz+PmbFz5860sKGIyMVoEH8W38DyaapVxaOJdwL3At8BPuPuSfL8vcB7zOwQ3ZzHpwbQt3VJNu7lcjmWlpaYmppKl+hWKhXcnUqlko5M8vl8eqpfq9ViamqKcrl8obstInJBbXjE4e5vPcv171vx/T3APX1u9xjdVVebJkmGJ4UMx8fHWVxcJAxDRkdHCcOQkZERGo0GnU6HkZERarUai4uL7Ny5k7Gxsc3svojIBaGJ+B6dTgd3J5fLEUURZsbc3ByZTCYdaYyOjrK0tJQu252ZmaFYLLJjx47N7r6IyAWhwNGj3W6nAQPAzKjVaml+A2BkZIR6vZ4u0wXYvn27kuEiMjT0adcjCIK0zlS73WZ2djYdcSwsLNBsNllcXOTw4cMsLS1hZkxPT1MsFje55yIiF44CR4+kMm4ymjhy5AgLCwtks1lqtVq6m3xhYYFiscj09DSFQmFZOXURkYudAkeP5NjYpMwIwPj4ODt27GDnzp3s37+fXbt2MTk5yZ49e5aVGxERGRb6xOuRBI4oimi322QymbTEupkxNjaWFj6sVCoAaTJdRGRYaMTRo91uA93VVa1WKz2HI5PJUCgUKJfL6fnj/Q5wEhEZBgocPZJjY3vP5UhWWBWLRQqFQnoWRzabTRPpChwiMkwUOHo0m02y2Ww6ZRWGIVEUkc1mqVQqZLNZlpaWqFaraQ4EWFZ6RETkYqfA0SPJaySrq5Kd5NlsltHR0XRVVbIZMIoiMpmM9nCIyFDRJ16PJKcRht1jQZKcRyaTYXJyMj3YKalbpcS4iAwjBY5Y77Gx7XY7PdQJuiuoyuVyuqKqVCql91HgEJFho8ARi6KITqdDNptNRxpJ6fTkAKd6vQ6Qlh9R4BCRYaTAEXN3Wq0W+XyeVquVfp/NZhkZGUlLrZfL5WVBRoFDRIaNAkesN9mdjDiSsznGx8cBqNfrVCqVdLVVsjlQRGSYKHDEOp0OnU4n3ceRHNaUyWQYHx8nDENarRaVSiVdrgvawyEiw2dDgcPM7jSzg/HXD83sYM91/8TM/j8ze8TMvmlmpbj9qvj7Q2b2MYs/gc1sysy+ZGaPxv9ObuylrU8SOKA7bRWGIWEYUqlUluU3RkZG0lVXoMAhIsNnQ4HD3d/k7le6+5XA54DPA8Rni/9P4Jfc/QXAK4EgvtsngLcD++Ov6+L2m4Evu/t+4Mvx9xdMEigymUx6OYoiqtUqpVIpXVFVrVbTEYf2cIjIMBrIp148angjp84efzXwDXf/BwB3n3H3jpntBsbc/X7v1uu4HXhdfJ/rgdviy7f1tF8QURSltac6nQ7NZhMzY2RkJB1xJMlwlRoRkWE2qD+XrwaOufuj8feXA25m95rZw2b263H7HuBwz/0Ox20AO939aHz5aWDngPq2JsnejeRyEkgmJibIZDJpYlylRkRk2J31T2Yzuw/Y1eeqW9z9rvjymzk12kge9+XAS4A68GUzewiYX0un3N3NzM/Qp5uAmwD27du3loc8qzAM05VVQRD0XVE1PT2dbgoEjThEZDid9ZPP3a890/VxPuP1wFU9zYeBv3b3E/Ft7gFeTDfvsbfndnuBp+LLx8xst7sfjae0jp+hT7cCtwIcOHBg1QCzHklASHIcQRAwNjZGuVxelihPch/JWR0iIsNmEFNV1wLfdffeKah7gReZWSUOLK8Avh1PRS2Y2cvivMhbgGTUcjdwY3z5xp72CyIpbJgsw2232+mO8UajAZxaUZWUX9dZ4yIyjAYROG5g+TQV7j4L/GfgAeAg8LC7/1l89TuATwKHgO8DX4zbPwD8rJk9SjcYfWAAfVuzIAiIoogwDNO6VcmKqiRRXi6XCYIgLUWS1KwSERkmG55rcfe3rtL+P+lOTa1sfxB4YZ/2GeBVG+3Pueo9/S/JcVSrVbLZLI1Gg0KhQD6fp91uE4YhIyMjm9VVEZFNpU0IseTEvySHATA+Pk4mk6HRaFAul3F3FhcXyWQyVKvVTe6xiMjmUOCItVotoDvyaLVa6dRUMn1VrVYJwzANIoVCYZN7LCKyORQ4Ykkl3GQ5bjKqSCrlVqtVms0mrVYrXaIrIjKMFDhiyaqqIAjSaauRkZF0RVWlUmFubg6AiYmJzeyqiMimUuCItVotMplMOuIFhRrZAAAVjElEQVTIZrNUKhVarRaFQoFCocDCwgLFYlHTVCIy1BQ4Ysly3KQybj6fp1Ao0Gw20xP/Go2GpqlEZOgpcMSSqaokSV4qldJVVpVKhaWlJcIwZGxsbJN7KiKyuRQ46J6/EQRB+m8YhpRKpbTQYaVSoVarkcvltOlPRIaeAgekJ/717hxPzt1IzhZvNptUKhXVpxKRoafAAWlCPMlvRFGUrqgqFAppW7lcVuAQkaGnwMGpQ5zcnWazCcDY2FiaGA+CgHw+TyaTSRPlIiLDSoGDU8fGwqkd5CuPiC0UCpiZDm8SkaGneReW5zh6y40k5dOz2Ww64hARGXb6JOTUiCNJjudyuWWBI6lTpfyGiIgCB0AaNDqdTnrWRj6fp9FoUCqVFDhERHoocEC6oipZVZXNZtPTAKvVKvl8HndXYlxEhA0GDjO708wOxl8/NLODcXvezG4zs2+a2XfM7Dd67nOdmX3PzA6Z2c097Zea2dfi9jvN7IIVhEoCR3JsbKFQoNPp0Ol0mJiYSM8j14hDRGSDgcPd3+TuV7r7lcDngM/HV/0roOjuLwKuAv6dmV1iZlng48BrgCuAN5vZFfF9Pgh8xN0vA2aBt22kb+vRarXSJblJUcNGo0Emk2FqaipdcaURh4jIgKaqzMyAN3Lq7HEHqmaWA8pAG1gAXgoccvfH3L0N3AFcH9//GuCz8f1vA143iL6tRXJsbLvdptPpUCwWabValMvl9JxxQEtxRUQYXI7jauCYuz8af/9ZYAk4CjwBfNjdTwJ7gCd77nc4bpsG5tw9XNF+QSR7N5KRRblcptFoMDY2hpmlifFufBMRGW5nnbQ3s/uAXX2uusXd74ovv5lTow3ojiw6wHOASeBv4scZCDO7CbgJYN++fRt+vFarRafTSXMdxWKRKIrSc8WTMusiIrKGwOHu157p+ng66vV0cxmJnwf+3N0D4LiZfRU4QHe08dye2+0FngJmgAkzy8WjjqR9tT7dCtwKcODAAT/bazibZIoqiiIAisUiQBo4giBIL4uIDLtBTFVdC3zX3Q/3tD1BN2eBmVWBlwHfBR4A9scrqArADcDd7u7AV4A3xPe/EbiLCyQZcSR1qnK5HJlMhnK5nCbNtaJKRKRrEIHjBpZPU0F35dSImT1CN1j8d3f/RjyaeCdwL/Ad4DPu/kh8n/cC7zGzQ3RzHp8aQN/WpN1upxVyk53iSeBIEuOaqhIR6drwn9Hu/tY+bTW6S3L73f4e4J4+7Y/RzY1ccK1WizAMaTabywoalkqlNGGuEYeISJd2jkN6YFO73U6LGeZyufQsDlDgEBFJKHBwKjnebrcpFotks1lKpRK5XI4gCMhms6qMKyIS06chpHmMIAjIZDKYGYVCgVwup+KGIiIrDH3giKLotBGHu6fHxCan/4mISNfQB46kuCFAp9NJg0SpVCKbzdLpdDTiEBHpMfSBIzm8KQxDOp0OhUK3KG+1Wk03BGrEISJyigJHfIBTUq+qUCiQyWTSM8dBK6pERHoNfeBIRhpBEBBFUboct1KpaCmuiEgfQx84kqmqRqOBmaVVcJPAkclkVE5dRKTH0AeOIAjS0QZ0Cxzm83kKhQJBEGi0ISKyggJHENBut2m32+mII1mKqz0cIiKnG/rA0Wg0CMOQdrud1qkqFotp4NCKKhGR5YY+cARBkC7HzeVyZLNZyuUy0N3joRGHiMhyQx84Go1GWuQwm82mU1XawyEi0t/QB44kOZ5Uxs3n84yNjWkPh4jIKoY+cDSbzbRWVbKiKlmKmyTLRUTklA0HDjO70szuN7ODZvagmb00bjcz+5iZHTKzb5jZi3vuc6OZPRp/3djTfpWZfTO+z8fMzDbav7Npt9vLNv9ls9l017iChojI6QYx4vgQ8NvufiXwm/H3AK8B9sdfNwGfADCzKeC3gJ+ie+Lfb5nZZHyfTwBv77nfdQPo3xk1m800cORyuTTHoaW4IiL9DSJwODAWXx4HjsSXrwdu9677gQkz2w38HPAldz/p7rPAl4Dr4uvG3P1+d3fgduB1A+jfGQVBQLPZBLqJ8FKpRD6fVzl1EZFVDOJP6ncB95rZh+kGop+O2/cAT/bc7nDcdqb2w33az6veqapisUilUgG6S3EVOERETremwGFm9wG7+lx1C/Aq4N3u/jkzeyPwKeDawXWxb39uojv9xb59+zb0WO12m2aziZmRzWYpFovpUtykxLqIiJyypsDh7qsGAjO7Hfi1+Ns/Bj4ZX34KeG7PTffGbU8Br1zR/pdx+94+t+/Xn1uBWwEOHDjga3kNq0mW4mYymWUrqkB7OERE+hlEjuMI8Ir48jXAo/Hlu4G3xKurXgbMu/tR4F7g1WY2GSfFXw3cG1+3YGYvi1dTvQW4awD9O6NWq0W73QagXC4zMjKSrqjKZIZ+tbKIyGkGkeN4O/BRM8sBTeIpJOAe4LXAIaAO/BsAdz9pZr8DPBDf7j+4+8n48juAPwDKwBfjr/Oq1Wqlm/2KxSKjo6O0221NU4mIrGLDgcPd/xa4qk+7A7+yyn0+DXy6T/uDwAs32qe1iqIoLXKY1KiqVCoEQZAmyUVEZLmhnotxd+r1enpgU6VSSUcaGnGIiPQ31IEjGXF0Op10419y2p8S4yIi/Q194FhaWgK6xQxHRkaIoggzU+AQEVnFUAeO5Kzxdrud1qhKalZdgDJZIiJb0tAHjlarBUCpVErP4dBoQ0RkdUMdOOr1Os1mk06nQ6lUolqtEoahEuMiImcw1IGj1WrRarWIoohyuUypVAKUGBcROZOhDhzNZpNarYaZUSwWKRaLgJbiioicyVAHjmTEAVCpVMjn82QyGZ3DISJyBkMdONrtNo1Gg0wmw+joKIVCQdNUIiJnMdSBo16v02q1yGQyTExMAJqmEhE5m6EPHEmBw7GxsbS0uoiIrG6oA0dSGTeXyzE2NkY2m9WIQ0TkLIY6cCwtLRGGYVpuBDRVJSJyNkMdOObn54miaFmBQx3eJCJyZkP9KbmwsJDuFC8WixptiIiswYYCh5ldaWb3m9lBM3vQzF4at/+CmX3DzL5pZn9nZj/Rc5/rzOx7ZnbIzG7uab/UzL4Wt99pZuf9U3xhYQF3p1QqUSqVlBgXEVmDjY44PgT8trtfCfxm/D3AD4BXuPuLgN8BbgUwsyzwceA1wBXAm83sivg+HwQ+4u6XAbPA2zbYt7Oq1Wp0Oh2q1SrlclkjDhGRNdho4HBgLL48DhwBcPe/c/fZuP1+YG98+aXAIXd/zN3bwB3A9datYX4N8Nn4drcBr9tg384qyXFUKhWq1aoCh4jIGmy0tsa7gHvN7MN0g9BP97nN24Avxpf3AE/2XHcY+ClgGphz97Cnfc9qT2pmNwE3Aezbt++cOz83NwfA6OgouVxOU1UiImtw1sBhZvcBu/pcdQvwKuDd7v45M3sj8Cng2p77/gzdwPHywXS3y91vJZ7+OnDggJ/LYwRBkBY4nJycpFQq6fAmEZE1OGvgcPdrV7vOzG4Hfi3+9o+BT/Zc90/i71/j7jNx81PAc3seYm/cNgNMmFkuHnUk7edNGIbpsbETExMabYiIrNFGcxxHgFfEl68BHgUws33A54F/7e7/2HP7B4D98QqqAnADcLe7O/AV4A3x7W4E7tpg386o1WrRaDQAmJqaUn5DRGSNNprjeDvwUTPLAU3ivAPdFVbTwH+Lp39Cdz/g7qGZvRO4F8gCn3b3R+L7vBe4w8x+F/h7utNe50273aZer5PJZNi5c6cCh4jIGm0ocLj73wJX9Wn/t8C/XeU+9wD39Gl/jO6qqwtiaWkprYy7fft2TVWJiKzR0O4cr9frtNvttMChAoeIyNoMbeCo1WoEQUChUGB8fHyzuyMismUMbeAwMzqdDvl8Pj3ESUREzm5oA0cYhkRRRKlUolwub3Z3RES2jKENHCdPniSKIuU3RETWaWgDx+OPP04URUxPT2sprojIOgxt4Hj66acB2LZtG9lsdpN7IyKydQxt4Dhy5Ajuzp49q9ZSFBGRPoY2cJw4cQKASy+9dJN7IiKytQxt4JidncXM+PEf//HN7oqIyJYytIEjCAKy2SzPf/7zN7srIiJbytAGjsXFRW3+ExE5B0MbOIIgoFQqkckM7VsgInJONlpWfcu6/PLL04OcRERk7YY2cPzpn/7pZndBRGRL0jyNiIisy4YDh5ldaWb3m9lBM3vQzF664vqXmFloZm/oabvRzB6Nv27sab/KzL5pZofM7GMWHx8oIiLPHoMYcXwI+G13v5LukbEfSq4wsyzwQeAvetqmgN8CforuiX+/ZWaT8dWfoHsc7f7467oB9E9ERAZoEIHDgbH48jhwpOe6XwU+Bxzvafs54EvuftLdZ4EvAdeZ2W5gzN3vd3cHbgdeN4D+iYjIAA0iOf4u4F4z+zDdQPTTAGa2B/jfgZ8BXtJz+z3Akz3fH47b9sSXV7afxsxuAm4C2Ldv3wBegoiIrNWaAoeZ3Qfs6nPVLcCrgHe7++fM7I3Ap4Brgf8CvNfdo0GnKtz9VuBWgAMHDvhAH1xERM5oTYHD3a9d7Tozux34tfjbPwY+GV8+ANwRB41twGvNLASeAl7Z8xB7gb+M2/euaH9qLf0TEZELZxA5jiPAK+LL1wCPArj7pe5+ibtfAnwWeIe7/wlwL/BqM5uMk+KvBu5196PAgpm9LF5N9RbgrgH0T0REBmgQOY63Ax81sxzQJM49rMbdT5rZ7wAPxE3/wd1PxpffAfwBUAa+GH+d0UMPPXTCzB4/x75vA06c433PN/Xt3Khv50Z9OzdbuW8/cq4PbN0FTMPJzB509wOb3Y9+1Ldzo76dG/Xt3Axr37RzXERE1kWBQ0RE1mXYA8etm92BM1Dfzo36dm7Ut3MzlH0b6hyHiIis37CPOEREZJ2GNnCY2XVm9r24Eu/NF+D5nmtmXzGzb5vZI2b2a3H7+8zsqbi68EEze23PfX4j7t/3zOznzmffzeyHcWXig2b2YNw2ZWZfiqsYfykpRmldH4uf/xtm9uKex+lb+XgD/fqxnvfmoJktmNm7NvN9M7NPm9lxM/tWT9vA3qtzrRK9Sr9+z8y+Gz/3F8xsIm6/xMwaPe/f75/t+Vd7jRt83wb2czSzS83sa3H7nWZW2GDf7uzp1w/N7OCFfu9s9c+Nzf19c/eh+wKywPeB5wEF4B+AK87zc+4GXhxfHgX+EbgCeB/w7/vc/oq4X0Xg0ri/2fPVd+CHwLYVbR8Cbo4v3wx8ML78Wrp7bAx4GfC1uH0KeCz+dzK+PDngn9vTdNefb9r7Bvwz4MXAt87HewV8Pb6txfd9zQb69WogF1/+YE+/Lum93YrH6fv8q73GDb5vA/s5Ap8Bbogv/z7wyxvp24rr/2/gNy/0e8fqnxub+vs2rCOOlwKH3P0xd28DdwDXn88ndPej7v5wfHkR+A6rFHGMXQ/c4e4td/8BcCju94Xs+/XAbfHl2zhVrfh64Hbvuh+YsG51476VjwfYn1cB33f3M234PO/vm7v/NXByRfNA3ivbQJXofv1y979w9zD+9n6Wl/U5zVmef7XXuCarvG+rWdfPMf4r+Rq6VSrW3b8z9S1+7DcCf3Smxzgf790ZPjc29fdtWAPHahV6LwgzuwT4SeBrcdM742Hlp3uGsGeqInw++u7AX5jZQ9atPgyw07ulYKD7l/7OTepb4gaW/+d9NrxviUG9V2uuEn0OfpHl1RguNbO/N7O/MrOre/q72vOv9ho3ahA/x2lgridIDvJ9uxo45u6P9rRd8PduxefGpv6+DWvg2DRmNkL3jJJ3ufsC3cOrfhS4EjhKd0i8GV7u7i8GXgP8ipn9s94r479GNm0JXjxf/b/RLaQJz5737TSb/V71Y2a3ACHwh3HTUWCfu/8k8B7g/zWzsdXuv9IAX+Oz9ufY480s/4Plgr93fT43NvR4GzWsgeMp4Lk931+QSrxmlqf7w/9Dd/88gLsfc/eOu0fA/0N3KH6mPp6Xvrv7U/G/x4EvxP04Fg9lk2F4ciDXBe1b7DXAw+5+LO7ns+J96zGo92rgVaLN7K3APwd+If6QIZ4CmokvP0Q3b3D5WZ5/tdd4zgb4c5yhOy2TW9G+IfHjvR64s6fPF/S96/e5cYbHuzC/b2tJ0FxsX3SLOz5GN+mWJNhecJ6f0+jOH/6XFe27ey6/m+68LsALWJ4cfIxuYnDgfQeqwGjP5b+jm5v4PZYn4D4UX/5fWZ6A+7qfSsD9gG7ybTK+PDWg9+8O4N88W943ViRIB/lecXqy8rUb6Nd1wLeB7Stutx3IxpefR/fD4ozPv9pr3OD7NrCfI93RaG9y/B0b6VvP+/dXm/Xesfrnxqb+vp23D8pn+xfd1Qf/SPevhVsuwPO9nO5w8hvAwfjrtcD/AL4Zt9+94j/SLXH/vkfPSodB9z3+5f+H+OuR5DHpzht/mW6p/Pt6ftEM+Hj8/N8EDvQ81i/STWQeoueDfoP9q9L9i3K8p23T3je60xZHgYDunPDbBvle0T3L5lvxff4r8Ubdc+zXIbpz28nv3O/Ht/2X8c/6IPAw8C/O9vyrvcYNvm8D+znGv8dfj1/zHwPFjfQtbv8D4JdW3PaCvXes/rmxqb9v2jkuIiLrMqw5DhEROUcKHCIisi4KHCIisi4KHCIisi4KHCIisi4KHCIxM/u7+N9LzOznB/zY/1e/5xLZirQcV2QFM3sl3Yqt/3wd98n5qTpJ/a6vufvIIPonstk04hCJmVktvvgB4Or4rIV3m1nWuudaPBAX4/t38e1faWZ/Y2Z3092djZn9SVwo8pGkWKSZfQAox4/3h73PFZ+f8Htm9q34TIQ39Tz2X5rZZ617nsYfrumcBJELIHf2m4gMnZvpGXHEAWDe3V9iZkXgq2b2F/FtXwy80LulvwF+0d1PmlkZeMDMPufuN5vZO939yj7P9Xq6Bf5+AtgW3+ev4+t+km7pjSPAV4H/Bfjbwb9ckfXRiEPk7F4NvMW6J8B9jW65h/3xdV/vCRoA/6eZ/QPdsy+e23O71bwc+CPvFvo7BvwV8JKexz7s3QKAB+nWUhLZdBpxiJydAb/q7vcua+zmQpZWfH8t8E/dvW5mfwmUNvC8rZ7LHfT/VZ4lNOIQOd0i3WM6E/cCvxyXt8bMLjezap/7jQOzcdD4cboVRxNBcv8V/gZ4U5xH2U73CNOvD+RViJwn+gtG5HTfADrxlNMfAB+lO030cJygfob+x2v+OfBLZvYduhVd7++57lbgG2b2sLv/Qk/7F4B/SrcysQO/7u5Px4FH5FlJy3FFRGRdNFUlIiLrosAhIiLrosAhIiLrosAhIiLrosAhIiLrosAhIiLrosAhIiLrosAhIiLr8v8DKOVBoP/CzKoAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-uniform.csv', verbose=True)\n",
+ "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 118,
+ "execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-gaussian.csv')\n",
+ "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-gaussian.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 119,
+ "execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-2494.5491330863815\n"
+ "-2516.00992398943\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'yxhursvdtqgbjmeoncpkizfwla',\n",
- " 0.015384615384615385)"
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'bkrefavguhwcstlxnpjqiyodmz',\n",
+ " 0.4338461538461538)"
]
},
- "execution_count": 119,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" fitness=Pletters,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-random-unigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-random-unigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 120,
+ "execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
]
},
- "execution_count": 120,
+ "execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" swap_index_finder=uniform_swap_index, \n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-random-trigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-random-trigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 121,
+ "execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
]
},
- "execution_count": 121,
+ "execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" initial_temperature=50,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-random-trigram-uniform-50.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-random-trigram-uniform-50.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 122,
+ "execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 122,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-given-trigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-given-trigram-uniform.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 123,
+ "execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 123,
+ "execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" initial_temperature=50,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-given-trigram-uniform-50.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-given-trigram-uniform-50.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 124,
+ "execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 124,
+ "execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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GAfDIya7pdEqj0aDT6WDbNpZlEQwGmZubOxE0LMui0WhgmibXr19nbW2NXq9HLBYjHo8zHA7p9/vkcjmq1ar06TqO2LKYSqVkMFGq9y+H6qEoFIovRbfblUuojgv+HsZ4PJY7Sx7GaDTCcRxmsxl37txhc3OTfD7P0tISo9GI/f19YrEYvV6PTqdDMBikUCjQbrcxTZNoNEowGOTg4ACAubk5EonEfQ13sfwqEokwHA6ZTqcUi0UVTL4kKkNRKBRfGLH9MBwOMxqNMAzjzHLScYTa/EHeWILZbMZkMmE2mzEYDNA0jcXFRWKxGDs7O9IcMp1Oy3W+woX4xo0bchIrFovJUWNd1ymXy/fZz08mE6kn0TTthAml4oujAopCofjCjMdjOfkEh9lKp9NhNBqRz+fPXCY1Ho+BR5e7DMPAsixu3rzJdDpldXWVb33rW0wmEz766CPW19fRdR3HcYjH45imSTgcJhgMsry8TC6XIxAI0Gw20TSNeDxOIpE4s2/T7/cZDAZks1kVTM4BFVAUCsUXZjQaEY1GpU17tVqVS7AajQaJRIJ8Pn+iv2IYBrquP7Ln0mq1+PTTT9nY2ODKlStcuXKFcDgs3YiFyj4UCmHbNr1ej0wmQ7lc5tVXX5U/f3d3V6rYS6XSfQr2yWTC/v4+uq7LSS7FV0MFFIVC8YUQu0ROW6AkEgni8TiDwYDBYMBkMpEXasuy5BSWYGtri3Q6LUtgtm1Tr9fZ29uj0WjIzYzj8ZhgMMgHH3xAp9NhYWFBlrtu3brFbDbj1Vdflfvl4/E4W1tb3Lx5Uw4NRCIRRqMRoVBIZjObm5vYts3Vq1cfWqpTPD4qoCgUii/EcDgkEAicWbrSNI1sNksymaTdbtPpdNB1nfF4LMtPcBiUdnd3CYVCvPHGG0wmE0ajkVzzKyxSxuMxn376qdSbLCwsEA6HsSwL27bRdZ1KpcLi4iL9fh/LsggEAnzyySf4vo+u68TjcRzHodPpyPMU2xhXVlbOtFlRfDlUQFEoFI+NaJg/av9HKBQikUjQ7/fpdruYpkk8HpdN8VarRavVAg5LYZcuXSKRSDCbzdjY2GA0GhGJRGQ/5u7du1SrVfL5PFtbW1KIWCgUuHLlCpcuXWIwGPCjH/2I7e1tVldXuXbtGpPJhOvXr0vtinAHtixLKt8V54cKKAqF4rEZjUYAj1UiGgwGWJZFs9kkGo3KBj7AjRs3GAwGZDIZGTyi0SjNZpO7d+8SDAap1WpcvnyZu3fvytHgyWRCvV6nWq3i+740aUylUmxtbWEYhrRPEYu2RqMR0+kUOMygotEoyWSSZDJ539SX4quhAopCoXgshKJc1/VHWrS7rovruiSTSXZ2dshkMsRiMabTKRsbG9y9e5eFhQXW1tYYDAbs7Oyg6zo3btwAYGFhgcXFRebn53n33XeZTCY0m008z6NWq7GwsCA9tkR/pV6v88Ybb1AsFvnss89wHIdSqUSpVJI7TEKhkFK+XyAqoCgUisdCaENEduJ5njRgPI1pmsDhal7LsphOp+zs7GCaJjs7O+RyOX7u534O0zSJRCJ89NFH0i5lbm5Olro++ugjAoEAly5dotlsMhgMWFhYYDQaEQwGZSPf8zyuXLnC8vIynU6H69ev0+12WVtbeyybF8X5oAKKQvEU8X2f6XSKrutP+1QeiZiSEo31TqfDZDJhaWnpvrt+0zTlgirHcWi1WgQCAVKpFPF4XO5hdxyH3d1dwuEw7XabVCpFIpGQK317vR6XL1+WgWl/f5+9vT10XZdGkeVyWWY0vV6PYDAoR4CVM/CTRRUQFYqnyHg8ptlsSrX2s4rjOEynU5mduK6LYRj4vi+zkeOYpollWdy9e5dwOEw+n8e2bQzDwHEcfN/nzp07bGxsyP6IUMaLFb29Xo98Pk+pVMIwDBmExuMx29vb8utLS0vMzc3hOA6WZQGH/Rtd18/MnhQXhwooCsVTRFwAn0ZA8X2fTqcjG9YPYzQaoWmavPMfDod0Oh329/elX5ZgPB6zs7PDzs4OrVaLQqGAaZqsr69Tr9dpt9t0u116vZ7UqayvrxMKhRgOh3z66afSrysQCNDv94HD96pWq1Gr1ajX67iuy/z8PMVikVgsRqfTwTAMZrMZ6XSacrl8/m+a4qGokpdC8RSxbRs4vON/0liWxWg0Yjwey0mpsxDiwng8LjOJzc1N4LCkVK/X5Yiv0I20220WFxfJZDJUKhUcx2F+fl4aPq6urnLp0iWi0agsjy0sLKBpGpZlYZqmLIk1Gg2q1SrdbpfV1VUCgQCmaaLrOgsLC2SzWXZ2dmg2m5RKJWWh8hRRAUWheEqIPgE8nQxFPGckEpE28WctnzIMA8/zSKfTuK7L5uYm0+mUl19+mUgkws7ODr1ej08//RTbtgkGg1y7do1MJkMwGMT3febm5phOp/zZn/0ZyWSSpaUlotGoXOfrui62bbO4uIhlWQyHQ7797W+zubmJpmncvHlT9kZs2+YXfuEX0DSN5eVlDg4OuHfvHvl8noWFhcde3KU4f1TJS6F4SohgAk8voGiaRrValXqQZrPJbDYDDgOeYRgMh0MikQiaprG/v89gMKBWq5HP5/F9n16vx+7uLr7vS8fhUCiE67o4jiOXYo1GIylGFBnZwcGB7Hf0+33y+Tzz8/NEIhH29/elLX232yUUCjGZTMjn82QyGS5fvky/3+fOnTskEgmuXr2qgslTRmUoCsVTQgSUWCz2VEpeojmuaRq5XI5IJEK73WZ/f59yuSx3qo9GIxYXF2k0Gti2LY0Y7927x82bNzFNk2KxyNtvv41t29y6dYuDgwMpZhSre33fp1wuk0qlGA6HjMdjPvzwQ2mXIqa74vE4r732mnQRtiyLcrksd5esra3heR7D4VDuRXnllVceqY1RXDzqN6BQPCVs2yYQCBCLxej3+/Li/qQQ7sBiO6FQmLdaLfb396XNitg5UqvVSCQSOI5DIpHgxz/+MaZpsry8TD6fJxKJyPW+IkCGw2Gm0ymu6xKNRqnVaqRSKQaDAa1Wi52dHRzHIZ1Ok0qlGI1GLC0t8dJLL7G5uYlpmnS7XRKJBLquk8lkODg4wPM8MpkMoVCI+fl5lZk8I6iSl0LxlLAs68T2widZ9vJ9Xy7IOj72G41GmZubIxQKUa/XpeW87/vAoaljMpmk2WzS7/cplUqk02mppzFNE9u2icfjrK2tyedKp9N4nkepVCKXyzGZTLhz5w62bTObzQiFQgSDQVzXpVqtEg6HSSQSJzK3fD7Pq6++im3bHBwcYNs2uVxOCRefIVRAUSieAr7v4zgOkUhEBpQnWfZyHIfJZMJgMJAZiCAYDJJKpbAsC8uyWFtb4+rVq3Lc17IsWq0WiUSClZUVgsEglmUxHo8xTRPP80gmk/KiX61WpRVLKpUin8/T7/fZ2trCdV1isRiapsm9JkIBP51O5T75UChEpVIhHA4TCAQoFAokEgkKhYLy43qGUCUvheIpIPoXwl9KHHtSTKdTacrYbDblxkIxtru1tSV7E7lcTnpmtdtt4LCUpes6nufJoNTtdplOp0SjUaLRKLdv3yaXyxGPxzEM48T3CHV8qVRC0zQcx5FCyVarxeLiIt1uV1rlZ7NZcrkcrVYL13V5/fXXicfjqm/yjKF+GwrFU0AIGqPRKIFAgGAw+EQDynA4xLIsqTA/ODiQfQ7hzivW6cJPR4czmQyBQICDgwMsy5I7R3q9Hp1Oh9lsxtraGu12G9/3CYfDfPLJJ9KDy7ZtBoMBo9FI2qxks1k6nQ6VSoVgMMiPf/xj1tfX5V4UsSM+Go3SarVIpVJqh8kzigooCsVTQDTkxR12OBx+oiWv4XAIQLFYlEr5er3OdDqlXC5TLBZlMIHDdbqmaXL58mUcx+GTTz4hm81Sq9XkFsQPP/yQQqHAwsICN2/e5Nq1a1y+fJmf/OQndDodOSXWbrexLIt0Os3BwYEscVUqFdLptCyHZbNZFhYW5Hl2u10cx5HHFM8eqvioUDwFbNs+4TMVCoWeWIbi+z79fp9YLEY8HpdlpkwmQ6lUwjRNRqMRsVgMONSKtNttyuWytFEJBoOEQiE+//xzfN8nmUzS7/fRNE2WxRYXF2VD/sqVK2QyGWzbptls4vu+PI92u00mk2FpaYmFhQV+6Zd+iWvXrrG6uoqu6yQSCYLBIKPRiGQyeeamSMWzgQooCsUTRijkjweUcDjMbDbD87wLf/7pdMp4PCaRSEhV+mw2Y2FhgStXrhAIBLAsi4ODA4bDIdvb28TjcZaXlzFNk0ajQaVSoVwuMx6P2dvbw3Vd+X2tVotyuUwsFpNTX3CYZRQKBUajkbR6EYaPr732GuVymXg8TiaTQdd1yuUys9mMTCbDYDAAIJlMqhHhZ5gLCyiapr2pado7mqZ9pGnae5qmffPouKZp2j/RNG1d07RPNE372rHv+Q1N0+4cffzGseNf1zTt06Pv+Sea2pCjeI4RDfnjF8YnOek1Ho+xLIt4PM54PCabzUrhoJjQmp+fl8HB8zxWVlbwfZ9ms4lt25TLZdLpNNFolN3dXer1OsVikXa7zXQ6ZXFxETjcoWIYBtPplGKxiOM4MuswDIN8Pk8wGKRarcrzCwQCctOi7/uEQiF835eZinivFM8eF5mh/A/Af+37/pvAf3n0d4C/Alw5+vhN4LcBNE3LA78FfAv4JvBbmqaJIu5vA3/r2Pf96gWet0JxoYg79tMlL3gyk17ibl+UtKrVKoFAQOpIALlvPRQKUSgUSKfTtNttJpMJyWRSlrzW1tZwXZcbN24wNzfHYDAgFAoRjUaldUuv15Nrd7e3t6VppJgAS6VSBINBeX6u65JIJGS2pmkamUwGz/PkOSueTS4yoPiAGMXIAPWjz78H/Cv/kHeArKZpNeAvA3/i+37X9/0e8CfArx59Le37/jv+obrqXwF/9aJOejQaSV8iheIiEFYjx++0n5S40XEcBoMBkUiESCTCaDSS012WZTGZTORiLNd15dpdoTHRdV1mCcFgkHQ6TTweZzgcSkW7eC2maXJwcIDv+8zPz3P37l1pQAlQKBRk38YwjBPnGI/H5dBCNBqVIkdV7nq2ucgpr/8U+GNN0/5HDgPXt4+OzwM7xx63e3TsYcd3zzh+YbiuK9W7CsV5c7p/Aod34cJQ8SIxTZPJZIKu65imyXQ6pdVqMR6P0TSNRCIhbez39/elAPLmzZuUy2WpaPd9n0AgQCAQIBKJoOs6GxsbvPHGG8xmM1qtFr1ej/F4TKlUIhaLsbOzQzqdlop4gFQqJQOKCDTCtDIcDssMSYxZqwzl2eYrZSiapv2ppmk/OePje8B/BPxd3/cXgb8L/PPzOOFHnM9vHvVr3ju99OdxEUFEOK4qFOfJWQ15wZOY9JpMJkynUxKJhFSml0oldF2n0WjILMK2bVqtlixLCZPGvb29E6LM0WiEZVkUCgV5vNvt8vHHH3NwcCA9uprNplyQNZlMpM19oVAgn88zm83k+LLYBjkcDmUwElmd2sD4bPOVAorv+7/s+/6rZ3z8PvAbwP999ND/k8O+CMAesHjsxywcHXvY8YUzjp91Pr/j+/43fN//RqlU+lKvSdRyn4b7q+LFx3VdeTE+TTgcvtCA4nkepmni+748j3K5LC1UEokEmqYxnU758MMP6Xa7RKNRQqEQr776Kul0Gtu2GY1GcjS40+lwcHDAaDSiUCiwt7cnA0CxWKRYLAJw7949OaHV6/UwTZN4PC5LZpqmybKXZVl0Oh1isZjcujidTlV28hxwkT2UOvCLR59/F7hz9PkfAH/jaNrr54CB7/v7wB8Df0nTtNxRM/4vAX989LWhpmk/dzTd9TeA37+ok1YZiuIiOa6QP004HMbzvAsbHRZNdxE0dF2X5yGa7MVikbm5OYbDIY7j0Ol0yGQyUtFfrVblNsR79+6xtbVFvV5H13W++93vMj8/LwOjbdvScn48HrO4uMj+/j71ep1YLMalS5fIZrNomibtWTzPo9fr4TgOxWKRUCjEbDbDcRzVP3kOuMgmwd8C/rGmaSFgyuFEF8AfAv86sA5MgP8AwPf9rqZp/y3w7tHj/hvf97tHn/9t4F8AOvD/HX1cCIFAAE0pyTqzAAAgAElEQVTTVIaiuBBs25b9gdMcn/S6iIvnZDJhMpmcGN1tNpsUi0Wi0SjBYBBN0xiPx+i6zvz8YasyEokwm82kSaOu68TjcSaTCZqmkUql+NrXviZHf9977z3G47FcsFWv14nH47iuy+3bt4lEIrz++usye4FDfYlhGAwGA5kZCaW+6p88P1xYQPF9/wfA18847gN/5wHf87vA755x/D3g1fM+xwfxJJqjip9NHtQ/gZOTXhcRUEQTfjaboev6ieOe58nJr7t37xKNRuXKX3FBh8MbLjEOXK1WGQwGUrcCUKlUiMViTKdTHMeh3+/TarVYWlpC9DUvXbrE6ZJ0LBYjEAiws7ODZVnMz88Tj8eBw8xK0zTVP3kOUEr5MxBptkJx3ogdKGchMpTzvJkxDAPHcaQV/Xg8JhQKkUqlZL9GlMKSyaTc8V4ul+V5HC+VBQIBBoOBnErrdrssLS3Ji73jOFSrVXK5HHt7e9y4cYPZbMby8jKTyYREIsHc3Nx974GmaUSjURqNBr7vk8lkZIAVDsZKz/zsowLKGRwfa1Qozovj01FnIS7S59WYn81mHBwc0O/3MU2T8XiM4zhks1lmsxnhcJh4PI7jONInq9PpSP8tOMwcbNvGMAy5090wDAqFAtvb23iex+rqqnzO4XBIOp2W+1MmkwnXr18nnU7T6XQoFAokk8kzy1eu68qSoBhd9jwP27ZVues5QQWUMxAZihI3Ks6TsxTypznPSS+RbbTbbdmfAMjlchiGQSwWI5fLYVmWnP6yLEvudhcKddu2pYK+1Wqh6zqBQICNjQ0ZZGazGbPZDMMwSCaTzM3NEYlEqFQqXLt2ja2tLTzPo1qtSnfi4ziOI1+353nSAFL1T54vlHLvDMTosBI3Ks4Ty7Ie2JAXhEKhEz2Lr8JgMMA0TQzDkPoTkXm4rks6nZa2+WIcOBwOk81mGY1GclHWdDo9sQJYeHaJ3SemabK3t4emafi+TyqVot1us7y8TKlUwvM8ucfkQdmJcCqOxWJyD4p4PlEOUzz7qAzlDNTosOIiEA35h/UCxOjwefzb63Q6RKNRHMfhxo0baJpGoVCQu+TF+K/QpwwGA0qlEtFoVE56iSa8aZoMh0O5u2QymZDJZKhUKszNzREOh9nZ2ZHLuSzL4o033mBtbY1+v89kMiGXyxEOh+8LDqKkFo/HCQaDcuILDgPKo94zxbODCihnoMSNiovgYRNegvPy9HIch+FwSKFQIB6P0+12mc1m0lI+Ho8TiUSwbVuq4MXklih9xWIxqYsZDAZMJhNc15U+XqlUilQqRTgcJp1OS/fh27dvMx6Pmc1mbGxs0O125SBAOBy+L0Pp9/tyXF9kSGIdsOqfPF+ogHIGKkNRnDeO4+B53iNLN+c16dXtdvF9n3w+z3Q6lQ7BwuxR+GaJ/ofjODJr8X0fx3GIRCJywktkJbFYTGYQhUJBBsjhcEgul2NpaUkGgvX1dQaDAc1mk263KxXxx4OqMKRMp9MMh0NCoRClUonpdMpkMsH3fRVQniNUQDkDJW5UnBez2Yzt7W1GoxHw8IY8HAYUTdMeO0MRmw9PI7ICoQcR4sVGo4HrulI0aJomjuNI92OhTwkEAnieR6fTwTRNXNfF8zwqlYrstcRisRMjyel0WppBFgoF4HBro8hohFnk8Rs1kZ2I/ShiwRZAr9cDznYVUDybqIDyAJS4UXEeWJaF53mMRqNHNuThi48Ot1otThuhep5Hv98nn8/zk5/8RGYHiURCBoBAIIDjOPKiLTIY13VlE3w0GrG9vY3ruiSTSXRdZzabyX0lYqvjzs4OgUCAWCwmg4KmaVLAKJr36XSa2WzG3t4evV6PyWSCaZpkMhmm0ymu6xKPx4nFYtI+PxKJEAioy9TzgvpNPQAlblQ8Lg8bMReBQTTCz2oun/buetybGdd1pR396bv+2WxGNBplOBxKwWK9XieRSJDJZNjd3WV/fx/DMAiHw9JVWIwWTyYT3n//fW7cuEG5XKZareK6rrRbEdNYAI1Gg9lsxng8xvd9gsEgnueRyWQYDoeYpkkulyObzbK6uiqfp9VqyZ0qk8kEQI4Liz9Vuev5QgWUB6DEjYrHwfd99vb25IX4NCKgTCaTM0s3k8mEnZ2dExnJ42pRji+lOv55t9slGAwyGAykSr1Wq9FqtaQKfm9vj0ajQTabJRqNkslkZBN9d3eXXq/H1tYW6XRabm60bZt+v080GsXzPCmMFOLI3d1dEomEfK2RSISDgwP5ODgMFGIbZCKRoFAo4Ps+0+lU7j+Bn2ZM4vsUzwcqoDwAJW5UPA5CkDcYDOTnxz+Ef9aDJrwsy5KOvIJwOCwt5vf39/noo48YDAb3/Vs0DENqRcbjMXCYLfV6PUKhkAwY8Xic+fl5+W96d3dXlpGEw+90OmV/f5+bN2+iaRq5XI5IJMLa2ppceGVZltSyCKsWy7JYWFggFAoxGAwwDAPXdWUZq9/vo+s6kUiEcDgsnzcSiVAqlaTJpPASEyXBYDDI4uKiylCeM5Rq7wEocePzg+d5tNtt8vn8E/9dmaYp/adms9l99f56vS53qp/VCxBZsGEY5HI5aSMvvra7u4tlWdy+fZtqtUo+n5e9kOPrdLvdrtyuOJlMpHOwrusndC3xeJxsNouu62xubmIYBoFAgEKhgOd5JJNJXnrpJRqNBolEgkqlwnA4lAuwhNCx3+/LXSWpVArLssjlchwcHBCPx9F1nU6nw3g8plqtnlC/n0ZkV8cDiuL5RF0pH8Dx0WEVUJ5txEVU13XpAfWk6PV60swwnU6fcPEVgW4wGBCLxc7sn4hxXaEbEeI/OBQmdrtdcrkcqVSKXq933151YZEChxfmbrfLeDwmm82STCblc0+nUxm0XnnlFTqdDpZlsbm5STablZqTfr/P7du3aTabRKNRDMOg2WxycHBAu90mGAyyt7cnrezj8bi0XVlYWGBzcxPP8+h2uwwGAxlIHjQyLbKjSCSC4zjq/9pzjvrtPYDj4kY1tvhsI1bHXvT63LPo9/skEgm5K/34XbhlWdKE0XGcM3tytm0zm81IpVKMRiOy2awcHa7X65imyaVLl+RUlaZpeJ7Hzs4OANvb28RiMRYXF+n1euztHS4zzWaz9Ho9ucdke3tb9kMcx2E2m2HbNvPz83z7298mHA7LbGpzcxPHcSiXy9y6dUs6DKdSKRYWFrBtm5deeomlpSUA9vb2ZEAoFAroui77Srquy2B1VvlKaE3Ee6QylOcbFVAegBI3Pj88rYBi27bcRChEgMcR6vLRaCTV5wKRDYj+yK/8yq/geR7j8ZhUKiUDSiKRkJqQbDYrPa8cx8EwDCzLIhKJkMvl6Ha77O/vs7CwQDQaZTAYEA6H6ff7DAYDrly5QjKZpNvtsrW1heu6fP3rX2dtbQ1ABqtGo8Fbb71FNBplZ2eHbrfLZDLh6tWrUmkvdCZiYVc+n6fX65FKpcjlcuzv70uV+8Oyj8lkQigUIhgMEgwG1Yjwc4767T0AJW58PnBdV/6OnnRAERqOXC4nbd6PN85brZa0cxdjtcLGRExZiT7D9va2DAKAdAcOh8NMp1M5dhyLxfjss8/kBX55eRnf99nd3WVvbw/P82TTXJSSUqmUvLCnUinu3LlDs9mkUqmwsrJy4n0Ulie1Wo18Pk8mk6HdbtPpdIjH49IoUpQWhbpdDLCkUilZfsxmsxSLRVzXPTM7ER5iYkpMlbuef1RAOcXu7i5/8Rd/ged5Stz4HCCyArFi9qypPNd16ff75z6xJ1bVJhIJYrEYvu/LjGRzc5O7d+8CyMb5vXv35EiuEOxpmkYymWR7e1vewEwmE/r9vlSwG4bBcDjk7t272LaN53mkUilc16VarTI/P8/t27fp9XokEgk5Miwel81mZQblui6dTkdayYuez3Q6ZTQayeOi1JvP5+VOkvF4jGmahEIhIpGInPpKpVKMx2Pi8TjhcJhGo0Gv16NcLrOwsPDAsrGwzBdDBqrc9fyjAsopJpMJrVZL/sdRJa9nm+l0Kq074OwsZTQaScfb83xe0zRJp9MEAgFmsxntdpuNjQ06nQ7D4ZBUKsXq6iqZTAbTNNna2iIUClGr1aRFfCAQoFarMRqN5N8bjQbD4VDuchf9hZs3b9Lr9bh06RL5fJ6DgwOCwaDcaSIyIDGkEIvFpLZDGC52Oh1ZihJre+Gn02rpdJpqtSoDtaZpaJrG/Pw87XZb6koGgwGNRkNOk81mM9LpNI1Gg/39fXK5HLVaTf78szIUwzAIBoOEw2H5OhXPNyqgnELTNGlmp8SNj4/QMTxp3c50OpUXTjjbVFFcHIWf1nkwHo+l3qJer9Nut4HD3ls+n5flHmFVUiwW8X1fCgm73S7dbleO6cbjcer1Or7vc3BwwGAwIB6PS1NGoXBvNpsEg0HK5bKcwvJ9n/n5eamH6XQ6AKTTaXzfJxQKSdfg8Xgsle7CzwsOy3OWZUnBoXjP+v0+nufx5ptvEovFaLVabG5usre3h67r1Go1uVZ4OByyu7tLMpnk0qVL0ktM+ISd/p2YpkkikZC/M1Xyev5RAeUUP/jBD/i93/s9Op2OEjd+AUzTxLIsuZXwNGLnxXki6v7HA8rpDMXzPCzLIhgMSoHhV0V4c4k7azHdtLa2JpXix0s50WiUK1euyDFi0Ux3HId0Os38/LxsaluWJTUl4XBYCg8zmQxf//rXGY1GtFotxuOxbL77vs/Vq1cJBoO0Wi1pDCl2vjcaDUajEeVyGcMw5CZGce6macpAIMpgYiqt2WyiaRrFYhFd19E0jeFwyGg0olAonNC+DIdDotEoy8vLsrluWdZ9++Adx6HVasnMSfzOVIby/KMCyil+9KMf8dlnn/Huu++eEDcqHo64UD/ogi1W0Z7neynuooXG4yxTRTFZVSgU5MXwrHP/IsFuMplg27bMIMSuD13XpegvHo/LYNbtduVUVLPZpNfrSeV5qVQiFArJPSTi66LcZds2hUJBmi+WSiVGo5EUHs7NzZFKpeTP6Pf7jEYjGUB3dnZ4//33qdfr5HI5+v0+sViMYrFIp9Nhb2+PDz74gK2trROqddd1abfbtFotIpGI1KCsrKxw7do12u02Ozs7NBoN2u020WgUXdflXhT46T744/0Tsb0RoFKpEAgEVIbyAqECyinEVMo777wj77JUQHk04kJ+Vg/DdV1pMSIsQs6D6XRKMBiUliZneWCZpikV42KPx+nf52Aw4ODg4LHLm6JXIcZ5xcSTMGN0HEeaJ4qSnOM4JBIJ7t27Jx2IPc+jVCoBUKvVCAQCsscRCoUYj8dEIhGKxSKe59Hr9ahUKlKzMhqNmM1m0hyyWCwSi8UYDAYMBgNGoxFbW1vYto1t2/z5n/+57JO4rsve3p4sVaXTaYrFIv1+n36/z7179/jBD35Ao9EADnVZly9fplgssry8TDKZlJNl6XSaWq3GbDaTWxfh/n3wopznui7lclkGEMdx1MjwC4L6DZ5iYWEBz/NYX1+XTVzVR3k44o4Wzs5QxN1/OBw+94ByvNl7VkARdiGapsmewulzEOf8IIPH4ziOI8dxp9MpoVBIrtIVU2bRaFQKCi3Lkrbv8Xicg4MD6d0ViUTIZrMAJ+xKAFmu0nWdXC4n1efFYlGuyXUch62tLTki7DgOKysrhEIhtra2uH37ttSILC8vMx6P6fV63L59mx/+8IccHBwQCASwbZtr164xPz9PJpNhMpnIjDKVSlGtVpmbm5NOAKFQiMXFRTKZDKlUiitXrjCdTmVp7vh7Dz/dZ9LtdqWG5fjvTU14vTioHPMUV69eJRQK0Ww2aTabJJNJlaE8AnERF/vGTyNMDFOpFO12+75A8GWfUzTFBcf3sQsLddu25UVbLJASd+RCyDcYDLBtG03TyGaz8g5b0O12pWGiCEZiYEPXdfl4YYQYDoexbVsaRGazWZmlCcv5fr8vV+YCsmQ0GAyoVCrSM0vTNPlcwpE3kUhIm/jd3V1ZWptOp7z88su8++67fPDBB+RyOVZWVqTnVi6X4/r167TbbW7evClfs2jsCzv74wJFUSrUdR3Xdclms/J9E+cxHo8ZjUZS6yI4HsxF3yWTycgALBB7UBTPPypDOcXq6iq6rmMYBnfu3FHixsdABBHh2XQ8AAsTw0QiIVXf5zFtdbx/IjjdmBePOe6vlUqlZJlInPt4PCYQCEgNyWkMw5Bqd8MwiEQi0oBRlLvENFaxWETTNMbjsXz+XC5HIpGQU02tVovBYCBtVuCn47kigIhBArEIS7yvYrlVMpmk2WxSLpfRdZ27d+9Kc0dd16WWZXl5mWw2SyAQwPd90uk0L7/8Mj//8z8vp7ZELyYajcpy3dWrV5mbm8PzPGkp4zgOmUyGQCCAZVl0Oh2i0Sj7+/vs7Oyc2B4pFnnF43FM05RLvo5PlgHydan+yYuBCiinqFQqcpRxfX1d3lUqHoywNxd3mcezFHHhFlv8ksnkfQuhvgyif3K8VHI6oIj+yfG75ng8TigUkoFjOp3KqSnbthkOhyem+sQFT2QyYoug2Eyo6zqmadLpdAgEApRKJSlwNAxDelnNZjOSyaS8iDuOIy1WALkaN5FIEAqFMAyDfD6PZVkyC9F1nW63K72xptOp7Jv0ej1Go5Ec/U0mk3ISTZQcL126JCe7Ll++zPz8PHNzc7z88ssEg0F2dnZwXZelpSVWV1dlWS8Wi8kLfjweJxqN0u/3sW2barVKIpEgHo/LcxX9HTjMvA4ODmQv6DRqwuvFQgWUUxzfab23t8fBwYEqeT0CsevjrNFdwzBOXJCSyaS80/8qnFU2O35Hf/wxp11+0+m0HCHe3d2l3+/LQDEYDE70WBzHYTQaMZ1OabfbshF/3K59d3eXjY0NeTcvJqxE0DnuxivW3ooAAYfNatFgTyaTsteytrZGr9fj448/ptPpyExJrOktFouMRiM++eQTdF1nZWVFBrNcLif7MGKXSjweZ2FhgZWVFfmexONxxuMxt27dIhKJcO3aNcrlMuPxmPF4TDAYJJ/Py/c0EokQCoUwTZNYLCZHpC9dukS1WiUcDtPpdFhfX5diT03TKJfLD7XvVxnKi4EKKGcg7qT6/T71ev0+0z/FSURTVVxMj48Qi3KXIBKJyH3lX+X5ZrPZmX0Y0ZgXd+JnPSaZTKJpGq1Wi7t37zKbzeQedcuypEeXaZpsb2/LqSlhbdLr9aQWRdiiCLX83t4e0+lUTnul02m56nZxcVF6eh0fIDBNU960CG2HbduUSiUikYgUUU4mE9bX16nX67Ixvr29Tb1eZ2VlhV/8xV+UfZVAIMDCwgKNRkNOVoksQWxMzGazfPbZZ2xvb1MsFnnttdfQdV0Ke3O5HNVqlUwmI/fQC7FiLBYjGAzS6/UIBAIy+6pWq3L4QbgtH5/oOut3KX5viucfdVtwBpVKBU3TsG2bTqcjfaDO2mfxPHFwcIDneXJS6DwQd9+irBSJRGRAOV7uOs5Xbc6f1T8RCDPF0485vjFRaDqESeLq6iqapslVte12W/YDxEir2KUejUal75YYAjBNk1QqRaFQYDKZ0Ov12N3dlee0t7dHoVCQpazxeMzS0pJ8n0RgCofDpFIpmS3AoQ/YZDIhnU7LrZCe5+E4jrQ5icVivPnmm/L1ioB65coVtre3CQQClMtlqQER9vihUEhqUorFouyLeJ5HoVAglUrJ8WihJxHlylqtJjMfYT9z/N9ErVajUCgQDAYfuv5BmEI+7/+3FIeoDOUMFhcXgcM7R8MwaDQaL0QfRZRb9vf3T1ipfxVO32Eev/MWPYTTwUs057/sCPFZ/RNBOByWk1SBQEA6+Nbrdfk7FDvMhcZidXVVlspisRjb29vs7+9L+xRA9gxu3bpFv9+XKnXDMEin03KZVT6fl+JDIQwU7r1wGMyGw6EMOnt7e5imiW3bBAIBcrkcpmlSq9UYDocnGv/tdptkMsnVq1cpFAo0Gg0Mw2B5eZmFhQXZ/PZ9X9q/xGIxCoUCly5dYnV1VU6xtVotptMpr7/+OrVajXq9zieffCKDgXhO0cwXWWiv1yMcDlMqleR7dnypmfASE0MYj7phcF1XlbteIFRAOYNarSYbr77v0263z9UH6mkgNBLiP7+w4xAIlbZpml/o54q77OMZiuiRCDHfaTRNI5FISFuRL8rDMhsRZIbDoXQAFup48dpEPyIQCBCJRKhWqwQCAba2tvA8j1wuJ7OY49lWv99nf3+fUqlENptlPB4TjUbJZDIsLy/LC7UYUNA0jb29Pe7evYvruqTTaVZXV6UOQ+wm0TQN0zSlHcpsNqNSqcjti9FoVPZv4vE4/X5fZniVSoU333xTTql1u10sy2JlZUVe1EW20ev16Ha7HBwcoOs6169fp1qt0u12gcNpON/37xv9dhxHHncch1wuRzKZJJ1OS5U+IN9rIcwUu1IehtKgvFioW4MzqNVq8j+E+LNer0sb8ucR8R87kUjIZnKn05GTQsKsLxAInBizfZyfGwgEZBYiAotYBPUgfYFQe4/HY2nV8bjP96D+Cfw0Q7Ftm2KxKKenxEXb9336/b5sgMNh8BFTWbVajVwux61bt6Tv1sHBAZZlkUgkZKlLOA3btk2326XVauG6Lvv7++zv73NwcIBt23JM9oMPPpDDHkKUKLKWVCrFzs4OpVKJra0t2Y8Se9sTiQQ3b95keXkZTdP4+OOPqVQqBINBXn31VRYXF+XFXLzvImC98cYbLC4uUqlU5O9cNOjF52Kb4traGu12m3a7jWVZ5PN5WfoVmUc8Hpe/00QiIQcbhPK/1WrheZ4MEpqmUSgU7tOeAHJ6TgWUFwcVUM6gUqnIkUkxQioam89ren68NBUIBKhUKrLRfPwu8ouWwhzHOTGWKy4O/X5flkXOIhKJyIbzFwkoD+ufwOG0kGgGx2IxObIajUal4acIBoZhEAqFaLVapNNpuTlQ7HAXC6v6/b78N9FoNEgmkySTSXK5HJubm3LqKplMsrq6SrvdlqaVwqq+1Wqh67oUW/Z6Pdrttmzya5pGKpWS/TrhnZVMJul0OnKPyerqquzDVKtVedE3TVNOZgk9icgQhRYEYHl5mUKhIH3ChLGlyIYqlYrc8Ci8xoTXWSqVOnFTlclkpOW+GEqIx+Pk83mZ5Yls6niAEqgJrxePCyt5aZr2hqZpP9Q07VNN0/5fTdPSx7729zVNW9c07ZamaX/52PFfPTq2rmna3zt2fFXTtB8dHf89TdMip5/vPBFqXvEfSfgqidLA88jpTAIOX2elUsFxHO7evcvu7q68o39cbNs+cYcpVNRCxPcwUqkUtm1jWRb7+/vSNPAsRqORtD0JhUIPvKsVuzmEHYwQ44XDYdrtttwBn0gkmM1mVKtVhsOhFOwJkeP8/DyGYfDJJ58Qi8W4fPkyg8HghLmiZVmYpkk0GqVUKlEsFsnlclLc6DiOFPMJG/lLly5Rq9UIh8M0m002Njb40Y9+RK/X4/PPP+fGjRtYliWdexuNBnt7eywvL5PP54lGo3JfvBA5AtIuxbIsWfoC5B6Wfr9PNpulXC5L/zMRFNPpNIlEQupscrkclUpFZlz9fp/pdEoikThx86DrOuVymWKxSD6flzY0lUoFXdeJRqNUKhUZeE73ItWE14vHRfZQ/hnw93zffw34f4D/DEDTtFeAXweuA78K/C+apgU1TQsC/xT4K8ArwF87eizAPwT+ke/7l4Ee8Dcv8LyJx+NywkXsc7Asi0aj8Uxb2Ys6/1k8qFYtVrWKXRndbvexx6QfVLIQZalHlc5ECUmswF1fXz+zhyPuzkWJ7nEavWJrYSgUQtd1qSXxfV/2Knzfl+aMItCKQQFRqlpfX2dhYQHf9+n1ejJAaJomp8mO9xGEHby48I9GI/nYZrNJJBIhkUjIUdrZbCbLjPV6nWAwyOuvv042m5UZjTBmfOmll2i32zSbTbl2WJSt6vU6e3t7NJtNDMOgWq2yvLwsRZCBQEBa0JyFyB6El5iu68zNzaFpGuvr64TD4ftU7qd50BBGLpejXC7jOA77+/vy35fKUF48LjKgXAX+4ujzPwH+zaPPvwd83/d9y/f9u8A68M2jj3Xf9zd937eB7wPf0w5z5O8C/9fR9/9L4K9e4HkTi8Xk6lNx0RCurF9FkOf7vpyuuQiGw+EDDQ4f1vy0LItsNivLQI9b9jrdkAfkRNDpUdCzgp3YtCgayZ7nce/evfuawsISvtvtyk2ED0JkYsI7K51OM5lMpA+Wpmnk83mZAQgNhfDGEqPOIgiI8eGtrS0ikQjlchnXdWVPAU6ORYtdH4FAgJdeeolOp8Pnn3/OZDLh5s2brK+vs7Gxwd27d3n//ffZ29tjbm4O0zTZ2NiQyncxrSV6D5ZlsbS0JF2CU6mUXG61vr7O9va23HVSLBb5xje+wWw2IxqNyim2h5lfilKf2F8PyGA8GAykBuVBmKaJ67pn9krEeyQclRuNhhyBViPDLxYXGVA+4zB4APzbwOLR5/PAzrHH7R4de9DxAtD3fd89dfzCiMVi8m7u+EUwGAzKUdMvg2machnRRWDbNr7v31eyEvYhZwUUUZ4KBoPSAPBxJ73OKlkIDyqxK0Qg1vCePrdUKoVhGHLKaTKZ0Gw2T5RGBoMBGxsb3Lt3j8Fg8NCAIoK/CFDJZBLXden1erKUKZZCiQwgm83KcWdxw9Dv9xmPx8zNzfHZZ58xGAxYWFiQ2w+FoDESiZzIxER/JBKJMD8/L7PbUqkkx2jFWG6tVmNlZUXul+/1euzs7PD5559jGAbZbFb6cInBgXQ6LSe94vG4FBEez0DEjhSRzZVKJfk9D1swlkqliEajUrgJyFXGwr/sQYhS4cNMHsPhMLVaTfaNhPZG8eLwlQKKpml/qmnaT874+B7wHwJ/W9O094EU8NVX5T36fH5T07T3NE177yEkb2EAACAASURBVODg4Ev/nGg0Si6XIxgMnlhWpOu6bLh+GcSd33lsDTyNELyJz09/Tfw5HA5PDBuI/SBC5CbOU/wsodnodrvs7++f+Nm2bUt1vECYJwqBnUBkPaeDVTQalU665XJZBoBmsynPQZSKhKL8rNe3vb0tbdxDoZBsiovGsG3bchy82+1i27bs4YgylpissiyL7e1tZrMZa2trMus5/rr6/T6macpegaDb7dLv96VdSTgcZnl5mbfeeoulpSUSiYRs1F+5cgXXdaXnlhjD1XWd1dVVPM+TI8/37t3j008/JRgM8sorr/z/7b15kKR5Wh72/PK+77sq6+pzumeGmaFXLGGWUAgCFiR7EQYJrAjWgjCWBLYlQmGtjO3QP0SAFA4ZWbKIdSCzOLBghbxmI4RYDiNYSbHssnMs09M93V33kXflfVZmfv4j83nnq+q6q7prtuf3RHR01leZX/7yq6rf+73v+7zPg3a7LcxDysGwuX/9+vV9KgU2mw2xWAwWi0Xk848CG/bValUUgmdmZhAIBI783TfPnpyUbVDvjM19c3ar8c2PCxUvDcP47hOe8j0AoJS6CeAvTo9t44NsBQBmp8dwxPEKgJBSyjbNUszPP7iezwL4LADcu3fv3M0Oc0Dhhks2U6vVQrFYRCaTOdM5mQkAh5tQXRTmMtVByREGm1qttq9s4XA4UKvV9jWPd3Z20G63Ua/XMRqNZBPnRtFsNmUzOFhG4/xJMBhEu92WwMkSETApfR0si5h1pbhJs+cQjUaFicbPSJl4gi6DnPLmhsmMi4EwGo2KdLxhGKLK6/P5RK49n89jdXVV7sytVquQMkqlkjgv0q53ZmZm3yaay+UkSFksFhGAJLOOPQ+W2/h5V1dXEY1Gsbi4CACYm5sTZlU6ncaXv/xlfO1rX8Pdu3fxyiuvoNVqYWVlBZFIRFhZHLJcXFyU3zVeJ4vFglgsJo6QR1HgHQ4HAoEA1tfXxSyLPZCdnR2USiWkUqmnypnm8txpQCKANtV6sfAsWV6J6f8WAP8jgF+afuuLAH5EKeVUSi0CuAHgqwC+BuDGlNHlwKRx/0Vjsjv8IYAfmr7+0wB+61mtG5iUtkKhEJxOp3DwSbH0eDzHspGOAock6a9y2YKT9LYgu8gMNoqtViuSySQSiQSCwaA0muv1OorFIvL5vGxUm5ub0q9IJBJIp9OoVCpYXV2Vz2KWMwEgJktkA3EdvIbmWRCCj10ul/iPj0YjxONx9Pt9KXOVy2UhRZBdRVBKvtPpiGwKSRWFQgHFYlGotE6nE7u7u7Db7fLezDAoh/Luu++KV7tSCslkUvou/LexsbGPZcXPSSZTKBQSZWPK0aTTaTGZisViqFarMgRIlV8OJA6HQ9TrdTidTrz00kti7zsajdBut+H1elGr1aQfQap0PB4XZ0pmVITb7Ybf75cs9TDQGKzX68kwJsU9o9Eo+v3+U70wapMdJ7FyGKxWq+6fvGB4lrcHP6qUegTgIYAdAP8nABiGcR/A5wG8B+B3APyUYRijafbx0wC+BOABgM9PnwsAfw/AzyilnmDSU/nlZ7humQmgJDfvtKvVqkxIn3XCm3903IAuO0vhZszBPjNIt6WJE7MRv9+PmZkZpFIpsX/t9/tCKc1ms1J/7/V6cj3W19extrYmzVqC0+cul0tMpgDI8F+n08H29ja2trZkSp6MMGBS1nG73bLJUl6EzKB2uy3Nago4cgMMBAKw2+0yqR4Oh1GpVLCxsSG9CwocMrgyoDAosjm/s7Mjz2cQdDgciEaj4p64sbGBYrEoGzkA2eCdTqd4xJP1xJIpWXF7e3vY2dmBYRjC/AqFQjAMA5lMBjabTabjqWwci8XgcDjk8w0GAywvL0sQdblcyGQy4hTpcrme6jdFIhHY7XbRdTv4O8QM6/r16+Jvw+vj9Xrh9/tRr9clIPF36yzZicaLi2fG1zMM4xcB/OIR3/s5AD93yPHfBvDbhxxfwYQF9txAD3LSaAOBgPhrAIeXbo4CyzXhcFj+OAeDwYVdCwlmC36/X2YvzGi1WvtkV8zHOZMwHo/Fa5x31Oa7R24avHsGJg1benvQ54R1dJYHaWY1HA4RiUREb4qb8N7enmhUUdOKFrnhcFiCiNfrRTAYRK/XQ7PZlLo9z+PxeIShRrHKb3zjG0gkEiIvwpIZrw8383a7LQGXU+qUpqE6MEtmXq8Xdrsdy8vLQkdutVqIxWLI5/MiNjk/P4/79+8jGAzCZrOhVCoJA4tBudfrIZPJwOPxwOFwyHVlmcxut6NWq4nr4auvviplxUgkgkQiIRI37IGl02kpU9Ku1wylFOLxOHK5HCqVitCm2+22DFOy10QpfHMWGolE0Ov1UCqVkMlkhMRw0syRxkcDmgB+BDhhTN0n3mXyj77Vap06oPCPzufzPeXZcRmg1hI3HpaVlFKyOTudzn1/9JRIpzovAKRSKdmkO53OvpIWvdFtNhtqtZoEr0gkgna7LZ+RLB+zN0qlUhHpdEp5xONxdLtdrK+vizkUp7d9Ph92dnak5s/ANTc3J3fsLF/Z7XYZdKzVaqLq+95776HX62FxcVHUgTnUSKYWrxt7L48ePRKTqwcPHgCY9B4WFxfx+PFjydTG4zFsNhuSySTS6bSIQD558gTAxMgKmATheDwun89isSAYDOLtt9+G1WpFLBZDMBgUm2CzB3u1WsX8/DyKxSKazSZSqRQ8Ho/orw0GAwlWpAsDEHFJ2vYeBnrZV6tVuN1u7O3tCXsuHo8LyYKaY+ZSljkglctl7O3tHRq4ND6a0B2xI8BGLUX3WB6g3tVZ5lFarda+gS+zxPtlwDwPwt4AAx+n/Q9KjHP9FosFvV5PZiwozdLr9fbd0VPKhEG0Xq/D7XYjGo0im83K5shNjIGo0+mg0WiIyq3H4xGpklAoJLLvdrtdavXBYFB0skjvjcfjGI1G2N3dlfNsb2+jUqlIKa5eryOVSslUdiaTEd0tuhqy9NTv90WqxO12w+v1otlsStOeZU2WB3u9HjY2NlAul7G8vCy9qm63C5/Ph42NDWxtbSEQCGB2dlb6DIPBQCTmlVLY3NyEzWYTOjCDWiQSEYvffr8PwzCkMV8sFkUPy+FwiFMkgwkb/AwwLFselwHTz75cLqNer8Pv94s+GGG1Wg+VxXE4HJJtHjd7ovHRgw4oR8DlckkQoOwHMGE5uVyuU6sPM6sxZwdmifezYDQaHfq+7A3Y7XbJDBhQ2Gs4yOqhk6J5U7DZbPvWScqq+c6ZpRU2tgGIjpV5kpp04kKhAMMwEAqFMBgMJOAwSDMjonwH74h9Ph/W1tbQbDbh8/nw8ssvC+OLLLtOp4O1tTWxxmX5q9vtyt01S5adTgfLy8vY2NhAv99HsVjE48eP5U6eNOVUKiWBzMwWW1pakrIc+zSVSgUrKyvY2NjAxsYGOp0OIpEIgsEg6vU6BoMB1tbWRHWX2QApvNVqVfosZBXSuIvS+PQb4fNIFhgOhzLBzxIfy430LjkuoDDTcDqdiEajiEajZ2qQ+/1+eL1eCe4aGoAOKEfC6XSKYGC32xXqLSene73eqZhaLEeY/+jYszjrPEuj0UClUnkqGLE0xWE74IM+AYfsDrKRWHenzDvFELmpULoE+GBYkQHE5/M99fmpKmAGm+ROpxO9Xg+5XA4AxKhpMBhIeY4bMe11c7kcVldXpTm/tLSEubk5ABPDqmq1KmWzQqEgisCtVguhUAivvPIKOp0OcrmcaHXRjdFqtWJnZ0eEFFdXV7Gzs4NoNIpXXnlFGt82m00muufn55FKpUQK5ebNm4jH43C73SgWixgMBqKDtbe3h1KphJ2dHXQ6HSQSCcmKstksrl+/LlIyHo8H2WxWelhsqBuGgXw+j1AohHg8Lv0uolwuo1Qqwev1IhKJwGq1IhgMSg/K6XSeaKJms9n2eZ+cFfF4/CnatMZHGzqgHAGn0ynNUt6tsiSxt7cnw3jHgQ3Ug3z7w7zXTwOWtswzJ2zIO51OLC8v4+HDh7IJUpKe5S4GxFarJf2VVqslfZD19XVxJmRZj5/T6XSiVquh0WjIebge0nPz+fy+Ut5wOESj0YDb7UalUpFhOU7R08CMEh/JZBKtVgvlchmNRkP6QH6/H7FYDNlsFsFgUAQP2UBeX1/H6uqqmEGRuWaz2fDw4UP0ej25Jhw89Pv9yGazyGQysilns1nkcjl4PB7EYjGhye7u7srGz6BEggLnbVwul+h65XI5kXRPpVJIp9PIZDKo1+sIBAK4deuWMN/YzxmNRjJoSQOu0WiEW7duScN/Y2ND/EwoCZTNZkVbjEGL8vXPA3qORMMM/dtwBBhQSGNlE9dqte5zJDwOLOscZMCYmV5nQbfblTtYgjV4wzBkwykWi6jX69Lo5szJzs6OeHxwk6fo387OjgxfKqVgtVrljp/mXNTT2t7eRqPRwNraGra3t/H+++8jl8tJA53gnXa73Za1UEMLgNCU7Xa7sKk47e12u/eZdG1tbQmLbDAYSCN8dnZW+jRsKlM63W63i+quUgqBQEBKhtQt29jYQD6fF6FFDitSB+vWrVvScObGTQkSp9OJlZUV6V1RB4uzJslkEuFwWNh9ZMo1Gg2RR1lbW5PfL6oElEoleQ57GI1GA/fv34fNZoPH48Ht27cle2HviVTtk/onGhrPCpqacQTo18GpbZY0yPaiOm8ikTjyHCxTHGTbUEb+LBlKv99HoVCQKXhObDO4cBPLZDKoVqtYX1/HzMwMnE6nlMOGw6HQQDngxwFCNs7ZH2AGUyqVpFEPADMzMyiXyzItvbW1JY3knZ0d1Ot1fOxjH5MsZDQaIZfL4dq1a3C5XKIVZrPZRLPL5XJha2sLDodD5n8KhQKazab0TbhBjkYj1Ot1rK2tYTgcipwIm+PRaFQylVarBYfDgUqlIj8Lp9OJdDotfbDd3V2Zq3A4HMhms6IQMBgMcPv2bRSLRWGq0ZJ3c3NTxBmvX7+O9fV1dLtdIW34/X4pdZGdRZbYzs4OZmdnMRqNUCwW0el0ZH6IQpicAcrn87Db7XjttdewvLwsxmAMICQakD1IuRUdUDSuAjqgHAHe9Xm9XpTLZXS7XRlKs9ls2NraEsMjcw25XC5Lz4KCh4fhLEyv8XiMzc1Nab6by0H0It/e3obb7UY6ncZ4PMb29jasVqswt9gP4fAhBwuTySTy+TwsFov4mHc6HRmyKxaLyGYnijjcxEiZrdVqGA6HuH37tjSlm80m7t+/Lw383d1dJBIJzM/PC0OLTedyuSyT3zynxWIR3xKlFHZ3dxGNRnHz5k2Re280GiiVSojH41BKCSWXFr7RaFSeY7fbsba2JiQLl8uFtbU1pNNpmbo3D6vGYjG51mT2BQIB1Go1rK+vo9Vqwev14t1330WtVpPPw+BcLBYxPz8vyroul0s+SyKREMtflr3oNULPEGZhkUhEsrp0Oi0KAiQV+Hw+hEKhfcGU7DnO0mhoPG/oktcRYFPT6/XKxsPZDdJceXdJDIdDPHr0CE+ePNk3e3IYTsv0Yn+CrKzhcIhWqyWZCWUyqtWqiPjRz7zVaklZiUZTlCkpl8twuVywWq2oVqtSmgkEAuL2x7t7cykFmJTqmKVxII99mbm5ObjdbmxtbeGdd95BpVLBzMyMZGmcvqbyMtcXjUZx/fp1BINBbG9vi/QL6cyJRALJZBKpVApOp1NIAJFIROjHmUwG4/EY+Xxe+kEUNCRjj/2weDyOpaUlyYrok14qlaRHxn/JZBJ37tyRKftr167h8ePHeOutt2RIcW9vD0opkWQplUpoNpsybEkKOv11SC8mY2s4HGJrawter1e0uKgnxhIhHRp7vR42NzdF2oVEAWaWOjvRuCrogHIE7HY73G63ML04bU7WFuciNjc3he2Uz+elobq9vS219cPASeTjggozBG5INptNvNipGExGEecWOMnNaXUq53Iinj0Aso8owZFKpWCxWISlxHJSv9+Xkhb7KRQiTCQSCAQCKBaLqFar4jvCqXbe5dNHhjLrLAFVKhXpfbA8Nzc3h3K5jDfffBOBQAB37tyR8qDFYsHc3Bw8Ho9Il6yurgKYuE+Swlqv14Uh5Xa7MT8/j2/7tm/Da6+9JtP3lIxvNpuiYrCwsCA6XdycQ6EQRqORzGswO6AU/quvviosKWYXLHPdvHkTyWRSZO8ZIKhcTOJArVYT1tm1a9eQyWTEm91simW32xGNRkXyf2trSwIhiRIn0YU1NJ4ldEA5AizvsAfBgELfB1JtO50OisUiRqMRCoUC1tfXRVzxuIGvo5hepH2azbji8bhsxl6vVyabyZSqVqsy+OZyuWQCnoKItVpNGFoc8LNarTKnEQgEZK0MSByOGwwGaLVawira2trC7u6uDMKNx2MJMJ1OB+12G5ubm3C5XMhms7h9+zaazSZWV1elF+Hz+UTw0Wq1IhKJCK2a/ZRqtYo7d+5gaWkJ/X5fMr5gMIhQKASHw4H79+9jdXUVqVQKL7/8snz+Tqcj14UbcyaTQSQSkYDMuRX2x8gks1qt2NjYkGsRCAQk+4rH48hms2g0GnjppZcQDofF5tZutyOVSuHevXuSxbKHwn6RYRjiTU/2HwkRhUIBs7OzyGQykhGzZ2OG+fNXq1VRL6avO383NTSuArqHcgRYOuCgHe/UOSfBIUJSNZeXl1GpVKRpT+vXo2AuH3EzbbfbePjwoTTcAYggIM2IeMdar9cRiUQkO+GUM2U+OIDXaDQQj8eljs+eUCgUQqfTQb/fx/z8PABI38Xn84m4IHsEAGSyPB6Pi3w/gyznXXK5nAzg8S68VCqhUCigXq+L5/yjR49EPoWo1Wp46623sLe3Jxa5oVBIqLLxeFyEI61WK7rdLprNJmKxGBKJBPL5PEqlElwuF77lW74Fw+FQ/NppbcteRblcFj8XUpMpw8Ig7na7ZfCTkizAZLg1k8mI0CXLjjdu3EAmk8HDhw/3beqtVgvNZlO87WkNHAwGkclksL6+Dq/Xi7t378r5fT7fob8/lNAhUYGUY/bUDgtCGhrPCzqgHAOq5nLGgH0LloMIv9+PN998E8ViUWRAyD46amiMg3PmDIUZyfLyMhwOB5LJpEhp9Ho9pFIp8ZGgAyHnPMLhMFZXV1EoFGSDpGjj7Owskskker0eGo2GDGk2Gg25C+dxUlgpEe92u8WPpNlsSgBkP8Jms8l55+fn8dZbb2Fubk6YZHa7Xab0+R5kQtntduTzeaTTaezs7GBlZQXvv/8+7Ha7NP3L5TLC4TAajQZyuRzq9TqsViuuXbsmZbPRaASPxyMss1QqhXg8jkKhgEwmg1QqBQAolUoiG8LMko19t9uNRqOBx48fIxaL4aWXXkKz2QSN2lqtltCtXS6XlO22t7dF/oS9HDbxW62WZHik+wJAMpkUx8J4PI7d3V3cvn0bHo9HMqdsNivX+6AJFdl4lMSv1+vSkNfZicZVQpe8joHZc5wmWxQwJMzGT41GQ1hX3FSOs001M70oucENhGUgNphpXGUutbEZHI1GheLb7/dx48YNzM/Po9PpYH5+XoIQ36PRaGB5eRnb29vweDwSXDweD0KhkAgpUgOM1rSkzDYaDWxvb2N7ext2u116JIVCAZ1OR/oZCwsLuHHjBpxOJyqVCkqlEt555x30ej3Mz89jbm5OJvIfPXok5k70XzEMQ/xQCoUC3nrrLRQKBXi93n2lyK2tLWxtbQl7LBKJiO2v2+3GrVu3REuMAYlB2jAMkaNfXV2Va3br1i3Y7Xasrq5KD8VisYju18LCgtCbd3d39/WMDMPA5ubmvjUxwHOindctlUrh5s2bmJ2dlaFGv98vmehhs04ul2vfTA0N0Hjzo6FxVdAB5RiYpUZ4124uMZD3z8zE4XDAZrNBKYVgMCib2lGgCRWb/Y1GAzabbd/0djgclkE33rFTKXZ5eVlovIVCAd1uV+i6pAonEgnxE2+32/D5fCJ7rpTCaDTC+++/j62tLezt7YlDIG1/vV6vlM4ikYio0bI/kcvlsL29LeUj9hM4RV4sFqV/wCyCCsM0oWLgun37tvQ77ty5g7m5OUQiEZmiZwZA+vZ4PIbL5cLKygq+/vWvI5FIIBqNSnmPm3M0GsXe3h7S6bQMUebzeSnN5XI5PHjwABsbG/J8ssbq9boMhFL80u12IxaLiZKz1WoV4oLNZhOTK5IMOKtEthkAEb+kRTAHK+mQyPmlo4ZnE4mEMABpewxABxSNK4UueR0DepIHAgGZ+SBdFoDcyVMwMRAICCuMk8/1eh2hUOhQvwhzY56N70gkgsXFReTzeVQqFaTTaQlWtVoNm5ubcLvdQqul1zc3T5ZHeNdqtVoRjUaxsbGBzc1NRKNRUay9desWMpkMlpeXJQA2Gg3Mzs7C5/OhVquhWq2KZS43dG7IoVAIDx48wPb2NhYXFxGPx9FsNpHL5cTAihlSv9/H0tKSTMRzLmY4HMLpdGJpaUnYa7Ozs4hGo/sYdWS02Ww2IRFsbGzAYrFAKYV6vY5PfOITWFlZkYZ3r9dDMpmE2+2WjZ/ltXq9LjNClIQhg8vj8UgJq1QqoVwui5eJYRiw2Wyy1lgshnA4DI/Hg+vXr0vmwp8Jf77MXBlQfD6f9LsSiYRQwSkcCUD6XTRPM8Pj8cDv9wvpgIO4WgpF4yqhA8ox4B8oVVXp3khK6WAwEOlvqsFSQJATy2RYHRZQzBLvtLQlrTQej2NnZwdbW1sYDAZYWFgQHw673S7Kt+yzULBQKSWzD2yuk0bc6XRkQI7SMnRipD3tYDBAOBwW5dpSqSR+Kk+ePEEikYDX65VS1PLyMrxeL1KplMxTdLtdeDweyWYoDjk3N4fd3V3kcjlRTs5kMsJY2tjYkEZ8JBIRn/hYLIb33ntP/OyTyaQMJJIRxfVRdJMqxplMRoIOVZ8ZUMmQWlhYQL1ex1e+8hXE43GEQiEkk0mR/qcfO+XcW60Wnjx5gl6vhzt37og3TCqVkrJWMpkUuRillMjmM6Cwz0W23u7u7j57AAAyT8QezUEkEgkZctXlLo0PA/TtzDEwBxSbzYbBYCBKvVarVZz8SD8dj8coFovSjLXZbMIQa7VaT52f5bFarYZutwu73S7aTZw5oMFSIBAQXbDxeLzP1IgT8bFYTGrr3W4X8XhcJFeYrbA0FgwGZeqepR+ulXfhfr8fVqsVg8FAVI7JehuNRtjZ2UGlUhGv8lgsJhuyzWYT1hSlZhjAyuWy2OlSPJEDoSwPBYNB+P1+IQdYrVYxO6O0O+VLRqORzK/k83mRxWFwYllwOByK5pbL5RKJlcXFRdy6dUsMvCihMhqNsL6+LsGL5SjqmCWTSdy8eRPZbBbpdFrk6Tn1r5QSR0vqeB0kcwCQNR+0GGBG02q15IbDDAY5Xl8dUDSuGjqgHAPSZllOYOmCGzQZUbS1ZSmMNrT0+R6NRlI2MsNs82pu2BKU0yB1ledutVoi9U4WUjgchs1mE3Xk8XiMeDyO4XAojooej0fUghOJhDCkQqEQxuMxdnd39z13PB4LA4o9FcMw0O12kc1m4XQ6MTMzI8OG9DqnKRnZX263G4ZhoFAoiCwNNz+v14uXX35ZJvs5B0MmFYOS2UWSWQj7NSxNksLc7XZRqVTg9XrlfLwh6HQ6IgEzNzeHWCwmtN7FxUXp25CqbbFYhF3HTHR7exu9Xg83b96Ex+NBNBoVT/u9vT1ZE8uRDE4Hs1RK+1C6/iCbC4BI0xcKBTHtMr9+dnZWfGh0QNG4auiAcgzIJGLZhhIm3W5XnP7G4zHK5bIIEXJ+ggNzNptN7o4Py1J4l8w6uHlTYOM/HA5je3tbNvNWqwWXyyXDj6Sy7u3todFo7CMTMAvhHAvnFTjfQXpvvV4XRWHawdKrxDAMhMNhjMdjvP3228jlcggEAuj1ekgkElhaWsK1a9dkA2fwYJmNE+m0jO12u1hdXUWj0YBSCmtrawAmdFhKvjCYu91ulEolyZQAiB6Wy+VCLBaDy+USSXc27VnOcrvdcj2azaboegUCAcTjcczOzspsjJn2C0BKY7ymgUBANMs4+2K1WqVxbs6CgElJiqKZlOg/CPbXzBPxZpCkwZ5WoVDY50OTyWRk0FH3TzSuGvo38BjwzpcDjCxvNRoN1Ot1RKNRVCoVEQmMRCJyR0kpc/YiaNZ0MEvhOTkzAkCyknw+L0yrtbU13L9/H7lcDrlcDqVSSexlq9Uqdnd3sbW1hcePH0sg4doZUNgfcTgckqmYA5HP5xOZe8MwpKzHu/R4PI7xeAyLxYJ8Pi8UaqfTifn5edy5c0cm+avVqszjUHWYzWu+TyAQwI0bNxAIBDAzM4NXXnlFSlh0fGSJiiUjqhfz+wsLC3A6nTInwp8VhRfdbrfQi8mimp+flxmZWCyG0WgkcigejwedTgf1eh23b9/GwsKCqAe3223s7OzA6/VKuYlmaQBEoZkBhf727F0dloHY7XbE4/FjgwEJAbFYTNSK6cVDG+Gj/OM1NJ4ndEA5BiyVGIYhk8tKKVSrVezs7Ijfxng8ltmLSCQipSrSQnmug1kKmUu8yyV7a2trS2RcaJBFdhVnSux2O9LptEi2JxIJOJ1OIQ0AH9TgOSnOqXj6i7DRSw8SSpPk83kMh0M4HA6Uy2X4fD4JlH6/H9euXZPZCsMwJKBxLd1uVzI0fp/BhIQCwzBw8+ZNWK1WXL9+HZlMBrFYTK4XS1vUUSMbqt/vyzQ8s6tmsymDfpSppwrxo0ePUCwWRYE3EAjA7XYLrdfv90v/iwGUTC/+XOnVvrGxgb29PczOzoqIJq8hsxP+rAEIww44WiT0LPD5fKJinM/nRVuMpVUNjauGDijHgIwq3k3TyZAU2/fee0/cDFka4nCgYRjSy+BdLKXMmaVQ+Zc9AZZeotEokskkPB4PFhYWkEqlpOFNfa7xeIyZmRn4VTZmlwAAIABJREFUfD65s+ZruZEDkE2yWq3KBLrP50OlUhGvEU6853I5YRyxD9Rut2UtDHp0FlxcXEQ2m4XX60Wz2cTOzs4+Nhwzhkajgbm5OdEe4/fv3r0rPSnK7MdiMWFgUe6GWVwkEkG5XMby8rKch9eXd/qDwQCrq6vY3t7G3t4eyuUyAAjDiiU/Nv+dTqfc3VOe5datWzJ/wxsJ+rP4fD4xtWJ2BuxXjzYLgiaTSQA4sqR1VjgcDqTTaVFLYA/tMBaYhsbzhg4ox4B0XHNAod2r1+uVqfB6vY5OpyO1fAASUKhASxovS2YApBfCmRHe4bJfwDJPv98X7SdmMKPRCMlkUjYWsrnm5uaglJLNltL2LOlwVoXeIvTToBghm+Ds1ZB9xOxsaWlpnwIyRRfZC6BDIqfLSTwgS40SNl6vF36/X4IsBSnp6dLpdISRRrJCv98XAzBK2S8tLSGdTotybzgclh6D3W6XLKrZbMJmswnhgJP4g8FgX98rlUrJpDpvCJiJkjUWDodF0t+coTDbNJevAoEAvvVbv3WfPttFQVo5qdVUdNDQuGroOZRjQDomMw/WyN1ut/iMX7t2DW+99ZY0nCnnYS5xxWIx8QjnkJ3H4xFjJPqPcLPtdrsol8tYWVkRrSfKtz969EjcBWkBW6/XRaeKGzX7JpxzYIlGKSUlrFwuJ9P1kUgEiUQC1WpVNKV2dnYQCAQkS+DmzB6G3++XGZ1Wq4V0Oi30ZDbGGYDpac8ZkWQyKVnHzs6OBCkypqrVKh49egSPx4OZmRmRdKcTIjMLDndaLBYp2VF+n5kO35uBmvIuuVwO5XJZyojsjQAfzAOx5DgejzEej6UH5XA4RJMsFouJYdhhdgXPqr/B8t1xIqQaGs8T+rbmBLCcxeYuaaG0uJ2ZmZHGe7PZRKFQkIY4BRWBSYO/1WoJW2pnZwcAJGBRpoXug5TTYAkpGo2KzEmlUhFBwJmZGezu7koGA0wCYSKRQKfTwdrampTp9vb20Ol0JAvY3NwUgchEIiGsrEwmA6fTKX0JalUtLi6KcyH7D+wTUL7fLCVC58NgMIh2uy3ZBvXHGBiZhQ0GA/kMSink83k4HA5pvFcqFfj9fiwsLEgmROviubk5LC4uIhaLIRKJCO3YYrHI1DsZWMwwAGB1dVWm8Zl5EgyW5iyVpSuHwyEEAp/Pt48y/DzBPp+GxocBOqCcAJpS0ULWXLPnBmXODKjJRYtdSqqQ/dRsNuFyuVAoFEQDajgcSkZATSjDMBCLxaQx7PP5MBgMpOHfaDRkurrdbktJh7axlAlhH4ByMN1uV8o5ZHaxT0D3ROpZ0Y63Xq9jbm4OoVBIJOPNpRaW0UgJTiaTWFhYgFIKDx8+lLJgvV7fJ+zIzCccDqPf78t1pvMl51zIvKKYIifE2+22yJ+wl8MyIWdjqtWqDIIOh0O5q6dkCTCZ4WHPydw8pyYZfw84sMmvAQiVeTQaSXlMQ+OjCn1rcwLYVzDL2AMQqmmz2RSFXrK8lFKiBMzZkUgkIv2PWCyG3d1dWCwWsX7d3t7GSy+9hGvXrsmmqJTC3t4eZmZm8OTJE4RCISQSCbz99ttQSgnTbDQaod/vo1AoiNQKy2ucQyExoNls4sGDB1heXpYsa21tDVarVQYsg8Egdnd3pa9BhhQ/C71garWaDNWFQiFsbW0JsyyZTMrGX6vVsLu7K/2kcDgs5UOWlMgKKxQKKBaLeP/994UMUC6XxW9ldnYWfr8fuVxOfETME+gMxmzyP3jwAA8ePEAqlZIe0vb2NiwWC+bn5zEYDESXy2xOZRiGBGbKp5gb6+aAQko5AB1QND7S0AHlBPAunHerpLDyrpduiZxdCIVCuHbtGtbW1lCtVlEul/H2229jbm4OW1tb2NnZwcbGhtBfWdqxWq3IZDJC0/X5fOh0OuKvUiqVRM+LPRCbzYaVlRW5e6fNLpv7tOKlA+GtW7dgsViQy+XE8nZnZ2ef97nVakUoFMKjR48ATCa12SRnH8ZqtWJ2dlaEMSlgyd4Jy3ocVNzY2BA2nMvlkkl0sr44NMqyW6FQECdEZkn9fh+zs7P7VJ13dnbw+uuvSzAZj8ey+dvtdsmSvvzlL0smRIrwzMwMHA4HNjY2UK/XJQCzH8Fr6PF4JDCbjav4NQOJDigaGrrkdSKcTqdsMiw3tdttURiu1+viqshhQW5opPcWi0WReqef+cc//nFcv35d7tCXlpYwHA5RLpexsbEhlsPAxEnR6/UinU7DZrMhGo3C5XKJ3zkdI9k4LpfLEljIHmMQpHwHrWjtdjs6nY5oUFHFNp/PizlWKpUS8gD9WBhge70eKpUKKpWKzNiEw2GZRqd97/Xr159qnnNeJZfLSV+FMvG3b9/G7du3cfPmTSwuLiKTySCbzQqNm+s2b+BUMmAGZbPZcOvWLSwuLqLT6UjDPx6PS4ZBczEqFBMMKNQ0O0rckyUvEh50P0PjowwdUE4AeygAZFOhlS2DDTWZcrkcCoUCtre3JaiEQiEJAJQ2oUUslWSj0ahMmdPFsNVqwW63i9RGJpOB3W5Hq9XCjRs3JJhxJoEeI+PxWF5fLpfh9/vlbp72vZwATyaTwmra3NxErVZDIBAQ1WGXy4VEIoFQKCSlJIvFgrm5OZRKJSk3PX78WKjMLpdLdMbYZ7HZbMhms7h27ZpkWJQ3aTabWF9fRzAYRKlUEtVeSshzSp+vIV2XzXKamwFAr9eTwEjJHJvNhnv37uHevXt4+eWX99GKAUiznqwwwhxQjvvdYFnzKhryGhofNuiAcgK48Q+HQ2luUxqE09z5fF6k7DnNfv36daTTaTFBqlQqSCaTuHHjBtrtNr70pS9hZWVF5Ds4xxAOh6WB3Wq1pJFstVpRLpcxGo1w584d6S1Eo1HMzMzA6XTizTffxJMnT1CpVNBoNKRMRZYYvUnS6TT8fr/MckSjUTSbTczMzEigIlU6EomIPAldFe/evYtut4vNzU1RQKaECzOPRqMh9FyLxSJqxRRCpMLx+vr6vuwplUqJ8jFLTCyx0WuG2lrhcBi1Wm2fKCcAkavn66PRKN544w35+TFYAHhKjJNgdndSQGEwMWt4aWh8VKHz8xNA0T1Ounu9XmEJUdRxb28PmUwGjUZDdKXq9bowt2w2G7rdLsLhMLLZLPb29rCysiK9Ag7VORwOkVbnpk4Je2BiBzs/P4/5+XmsrKxgZ2dHNLLu3r2L9fV1DIdD8SGhPHogEMDCwoLQW3knzk2Xn4NDf9xwg8Gg2PJub2+j3+8jm80iGAyi0+mg3W5jcXERd+/eRblcRqlUgt/vx+rqqhAIWIpjP4iGZbyepVJJPkM8HhfrZLM8P9cKTHoU1WoV8Xhcrpt5eJSfidTtgzgYUNjX4VAlMRwOTyxfsWzGUtthZTENjY8SdEA5AeYpZLvdDqfTuc8MixpevEuv1+tYX1/H2tqayJYPh0MYhoGXX34Z8XhcptiXl5fR6XTEr3xmZkakWRqNhvxjWSydTuPevXtwOp3wer3weDzI5XJYWlqSgOZyufDaa6/JOagI7Ha79/UOAAiNmY3/XC6HN954A1//+tfh9XolMyJLjOq+XC8FEoFJ8AmHwyJf8tJLL4k1crPZFO92lge73S52dnaksc8+EmdPRqPRoRs6p9sDgYD0YFgeZLmL5bDDwGl5gjIsZK8Rpwko9LPpdDry+6Gh8VGGDigngJsGG8GJRAKZTEbuaD0ej/iksFFPBla/38d7770n/hsul0sMl6ijRbpqpVLB2tqaTORzE/f7/ZiZmcH8/Lz0M+jH7vV60Wg0EAwGZa6CEiXmkhcnuUkIACbBJJ/PS9ZVrValx0MhRtKPi8UiZmdnZdDP7XYjEokgEAiIxEq73ZYp+0wmIzM5DA7ApAdVKpUkED58+FBEJ0l4GI1GMndy2IbOYM6BU7OyM6XvLRbLkcGA8zhUTQY+kPk3ZzQHeyqHQSklE/OADigaGhfqoSilflgpdV8pNVZK3Tvwvb+vlHqilHpfKfW9puOfnB57opT6jOn4olLqT6bHf0Mp5Zged06/fjL9/sJF1nxW2O12qcmzPMKNkjV00ok56xEIBHDt2jWZ6iYbam1tDblcDk6nE5ubmwgGg4jH42JL+/DhQ1H5DYfDWFxclBJWOByGz+eTWZJgMCgS7Pl8Xjw1lFKoVCp49OgRlFLSOKeAI/BBMAEg9rXhcBiBQADvvPMOGo2GBEV6sft8PrjdboTD4X0MMYfDgSdPnmBnZ0eyFPYlKI/CgUuqGtdqNeRyOQyHQ9y8eRORSATdblcMrcxqvWZQLt/r9QoBgCKNzILMDoaHgYHGXPYKh8PIZDLyNWdQTsPYMgcRzfDS+Kjjok35dwH8IIA/Nh9USt0B8CMA7gL4JID/XSllVUpZAfwzAN8H4A6AH50+FwB+AcA/NgzjOoAqgJ+YHv8JANXp8X88fd5zA5lCLNc4HA40m00pcXEKnmUsr9eLTCYjpauFhQXYbDZRwiV1ttVqicMhMxfSWllKY3bEu3i73S4NbEqLjEYjVKtVeL1ezM/Pi9d8o9EQSnEgEIDH40Gr1UK/35dg4vP5xKc9HA4jHA4LDZY0YKfTiXA4LBkDZ0vsdjvq9bpolxmGIfpX7N04nU5phFNvjP0ls6vh0tISdnd30Wg0RDWZEvRmNJtNKKVERsblcsk1IhjUjwooDADmgEIVaeI0DC/z+/H3RAs0anzUcaG/AMMwHhiG8f4h3/oUgF83DKNvGMYqgCcA/tz03xPDMFYMwxgA+HUAn1KTHeEvAPjN6es/B+AHTOf63PTxbwL4LvUc1fDMApGUBqGuk9PpFHYPpTe63S7W19dFSp5WwG63G41GA9evXxe9Lrobtttt7O3tYXFxEePxWOxiW60WFhcXRaSQUvAOhwP9fl8YZwxCkUgEXq9XqLetVgulUmnfWs2ZSb1eh9vtRjableDocrkQj8dRq9UwGAykv0KzMGBCz63X62i323C5XJiZmRHpfa/XKxsrMwjSa2kHzDKYuYQIAOVyWRSJD27mVAw2lxnphsnnmpldx5W8gP0B5SDOE1B0uUtD49nRhmcAbJq+3poeO+p4FEDNMIzhgeP7zjX9fn36/KeglPpJpdSfKqX+lDLyFwXr5IxhNptNJDroed7v92XDbjQasjGOx2Mxl6Iro9vtltIOJ62VUpidnUUoFEKtVsPKygp2d3fF6rZQKOD9999HLpeTAFUqlRAKhaSXMRwOMR6P4ff7JbiYPdYpKUKWVb1eh9PpFOVeBkqn04nRaIREIoFbt25hMBgIecDn86HX62FjY0M86ykRE4vF9mUnfC9qd5l7UOw5hUIhMbuihEun08Hm5iaKxaL0mGgFwOBp9h6hkjGDJoPZURmKWbjzKOiAoqFxPpz4F6OU+n0AqUO+9bOGYfzW5S/p/DAM47MAPgsA9+7dM054+qlBC1mWn9ikByCZh91uF3HAmZkZjEYjPH78GJVKBcFgEOVyGVarFblcDsAkQ1hZWcHNmzeRSqUwGo3Q6/WQz+eRSCTgcrlQLpfRbDalTAZM2FRPnjwR+1t60lMihPL09EFhr2d3d1cCEGXWk8mkBEqaT1UqFfExX1pawtbWFt59913s7u6iVquJ6OX8/DwsFouo/nItB42emKWYvV+q1arIx3DeI5vNijJwq9WSeZN6vS49LLMVMzM5npslJwaB44LBQerwQXBNRwUlM8zy9RoaH3WcGFAMw/juc5x3G0DW9PXs9BiOOF4BEFJK2aZZiPn5PNeWUsoGIDh9/nMD77ABIJ1OY2ZmBtVqVXxEcrmcbJYul0t8Qd577z2ZQWm324jFYlhbWxM2WC6Xw3d+53dKY57e6WzSu91uXLt2TWiupVIJjUYD/X4fr776qsx8cILd5/OhXq9Lr4cMpEwmg+XlZRSLRekJUSeLcLvdonacSCSk6c8hxEAgIPIkVqtV7IZLpZIMVh517bxeLwqFgqgDD4dDJJNJURYGIJPzZq0yBkbSgynOyGyAfRQAYlp2UoYCfGCGdRRYTjstLsPeV0PjRcCzKnl9EcCPTBlaiwBuAPgqgK8BuDFldDkwadx/0Zjs1n8I4Iemr/80gN8ynevT08c/BOD/M7i7PyeQzcUBR86S0B6XplGkClOldzQaYWlpSQQN+/0+Njc3YbPZUKvVEAqF9vVkotHoPmdCSreHw2HcuHEDwKQxvbCwIA6SdIEEIPpWvDwsAbVaLWQyGZmHSaVST2243LRZAqNfO+dHZmZmMDs7K5L6LDv1ej0JBofB6XTC4/FIkKOkSyqVEgsAM8zlJovFAo/HI2oA7OGYAwp7KOzJUEvtuIBy2PseXINmbGlonB0XpQ3/ZaXUFoBvB/BvlFJfAgDDMO4D+DyA9wD8DoCfMgxjNM0+fhrAlwA8APD56XMB4O8B+Bml1BNMeiS/PD3+ywCi0+M/A0Coxs8LDCgAZCKaA3/RaBRKKbRaLemLdDod6X/Q/jaVSiGZTKLb7QrL6WMf+5joZrFxzWlyTq1z02ZPI5vNIpX6oALJgGKz2TAYDPb1F4CJWnCxWBT13kQi8dRmOxgMsLW1hfn5eYTDYbEL5p282+2WORsGJQZNPvcosEzFSXzO6Xi93kNLT2Yb5KNAZpe5jwJA+j8nlapsNts+VeaD0AFFQ+N8uNBfjWEYXwDwhSO+93MAfu6Q478N4LcPOb6CCQvs4PEegB++yDovCqfTKYNwlG/3eDwolUoSBOgm6HA4sL6+jl6vJzImfr8fvV4Pfr8fN27cgGEYWFxclN4MewLD4VDu4Knoy9kNlsCYmRCc+SAJwO/3o9lsSpOedGWWwszCiMCEPbW1tYV2u41r165hZWVFymWUMqGUPvCBTDvPQ+MvbuqHgX4q6XRaPgNLbzwvwfOetKEfbMxzDqjT6ZwqoACHBw5eRx1QNDTODk2cPwVYlgIgzWCPxwO73Y5yuSwy8rSwzefzyOVy4jNCZhIw8dfIZrPIZDLiqeJyuVCr1cSro9vtIpvNysBfpVKRIHKQMU2W1XA4lMZ0MBiUeRJqd/X7fZGpN6NWqwkRgAHQZrPtm6ynzAnwQUAhc4wmXceh3+/D4/EgFovB5XJJz+GwTOG0DXFzQOE15FzOaSRT+F4HcRaGl4aGxn7ogHIK2O12YXZR6txut8Pn86FYLIpEPAUe2WvZ3d3F6uqqSMNXKhXcunUL6XQavV5PnAJ7vZ64KA4GAxiGgUgkgmg0Cr/fj36/j+3t7UPXRh0xOkcyu+GwHvsonHep1Wool8sYDAYYDodYXl6G0+nE3Nwc2u22TKLb7Xa022243e59g5uUa2eTnKW2o8BAS1MtStDwugJ4KqCcdkKd5Ter1YpUKiUltLNkKAehA4qGxvmh/2pOAQYJAELv5ezF9va2zFKsra3BMAz4fD6Rpa/X69KjaLfbwmDi4KB58rter4t+VDQaFbXhdruNYrEIr9eLSCTy1Pr8fj/K5fI+jxW/3y9ZVbfbRTweh8VikTJWq9VCLpdDp9PB66+/LuU3DmFSfoTGWoVCQeZHqGPGYHdcQCGlmgrDwWBw30wP8HRAOQ1d19yYZw9nPB7DMIwTgwFl6XVA0dC4XOgM5RQg44gbNGm8qVQKe3t74jjIklUikYDX60U2m8Xs7Cxu376NTCaDZDIp/umUXKdEfDweBwA5Tn8RwzAwPz8vUiec+zCD1rzdblek1B0Oh8zMUD6e/RalFPr9Pra2tiS4NBoNNJtNkXihaCUn07k2BhASE8wmUwdB3TFaGgP7KbYMHOYy3Fk1tMyvPU1DnziKOnyWGRQNDY390LdhpwAFIkkdbrfbMl1OiflIJCISJGwQczalUChgZmYGmUwG169fR7VaxWg0QiwWQ7PZlPmQ3d1dBAIByUJ4508HRA77eTyefU1wt9sNq9UqWlfMLmZnZzEYDNBoNLC5uSnyMKurq1hbW0MkEkEikUChUBDfedrnMpuiwCQwyTbIZiNV2GwydZDtRUtkZmAUsyQOZgosKZ43oJy2oc/nsC9khmZ4aWicH/ov5xSgv8ZwOITT6USj0ZBNx+VyodPpyCAes5dsNovBYIDd3V2Ew2HcunULa2tr6HQ60lO4ceMGCoWCGDtxWjyRSACAlMT8fr+YTnU6HdTr9X0BhcGLwYa6Y2xS12o1VKtVpNNp0RKz2+3IZrPIZidzppS8p4Q8VZR5ftKkW60W0um0BA/+T+ozMR6PZT1kjR1mQGUOKAwIp8kOGIwOCyinzVD4Oc1EBx1QNDTOD13yOgUo6bG3tyd9CMMwEAwGcePGDdjtdnS7XaRSKRFtDIfDKBQK6Ha7kgnY7XbUajV0Oh2xwHU4HNI3iMfjeP311yXAcJNm6anb7QrjyuylTuXeVqslvurARDGY8vfMEtrtNkajEV577TVEIhHJRBKJhFgAc2DwYBZEi+NoNLrvvZVST/VRqIpsttg9DOYhw7P2Lw7O3Jyl5HUYIYBfa10uDY3zQQeUU4DDe5RoDwQCmJ+fh9fr3ceI4sBeLBbD7u6uzJ5Qft7tdqPZbGIwGIgYInsQ3MjMd8vmu35SesnaqtVq8jzOipDFVavVUK/XxY3wzp07CIfDKBaLePToEdxuN1566SURaszn88LGGo1GonZsBvsoDofjKakRTsATdItk0DwOzBRIx+ax0+BgQOFQ42nEqA8jBOgZFA2Ni0EHlFOCkuucy+Cd/N7enjTanU4nUqmUeKXTS4SbsXkjZkChXEi32923kXGT5d0ys5Zer4dgMChSKb1eD7VaTXo59XodnU4H0WhUzL08Hg9mZ2fRbDaxt7eHmzdvStaTTCYxGo2E8TUcDkUl2Ax+Bpp4Hbw25oDSbDYxGo1OzE6A/Rv7eTIU8xzLaRli5vc4LMPRAUVD43zQfzmnhNnKll+3220Mh0MEg0Hxb+egn1IKoVAI3W53n9UsAJkU53kASDmL4AZtNnDisCEDVqVSkfKTzWaTwcHRaIRUKrVP/DGdTiOdTgs7i3C5XEgmkygUChgOh9jb25OJfzP8fj/C4fChtGWajnFDZ4/nuOl54mBAobLwaXBQ0+u0DDEAkskcpCyb16ShoXE26L+cU8LpdIp3ibkhbBgGHA4HgsEg6vU6YrEYut2u3OH7/f59MiX0YyfYQ6FWFnEwoACTLKFarYqcS7/fRzgclscsL1ErzAy73Y5XX30V1WoVxWIRNptNvFOYWeXzeRmUPAibzSYqyAdhbsyzZBaLxU51Xc29jLM2xM0Bxe12HyqffxwOzqLogKKhcTHov5xTgqUpZgpmcUIq+DabTdy4cQMOhwNbW1sIh8P79LMcDgeSyaSUuwBIgKKwI8EAY84yWGpjP2drawv9fl9mWYAP+giHbfz0lqdFcLVaRa1Wg9frRSAQkOHDwwIKTcYO27C57sFgILbBLNGdBBpekV12ls2cUjMM7KcRhjy47oMBhevR0NA4O3RAOSVcLtc+rw5gcmc8Go1gsViQTCaxsrKCarUqYo8+n082SgDizHgQ3BQPZigHg4J5Q1dKIRAIyMQ9qb2UfzlKAZh0Ypbmms0mWq2WGIjRp/0g7HY75ubmDi1HkQXHuRMzC+w0YLY3HA5PVSY7uC7+HHius7xvr9eTrzVlWEPjYtC3YqeEeYAPgKj5cjMPh8Nwu90olUpoNpuiqWW1Wp9S+D0Ii8UigQnAkYOCB0Enx3q9LmskW+w01FeHw4FoNCpClJRIOQrH9TYcDgfG47GoIp8F1ANjBngWMKCchTJsfl8zu0wHFA2Ni0EHlFOCJR/e0ZLhRe0oujd2u110Oh0EAgGZITkpoAAfbKrA4f2Tw0AP93a7jb29PQSDQfh8PthstjNtrJx8z2QywuY6K7hWuiqeBXa7/VwZhvm1DPRnzVCAD3onZ3Vq1NDQ2A8dUE4JbtLcuMx3xS6XCxaLBdFoFKPRSAQfgckdM10PjwKNuc4aUACIPwqZVceVu54lOG9znoBk3sTPE1AASKA/a4YCYJ86gA4oGhrnhw4opwSHDs0ZCmdFuIl6PB7E43EZcAQ+2OCOy1LG4zFcLte+gMK+xEmwWq0IBAJi1HWaUtmzANdxHlxGQCE9+ywN9YMMs/O8v4aGxgfQAeWUoEAkN33zQBwb5aTihkIh2dhOCii8M6bNLnB4Q/44MEspl8tiz/vNBG7i51H5pR3wefovfD8dUDQ0Lgc6oJwSFotFZN2BD3oolHsn0un0PpbTSQGFgYn+8YZhnDmgWK1WmUUBTlcq+zCBm/h5JOM5E3Te15sZZua1aGhonB06oJwSZsVhNoHJqDpuA+cmd1QPhRsZTa263a4MS54FNK5SSn3TZSgMCufdzPl5z/N6DjfqGRQNjYtD//WcEsxQaKTFbOIkiu5ZMhQAaLVaAM6eZVitVgSDQXg8nlNLl3yYEAgEnhKdPC14/c+boZxnSl9DQ+Np6L+gM8But6Pf76Pf74uf+Wk28ONmUbiRkZbc7XbPnWWch7L7YcF5G/rAxTIUM0vsrPMzGhoa+6EzlDPA6XSKpzxLVaehyR4XUPb29oRBRvXcgzL2GseD2dx5S14ANGVYQ+MSoAPKGUDvEk510yflJJwmQ+H5zf9rnA4OhwOZTOZcGcZFKMsaGhr7oQPKGeB0OsWEieKNpylNHRVQeC6eg4Hkm62p/mHAeYMwaceAvu4aGheFDihngNPpFJ2t0Wh0IsOLOEp+5aBcCOdZziqQqHEx8PrrDEVD42LQAeUMsNlsMAxD5j2cTuepp9kPk19hH4Z3xk6nE7Ozs2fy9NC4OHRA0dC4HOiAcgZQ7JEB5bS6VUdRhw8TNNSb2vOHw+HYV/rS0NA4H/TudQbQ8Krb7cJqtZ66CWwOKOY6PRvyeiO7WoRCoQvRljU0NCbQGcoZwAyFvh+nbQQfl6HojOTqcR4NMQ0NjaehA8oZQPFHeo6clhV0lPwKpVv6umZLAAAMSElEQVQ0NDQ0XgTogHIGcO7kLAwv4PAMhU6BOkPR0NB4UaADyhlgtVrF/52mWmd5rTmgHGR4aWhoaHyzQweUM4DOisDpGV7EwYByHstaDQ0NjQ8zLhRQlFI/rJS6r5QaK6XumY5HlVJ/qJRqKaX+6YHXfKtS6s+UUk+UUv9ETSlOSqmIUur3lFKPp/+Hp8fV9HlPlFLfUEq9cZE1XwSUWbdYLGeW+TgqQ9EBRUND40XBRTOUdwH8IIA/PnC8B+B/AvB3D3nNPwfwXwG4Mf33yenxzwD4A8MwbgD4g+nXAPB9puf+5PT1V4ZgMIhoNHrmUtVhGQpLaBoaGhovAi60mxmG8cAwjPcPOd42DOPfYxJYBEqpNICAYRhfMQzDAPCrAH5g+u1PAfjc9PHnDhz/VWOCrwAITc9zJXC5XHA6nWfWjjoov6IZXhoaGi8anvft8QyALdPXW9NjAJA0DCM3fZwHkDS9ZvOI1zx3WK3Wc/mVHJRf0TMoGhoaLxpO3NGUUr8PIHXIt37WMIzfuvwlAYZhGEop46yvU0r9JCZlMczNzV36uoDJcKNhGGeebjdTh5VST03Na2hoaHyz48SAYhjGd1/i+20DmDV9PTs9BgAFpVTaMIzctKRVNL0me8RrDq71swA+CwD37t07c0A6DcLh8LleZw4ok2qfbshraGi8WHiuJa9pSauhlPr4lN31YwCY5XwRwKenjz994PiPTdleHwdQN5XGvmlgDih6BkVDQ+NFxIVukZVSfxnA/wYgDuDfKKXeNgzje6ffWwMQAOBQSv0AgO8xDOM9AH8LwK8AcAP4t9N/APDzAD6vlPoJAOsA/sr0+G8D+H4ATwB0APz1i6z5qmCWX2EfRWcoGhoaLxIutKMZhvEFAF844nsLRxz/UwAvH3K8AuC7DjluAPipi6zzwwBzhjIajWCxWDRlWEND44WC3tGeIziLsre3p8tdGhoaLxx0QHmOYEChD4qGhobGiwQdUJ4jrFYrhsOhHmrU0NB4IaEDynOE1WrFYDAAoBvyGhoaLx50QHmOMDfhdYaioaHxokEHlOcIs82szlA0NDReNOiA8hzBgGL2VdHQ0NB4UaADynMEg4jOTjQ0NF5E6IDyHMGAovsnGhoaLyJ0QHmO0BmKhobGiwy9sz1HWK1WhEIheL3eq16KhoaGxqVDB5TnjFAodNVL0NDQ0Hgm0CUvDQ0NDY1LgQ4oGhoaGhqXAh1QNDQ0NDQuBTqgaGhoaGhcCnRA0dDQ0NC4FOiAoqGhoaFxKdABRUNDQ0PjUqADioaGhobGpUAZhnHVa3gmUEqVAKyf8+UxAOVLXM5lQq/tfNBrOx/02s6Hb+a1zRuGET/PiV/YgHIRKKX+1DCMe1e9jsOg13Y+6LWdD3pt58NHdW265KWhoaGhcSnQAUVDQ0ND41KgA8rh+OxVL+AY6LWdD3pt54Ne2/nwkVyb7qFoaGhoaFwKdIaioaGhoXEp0AHlAJRSn1RKva+UeqKU+sxzeL+sUuoPlVLvKaXuK6X+u+nxf6CU2lZKvT399/2m1/z96freV0p977Neu1JqTSn1Z9N1/On0WEQp9XtKqcfT/8PT40op9U+ma/iGUuoN03k+PX3+Y6XUpy9hXbdM1+dtpVRDKfW3r+raKaX+hVKqqJR613Ts0q6TUupbpz+HJ9PXqguu7R8ppR5O3/8LSqnQ9PiCUqprun6/dNIajvqcF1jbpf0MlVKLSqk/mR7/DaWU44Jr+w3TutaUUm9f0XU7au+4ut85wzD0v+k/AFYAywCWADgAvAPgzjN+zzSAN6aP/QAeAbgD4B8A+LuHPP/OdF1OAIvT9Vqf5doBrAGIHTj2DwF8Zvr4MwB+Yfr4+wH8WwAKwMcB/Mn0eATAyvT/8PRx+JJ/dnkA81d17QB8J4A3ALz7LK4TgK9On6umr/2+C67tewDYpo9/wbS2BfPzDpzn0DUc9TkvsLZL+xkC+DyAH5k+/iUAf/Miazvw/f8FwP98RdftqL3jyn7ndIayH38OwBPDMFYMwxgA+HUAn3qWb2gYRs4wjDenj5sAHgCYOeYlnwLw64Zh9A3DWAXwZLru5732TwH43PTx5wD8gOn4rxoTfAVASCmVBvC9AH7PMIxdwzCqAH4PwCcvcT3fBWDZMIzjhlmf6bUzDOOPAewe8p4Xvk7T7wUMw/iKMflL/1XTuc61NsMwftcwjOH0y68AmD3uHCes4ajPea61HYMz/Qynd9R/AcBvXvbapuf+KwD+5XHneIbX7ai948p+53RA2Y8ZAJumr7dw/OZ+qVBKLQB4HcCfTA/99DQ1/RemVPioNT7LtRsAflcp9XWl1E9OjyUNw8hNH+cBJK9wfQDwI9j/h/1huXaXdZ1mpo+fxRoB4McxuQMlFpVSbyml/kgp9QnTmo9aw1Gf8yK4jJ9hFEDNFDgv87p9AkDBMIzHpmNXct0O7B1X9junA8qHBEopH4B/DeBvG4bRAPDPAVwD8BqAHCap9VXhOwzDeAPA9wH4KaXUd5q/Ob17uTK64LQm/p8B+FfTQx+maye46ut0FJRSPwtgCODXpodyAOYMw3gdwM8A+L+VUoHTnu+SPueH8md4AD+K/TcxV3LdDtk7LnzO80IHlP3YBpA1fT07PfZMoZSyY/IL8WuGYfw/AGAYRsEwjJFhGGMA/wcmKf1xa3xmazcMY3v6fxHAF6ZrKUxTYqb0xataHyaB7k3DMArTdX5orh0u7zptY39J6lLWqJT6LwH8JQB/bbr5YFpOqkwffx2T3sTNE9Zw1Oc8Fy7xZ1jBpLRjO2TN58b0fD8I4DdMa37u1+2wveOYcz7737nTNoA+Cv8A2DBpSC3ig8be3Wf8ngqT2uT/euB42vT472BSNwaAu9jflFzBpCH5TNYOwAvAb3r8HzHpffwj7G/8/cPp47+I/Y2/r06PRwCsYtL0C08fRy7pGv46gL/+Ybh2ONCYvczrhKcbpN9/wbV9EsB7AOIHnhcHYJ0+XsJkEzl2DUd9zgus7dJ+hphkruam/N+6yNpM1+6PrvK64ei948p+557ZRvnN+g8TJsQjTO4ufvY5vN93YJKSfgPA29N/3w/g/wLwZ9PjXzzwB/az0/W9DxPr4lmsffqH8c70332eF5Pa9B8AeAzg902/gArAP5uu4c8A3DOd68cxaaI+gSkAXHB9XkzuQoOmY1dy7TApf+QA7GFSb/6Jy7xOAO4BeHf6mn+K6WDyBdb2BJPaOX/vfmn63P98+rN+G8CbAP7Tk9Zw1Oe8wNou7Wc4/R3+6vTz/isAzousbXr8VwD8jQPPfd7X7ai948p+5/SkvIaGhobGpUD3UDQ0NDQ0LgU6oGhoaGhoXAp0QNHQ0NDQuBTogKKhoaGhcSnQAUVDQ0ND41KgA4qGxglQSv3H6f8LSqn/4pLP/T8c9l4aGt+M0LRhDY1TQin15zFRwP1LZ3iNzfhAR+qw77cMw/Bdxvo0NK4aOkPR0DgBSqnW9OHPA/jE1Ovi7yilrGriKfK1qYjhfz19/p9XSn1ZKfVFTCbRoZT6f6fimvcpsKmU+nkA7un5fs38XlPvin+klHp36kfxV03n/ndKqd9UEy+TXzvRo0JD4znBdvJTNDQ0pvgMTBnKNDDUDcP4mFLKCeA/KKV+d/rcNwC8bEwk1gHgxw3D2FVKuQF8TSn1rw3D+IxS6qcNw3jtkPf6QUyEEb8FQGz6mj+efu91TCRIdgD8BwD/CYB/f/kfV0PjbNAZiobG+fE9AH5MTRz7/gQTyYsb0+991RRMAOC/VUq9g4nvSNb0vKPwHQD+pTERSCwA+CMAHzOde8uYCCe+jYnWlIbGlUNnKBoa54cC8N8YhvGlfQcnvZb2ga+/G8C3G4bRUUr9OwCuC7xv3/R4BP13rPEhgc5QNDROjyYmVqvElwD8zamEOJRSN5VS3kNeFwRQnQaT25iotxJ7fP0BfBnAX532aeKYWNF+9VI+hYbGM4K+s9HQOD2+AWA0LV39CoBfxKTc9Oa0MV7C4RapvwPgbyilHmCikPsV0/c+C+AbSqk3DcP4a6bjXwDw7ZioPBsA/nvDMPLTgKSh8aGEpg1raGhoaFwKdMlLQ0NDQ+NSoAOKhoaGhsalQAcUDQ0NDY1LgQ4oGhoaGhqXAh1QNDQ0NDQuBTqgaGhoaGhcCnRA0dDQ0NC4FOiAoqGhoaFxKfj/AWJqkFK3nJy3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian.csv', verbose=True)\n",
+ "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 125,
+ "execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994096\n"
+ "-6794.348261349827\n"
]
},
{
"data": {
"text/plain": [
- "('eolbrvxtpqzuhdyswcmkigfnja',\n",
- " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
- " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
" 1.0)"
]
},
- "execution_count": 125,
+ "execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" initial_temperature=50,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian-50.csv', verbose=True)\n",
+ "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian-50.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
},
{
"cell_type": "code",
- "execution_count": 126,
+ "execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 127,
+ "execution_count": 84,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-2494.549133086381 -3935.561885011543 sa-random-unigram-uniform.csv\n",
- "-2494.549133086381 -3862.1721721032586 hillclimbing-random-unigram-uniform.csv\n"
+ "-2516.00992398943 -3869.307250218112 sa-random-unigram-uniform.csv\n",
+ "-2516.00992398943 -3839.3134735383337 hillclimbing-random-unigram-uniform.csv\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 128,
+ "execution_count": 85,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-6762.002908994095 -12382.205332762649 hillclimbing-random-trigram-uniform.csv\n",
- "-6762.002908994095 -8523.074815108963 sa-given-trigram-uniform-50.csv\n",
- "-6762.002908994095 -12897.908909587839 sa-random-trigram-uniform-50.csv\n",
- "-6762.002908994095 -8347.978847763903 hillclimbing-given-trigram-uniform.csv\n",
- "-6762.002908994095 -11531.53274337052 sa-given-trigram-gaussian.csv\n",
- "-6762.002908994095 -8347.978847763903 hillclimbing-given-trigram-gaussian.csv\n",
- "-6762.002908994095 -12999.784533122312 sa-random-trigram-uniform.csv\n",
- "-6762.002908994095 -8612.777635758275 sa-given-trigram-gaussian-50.csv\n",
- "-6762.002908994095 -10935.574066404368 sa-given-trigram-uniform.csv\n"
+ "-6794.348261349826 -12720.143220102082 hillclimbing-random-trigram-uniform.csv\n",
+ "-6794.348261349826 -8829.190767456532 sa-given-trigram-uniform-50.csv\n",
+ "-6794.348261349826 -12353.066243453513 sa-random-trigram-uniform-50.csv\n",
+ "-6794.348261349826 -8615.89272592576 hillclimbing-given-trigram-uniform.csv\n",
+ "-6794.348261349826 -11354.213044609856 sa-given-trigram-gaussian.csv\n",
+ "-6794.348261349826 -8615.89272592576 hillclimbing-given-trigram-gaussian.csv\n",
+ "-6794.348261349826 -12473.766416410037 sa-random-trigram-uniform.csv\n",
+ "-6794.348261349826 -8812.095650467198 sa-given-trigram-gaussian-50.csv\n",
+ "-6794.348261349826 -11135.426970803037 sa-given-trigram-uniform.csv\n"
]
}
],
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.7"
+ "version": "3.6.8"
}
},
"nbformat": 4,
-worker,iteration,fitness
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+4,3000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,10000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+4,10500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,12500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,13500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,14500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,15500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,16500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,13500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,14500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,15500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,16500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,2500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,5000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,10500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,12500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,13500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,14500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,15000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,15500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,16000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,16500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,17000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,17500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,18000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,18500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,19000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,19500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+7,0,-3107.538183498478,abcdefghijklmnopqrstuvwxyz,sqwzlcuvtijephfrxmgnbydaok,sqwzlcuvtijephfrxmgnbydaok,qkicfaygbnweojuxhptlsvrdmz
+7,500,-2528.0201854087486,abcdefghijklmnopqrstuvwxyz,txrpqvyubhwciglazjefmkodsn,txrpqvyubhwciglazjefmkodsn,qkicfaygbnweojuxhptlsvrdmz
+7,1000,-2517.7811129537017,abcdefghijklmnopqrstuvwxyz,uxrefaygbhwcitlvnpjqskmdoz,uxrefaygbhwcitlvnpjqskmdoz,qkicfaygbnweojuxhptlsvrdmz
+7,1500,-2516.2374642297154,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikmdoz,byrefavguhwcstlxnpjqikmdoz,qkicfaygbnweojuxhptlsvrdmz
+7,2000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,2500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,3000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,3500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,4000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+7,4500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+7,5000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,5500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,6000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,7000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+7,7500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+7,8000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+7,8500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,3500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+8,4000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,11500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,13500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,14500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,15500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,17500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,18500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,19500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,11500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,12500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,13000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,13500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,14500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,15000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,15500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,16500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,17000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,17500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,18000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,18500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,19000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,19500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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"cells": [
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"import pandas as pd\n",
"import csv\n",
+ "\n",
+ "from scipy.stats import kendalltau\n",
+ "\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
+ "\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def calc_tau(row):\n",
+ " return kendalltau([ord(c) for c in row['mapped_cipher_alphabet']], [ord(c) for c in row['target_cipher_alphabet']])[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-11168.92114676162 -6794.348261349826 test.csv\n",
+ "(-11168.92114676162, -6794.348261349826)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(-11400, -6600)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_ylim = None\n",
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " y1 = df.fitness.max()\n",
+ " y0 = df.fitness.min()\n",
+ " print(y0, y1, f)\n",
+ " if test_ylim:\n",
+ " test_ylim = (min(test_ylim[0], y0), max(test_ylim[1], y1))\n",
+ " else:\n",
+ " test_ylim = (y0, y1)\n",
+ "print(test_ylim)\n",
+ "test_ylim = (math.floor((test_ylim[0] - 100) / 200) * 200, math.ceil((test_ylim[1] + 100) / 200) * 200)\n",
+ "test_ylim "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=test_ylim, figsize=(8,6))\n",
+ " fig.savefig(f + '.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " df['tau'] = df.apply(calc_tau, axis=1)\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].tau.plot(ax=ax, color='#00000020', \n",
+ "# ylim=test_ylim, \n",
+ " figsize=(8,6))\n",
+ " fig.savefig(f + 'tau.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>fitness</th>\n",
+ " <th>plain_alphabet</th>\n",
+ " <th>cipher_alphabet</th>\n",
+ " <th>mapped_cipher_alphabet</th>\n",
+ " <th>target_cipher_alphabet</th>\n",
+ " <th>tau</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>worker</th>\n",
+ " <th>iteration</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"30\" valign=\"top\">0</th>\n",
+ " <th>0</th>\n",
+ " <td>-8628.102747</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vscudrzetnmixkyjwoahflqpgb</td>\n",
+ " <td>uhjnvwozdplmxrcagtesifkqyb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>500</th>\n",
+ " <td>-10015.192455</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>komvijzretnyuhbdplsqacxfwg</td>\n",
+ " <td>vqdtkplzifcnujmsweroyahxbg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000</th>\n",
+ " <td>-9840.232586</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>arvymkwecdistfnhzxqplujobg</td>\n",
+ " <td>yphdazxwmouitkvqbcerslfjng</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.206154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1500</th>\n",
+ " <td>-9646.643722</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>urvsqtbodclfjimazephywxkgn</td>\n",
+ " <td>shacuzebqkwljtvpgdorfyixmn</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.163077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2000</th>\n",
+ " <td>-9708.403249</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vseardmctuixkyhlbfpzjqwngo</td>\n",
+ " <td>azluvbfmrnqikdepgtcsxjywho</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.046154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2500</th>\n",
+ " <td>-9591.345828</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>zctsvkhuefgjldnximrwqoyapb</td>\n",
+ " <td>swxfzimhvaoglktrpeucjqdynb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.255385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3000</th>\n",
+ " <td>-9274.661200</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cydfztnursvmikxojlehawqpgb</td>\n",
+ " <td>fhoscjlnzpwvitdegruymakqxb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3500</th>\n",
+ " <td>-9762.290517</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>syjtdwiruevbcmzxgqkhanflop</td>\n",
+ " <td>thxesgqidlnvcwjkourybamfzp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.113846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4000</th>\n",
+ " <td>-9566.802526</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rxsezjclvidofnuahmykwtgqpb</td>\n",
+ " <td>ekairhmczqtdfjsypvlxowngub</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4500</th>\n",
+ " <td>-9709.704262</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tjrzvlndeackbfxiwmsupgyhqo</td>\n",
+ " <td>zuiatwmnvhgcblrsqedjkpfyxo</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5000</th>\n",
+ " <td>-9645.595659</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>dksvuhtxqzegnwmcaryfpjilbo</td>\n",
+ " <td>vfczdartuljenhsybqxkgpwimo</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5500</th>\n",
+ " <td>-9595.573049</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>drtnskeciuoybpmvzfgjawhlqx</td>\n",
+ " <td>njvudzfeslwobktgqicryaphmx</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6000</th>\n",
+ " <td>-10134.537884</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cpuexkdronsytfvzlmwbjiqahg</td>\n",
+ " <td>ebznclmdxaistkuwhorpyjfqvg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6500</th>\n",
+ " <td>-9741.092822</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cvuixydrkbmwtfzeqsgnphljoa</td>\n",
+ " <td>inebcqsdxjhmtyugokrvwpflza</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7000</th>\n",
+ " <td>-9511.269200</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>zorytuqsvdhcewjnixgamkfpbl</td>\n",
+ " <td>yandzixqtpkheurgbvsocmwfjl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.236923</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7500</th>\n",
+ " <td>-9832.513040</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cuftdrzwnybishempjvkgaloqx</td>\n",
+ " <td>tkmycpjzdoabsrfvqnwuighlex</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.193846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8000</th>\n",
+ " <td>-9107.286677</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vydsctgnzkxirwmehjlofuaqbp</td>\n",
+ " <td>soekvhjgcquxrtdlbznyifwamp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.009231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8500</th>\n",
+ " <td>-9257.228364</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>secovzfrdltmubkyhnxwgajiqp</td>\n",
+ " <td>owylshnfviatuzcxqdremgbjkp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.046154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9000</th>\n",
+ " <td>-9566.660006</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tcznvajidyxsoklumhrpebgqwf</td>\n",
+ " <td>npuytmhjvqbxoazrwdicsekglf</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.175385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9500</th>\n",
+ " <td>-9567.994771</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vrmyexncfkzudbsoawhtliqjpg</td>\n",
+ " <td>ytokvawnejizdxmhpfcrulbqsg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.003077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10000</th>\n",
+ " <td>-9100.590756</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sancvzmtrdkjhexulioywpqgfb</td>\n",
+ " <td>cyudslimvgpkhznofrtajweqxb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.033846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10500</th>\n",
+ " <td>-9476.196668</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>easutfcvrdzwxjnkbmyqhlgpoi</td>\n",
+ " <td>uqkdebmctplzxfsyorvawhjgni</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.144615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11000</th>\n",
+ " <td>-9393.930253</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vtsuazrnmjipexdwcblqfohkgy</td>\n",
+ " <td>uqwjvcbrakoiezslgmntpfxhdy</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11500</th>\n",
+ " <td>-8412.054539</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vjsrumothzeidfycknaxwpblqg</td>\n",
+ " <td>rxczvknoulpedmsaqhtjiwfbyg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.058462</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12000</th>\n",
+ " <td>-9373.262246</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>siruvejwndzthpgcokabfmlxyq</td>\n",
+ " <td>ubcdsokjvxmzheraynwitfplgq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.169231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12500</th>\n",
+ " <td>-8940.366387</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdsupzxmchetrikjwynboflgaq</td>\n",
+ " <td>ubjhvwyxpgferzsnacmdtoilkq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13000</th>\n",
+ " <td>-8557.340778</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>scvuxdeotinrmzalkjwfyqhpbg</td>\n",
+ " <td>ufliskjexpqnmdvwbtocryzhag</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.224615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13500</th>\n",
+ " <td>-8171.637333</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsukdejznfrtbyxiwhmolapgq</td>\n",
+ " <td>umxnviwekplftdshgzjcrobayq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.316923</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14000</th>\n",
+ " <td>-8450.637319</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcnsumejdazripkyoltghwqfbx</td>\n",
+ " <td>sgyavoleufwzimntbdjcrhpqkx</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14500</th>\n",
+ " <td>-7445.172069</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdejzmnioyxtqwakhgbpfl</td>\n",
+ " <td>uktmvqwerpgnodsafzjcihybxl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.600000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"30\" valign=\"top\">23</th>\n",
+ " <th>5000</th>\n",
+ " <td>-9476.690080</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>ecsudbrvlomwnytkjxahgzqfip</td>\n",
+ " <td>uhkoejxrdfzmnbsailvcwgyqtp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.255385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5500</th>\n",
+ " <td>-9314.062738</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vsuyczidroxmwapnegfhtbqlkj</td>\n",
+ " <td>yhnovegiclbxwzufkrdsmtaqpj</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6000</th>\n",
+ " <td>-9495.030032</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rnvdueyctlzpghsxkijbqfmoaw</td>\n",
+ " <td>dbxlrkiyuofzgevjatcnpqhmsw</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.003077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6500</th>\n",
+ " <td>-9937.475777</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vibscmgltredzhxkojqayfuwpn</td>\n",
+ " <td>sakrvojgcwfezmbqptlidyhuxn</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7000</th>\n",
+ " <td>-9005.034593</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>virusntmbdcjzoxkwafyhepqgl</td>\n",
+ " <td>uykdvwatsqecznrfgbmijhopxl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7500</th>\n",
+ " <td>-9224.941732</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdurkntsexhpogbciyzjqalmfw</td>\n",
+ " <td>rjcxviytkmahonuzfesdpqglbw</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8000</th>\n",
+ " <td>-9285.943028</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rvnuzdakshtqcxiewjymobfpgl</td>\n",
+ " <td>umehrwjazpbtcdnygskvqoxfil</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8500</th>\n",
+ " <td>-9349.181897</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tdvreuwchozkxmisgpfqaylnbj</td>\n",
+ " <td>rqsotgpwenyzxuvfbhcdkamlij</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9000</th>\n",
+ " <td>-8709.705712</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>snrvuzlcdwmhkafyjetxigobqp</td>\n",
+ " <td>vxywsjelubgmkzrtqdcnhiaofp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9500</th>\n",
+ " <td>-9526.938751</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sduvzrwglmaxtofeypcnkijhqb</td>\n",
+ " <td>vnemsypwzhiatrucqlgdxkojfb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.163077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10000</th>\n",
+ " <td>-9799.421945</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>mzsjudxvelhqtocrapykbngwfi</td>\n",
+ " <td>jkrlmapxuwnhtdsyfevzqbogci</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10500</th>\n",
+ " <td>-9138.124734</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sdrvciwuknyzomgpxtejbqalfh</td>\n",
+ " <td>vjpnsxtwclqyoirefkudzbmagh</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.144615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11000</th>\n",
+ " <td>-9208.530069</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vescmrpuzbqinxltjfywgdhkoa</td>\n",
+ " <td>cwtbvjfpmkdqnrsyozueigxhla</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.292308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11500</th>\n",
+ " <td>-9207.441206</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>bjrsvdftcozinwxkemulaphyqg</td>\n",
+ " <td>slkobemfvypzndruqctjiawhxg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.095385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12000</th>\n",
+ " <td>-9081.219187</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sncvwdqtemourkhxigzlybjapf</td>\n",
+ " <td>vlxmsigqwabordczpetnuykjhf</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.089231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12500</th>\n",
+ " <td>-9155.632933</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>smevroancztylxbihgudwkjpfq</td>\n",
+ " <td>vdizshgarpktloeufcnmywxjbq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13000</th>\n",
+ " <td>-8696.404168</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>skvrucnedzypfjwimhxtqlboga</td>\n",
+ " <td>rtizsmhnuolyfcvxgdekpqjbwa</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13500</th>\n",
+ " <td>-8430.207825</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdsrumjtgxeiwkacnlzohybfpq</td>\n",
+ " <td>rocxvnljufyewmszpgtdihkbaq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14000</th>\n",
+ " <td>-8881.481965</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vexrutfdzmnqywskilcjpbaogh</td>\n",
+ " <td>rjkmvilfuobnytxcgzdeqpwash</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.329231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14500</th>\n",
+ " <td>-8391.704203</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rtsvuxekdnzymjqcboifwhlpga</td>\n",
+ " <td>vfcnrboeuphzmxsigdktywjlqa</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15000</th>\n",
+ " <td>-7948.660076</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>veusrtoczyxinwkdalmjhfqgpb</td>\n",
+ " <td>sjdyvalorgfxntumpzceihwqkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.353846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15500</th>\n",
+ " <td>-7583.543584</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetnxziafkgomjyhlwqpb</td>\n",
+ " <td>uygxvomerqlzadsjpntcihfwkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.273846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16000</th>\n",
+ " <td>-7177.945210</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmniofkajbxyhwplqg</td>\n",
+ " <td>uyamvjberlwnodsxqztcihfpkg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.286154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16500</th>\n",
+ " <td>-6943.209465</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjlwahfpqbg</td>\n",
+ " <td>uaxmvjlerqfnodswbztcihypkg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.581538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17000</th>\n",
+ " <td>-6814.331110</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfgpqb</td>\n",
+ " <td>ulxmvjwerpfnodsaqztcihygkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.895385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17500</th>\n",
+ " <td>-6819.395258</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpqgb</td>\n",
+ " <td>ulxmvjwerqfnodsagztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.883077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18000</th>\n",
+ " <td>-6812.903920</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfbgqp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihybkp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.833846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18500</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19000</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19500</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>960 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " fitness plain_alphabet \\\n",
+ "worker iteration \n",
+ "0 0 -8628.102747 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 500 -10015.192455 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1000 -9840.232586 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1500 -9646.643722 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2000 -9708.403249 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2500 -9591.345828 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3000 -9274.661200 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3500 -9762.290517 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4000 -9566.802526 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4500 -9709.704262 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5000 -9645.595659 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 -9595.573049 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 -10134.537884 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 -9741.092822 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 -9511.269200 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 -9832.513040 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 -9107.286677 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 -9257.228364 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 -9566.660006 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 -9567.994771 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 -9100.590756 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 -9476.196668 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 -9393.930253 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 -8412.054539 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 -9373.262246 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 -8940.366387 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 -8557.340778 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 -8171.637333 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 -8450.637319 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 -7445.172069 etoainhsrdlumwycfgpbvkxjqz \n",
+ "... ... ... \n",
+ "23 5000 -9476.690080 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 -9314.062738 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 -9495.030032 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 -9937.475777 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 -9005.034593 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 -9224.941732 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 -9285.943028 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 -9349.181897 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 -8709.705712 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 -9526.938751 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 -9799.421945 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 -9138.124734 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 -9208.530069 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 -9207.441206 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 -9081.219187 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 -9155.632933 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 -8696.404168 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 -8430.207825 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 -8881.481965 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 -8391.704203 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15000 -7948.660076 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15500 -7583.543584 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16000 -7177.945210 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16500 -6943.209465 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17000 -6814.331110 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17500 -6819.395258 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18000 -6812.903920 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19000 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ "\n",
+ " cipher_alphabet mapped_cipher_alphabet \\\n",
+ "worker iteration \n",
+ "0 0 vscudrzetnmixkyjwoahflqpgb uhjnvwozdplmxrcagtesifkqyb \n",
+ " 500 komvijzretnyuhbdplsqacxfwg vqdtkplzifcnujmsweroyahxbg \n",
+ " 1000 arvymkwecdistfnhzxqplujobg yphdazxwmouitkvqbcerslfjng \n",
+ " 1500 urvsqtbodclfjimazephywxkgn shacuzebqkwljtvpgdorfyixmn \n",
+ " 2000 vseardmctuixkyhlbfpzjqwngo azluvbfmrnqikdepgtcsxjywho \n",
+ " 2500 zctsvkhuefgjldnximrwqoyapb swxfzimhvaoglktrpeucjqdynb \n",
+ " 3000 cydfztnursvmikxojlehawqpgb fhoscjlnzpwvitdegruymakqxb \n",
+ " 3500 syjtdwiruevbcmzxgqkhanflop thxesgqidlnvcwjkourybamfzp \n",
+ " 4000 rxsezjclvidofnuahmykwtgqpb ekairhmczqtdfjsypvlxowngub \n",
+ " 4500 tjrzvlndeackbfxiwmsupgyhqo zuiatwmnvhgcblrsqedjkpfyxo \n",
+ " 5000 dksvuhtxqzegnwmcaryfpjilbo vfczdartuljenhsybqxkgpwimo \n",
+ " 5500 drtnskeciuoybpmvzfgjawhlqx njvudzfeslwobktgqicryaphmx \n",
+ " 6000 cpuexkdronsytfvzlmwbjiqahg ebznclmdxaistkuwhorpyjfqvg \n",
+ " 6500 cvuixydrkbmwtfzeqsgnphljoa inebcqsdxjhmtyugokrvwpflza \n",
+ " 7000 zorytuqsvdhcewjnixgamkfpbl yandzixqtpkheurgbvsocmwfjl \n",
+ " 7500 cuftdrzwnybishempjvkgaloqx tkmycpjzdoabsrfvqnwuighlex \n",
+ " 8000 vydsctgnzkxirwmehjlofuaqbp soekvhjgcquxrtdlbznyifwamp \n",
+ " 8500 secovzfrdltmubkyhnxwgajiqp owylshnfviatuzcxqdremgbjkp \n",
+ " 9000 tcznvajidyxsoklumhrpebgqwf npuytmhjvqbxoazrwdicsekglf \n",
+ " 9500 vrmyexncfkzudbsoawhtliqjpg ytokvawnejizdxmhpfcrulbqsg \n",
+ " 10000 sancvzmtrdkjhexulioywpqgfb cyudslimvgpkhznofrtajweqxb \n",
+ " 10500 easutfcvrdzwxjnkbmyqhlgpoi uqkdebmctplzxfsyorvawhjgni \n",
+ " 11000 vtsuazrnmjipexdwcblqfohkgy uqwjvcbrakoiezslgmntpfxhdy \n",
+ " 11500 vjsrumothzeidfycknaxwpblqg rxczvknoulpedmsaqhtjiwfbyg \n",
+ " 12000 siruvejwndzthpgcokabfmlxyq ubcdsokjvxmzheraynwitfplgq \n",
+ " 12500 vdsupzxmchetrikjwynboflgaq ubjhvwyxpgferzsnacmdtoilkq \n",
+ " 13000 scvuxdeotinrmzalkjwfyqhpbg ufliskjexpqnmdvwbtocryzhag \n",
+ " 13500 vcsukdejznfrtbyxiwhmolapgq umxnviwekplftdshgzjcrobayq \n",
+ " 14000 vcnsumejdazripkyoltghwqfbx sgyavoleufwzimntbdjcrhpqkx \n",
+ " 14500 vcsurdejzmnioyxtqwakhgbpfl uktmvqwerpgnodsafzjcihybxl \n",
+ "... ... ... \n",
+ "23 5000 ecsudbrvlomwnytkjxahgzqfip uhkoejxrdfzmnbsailvcwgyqtp \n",
+ " 5500 vsuyczidroxmwapnegfhtbqlkj yhnovegiclbxwzufkrdsmtaqpj \n",
+ " 6000 rnvdueyctlzpghsxkijbqfmoaw dbxlrkiyuofzgevjatcnpqhmsw \n",
+ " 6500 vibscmgltredzhxkojqayfuwpn sakrvojgcwfezmbqptlidyhuxn \n",
+ " 7000 virusntmbdcjzoxkwafyhepqgl uykdvwatsqecznrfgbmijhopxl \n",
+ " 7500 vdurkntsexhpogbciyzjqalmfw rjcxviytkmahonuzfesdpqglbw \n",
+ " 8000 rvnuzdakshtqcxiewjymobfpgl umehrwjazpbtcdnygskvqoxfil \n",
+ " 8500 tdvreuwchozkxmisgpfqaylnbj rqsotgpwenyzxuvfbhcdkamlij \n",
+ " 9000 snrvuzlcdwmhkafyjetxigobqp vxywsjelubgmkzrtqdcnhiaofp \n",
+ " 9500 sduvzrwglmaxtofeypcnkijhqb vnemsypwzhiatrucqlgdxkojfb \n",
+ " 10000 mzsjudxvelhqtocrapykbngwfi jkrlmapxuwnhtdsyfevzqbogci \n",
+ " 10500 sdrvciwuknyzomgpxtejbqalfh vjpnsxtwclqyoirefkudzbmagh \n",
+ " 11000 vescmrpuzbqinxltjfywgdhkoa cwtbvjfpmkdqnrsyozueigxhla \n",
+ " 11500 bjrsvdftcozinwxkemulaphyqg slkobemfvypzndruqctjiawhxg \n",
+ " 12000 sncvwdqtemourkhxigzlybjapf vlxmsigqwabordczpetnuykjhf \n",
+ " 12500 smevroancztylxbihgudwkjpfq vdizshgarpktloeufcnmywxjbq \n",
+ " 13000 skvrucnedzypfjwimhxtqlboga rtizsmhnuolyfcvxgdekpqjbwa \n",
+ " 13500 vdsrumjtgxeiwkacnlzohybfpq rocxvnljufyewmszpgtdihkbaq \n",
+ " 14000 vexrutfdzmnqywskilcjpbaogh rjkmvilfuobnytxcgzdeqpwash \n",
+ " 14500 rtsvuxekdnzymjqcboifwhlpga vfcnrboeuphzmxsigdktywjlqa \n",
+ " 15000 veusrtoczyxinwkdalmjhfqgpb sjdyvalorgfxntumpzceihwqkb \n",
+ " 15500 vcsurdetnxziafkgomjyhlwqpb uygxvomerqlzadsjpntcihfwkb \n",
+ " 16000 vcsurdetzmniofkajbxyhwplqg uyamvjberlwnodsxqztcihfpkg \n",
+ " 16500 vcsurdetzmnioykxjlwahfpqbg uaxmvjlerqfnodswbztcihypkg \n",
+ " 17000 vcsurdetzmnioykxjwalhfgpqb ulxmvjwerpfnodsaqztcihygkb \n",
+ " 17500 vcsurdetzmnioykxjwalhfpqgb ulxmvjwerqfnodsagztcihypkb \n",
+ " 18000 vcsurdetzmnioykxjwalhfbgqp ulxmvjwergfnodsaqztcihybkp \n",
+ " 18500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ " 19000 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ " 19500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ "\n",
+ " target_cipher_alphabet tau \n",
+ "worker iteration \n",
+ "0 0 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 1000 ulxmvjwergfnodsaqztcihypkb -0.206154 \n",
+ " 1500 ulxmvjwergfnodsaqztcihypkb -0.163077 \n",
+ " 2000 ulxmvjwergfnodsaqztcihypkb -0.046154 \n",
+ " 2500 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
+ " 3000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 3500 ulxmvjwergfnodsaqztcihypkb 0.113846 \n",
+ " 4000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
+ " 4500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 5000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 5500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 6000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
+ " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 7000 ulxmvjwergfnodsaqztcihypkb 0.236923 \n",
+ " 7500 ulxmvjwergfnodsaqztcihypkb -0.193846 \n",
+ " 8000 ulxmvjwergfnodsaqztcihypkb 0.009231 \n",
+ " 8500 ulxmvjwergfnodsaqztcihypkb 0.046154 \n",
+ " 9000 ulxmvjwergfnodsaqztcihypkb 0.175385 \n",
+ " 9500 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
+ " 10000 ulxmvjwergfnodsaqztcihypkb 0.033846 \n",
+ " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
+ " 11000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 11500 ulxmvjwergfnodsaqztcihypkb 0.058462 \n",
+ " 12000 ulxmvjwergfnodsaqztcihypkb 0.169231 \n",
+ " 12500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 13000 ulxmvjwergfnodsaqztcihypkb 0.224615 \n",
+ " 13500 ulxmvjwergfnodsaqztcihypkb 0.316923 \n",
+ " 14000 ulxmvjwergfnodsaqztcihypkb 0.064615 \n",
+ " 14500 ulxmvjwergfnodsaqztcihypkb 0.600000 \n",
+ "... ... ... \n",
+ "23 5000 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
+ " 5500 ulxmvjwergfnodsaqztcihypkb 0.040000 \n",
+ " 6000 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
+ " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 7000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 7500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 8000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
+ " 8500 ulxmvjwergfnodsaqztcihypkb 0.052308 \n",
+ " 9000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 9500 ulxmvjwergfnodsaqztcihypkb 0.163077 \n",
+ " 10000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
+ " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
+ " 11000 ulxmvjwergfnodsaqztcihypkb 0.292308 \n",
+ " 11500 ulxmvjwergfnodsaqztcihypkb 0.095385 \n",
+ " 12000 ulxmvjwergfnodsaqztcihypkb 0.089231 \n",
+ " 12500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 13000 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 13500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 14000 ulxmvjwergfnodsaqztcihypkb 0.329231 \n",
+ " 14500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 15000 ulxmvjwergfnodsaqztcihypkb 0.353846 \n",
+ " 15500 ulxmvjwergfnodsaqztcihypkb 0.273846 \n",
+ " 16000 ulxmvjwergfnodsaqztcihypkb 0.286154 \n",
+ " 16500 ulxmvjwergfnodsaqztcihypkb 0.581538 \n",
+ " 17000 ulxmvjwergfnodsaqztcihypkb 0.895385 \n",
+ " 17500 ulxmvjwergfnodsaqztcihypkb 0.883077 \n",
+ " 18000 ulxmvjwergfnodsaqztcihypkb 0.833846 \n",
+ " 18500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ " 19000 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ " 19500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ "\n",
+ "[960 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Find the graph limits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-3935.561885011543 -2494.549133086381 sa-random-unigram-uniform.csv\n",
- "-3862.1721721032586 -2494.549133086381 hillclimbing-random-unigram-uniform.csv\n"
+ "-3869.307250218112 -2516.00992398943 sa-random-unigram-uniform.csv\n",
+ "-3839.3134735383337 -2516.00992398943 hillclimbing-random-unigram-uniform.csv\n"
]
},
{
"(-4000, -2400)"
]
},
- "execution_count": 16,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
" unigram_ylim = (min(unigram_ylim[0], y0), max(unigram_ylim[1], y1))\n",
" else:\n",
" unigram_ylim = (y0, y1)\n",
- "unigram_ylim = (math.floor(unigram_ylim[0] / 200) * 200, math.ceil(unigram_ylim[1] / 200) * 200)\n",
+ "unigram_ylim = (math.floor((unigram_ylim[0] - 100) / 200) * 200, math.ceil((unigram_ylim[1] + 100) / 200) * 200)\n",
"unigram_ylim "
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
"-3800"
]
},
- "execution_count": 14,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-12382.205332762649 -6762.002908994095 hillclimbing-random-trigram-uniform.csv\n",
- "-8523.074815108963 -6762.002908994095 sa-given-trigram-uniform-50.csv\n",
- "-12897.908909587839 -6762.002908994095 sa-random-trigram-uniform-50.csv\n",
- "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-uniform.csv\n",
- "-11531.53274337052 -6762.002908994095 sa-given-trigram-gaussian.csv\n",
- "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-gaussian.csv\n",
- "-12999.784533122312 -6762.002908994095 sa-random-trigram-uniform.csv\n",
- "-8612.777635758275 -6762.002908994095 sa-given-trigram-gaussian-50.csv\n",
- "-10935.574066404368 -6762.002908994095 sa-given-trigram-uniform.csv\n"
+ "-12720.143220102082 -6794.348261349826 hillclimbing-random-trigram-uniform.csv\n",
+ "-8829.190767456532 -6794.348261349826 sa-given-trigram-uniform-50.csv\n",
+ "-12353.066243453513 -6794.348261349826 sa-random-trigram-uniform-50.csv\n",
+ "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-uniform.csv\n",
+ "-11354.213044609856 -6794.348261349826 sa-given-trigram-gaussian.csv\n",
+ "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-gaussian.csv\n",
+ "-12473.766416410037 -6794.348261349826 sa-random-trigram-uniform.csv\n",
+ "-8812.095650467198 -6794.348261349826 sa-given-trigram-gaussian-50.csv\n",
+ "-11135.426970803037 -6794.348261349826 sa-given-trigram-uniform.csv\n"
]
},
{
"(-13000, -6600)"
]
},
- "execution_count": 17,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
" trigram_ylim = (min(trigram_ylim[0], y0), max(trigram_ylim[1], y1))\n",
" else:\n",
" trigram_ylim = (y0, y1)\n",
- "trigram_ylim = (math.floor(trigram_ylim[0] / 200) * 200, math.ceil(trigram_ylim[1] / 200) * 200)\n",
+ "trigram_ylim = (math.floor((trigram_ylim[0] - 100) / 200) * 200, math.ceil((trigram_ylim[1] + 100) / 200) * 200)\n",
"trigram_ylim "
]
},
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 38,
"metadata": {
"scrolled": true
},
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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WK6FQiPF4zL/5N/+GTqfD1tYWcLaCyGaznJycsLe3B8DS0hIrKyskk0lpDObzOe12m3g8zvb2tuzFFanu0zCbzbDZbCK9dLvdorxQe3L1pUh+iUTiU3ktauLyvOb8ee8E9TWdTqVRdLlcwqt4WVMwHA6p1Wo4HA6SyeT3kltj4tvDd2odYLFY/h9g55Nvw0DbMIxbn/zsvwT+E0AH/nPDMP71J5f/28D/BNiA/80wjP/2k8s3gL8GYsAd4D80DEN7VY/dxKdDrQEcDgfhcPiFnyuGeb/ff+VNgKZp1Ot1OYE+fxpXZKxFffdkMqHZbNLr9YhGo6JTD4VC5z6UlRxJEZ+Gw+G5JsAwDLkdq9VKq9US3b2SjinDH5fLJUXS4XBQKBTEU0HdZr/fR9d1crkcrVYLh8PBdDolHA4TiUSkiDWbTQzD4OLFi1y4cIFQKITFYmE6nbK7u8uDBw9wOBwsLS3xwQcfYLPZeOutt4jH4xwfH/P+++/z5MkT2eNvbW3R6XQoFoskk0m2trYIh8O0Wi38fj+bm5v8+te/5uHDh6IEsVqt/OQnPyESiaDrOolEAqfTKYTDZrPJysoKN27cAODo6Ai73U6/36fb7ZLNZgkGg3g8Hi5duoRhGDx9+pTT01Pi8ThbW1vSWKhTdb1e56OPPgIQ4qkauytJpTLaUX9f1Ib3ej0Zr6umSa1T4EzmqAh7n7eOsdlsLzS/nwVlmDQajYTQqO5TNQQej4fJZEK9Xhd5qClrM/E68MqaAMMw/n31d4vF8t8DnU/+fgX4x8BVIAP80mKxbH9y1f8Z+LeAPPCBxWL5l4Zh7AL/HfA/Gobx1xaL5X/lrIH4X17VYzfx6VB6cjVafRl8Ph+NRkP0za8C8/mcWq2G1WolkUh8qumIWgUsFvDhcEiz2aRYLNLtdolGo+camvl8zrNnz6jX62SzWRwOB8PhkFgsBpydLJX5TigUIhQKUSgUOD4+xufzCclq8ZSqGOeqsKmd/urqKoFAgNPTUyqVCj6fj5WVFZaXl2WfrfbQT58+ZTAYsL29zfr6OjabjXq9TqPRoNlsUqlU5LkeHR2h6zp/+qd/yqVLl5hOpyQSCZ49e8b+/j79fp9oNMrHH39MMpnk5z//OZPJhFwux2g0Yjabyei9UChwdHSEzWZjbW2Nt99+W7TqjUaDQqEgLn+KoPejH/2Ira0tkQAqgpzT6SSRSHDv3j12d3cpl8vYbDY0TePSpUvcvn2bRCJxrhDPZjN6vR5bW1vE43EZ+6vdvqZpjEYjut2u8AwW9eRKteB0OoWA6HQ6ZXqkDJNeFZSE0+12S+Ok9PVKHaDgdrtZWloyGwATrw2vfNlkOft0/veAn31y0T8C/towjAlwZLFYngHvfPKzZ4ZhHH7ye38N/COLxbL3ye/+k0+u838C/zVmE/DaMR6P6Xa7BIPBz9xv+nw+ms0mg8HglTUB9Xqd2WxGKpX60iNTZT5zcHAgxjntdlsmF8VikVqthtvtJpfLAYgJi8PhoFarYRiGSOjq9Trj8Vgag42NjXNSPcMwaDQasvNXkqzDw0OOj4+lgGUyGZLJJKPRiAcPHuDxeLBarZRKJfb29uRUH4vFaDQaFItFTk9PcbvdhEIhkskkLpeLYrHI0dERyWSSy5cvE4lEcLvdDIdD4WskEgkePnxItVql0+nQaDSEOJjP53E6nTx79kzUCtlsltXVVTKZjDwft9stp1nFdZjP56I6iEQiaJpGOBzG4/EI+//u3bt0u13xKvD5fKRSKW7cuEEqlTpHgpvP5xSLRdrtNuvr6ywvL4sMURXPRWtepUzQdV14ERaLhWg0SiaTOaep/7agzIqUBHA6ncpjVZMdEyZeF14H4+SnQMUwjP1Pvs8Cf7/w8/wnlwHknrv8Xc5WAG3DMGYvub6J1wT1wW+321+6BliEKgz9fv9LjU2/KDqdjkjN1Pi90Whgs9mEFLj458s+VAeDAXa7ncuXL6PrOp1Oh263K3K4aDTKxYsX6Xa7nJyccHp6KidIj8dDIpGgXq8zHA45OTlheXmZra0tcU9bPMl1Oh2q1SqJRIJ4PI6mabhcLnq9Hnfu3KFUKpFIJIhGo9y5c0fcCp1OJ5PJhIODA9rtNktLS4xGI4LBoOyw1eqlXq8Lka3ZbLKzs8Obb74pI/J6vc7JyYlo/kulEpubm+K6t7u7y9/93d8JafH09FTWIfF4nJs3b4pjnq7rVCoVNE0Tdr96nHa7nZ2dHZ4+fcq9e/fweDwsLy/TarVotVpCArx69Sr9fp9f/vKX6LrOn/3Zn8meXsEwDHEJVLJCi8VCLBYTSeKi693zX+o90HX9O71bV9MqEya+DXytJsBisfwSSL3kR/+VYRj/4pO//wfA//117udLPJ5/CvxTgNXV1ddxl18Zak/9MrLZdxHtdpvpdPqFd5U+n4/hcMh4PP5UN7vPg3IlWwy9UTtVn89HMBiU5mSxGD0fOqJO3or1rgqlGs+qx/v48WOxyt3c3BTeg2EYHB4ecu/ePbLZrLDYnU4nxWIRXdc5OTk557ymxsxqtaD2z8pBL5/P02q1yGazcnqt1+vEYjFZb1QqFfHxf/vtt7Hb7dRqNeEMKEnfyckJbrdb2OuGYfDOO++wvb1NuVzm0aNHYurU6/WoVqvYbDZisRjD4ZBkMkkikWB3d5d8Pi9ExlQqJTv7arWKz+djNBqxvLxMOBwml8vJ+N3v99PpdHA4HMRiMXRdp1QqCXN/NpuhaRrLy8tcuXKFXC5HsVgklUqRyWRe+v43m02ZODw/IVg8SX8evssNgAkT3za+VhNgGMZffNbPLRaLHfh3gDcXLi4AKwvfL39yGZ9yeQMIWywW+yfTgMXrP/94/jnwz+FMHfDFn8nrR6vVYjgcvlY3uq+KyWRCp9PB7/d/4aZFeZb3+/0v3QSowq4IZfF4XIJkarUaTqdTzHTU6X3RoEi5o6lGS/3ZbDblRL+zsyPFRxHeotGorDLG4zH5fJ5ut0u5XBb9vhrzDwYDHj9+DMC1a9cYDAZUq1WsViuNRoPj42O2t7cplUqcnJywsbFBpVKh0WjICVbJz3w+n6gA5vM5drudZrNJoVDAarXyox/9iI2NjXNWv8oYZzabcfXqVSKRCNPplJOTEyE8fvzxx7RaLU5OTigUCrhcLsLhMDdv3pRphmL9TyYT/H6/NEhK3bGzs4PD4aBUKkmwT6lUwjAMAoEAly9fxuv1irFPIpEQslsqlZKGSHnZRyIRnjx5Ivdx+/Ztms0mtVoNj8cjCotut0u73UbXdXn/TZgw8c3jVa8D/gJ4bBhGfuGyfwn8XxaL5X/gjBi4BfwDYAG2PlECFDgjD/4TwzAMi8Xy/wH/LmcKgf8I+Bd8zzEej8Up7HVPA+bzufjFfx6UJlq5qykN9WJgzKIuWgWmfFGN/fOPS422VdHxeDyiSFCnwu3tbfFJb7VajEYjGo2GkPEU03uRt6BpmpDcVKhNNBolGo1KkVe79gsXLnB6esqHH34ornnZbJZ+v4/NZhPr20wmQywWE0/2QCAgJ+QHDx7w8OFDNE0jmUwym8148OCBqABUsZvNZmSzWZLJJOVymdPTU46PjwkGg6ytrZFOp2VPbxgGsViMt99+m16vx927dwkEAqyurpLP5/noo4/weDy8++67tFotMctZdM+7cuUKN27cEKMf5f+u2PZ/8id/wng8ZjKZUCqVKBaLvPHGG2xsbFAqleh2uwQCAcbjMRsbGywtLeH3+6lUKqyuruLxeNjd3aXX67G+vi6BQcq+98mTJzJRSqfTLC0tYbPZKJVKNBoNmZ40m02RL36ee6IJEya+Ol51E/CPeW4VYBjGI4vF8v8Cu8AM+E8Nw9ABLBbLfwb8a84kgv+HYRiPPvm1/wL4a4vF8t8Ad4H//RU/7leKxazv190EjMdjIdXF4/HPDMdRkrV+v08ikZDG5flx+yKsVqtInlwuF/1+n9Fo9JmOe7PZjG63S7/fF/OXRCLB+vq6MN6Vj7nNZqNSqRAMBhkMBtTrdSkw1WqV2Wwm8jolDxyPxxwcHAjJ7caNGxQKBf7mb/5GvPM3NzfF/71YLLK/v4+u60QiEba2tggGgxwdHdHpdPD5fNRqNXF6a7VaIjM0DEM87pVbXCQS4Ve/+hX1ep2LFy8SCoXkcU2nU/x+P7lcTqRnqtnQNI1msymvq9PplH3+dDplZ2eHVColcb0ul4u1tTU59a+srLC2tka32xUVw2w24/Hjx8JJ8Pv9JJNJGdsrSWM4HGZ7e5vHjx9TqVQkBa/f74s3figUIhwOs7+/T61WY2NjQxj79+/fp1ar4ff7peEpFAqygvH5fFLcI5GIBB3VajUh9inCo7kvN2Hi1eGVNgGGYfzHn3L5PwP+2Usu/1fAv3rJ5Yf8XkHwvYcifqmR7qsgzz0PwzBot9t0Oh0JC2k2m3g8nk/dmSpd98bGBtls9oXbe5kpipI9qQlAvV5H0zRWV1dlSqCg1AbD4VAmB+q0m06nxWnt9PQUm83GxYsX8Xq9tNttTk5OODo6YmlpSVj8hmFQLBZZWlrC6XQKUbBYLDIajchms+zs7JDNZtnf3+fXv/41e3t7OBwOBoMBhUJBnovP5xOPfZvNJmY3Ho+HVCrFxsaGJOnVajWq1apE9q6urmIYhjwG9RosLS3h8/lENlgoFJhOp/h8Pra2tiToBRAvgdlsJulzVquVdruNx+PB4XCwvb3N0tISu7u7ACQSCXndo9GokBeVRM3j8YhfvCLYqdvUdR2r1Srjd7Vv39zcJJ/Pc3h4iM1mk0YkHo8zGo04PT3l/v37hEIhEomEyPMuXboksjiPx0Ov1yMejwtpb1EGp5oKxRtQpD61RjBhwsSrg+lH+S1A+dwHAgH5AH6V5KXpdEq9Xpe9bzQaRdd1isWipMm9DIpA9jxrG35vj6qgClU8HicWizGdToUYWKvVhJynnNIGgwGapmG1WgmFQgSDQTHCUUUczhjyvV7vHIkvGAzy9OlTXC4XXq+X9957T4JxlM2qItzt7e0xn8+loKfTaXRdx+PxcOvWLXK5HM+ePWM2m8lKwGazSXSs8tdXY32Xy0W73SadTgtxcTweY7Va8fl8WCwWBoMB0WhUZICNRkMIhVtbW2iaxmQykVG6CttRDHhlMqSmL6qZabVadLtdsUa22WwiB5zP5yJZVKRCTdPExCgWi0nKoM1mo9lsUq/X2d3dJZ1Ok0wmZUWySLjz+/0SPRwKhYT3oHT4ipSolBGj0Qifz8eFCxeYTqe0222ZLCizpng8/sLpXk0DnE6nJBfG4/HvPF/GhInvO8wm4FuA+lD1eDy0222JKv26WIwHVVBWqRaLhUQiIfejim+73ZYktUXouk69XicSiXyukYra4eq6TrlcFiZ3KBSSoq8iWJXkLhKJkEwmhfnfarWkeKrVwWw2o1AoEAwG5bRusVjY39/HbrfzzjvvcHJygqZpRKNRKVCZTIZCoSAhLisrZ3xTn88n3vv9fp94PI6u69RqNbrdLtvb23Lanc1mFItFPB4PmUwGi8VCu93m/v37xGIx8fj3er2srq6STqcpFos8fvwYt9vN1atXefz4scgF1drH5/ORSCSYz+eiW1evXbvdplKp4PF4WFpaolaroWmarB0U+W9vbw9N00SR0O12hT+gjINCoZCYDL399ttEo9Fz71ksFqPb7cr0xGazsbKycs76eDKZiCWz0tarMJtarSbvp3q/gsGgGPQsauCVHFNlArxsNeRwOAgEAqLOUBkAJkyYeLUwm4DXDMVcV8EoqkB8E02AypZPJpMiOVOFIB6Pv1DMQ6EQg8FATqqLzUO9XpeAoM9Dt9uV/bkqZEpKqGxclYnMcDiUxkKdWtUuXrHvFTHt448/Zjwes7a2RrPZlKI3GAxIp9M8e/ZMxv9bW1vk83n29/elMXA4HNy6dUu83p1Op8gA/X7/OandZDJhb2+PWCwmFsQqRU4x26vVqpDlbDYb0WiUbrfLlStXyGazVKtV8cn/7W9/y3A4JBwOs7OzQ6PRELMbt9vN8fGx8CUMw2BnZ0fIeJqmiUbf7/eLVFHF+N68eVNO++PxmGw2K+uETCYj7+WjR4+IxWIvrJuU5M8KlvB0AAAgAElEQVRqtXL16lUePnwoPgTT6RSHw8F4PJbr7Ozs8OjRI6bTKTdu3BA+gyL53bx5k1QqxWQyEf6Bgmq0VNbBZ3lMqPS+L+JFYcKEiW8GZhPwmqH4AMPhkMFggNvtlmzyrwPlTQ6IW58qvM/vVdWoPhgMEovFKJfLtNttKRbqdKwY758FVWB9Pp+QuGq12rlGwO/3U6vVZLStCubx8bGM+9U6RGnU8/k8x8fHLC8vY7PZ8Hg8NBoNiVYFhEAXCATQdZ319XUGgwH37t2T8X2pVMLlcok1b7FYlGZFnfqVrj2Xy2GxWETvnkgkiEQiOJ1Ojo6OaDabbG5ukkgkpJDa7XZGoxF3794FznztP/jgA4rFItlslh//+Me43W7m87koF1qtltjwKpMgt9stxEW/3y8pf/F4XFYZSkKYSqWIRCKSNuf3+yUnIZFIYLfb+c1vfgNAKpWiXq+TSCTkPavX64xGI/x+P4PBQPgaKsRIncjtdjupVEqifUejEQcHB+K4ePXqVXw+37kIYofDca6hVWl8/X7/M0mocMaRSafT2Gw2cw1gwsRrgtkEvGaopDIlm7PZbMJi/zr+5WpX3Ov1KJVKrKysCLlOQZED1Rh4PB7LXloVcqfTSafTYTQasbS0RLVaxeVyvTSgB87c8ObzuZzcvF4viUTiXCPgdDqp1WqEw2GWl5epVqvM53N6vR6FQoFYLMbOzg4ul+tcbvvm5ibxeJx2u81kMhFegfJ8DwQCDIdDvF4vTqeTfr/P2tqakNNisZi4C6rVi9KqK4Jfr9fj+PiYSCQiJMRms8nVq1cBePbsGVevXqXX6wkpTxVkh8MhDoNq3VKv12m325yenhIMBiVC+MKFCxSLRR48eIDVamU6nXL9+nUh2D1+/FhuQ6X2qfjjZrMpmQ1KUqjWER6Ph0qlgmEYJJNJ3G63XFeRJmu1mpzElaRSyfpU4VVNh3r94Yywp0x9Fpst5QWwaBo1HA7RNO2l/BKr1fpCwuKnwVwBmDDxemE2Aa8Z4/GYwWBwLowGzpzwPu/U/WlQDHIl5XK73S/Eqyot/Ww2k1WEMmmJRqPy86WlJbrdLlarlU6nQ7lcllzzzc3Nc9wBFeyidsYKqhGoVquib1fWqM1mU/zk4/G4FHNVgPL5POVyWQhkBwcHUhwbjYY47iWTSXq9nljXGobBcDhkNptx8eJFaYhU/rsqypcvXxaffXX6L5VKhEIhlpeX0TRNdtrhcJhiscivfvUrDMPg1q1b2Gw27t+/z3Q6ZW1tTbLu1XqhVqtJvK7NZuP09BSv18vJyQkHBwcUi0VCoRA///nPCQaD0iy53W5isZi8Vuq1Ue9dp9Mhl8tJUQ8EAmJMZLVaJUOh2+1KHK/D4SCfzwup0O/3S9Ok1j1LS0viJNhut0mlUtLgqIlROBxmY2MDi8UiHgvPr6/a7fY5LoAJEya+HzCbgNcIFT9rsViE5NXpdICz5uCrNgEqaU6ZsgQCAXH4g9+vBxwOB6lUShz8LBaLnPrC4TCNRkNc8gaDgTC7XS4XJycnNJtNVldXWVlZEWkZ8FIZl9frJRQKsbe3h8vlIpvN8uTJE3GF293dFY/+drvNRx99JA2KCqNREbxWq1X8B5LJJNVqVTLm7XY7s9lMnpP6fj6f8/TpU8rlMoFAgGg0ys7OzjllxOPHj3ny5AlLS0tsbm4yGAwIBALcvHmTcrlMr9eTyUAgEODw8FDCbpSvwdWrV1lZWREb4Gazic1m44//+I959OgRT548IZFIiKzO5/OdS+WbTqcEAgEhy4XD4RdCZDweD+PxmHQ6TSgUYjKZcHx8TKfTIRQKycRG0zSq1SrlcpmVlRVWVlbEYMnhcKDrujQ6al2iPBjC4TCVSkUaOCUFVFwP1fx5vV7hb6gVjgphMtn8Jkx8/2A2Aa8Rw+FQ5GV+v1+aAGXE8lWgxur9fl9Gvp1OR3bMFotFxsuquKhTs9olq8bEbrfz6NEjrFYrvV6PYDDI9vY2gUCAarVKLpfj0aNHFItFkcj5/X65b13XJbNB0zR6vZ7s23d3d+l0OqyuropTnTrtKn6EylJQkjilnz86OuLk5IRLly6xurrK3//931Ov18WYZ319nX6/T6lUwuFwsL+/z2QyYTwec+nSJXw+H5PJBK/XK4Xq6dOnHB8f4/f7WVlZkYlBNBqVZiSfzzMYDEilUvzFX/wFjx8/ptlssrGxIadqi8VCqVSShsnv97O+vk4gEKBSqXD37l10XZdViPLR73Q65PN53G63qDaU6uDT3mPVzCjZXyKRkF2+WqU4HA62trbY3NwUTke1WhW9vmqe1KoAznbx4XCY0Wgkp/z5fE65XH5Bqx+NRikUCuekpeYUwISJ7y/MJuA1Qu1ulfGOw+HA7XaLW5umaV96J6oY5srJLZVKcXx8zJMnT3C73ezs7LC5uXnOv7/T6UjRWiS5KevWxehVm80mCoNYLEapVOLx48fcuXNHfOhV7r0K5wkGg5TLZaxWK+l0mnv37tHpdAiHwwyHQxwOBzdv3pTrTadT3nrrLTRNY39/n263y/LyMna7nUKhQC6XQ9d11tbWhPWvdOq6rvPs2TMhsSmzmcFgIKY6hmGwsrJCt9sll8vhcrk4PT0lHA5z69YtsaqNxWJS8I6PjymVSkKeLBQKpFIplpaW6PV6HB0dEY/HicfjnJ6e4nA4aLVa0syp5zCdTgmFQthsNhwOB36/nz//8z/nN7/5DQ8ePODKlSti+vNp6Ha7kl1QrVYZjUbE4/Fzsj9N0xiNRjidTiKRiEwWFNGw3+9L87cow1yEmgYMBgMxHXp+x2+32wkGg3Q6HYLBoFhQx2IxcwpgwsT3EGYT8JowHo9pNBoy5lYIBAL0+33G4zHj8fhLNwFqdD8YDFhbW8Pv90s63Gw2YzgcUi6XRaPu9Xrp9/uy8y0Wi2Lec3x8LNI4dTpvNpv4/X4ymYzo4avVKg8ePJCRu7L4rdfrPH78mEwmIxG2ypHv3XffpVQqce/ePd555x28Xi+5XI5ms0kwGJQTbSKRkJ29y+XiH/7hHxiPx1y8eJF2u0273RZfApV+Vy6XhaAXCARYX1+nWq3SaDSo1+vM53OWlpZYWloSWZ2maUKw83g8TKdTptMpmqaxu7vLZDLh0qVL2Gw2crkc+XyeK1eucO3aNebzOdVqlVqtxr179/D7/fR6PfL5POFwWG5Ppe0pW2E4I77V63W8Xi8rKyu43W4hZb7sJD2fz0XeqPgUi2FJwDlnRtWELSIajTIej0UR8mkkPY/Hg9PppNFoiOvgyyYToVCIfr8vlsY2m+1zmf8mTJj4bsJsAl4D1Mh9Pp+/oLv3er1ShFVW/BeFKtTKma/VajGZTIhGo1y9epVWq4XFYpH9rnINVCx6r9fLw4cPJUxGjcwVGUytFhQTfXEsfO3aNdrtNvl8nnq9Lnr2YrHIbDZjc3NTUgDVSD6fz0s633g8xmKxEAwGz7klXrx4kWg0yvHxMblcjuFwyPLyMgB7e3vnHmcikcDv94s5kWo8arWaePzb7XZ0XefJkydks1kCgQD37t2TKYXS6SsyYrvdxu12c+vWLdmNTyYTer0e3W6XBw8eCL8gn89zenpKIpFgNpsRCoVkNaFscZVfv9vtZjqdyqTl7bffZjKZiDwTzuR8zxfTXq/HaDQSOWMymXzB2KndbssUSUkyF6FklV/k31c4HJb1wadd12q1CocE+FTliAkTJr77MJuA1wC1sw8Ggy/E6qrkOxUx+0UT9+Dsw79UKvHo0SMcDgdra2tEo1GRoA2HQ1qtFlarla2tLebzOYeHh7RaLXq9HrPZTIpcv99neXmZZDLJ7u6u5MGrQrC3tydxtspOeHNzUzLrq9WqmPwUi0Vh9K+vr+P1ekWZsLa2RqPRYDqdiiZcBcU0Gg18Pp+MosvlsnAndnd3uXv3rsgJ33jjDTRNkzF9NpuV8fTBwQEej0dS6NRp+7e//a1I9pStsFJDKFe7ra0tLl26JBOZSqXC+vo6S0tLEql8584dibdNJBJsbGyICkDt7jOZjMQeq5G8ki6urKwQjUaZTCZomsZgMKDf74t0Ur3mhmFQqVTo9XqkUikh8i1CPSa32y3k0pf9+1HqjM+D4k18XqiVkpWqNYUJEya+nzCbgFeM2Wx2zphGNQEqbEcVCJW4N5lMXmgUnocy87lz546clm/fvk0ymcQwDHRdl3yCdrtNoVDg5OQEQMxlvF6vWPsqeVw4HGZ3d1ccDNvtNleuXCEYDHJ4eEitVuP09BTDMLh+/TrZbBar1UoikeDJkyc8ePCASCTCwcEBLpeLW7du4fV6xX8fzjzilWuiSgBMJBL0ej0mkwlw1hhpmsba2hqxWIx8Pk+hUJCfWSwWdF2nUCjQ7/e5dOmSFM7hcIjdbpewH7fbTaVSIRQK4fV6GQwGrK+vc+HCBWazGZVKRZqeK1eusLW1JcWy3W4zGo1IJpP0+31msxkbGxuyOlFTDmXiM5vN8Pl8XL58WSyOFQFSpQAqUyU40+GrFcV8Pmc4HNJoNIStn8/nqVarZLNZaZgWMRqNqNfrkiNgsVi+kYL8RUb7ykL4yzStJkyY+O7BbAJeMVqtlhDmFg2B2u227Nzdbjd2u51ms8l4PP7UJmA6ndLtdqlUKuzt7UlhXF9fFzb485yCeDzOhx9+eG7vvLKyIsl4/X6fSCRCMBhkNptRr9eJxWKsrKzw5MkT9vf3efvttwmFQhweHsqHv0rQUzG+qnnxeDxsbW3RbDbJ5XKEQiHy+byc7q1WqzjkjUYjarUauq5LUqAaiff7fWG3u1wufD4fP/vZzyRrodFoCLehUChIgI9aiaioZqU4SCQS/OIXv6Ber5NKpYjH4+zu7vLRRx8xHo+5cuUKoVCISqUCIJwJv98v+QbqsWazWbER3tvbo1qtYhgGGxsbMkVQFs5Ki9/r9dB1/YUReygUEh+ARffIwWBALpcjHA6zvr5+rtDO53OZ5jgcDslNUPkMrwtfx9zKhAkT3w2Y/4tfIUajEYPBgHA4LEl4CpPJBI/HIxOA6XRKrVbj4OCAK1eunBvHqlFxu90W+93RaEQqlcLlcnHx4kU2NjbkVGaxWBgOh2L6s7KyQqvVIpVKSZFVKwR1St/a2hJJXyaTERZ6oVAQRnmn02F9fZ2bN2+K37/S0atMgG63y/Xr10ULD2dqBOUprxwE1Z7/6OiIp0+fCvvf4/Gwt7cnxjW5XI5CoUAikcDr9Yp7XqvV4sqVK0QiERqNhnARisUi0+mUpaUlLly4cG5EHwqFRFGgmjOr1cr6+jrvvvuuKDTUl7IUhrMxuUrN03WdS5cu8dZbb/G73/2Oo6Mj0eUHAgE0TROvAiWds9lsVCoV+v3+udO6xWIhHo/L73i9XgndUWl8z8cv1+t14SCEw2E6nY7IJU2YMGHiy8BsAl4RFBlQeakrSR6cnQ5ns5kwtcPhsJxuy+UykUhE5GSNRoP79+8LXyAcDsvJVKXLqf3yoj2sKkDRaJRsNsvdu3c5PT0VFr/Kqq/VasCZ7/tgMABgeXlZ8ub7/T6np6fyuGw2G7qui2Ndt9tlMpkIQ1zTNAAuX77M/fv3uXPnDuPxmJWVFZaXl2U3rTz34awhymazXL9+XWyKs9ksuq7LKP/69euMRiPy+TzNZlNie5WV8GQyEbdBt9uNz+fj8PBQeAHr6+uUSiVms5mw7EOhEFeuXMHn81GpVEin03i93pfK59R9nZycSPNhsVh48803SSaTQlQERJmhxvPqfXK5XDQaDcbjsdgCA3KaV+5/DodD8hJUM/j86T+dTuNyuTAMQ5L8vsjO34QJEyYWYTYBrwidTofpdEoymZTCqCYBave9KBV0u91cuHBBXOksFgvPnj1jd3dXiH2hUIhgMMjR0RGdTufcqX80GnF8fCwysfX1dTwej2TXW61WarUaH330Ea1WS4rhdDrl9u3bUkivXr0qJ9NIJIKmaWQyGR48eEC325WQm0QiQbPZJBKJ4Pf7mc1m8vdWqyVa9VKphNvtllWBKoCtVkteo+3tbdxut0wVHA4HwWCQk5MTHA4Hb7/9NtlsViKINzY2RNPv8XjY2dmhUqmQSCTIZDIsLy9jGAaHh4dyqn/69Cm9Xk8IflarlUAgILG9lUpFYpBfNuZWskR1clenc6/Xi8/nOxe5PBwO0XVdLJEVkskknU6HXq8nJ33VDKgcBLUOUq8TnD/9B4NBaUDgbEq0SCY0YcKEiS8Dswl4BVCOcD6f71z6ndrXqzXBZDI51wjE43EODw/F312ZsITDYa5duyaMbLvdztLSEh6Ph3Q6TSKRIJ/PM5vNiMViTCYTKpWKyNSUS+Dy8jKPHz/GZrPxxhtvsL6+LnG6mqYxnU4JBoMMh0PgjCCmjGl2dnYYDAaUSiXee+891tfX2dnZIRKJUC6XJYhIpQrmcjnK5bLY7AYCAYrFIna7HZfLxWQyEV28ep3u3btHs9lkaWmJhw8fMhwOuXjxItPplFwuJ6ZAP/vZz8jlchI7axiGOPgpP4BarcbFixelCTs+PpbrqT28kvK5XC6SySSVSoVKpSI+/ItQJ3jFh1Cw2WysrKxIUZ5Op8JJ8Hg85xoKZYccDAbpdrvnmgEVV1woFJjP52SzWeGJdLvdc5bPuq4zGo3ky+VyfS6Z1IQJEyZeBrMJeAVYdN2Ds5O/0+lkOBzS7/c5OTmRdcGiYsDpdBIIBNjf3ycSiRAIBGScrIhu5XKZ0Wgkfu6KDKcS8m7cuCFhQD6fj3g8zmAwYDabSROgxu2z2YyrV6+yt7cnmn5lTONyuRiNRlSrVSqVCqurq2xuboqd7OnpKbFYTJzqVFhPMBjE4XDw8ccf43Q62djYkHz4drsttrU7OztSTFVRNgyDTqfDwcEBdrudN998k+vXrzOZTPjggw84Pj7mzTffFGLh/v4+8/lc3PCUtl2tOJR/gJJhKg6Fy+Uin8+LURKcZ+qrRkCl5CmJp8vlIhaLySpFFfjFnb2ayjidzk89ndtsNol4fn4yEAwGxRRpMpkwm81kYjEajWSVoW5HZTSYMGHCxFeB2QR8w1BFIBqNiuVupVLB4XAwHo9lIrC0tISu6zSbTTKZDIBIzQqFAuFwmGQyKQx7ZberJGEqylVlD7hcLuLxuETt6rounu7KyrZYLIrBTrfbJR6PEwwGSafTHB8fn7OlvXnzJs1mk8lkgmEYsr+PxWK8+eablEolnj59KqFCSlamomd7vR7Ly8tiPdxutzEMQ4hzymJXBQSVy2Xq9Tqnp6eMx2N++tOf8uMf/xg4a6KUtE9Z+Hq9XiKRiKgSlBFOr9cDft8AALI6UZwGZTns8/nodruyd3e73RLGo2KQp9OprAECgQCxWEyUCWpc//z7ryYqn6e1V5OB55sB5bcwn8/F4bHX62GxWCRUSbn7mTBhwsTXgdkEfMNQBUPF4qoPdlXArFbruR1urVaj1+tJLjycTQScTqcQCJXxjRqBqyS4yWRCMpkUBvti0QmHwyL5G4/H2Gw2isUiOzs7BAIBCctpNBq0223xK4CzaUO/3yeRSBAMBsWaF2B1dRWHw0G5XBZ/fnUaj8Vi8hidTif9fl/G70+fPmU6neJ2u4nH4/T7fVqtFh6Ph6dPn/L06VP29/eJxWJsbGyQzWaFqKiSCH/84x9LA9PtdmWqoPbu0+kUp9N5rgHQdZ3BYHBOPqcsfLPZ7Lk9vHoNVQxyuVxmNpuJx8N4PJa1w8uaABWt/GX1+ovNQLfbpdPp0O/3ZZ2gCIJut9vU5JswYeIbhdkEfIPQNE18+g3DwOPxEAgEcLvdZLNZybiH32usVT683W4XUl8qlZICrk7yvV5Pvtd1nU6nQzqdJpPJSLF8/uSpTq2FQkHsgy9evCgFX9M0arUatVpNSHvdbpdms8nDhw8JhUJsbGzgdDolKKbVapFMJkmn09TrdQlBevjwoezBo9Eog8GATqcjiXzKAKhcLuN0OtE0DZ/Px7Nnz8jlcuJPcO3aNXHzOz09FXmkIkYC507PT548oVQqkUwmsVqt5xoAQORzoVAIwzCYTCZUq1WsVivBYFBuP5PJnFNcJBIJ9vb2mM/nXLlyhWazicfjkdWCkmou7uKVjXMgEPhKXvrKjjcYDMqu39TimzBh4lXC/IT5BqGCgFZWVojH49hsNkqlkri5ASKnU+Nwn89HqVSSfbDb7ebixYscHByg6zqxWIzpdMrJyQmtVovNzU1Go5EE5SjTHyWVW4SStSkzmuvXrxOJRIAzEqLKG1B7c3Vin81m3Lp1C4fDISY/Ozs7uFwuptOp8BX6/b7o/51OJ8fHx0J61HUdi8UiqgJd18XNsFgs0ul0uHjxIhaLhXa7zWw2I5PJEIlEiEQiOJ1Ocrmc8Cfsdju1Wg2v1yurkEgkwuXLlzk5OWE+n5PJZM41AIrRb7VahdinXPai0ajwK1TAz/PSQL/fz3w+p1QqYRjGC54B/X7/XBOg/B7C4fDXMu1RqwoTJkyYeNUwm4BvEJ1OB5vNJnwAwzDQNO0cQUztetXet1Qq4fV6GY1G+P1+EokEmqZx79498f33+/0cHBzQ7XbF2U7ttw3DkGZiNpthGIaYAPV6PXK5nOzAh8Mhx8fHNBoNOYkPBgNxLFRmNWtra/zJn/wJlUqFw8NDwuEwKysrJBIJGo2GhNqsra0JU90wDNbW1rDZbDQaDUKhkHAY7t+/TyAQYDAYEI1GZZ/d7Xap1WrE43GWlpaEO5BKpc7p4dXrohoMi8UikkOv1yt5CSpJUI34K5WK5N4Ph0MZr6usATjzc3C5XOi6LkTO+XwuMbpOp5MnT54IxwHOmiufz0e/35f7VvwOt9tteumbMGHiewOzCfgG0el0JMMeEFLdoknQdDqVHb3FYsFms2G326VQu1wuxuMxpVKJTqfD5uYmuq6jaZoQ9FKplJwUVVPhdrulWNlsNlwuF/V6nePjY2HGTyYTHj16RDKZJBgMous6y8vLso5otVpiQdxqtSRgx2q18uzZMyHX6brO8fExsViMRCIhlr8ul4t2u00sFiObzYqGXT1+xZhPJpOMx2Pef/99otEoy8vLkthntVo5ODgQcqTb7WZtbU3275PJRAq9irKdTqf0+31yuRzT6RRAJgx+v1/Ml9S4X8X9KmSzWSqVyqfu8gOBAPP5nFqtRiwWEyvhXq/HcDg8xxNQCgQTJkyY+D7AbAK+IajUvnQ6LZc9bwqk5HRWqxWr1SrOdkdHR4RCIXRd5+joiMFgwHw+F/Odg4MDNjc3CQaDUnDVqVSx9svlspx65/M5g8GAw8NDkb7F43EcDgfdbpdkMomu6zx79ozZbMZoNJKM+OXlZZaXl9nf36fX63H16lXm8zmPHz/m+PiY4XAoO/3RaEQmk5H0unQ6TS6XIxAIsLy8zHw+p16vCw9iZ2dHbHEPDw+x2WzEYjGJE9Z1XQh4ijypZJIKSuIXiUQkhGk4HIrqQjn+aZpGo9EgnU5/Lktfke7a7TY+n0+kgeo9g7N8BrVK0HVdJh2K/NhsNmV6YMKECRPfF5hNwDcEdepd1GyPx2OxgAVkN59Op2Vsr/b70+mUVqslRU6tEI6Ojuh2u7zxxhusrq7yy1/+kkajwcnJCSsrKxIC1G63SSQS7OzsAPDgwQMplvV6HYBMJsPq6iqDwYBqtUqn08Hv9xONRpnP5zgcDpLJpPALVNpfOBxma2uLSqWC1WqlWq1KUuHTp09lzF6pVMRBzzAM0cMrgxsV9ZvP53G73dy4cYNcLifxwfF4XKSOy8vLOJ1OSch7GZQF8fN6fMMwaDQa52x3Pw+RSIRSqUS32z3H+l80TgoGgzQaDXFcVHbQquHw+/3mLt+ECRPfK5hNwDeETqcjVrQKi654cJYoqNjnylxHyc4UQ38xzjcWi9FsNpnNZjIuV7a29XodwzCoVqtMp1Nh8iu53snJiWQTpFIpVldXz52cdV1ndXUVwzCYTqfM53PZ149GI2kI2u02Ho9HNPiq6Ho8Hmw2Gw8ePMDhcLCxsUG73WZ9fV0mDmpioNj2KsLY5XIRCoU4OjoS1cPGxgYbGxtMJhNxKfyqLnjKu1/t+L8IVFJhp9MhEAhI4zEcDnG5XPK9Inx2Oh3hXpTLZYbD4QthPyZMmDDxXYfZBHxDUKYzig+gaZqY+MDZ6bRer0tTUCwWGQ6HJJNJsQUul8s8fvyYvb091tbWsFqt5PN5EokEk8mEo6Mj5vM5iUQCm83G0dER5XKZaDTK1atXqdfrjEYjjo6OqFarrK+vEwwG2d7eFua7pmkMBgOWlpZwOBz87ne/I5FIEI/HpbArgmMmk+Hw8JB8Ps/y8jKhUIhisYjFYmF5eRm73S7udq1Wi2AwyOrqqljiOhwOarWaePorj3zDMCiVSjSbTZLJJD6fj83NTRwOhwQIfR0bXFWgXxYE9FkIh8MMh0PhNcxmM8lQWITKCVAkSZVGaK4CTJgw8X2D2QR8A5jNZgwGA5LJpFym+ACqmDUaDabTKYlEgk6nQ6FQEOc3FXBTLBb5+OOPqdVqbGxsMJ1OiUaj3Lhxg0AgQKPRkLG72mGr3XmtVsNqtVIsFrl79y6xWEy+FouhMiKCMx6Byi+wWq3yWJST33w+x2KxiAFSOp1mMpmIn0Gj0SAWi3Hx4kVKpZKc/J1OJ81mk8PDQwzD4NKlS+i6znA4JJfL4fF4GA6HrK2t4ff7GQwGaJom5khf5gT/PEajEZqmfaWCrJIblf2x4lu8rJkIBAIiv1Svg5niZ8KEie8bzCbgG4DSxS/uppUCQAXc1Go1OeHu7e1hGAbb29s4HA5OTk7odDoi01Paf5/Ph8PhwGq10mq1SCQShEIhdnd3qdfrokv3+Xw0Gg0xq1lZWWF9fZ1er4fb7ZZAIgVlhZvP50VqqAr74lpDeQjE43EhvinP/MFgIE58wcUUhEkAACAASURBVGAQwzBot9s0Gg0ACoUCH374Idvb21Isq9UqmqaJgZJK0FMugMrQ6Mue4BehXsevupsPh8MMBgNarZbwJD6tuHs8HjY2NkRlYcKECRPfN5hNwDeAdruNxWJ5wQ9ATQG63S6j0YhwOEy325VTc71el+vdvn2bfr/PwcEBly5dIhqN0u12xTXu2bNnbGxsEI1GcTqdRKNRMfOpVCri6Od2u9ne3iYUCkkojRqxRyIRXC4X1WqVYrFIsVjk9u3bElNrtVoZDAZCbuz3+/h8Pnw+n0jk1HSiUCici8oNhUKicJhOpxwdHQmHQfkiVKtVbDYbHo8Hv98vxToQCHB0dMRsNmNzc/Mrvw+TyYTxeEw0Gv3Ku3mbzSYhPup5fRbcbjfXrl37SvdlwoQJE982zCbgG0C328XtdsuYfTabSfb7fD6XHXsgEODw8JBeryfBOdvb2yQSCQaDAb/73e/weDz8/Oc/p1AoUCwWCYVCUpwPDw9xOp3EYjGKxSIAf/RHf8Te3h7dbpdMJoPb7cbv9zObzVhaWpKTbbvdFr9/ta9XVsEKirioSICGYRAMBnE6nSQSiXPNQrFYZG1t7YUQGxWaNBgM2NzcJJ1OE4/Hmc1mXLhwQSYbXq9XNPsOh4PJZMJ0Ov3CbP6XQU0xvopl7yLU89d1/WtNJUyYMGHiuw7r51/FxGdB13X6/f65E+MiH0D553s8HgaDAblcjl6vRyKR4MqVKywtLdFqtWQlcP36daLRqMT0NptNer0eLpeLTqdDrVYjlUpJQqCSJXq9XvGdV1AxxH6/X/z4Dw4OxAhIZRQMh0OxOFY6+f+/vfuPjuus7zz+/mpmpJnRr9FIsn5atpOYxIlpIKiQnKVZDoSQsG2TUChhe06yhUO2BXZbON02bLbt/vinlN3llC2FTQtL0sMWKF0W7wGaBkqh7W5IHDB2TORYcWxZtmzr5+jXaCTNPPvHPPdmpEj+JcmScz+vc+Zo5rn3ju7VSJrPPPe53ycY6Bi8yafTaaqrq8NiQcGsd865V/xMjh8/zvz8PDfffDPFYpFjx45hZrzmNa+hvr4+LEBUV1cXXiYZVAAMLsm7VEGdhoaGhiXX+V+OqqoqstlseCWDiMirlULAGgXjAZbXB6iqqiIWizE5OUk8Hg9Hyvf19dHc3Mwtt9xCTU0NZ8+eZXJykomJCRoaGrj22mvD5wlKAQdlfoNSt/39/RSLRWpqasKZ/Jqbm8O5A4IpaCvnEghKFLe3t7N3794llwtOT08zPDwc1g1YaYzDzMwMmUyG1tbW8M12cnIynPkwMDU1xalTp8IrAoLz6y0tLdTV1YX7DITX4+dyOWpra2lqaiKXy13W6xBMF7xeJXtra2vZtm3bujyXiMhWpdMBaxScO14+HiD45O6cI51OMzQ0xIEDB4jFYrzpTW8imUxy8uRJoPyJfWpqimw2G4aJ8fFx6uvraWhoCOsAdHV1kc/nGRgYoKqqKpwQJ5lM0t3dHX6qX74/8/PzHDp0iFKpxN69e6mtraVYLIZ1/hsaGhgcHAwnP6qqqgpPFwSCqW2z2SwnT56kpaUlPPcfnNcvlUqcOnWKhYUFenp6wtMO9fX1LC4uhvs1PDwcjgmoPI8fi8UYHh4OxzJcrIWFhXD2vrVM3CMiEjUKAWsUjAcIuo1LpRLz8/PhpWb19fXMzc3R19fHmTNn2LNnD7t376avr4+pqSle+9rXMjIywtzcHLt37w7L5545c4Z0Os0tt9zC4cOHwzf14FN0IpFgbGyMhoYG0ul0WHp3YGAAKNfOD2rs9/X1MTMzw3XXXcfs7CyTk5MA4fwBzc3N1NTUcPLkSZ555hlaW1vp6upiamqKdDrN4uJiGERmZmbCXofFxUXGx8c5fvw4O3fuDKcKbmhooLa2lsnJyXBCpKCXIRhkGLzJT0xMhOMlgnr/Qc/AhTjnwl6U5QMzRUTkwnQ6YA2C6nwrjQcIBtzV19fz/PPPhxPi9Pb2hvX0s9ksU1NTnD59mnQ6TWtrK1AOFuPj47S3t5PNZunt7aWxsZGBgQHy+Ty1tbXhhD2Dg4Ph4+PHjzMwMMD09DRDQ0McP36cH//4x2HBnurq6nBgX11dXXg+3zlHZ2cnt99+O4lEgpmZGRKJBKOjowwODvLSSy8xNzdHMplkamqKTCZDR0cH1dXVJJNJFhYWGBkZCUvoBmEhmUyGvRtBLYXgZxLM+pfP52loaAhH8zc2Nobt5xOc3hgfHyeVStHV1fWKqZRFROT89F9zDYLytMvHAwRT+tbX1zM4OMiJEyeoqqqip6eHVCoVlqYNJgQaHh6mp6cnHIkerL9jxw6gfD16R0cHL774YjgCPjgFcPTo0XCQ4PDwMI2NjezYsYOZmZlwhrs9e/bQ1dX1isvmhoaGKBaLQLlXIJFIhEWC4vE42WyWfD7P0NAQiUSC/v5+CoVCOB9Ac3Mzc3NzFItFSqVSOP4hFouFMxCaWTioMOgNCKxUajmoxx+UK16uVCoxMTHB5ORk+D00gl9E5PKoJ2ANVrqWPDjHbWYUCgWOHj0aDlgLRvwHb3zZbJZcLsfs7Cytra3E43FmZ2c5d+4czc3NS7rEgwp76XSaM2fOUCwWMTO6uroYHx/nueeewzlHT08P8/PzYUDp6uqio6PjFQEgmABoYWGBeDxOOp1menqa5uZmOjo6yOfzjI2NEY/HaWtrC7v7gwp5Q0NDQLmWfvBczjkKhUI4XXDlKP3Gxsbw3D0sPY9fuZ6Z0djYGP4cK+XzeU6fPs3k5CT19fV0dXUpAIiIrIF6AtYgl8stGQ9QLBaZmpoK3+CC2eUKhQKJRIKFhQUmJycpFArE43GmpqbCCYWKxeKSCYF6enrCN8fFxcVwdrtMJhNetjcwMMDNN9/MwMAAIyMjdHV1USgUwgmCGhoawnkGlsvn8xQKhfBN1znH1NQU27ZtC6sdFotFxsfHicfjYWXAnp4ezIzp6WlGRkYwMxKJBENDQ+FMgK2tra+oshd8wg/O9wej+Vc6j19XVxeuG8xAODY2Fp6maG9vX9PcAiIiUqYQcJmC8QCV085OTk5y9OhRCoUC2WyW0dFRZmZmmJubo1AohNPsFgqFsErewsIC27ZtY2FhIZyQJpVKLZm0ZmxsDCi/kS4sLLB9+3ZisRgzMzO89NJL4Sf4dDodznoH5U/fqxXfCS4PbG5uDsv2OufIZDJMT0+HtQyCqwempqaoqqoKr8MPPq0HtQKGhoaYn59fMlnRco2NjeF4iPON5g/Cwfj4eNj1H+xbY2OjZuoTEVknG3Y6wMxeZ2ZPmdkBM9tvZm/07WZmnzazfjM7aGa3VGzzoJkd9bcHK9rfYGaH/Dafti3wLjA7OxuOmIfy4Lpg9r7W1lbq6+upr6+nu7sbM2Pv3r28/vWvp7m5OVwe1OIPzp2fOHGCYrFIMpkMz5MHXfvBG6iZ0dLSQiKRYPfu3QwPD4cDC6+55hqy2Szz8/Nhbf6VBKPq4eVLCSurHgZzARQKBbZv3x7WDqirq1vSdV9TU0NLSws9PT3cdtttvPnNb6a5uXnVn1ltbW04+17l915JcJpgYmKCRCJBZ2cnmUxGAUBEZB1t5JiAPwT+g3PudcDv+ccAdwO7/e0h4LMAZpYFfh94E/BG4PfNLPg4/FnggxXb3bWB+31RgqI2QQjI5XL09fWFo+MXFxdpampibGyMRCLBnj17wsl8gkF0QS3/UqmEc458Ps/c3NySqXSDUwbBtL21tbWkUilSqVRYiTCdTjM5Ocn8/DzT09NhUFjtDXN2dpZcLkcqlaK+vn7J6QMgrOk/NTUV9ngEAx1XEvQMVM6iuJLg1AO8HAhWU1VVFU5x3NHRoRn6REQ2wEaGAAcEH/UagdP+/j3A467sKSBjZh3AO4AnnXNjzrlx4EngLr+swTn3lCtf0/Y4cO8G7vdFyeVyS96sjxw5wvDwMN3d3Zw7d458Ph+eK+/u7qarq4vFxcXwjX5hYYF0Ok17e3t4uqChoYGRkZHwU3DwBhzM7lcqlcJLA4Oegfr6erZv304qlQq75INBhiuZm5tjaGiIxcVFWlpawqqGiURiSTd+MO9BcGogmUyuyxtxXV0dmUxmyemO1QQTDYmIyMbYyBDwm8Anzewk8J+Bj/v2LuBkxXqDvu187YMrtG+aYBBdZYGbvr4+kskk27ZtY35+HiiX9wX4mZ/5GaD8CXxsbCy8vt45RzabDa+hb2lpCa8sgHJhoOBa/vn5+bDXIJlMYmZhUaL29nZqamrCyYVWGwcwNjbGc889x8jICC0tLWQymSUBpFJNTQ01NTWMj4+HkyGth2DSIFX2ExHZfGsaGGhm3wHaV1j0CPA24KPOub8ys18GPg/csZbvdxH78xDlUwz09PRs2PepHA/gnOPQoUOMjo6yZ88e4vE4HR0djIyMcOzYMbq6usJu8mDK39ra2rCnoFgsUldXR6lUYmRkhHQ6HU7HOzk5GfYeBMV1qqurwysJgkF6QdGhUqn0ik/OwQRHIyMjnDlzhurqanbv3h2+EY+Nja06815Q4jcej69pdj8REdma1hQCnHOrvqmb2ePAb/iHfwn8mb9/CthesWq3bzsFvGVZ+9/59u4V1l9pfx4FHgXo7e195fR26yQYVJfJZBgeHubo0aPU19eH18xXV1eHlwRmMhnS6TRzc3OcPXs2nEFvcXGReDwerhOLxdi/f394CeALL7wQXg+fSqWIx+MMDg7S2dnJwsICZkZTUxOxWCx8E5+YmCCfz5NOp8OR+8HVCcHlf7t27QpPFQRzDaw24j6dTpNMJqmtrdWAPBGRV6GNPB1wGvin/v5bgaP+/j7gAX+VwK1Azjk3BDwB3GlmTX5A4J3AE37ZpJnd6q8KeAD4xgbu9wXlcjmqq6uJxWL09fUxOTlJZ2cnUD5VEIvFwoF09fX15PN5Tp48iZnR0dERDsSbmZkJp+dNp9Pk83kmJibCS/+KxSI7d+6kq6srrLEf9AJUVVWxbds26urqmJ6eprW1lUKhwIkTJ3jxxRc5ffp0+PzBtMGVAQDKYeZ8NffNjPb29nWbmU9ERLaWjawT8EHgj8wsDszhu+mBbwHvBPqBWeBXAZxzY2b2n4Bn/Hr/0Tk35u9/CPgikAK+7W+bonI8wPDwMP39/dTV1dHU1ESxWCSVSlFdXc309DRtbW10dHRw7Nix8I16cXGRqakpYrEYiUQinMTn5MmTYd2BVCpFJpMJJwcqFouMjo6G2wBLrtU/c+YMVVVVNDc3h9379fX1ZDKZcBKg9vb2JQEgGPQXzDsgIiLRs2EhwDn3D8AbVmh3wIdX2eYLwBdWaN8P7F3vfbwclQPpXnzxRWZnZ9m+fXs4cr+5uTksxNPW1kZraysHDx5kYWGB6667jvHx8XCq4aBMcC6XY3R0NPy0Pjc3R3NzM7FYjFwuF04ZHIz6D04hmFlYsXBqaopdu3axc+dOnHPh7H5mFoaS2traMERMT09TKpU0856ISIRp7oBLlMvlKBaLLC4ucvz4cWpqashkMiwuLoZfx8fHKZVKtLa2hpf4xeNxZmZmGBkZwTnHzMwMpVIJMwvnCWhpaaG7u5vp6WmKxSLZbJbx8XEGBwfDiXtKpRKJRGJJF31Ql2BhYYFkMkk8HqdYLNLV1cUNN9xAKpViYmKCU6dOMTQ0xNTU1JLiQCIiEk0qG3yJcrkc+XyekZERZmZmwgp9Qb38oaEhBgYGSKfTxGKxsCzwuXPnOHHiRDhvQF1dHT09PdTW1oa9C9lsFudcOBJ/bm6OM2fOMD4+TiaTIZlMhpcSVqqcpa+mpoYzZ84A0NnZGX7yDy5DnJmZCSv2ZbPZK/iTExGRrUY9AZfo7NmzYa185xy1tbXU1NSQSCQYHR0NP5HPzs6Gtfadc7S0tHD69GlOnjxJPB7n+uuvD2cJnJ2dDU8xTE1NkUgkmJ2d5YUXXqCqqora2lq6urrI5/Mkk8kVL9cLZuk7fbpck6m9vX1JcZ94PE5jYyOdnZ10dnbS0tKiGfhERCJOPQGXYHZ2lpGREWKxGBMTE6TT6XAWwGCK3KDmfjBFbzKZZHJykpGRkbAk8LZt25Z0509OTlJdXY2ZcfToURYWFqiqqgqvMNixYwfV1dVMTU2t+uk9mKWvVCq9IgAsV11drdMAIiKiEHApBgYGyOfzmFl4jr6mpob5+Xmcc0vmAAgG7gUD/wYGBqirq2PHjh0kEgnm5uZIJpOUSiXGxsbI5XIcPHiQ8fFxrrnmmnBa4FKpRCaT4dy5c9TV1Z33zbu9vVy3SaP9RUTkYigEXKRCocDp06fDrn4od7FXVVUxNzcHlCvsBYPtOjs7mZ+f5/jx4wwODrKwsMANN9wQXiEwMjJCW1sbx44d4+DBg6TTabLZLDfccAPXX399OLjv1KlTnD17Niy3ez568xcRkUuhEHARnHOMjo4yPj5OPp9nfHycbDZLVVVVWP63tbWVtrY2jh49SmdnJz09PQwNDdHX10d9fT1tbW20t7eHs+f19/dz4sQJJiYmiMfj3HTTTaTT6SWT/8RiMZqamhgdHaWhoeG8s+6JiIhcKr2rXITgkrqZmRnOnTvH4uIiNTU1FIvFsHZ/Y2Mjp0+fplQqsWPHDrLZLAcOHGBiYoJMJkM2m6W5uRkoV+KrrCi4bds2amtrw0GAlerr60kkEtTU1GzGoYuIyKuYrg64CHV1dRQKBc6dOxdW7oPyALtsNksmkyGXy1FfX09XVxepVCqsFdDY2BjW54/H4zjnGBkZobGxkRtuuAGARCIRTv6zUo3+YNZAERGR9aSegItQKpUYHR3lyJEjFItFOjs7qa2tpaOjg6amJmZmZqiqqqJUKrGwsBAOEmxvbw9PGRQKBYrFIrlcjvn5edra2lhYWKBQKFBdXR2W+hUREblSFAIuQj6f55lnnuHEiRP09PTQ0dFBT08Pzjn6+vqYn58nmUySSCTC+QCCegHNzc00NjYyNjbGwMBAOGFPKpViZGSExcVFkslkuL2IiMiVotMBF2F6epp9+/YxMjJCc3MzxWKRvr4+nn322XDQXmtrK11dXezYsSO8kuDUqVM457j22mtJpVIcOnSIhYUFmpqagJdLEMdiMfUCiIjIFaeegIvw0Y9+lIMHD3L99dfT0tJCVVUV1dXV7Ny5k+3bt4dle2OxGPPz87S0tDA7O8v8/DyZTIbx8XGmp6cZHx/n3LlzXHPNNeH8AcHMg6reJyIiV5pCwEV473vfy8DAAG9/+9upqqoimUxyzTXXsG3bNqqrqymVSuTz+bBYUDA24LrrruOmm24il8uRTqfZsWMHp0+f5umnn2bHjh3Mzc1RVVUVFhYSERG5knQ64CLcd999fP/73+ctb3kLyWSSfD7P3Nwcc3NzlEolamtraWtrY8eOHWzfvp3p6WnMbMnAwM7OTm6//fawWNDExARTU1PU1dVRV1e32YcoIiIRpJ6AixBcHnjttdeya9cuXnrpJSYnJ6mqqmJhYYF8Pk8ulwtL+k5MTJDNZqmrq2NkZAQzC08j7N27l4WFBWZmZkin0zQ2NmpAoIiIbAqFgItQKpWoqqpi27ZtJBIJstks/f39TExMMD09Hb75l0olcrlcWOJ3cXGRQqGwpApgIpFg9+7dHD58GOAV0wKLiIhcKTodcBFSqRSdnZ3hJ/aGhgb27NlDV1cXQFhNsFgskk6nSaVSpFIpJicnqaure0UVwKamJrq7u8OKgSIiIptBPQEXafnAvVQqxa5du0gmkwwPD1MsFpmamqJUKlFTU0OhUKCmpmbVqX937tyJc04DAkVEZNOoJ2ANqqur6e7upqurK3wzT6VSJBIJYrEYra2tVFWt/iNWABARkc2knoA1isVitLe3E4vFyOVyFAoF4vE4mUxGk/6IiMiWphCwDswsHDSYy+WoqamhsbFxs3dLRETkvBQC1lFTU1N4OkBd/SIistUpBKyzZDK52bsgIiJyUTQwUEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREImrDQoCZ3Wxm/8/MDpnZ/zGzhoplHzezfjM7YmbvqGi/y7f1m9nDFe27zOyHvv0rZla9UfstIiISFRvZE/BnwMPOudcCXwf+DYCZ3QjcD9wE3AX8iZnFzCwGfAa4G7gReJ9fF+ATwKecc9cB48AHNnC/RUREImEjQ8BrgB/4+08Cv+Tv3wN82TlXcM69BPQDb/S3fufcMefcPPBl4B4zM+CtwNf89o8B927gfouIiETCRoaAw5Tf8AHeA2z397uAkxXrDfq21dqbgQnn3OKydhEREVmD+Fo2NrPvAO0rLHoEeD/waTP7XWAfML+W73WR+/MQ8BBAT0/PRn87ERGRq9qaQoBz7o4LrHIngJm9Bvhnvu0UL/cKAHT7NlZpHwUyZhb3vQGV6y/fn0eBRwF6e3vdxR+JiIhI9Gzk1QHb/Ncq4N8Bn/OL9gH3m1mNme0CdgNPA88Au/2VANWUBw/uc8454HvAu/32DwLf2Kj9FhERiYqNHBPwPjN7AegDTgP/A8A5dxj4KvBT4K+BDzvniv5T/keAJ4Dnga/6dQF+B/iYmfVTHiPw+Q3cbxERkUiw8gftV5/e3l63f//+zd4NERGRK8LMnnXO9V7KNqoYKCIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEaUQICIiElEKASIiIhGlECAiIhJRCgEiIiIRpRAgIiISUQoBIiIiEbWmEGBm7zGzw2ZWMrPeZcs+bmb9ZnbEzN5R0X6Xb+s3s4cr2neZ2Q99+1fMrNq31/jH/X75zrXss4iIiJSttSfgOeBdwA8qG83sRuB+4CbgLuBPzCxmZjHgM8DdwI3A+/y6AJ8APuWcuw4YBz7g2z8AjPv2T/n1REREZI3WFAKcc887546ssOge4MvOuYJz7iWgH3ijv/U754455+aBLwP3mJkBbwW+5rd/DLi34rke8/e/BrzNry8iIiJrsFFjArqAkxWPB33bau3NwIRzbnFZ+5Ln8stzfn0RERFZg/iFVjCz7wDtKyx6xDn3jfXfpctnZg8BDwH09PRs8t6IiIhsbRcMAc65Oy7jeU8B2ysed/s2VmkfBTJmFvef9ivXD55r0MziQKNff6V9fRR4FKC3t9ddxn6LiIhExkadDtgH3O9H9u8CdgNPA88Au/2VANWUBw/uc8454HvAu/32DwLfqHiuB/39dwN/69cXERGRNVjrJYL3mdkgcBvwTTN7AsA5dxj4KvBT4K+BDzvniv5T/keAJ4Dnga/6dQF+B/iYmfVTPuf/ed/+eaDZt38MCC8rFBERkctnr9YP1b29vW7//v2bvRsiIiJXhJk965zrvfCaL1PFQBERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiSiFABERkYhSCBAREYkohQAREZGIUggQERGJKIUAERGRiFIIEBERiag1hQAze4+ZHTazkpn1VrQ3m9n3zGzazP542TZvMLNDZtZvZp82M/PtWTN70syO+q9Nvt38ev1mdtDMblnLPouIiEjZWnsCngPeBfxgWfsc8LvAb62wzWeBDwK7/e0u3/4w8F3n3G7gu/4xwN0V6z7ktxcREZE1WlMIcM4975w7skL7jHPuHyiHgZCZdQANzrmnnHMOeBy41y++B3jM339sWfvjruwpIOOfR0RERNbgSo8J6AIGKx4P+jaANufckL9/Bmir2ObkKtuIiIjIZYpfaAUz+w7QvsKiR5xz31j/XQLnnDMzd6nbmdlDlE8Z0NPTs+77JSIi8mpywRDgnLtjHb/fKaC74nG3bwM4a2Ydzrkh391/rmKb7atss3xfHwUeBejt7b3kECEiIhIlV/R0gO/unzSzW/1VAQ8AQW/CPuBBf//BZe0P+KsEbgVyFacNRERE5DJdsCfgfMzsPuC/Aa3AN83sgHPuHX7ZcaABqDaze4E7nXM/BT4EfBFIAd/2N4A/AL5qZh8ATgC/7Nu/BbwT6AdmgV9dyz6LiIhImZUH6b/69Pb2uv3792/2boiIiFwRZvasc673wmu+TBUDRUREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQibYeSZAAADO1JREFUSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkotYUAszsPWZ22MxKZtZb0f52M3vWzA75r2+tWPYG395vZp82M/PtWTN70syO+q9Nvt38ev1mdtDMblnLPouIiEjZWnsCngPeBfxgWfsI8AvOudcCDwJ/XrHss8AHgd3+dpdvfxj4rnNuN/Bd/xjg7op1H/Lbi4iIyBqtKQQ45553zh1Zof3HzrnT/uFhIGVmNWbWATQ4555yzjngceBev949wGP+/mPL2h93ZU8BGf88IiIisgZXYkzALwE/cs4VgC5gsGLZoG8DaHPODfn7Z4A2f78LOLnKNiIiInKZ4hdawcy+A7SvsOgR59w3LrDtTcAngDsvZaecc87M3KVs47/fQ5RPGdDT03Opm4uIiETKBUOAc+6Oy3liM+sGvg484Jx70TefArorVuv2bQBnzazDOTfku/vPVWyzfZVtlu/ro8CjAL29vZccIkRERKJkQ04HmFkG+CbwsHPuH4N2390/aWa3+qsCHgCC3oR9lAcR4r9Wtj/grxK4FchVnDYQERGRy7TWSwTvM7NB4Dbgm2b2hF/0EeA64PfM7IC/bfPLPgT8GdAPvAh827f/AfB2MzsK3OEfA3wLOObX/1O/vYiIiKyRlQfpv/r09va6/fv3b/ZuiIiIXBFm9qxzrvfCa75MFQNFREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSi1hQCzOw9ZnbYzEpm1lvR/kYzO+BvPzGz+yqW3WVmR8ys38wermjfZWY/9O1fMbNq317jH/f75TvXss8iIiJSttaegOeAdwE/WKG91zn3OuAu4L+bWdzMYsBngLuBG4H3mdmNfptPAJ9yzl0HjAMf8O0fAMZ9+6f8eiIiIrJGawoBzrnnnXNHVmifdc4t+odJwPn7bwT6nXPHnHPzwJeBe8zMgLcCX/PrPQbc6+/f4x/jl7/Nry8iIiJrsGFjAszsTWZ2GDgE/JoPBV3AyYrVBn1bMzBRERyCdiq38ctzfn0RERFZg/iFVjCz7wDtKyx6xDn3jdW2c879ELjJzPYAj5nZty9/Ny+OmT0EPOQfTpvZK3op1qAFGFnH59tsOp6tTcez9b3ajknHs7VdzPHsuNQnvWAIcM7dcalPumz7581sGtgLnAK2Vyzu9m2jQMbM4v7TftBOxTaDZhYHGv36K32vR4FH17K/qzGz/c653guveXXQ8WxtOp6t79V2TDqerW2jjmdDTgf4kf5xf38HcANwHHgG2O2XVwP3A/uccw74HvBu/xQPAkEvwz7/GL/8b/36IiIisgZrvUTwPjMbBG4DvmlmT/hFbwZ+YmYHgK8DH3LOjfhP+R8BngCeB77qnDvst/kd4GNm1k/5nP/nffvngWbf/jEgvKxQRERELt8FTwecj3Pu65Tf5Je3/znw56ts8y3gWyu0H6N89cDy9jngPWvZz3WyIacZNpGOZ2vT8Wx9r7Zj0vFsbRtzqls96yIiItGkssEiIiIRpRBwEVYrdbzVmNl2M/uemf3Ul3P+Dd/+783sVEUp53dWbPNxf1xHzOwdFe1b4pjN7LiZHfL7vd+3Zc3sSTM76r82+XYzs0/7fT5oZrdUPM+Dfv2jZvbgat9vg4/l+orX4ICZTZrZb15Nr4+ZfcHMzpnZcxVt6/Z6mNkb/Ovd77fd0MJgqxzPJ82sz+/z180s49t3mlm+4nX63IX2e7WfzRU+nnX7/bJVyrtf4eP5SsWxHLfy2LOr5fVZ7X/05v0NOed0O88NiAEvAtcA1cBPgBs3e79W2dcO4BZ/vx54gXJ55n8P/NYK69/oj6cG2OWPM7aVjpnyVSUty9r+EHjY338Y+IS//07g24ABtwI/9O1Z4Jj/2uTvN22B36szlK/rvWpeH+B24BbguY14PYCn/brmt717E47nTiDu73+i4nh2Vq637HlW3O/VfjZX+HjW7fcL+Cpwv7//OeDXr/TxLFv+X4Dfu4pen9X+R2/a35B6Ai5sxVLHm7xPK3LODTnnfuTvT1G+AqPrPJvcA3zZOVdwzr0E9FM+3q1+zJWlpJeXmH7clT1FufZEB/AO4Enn3Jhzbhx4kvKcFpvpbcCLzrkT51lny70+zrkfAGMr7OeaXw+/rME595Qr/zd7vOK5rtjxOOf+xr1cvfQpynVLVnWB/V7tZ7MhVnl9VnNJv1/+E+Vq5d03xPmOx+/PLwN/cb7n2GKvz2r/ozftb0gh4MJWK3W8pVl5tsXXAz/0TR/x3UlfqOjyWu3YttIxO+BvzOxZK1eEBGhzzg35+2eANn//ajiewP0s/ed1tb4+sH6vR5e/v7x9M72f8qepwC4z+7GZfd/Mfs63nW+/V/vZXGnr8ft1vvLum+HngLPOuaMVbVfN67Psf/Sm/Q0pBLwKmVkd8FfAbzrnJoHPAtcCrwOGKHehXS3e7Jy7hfLMkx82s9srF/q0e1Vd4uLPo/4i8Je+6Wp+fZa4Gl+P1ZjZI8Ai8CXfNAT0OOdeT7lmyf80s4aLfb5N/Nm8an6/lnkfS4P0VfP6rPA/elP2AxQCLsZqpY63JDNLUP7l+pJz7n8BOOfOOueKzrkS8Ke8XI9htWPbMsfsnDvlv56jXJPijcBZ3+0VdPWd86tv+ePx7gZ+5Jw7C1f36+Ot1+txiqVd75t2XGb2L4CfB37F/1PGd5uP+vvPUj5v/hrOv9+r/WyumHX8/QrLuy9rv+L8PrwL+ErQdrW8Piv9jz7Pfmz435BCwIWtWOp4k/dpRf4c2eeB551z/7WivaNitfuAYKTtPuB+M6sxs13AbsqDSrbEMZtZrZnVB/cpD9h6jqWlpJeXmH7Aj6i9Fcj5LrYngDvNrMl3hd7p2zbLkk8wV+vrU2FdXg+/bNLMbvW/yw9UPNcVY2Z3Ab8N/KJzbraivdXMYv7+NZRfj2MX2O/VfjZXzHr9fvkwtFp59yvtDqDPORd2fV8Nr89q/6PPsx8b/zd0vlGDuoUjOt9JeRTni5RnT9z0fVplP99MuRvpIHDA395JuXrjId++D+io2OYRf1xHqBhFuhWOmfLo5J/42+FgPyifm/wucBT4DpD17QZ8xu/zIaC34rneT3ngUz/wq5v4GtVS/kTVWNF21bw+lMPLELBA+XzjB9bz9QB6Kb9JvQj8Mb6g2RU+nn7K51uDv6HP+XV/yf8eHgB+BPzChfZ7tZ/NFT6edfv98n+TT/uf0V8CNVf6eHz7FylPUV+57tXw+qz2P3rT/oZUMVBERCSidDpAREQkohQCREREIkohQEREJKIUAkRERCJKIUBERCSiFAJEIs7M/q//utPM/vk6P/e/Xel7icjWoEsERQQAM3sL5dnmfv4Stom7l2vJr7R82jlXtx77JyLrTz0BIhFnZtP+7h8AP2fludg/amYxM/ukmT3jJ5/5l379t5jZ35vZPuCnvu1/W3mSp8PmJ3oysz8AUv75vlT5vXwFtE+a2XNWnvv8vRXP/Xdm9jUz6zOzL/nKZyKyAeIXXkVEIuJhKnoC/Jt5zjn3s2ZWA/yjmf2NX/cWYK8rT0EL8H7n3JiZpYBnzOyvnHMPm9lHnHOvW+F7vYvyhDY3Ay1+mx/4Za8HbgJOA/8I/BPgH9b/cEVEPQEispo7KdctP0B5utNmyvXYAZ6uCAAA/9rMfgI8RXlik92c35uBv3DliW3OAt8HfrbiuQddecKbA8DOdTkaEXkF9QSIyGoM+FfOuSWTLfmxAzPLHt8B3OacmzWzvwOSa/i+hYr7RfR/SmTDqCdARAJTQH3F4yeAX/dTn2Jmr/GzOS7XCIz7AHADcGvFsoVg+2X+HnivH3fQCtxOeWIaEbmClLBFJHAQKPpu/S8Cf0S5K/5HfnDeMHDvCtv9NfBrZvY85dnonqpY9ihw0Mx+5Jz7lYr2rwO3UZ4h0gG/7Zw740OEiFwhukRQREQkonQ6QEREJKIUAkRERCJKIUBERCSiFAJEREQiSiFAREQkohQCREREIkohQEREJKIUAkRERCLq/wMPcenzLI03CQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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cLrO5KU1fXxRkJkAikUheEoIgII5jXNel1+s9VlVv2zaTyYTVasVqtRJGPAm+7xNFEa1Wi3K5LAR6+XweQPTx3717l3q9zubmJq7r0m630TSNa9euiTkD8/mcKIqoVCr4vs/e3h4ff/wxw+GQSqUi5gYUi0W63S6e53Hz5s2v9ZlJPhuZCZBIJJKXhNXqfIRKsVjEdV36/f6nMgLJWN5cLoeqqvT7faIoAs4zCYPBAFVVqVartNttBoMBm5ubvP322xiGwa1bt7h16xZBEHD16lWiKGI8HjMej9nZ2aFSqTCdTplOp3ieJzQHmqbh+z6bm5tcvnwZRVEoFotUKhURMJRKJWq12tf+3CRPRgYBEolE8pKQpPPL5TL1ep3lcvlQIBAEAaPRSJxTLBYfOjaZTAiCQHQCnJycUCwWuXr1KoVCAV3XUVVVaAQajQbz+Zxut0u1WmVvb49+v49lWdi2TRzHDwUb6XSa7373u2xublIqlUQJIY5jMalQTv97sZDlAIlEInlJSLz56/U6pmkCMBwO6ff7NJvNh1oBM5kMpmmiaRqTyYQoiphOp4RhCJybBOXzeWq1GoZhCMfAjY0Nbt26RavV4vj4mHa7jaIovPHGGywWCyE6tCyLjY0N4NxV0DRN3nzzTfL5PNlsluVyieM4+L5PtVql1+tRLpdlS+ALhswESCQSyUtC0m43mUyEav9iRqDT6aBpGlEUYVkWnU6HbDZLKpXi/fffp9vtimuSACGXywmL4UTBbxgG3/rWt+j1epycnFCtVslms4zHY3zfZzgcUi6XURRFjA++fv26CEw0TSMIAhzHoVqtiiFC1Wr1G36CkkeRmQCJRCJ5SVgsFqRSKcIwxLIsisWiWHjv378vTHum0ymXLl1CVVXu3r2LZVn4vs/a2hrr6+soisJwOETTNNEFUKvVUBSFdrtNq9UijmNms5lo7/voo4+I45jlckk2m0VVVYbDIZlMhvX1dTRNYzweC0FiYjdcLBa5e/euyExIXixkECCRSCQvAXEc4zgOpmmSzWaZzWYUCgUURcE0TabTKb1eT8wL2NraYjQa0e12cV2X9957jziOGY1GZDIZ0UqYZAZyuRx3794lCAIuXbrET37yE8Iw5Jd+6ZdwHIeTkxPgvHsgEShqmsb6+roQDyqKgq7rpFIpcrmcsBC+eN+SFwsZBEgkEslLQBAEuK4rFtrhcIjjOORyOQaDAR999BGVSgXP8wA4Pj4mjmPW1tZwXRdVVSkWi4xGI3q9nhgLvLm5iWmaTCYTut0upVKJxWLB4eEh+/v7TKdTut0u2WxWBA7pdJpyucza2hqXLl0SY38fV+9fLBb4vk+z2ZQzAl5ApCZAIpFIXgIcx2E8HpNKpSiVShQKBfr9Pt1ul263i2EYvP3222iahuu6HB4eis6BmzdvEoYhi8UCRVE4PDwUGoCkZj8cDplMJiiKwp/92Z/hui6FQoFOp4PrulSrVcrlshgodPXqVXZ3d6lWq2QymccGAHEcM5/PSaVS0iHwBUVmAiQSieQlIBnru729TaFQEKZApmmiKAobGxtsbW0xHo/J5XI4jkM2m0XTNDzPo9ls0ul0uHfvHpqmCVFgFEX88Ic/5ODggPl8TqfT4fT0lJ/92Z8ljmM8zxNCwm63y+bmJvl8nkKhQKFQ+Mx7tm0b13XJ5XIyCHhBkUGARCKRfMP4vs98PqdcLj923K/jOPT7ffF6u91GVVU2NjaYzWZ4nselS5fETj+fz1Mul6nVaoRhKGyEPc9jPp+zv7/PcrnEsiyOjo44OjoiCAJM06Tf73Pt2jXeeust5vM5jUaDVqtFt9sVg4FyudwXUvrbtk0YhpimSTqdfh6PTvKUyHKARCKRPCc6nQ7j8fhzz7Msi8ViQafTETX9hCAIGA6HBEFAqVRiPB5jGAabm5u0Wi3G4zFxHFMsFpnP52LMb6vVolQqUa1WyeVyHB4eMhgM2NvbEwK9OI754Q9/SDqdZmdnB03TyOfzvPvuu0RRRDabpdFo4Hkes9mMOI7FSGFV/ezlIwxDlsslqqqSzWalHuAFRQYBEolE8hzwPA/P81gul597ruu6YtBPt9vFsizg3NCn3+8TBAGGYbBarUin0zQaDTGpL0FRFCH2S3brgMgAmKZJHMdks1lM0xReAv1+H9M0GY1GzGYzGo0GpmmyXC6pVqsYhkGv18O2bTE86IuMAF4sFuJ+ZVfAi4ssB0gkEslzwLZt4KdDf560Ew7DkCAIqFarmKbJYDBgNBrh+754rVAoYFkWm5ub1Ot1FEUhCAIsy6JUKgnbXt/3Rcugoij4vk+v1wNge3ubOI5RVRXbtikUCg/pAwaDAZlMhrW1NebzOZVKhXq9zunpKScnJ7RaLS5fvvyFF/TFYkEcx+i6LvUALzAyCJBIJJJnTBzHLBYLNE0jDEN83yeTyTz23GQ3nxjwNJtNptMpp6enuK7L/v4+k8lEiPuS2nqiBahUKqRSKfr9Pp7nCVMez/Po9XqoqirKBtVqlWKxyIcffijusdVqiamDa2tr6LpOPp8XcwPu3btHLpfjxo0bD5URoigSX4/+nAQvSdvgF8kcSL4ZZBAgkUgkz5jlckkURWiaxmw2E210jyPp4U8WSkVRMAwDVVVRVZXFYsHR0RGGYVCv1wnDkCiKWCwWqKpKOp2mVqtxcnLCZDJhd3eXTCbDnTt3mE6n3Lx5E9d1mUwmFItFkZX46KOP8DyPRqNBt9sV5j66rlOtVsU5vu/z1ltvkc/n6fV6X6i8AQhnQ5kFeLGRQYBEIpE8Yy5mARaLBffv3+fatWuPVci7rksQBJyengpL38FgQLlcplqtcvv2bc7Oztjf3yeKIk5PTwmCAE3TSKVS5PN5oigSAYNpmriuK1L9t2/fRtd1bNtG13UxZCgx8bEsC9M0Ra9/Mifg3r17OI7DlStXqNVq9Ho9fN+nWCyiaZoIUlRVRVGUT/0cBAHtdlvqAV5wZBAgkUgkz5BEFW8YBo7jUC6XcRyHTqcjxvsm+oDVaoXruriuK6b9rVYroihibW2NMAzRdR3TNAmCgMPDQ9LpNL1ej62tLeI4Jp/PM5/PUVWVVCqFqqp0Oh2WyyVvvPGGmBNw6dIlNjY2mEwmnJycsLa2Rq1Ww/M84jgmjmPW19fJZDJ0u10x/KdWqzEajQiCgEajIQSHn0eSMZCZgBcb2R0gkUgkzxDbtoUgDqBer1Ov1zEMQ1jzBkEAINL0iWL/7OwMy7Ko1+tomsZwOERRFLa2tkilUkwmE3Gt4zikUinS6bRYcIvFIq7rcnR0RD6fZ39/n3q9DpwHHJqmYVkW0+kURVFoNptsbGwQhiG1Wo1UKoVt2/i+j67rlMtllsslQRDQbDa/cACQ/G66rsvRwS84MgiQSCSSZ8hisSCdTovaez6fR1EUyuUyjUZDpMktyxI77EKhwHg8ZrFYEEUR+Xye6XTKarXCMAx83yefz7O9vU0ul6NerzOZTMjlcg+1Ia6vr7NYLDg9PaVer2PbNkEQsLa2Rjqdpt1uc3Z2JnQKSaq+XC6Tz+dF8JII+pLOhlar9aV29HEc47quzAK8BMggQCKRvNI4jkMURV/LZ/m+j+/7mKaJ7/uk02khCEwW8o2NDbLZLIPBgFu3bpHL5QjDkH6/T7FYJJPJMJ1Omc/n5PN5wjDEtm3y+TxbW1tsbW1Rr9eFEn+5XLJcLtE0jXK5LNoLc7kcw+GQk5MTqtUqrVaL0WgkOgOazabwGkgGEZXLZRRFYTqdivdotVpfuq7vuq7wJJC82MggQCKRvLIki+tkMvlaPs+2bbH7T4IAXddFzz6cq+ZbrZZo0QM4OzsDYGNjA03TODw8FEN3hsMhuq6ztraGoihomsZqtSKfz+O6LrZts1qtxJS/RIewWq3wfV/4CSSCvW63SyaTIZ/Ps1qtmE6n5HI5Go0GqVSK0WiEbdsUi0XW1ta+9ELu+z7D4RBN02QQ8BIggwCJRPLKkiy8SZ3+eZIs6oZhiF16kgVIp9PiXpL7cl2X7e1tSqUSp6enLJdLVqsViqLgOA6GYTAYDLBtm2azKVLrYRjiuq4YEdzpdEin06TTacbjMVEUsbu7K8SCOzs7qKrK4eEhd+/epVgssrW1RafTYTQa4TgOly9fxjRNer0ep6enmKbJ3t7eE9san4TrunS7XRRFYW1t7XOthSXfPPIvJJFIXlkSEV0URcLB73nhuq4YlpMs+L7vs1wuPxUEjMdjfN9nfX1dDOVJDH+CIKBcLjObzYSlr2maYrBQ8nskJYHBYCB23IPBgEKhwNbWFgCaplGv11lfX2cymfDhhx/SaDTY3d0lCAJu376NaZpsbm4yGo2EH8H169e/dACwXC7p9XpomiZMhyQvPjIIkEgkryxBEIjWuST1/rxIzHsSIR/AfD5nPB6TTqeJooggCFgsFkI0l8vlmE6nFItFGo0GZ2dnRFHE9vY2nU4Hy7Ko1WqiLx9gMpmQSqXQdR1VVYXZ0Gw2w7Zt1tfXSaVSFAoFTNMkm80KPwBN0zBNk+l0KsoK5XKZ+XzOnTt3WK1W7O/vUyqVvtTvbts2/X5flC0eNwlR8mIigwCJRPLKEgQBuq5TKBSEKc/zIIoiHMcRnQDJIJ/kHhJc12U8HqMoCtlslmw2KwSAhmGwWCzIZDJibkAqlRILfhzHdLtdTk5OmM/nWJYlPtO2bTqdDtlslo2NDTzPo9VqsbGxAcDx8TH9fp/d3V3W19fpdru0222uXr1KtVrl4OAA27bZ2dmh2Wx+qd/dsqyH5g7IlsCXCxkESCSSV5YgCEin05imCfDcsgGJ5iD5nIup/yQoUBSFfr8vWgDhXCtgWZao95umyXA4ZLFYiB21bdtEUUS73abb7eJ5HqlUirOzM05OTkS74HA4pNFoUCqVhCgREGWFKIooFouUSiUhIsxkMtRqNcIwFH4GX6YMMJvNGI1GootAagBePuRfTCKRvJKEYSgc9zRNI5fLicl2z5rFYoGu62QyGeH4F4ahUOE7jkMYhozHY4rFIlEUPbTAJyN3Nzc3+eSTT0in0xQKBQqFAu12m36/TxiGqKpKqVQin8+TSqVEQHB4eMhisWB9fZ3VakUcx2QyGeI45ujoSGQMkmxDoVDg0qVLZDIZ3n//fYbDoWjrS/77eUwmEyaTiRg29KQpiZIXGxkESCSSV5IkDZ8I1EzTFJa+z/pzPM97KAuQdAdks1nR6z8cDonjmHK5LDQB0+lUdBQkjn1hGKJpGo7jsFqtmM/nAFSrVZbLJZ7nMRqNGI1GbG1tUSwWmUwmOI6Dpml4ngecZxm63S6WZZFOp0VQlM1mhacAnGcxEnvg5XIpSg7D4RDHcT4VEMRxzHA4ZDabCS2DDABeXqR6QyKRvJI8GgQYhoGmaSwWiy9lf/t5JGr9JMXveZ4YHWwYBtlsVhj6NJtNXNcVAcLBwQFxHFMqlbBtm3Q6TbVa5ZNPPhFugevr6+TzeQaDAePxmM3NTabTKXfv3uW73/0uiqKIAUCdTkcIB13X5ezsDE3TiKIIz/PIZrOUy2W63S6r1QqAd955R8w0gHPdguM4OI7DYrEQUw1zuRyGYYi2wnK5LAIJycuLDAIkEskrycXOAEAslrPZTOy2nwXJTj75nETUl3z2RZFfOp0WO3tVVWm327RaLYIg4ODgQLgJHh4ecunSJTY3N7EsC4Dbt2+jKAobGxuoqspqtWI4HPLJJ5+gqio3btzA8zxhPLRYLFitVui6zng8RtM0tra2cF2X0WiErutcuXKF7e3th2r5uVyOXC5HHMd4nicCAsdxxDnValUEDZKXG1kOkEgkryTJEJyLPGuBoOu6rFYr8b7J5yZGQd1ulzt37mAYBo1GA8dxmM/n6LouRgLv7OxwenpKGIZ0u13h7FcqldA0TdT279+/T61Wo1qt4rou5XKZ6XTKT37yE4bDIVEUEccxhmGwu7tLsVikWq1i2zbz+ZxqtUqlUuHo6Ij5fM7Ozo4wEnocSQdDtVoVEwjL5TLNZlMGAK8QMgiQSCSvJEl74EV0XSebzT51EBCGIfBTb4CkvLBarUQnQPL6dDoln89TKBTwPA/LslAUhbOzMwqFAlEUMZvNyOVy4v5M0xTDHv3aAAAgAElEQVRlBV3X6XQ6pFIpqtUqx8fHHB0dYZomjuNQKpW4du3aQ8r+nZ0d9vb2xFhhwzC4du0aBwcHdDodtra22N/f/1Jq/nQ6TblcfqalFMk3jwwCJBLJK0eizn+ca51pmgRBgOu6j73u87Btm5OTE05PT+n1emSzWbHo+76P53noui48+zOZjGgLTMyCFosFy+WSRqMhlP/r6+u8/fbbYjRwHMdMJhOm0ynD4ZDr169jWRZnZ2eUy2WuX79OOp3GMAy+9a1vCevf2WzG/fv38TyPTz75BNd12draYrlc8vHHH1Or1Xj77bdlP78EkJoAiUTyCvKoKPAi+XxejO29OOBmNBoJVz1d19F1XQwASqfTqKpKFEWMx2N0XWe5XAoRnqqqFItFEQQkrXjpdJq1tTWWyyWKohBFEd1ul2q1Si6XE1mAJM2fyWQol8vEccx4PMayLJbLJWEYsrOzw507dwjDkEqlAiCMhRK9QaPREBbAy+WSTqdDs9kkl8tx69YtUqkUb731FoVC4ev5Q0heeGQQIJFIXjkSs57EMOciyZS/xWJBtVoVKfEk9Z7JZAiCANu2hSgPzn34LcvC9322t7fF4l8qlcTu3rIsLMuiUCiwWCyo1+s0Gg06nY4QBM7nczHhL51OoyiKGPsbRRHD4VBM+xuPx6iqypUrV+j1eqLmn81mmc1m5PN5NE1jPB5TKpU4Pj5GVVVUVWUwGGAYhug2SKVS7O/vi3HBEgnIIEAikbyCBEGAoihP9LAvFApYloVt22JXvFqtyOVy1Go1cd5qtSIIApHaT0yBDg4OyGQybG9vUy6XqVQqLBYL2u028/kc13VJpVLs7u6iqirlcpleryfmCMxmM9Gyl2gBNE2jWCziOA43b97k7t27nJyc0Gq1uHbtGoqicOXKFYIgoN/v0263RUp/OByKzEKlUhHvX6vV6HQ6BEHA3t4epVLpIRGjRPLcNAGKonxbUZTvKYrygaIoP1AU5eceHFcURfmHiqLcUxTlx4qivHfhml9XFOXug69fv3D8ZxRF+asH1/xDRYaxEonkM3icKPAiyejdZKefaAgeDRpSqRSGYVAoFER73qVLl5jNZpydnYkFVVVVIf5LUvVwvutPduyTyQTf96nX6xwdHaEoCnEci9JDrVYjn8+LQCSbzaLrOmEYEscxuVxOGAOdnZ3hOA7FYpHNzU02NzdFIBHHsTAeGgwGBEHA7u4uhmGQyWQemx2RvL48T2Hgfwv853Ecfxv4Tx/8DPAvAFcffP0G8FsAiqJUgb8H/Dzwc8DfUxQl+V/TbwF/+8J1v/oc71sikbzkfF4QAOfZAN/38X1fGOc8KXMwn8/xfZ9CocBkMmE8HovWuwTf98VEv2KxyFtvvUUulxOZgcT8R1EUMXAHzoWKSYo/sez1PI/VakW1WsU0TY6OjiiVSiyXS2azGZqmiQ6AUqlEsVjk8PCQ6XQqRgcnOoSNjQ1M00TXdZkFkHyK5xkExEDSTFoC2g++/zXgd+NzvgeUFUVZB/554J/GcTyO43gC/FPgVx+8Vozj+HvxuX/l7wL/0nO8b4lE8hJz0Yv/s0gm/lmW9ZlCwtVqxXQ6JZfL4fs+k8mERqOBruvcv39fdBQkTnu+75PP58UCHgQBZ2dn6LpOq9ViPB4L+2JVVYWLHyBaCBM0TWN7e1vYB/f7fVzXJZvNUiwWRUARhqHQOpRKJQ4ODigUCrz99tuoqiqyDTIIkDzK89QE/IfAHyuK8t9xHmz84oPjm8DJhfNOHxz7rOOnjzkukUgkn+KzFvSLJP39tm2L2vrjMgGj0Ui4DXa7XWazGa7rUqvVmM/nDAYDWq0WlmWJgT61Wg1d11FVldlsJq73fV/oFabTKZcuXSKfz4uswGQyIQgCoQ0AaDQalMtloQNIShO6rtNun++t6vU6rusym804OjrCtm12d3eFa6KmacI2WSK5yFNlAhRF+RNFUX7ymK9fA/4d4O/GcbwF/F3gHz+LG/6c+/mNB/qDHwwGg+f9cRKJ5AXkiwYBwENmPZqmfco8x7Ztlssl5XIZy7KYTCZ4nker1SKOYxRFodfr4bou8/kcy7IwTZNyucxqtRJlgMTNL1ngk1kCyblwngUYDAaYpilMh/L5PKZpUiqV+OSTTzg5OcG2bWzbFj4Ily5dEgY+i8WC4XBIrVajVqsxGo1EJkBmASSP46kyAXEc//KTXlMU5XeB/+DBj/8n8I8efH8GbF049dKDY2fAP/fI8f/nwfFLjzn/cffz28BvA3znO9959vNCJRLJC8/ndQZcJBHfjUYjGo3GQ68lngCJmK7f74upeonQz7Is5vM5juNw//59BoMBtVqNi5sQ0zRxXZfhcEihUMA0TVRVJY5j4UkA0G63iaKIzc1N7t69i+u6FItFxuMxAKenp2QyGabTKcViEcMw8DwPz/M4Pj4WDoTJrIIwDHFdl1Kp9JCroURykeepCWgD/+yD7/8acPfB938A/K0HXQLfBWZxHHeAPwb+uqIolQeCwL8O/PGD1+aKonz3QVfA3wJ+/znet0QieYlJRIFftInINE1s2/7UyNzJZEIYhtRqNSaTCYvFAtd1RX29Xq8LPYBlWfR6PcrlMnt7e1SrVeERsLe3x2g0IggCMpmM8BHQNO2x9sKWZfGjH/0I3/dFCSGxGt7f32d9fZ3Lly8TRRGLxYJer8fHH3+MbdsUi0VRNjg+PgbODYVyuZz0BpA8luepCfjbwD9QFCUFuJx3AgD8EfAvAvcAB/i3AOI4HiuK8l8C339w3n8Rx/H4wff/LvC/AAbwfz34kkgkkk+RjPH9ouTzecIwFAZD8FOBXrFYZLVaMZvNWK1WLBYLKpUKm5ubYtLeaDQijmNs2+a9995ja2vroQXXdV0sy6JerwsHwPX1dTKZDLPZjOVySbfbpdvtUq/XOTg4wLZttre32dzcpN1u4zgO+/v7VKtVCoUC29vbwrsgsQ4uFArkcjm2trZIp9MiY5FOp2UpQPJEnlsQEMfx/wv8zGOOx8DfecI1vwP8zmOO/wB461nfo0QiebWI4/hTU/2+yDUX2/Pg3HwnlUpRLpdpt9ssFgtRh798+TLZbBZVVdnZ2WEymXB0dCTq/Y9ydnaGYRik02l6vR5hGHLlyhUhGjw+PhbdBxsbG/z4xz8WC3fS92+aJteuXePs7IwgCEilUpydnTGfz7l27Rqu65LL5fA8j83NTbrdrmgxTKVSD9kjSyQXkQOEJBLJK8OXEQUmrFYr0S64XC6Zz+cEQUC1WsVxHMbjMZqmMZlMKJfLlMtlTk9PGQ6HlMtl1tfXOTw8xDAMcrncQy1+iVhwbW0N27bp9/sYhiFKBmEYcvfuXTFgqNfrcXR0RLlc5tKlS0KnkM1mRVdAHMcMBgMmkwmlUolqtSrKEonvQTKNMDExkkiehAwCJBLJK8NXDQKy2SyZTIbxeMxkMiGXy2EYBsPhEMdxxFS/3d1dZrMZqVRKKPHhvHxgmiapVIrJZCLMh5L2wERXMB6PhVYg8TEYDAZ0u11c1xUBwDvvvEOpVMKyLFKpFKlUiiiKME2TdDqN4ziYpkm9XhdlDM/zGI/HxHHMzs6OyErIUoDks5BBgEQieWV4XBCwXC5Fq1+inL8oAkx66avVKp1Oh/F4TLVaxbIsBoOBGPZTrVbFJEBN06jX66xWK27fvk0ul6PZbDKfz4VOwHVdMSRosVjgOA6KorCzs4Oqqvi+TxzHLBYL+v0+xWKRMAzFiGDbtlmtVhQKBdLpNPP5nHK5TKlUotFoiM4Gz/OI45her4eiKNTrdUqlEpVKhUKh8KUCIsnrhxwgJJFIXhmSVHgizFutVvR6vceem5joJLtnwzAwDAOAXq8n2v+q1Srz+VyME06n03ieRzqdptlsMplMSKfTYpqgaZosl0s8zxNBwGg0wnEcESwEQcDp6Sm9Xk+08CUZht3dXQaDAVEUkcvlhG+A4zhcunQJ0zTFrANd13Ech36/TxAEXLt2TWQA5LhgyRdBZgIkEslLRxRFeJ73qeOPzgxwXZfpdEqlUmFtbY1ms0mtVqNcLovUepK69zyPRqPB7u4uo9GIDz74AEVRKBQKwob4Yn09ac9LpVLcuHFDtOwtl0vCMBR9/47jMJvNyGQytFotZrMZH3zwgZhIWKvVxOjgzc1N0TWQTqfRNE18vu/7otc/uWdd1+l2uyJYaTabz/OxS15BZCZAIpG8dAwGA5bLpZieBz/tDLhoijOZTHAch9VqRalUeux7OY5DoVCgWq0CEIahSN8bhoFt2ziOw5UrVygWixwfHwsnwG63i67rvPfee3ieR6fT4fT0lHq9zmAwYLFYEIYhJycnIkD5i7/4C3Rdp1AoMB6PyeVyNBoNfN9nf3+f6XSK7/vCpbBSqdBut4XQD35a9hgOh8xmMwqFAhsbG8/zkUteUWQmQCKRfCVs22Y2mz3T97QsC9d1P/Oc+XzOcrkEznfjCavVijiOHxocNJ1OyWQyj80aAEIfcDF70Ov16PV6vPHGG9TrdT744AOxi3ccR6T8F4sFt27dIo5jyuUyjUaDSqVCEAR88MEHor8/aS/UNI1qtUo6nebatWtcvnyZYrHI3t4ev/iLv8gbb7xBqVRiOByKBV9RFOEqmEqlhJYhCALG47EQDibDiiSSL4sMAiSS14DVaoVt28/0PWezGdPpVLSnPS1xHDMej4VN7uNIpvgl6v3FYiEWxkQlnyzovu+zWCzIZrP4vv/Y+0x21InFcBAE/PjHPyaTyfDOO+8QRRGu65LP54miCMuyiKJImPOoqkoURQyHQ1H3z2QyolMgMSHKZDLs7+9z8+ZN6vU6uVyOMAwplUpkMhk0TSOdTjMcDkVZYrFYYBgGy+USwzAeCmZ6vR6e55HL5UilUhSLxS9kkyyRPIr8VyORvAbM53Pm8zm6rn/uiN0vQhzHYtFN2tWelkTlnvS6P3qfcRwzHA5RVZVarYbneWK0rmEYn+oMmM/nhGFItVrF8zxhqHORpLaeLKC3bt1isVjwcz/3c6TTaY6Ojtja2uLy5cscHR3R6XQAxCyB9fV1giBgMpkQRRG+75PNZqlWq+TzeVRVZTqdsrGxIZwEE5ti3/epVCqkUinhJDgYDMhkMqiqShiG5HI5RqMRlUoF27bFuOLpdCrKF6qqShGg5CsjMwESyWtAsmDP5/Nn8n4X0+vJyNunJSkDKIry2KzFZDLB933q9fpDo3ETc57ESS/pDJhMJmiaRrFYfKKQ8GIQMB6PuXfvHhsbG2xvb3NycsJsNmNjY4M4jul0OhweHqLrOpZlcXR0RBRF6LpOq9Xi3XffZXNzk+FwyL1791hfX2dra4tKpcLGxob4GzSbTTGeuFqtiiyN7/uoqorruti2LYYMxXFMsVgknU4zHo+Zz+cYhkG9XmcymZDNZuVwIMlXRgYBEslrQLIAJda3T0uyoCbtcM+iJOC6LmEYomnaQ7X+5LX5fE6hUBBtfIqikM/nhRr/YmdAHMdMp1NM06TX6zGZTJhMJp/6zIuBw4cffkgqleKdd96h2+3y4x//GM/zMAwDVVVpNBpsb2+jqiqdTkcMAHrzzTeFQ9+1a9dEicC2bTFoSNd1wjCkWCyiKAqO45BKpajVariuy2AwQNd1dnd3Aeh0OmQyGXFeJpMhk8nQ7/dFx0LSeVAul+VwIMlXRgYBEskrTjLPvlgsEsfxQ7a2XxXP80ilUhQKBeI4fupsQBzHuK7LYrEQhj5JZiCKIrFIJinwBNM0heFOEASihOA4Dp7noes67Xab5XJJu91mOBw+ZBS0Wq1IpVIMBgNOTk7IZrN0u13u3bvHbDZjf3+f3d1dKpUKnueRzWYJgoBcLsd7771HLpcTw4rm8zmu66IoCtevX6dUKjGZTEQvfy6Xo1gsioAsCT6S2QGJuU9iYTybzbAsS5RaPM8T7oaKooiszqPPRCL5MsggQCJ5xUl27fl8HsMwsCzrU2Nzv8p7JrvTVCr11EFAUrNPDHngp8r/0WhEFEU0Go1P7XjT6TSZTIbpdPqQyj/Z9ScLbqVSEaY97XZbHE8CpHv37jEYDICf7sK3tra4evUquq5zcnLC4eGhCDTK5bIYK2xZFr7vMx6POT4+plAosLW1Je4nEQEm8wOm0ynpdJqzszM+/vhjBoOBCIISl8BkSmDSKRAEwae0D4vFQk4IlDw1Uhgokbzi+L6Poiik02mKxSK9Xg/btr/y4hGGIWEYih1wMjQniiKxgH9ZXNfFdV3hdqeqKo7jYFkWtm2LRfxxmKbJ6empaKWD8yBAURRh92uaJpZlUSgUCMOQTqdDqVTC930cx6HX62GaJtVqFdd1xRRBz/N4//33+fjjj0U7oWVZ5PN5BoMB5XIZ3/fFpMHJZMLu7i6WZdFut4U4EM5LMcfHx9y/f584jlEUBcMwaDabVKtVVFXl5OQE13Wp1WqMx2MxwEhRFFKpFI1Gg9VqxWq1wnVdmQWQPDUyCJBIXnEuWukahiF2r181CEgyC0kQkM/nRe/+V51Yl+gB4LxOn81m8TyPdrtNqVR6otFP8vnJopjU3mezmRDW1et1CoUCnU4Hy7K4cuUKo9GIXq/HwcEB9Xod13XJZrM4jkMURRwdHYnMiaIoQsWfz+dptVoiGGg0Gly7do2joyOGw6Hw7h8Oh9i2TSaTwbIsLl++zHQ6FWWNK1euoOu6MA0yTZNGo8GdO3dwHEfoDXZ2dhiPx8xmM65fv04YhliWhed5BEFApVL5Ss9bIkmQ5QCJ5AXkWYj3Eh5ttysWi3ie90QDnUQx/yQ8zxOZBUD0uX9VH4Kkpp+M8k1aBafTKbZtU6/XP3WNbducnp4ShiGqqqLrush4TCYTFouF8N1XFIVMJkOlUmE4HBKGIc1mkzAMsW2bs7Mz4TeQzWap1Wrk83lqtRqFQoHNzU2iKCKKImq1GltbW+RyOfL5/EN1esMwKBaLwljo5s2bbG1tceXKFRqNhjD2uX79Om+++SblcpnRaESxWBQBi67rZDIZTk5OiOOYarUqAgLHcUin0+J5ya4AybNABgESyQvGcrkUNrNPS5K6vxgEmKaJqqqPbRcMw1Asik8iGZ5zsT6fqPS/SpeA53ni2qRH/uJQn8eVGJLaeWIslGgJHMdhNBqxXC4plUpCB3B2diYyH+12m/l8zmq1YmtrC8dxmM/nBEFAPp/n7OyMWq3GL/zCL1Aul/n+97/P2dkZzWaT/f19UqmU6PEvFoucnp6K1kVVVTk6OhKBQCKaTMSYa2trrK2toSiKmACYZE+SscO7u7siAEq8Hfb39/F9n9lsxnK5ZLVakc/nn4nng+T1RgYBEskLRmKJm/z3aUh2+xcXi6TFLFlIL+K67kNGQI8Sx7EQBV4kn88Tx/FXuudED5Ds6OFcDGiapvDuf/QekvOTEcGappHNZrEsi9PTU/L5PKZpig4BVVVZLpdiet/x8THpdFpM6kt0Dclkv/X1dbLZLKvVioODA1KpFPv7++i6LjoYcrkc6+vrWJbFZDKhVCqRz+fp9/vM53Nmsxnj8ZhUKkW5XCaTyVAsFoWxTyLOTKYZJhbM5XJZDA06Pj7GNE1qtZoYXayqKoZhkM/npUug5KmRQYBE8oKRLNxPStd/GZLF/NEdY7IQPdoumHzmk0oCQRAQx/GngoDPKglEUcRsNmM2m4kpe77vC6//ZMCPpmnk83lxT6VSCV3XP/WeiQVwrVZD13V6vR5RFFEul+n3+wwGAzY3N4HzzEYqlWJjY4O1tTXhAtjpdNB1ncFgIM7Z2dmhVCpRr9cxTZODgwP+9E//VEwJbLfbTCYTLMsSIkTXdalUKmSzWe7cuUMYhiiKwsHBAaVSiVarxdbWlsjqJHbCybPM5XKiXJMMPwqCgEKhIDQKScYlCQay2SyZTIZsNvtZf3qJ5AshgwCJ5AXi4i78WQUByU74IqlUSux+L7YLfl4Q8Kgo8CJPKgmMRiNh1jMcDun1erTbbU5PT/nkk0/46KOP6Ha7ohMgsQVOdtvJxL6EJNuQ1O8TI6Fqtcr9+/fxfZ+dnR3xHDOZjBBFFgoF6vU6hmHw53/+56Ls4HmeaOvb3t4WtsQAN27cYGNjA8dxeP/997l16xaO4+C6LuPxWIj1ktHBP//zPy9aCPf29kin02IOQNL9kPggJJ+jaZoIAnzfF/qEjY0NLMsSgVGhUGBtbY1cLidLAZJnggwCJJIXiEQUZxgGq9XqqQWCj/PgT0jsdJP6/8UA5El6hGTBelwaOpfLfaokYNs2tm1TLpfZ2dnh0qVLrK+v02w2qdVq5HI5VFUVyvtUKsXa2hqGYQjRX/I+CYmfQFICSMoAvu9jWZYYLpQ8yyRgGQ6HaJrG3t4e+/v7DAYDJpMJBwcHhGGI53mcnZ3h+z6j0QjP81hbW+M73/kOly9f5s033xRthScnJ3z/+9/n8PAQRVHwPI+33nqL3d1dcrkczWaT09NT0fsfRRH5fF7s3pNnVKvVAMTvn8wMSPwIdnZ2MAxDDCdKSMSOEsnTIoMAieQFInHJS3aMT5MNiKKI1Wr1xCAgm82STqfFLvPiDjSO48cGIIkoEM4DhYv3l81mHyoJhGHIaDQik8lQKpVEr3smkyGXy4mUt6qqrK2tsbe3x+bmJq1Wi0wmQxAEBEFAJpN5KFBJ6vyJQVAySe/jjz9G0zQxgS+xEc5ms0ynUxzHYW1tTbTtJbvudrstjHkSEV9SqqjValSrVTHSt9Fo8K1vfUu09rVaLSaTCa7rsr+/T6PREL4GmqZx7949MVkw+ZsCwg7YNE00TRNZD9/3sW1bWAqrqkqz2SSTyTAYDB7q6pCZAMmzQAYBEskLRLLIJtawSVDwVXiSHuAiiY1tIs4DhIr+0ZJAFEViUQYYj8f0er2HygkXSwKJRW+9Xn+it32iyk9a7hIv/yQDsFwuMU2TIAjEfSaBwHQ6ZTQaEYYhhmE8ZC2c7OR1XWe1Wok5AsmCfvfuXXzfZzgckslkuHHjBrqus7e3J4IEOLfkTZ5fciyfz5PP5/nWt77FG2+8gW3b4m+VPJ/lckm9XmexWOA4jhDyASJbksxAyOVyojUyeXaFQkE8Z0VRaDabaJpGr9cTAYSmaV/o34FE8lnIIEAieUFIVO9JAJBOp58qE/DojvFxO/t8Po+macznczEPIFl8Hi0JPKoHCIKAKIoeSv8nJYFer8dyuaRarYpRuY9aFSdeAGEYUiqV0DSNDz74gI8++kgskIloT1EUFouF8OaP4xhVVVksFvT7ffGemqZRLpdFK91yueTWrVv4vk+tViMMQ7rdLoeHh0Lg12w2aTQa3Lx5U3j+u66LZVk0m03gPCDqdDrMZjPOzs5QVZWNjQ3G4zGGYfDee+9RKpXEuN/FYiFGATuOI0otyd84yWBcfGa2bYsMxaMmQJqm0Wq1ROlBlgIkzwrZXyKRvCAki0Tyf/DZbJb5fC4sZh/HZ9Xofd8XO8bJZMJsNiOfz4v+efhpu2CSWjdNk8FgIHrRH/0sOA8C4jgWryfGPMk9R1FEu/3/s/dmIZKlWZrYd23f933x3T22jMyqiqqkoLu6QTWIEXpogTQwgxACCfQgCT0IhEag1wHpScyDhBhGCL01g0BoHiRNS6BuFV3dtWRFRlbG6pu57bvda/tyza4ePL4T1z08IpeIzM7uvB8kGXh4mF03u27n/Od8Sx2FQkGkiL1eDzab7YqjIHf4HJW3220sFgsp2E6nU1YOlAra7XbZm8fjcSnyoVAIsVhMHP+63S4GgwFSqZSY8TQaDbEEXiwWGI/HSKfTYr0bj8fR6/WQTCYltpieBc1mE4PBAMViEbquI5lMCiExEomIQiAUCon/AhshyhPr9Trsdjum0+kVvgObPr5GmUzmxlO+0+lEKpVCq9WylAEW3husJsCChe8IWGT5Ac9iu1wubzz5GYaBZrMJp9OJbDb7WqNAUuB6vcZwOITL5cJsNsNkMoHP50M4HIbb7UYwGESv15NTaKPRkHH29cej0oBTArvdLlG+drtdRt2LxUKKK3+uyWRypQmYTqfQNA3ZbBZ+vx/Hx8dwOBxYr9cYDAbweDxYr9eYzWYIhUKyqyfpj7a8uq5LsQ2Hw6hUKmi327IaiMfj6Ha7aDabcLvdIll0Op2IRqPY399HNBpFqVRCOBxGMBiUtczjx4+RyWSg6zoKhQLy+bzkFKiqKpp9vj92u11MhPx+P05PT+FyueB0OqWxqlarkkvgdDrh9/sxmUzQ6XRweHgo8s2bwGAjKzrYwvuC1QRYsPAdwXw+v7LrZWF50/jXPGYejUZXiGfc3/v9fmiaBsMwkEwmZfQ/HA5lVx2JRMSshkVc0zR0u10kk0l5TJ7IgVd8AVrfTiYThEIhaJoGh8OBaDQqTcNkMkGz2UQikRBXPeAy5EfXdcRiMWiahuFwKJOD8/NzJBIJeDweOJ1OJJNJrFYrTKdTeDweaJoGu92O8/NzhMNhzGYzlEol/OhHP4LX65UGguPzaDQKm82G58+fYz6fY7PZwOPxIBwO44MPPoCmaWi1WojH43j69Cn6/T7u3LkDwzBkR59IJGRnT39/khyvF2WuGWKxGBaLBTabDdbrNabTKZbLpcQFM7xoOp3CZrNhd3f3C+8TqwGw8D5hNQEWLHxHYC6yAGTM/yZeAMfjLpcLqqrKfh/AlZO6pmkIBALixheJRORkPRwO0Wg00Ol00Gg05CS7WCxQrVZxdHQkGnZzciAfn14DPJWrqipjek4cKpUKyuWypO8Fg0EoioJqtQpFURAOh3F+fo7xeIy9vT0pxCTtsTmZTCbi8T8cDrHZbPDixQtZJ/D0HY1G5fE4dmd64nK5lBWL1+tFOp2WRokTgE6ng2w2i3v37mE+n+Px48dwOBzY2dlBtVpFr9dDKpVCIBCApmlv9e93OByvrWoSiQS2trakGfGJPgIAACAASURBVKI8cbPZWLHAFr51WMRACxa+A1itVleKLOF2u29UCJCQ5/f7EYvFYBgGBoOB/D2VAbPZDIZhIBKJXPn3HJ0XCgV4vV40m00sFgtomga32418Pg9N04R0dxMpkHa3gUAA8/kcjUYDDocDsVgMPp8Pg8EAFxcXKJVKWK1WOD09xenpKbrdLqrVKk5PT7FYLFAqlfDrX/8ay+VS3PLYDIRCIXg8HiHNlctl/OVf/qVY/HY6HZlqHBwcyPOoqiqj99FoJD9HOBxGv9+XcKFwOCy7+Nu3byMQCMDv92NnZ0f8/ZmTUKvVUC6X4fV6kclkJDrZ3Lh9ETjJMJs32e12uR4LFr5tWE2ABQvfAbDQXyd8cax9naTHVYDf74fT6UQoFBL2PPDKdIgSuzd5zE+nU8xmMySTSTx48ADT6RSff/45ptMpfD4fLi4uRJvOoghcrgP4mH6/H6qqQtM0JBIJbDYb2XH3+33Y7XbcuXMHu7u7GAwGSCQS8Pl88Hg8ODw8RKfTgdvtxoMHD4RNHwgE4HK5sFwuEYlE4Pf7JYmPfgOKoqBQKAAAyuWy8B4uLi6k0NMDALhsnGgpzPhgEg9jsRjcbreQ+tLpNABciVx+9uwZFEURGSHXKV92PK/ruvgBWLDwXYG1DrBg4TsAsvxZZAkzL8BcyGkow7+PRCKYTCbo9/vIZrNYLpeyXrg+BSCGw6Gk8HF/XavVsF6vZec+Go1Qq9WE/MaCZ/YLWC6XMnafzWZSSKPRqBD2isUiUqkUfvOb30hjQQ98TdPw0UcfYWdnB/P5HM1mU07YNO9ZLpfodDoIBoPYbDYIhULY3t7Ger1GqVRCp9OBw+EQtv9yucTe3h6azaY0E5VKBYqiYH9/H81mE+12G/V6Hel0GoFAAIZhoNPpIBqNwul0ynSFjcBwOITD4YDH48F8PhcJ4JcFHf++yuTAgoVvGtYkwIKF7wDm8/mVVQBPr06nU8htxGazwXw+h9/vh67r2Gw2UBRFit9wOJSQHlrxLhYLKfjAJSmPp+VIJAKbzSb2vcFgENFoVOxrq9Uq+v2+XB/lgU6nE+v1Gt1uV9L1Wq0WfD4fCoUCMpkMKpUKXC4X4vE4crkckskkWq0Wnjx5In4CHo8HW1tbMskgGc/tdsPlcqHRaKBarULTNHEzjMViyGQyWC6XCIVC2N/fh8fjwcOHD6FpGorFItbrtcgfLy4usF6vJQkQuGycuItnwV+tVuINwCbB5/NdCSDqdDoS7PNVVwFOp/O1Rs+Chb9JWE2ABQvvAMMw0Ov13ui1/2XAcT9XAZPJBLVaDaqqike8uQmYTCayCmg2m1Lc6ZlPT3yn0ylTgMFggOFwiPF4jF6vJ0S4ZDIpLH568nP8TtOaTqeDs7Mz8RbgasLhcKBer6PZbIoFcSAQEBWC2+1Gr9eTZLzFYiE+BCcnJyiXyzg5OYHT6cRwOES324WqqlgsFkJEpI1uu92WqcLW1hZisRhWq5VwHrLZLA4PD9Hv91GtVhEMBiVsZzQawWazXYnopc9ALpfDYrEQCaHdbhfHwYuLC/j9fuzt7QG4bMhyuZxMO7xe72vBTG/CZrPBYrGwVgEWvnOwmgALFt4Bi8UCo9FIsuC/DrjH50mb3vuqqkJVVbjdbjES4t87nU44HA7oun6FOBiPxzGdTtFsNhGNRmUKMBgMpPgOh0OEw2HE43Gxu3W73RgMBnC73UgkEhLOw/jacrmMRqMB4NWUotPp4OLiAj6fD/l8Hnt7eyLjGw6HqFarUth/85vfoFqtwu12o16vi1LAbrfj8PAQ6XQa+XxevP1JSuSUo9PpYLlcIhqN4vbt2xgOh7i4uMBsNoPT6ZSCzNyB09NTBAIBZDIZHBwciP4/FAphMplgOp0im80inU7D5/Oh2+2iUqkgFouh1WqJMmFvb08MfhRFQTKZFI7AVynobFasJsDCdw1WE/C3ACSBWfjuwWyEcz1C96s8Bm2CyfoPhUIIBAJQVfWKXz4jaP1+vygAdF2/cjo3n7qBy90/ffZZ3GhLS+tfkuLor2+z2eB0OjGdTrG7u4toNIqnT5+i1WpJE9BqteBwOOR0TEvd8/Nz9Pt9lMtlKfStVguLxQK7u7vQdR3hcBhHR0dIpVJwOBwyJudEgSd/ShztdjvsdjuCwaB4E1QqFcxmsyvcApfLhaOjIyiKgkqlIpwI8ggURUG73YbX68Xu7i5sNhtcLpc0L5xCeL1eRKNRMe4xkwDj8Tji8fgV46MvgtlXwIKF7xKsJuBvCJPJBN1u9wu/b7FYoN1uS4qahe8WyMKnjv3rwJwXYGb9s9CQHEeXPAAStmN+DAAy6o5Go9A0DavVCr1eD7VaTRwBuQPn9QOv0vnoIuhyueByuaDrOjRNw49+9CM4HA6cnJygXq9jMBigXq9DURRomiZNRywWg9frRTKZhNfrxf7+PiaTCWazGRqNBj755BPRw49GI9y/f1+4Aev1GpPJRB6Lmv3NZoN0Og1d1+H3+8WvfzAYSEIfyYn0Vvjggw/g8Xjw+PFj+d2JRqPo9/uYzWZIp9MS0tPpdOByuZDJZBAKhZBOp+U9sNls0nzxFE+r5S+rCrgeGGTBwncJVhPwN4TpdIrxePyFp0d+SJtDWt4Vuq6j3+9b04X3gOl0ClVVsVqtvlajttlsrtgCm1n/iqIgkUhc8d+fTCZiQ7taraAoCmw2mzQBLPz7+/tYrVZ49uwZarUaDMOQwBw6DAKX9xeDeADIhIBFTlEU9Pt9xONxbG9vYz6fo1ar4eHDh9B1HUdHR9ja2kKhUEAqlUI+n4fNZhPtvmEYGI/HiMfjmM/nODs7E///+XyOVColBb7RaKDdbsPlcok3PyWOTqcTgUAA1WoVuq5je3sby+VSuA/MIKBLYDqdxocffggAqNVqIqVsNBpQFAXb29sieez1egCAbDaLra0tmbzQgZGs/q87yif50FoFWPguwmoC3jO+7EiY49svIpRx5PsukbLXQae4L9NYNJtNawrxBqxWK9nPA5Dwm68Cc14AffLNY2buoUOhEGq1Gvr9vvw9DXtcLhfm8zl0XcdgMIDP50MsFsNsNhNHPY/HIzp7AOLCR0timgTxtMqiuV6vRY2ws7MDXddRr9fl+TqdzpV72O/3Y71ei4kPQ4s48mcDwFM0i3c6nZZEwNlsBrfbjVgsJtp6RVEkHZBNUjAYxGq1QrlcBnApvdM0DV6vV0x/7t+/L2qFZrOJ6XSKWCwmBZ4F3+FwiCnQaDQSu2LgZoOfr4KvoySwYOHbgtUEvGfUarUrzm1vwldpAhRFEXbx+wBHyl80vub++X1OIf4ugUXf7XbDbrdjs9l85YaJ0bg0nwHw2q6Zpji6rqPdbl8Z5Xe7XSnI/X5f8gLIsvd6vXA6nbKHH4/HsjJQVRXL5RJ2ux3j8fjKiJts+vF4LON2Mv3H47FwFtrtNk5PT+UeYQDQ2dkZVqsVDMNAIpGA1+tFKBSCqqpwOp1Ip9PweDw4OzvDcrmEx+ORBoI2wJlMRsKPSIQMBAIYj8cYDAYIh8OIRqOySlgsFphOp5LoB1ye3n/0ox9dGfuHw2EEAgEsl0ssl0sEg0FpPBjywyZhtVphtVq90yn+q5oKWbDwbcJqAt4j1uu1fGi9bSLAMBEAbz05MhyGBK/3UYyXyyV0XRfG89tWAmbi2XcZPJF+XWLe18VisZACwdMtve2/ymPwBMqpAqV4Zng8HgnGUVUVk8kEqqpKVoCu6+j1epJuR3Lb9vY2Op2OaNubzSY+++wzzGYz1Go1bDYbOW1fNxWKRCJSyHu9HlqtFm7dugWn04l2u41CoYBEIoHRaITj42NpgDRNQ7/flyjefD6Po6Mj+d1Yr9e4desWisUiRqMRnj9/Luz53d1d5HI5WXuQmDcajeB0OlEsFjEYDMR/IBKJSHxxuVzGZrNBPB5/7fWrVqvSIPn9fng8HnEzDIVC0gTQEIin9nddBfD3zZoCWPiuwmoC3iNY2Blw8iaYi+rbJgEswl6vV0a+7wqe/uk3/7bGgs//Lhr4d8FsNpMP4bdhMplIuMy3CY55OVLmxObLXDOAK+N4M+v/JiiKgvV6LRK4Wq2Gbrcr9rnj8Rij0Ui8BUKhkMj9ut2uhN6EQiGcn5/j5OQEn376KT755BOcnJxIAJAZbrcbq9UKjUZDgn8cDgd8Ph9msxlarZaw7BeLBZ49e4Znz56JbK/b7cLr9eLWrVsSWDSbzWRdEYlEkEqlMJ1Oxe+fUwyqFuLxOBwOByaTCcLhMEKhEAaDARqNhvxeFAoFOJ1OnJ6eYrPZvNbMNJtNCUdaLpdwOBxQVVWcAGnGxPfSPBGZzWZwuVxvtF3+IrxrE2HBwjcNqwl4j2AT4HA4MBqN3ngiZBPgdDrfOgng+N/lckmG+ruedrnf9Pl8sNvtb10J8Pk3m823fsoGLnXyX2a1wuaI++5vA5vNRt5jnqQByE75y4DKAgbkAK+vAojpdCrFKJ1OYzabod/viyXuYDCAqqowDAPFYhGr1QoOh0PS/Gji8/Of/xzFYhHRaFQ8BUqlEhqNBh4+fIiHDx/i9PRUbHpJPtza2pJEQPN+nl74R0dHmEwm+NWvfiWvxXQ6FSc/l8uF4XCI1Wol7Hun03klE2A4HOLJkyc4Pz+XKRgDiSKRCEajkazFlssl5vO5JCK6XC7MZjM4HI4rzXKr1cLTp0/FDZBTlOfPn4tpUq1WQ6vVklRDTt7YmH2VAk6Jp6qqaLfbGA6Hsi6yYOG7iG8sO0BRlI8A/I8AAgBKAP5dwzCGL//uvwLwHwJYA/jPDMP4Vy+//vcB/FMAdgD/3DCM/+bl13cB/CmAOIBPAPx7hmF8NQbWtwAWd7qscc/6pu/z+XzQNE3SyK6D+1r6lVOK9XVHi0xpo16a+12eYm/6fkVRpNDdNKb+JkFL3C8CffdXq5XI7b5psBApiiJhOjzJM5jmi+xhzcl81Lg7nU7MZjO0223kcjl5jMlkIr75hmGIt/56vUa5XBbCG33vacZzcnICu92OYrEIXdeRy+WEhLe3twe/34/NZoNgMIhYLIbRaIR6vY5SqQS/349EIiFTqHA4jMePH0PTNGxtbQGAZA1Eo1FEo1E0Gg3U63WUy2XZ2fP6u90ugsEgisWicCEYBkQ2/vn5uWjxp9Mplssl9vf30ev1oKoq6vU6gMtmSVEUZLNZALhiWtTtduV0f3JyApfLha2tLfk9oqNhIpEQHgC5HTRKAl6t397UBHCSw5wGegwQTqcTPp9P+AUWLHwX8U1OAv45gH9sGMZ9AP8bgP8CABRFuQvgHwK4B+DvA/gfFEWxK4piB/DfA/g3ANwF8I9efi8A/LcA/jvDMA4ADHDZQHznwEmAz+e7koN+HbquQ1EUKVZvmgYsl0spvNSRvwsv4Ppo0u/3v3ElwF3xaDQSMtm3CcMwsF6v5f9vAsfG9L//tqYB5g/9yWSC5XKJ6XQqzdyXWU3M53MJqlksFjIFGAwGmM1mcqJdrVbilgdASH8HBwcYj8colUpIpVKIx+NyeuVKikz3g4MD8SHY2tpCv9+HqqrweDxYLBZIJpPY3d3F/fv3EQqFpAADkFwAugqqqop8Po/bt2/DMAxcXFzg6dOn6PV68Hq9GI1GaLVaIn8ELk/kk8kExWJR/P/JjWGzp+s63G63WBszZCiRSODo6Air1QrPnz+XlUQ4HEYsFoPf7xdy4J07d+ByuXB+fo5Hjx7B6/UiHA5jvV4L38JmsyEajSKRSIg9cjabhdfrvTKJmU6nohogNpsNNE1DvV7HxcWF2DaT2xGNRpHJZLC1tSVphd9282zBwlfBN9kEHAH4/17++f8G8G+//POfAPhTwzAWhmGcAzgB8PHL/04Mwzh7ecr/UwB/olweUf81AP/ry3//vwD4t77B6/7aIOFOURSEw2Houn7jfpgnR57ybtq5cxzKPS2bhndpAiaTCTwej5x0OKa8aSXAqYHNZsNkMvnWeQFfljdhDpwJBAKYTqdvbRreF2azGdbrNcbjsbymNM5xuVxfiiDIIsfXn7v2brcre3zgKo8DuAy2ASAjdrfbLfK96XQqjoFkuofDYdmbTyYTFAoF2O12lEolhEIh2O12ua/IZN/f3xev/fl8jkajgUajgfF4LCf1YrGIWCwmfgZerxc+n0+Y/8vlEr/85S/x4sULPHv2DE6nE3fu3BE3Ql3XsVqtMBqN4PV6xcnPbreLnp+TjUwmg0AggFKpJNe4s7Mjj0V7ZXIXzs7OoGkafD4fWq0WRqORvC5sAvgeAEAoFJJ7CXhl8MOGmUqMSqWCwWAgK5FUKoVisSg+CeFw+J3khBYsfNv4Ju/Ux7gs+ADwDwAUX/45D6Bi+r7qy6+96etxAKphGPq1r3/nsF6vhUDk8/ngdDpv9JRnApvD4YDNZrtxEsCvmU8RHo8Hq9XqaxW5m6ROXAncpBLgztXtdkPX9W9dJmhuAt42hVgsFpjP5xgMBrDZbGJO87bHfR8mScPhEJPJBDabDblcTk6Qw+FQSHxfRLqkXS/3/U6nUxzt3G432u22TBqoW9d1HePxGC6XS4obPQFo0kObXRrysEAHAgHM53MJyWm1WlgulwiHw8Jip6tgJBLBdDrFzs4OEokENpsNHj16hEajgUQiIU0Gr321WkHXddy6dQt+vx93797Fj3/8YwwGA/ziF7/AkydP4PP5sL+/D5fLJe8BY4vdbrd4+vv9fvmZufbweDwIBoOYTqeYTqdIJBLSHNKymauYp0+fIhQKIRaLoVQqAbj83THnD/D3ik1AMBiUxhu4bPLIhanX62g0GphOpwgEAsjlcshms4hEIsKtsWDhbyveqQlQFOX/URTl8xv++xMA/wGA/1hRlE8ABAF84zt8RVH+I0VRfqsoym87nc43/XSvgbalBD9crxcDTgIAiPPbdZj3xQS5AG8qLgycuQlv0qBzJXB9YsGiwOL0bZLugK8+CQBekR7fdq2NRuNL2TW/DRz9Uy8fj8cRCARkRz8ej0V7/7brBiABP36/H7PZDL1eD36/H/l8HqvVCrVaTaRt/Bl7vR7K5TLq9TpCoZC8P4zDZaFTVRU2mw3JZFJIeMDlqiKdTmO1WknQECNyyY5n8wdA3PpoGawoCi4uLlAqleDz+eSETt396ekpbDYbCoUC7ty5A+DyPo7H49hsNvI7YrPZhGDJBmA6nSKTyYgtMOV6o9FIGhaa+3AaMxgMhDz7ySefQNM0xONx5PN5+P1+eY+63S4Wi8UVCSGTE80nfr7uzWZTXtd4PI5CoYB4PG6N9y38ncI7EQMNw/h7X/At/zoAKIpyBODffPm1Gl5NBQCg8PJreMPXewAiiqI4Xk4DzN9//Xr+GYB/BgA//vGPv3VPXJ7wCb/fj8FgIC5mwCumPZsAl8v1xnE8Q1MIl8sFu92O+XwuDGYzOIK+LpECIBKw66cWjrJ5AiPMVqckMH6bIG+CSXk3gftkwzBE/sXT7k1e7ZyiTCYTSdh7E3jSvem1XCwW6Pf7sNlsyGQysv5h8e92u9jf35fVxE0nxcViIQ0AcHmvtNttTKdT5PN5TCYTGWUHAgGkUilUKhW0Wi0pjiT51Wo1mUCQEOjz+dDr9RAMBhEOhwFAiHFcIQSDQbTbbezv7yMej6NWq0m2QL/fR6fTEdfA5XKJ4XCIeDyOBw8eoNvtolqtIpFI4Pj4GKqqIhwOo1KpQNd1HBwcYH9/H7lcTnb09+7dw3g8vmJ3TGLd8fGxePK7XC5pikajEba3t1GpVDCfz3F4eCivfyKRwMnJCarVKmw2GxqNBtbrNe7evYtEIoFIJCLeHXa7HU6nE8FgEJqmyWpluVxKyBHXCr1eD51OB7FYDNls9lshmlqw8DeFb2wdoChK6uX/bQD+a1wqBQDgXwL4h4qiuF+y/g8B/BrAbwAcKoqyqyiKC5fkwX9pXB7z/l8A/87Lf//vA/jfv6nr/rrgXrrdbstpnMVhPp/Lhz1PteZJgNk8iDCTAs14Ey+ADH4WRjNILHuT/Oz6SoBhODyFcS/8VS1x3wUs7oZhvHESwGtyOByIRCKw2+3Cy7hpGmB2XHybjwNw2VDRdOemv+v3+wiFQlcKLDPs6VzH733TtXMEzlN3p9OR0BqejtvtNi4uLsRXPxgMIhAISEwubX1poOP3+5FKpdDpdOTUa76PyJsYjUbC0ldVFZFIRCYRmqbJyN3n8yGZTMq4/ejoCIeHh4jFYpjP56jX6zKBicViIunb3t6Gw+GQnyefz2N3dxfBYFAaMdoR0ycgkUjIOmE4HGIwGKDf78suPhKJ4MGDB9I4kz8wGo1wfn5+xSwolUqJQmNvb09+xnw+L4RJ80oGgFwreQ1bW1tWA2Dh7zy+SU7AP1IU5QWAZwDqAP5nADAM4zGAfwHgCYD/C8B/YhjG+uUp/z8F8K8APAXwL15+LwD8lwD+c0VRTnDJEfifvsHr/lowx7maP/gDgQBsNpucpM2Rr8Crnb+5wF4nBZpBj/nrhZG58uaGg/giw5LrKwFK7RjtykL3ba4E6IDX6/XeOAngKZLjXJK7XC7XjQRBniABiOb8TeDre5NBU7VaFTtct9stXvq0ozUMA91uFy6X68bXjM0apxd+vx+9Xg/T6RSpVAr9fh+1Wg2ffvopKpUKlsulmOWEw2GZNhmGIXLEUqkETdNw+/ZtrFYrVCoVuN1uRCKRK02Az+fDcrlEv9/HwcEBHA6HrAFIbGw2m/B4PDg8PBSlACV/8XgcpVIJiUQC29vbSKVSuH37NmKxGGq1GqrV6hVpIF9r+iHE43Ekk0lMp1O0221omoZer4fNZoNisYjt7W0kEgnE43GJMv6zP/sz9Pt9pFIpbG1tiWfAbDZDp9NBpVLBdDrF3bt3USwWMZlMUKlUcHFxIWFJi8UC0WgUqVQKXq9XJIcApNBHIhEhUHJqYsHC33V8Y02AYRj/1DCMo5f//WPDxMYyDOOfGIaxbxjGLcMw/k/T1/+Pl9+/bxjGPzF9/cwwjI8NwzgwDOMfGIbxfkz03yM4duT4mkXdZrPJBynJU8DVSQBwde99EymQeBMvYLVaQdM0dLvd1woP41bfNP42rwT4/IxztdlsYvbyPlYC3Ft/keSQLPlWq4XxeHwjGZJ8AK5JgsEgbDabfO/114E7ZGrt39bUvCm4aT6fo9vtStNBGdxkMpFrCAaDwkZnc3b9MYCrDWG325W0vHK5DK/XK7K/3d1dXFxc4PPPP5eCynjb+XwuTYPH40Eul5PmKRKJSCwwQfLkbDYTE57hcIiLiwtJ4KvX66jX67IKqlarUoRprUuzIaoLEokE2u02qtWq/DsA4tefSCQkuTIejyOdTqNUKuHx48ew2WzY39+XpoyRxvl8Hh6PR+5fMvTp+79er/HixQucn58jmUziww8/RDKZhN/vl4wBWiU7HA5poJLJJFwuF+r1+pXVHPGugUEWLPxtgnWXvydwDM8PDvOenzakmqbJ9/D7uPc3TwJuIgUSlBZebwIo6XO5XOIJD1wWmsVi8YWuZ+aVAMfsNDriqWg6nb6zX8B0OkWlUnlrQ7HZbCQLwOFwoNFovMaboHMcT5jAZYELBoOyIjBPZGjny0mJoigYDoc3KgXYKACvNwHNZhOr1QrhcBg+nw/D4RCtVkvIhjwF0ycfeL0ZoUxttVpJFgCDb8rlMhaLBe7du4dMJgOfz4eDgwNZGXi9XvT7fdTrdbTbbTFJoo7f7Xaj2+1KkQdwhafC9Qp3/alUCrqu4/PPP0cgEJD3+eLiQhqbVqslhlLU5zPNjwmHJLjSM4FTmk6ng2g0ip2dHUwmE/EPCAQCYjTk8/lQLBYxHA5lmkWZ5XK5RDablfE8cDld63a7+MUvfoHRaITbt2/j5z//ORwOB5bLJSqVCobDIcLhMHZ2dmSaRcdFm80m6wJmGRAkxFo2vxa+L7CagPcEjngp1TKz7e12OwKBACaTiRDCzLiuEDCTAnliNRcrj8dzhRUPQJ43kUjImBR4syrgOswrAaa2cerA3S53ue+CXq+H4XAoGvibwP14MBhELpeDruuo1WpX1hzmVYDb7ZbXiG6I5Ehcn24sl0spYGTyXwffC5/PJ1p2PicZ9yRmlstlnJ+fo1KpSKBPNBqVWFs2H+bVw3w+lybA4XCg3W6L4+BwOEQul4Pdbkc4HIbb7UapVILL5UIulxMeAt0D5/M58vk8fD6fyAv7/b6oAZxOpxDw2u02Go2G/AzNZlO8Cdrttpx+k8mkxBA/fvwY7XZb3rdYLAav14tWqyXSQNoQ8zV3OBxoNpsol8vQdR2JRALRaBTJZBKLxQJPnz7FZ599hlQqhb29PazXazEQqlarMl3h61QoFGQilcvlcPv2bbhcLvT7fWxvb+POnTvI5XLI5XLY398X86B+vw9N02StxXsZgOQr2O32K8mMlte/he8brCbgPYHrgMlkgtFoJMQjgtImMrvNoP87Qfex1WqFer2OXq93pVh5vV4ZCRMMbWFWOgNSmMb2RQEo5pUAdejmSQQLxJvCcbhL/iIwC+Bt2Qq9Xg+z2Uz264FAAJvNBq1WS35mOva5XC7hD0ynU2m4rq8EFouFpPRx1+x0Om8kCLLocxLCaUC/3xdCGvXtqqrC5XJJ0TPv7ulhQG0/x/dmrweS8ZhCSMnc7373O/Ha/+1vfwufz4ednR2Uy2XM53PRqqfTaXGoG4/HePr0qcj8bDYbXC4X1us12u025vO57MK9Xi8qlQqazaYQAT/55BN0Oh1EIhEhDdKmmisUwzDQbrdxfn4ujpjkZEQiEdmnDwYDNJvNKwl6ZOEfHx+j0+lgb28PwWBQNP/r9VrWWXQ6dLlc0vgMBgMsFgv0ej3s7OygWCxKqiGfIxgMChmyWCzC5/PJNQKvmgAGN+VyOVkzAK9WZ5b238L3BVYT8J5AHgAtTbvdsZy+nwAAIABJREFUrji7Aa9O05qmvbZrpHUsGfHcJTcaDWw2GyiKcqVJ4KnGPKqezWZSAEOhEGw2G9rttkjGzNhsNjcWP4636VNvzhPgGuK6PzqvYzAYYD6fv9XIiJKv9Xoto/nrMAwDtdqlApQjcLqz2Ww2MbihhJHOdMCrgm/2aqdrHpsGj8cj+2JOYK43NnSWY1NBBjuNdmip63a75UTp9XrRbDaFZJdOp2G326URGI/HUjyp5bfb7bi4uJDrGo1G6Pf78Pv9mE6nWCwWGA6HqNVqYgN8enqKVqsFj8eDbrcrEyiS/E5OTrBer6X4u1wudLtdbDYbWS/kcjk8ePAAXq9X5HzFYhGapiEajcJutyMSieDi4gLPnj0Td8B8Po9CoYBoNCqTIUoyN5uNFF5yHPj6j8djaeIajQby+Tzy+bw0Ztvb29Jw9ft9WbnQ2VDXdWSzWbTbbRwfH8MwDHz00Uf4+OOPMRgM4PF4rpzw2azGYjEkk0lsb29LI8x7ms0k8xYmkwl6vZ4EIlmw8H2B1QS8J5j1yJlMBqFQCNVq9Uqx5Yn2evEzKwQ4cuZIngEp5ibAZrNJ8AkAeUx+GHIUTDb8dZZzv99Hv99/rfhRm31T8JHZ5tj879brNTqdjny4vs3Yhx7rXq8X4/H4xlH8ZDKRES6jYjn1yGQyogfXNA2KosDr9UJVVfGm576bwTibzQbj8ViaALrxsYlwOByv8RPYBLBhmc1mGAwGUogpn3O73eLIl8lkZL/c6XTEwpbeDcPhUDgIvN7j42MJuPF6vZjP54hGoxiPx+Ki53A4UCwWkclk5D1g9HCj0cBqtYLdbhc5G5P/yDOZzWaYzWZiCKSqqpgBcTpx9+5deDwebDYbJBIJJBIJFItFMQUajUbIZDIybXK5XDg8PEQwGEQkEsFkMpFQo1wuJz79kUgEq9UKs9kMlUpFyIs7Ozuy8qB8NZ1Oi8c/p0CcZui6juFwKJK+TCYjUdj0QjCDTbZ50mQ26AJeTdso4w0EAtJEWk2Ahe8TrCbgPYESQQaO7OzswOl0otlsygjcXLzNH1AsrvP5HJVKBePxWAoLHdGuOwGao4X53ByJejweITeRAEeQRAa8rmEnKYxyNzOcTqckGpp5ATxlJpNJefw3gQY7fOzr0wiuSxjf6vf7pQmgbwFfE8r0bDab2MFS/w5ApiHr9VrG+L1eT0buJNixWTKvVkgOAyCnca55ut0ukskkCoWCNDXci9tsNpEG9vt92dsriiJGQB6PBx6PB2dnZ/iLv/gLtNttOU03Gg0cHx/j0aNHGI/HePLkCQaDAQ4ODjCdTjGZTJDJZPDhhx/KyiGZTEoxZnPDPILBYCDri1AoJE1QOBxGrVaTlU8gEBBSKd//9XotVsPhcBiKoqDX66FSuXT2zmQycrrn9Gq9XiMWi0kgUSgUkjXScDiE1+uV5kLXdUQiEWSzWZmURCIRbG9vi92xoiiywjAMA7du3UIoFJL8AmYhXDeF4vtrbrbNRl5sKs3NcTweh9frhdvt/sL0RwsW/i7BagLeE/iBw2Lp9/sRj8flpNntdiXGF7hagHnaKZfLGI/HSCaTSCaTkhrodDqF/U+YVwLXcwHcbrd8LZPJYDKZyPPRYz8QCIhkzgwy46/LE3mKYqHRdR2apgkLnQ3Hm5oAOs6xsFMtYSbMsdDquo5AIIBoNAq32w2bzSZe7jQGos/9YDCQRoR8BsMw4Ha7hWw2Ho9xcnIi+/l+vy9ETY6POQ3YbDbScAQCASiKgkajgU6nIwWHp/LBYCAj981mI40BVwUcZc/nc0wmE5yfn+Pzzz/H7373O7TbbUQiEdy/fx+6ruOzzz7D2dkZdF1HPp+X8TwNhbrdLhqNBgKBALa3t6Eoivjr0zcikUhIA2ez2XBycgKHw4FEIgEA4pHAnzEajcLj8UgzlEqlxCyo0WjA6XRiZ2cH8XgckUgEDocDT548ESWC0+lEvV4X22L+zJFIRKJ8C4WCyCaTySTC4bCoUFarFW7fvo14PA5VVaFpmigU5vM5PvvsMwCXDR3/LVdqTJik9TDB+55RxOa0Qt7Dq9VK7hFCURThV1iw8H2C1QS8B3AVYJar2e12eDweMWwZj8eo1+tiiWqOGdY0TQpKNBq9YlVLAhvHpoS5OHItwBOROSM9l8vB4/Gg1+thNBphOp0iHA4jFArJCdsMXddlJw1cJtaNx+PXfA04nfD5fDKOfVMOAnBZgNbrNfx+/5W9PJsnwzCgaZqMfJPJpEgTuVvnaX29Xsse/tGjR9B1HdFoVBoi/kzUhVcqFZRKJZGKsciTG8FgGrOu3+VyIR6PY7lcolqtQlGUKyl1dA30+XwixaOTX7lclutUVRXPnz9Ho9HA2dkZms0mwuEwDg8P8dOf/hQ7OzsSnbter7G9vY27d+/KPjsYDGIwGOD4+Fj08x6PRzwKOp2OnGzj8biEF9Fbn5bKfM9YAP1+v6QBXlxciL6eoUBsKnK5HBwOBwzDQCqVEqvjer0uXAs6+xmGgWAwiGw2i9VqhcFggEAggGw2KwZAfI+YSxEIBCReeLPZ4Pz8HPP5HH6/X95Xrl0AiAkRJ0aUhPJ3ib8LiURC1C7mDATg7RJcMw/GgoXvA6wm4D3ALCMzjxj9fr+c0OPxuHzYh0IhYYy3220MBgPRl5tPKPRs5/jU3ASwKJG0Zrfb5fTudDqFrEVzFJ4MbTabRLVeD7mhfp7mRpTYcXrA53U4HKhUKmISQ7ytCeh2u6IzZ0TtZDKRD23qy2ezGVwulxRWxtPSkAd41RhFIhG022243W4h4nGawPdiNBqhXq/LXny1WqHRaEhaHpnyXJvwGmiVzPE+7Z1J8Ox2u0KgXK1WUFUV9Xpd2Ouffvop7HY74vG4OOJR2scmazgcQlVV5HI58dr3+Xw4PT2Fx+PBRx99hFAoJKN97supcKBL33A4lOkTJxzD4VDIdzRn4sSEqgvGU3P9xD+zSeN7xfuVU4ZUKiWPkU6nxVHQ4XAgnU6LZz8bSU6eOL3gGovvLcmsbJYpU7x//z7S6TSGw6EoT2jPTCOgeDx+RbXCeyMQCMj9cN2qe7FYyGrLgoXvO6wm4D3APAkwny44np9Op7K35YlX13UcHx8LizmXy105IQGQU76maa/trYHLAskdP7kIvB7zCZAFgn7tnEKQPMbmgiPxVColu2HyDWgcw2LA6zYrHRh1e136x9UBvdnNJ1leC1+T+XyOSCQizZTb7YbP58NiscB4PJbGhKz3aDSK7e1tMeAhq55GNeRS+Hw+4Q/0ej3Zu3NKMJ1OUSqVcHZ2JmlzL168gMvlwgcffIDhcCgnf0ru7HY71us16vU6NE2TvfrR0ZHI2/7gD/4AiURCXi/g0kXPZrNha2sL9+/fl4jog4MDeL1e+P1+JBIJ3L17F6lUCrVaDQ6HA6FQCBcXF9J05vN5TKdT1Go1YevH43E5JW9tbYnTY61WQ6fTkRO5qqqyNuK9Q+kpT+FerxeRSARer1fyDEKhENbrNYLBIAqFAnZ2duBwOKTxYiNC3wNzU8iTOXks1Okz9rjdbuPw8BA/+clP4PF4EI1GkcvlEIvF0Ol00Gw2sdlsRCmyXC5l5UYbaPJJ+J7PZrPXmgDmNliwYMFqAt4L1uu1sI3NpwuuBHiCdblcQmyjPjudTiMUColXgK7r8gFFops5AtYMjv8pk+Iu10ya476Uu/vpdCqF0W63Q1EUedzRaAS73Y5kMikkPUreeNokS57FwIybLJAByKiYxCsyskkYox6eJ0SuAgBIoAunFnSUY/BNPp/H4eGhNB5sls7Pz3FxcSH2uy6XS7zk8/k8ms2myPS4E9d1HfV6HYZhyBRmf38fu7u7GI1G6HQ6CIVCmM1mGA6H2Gw2MjZncp2qqojFYshkMmg2m1BVVaYllBbylH90dCQndPIX7HY7PvjgA/h8PllJUA3AzPuzszPM53Mx7lmtVuKg6Ha75T33er2isHj8+DE2mw12dnZkZUJyZLFYlPeVvvy6rouKgL4IiqLIPTMcDuFwOMRsJ5lMIh6Py4md30dXRwDiO0D1AO9rTdNEYZDP54UMSplqoVBAJBKBpmmyhqA6gHyD+XwuTSybABpg8b4mUdT8O2bBwvcdVhPwHsCT2U2mPFwJsMAz/Y2ysU6nIx9eZFjTKbDVaoksjB+o5sLLokui1nA4FLc9eu+fnZ2hVCrJ2Hm5XMr3006YOm42HDR16ff78vy0we12u5LPbuYTkJ1/ncAIXK4COAFg48Jx83A4FMc8ShOvv45er1dUCSwkVBoUCgVpCmjBW6lU8PTpUzidTuTzeVFSDIdDZDIZ/OEf/iFSqRRUVUUqlYLH40EqlcLu7i42mw22t7cliS6RSEjDQ2OgdruNyWQiY+5sNotkMomDgwMAwOeffy4rmBcvXghpkKQ1JvEtFgsx1OF6JxqNXiETNhoN3L9/H8FgEKenp8hkMhiNRmg0GuLaF4/H0Wq1JCmPzd5gMECtVpPHIWGRahXu2ZmyN5vNUCwWpWGjTJMcE3Ik+F6YUzOLxaK8fs1mEzab7QrHAIC8f4ZhwOfzwePxyDqMsb2UZno8Hrm/PR4PgsGgkGopjUyn06JuoALDbrdLgSefxEwKfBsfwIKF7yOsJuA9gOxss5ae4KmEcjiOXpPJpOioB4MB6vU6Go0GhsOhnDQ1TUMikZAgn+u8AD4eWe6GYSAWiyGRSODo6EhG7tTQN5tNyXNvtVoim9psNlBVVUKDAMgpkQ5wDJbhyNnv94uUzDAMdDod4Tiw6WBTo6qqENE45ne5XAiHw+j3+1fCdhKJhJw4CY/HA5/PJzK/fr9/RZbI0XYwGMRsNsNnn30m8bV8LTmep2qDhW84HIo3g91ulxXCxcWFcCGoluB71Wq1pEAmEgkhRkajUdy6dUtIg4FAQPgI4XBYJI4HBwfSrNFMiJa4tPgFgIuLC8xmM3z00Uc4ODgQ62SuT/r9vgTnNBoN8Ryg5K7RaEDXdWw2GzH64bWx6aLFMZn0BwcHwvDn3h6ARPQCr2KeNU3D+fk5FEVBJpNBMBhEJpOBrutCCuS1mFMquTajbDIWiyGdTgtBk1MIgvfNZrNBNpuVqRfvI7vdLrbJ14s7pw3mJoANlwULFgCLGfMewA9mnuBJugJerQQ0TYPdbr9CMGO0KQsc7WxbrRbOzs7ENKVSqYhummY7BNngnEaw2eC4dDKZIJ1Oy2kxGAzC6/VKKA93qjSZoYaf7HmOlrmP54czSXVmb/5IJCKTAFVVoaoqxuMxhsOh/B1PuKFQCKFQSBQBJKRx524GeQG9Xg/NZhP9fh+7u7vyulGapqrqlRN6p9NBq9WS3PlOpyOs+WQyiVKphBcvXsgIPJPJSFEmI558Cxaix48fi0bfZrMhGo1e4UUUi0WRE7pcLgwGAxlrkwcQCoUkSIfTlK2tLXm+QCAAr9eL3//+90ilUkilUthsNvj973+PJ0+eIBqNIp/PY39/X3T0VDBwJx8KhSQlkPr9dDqNfr8vEyMAyOfzkiXg9/vh8/lw7949Mejxer24uLhAMBiUYsuQKZpOkVRI6Wc0GkW9XhfTIkpUKfPkY4dCIWQyGWkMA4EAhsOhrIDMYFNKMqKqqhJ3DUAcEq/zUThtMisDeJ0WLFiwmoD3AjYB9JD3+XxXWPMsYBxzm8lYuq7LCJP6c9q5hkIhnJ6e4vHjx2IJTNtX6uBpRkM5GBnTjJAtlUrY29uT597d3RVGe61WQ71eRyaTQblclpE98EoqxSkHR+lMdvP5fHA6ndIckDfAkX8sFsNgMMD5+TmazSYmk4kQ/Ph/nvbJ4N7e3r4x2lVRFASDQSwWC9HK5/N5VCoVMQU6Pj6WsfLW1hba7TaGwyECgQBisRharRYymQyWy6X46CeTSSlmiUQCm80Gu7u7SKfT4hbY7XbFfdAwDHS7Xezs7EBRFLhcLpGsETTm4VqHaxe+/wDE7peTFPJCuOpIpVKSM0DZ32azQSgUEpXFvXv3JOjn4uICgUAAH3/8saxx6KXAJota+xcvXqDf74sCIxgMolQqSSwwsw+azaYUy9FohHQ6LSqV9Xp9ZRoSCASuFFbDMGSi02g0RJFCHoeiKMjlcshkMlcmPpzU3FSkzRHaJNmaQb+G66soj8eDSCQi/IDFYvGaw6AFC99nWOuA9wDqlHl6nkwmV/z1ydymvz//jt74ACRdkCY00WgUt2/flsLMJoA7TlVV0Ww2cXZ2Jv7yLMRcGVAmGAgEJLOAp1JOIHq9nigMzCZB8/kcXq9XpHt2ux3FYhGbzUZ2yj6fT9z6nE4nOp0Onj17JgExJKzt7e0hk8kgl8tJA6BpGjRNk8fgafW6vStBWVi5XEaxWEStVpM1g6qqODk5QTAYxK1btySumTI8Jvbt7OzA7/cjFothb28PR0dHePDgATwej2jdY7EYnE4n+v0+4vG4yNO4245EIjKBYISuGYqiIJlMYrlcotFo4NatW1dS7ZrNpqw/OC0g56JSqUhD1Gw2RSWhqira7TZCoRDu3r0rqwQS3lRVRTQaxZ07d2QdQNMqnvy5gye3Y7VaIZfLYTgcYjweI5fLic0xWfa0d9Z1Hel0Grquo1QqCTE0EAgIcdA8XudaaWdnRzIVptOpTEjS6bTYBl8HTYGug2up6xHaBJtfeheYwWCjm0yCLFj4vsNqAt4RjD1lEwBASH8EmcnU/PO0whM/AGGNj8djjEYjcVYjk5qkMk4Mtra2xLyFgS1nZ2eo1+vodruSuEZS3HQ6lZhdACJDAyCjW/oKAK+aEu5eY7GYjMQ5lqUOn1G/NCIiATIcDiMej2NnZ0f86HlKZnHyer0YDAbiiX/TJAC4HBW3Wi2RJ9brdWxtbSEYDKJWqyEcDotJzWKxwNbWFvx+PxqNBrrdLhwOB/b29uDxeKQIrtdr8eW/uLhAtVoVQhwbG13XcX5+jlqthmAwiLt374oVNMf9bKQI7qFbrRZCoRASiYTs2I+Pj3F8fIxWq4XRaCTcj8FggGq1eoVEurW1JW6FgUAAiUQCBwcH4o9wenqKFy9eQFVVpNNpeDweWe8sFgsJfKKPBKWVJPUlEgkxsEomk2IfTPUI3xvg1bSGYT7MKiCR83oTQEfBvb09OBwOlEol6LqOTCaDfD7/tcbxXq/3NcttAFf4JJQy3gQSIa0mwIKFV7CagHcEx+XmvbDf75dxMkHZE4s5SYTmrHqz6Yk54CadTouvO/Xo3Ju6XC5ks1kpXjT6+fWvfw1N0xAKhdBut2Gz2YRdvVwuhUxHUhjJhYy2rdVqmM1mcDgc4pQ3nU4RjUblJE9m+MnJiSgZstksFEXBixcv8OjRI2F/d7td8eBnlj0LHve0/HC/qQngSZKcgq2tLeRyObx48QIOh0NidkOhEAqFAjabjUgLz8/PxZ0ulUrB6XQKsa5SqeD27dsAgGfPnomMzHxq/u1vf4tKpYJYLCbjd/oa8CRNlj8A8a3nqXQ4HOLu3bvY39+XEy2buGQyiZ2dHdnhMxo3EomIUyL1+jRNunPnDiaTCf78z/8ctVpNLHsJEiYZ18x11Wg0kvuMUsfBYCDNJMmbjDbebDao1+tC7Nvb20M8HhfjJd5zLpdLJkhsJnk9kUgEOzs7wn+hxfTXwU0R2rw3+Htn9sO4DsskyIKF12E1Ae8IMvbpH09v++vTALKYuSpgMaCvOSV2brf7Nb8AjjBtNht6vZ586LEIDQYDaJoGj8eDDz74AIlEQhzV+v0+yuWyGPUAl7r98/NzseglYbHVauHp06doNpvCEA+FQuj3+9A0DcPhUPTYn332mbjEkTk+nU7RaDTkZyiXy4jFYvD7/SgUCsjn89je3kY+n5eGh+RDc6Tv9Q/p6XSKv/qrv5LdNpnkz549Q7/fvzLhiMfjKBQKUsA5uifr3uv1Ip1Oo1AoIJ1Oy14+GAyi2WzixYsX4qDndrtRr9fFH+AHP/iB8BNYxLe3t5HL5UTSSTmapmmIx+Nyut/Z2cHe3h62t7fFKc/pdArJkIZQbBLZ5DEnYLVawe/3iz8BGzYW3NVqJbbQoVAIfr8f/X5fopRpgDQcDhEOh5FIJPD8+XPZzwOvPBl6vR50XcfJyQmGwyFSqRR2dnaQTCbFfMjhcCAWi0lA0Jssee12O8LhMDKZjHAIrkdpf1l4PB75ua/fH+S80EvhpoRKTigsWLDwClYT8I6gUZDb7YZhGGLpymkACWXA5Q6dvuwc4wOvTIFYYDqdjtjLMp52sVgIQY3M/vPzc9TrdSnC6XRa0gvdbrc4+jFoh+58p6enqNfrwip/+PChTB5IYLPb7ej1enj+/Dk++eQT/PVf/zU++eQTPH78GN1uV1zy6MQ3HA5FnpjL5VAsFiXwxWazya4duBwtHxwcXHFa5IkaeNUEbDYbdLtdPH78GK1WS4pXs9nEw4cP0ev1hAlPbf94PEYqlQIAiRs2Wwyb3eMYGBMKhXB0dAS/349f/vKXeP78uawCOAW5desWUqmUaOhzuZzI6pxOp+zMW62W+CJEIhGJFfb5fCgUCrh//z5sNhuq1SoASAHlrp0kO6/Xi2w2KzJSNjKnp6fodDr48MMP8YMf/EDuj+VyiUePHuHk5ASj0Qjz+Ryj0QjlchmapqFarWK5XIoKIhwOy3TDHBblcDjElZGuhGbzJq6pVquVKE3MRD5OGsxcCfr7k/j3dXE9Qtv8+8fpAlcT11cCVNBcj9W2YOH7DqsJeEdwEsAmgLG14XBYAmo4JuYIlvtafrDylG12a8vlcmKVy1x1Bt+cnZ3h7OxMUuSSyaQoC6g5z+fzktJXLBbF7e/p06cy6qecjzv+RCKBSqWCX/3qVxJhTAfB5XKJ9XqNRCKBvb09hMNhIY8piiIe+9w5t9ttGf2S0Q5AzJE4SibR8eTkBJVKBaPRCKPRCKqq4vj4GKenp0J+pNb+7OwMdrsd9+/fx+7uLnZ3d5HNZsUwieNu2tYahiHpcDytA5DiNZ1OkU6n8Ud/9EdYLBZCbGy32+h2u3C73SgUCuj1esKVSCaTMm0ALk++qVQKq9UKT548kYaPr+tsNhNJHF8HKgxOT0+haRq2trZEIhmNRkXyRzZ+qVTCZDJBsVjED3/4QxweHsLj8WBrawu3bt0S3gE5CNvb27JGYCFmSiETJOkLQVCFQAdAWgAT5twL4PXT9U2nbXIVKAF9F3i9XrkXgVeBQebHpfrF3CxYJkEWLNwMqwl4R9DFT1EU0eyT9e31eoWEBrz6ADWHwACQMB+y8ePxuJzEaY262WxQrVYxn89hs9kk6pa7b7/fD7fbjWazCbfbjaOjI/HPZzhLKpWSSFqGyezt7QkLPRaLIRAIYDAYoFwuo1QqIRwO44//+I/x05/+VBLtWq2WEBS3t7eRSqUQDofh9XrlpFUulxGPx2UC0Gg08PTpU7x48ULG07TnjcfjaDQa+PTTT6UBYBPw6NEjdDodRKNRHB0dwefzQdd13L59W1z5OI0wT184aWFKIONlVVXF+fm5EB7p4bDZbHD79m2REwaDQZE5coVAxQNlbF6v90ocMuVynU4HXq8XlUoF0WhUxv0cnVO7Ph6PoaoqOp0OkskkstksVFV9rVh2u108e/YMALC9vY1sNiv8i4ODA2xvb8saigx6Pl8sFoPdboemaXjx4oWEAg0GA5FFmvfn0+lUHC35GppP9W63WwyqSIjlJIEk2ZsK7Ww2k5//XWCWCvJ6zeFZAGT6ZJ4G0CToekS2BQvfd1hNwDuCJj480ZKRDUBOZmRY07SGcjM6xvX7fUSjUdFvM3CGDnHcAS+XS5Feud1ulEolsSsOh8NQFAWqqkrcLA1taKzC/TfjisfjsUjCbDYbbt++jZ/97GeIRqPiNpfJZDCdTuH3+5HP5zGfz1EqlTAej+FyucQ3IBwOy2hfURQpnoPBAA6HAxcXF3jy5AkikQi2trbEbz+TyeDHP/4xjo6OhMDGPTsZ7TxBk7XPbHoSF/nBHg6HxZCIxYg5BYxy7na7ODk5QalUQq1Wk106T908eTOEB7iMpR2NRuJvTxIjpw3tdltWPgyLWi6X6Ha7yOVyQmijZS4Dg87OzmSsbuYn0HuA39NoNOB0OrG9vY1MJiNNZTAYFKJet9u9Yob09OlTqKoqnBM2f7QUXiwWODg4EMIg72Xq7efzOQKBwGuSTafTKTJP8xQEgEhTzU3AfD5Hp9ORiOp3BVdVVAmYA4MIrtWorgEskyALFt4Eiyb7jmCRZhNgNlShoQ93/NRFq6qK09NTsfqlDSsNdabTKZ4+fYpyuSxj2aOjI1ktbDYbBINB9Ho9CYIxyxAp3QuHw9Is1Go1uN1ujMdjJJNJNBoNNBoNZLNZFItFOT3RvY+GR+QYkCHe7XYxm82QTqcRDodxfn4uRkLAq+TD4XCIarUqxLBkMoloNIpgMAhN0+REyZS67e1t2V03m02s12s8fvwYHo8H2WwWJycnyOfz4qZHMhgVD8DlpIXBR/P5XMhiPN2XSiXs7u4Kgxy4PL1yb8/shGw2i9PTUzSbTXg8HhweHuL8/Byz2UxeI7o4Mv/BMAykUil0Oh1ks1n52UnoDAQCYpTDsTxPppRmsqBxpcLXNpfLIZFISAPEFQdJfSx0jHaORCJoNBoSIBSLxcQcajKZoFQqSWQ044xpFMRpFvCqmJsnATSzWq1W6PV6stbh7wK/R9M0sajmeuZ9NAEA5P2nD8ZNKwbeZ/w9sEyCLFi4GVYT8I7gmJEmQL1eT9ztuIs9PT2VfX6v15MT1Hq9hs1mE899jvmdTicmkwn8fj/u378vqX4PHz4UdQFPQxznOp1OcRCkbt3v96NYLKLb7eJ3v/sdCoWCELvcbrf4+6fTaZH8nZycIBAIyEl7sViIgQtP2FxT7O7uotlsotlsIpVKyYduu92Gz+fDfD4XgyCfz4d4PI5nz56B1tbhAAAgAElEQVRhPB7j8PBQRs/cnVNJcHZ2hkqlgn6/jwcPHmA0GqHf76NQKCAajcLpdMrEw1wAaFrDhEBKJoHL9UQ4HMbu7i5sNhvK5bIk743HY3z66adCaONpuV6vw263I51OCxGSBjlOp1MmKuVyGdVqVdj5dCK8c+cOBoMBNpsNtra2MB6P8eTJE/R6PWG6l0olRKNRtNtt4RWQI7Jer7G7uyvNFxs4RiVz0mH2pyB5NJ/PC6EwEAhIVDWbg0wmg36/j8ViIcZD0+lUOB60BwZebwKAy4nHeDzGrVu35LlVVZU1CwCZRlF6+L5AEyM2VTeR/disjEYjmcRYfAALFl6HtQ54B3AcaWazU57E/PNOpyNudCwc6XQawGVhajQa6PV6CIfDiEQi2N3dxc7OjriucTQcDAbF+Y+OgSRxkfXPgkVnNhLpUqmUONZFIhHJmichjxK0Z8+eYTKZ4N69exLQQ0Khw+HAcrnEvXv3kM/n8fnnn+P8/BxerxfxeFy82weDAXRdxw9/+EOxjeVuutvtwuv1IhwOo9vtYjKZyCRgvV5LQMxwOMSvfvUrMfihUx+nJWxgrkfC8oOfgUnkCnBqsNlscHp6isFgAEVRMJ/P0Ww20W63UalUxIchl8vB6XSKv73dbsfdu3cl0pavq9vtRiQSEVvmR48eSXofAPzkJz+B3W4XDgVP4SzWy+USs9lMCjCvlfvzo6MjZLNZYbWbHR2va+U5IaKfRCgUEiMfriGYWxCLxXB0dIR0Oo18Po90Oi0aer/fL82TWUlB2Gw2sT3m46uqimq1ilqtBuByLZPP55HJZCTh732CvABKPt/0+MFgUO5JwCIFWrBwE6wm4B1AeRILjGEYEvHabrex2WwQDoextbUlH4g06Gm1WgAuP1QzmQz29vYQDAYRDodFZRAKha7EosZiMdntU+7G4Bkm3sXjcQnBYQEYDAayz+/3+9B1Hdvb20gkEjLW7fV6uLi4QDwelxGz0+mUZD4y9x88eIAf/vCHAIBarYZerwdFUYTQGAgEZATb7/exXq/h8/nQbreh6zoKhQJu374tjQxdBql1p0UuACEiOp1O3Lt3D7u7u5jNZqhWq2Jocx3hcBiDwUDSGOnAGI/HxQ6X3gb1eh2PHz+GqqrCJaDZEN/feDwujRfXGXa7HfV6XXwNAoEACoUClssl6vU6SqUSUqkUotEoYrEYHA4H+v0+VqsVCoUCbt26hWKxiEQiAZ/Ph3q9DqfTiWQyKZHGZPuzOeKpn6TH600A9/H0Q+B9RE4CLYntdrusaEhkLBQKsNls8Hq9orTweDwyceLrTAkkX5d4PI7BYCABRNFoFLu7uzKt+aZAqSCAt6oNGEHN99wyCbJg4XVYTcA7gCEvdrtddr2DwUDIXrlcDuFwGKFQCF6vF71eT8hzm81GCGLJZFL2sdznm1nowCXZKZ1Oi6kQHfdSqRSCwaCsGHgKZMrfs2fPsNls8LOf/QwA5OQfiUQQDAbl+llwuWdl0eHJ8vnz56IwoAcAi2A0GkWr1UKlUsFsNoPL5cLz589hGAbC4TBOT09hs9nE2ZAZBslkUlYINPU5OTnBbDaTNQLHzvv7+4jH45JwV6lU0Gq1XrOQJVfi9PRUClYkEsHHH3+MnZ0dWWm4XC74fD4hWu7v78vX6C3A/T935IPBAH6/Hzs7O5hOpyiVSvK8i8UCxf+/vXcPkjS9yjufN+/3W2VmVdatL9Pd0xqJ0YxoWBELBAG6ErZ1MbLFOkJao7DWBnbXSzhseYl1+B9HwBK7xLJmYeXFgURgg4ytlSIAi4uxZbMIMYiZ0UjDzPRluru6uivrmpX3zC/z3T/ye05/mZNZldVVfamq84uo6KwvL/V9mdX1nvec5zxnaQk+nw83btx4i4ERdQTs+iiXy9LJwOCAw4uSyaQsWNyN871kZ8mkIIDtqNlsFt1uF5FIRBwUqVtgTZ1wwR8dvkM/C14fxaK0KM7n88hms5Ih8XaHPGz4OXknao5ijJEWSM0CKMp4NDQ+BBR4sZbfaDRESf/666/LsJ6trS1EIhGsrq6iXq/LzpKCPgrvuHBQrc50NkVkuVwO4XAYW1tb2NnZQSgUknayZrMpYrdUKoVAIIBXXnkFvV4Pb3vb28Tz/eWXX5bUMh0Mg8EgLl++LHqFW7duSafBjRs38Morr6DdbuP555+XEgR3yM1mE6VSSdL4169fRyKRwNbW1tAcAK9ZEJXdi4uLoqNoNBool8sIhUKYn58XQWQymZRRtH6/H/Pz8+h0OqjX67h58ybeeOMNLC4uSnvl7du3cePGDfj9fgkczp07h3Q6jfn5eVy7dg2NRkM+u3e9613iPlgsFnHhwgUJrjqdDjqdDtbW1vDMM89gdXUV5XIZzz//PO7du4ebN2+K0JDdEPl8Xurs3kl829vbogHpdDoyu2Fzc1N8+8eltUeDAGYGKD6l2JQaCJY+GGByh84Jihx9XKlUxH+CnQAA5PeXP5vv68bGBvx+P+bm5uRzj0Qisujv7u5K8PQoYKA7bgiRFwbIahKkKOPRIOAQ0COA7nJ37tyB4ziyC79x44YIudhOxsfQC4BpaCruaeLjVeuvrq4CgEx0u3btGmq1GpaWliRdzh17s9nE5cuXsbu7i3K5LPa4t2/fFqtav9+P69evS299s9lEPB7H/Pw8ms2m6BjoBseeeBohAYPFIhaLiafAe9/7Xly9elXa6LhT3dnZwdzcHO7duycjeFn/pjjO7/fjT/7kT8RGuNVqibtepVKRXXm5XMbFixdllO7m5iZWV1fFbjeVSmFlZUUcCufn57GwsCAB2sLCwlArXSaTEYEivQve+973ol6vo9FoiJai3+9Lir9cLuPNN9/EpUuXsLW1hWvXrqFUKklXhN/vx3d913fBcRy8/PLLosyvVCp4/vnnkUwmsbq6KlP93nzzTZRKJfR6PXlPvdCL3+fzid+Ad+gUd8Kc9Nhut5HNZiXgACC6DQBi/sRphul0WkSonEjIsbv0vKjVaiJa9AatPC/+X2D26FEwbcDh9/ul3KEoylvR/xmHgEFAu92WGfX5fB7PPvus7BA54IeCP2stMpkMrly5IqI/OvfFYjGxfE2lUmJ4YozBzMwMisUi5ufnRRnNPv2dnR1xsqMi/M6dO5idnUUul0O9XpdFJh6PY3Z2VlzyQqGQaAja7TbW1tYk1ev3+1Eul7G0tIR3vvOdMsedO0mOEabBD50Oues/f/48gsEgNjY2cPv2bbz22msyVtYr6Lp58yZCoRCWl5fFOyEej4uIMZfLIZvNIhwOY3NzE9VqVYbvWGvlNVnaoPaC6X2fzyc78aWlJUm3s5NifX0dAKS1kVmKpaUlZDIZzM/Po1qtYn19HfPz86hUKuh0Osjn86jX61JiYPp9fn4e73znO+E4Dl566SXs7OyI4RAHJlHFT4e/QCAg0/u8sB0QgNgPUwTIQIuZAQYHFB1ykfS6U8bjcUQiETGy6vf7EnzQopiZEgZ98Xgcc3Nzsuvma/HnWWsnmgQ9CWgAoCiT0UzAIajVatje3kY4HEahUJBFHBj8saWjnM/ng9/vF3U7PfBv374tPgEcM7yzsyMT3fr9Pmq1GuLxuMwSOHfuHL7+9a/D7/ejVCphcXER1lrEYjGkUim8+eabePXVVxGLxfD2t79dWt2o7qfqnO2FHLLDwT9cFHK5HM6fPy/+/AxO6CkQi8Xk2lKpFF588UXZPVNZHg6HcfHiRXQ6HdEwUBPB9PONGzewubmJTCaDdrstveybm5sABotgOp1Gt9vF0tKSOO0xVd/v95HJZHDnzh1UKhWsra2h2WyKXTGDAHZThEIhLC4uSrsmjYCYWme5hGZFzOTMzMygXC5LSp019WAwKJMkrbXIZrNIJBLS01+v1yWw4HmEQiFJw+dyObkGejB469x05aM+wzuhkkEA9QAMQvhZexdltsvxfU+n09IZ0e/35feVbo0c2by4uChTCYk3CAiFQnKOT2oQoCjKZDREfkBYf3YcR8ak0jOA2gAOM+EOk+N2aVpCMxs6tdXrddnR02ug3W7DcRyZ5Oc4jrjXjbaXsU7MfvZMJoNcLifZApYq8vk8AODatWuycOzu7kqLHS1pz507h+eeew5zc3OSTq5UKmI5zNT/008/jUajgZ2dHTzzzDO4cOGCiP4qlQpmZ2dlBHEymZRJequrq7hz547U0TkPgLqI69evy4Q/Zkri8Tiy2ax0CPB6GCRtb2+jVCrh0qVLch1nzpxBoVBAJpORlrhms4lMJoNEIoFkMom5uTlcvnwZ0WgUGxsb2NnZgd/vx8LCgsxoWFpaQrfbxfb2tizInNTHOQo815WVFUQiEfzAD/wA4vE4NjY2ZEIhRwIDAwEfXQRHswF0+6MPBIWjHPLjDQJoOMV6PtvnGGQy8KTQlPX8e/fuDfXa03WxXq8jm83K74oXZhiYCVBffkU5vmgQcEA42Y4+8swAsFOAxjitVkv6wxOJBDY3N3Hr1i1ZmCuVitjP8g81Ff5U66+vr2NtbU0MbXZ3d8U1sN1uY3t7G+VyWVriXn31VfGhDwQCMvGOA344AGh7exvr6+vY3d1FPp+XBSEajeKpp56StK/f70csFkM2m5X6Oq1qi8Ui8vk8ZmdnceHCBTz//PMyKtfv9+PcuXPiVghAMhY3btyQNPz169elvFCr1UQhT8OkjY0NVKtVWTD9fr/YFcfjcRQKBWxvb6NWq+Hy5csSRD3//PMy8Y/98uwZDwaD6Ha7cBxHnO/4mktLS5iZmUGpVJLXT6fTAAbCt1KphOXlZTSbTXFbjMViWFtbk/eKQQKzCNFoFJcuXUImk8HLL7+Mcrksanym5ukWSGc7+uJ7RYHeBZbWxlT0MyvCc+BzuevvdDoya8IL9QDMNPC10+k0stmslKRG8fl88Pl8cn4MXPcT6SmK8uShQcABaLfbWF1dRa1Wk+lsdI/jOFfuKrnQszZfr9exuroqbXZMWfOPLHfwgUBADE6Yip+fn8fy8jLOnDmDZDKJUqmEZDKJWCyGXC4nJjCxWEzMgbir5GJAf4FUKoVr165hc3MT2WwWTz31lDjfdTodzM7OynS80T/qzE5sbW0BGCwYiURCetM5grbdbmN5eRmzs7PiWc9pd9VqFa+//jpef/11mUdA0SI7Aliv73Q6SKVSuHXrlkw7XF9fF++Fp59+GpVKBbdu3UKv10O5XEYgEJBpfNwhAxC/+16vJ4ssJ9JVq1WZ2cAUPcsJlUpFyhPUfOTzeVQqFWxtbaFYLIppEEss6XRajHQomKP3AssQDM5oRtRsNmViH7MB3W5XFP6jQQA7AegeyNQ8gxym+Pk64+AcBK/uwBiDbDa7b189sxH8f6FZAEU5nmgQMAW0RL179y4AoFQqIZVKyex0qvy5uwwGg9KPXalUxIyGOy6OieX0s0gkIrVj6gxYh15YWJD0K+v1HMtKYVckEkGj0YAxRgRxbI1i3Z4dBK1WCysrK0gkErh48SKWlpakjAFAFvXReezAYPGheJDOf/1+Hzdu3JCF5tq1a+Lkd+7cOUSjUak9F4tFmWQYCATw1FNP4ebNm/D5fCgUCtKJQGfERqOBd77zneh2u7h16xZu3LiBdDot2QZ2ULBdr9VqIRwOI5fLDQ3tAYanz7FUQyElg6NoNCq72tnZWUSjUXnN7e1t3Lt3T6xqd3Z2cPXqVdy5cwfGGJmtMD8/L/oGziOgruMd73iHaBBYS2fnBQMTZgM4BpkDfLzT75gJoa0zWy656DNzEolE4Pf7JwYBdGwMBAIyGph0u9091ffsiOGXBgGKcjxRYeAUUP2eSCSQy+XE3pUT1/hHtF6vS72eynTW+q9duyZ1abrssR2Lw124800kEpiZmZEaP2ErWzKZlAl9VHMzFczJb7SppSiQnvgbGxvY3d3Fd3zHd4hpz9WrV+H3+2XRoO/A6AQ5n88n5ZBnn31WWumCwaAEON/+9rcxNzcnLoLdbhdra2sS3HDny5kGjUYD8/Pz2NrakjG8zIZQ3Ma6eK1Ww/nz50VgR51DsViURSmdTosrHgOlmZkZhMNh8UVgyybfU+oOmIEAIGJPdi1wgiOdABuNhlhBl8tl5HI5nDlzRoJDKvbX1taQzWalPZHi0M3NTekMYBBBq2hem8/nk1a/0QWZC/7u7q58BiwFUGTKwI9BgRdrrQhAO52O6Eg41Iqlk0mw7VL1AIpyvNFMwBQkk0mpgXv7orlINhoNXL9+He12WzznuWByAWaK98yZM7DWYm1tDcYY2XWz7Yw12VAoJD3mhIYtnJ5Xr9dlgh3H19ILYHd3F+l0Gru7u+KdPjMzI7oDOq6xVr67uys/Lx6Pw3Gct+wOrbXiCAgA5XJZ2tHa7TaeeuopyYTkcjksLi5iZmZG7I/ZprewsICVlRXcvXsXxWJR1PIMiNg9EA6H8frrr8NxHDz99NNIp9NYWVkRgV2328X58+dlDG+z2cTc3JxkaOLxuPSz85q5a2amgIstBySxQ4JwR59KpaSDIJ1O49lnn0Uul0OxWMTCwgJyuZyIJ7mLX11dldHIiURC/A4uXrwoJkmBQED8EprNpow+brVa8v6PG4HL9tNarSY+D1y02R7IQGBcJoBDm9iK6TiOeECMmxkwCjUnzEB5MxWKohwfNAiYArr3eaHz3/b2tuzQuRsEIIp9tlpls1lZhMLhMNrtNq5du4b19XXUajWk02mk02kRXIXDYVlgr1+/LoNpIpEIrLWYm5uD4zgol8sIBoMSaHDYDsVigUBAnOto7hIMBkVxzuOtVktawVhfZvBAuODEYjHcu3cPwWBQUuaxWExskilAo6VsNpvFpUuXhpwK6e2fyWREmMdAIRgMIpPJIBKJiJMiZyPQZZE166WlpaGBSgsLCxKEUek+WhJgjZ2dFixBtNvtt6TQudNlKx/LJMlkEvl8Hs1mU7z8uRBSL9DpdHDmzBlR3udyOeTzeQkqOPOBZRzvLAIAck3jdtnBYBCJRAL1eh2dTgeZTEbuY5mBj6PwdPT3l9kSmkLt7OwMPXa/cgB/z8cFKYqiHA80CDggvV4PW1tbuHnzJnZ3d5FIJLC8vCwLIvv12RNfrVZRrVYRiURw9uxZ+Hw+rKysyHjYer2OQqGA+fl50QUwTc8aPl0DWVtmWyKV7cwCeM1iQqGQGP8wtV6tVmUhYr+6tw2NGYheryfeAN5d5N27dyVgoRc9h8lQG8HgpVKpiIuf4ziyC3711Vdx+/ZtZDIZZDIZSY1TdMiJiqlUCvl8XtwHW60WFhYW8Oyzz+LMmTNiVpTL5SSoSCQSko5nP/9oEEC/eU5O5PtHhT6tnlutlpRjvJbNNBYCIF0YiURCFtFGoyGuhfl8fmhxjkajksbnLAgOeGJnAW2oqSfw+XwTd9ncwbP0BEDOmc/hv96SQL/fl+zB6GuxhAPsnwkA3tq5oCjK8UKDgCnh4r+ysiI+6fQH4AISDAYRDodlMaXpCtPTMzMzyOVy2N3dRb1eR6lUkj+mXPA5KpfpXVri0kiGu2m2v1GY1Wg0JEXLoTkMQGKxmHgF5PN5lEolCWKYguZz+frsKGCKuNPp4I033kA4HMbi4qJoHXK5nLTRtVotWTCNMTLAZ21tDbdu3ZIef2ZH2K64sbGBcDiMu3fvotfrSdsld6iFQgGzs7OYnZ0VRX0sFkO/38f29rYsXFTq8/3gDAWm1Zlqp08DXQZzuZy43nFKID83AFKeYHmFiySPRaNRLCwsYG1tDdeuXYPf75ee/HEDbvizcrkcUqkUdnd3RftBgSCzRcwKjYMjjUdLAXw+cH/H7g3mvKUAEovFEAqFJHjzTg8cB4dmeX+WoijHDxUGTkGtVsPm5ubQYrC5uYlwOCxiMu7IWN/mItxoNMTIJp1Oo1qtyu5xZmYGL7zwgogOOf6XNWJjDBzHQSKRwMbGhjjkUfU+NzeHZrOJjY2NIfEYld0+nw/r6+uYm5vDm2++KcEBBWc08+EO2Lvg+Hw+EaylUim89NJLaDQaeO6552CMkQFI7HlnOSISiUgZoVwuDwU0Fy9eRLFYlN00+/63t7dx/fp1MdxhpoGtdyxf8Nzq9boIDFdWViSgWFxcFNMhWhNzR02LXpoAlUolVKtVsXFut9uyq3UcRyyIOUmPwUi5XMbOzo6IBik4pAix3W5jYWEBwP3MwyjsFOEOvtvtDln4crCP97McRyAQwKVLl4YWYQYBfA4zNN4goF6vIxAIvGXxTqfTWF9fn0rtz8BxryBFUZQnn0NlAowxHzPGfMsY0zfGXBm57x8bY64aY14zxrzfc/wD7rGrxpjPeI6fM8b8qXv8N40xIfd42P3+qnv/2cOc84NAw5/FxUXk83np0WabH817WK8GBrtEtp9RcBYMBnH79m2kUik899xzyOfzWFhYkF0108H8o9rpdERgyHT96uqqiOcuX74s5QVmIgBIx0A4HBZPe55rNBpFNBpFJpMRER0wqGOvrq6Kq6A3Jf3mm2/i3r17OHPmDEKhEOr1uoyRrVQq4jhHtX+5XEYikUChUEAqlcLCwoL0zGezWZRKJVy4cAHz8/NIJBI4f/48dnZ28Nprr0k/PtX+fH+9mozNzU0R/M3NzcnnMjc3J2OafT6fZDZYEqAoksLM9fX1IT0AcN9Jj58JgyHW8UOh0FBJIB6Po9VqYWtrS0Yls43Qu9P24t2tG2NQKBSkc4HmPVxcWbaYRC6XG/o5FAV6d/HeDgHqP0Y1LrwWagj2KgUQGgRN81hFUZ5MDlsOeAXARwF81XvQGPMMgI8DeDuADwD4v4wxfmOMH8AvAvgggGcA/Kj7WAD4WQA/b629AGAbwKfc458CsO0e/3n3cY+UYDAoJjYAZCfORbXZbKLX6yEej8tjarWa9NzTeIfuf2fPnkUwGESz2USxWEQmk8H29raIBvlHn5kBitdKpRKuXbuGfr8vznaRSESCAC4ajuOIcQ0FfoFAALlcTtrXSqWS/LE/e/Ysstks7t27J8Y7VJe3Wi0xLWJHQjablcWHVsbUISwsLGBubg75fF6us9Vqic3wqEGO3+9HLpfD008/jdnZWannU3jJgCcWi8nivbKyIqWF+fl5XL58GUtLSyiVSiKsDAaDkjHodDpoNBqiqSgWi3AcBzdu3JA0OAMPTjcEICl6Zln8fr8EPtRfsK0uHo9jaWlJAieO4R0HsxX8XfH5fJidnUU4HJZAinMe2AEwLV5RoPf3l79T40oBXqhhmGZCXzabfctcAUVRjheHCgKsta9aa18bc9eHAPyGtbZtrb0B4CqA73a/rlprr1trOwB+A8CHzCBn+oMAfst9/ucAfNjzWp9zb/8WgB8yj1mKTCc3CuHYax6LxaTOzuE1HCLTbrdx7949zMzMIJ1Oy0Kdz+elLsxsAjMLHCZDDUKhUBCjHQ58yefz2NrakuEw1BHw+TSVcRxHRvmy/MChQPPz8ygWiyKQoztftVqVDgLuiDOZjLQVci4B2+i4K/cOsEmn09KWxwWI0GCHyvqFhQXJHrC3v1KpyM7+7t27WFlZQSwWw+XLl6WlMBKJiIFQKBQS9z2WBDiGmNmUSCSCeDwutXiO4OXizwWfeBfVQqEg+hAA0qFQKBTEnZHtfpOYtFAvLCzI3AFmclKplLxP++EtS42+NlX/k0oBhMHVpCDBC0tXiqIcXx6WMHABwG3P9yvusUnHZwDsWGudkeNDr+XeX3Ef/9igcpytedzh0gOf4kEuNtZarKyswO/3Y3l5GQBkd5dMJhGJRGQxM8bIzrXVasluO5FIiEc9d9I+nw/FYhGNRgPr6+uiUWAPvXfevLUWMzMzCIVC2N3dRTgcFlvhmZkZEdqlUimUSiVks1lUq1VsbGxIP/vs7KyMmwWAfD4vbXYMYBgwML2ezWal1Y8+AwBk1gKNbZhWX1xcHPI8qNfrYj1MH4WzZ8/KezXa+kaNBrUKwGCxYpskF0g+JhwO4969e29pxaOPwGgPfDqdlrkGhKl3+gMUCgUEg0FUKpW3/O7sNXaXWYqtrS1xLszlckNWx3vBlP9oEMDv6aWw3wJPwaGiKCeffYMAY8wfGGNeGfP1oUdxggfBGPNpY8wLxpgXvHXbo4bKcQ5/qdVqsiBxEeYoXNZeNzc3MTMzI3+Aa7WaTOxjnznT1PV6fahnmzvhtbU15HI5JBIJaV0rFAoykIdBCYcNUVOQSCQkw+BtJWOZgq2N3W5XFolz585hYWFBhIilUklSxV51vN/vR6VSkXIIcF/ZDkBa5Zj5YLcBNRB07+M43ng8juXlZZkIyLbJaDSKVCqFSCQibn8UpnlhGpsLH9sfWS4hOzs7iMViWFxclEFF3l0tuwhGffuNMZiZmRHjo9HfCwo5OV9g1K1v0kJNSqUSQqHQUCaAAsr94Hs+LhMAQIKSaXb5iqKcDvYNAqy177HWvmPM15f2eNodAEue7xfdY5OObwLIGGMCI8eHXsu9P+0+fty5ftZae8Vae+Vh1irZusWdb61WkzQ6FfNcmGnKQ7EZMLxY8PX8fr/syLe3t8USl9MG2SsfiURQLBYBQJTr3NXTnZAjhmkWFIvFxECIpkacdkcFO/0HaEEcCARQKBSQTCZRKBRE8c6fC0DKEvSwZ9bBO2MeGGQDWDZhRoCWwwwSqOCn7e/CwoJ0FszPzyMQCKBer0vgBNz3r/fS6/VE4U+9Bic1eqtI29vbCIfDWFhYgN/vl2wGYbsn8NYWOPoXMNAD7utE+v2+DHby+XxiFez93Rn3miQajUqgR88CljZGg45R+HmPDn7ydgiwvKMoigI8vHLAlwF83FX2nwNwEcDXAfwZgItuJ0AIA/Hgl+3gr+QfAfgR9/mfBPAlz2t90r39IwD+g52mQPoQoeiOQjya0bD1juOE19fXpV89n8+LvW6tVoPP55Pdd6PRkAly2WxWWt+4C2Z6HInrHQ4AACAASURBVIAMJ0okEtja2pK2Rb4OleVs0wuHw/D5fJifn5eFK5vNitMcF26m11kzBiAKfxrlEJZCHMeRUka/339L37j3nLm47+zsyCwGnrsxBru7u/I4YNA+eP78ebztbW9DsVhEuVyWPn4yLhPQ7Xbl/WKARvMj74heCjfZHZBKpbCxsSGfJc/f5/O9JTXOkoA328QOBAZdFDx2Oh3pSuDjONtgHNSZcEIlPwcA+2YDxmkNCI9rFkBRFC+HbRH8iDFmBcD3APhtY8xXAMBa+y0AXwDwbQD/HsBPWGt7bk3/JwF8BcCrAL7gPhYA/hGAnzLGXMWg5v8r7vFfATDjHv8pANJW+Lhg+j8ajaLX64nint+zxY47w0AgMLR7bDQa4t3PunyhUJA2wkwmg52dHdy6dQvNZlOseGmvy51mvV6XCXjWWpTLZfH8r9VqohEIBoOYnZ1FJBKRXn5a1DIFzlo+ux4AyGI2unBwR0nlPhcr7lT5PXe93H1mMhlx1OPwJJY2qtXqkKMeMJh1QCGl17KYUPDm3SHTpRCABBcAxJ6YpYFGo4F0Oo1er4deryeCxnK5PGQZPG7HzpLAzs7OUHan0WggEonIOcbjccRiMfmM93pNL3y+1/qXuopJMPibFASwJKBBgKIoXg7bHfBFa+2itTZsrZ211r7fc98/s9Y+Za192lr7u57jv2OtveTe9888x69ba7/bWnvBWvsxa23bPd5yv7/g3n/9MOd8FDCNHYlE0Gw2ZTFMJpOw1sLn8+H27duSTq/Vashms9JDzl0oADH6yWQyIo5jgHDz5k3RCnitcZky9vl82NzclDr5nTt3JNNAAx2STCalzY6CvEgkAp/PJ1oGb9seMFjs6P3vhWUIehCwf56LFMsJDAIoYuSiv7W1JeUPGg9xvsK4xg++p6MLPnfoXGCpoeAQJZ4Pe/9ZUmEWJJvNyjnGYjFxJFxbW4PjOHsuqoVCQayfgfslHqbwCa+RpaG9XpPwM/a2GHp9J8axn9aAHRfTtP4pinJ6UNvgA8KdPzMB9XodzWYTwWBQdll3795FvV7H0tKSTNBjGxx74Dkit1KpyBhbKu8pYmPNeX5+Ho1GA9VqVebeeycJAoOdLtv6dnd3pRuA2gOa3ziOg9XVVfR6PVkEqdCnR4G32jK6KDuOA2stgsGg1P3ZWkgHPmDYoAYY7ES54wYw5LvAur031e+lWq0inU5LC6b3NXlOwP1ggHMc2DFBLwC+t1tbW1IGaLVa4gPADoher4e7d+/u6YvPwIc1f2oyRk14WBag3wKwv80uz8Nr+BOPx6X7ZBz7BQGBQGDi+6soyulFg4ADQpW718iFrXwUonGyH2cILC4uyrwALrasi3OR9u78qtWqDJXhQt9sNmVaHHfaXHDoN1Cr1XDnzh2pt+/u7uLWrVuoVqtYXV3F6uqq+OLHYjEUCoUhj/xQKCQDaCbhXWjpI0Cff+/4YQYUHMvL8kEul8PFixdx5swZWbwrlQoCgYDoAbzQZCiTySCVSomAELjvX89z8p5bOBweshemOLBer6NarYoLJNPzDHZCoRCKxaK8B5MWVZYEKpWKiBw5kW8Ufr4M2B5EmEfxZr1eHxp1TCbpFxRFUfZCg4AD4g0CuBC2223xu3/xxRdx+/Zt6bsHgPPnzyMSieDmzZuw1iKXy2FnZwebm5sIhUJDC3o0GsWNGzfQ6XRw9uxZJJNJbG5uYmtrS/r4AYidMEsH8XgcvV4PN27cQL1eRyKRgLUWfr8fi4uLKBQKyGazuHjxIp5++mkUi0Vks1k4jiO7SI4pHm1rG71+YLCzZB2fARE1B94dtFcX0Ov1YK3F7OysiPqoB0gkEmONZ7joJZNJeY+ZDaB//bhMALM14XBYsi50BqSJELMVozvzaDSKQqEw5AA5jnw+j36/j7t378pY5ElDd1gWGKfenxZ+pgwmvHhHGSuKokyLBgEHhDtnLiJbW1syUXBzc1M86VdXV1Eul1GpVFCr1UR0tra2hpmZGRnnGg6HEQqFpEXPGIPbt28jkUhgaWkJsVgM7XZbOg28rWKslXNxoG3u8vIynnnmGYTDYczOzqJYLIpzXiQSQTablVG+3h50GuOMW2RIt9uVAISdD8wgZLNZ9Ho97O7uyoI02rvuVfMzAGk2m1JSGIXGRnyfWBJggOXtEKBWAYDoMLzeCHQGpDeBd17AKPF4fF9L3GQyiXA4jO3tbTFxmkQgEECxWEQul9vzNfeC78FoScA7a0BRFOUgaBBwQCgAYwfA1taWCM9u37495MwXiUSQy+UQjUbRaDTgOA42NjbwxhtvoFKpoFwuIxAIyE6+3+9jfX0drVYLS0tLmJmZkTY+r4XsysoKNjY2ZEHzdhYAkB577tRZvwcGi7Hf70cmk5FaObUCbE/by52OCy3T8tlsdmiaXCwWQ6VSGdINAPfr994sA42RvPMERt9rtvyRTCYzlA3wegWwa8E7XKjX60mHBC2K+/2+iDCZLXgQfD6ftAFOKgV4oSnTYWAJw/s+UsehmQBFUQ6KBgEHhLuwWCwmDnjsAODtTCaDdDotRi/Ly8soFAo4e/Yszpw5A2CgLo/FYjI1jzvKjY0NpNNppFIpCQwcx4HP58PZs2el46DRaODevXtSUqD6vdvt4qmnnhJb3tEgwLvgsf3Pu6iw42Fc3Rm4v9ByUh5FjVyIs9ks+v0+KpXKkHMggx3u2lkaaDQaoisYpVqtSlcBGc0G0CaYjoO06+UYYuB+/zwH58RiMbnuUCg0tiNhWvL5PEKhkHRrPGzoq+DNBuwnClQURZmEBgEHxKtk39nZQbvdRjKZRLlcBgDxrF9cXEQ8HsfGxoa0hiWTSczPzyMajaLb7WJ2dlZ2risrK9jc3JTjXKx9Pp/UxYvFIvr9PnK5HBYWFoZq5M1mU1LOpVIJnU5H/PE5j2CcSU06nZZhQ71eD6lUSuYOjMIWvGAwKCZGfr9/qN4fDAaRTCZRrVbh9/vR6/UkQPBOs+OQpG63KxkJL8wSjLbc8Zz7/T6q1aqk/1utlqTFHcdBKpUaauNkIMHJiQwCDptCTyQSKJVKQ+2YDxOaTHmHCrG7Q9v/FEU5KBoEHABrrRgFxeNxcezr9/tSZ6bXf6FQQLFYRCgUwu3btyUrYK0dEvexTswRub1eT0YEW2sRjUZlgE+hUBD1fq/XQzqdRqFQwNzcnNT6L1y4IKlvYDgNP26nyBnydBhkP/q4GfY8Rj2D18MfuC8a5A6c2gKvONAbBLCkwOmHXrwDlkYJh8MyXZE/m+ZHjUZDFnlgkLHhtXMscyAQEN+Bw07B8/v9WFpa2rcUcJQkEgnRZAB7OwUqiqLshQYBB4C7U86dZ6vZzs7O0ByBRCKBbDYrSni2kXFhZ3sZXwcAisWipHl9Pp+I7eifH4vFZLfpTd8Hg0GkUinMzs7iqaeewqVLl2Qh5O6Qiv9xC0UoFEI4HJbRuAxUxukCuMizrs6WvlHTHorkGEx4z5U+A94BRgxEiLVW9AyT1PmZTGZouh7nF3g7KADI4szhRDTr4bUcRzEd3xcGShoEKIryoGgQcAAcx5E6O93naEO7sLCAcrmMXq+HTCaDZDIpqW720W9vb8uYXQ6I4Q6cZjicV++dQMe+/ng8DmOMBAEUg7E/nC1orLNzvPE4PQChKI8e+wxmxnUIcJFn8MNd9GgmgNdDB0JvJoCvw4CK1+RdxNgBsZfanj+fgQT1GcFgUNwY+TM5VImzEDjHIRgMPnC73uOGsxD4O6hBgKIoD4IGAQeAU/YowqNTXDQaFcc+DqMxxsgOPBqNYmlpCZ1OR8buOo6D7e1tsa/l8J9SqYQzZ86g3+9ja2tL5gMwZc4eeNaBuQDTEY+1dgrtqAfgY8aRTqfR6XRkvDEXzVHY18/X5+vRFtgbBNAKmSJBYDgIqFarMumPzyccJrRfip3ZAFoB07Z3VKAXi8VkAiNFlKOjhY8bDHSYwTnO16IoyuNDg4ADwExAOBwWZXuj0cDMzAy2trbQ7XZlRgDV9a1WC6FQSMx6ONynVqvh3r17SCaTUqsOhUJIJpNIJpPI5/PIZrPY2NhAMpkUX/1wOIxOpyNBAFXvrLdzB+9dQPdzk/MK7Vg7b7fbbxnTy/S+4ziIx+NDu+hxE/2SyaTMS6Byn6+ztbUlJkneUgAnLU5jccvWTO6IWRoZJRqNytwB/jyKJo8rgUAA0WhURYGKohwKDQIOQLPZFEMfYDD8x+/3iwc9d69U/9M2l7s2TvLb2trCtWvX0O/3sbCwgGq1ilqthmQyKYuYtRbnz59HKpUaeg223bXbbVG/cwAQcH8XHQgEEAgE0Ov19q0ZBwKBIX8AGheNdggwAPD7/W9ZQL1tgsQYg2KxKIs+FyuOOuaUQu+5VatVEVFOA3UJ1CiMS+9znHKz2USxWJT36rjvnvkesfSjKIpyUDQIOAAckOPz+dDr9bC5uSmTA1mTj8VisiCybY9K9XA4LPaxKysr0mNPUxy67wGDRc3n86FQKGBhYWEoCPCK7bjj5yLQ6/VEAMed4jTCMabMaUXM5xFqH3itoztPliNGswHZbBbhcBjlclkyFpxySD0AX6vf74uwctqe+2g0KlmDmZmZsY/h50I1fbvdltbG4wyDqOMezCiK8vjQIOAA7O7uilsg0/906jPGyA6ZqXHaC3N3ShFfOByW3X2z2USz2ZRdsxcOFwLu19PZk89MgDftz0AgFotJEECtwX4LBQOVWq2GSCQig4YIJ/CxJDEaVLAWz0l5XvL5vExBpHFRp9ORxZuvxd73g067o45ir+wBSzStVkv0AccdYwzm5+ffMupZURRlWjQImBLuUh3HQSgUwvb2ttSVM5mMmONw6My4tLY3Pb+8vIxMJoNGoyF+/HNzc0M/k7V3TigkFPtxh8vHsgxAUSKnGk5jKRsOhxEIBFCpVOR1vK503W5Xug5GU/jAQByYzWZFpOeFg3V2dnYkuKDpDXA/wGHXwUGV7pFIBEtLS3sq/aPRKIwxIkg8KbvnUVGloijKQdC/HlPCvnb2uNdqNRkXTMV+KBQSdT0H34za4TabTfh8PmSzWVmg2+024vG47MC5o6ddcKFQGBL18Ry4w/f7/XAcBzMzMygUCpKSZ1q/1+vtmfru9/ti3csgIBQKyfkBkNkHowu3Fw7U4cRDwrkHzHp4pzByEWs2m1ISeRhQP8EA5SRkAhRFUQ6LBgFT0u12sbOzA5/PJzV5uvTRQY+pf457HbW85YKcSCTg9/slA8A2QQDihT/ackc4EIfZAAoAWZqgZgC4XxbYb6fIYCOTyciApEgkMqQ9qFQqogWg4944crkcer0ednZ25BjPi62HPp9Pygfc9TOTctgBO3vh1U8cdz2AoijKUaBBwJQ4jiNDcxqNhozw5Ux6b8sZd5u0zyUcbOMVvnFHTzdAuuqNa7kDhufG033QO0kPuD/pj+2E+wUBHE2cyWTQ7XbRbDYRi8XgOM6QQRDtaictoMxMJJNJ7O7uSgDBmQV8f1gmYdsg/RfGzQk4ShhgcJ6CoijKaUeDgCmp1WpS0wYGu0r2ytfrdRH8sa7u9/uHBG7s4ee0OU7Do/kQFyh2FjDFPwoHATFj4H2Od6AMBYQA9l3w+HM4EKhWq0kWodPpiB6ALoijNft+v49yuYybN29idXVVMiNra2vyGHorJJNJ9Hq9IX+DarUKAFO3BT4ogUBAfBgURVEUYLx7jPIWyuWyKO0zmYyk4zkhMBQKST2/Xq9Lyp9UKhWZGdBqtcQo5+bNm0NjaFn7N8ZMDAKYlmcQwJ05xYHdbheRSESCgf2CAAYL0WgUkUhEPAuCwaBcM+9vNBpDQUCv18Pa2pqo/dka2e/3cfPmTdRqNeRyObRaLTSbTeTz+aGsAIcXsbXyYTOpjVBRFOU0okHAlNy6dUsm583NzWFra0t269zZGmOkVz6Xy8lzKSRMpVKirKc+gC6DZFQA2Ov1hoIJpve5uFMjAAyyDewMYCveNLVv/gzW7ukWGAwGUa/XpQTB8/A6/62traHX62F2dnaog6Hb7eLmzZuo1+vodDpotVrY2NgAABQKBRkzzEDqYQkCFUVRlMloEDAFzWYTd+7cQbfbxfLyMlKplKTlm82mKNwDgYAY0XgXRGYB6G4XCoVkQBAdBok3EwBASgPAIO3O9jbuxtvttuyqGQTwZzQaDemPp9hwHPwZ1DmwE4DXw/P0ahBarRbK5TKMMSiVSm8pEQSDQSwvL2N1dRXxeBylUknaFqk34NTEYDCoan1FUZTHgGoCpmBrawtra2vIZDJ4+umn0W63RdTWbDYlC9Dr9dDv90UJD9zPAnjLA1ygq9UqYrHY0AI42uvuLQlQaMeZAWxN9Pl80k3gHdvL1sPR1xnFm03gjp9GR95ZAf1+X6YUrq2twe/3jw0ASCgUQiqVwu7uLvr9vswSKBQKsNai3++j0+loFkBRFOUxoUHAFNAFsFQqDfX3exdLprbZ5sZFlRP0mAUABov4zs4OHMdBOp0eqtlzMiDr8N4OAW8QEAgEpO4PQLQA3W4Xfr9fdv8UHI7rNCDebEMoFBKhIZX7zGwwrb++vo5wOIxSqbRvHT+TycDv92Nzc1NKDTwfBjAMVBRFUZRHiwYBU9BoNGCMEVe6druNfr8vO/94PI52uy0eAEyZ93o9yQJwsXQcB5ubm/D5fMjn82PT4HQWHO0QaLfb0hUQDAaHFlUu2MxQMDjgAjspCOCO3DtUh8EFnQbZUre+vo56vY54PI7Z2dmpnOpojMSyAkf/8lwPMidAURRFOVr0r+8UpNNpLC0tibKd6vd6vS6tgLu7u0P1/WAwiEqlAmutZAGopAcgu+hJQQBr8qPlAA7qYRDA7gQ+lo9hEMC2xUlBAF9/dL4BuxMymQystRIA0JXwIH32iUQCkUgEjUZD7Je9752iKIryeNAgYAr8fj9mZmaQSCRgrRUxYKvVkp02F0gK8Ky1YrDD3fva2hocx8Hs7Kw45o3zsGcmwBsEWGuHUv0MAoBBhoAaBHYG8Ng4MyEvbA9kJoACR55zu93GxsYGms0mMpkMZmdnH+g9zOVy8Pv92N3dRb1eF0dFde5TFEV5fGgQMAWtVktS/Y7jyALbaDSQyWRkcl4+n5ddOucMpNNpWGtRLpfR7XZRLBYRDoeRzWZRKpXG7qi9dXaaAHn1AMAg0xAMBuHz+aRMQFgOYJBAvcA4GAR4BYkUOnLsr7UWhUIBqVTqgXv5Q6EQ0uk0Op2O6CRGHRUVRVGUR4sGAVMQjUaRz+elta3T6aDdbsNai1Qqhc3NTXEQ5G59d3dXJgqur6+j1Wohn89LuYC9/uMYXWi9qn9vEAAMFldvJoCvTe8Cvh41DKOMlgOAQQmBHQeJRALFYlEG/hyGTCaDSCSC3d1dRCKRodZIRVEU5dGjQcCUhEIh8eKnnS6Nf+r1OtLpNOr1unQJ0Flwc3MTjUYDuVxuahX8pCCAZQZ2BwCQgUHGGPh8PjHh4TkDw+Y+o/R6PVnwvdcKQJz9aCF80BG/o/h8Pikn5HI59e9XFEV5zGgQMAWRSASFQkFMcvr9PlqtliyKFObVajUx54nFYqjVaqjVashkMgfqheeUQMIShFcUSOjJT0GgVxQ4TRDgbQ8kfB4DA2PMnoODDkIul0M+n1f7XkVRlCcADQKmwCuea7VasNai1WpJ7zwAGSUcCoXQ7/dhjEGlUkEymXyg2rfXOZD9/9z1jwYBwEAcWCgUkM/npTzgnUcwaRaB1yiIcEARZyHQs+CwmQBgEJBcuHDhoQ8LUhRFUfZHg4Ap8NbN2+22ZAO4yFarVUQiERSLRVSrVVhrpZ/+QXe83jZBmhNR5e8NArhg067Y7/dLVsDLJHHguEwAMFjw2cnAMsZRKfkfxaAgRVEUZX80CJgCbyag3W6LeVAoFEKz2US328XCwoIs/vTsz+fzD/wzvUEAF+9RUSChOBC4P19gNAgY5xXAAUXjFmWWHkKhkBgXjQsWFEVRlOOLBgFTEA6HZUff6XRQr9fhOI4MwYnFYuKKt7W1hWQyeWBDnVG8roEAhl5rNAgIh8MyzXBUD+B9DtsNybj2QO9r8nrHZRYURVGU448GAVMQDAaRTCbF8rbdbsvOmy6BsVgMjUYD1lrkcrlDW+GO7s65M+f5eBldsPn40Wuw1g7pAvYKArxTCkd1CIqiKMrJQIOAA+A4DqrVKqrVKvr9vnj/+3w+RCIR1Go1sek9LJOCgNHOAd4HQIITivq8eKcaklG3QC9M/zOw0UyAoijKyUODgANAt7utrS1kMhksLy+j2WyK/W+j0RAnv8MyujCP6wwgPp9PdAGTUvfj2gTHGQWN/kzvgCJFURTlZKFBwAFoNpu4desW/H4/Lly4IMJAptq73S4ikciRCOjYnufz+VAoFMSNcNJizAV7kqkPDYG8QUCv14MxZuL5el9HMwGKoignDw0CDsCdO3ewsbGBbDaLQqEgEwUpzHMcB7FY7Mh+HjsE4vE4er2etAmOg/4EvD2O0TbBSe2B3tfk89TdT1EU5eShQcCUVKtVrKysAACWlpZkB02ToHa7jX6/f6R++N4pgpNEgcQ7jXDaIGBSe+Doa2opQFEU5WRyqCDAGPMxY8y3jDF9Y8wVz/EZY8wfGWNqxph/PvKc7zTGfNMYc9UY8wvG3WIaY3LGmN83xrzh/pt1jxv3cVeNMS8bY951mHN+EFqtFra2tlCpVKT/3+fzod/vo9vtIhqNotVq7TkU6EEYFwRMWuA5+Y/mQeMIBoPo9XqSMdgvE+D3+xGLxaaeeaAoiqIcLw6bCXgFwEcBfHXkeAvA/wLgH4x5zi8B+DsALrpfH3CPfwbAH1prLwL4Q/d7APig57Gfdp//yDHGoNVqIRaLIRqNwu/3w3Ec9Pt9RCIRNBoNhEKhIw8C+v2+BBt+v3/P1sNoNIpIJDLx/tEOAa8PwSSKxaIGAYqiKCeUQwUB1tpXrbWvjTlet9b+FwyCAcEYUwKQstZ+zQ5caz4P4MPu3R8C8Dn39udGjn/eDvgagIz7Oo8MtgG2Wi2k02mEQiH4/X50u11YayUgOKrOAMIdveM4U/XqF4tFFAqFfV+v2+2i3+/DWqsWvoqiKKeYR60JWACw4vl+xT0GALPW2rvu7XsAZj3PuT3hOY8Eay3u3buHXq+HdDotPfR06WP7XigUOtJF9aBBwH542wT3aw9UFEVRTj77rljGmD8AMDfmrp+21n7p6E8JsNZaY4zd/5HDGGM+jUHJAMvLy0d2Po1GA5VKBcFgEPF4XGrvrVYLfr8f1lr0+32Ew+FDOwV64aLd6XTQ6/UOHQQYY2SGwF5GQYqiKMrpYN8VwFr7niP8eXcALHq+X3SPAcCaMaZkrb3rpvvLnucsTXjO6Ll+FsBnAeDKlSsHDiImQd99jgpmD3+r1ZIBO0ctCgTu9/Y3m005j8PCa9FMgKIoivJIywFuun/XGPNutyvgEwCYTfgygE+6tz85cvwTbpfAuwFUPGWDR3XeYp3L3T7bA6m4N8Y8lFY6Ti4Eji4I8GYCNAhQFEU5vRwqF2yM+QiA/xNAAcBvG2NetNa+373vTQApACFjzIcBvM9a+20APw7gVwFEAfyu+wUAPwPgC8aYTwG4CeBvuMd/B8APA7gKoAHgbx/mnB+Ebrcr6v9AICAp9E6nA2OMpNkfVhDAn3NUMwn6/T7a7bZkNBRFUZTTyaFWFWvtFwF8ccJ9ZyccfwHAO8Yc3wTwQ2OOWwA/cZjzPCzxeByJREJsfL0eAT6fT8SBD6O+ztc8qgCDr8NBQ4qiKMrpRR0Dp6Db7YpHANPnnBXATIDf739omQDg6IOAfr+vQYCiKMopR4OAKWg2m+j1euLKZ4yB4ziw1oo+AHg4SvujDgK8o4hVD6AoinK60SBgCur1ugQBAIaMglgieFhDdrj4H+UUP76mZgIURVFONxoETEE+n8czzzwju2gGAUypH5VobxzBYBDz8/NHPp0Q0EyAoijKaUeDgCno9/tSCgAgboGO4yAcDj+09kBylFkAQDMBiqIoygANAqaA9sCcE8DbHMX7MIyCHiYMKjQIUBRFOd3oKjAFoVAIyWQSlUplKAjwDuA5TkFAPB4/8jkHiqIoyvFDMwFTEAqFkEgk0O/3ZVYAzXaOYxAAHL/zVRRFUY4eDQKmpNfriRCw3++LZbBXLKgoiqIoxwkNAqaE1r0AxC2QmQDdVSuKoijHEQ0CpqTT6SAQCMjY4G63i2AwCGutBgGKoijKsUSDgClpt9viFtjtduE4DiKRiAYBiqIoyrFFg4Ap6XQ6AAalAHYHBINB+Hw+VdkriqIoxxINAqag3+/DcRzRBHBwEK2CNROgKIqiHEc0CJgCmgVxbDBHCNN0R4MARVEU5TiiQcAU9Ho99Ho9BINBCQiCwSD8fj/8fj98Pn0bFUVRlOOHrl5T4M0EOI4jswT6/b5mARRFUZRjiwYBUxCLxZDL5WRwkNc0SEWBiqIoynFFg4Ap8A4IommQ6gEURVGU444GAVPQ6/UADLoCvNMEj9v0QEVRFEXxokHAFDAIYGdAKBSSeQEaBCiKoijHFQ0CpsBxHFhr4TgOHMdBKBSCtVaNghRFUZRjjQYBU2CMQSAQQLfbBQDpDGBGQFEURVGOIxoETEEsFkOxWES73YbP54PP50O/30ckEnncp6YoiqIoD4wGAVPS6/XQaDTEJAgAwuHwYz4rRVEURXlwNAiYkm63i06ng2g0in6/LyUCRVEURTmuaBAwJa1WS8YH93o97QxQFEVRjj0aBExJtVoFAESjUTiOox4BiqIoyrFHg4ApqdfrMjmQmQAtByiKoijHGQ0CpqRWqyEUCsHv96PX66koUFEURTn2aBAwJbu7u9IS6DiOBgGKoijKsUeDgCmp1+uIxWJwHAcAZICQoiiKohxXNAiYgnq9DmstYrEYOp0OqfJvlwAAD4tJREFUfD6fGgUpiqIoxx4NAqagUqkAGDgHdrtdDQIURVGUE4EGAVNgrUUymUQ0GkWn04Hf71dNgKIoinLs0SBgCpLJJM6dO4dAIADHcWCMUY8ARVEU5dijQcAUxGIxLC4uyjjhUCgEn0/fOkVRFOV4oyvZFAQCAcTjcfT7ffUIUBRFUU4MGgQcAMdxNAhQFEVRTgwaBExJv99Hu91WPYCiKIpyYtAgYEp6vZ4YBWl7oKIoinIS0CBgSjQIUBRFUU4ahwoCjDEfM8Z8yxjTN8Zc8Rx/rzHmz40x33T//UHPfd/pHr9qjPkFY4xxj+eMMb9vjHnD/TfrHjfu464aY142xrzrMOf8oPR6PXQ6HRkipCiKoijHncNmAl4B8FEAXx05vgHgr1prvwPAJwH8mue+XwLwdwBcdL8+4B7/DIA/tNZeBPCH7vcA8EHPYz/tPv+R4ziOBgGKoijKieJQQYC19lVr7Wtjjv+FtXbV/fZbAKLGmLAxpgQgZa39mrXWAvg8gA+7j/sQgM+5tz83cvzzdsDXAGTc13mk9Ho9dLtdDQIURVGUE8Oj0AT8dQDfsNa2ASwAWPHct+IeA4BZa+1d9/Y9ALPu7QUAtyc855HR6XRgrUUgENAgQFEURTkRBPZ7gDHmDwDMjbnrp621X9rnuW8H8LMA3neQk7LWWmOMPchz3J/3aQxKBlheXj7o0/ek1WoBAILBoLoFKoqiKCeCfYMAa+17HuSFjTGLAL4I4BPW2mvu4TsAFj0PW3SPAcCaMaZkrb3rpvvLnucsTXjO6Ll+FsBnAeDKlSsHDiL2ot1uAwD8fr9mAhRFUZQTwUPZ0hpjMgB+G8BnrLV/zONuun/XGPNutyvgEwCYTfgyBiJCuP96j3/C7RJ4N4CKp2zwyGi32/D7/QiFQnAbGhRFURTlWHPYFsGPGGNWAHwPgN82xnzFvesnAVwA8E+MMS+6X0X3vh8H8P8AuArgGoDfdY//DID3GmPeAPAe93sA+B0A193H/wv3+Y+Ufr8vI4Q1C6AoiqKcFMxApH/yuHLlin3hhReO5LU6nQ7+4i/+AsYYLC0toVR65M0JiqIoirInxpg/t9Ze2f+R91GF2xRoe6CiKIpyEtEgYApUFKgoiqKcRPbtDlAGi38ul4PP59P2QEVRFOXEoEHAlEQiEVhrNROgKIqinBh0WzsFyWQS8/PzWg5QFEVRThQaBBwQLQcoiqIoJwVd0aak1+sBgGYCFEVRlBODBgFT0u/3AWgQoCiKopwcNAiYEmYCtBygKIqinBR0RZuSXq8Hn8+ncwMURVGUE4MGAVPS7/e1FKAoiqKcKDQImJJer6dBgKIoinKi0CBgSjQIUBRFUU4aGgRMCTUBiqIoinJS0FVtCqy1qglQFEVRThwaBEyBegQoiqIoJxENAqZAPQIURVGUk4iualOglsGKoijKSUSDgCnQcoCiKIpyEtEgYAp8Ph8ikYgGAYqiKMqJIvC4T+A4EI1GEY1GH/dpKIqiKMqRopkARVEURTmlaBCgKIqiKKcUDQIURVEU5ZSiQYCiKIqinFI0CFAURVGUU4oGAYqiKIpyStEgQFEURVFOKRoEKIqiKMopRYMARVEURTmlaBCgKIqiKKcUDQIURVEU5ZSiQYCiKIqinFI0CFAURVGUU4oGAYqiKIpyStEgQFEURVFOKRoEKIqiKMopRYMARVEURTmlaBCgKIqiKKcUDQIURVEU5ZSiQYCiKIqinFI0CFAURVGUU8qhggBjzMeMMd8yxvSNMVc8x7/bGPOi+/WSMeYjnvs+YIx5zRhz1RjzGc/xc8aYP3WP/6YxJuQeD7vfX3XvP3uYc1YURVEUZcBhMwGvAPgogK+OOX7FWvscgA8A+L+NMQFjjB/ALwL4IIBnAPyoMeYZ9zk/C+DnrbUXAGwD+JR7/FMAtt3jP+8+TlEURVGUQ3KoIMBa+6q19rUxxxvWWsf9NgLAure/G8BVa+11a20HwG8A+JAxxgD4QQC/5T7ucwA+7N7+kPs93Pt/yH28oiiKoiiH4KFpAowx/5Ux5lsAvgng77pBwQKA256HrbjHZgDseAIHHof3Oe79FffxiqIoiqIcgsB+DzDG/AGAuTF3/bS19kuTnmet/VMAbzfGvA3A54wxv/vgpzkdxphPA/i0+23NGPOWLMUhyAPYOMLXe9zo9TzZ6PU8+Zy0a9LrebKZ5nrOHPRF9w0CrLXvOeiLjjz/VWNMDcA7ANwBsOS5e9E9tgkgY4wJuLt9HofnOSvGmACAtPv4cT/rswA+e5jznYQx5gVr7ZX9H3k80Ot5stHrefI5adek1/Nk87Cu56GUA1ylf8C9fQbAZQBvAvgzABfd+0MAPg7gy9ZaC+CPAPyI+xKfBMAsw5fd7+He/x/cxyuKoiiKcggO2yL4EWPMCoDvAfDbxpivuHd9L4CXjDEvAvgigB+31m64u/yfBPAVAK8C+IK19lvuc/4RgJ8yxlzFoOb/K+7xXwEw4x7/KQDSVqgoiqIoyoOzbzlgL6y1X8RgkR89/msAfm3Cc34HwO+MOX4dg+6B0eMtAB87zHkeEQ+lzPAY0et5stHrefI5adek1/Nk83BK3ZpZVxRFUZTTidoGK4qiKMopRYOAKZhkdfykYYxZMsb8kTHm266d8//oHv+nxpg7HivnH/Y85x+71/WaMeb9nuNPxDUbY940xnzTPe8X3GM5Y8zvG2PecP/NuseNMeYX3HN+2RjzLs/rfNJ9/BvGmE9O+nkP+Vqe9nwGLxpjdo0xf/84fT7GmH9pjCkbY17xHDuyz8MY853u533Vfe5DNQabcD0/Z4z5S/ecv2iMybjHzxpjmp7P6Zf3O+9J780jvp4j+/0yE+zdH/H1/KbnWt40A+3Zcfl8Jv2Nfnz/h6y1+rXHFwA/gGsAzgMIAXgJwDOP+7wmnGsJwLvc20kAr2Ngz/xPAfyDMY9/xr2eMIBz7nX6n6RrxqCrJD9y7H8F8Bn39mcA/Kx7+4cB/C4AA+DdAP7UPZ4DcN39N+vezj4Bv1f3MOjrPTafD4DvB/AuAK88jM8DwNfdxxr3uR98DNfzPgAB9/bPeq7nrPdxI68z9rwnvTeP+HqO7PcLwBcAfNy9/csA/t6jvp6R+/83AP/kGH0+k/5GP7b/Q5oJ2J+xVseP+ZzGYq29a639hnu7ikEHxsIeT/kQgN+w1rattTcAXMXgep/0a/ZaSY9aTH/eDvgaBt4TJQDvB/D71tota+02gN/HYKbF4+SHAFyz1t7c4zFP3Odjrf0qgK0x53noz8O9L2Wt/Zod/DX7vOe1Htn1WGt/z953L/0aBr4lE9nnvCe9Nw+FCZ/PJA70++XuKCfZuz8U9roe93z+BoB/vddrPGGfz6S/0Y/t/5AGAfszyer4icYMpi0+D+BP3UM/6aaT/qUn5TXp2p6ka7YAfs8Y8+dm4AgJALPW2rvu7XsAZt3bx+F6yMcx/MfruH4+wNF9Hgvu7dHjj5Mfw2A3Rc4ZY/7CGPOfjDHf5x7b67wnvTePmqP4/drL3v1x8H0A1qy1b3iOHZvPZ+Rv9GP7P6RBwAnEGJMA8G8B/H1r7S6AXwLwFIDnANzFIIV2XPhea+27MJg8+RPGmO/33ulGu8eqxcWto/41AP/GPXScP58hjuPnMQljzE8DcAD8unvoLoBla+3zGHiW/CtjTGra13uM782J+f0a4UcxHEgfm89nzN/ox3IegAYB0zDJ6viJxBgTxOCX69ettf8OAKy1a9banrW2D+Bf4L4fw6Rre2Ku2Vp7x/23jIEnxXcDWHPTXkz1ld2HP/HX4/JBAN+w1q4Bx/vzcTmqz+MOhlPvj+26jDH/LYC/AuBvuX+U4abNN93bf45B3fwS9j7vSe/NI+MIf7/E3n3k+CPHPYePAvhNHjsun8+4v9F7nMdD/z+kQcD+jLU6fsznNBa3RvYrAF611v7vnuMlz8M+AoBK2y8D+LgxJmyMOQfgIgaikifimo0xcWNMkrcxEGy9gmEr6VGL6U+4itp3A6i4KbavAHifMSbrpkLf5x57XAztYI7r5+PhSD4P975dY8y73d/lT3he65FhjPkAgH8I4K9Zaxue4wVjjN+9fR6Dz+P6Puc96b15ZBzV75cbDE2yd3/UvAfAX1prJfV9HD6fSX+j9ziPh/9/aC/VoH6JovOHMVBxXsNgeuJjP6cJ5/m9GKSRXgbwovv1wxi4N37TPf5lACXPc37ava7X4FGRPgnXjIE6+SX361s8Dwxqk38I4A0AfwAg5x43AH7RPedvArjiea0fw0D4dBXA336Mn1Ecgx1V2nPs2Hw+GAQvdwF0Mag3fuooPw8AVzBYpK4B+OdwDc0e8fVcxaDeyv9Dv+w+9q+7v4cvAvgGgL+633lPem8e8fUc2e+X+3/y6+579G8AhB/19bjHfxWDEfXexx6Hz2fS3+jH9n9IHQMVRVEU5ZSi5QBFURRFOaVoEKAoiqIopxQNAhRFURTllKJBgKIoiqKcUjQIUBRFUZRTigYBinLKMcb8f+6/Z40x/80Rv/b/PO5nKYryZKAtgoqiAACMMT+AwbS5v3KA5wTsfS/5cffXrLWJozg/RVGOHs0EKMopxxhTc2/+DIDvM4NZ7P+TMcZvjPk5Y8yfucNn/jv38T9gjPnPxpgvA/i2e+z/NYMhT98y7qAnY8zPAIi6r/fr3p/lOqD9nDHmFTOYff43Pa/9H40xv2WM+UtjzK+7zmeKojwEAvs/RFGUU8Jn4MkEuIt5xVr7XcaYMIA/Nsb8nvvYdwF4hx2MoAWAH7PWbhljogD+zBjzb621nzHG/KS19rkxP+ujGAy0eSeAvPucr7r3PQ/g7QBWAfwxgP8awH85+stVFEUzAYqiTOJ9GPiWv4jBuNMZDPzYAeDrngAAAP4HY8xLAL6GwWCTi9ib7wXwr+1gsM0agP8E4Ls8r71iBwNvXgRw9kiuRlGUt6CZAEVRJmEA/PfW2qFhS652oD7y/XsAfI+1tmGM+Y8AIof4uW3P7R7075SiPDQ0E6AoCqkCSHq+/wqAv+eOPoUx5pI7zXGUNIBtNwC4DODdnvu6fP4I/xnA33R1BwUA34/BYBpFUR4hGmErikJeBtBz0/q/CuD/wCAV/w1XnLcO4MNjnvfvAfxdY8yrGEyj+5rnvs8CeNkY8w1r7d/yHP8igO/BYEKkBfAPrbX33CBCUZRHhLYIKoqiKMopRcsBiqIoinJK0SBAURRFUU4pGgQoiqIoyilFgwBFURRFOaVoEKAoiqIopxQNAhRFURTllKJBgKIoiqKcUjQIUBRFUZRTyv8PA+TkuIBGnEYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
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5fJ5cLsf9+/eZzWbcvHlTmgAdHR2haRq5XI5CoUAymZQZhnq9LvUBiheHCgIUCoXiBROGIbZtk8/nP1d7nKi1G4bBaDQik8nQbDZptVo8evSI0WhEGIaUy2WCIGA8HjOdTonjWAYAuq6TTCZpNBqsrKzw5ptvEgQB77//PoZh8PWvfx3XdQmCgG9961ssFgs++OAD5vM59XqdRCJBu92m0WhQKpXI5/NS8Nfv91ksFlQqFSzL+kV9fIrPgerFUCgUihfMdDplOBzSbrcJw/AzXWO5XDIej0mlUgwGAwzDkMFFsVjk+PiYdrtNPp+XnQLz+ZzpdEq5XObmzZtsbW2RyWQwTZPpdEomkyGfz/Phhx8SxzFvvvmmDACuXLlCLpeT3QbCc2A8HlMoFLhy5QqlUkkGAEJEWCqVKBQKv7DPTvH5UEGAQqFQvGA8zyORSOB5HsfHx7iu+0yvD8OQXq9HEASy/r69vY1pmvT7fUajEYZhkEwm6ff7hGGI4zj0ej0pHEwmkxQKBb72ta9RKBQoFApsbW3x05/+lMViwfb2NrquEwQB29vbcvpfLpcDTvr9RZlhfX39TL//dDplMpmQz+elXbDiy4EqBygUCsULxnVdLMsin8/T7XZpt9tUq1W5wD6Nfr/PdDqV43ZXVlbI5/OkUikePnxIJpOhUqkwm804Pj4mk8nQ7/cZj8dcvXqVRqNBFEVYloVpmrRaLSkqLBQK7OzssLq6ymKxIJVKoes6s9mMRCKB67pMJhMuX74s/QZOp/rn8znD4RDLsqhWq8/l81N8dlQmQKFQKF4gvu8TRRGGYciRu+l0Wu7gn8ZkMqHdbgPIHXwmk0HTNCaTCalUCs/zcBwH13Upl8scHx9z7949KpUK165dw3VdoiiiUChw69YthsMhtm3jui7VapVCoUAul6NerxPHsWz1i+OYIAjI5/N8/etfJ45jqTEAWCwW9Pt9MpmMGgj0JUUFAQqFQvEC8TwPQLbKJRIJGo0G+XyeyWRCp9MhiqJzX+s4jrT+XV1dpVar4XkemUyGXq+H7/tsbGzI/v0oilhbW+Pu3bsEQcCbb74JnLQNRlHEvXv3+NGPfiTr+5ZlMZ/P5bTBTqfDcDhE13Usy2JtbQ3f9zFNU84ByOfz9Pt9bNuW5YZ6va7mAXxJUUGAQqFQvEDELtx1XbmD1jSNarVKtVpluVzSarXkkB+B7/t8+OGHeJ7Hzs4O1WpV2gIHQYDjOJTLZZkRaLVaVKtVOQjo6tWrLJdLHj16RCKRwDAMHj58iOM4/NIv/RK//uu/TqlUYmdnh8uXL9NsNkkmk5TLZRqNBmtra8CJ4G9lZUXe36VLl2SrYjKZZGVlRc0D+BKjvhmFQqF4gXiex2Kx4Pj4+BOiwHw+T6PRIAxDWq0WjuMAJ0LA27dv4zgO165do1KpACeZgTAMWSwWRFEkpwAeHR3h+z4PHz6k1+tx8+ZNbty4QbvdluN7P/roI3784x+zu7vLd7/7XensV6/XSaVS8r7E2GFN02i1WsRxTKPRwLZtdF0nn89LD4BGo6HmAXzJUcJAhUKheEGI/nzhoa9pGr7vUyqVKBaLaJomjXy63S6dTodisUir1WI+n3P16lUZAMBJELBYLKQ7YKfT4fbt29i2jed5HBwccOXKFdLpNPfu3cN1XXK5HIPBgJ/+9Kfous6v/dqvkUgkmE6nZLNZDMMgjmPG4zGmaUqDnziO6Xa7FItFMpkMg8FA/g5iVLDiy4/KBCgUCsULwvd9ptMpy+WSUqmEYRiYpsl4PKbVakm9QDKZZHV1lWw2S7fbZTKZcOnSJVZWVuS1wjBkNBoRx7EMJnzfl+ZAtVqNlZUVdnd38TwP3/flTv3w8JBkMsl3v/tdOWEwiiLZzieEgKfb+waDAZ7nsba2huu6hGGoDIBeQlQmQKFQKF4QruvK3f36+jq9Xk8utr1ej/F4jGVZWJZFFEUEQcBisaBer9NsNs9cazabMR6PaTabshRw//59PM9jZWWFIAio1Wqy80CUEVKpFO+99x6XL1/mO9/5DoPBgL29PS5duoRhGPJawkRI0G63SaVSVCoVxuOxzAAoXi5UEKBQKBQviMFggG3bbG5uMhgMmM/njEYj2ZInnARTqRSZTAbf95nP55imieM4Z3beYjefTqc5ODig0+kwGo2oVqtkMhniOObSpUu8++67lMtl1tbW6PV6RFGE53m88cYb5HI5bNsmDEMpMjwvCyDcCTc3N9F1Hdu2ZSlA8XKhggCFQqF4QTx69IgoikgkEiSTSdbX18lmsyyXS2q1GhsbG/T7fR49esR0OsWyLAzDoNVqyXp+tVplsVjQbrepVCp88MEHzGYzOTugUqkQRRHNZhPP8+TwnsPDQznNb3V1lcuXLxOGIcvlks3NTaIootPp4Hke2Wz2zLS/VqsFQKPRkKWAbDb7oj5GxedABQEKhULxAlgsFhwcHMgRvisrK2iaRqFQ4PDwkIODA7nT39raIggCHjx4wGg0kv37s9mMVqvFYrFgMplwcHDAcrmUFsQ7Ozskk0lSqRTZbJYPP/yQer0uffwvX75MLpcjl8thmibD4ZA4jmk2mziOw97eHnEcc+PGDXnfURTR7XYpl8uYpsloNELTNBUEvKQoYaBCoVC8AG7fvs10OmVnZ0cGAGEYMplMcF2X0WjEYrGg2WzSbDZlFkC4/wHU63V6vR737t2j3++j6zqXL1/GsizeeOMNyuUyANVqlePjY8bjMbVaTSr933jjDTKZDJZlEYYhs9mMXC5HKpXCsizpOSAEioA0IRI+AbZtY5qm8gJ4SVGZAIVCofiCGQwG3L17l2q1yvXr13Ech4cPH0qFfalUolQqydY+UZs3DIPt7W0sy+L4+JijoyNp9HN8fEwcxxwcHMghP77vUywW6fV6PHjwgGw2S6lUIo5jCoUCy+WSOI7JZDJMJhPiOJa1/+l0SqFQIJlMMhgMSKVSGIZBp9PBNE3K5TKe5xEEAcVi8QV/oorPigoCFAqF4gtkNptx584dwjDkrbfeIpVKsb+/z2g0IpvNEkURcRyTz+cJw5DBYCAFd5qmkU6nKZfL3Lt3j06nwy/90i/JQT5xHDMajeSYX9d16fV6snXw+vXrcr6Apmm0220KhQKJREJmAZLJJGEYMp1OyefzVCoVWq0W3W6XfD7PdDrl0qVLaJrGYrEAUKWAlxgVBCgUCsUXxGw2o9vtMp1OWVlZkUN1BoMBlUqFq1evylr/YrFA13W63a7c2Xueh67reJ5Ho9FgNBrxzjvv0Ov1WF1dZXNzkziOWV1dpVAo8OGHH0r73p2dHd544w050Mc0TY6OjigUCkynUwCZBTidFdB1nWq1yr1792TmoV6vA39WClCugC8vKghQKBSKL4DZbMZgMGC5XGKaJvl8HtM0mU6n+L5PtVollUpRLpcplUpS7DebzZjNZkRRJFvxBoMBQRCQy+V48OABqVSKq1evsrq6KrMGt27dotfrUalUsCyLr371q4RhKKcFxnFMFEUySyCyAEEQyKyA53kMh0McxyGZTMqAwDRNaUYk3AkVLycqCFAoFIrnjAgAMpkM4/GYZDJJqVQinU7TbrfRNO2M/a+maViWxXK5ZGNjgyAI+MlPfsJwOKRarVKv11kul9LfP5VKSSFhoVDA931pElSv16UNcb/fxzAMkskkjx49wnEcoiiiWCzKLEC/32cymRBFEfP5nEQiQaFQoNlsEoahFACqUsCrgQoCFAqF4jng+74c+mMYBpZlkUqlmM/n1Go1dF0nmUwyHA4pFAqkUqkzr/c8j9lsJnfe7733HlEUkc1m8TyPKIqwLItGo0GlUuHSpUscHx/jOA7pdJrd3V3pOVAsFuWibhgGh4eHdDodVldXZWnAcRyGwyGPHj0il8thWRa5XO6MCdDpe1wsFqTTaZJJtYy8zKhvT6FQPHeEn/3rgO/7jMdj5vM59+7dYzweUy6X+drXvsbe3h6GYVAsFqUxjzAGGo/HcmgQnOgEEokEuVyOn//858RxLP0B6vU6jUaDyWRCpVKh0WjQ6/WYz+f0ej1KpZLUG1iWRTKZ5P79+4zHY9bX18lkMnKWAMBwOGS5XDKbzSgWi1y/fh3DMJ74OwZBgOu6sgVR8fKiggCFQvFccV2XdrtNs9n8xG73VUIs/rZty+l/pmly+fJl4jjm1q1btNttrly5wnQ6pVQqSXMeYfpTLBYpl8tyMc/n8xwfH/Po0SPgxK53sViwtrbGYrHg8PCQer1OPp/n7t271Go1Njc35SCiIAgYDAbS/39jY4PNzU3m8zmLxYJsNksikSCOYynuKxaLnxoAgCoFvEqoIEChUDxXRJ+767pfeBAQxzH9fl+mtZ8HnucxmUywbRtd1ykWixQKBVnrv3HjBrqu88d//Mcynd/r9aT//mKxII5j2RVg27bc9eu6TjqdplKpSJHfzZs3pVp/c3OT69evMx6PyefzFItFOQPg8PCQbrcrywlra2usr6+j6zqLxYJUKiVT+cJLQNd1CoXCU3/nxWKBYRivdFD3uqAsnhQKxXPF933gJIX8It7btm16vd4Z17vzGI/HtNttoii60LU9z6Pb7co6fLFYZGNjg3K5TCKRYDgcYpom2WwWXddJpVJsbW3JIT/JZJIHDx6wWCyYTqdks1k2NzflfWcyGTKZDOl0Gtu2Adjc3OTNN9+UAr/19XVs22Y0GlGv18nlchiGQTqdJpfLUa/XuXr1KnEck81mSSaTRFGE67pndvGe52HbtvQM+DREGUNlAV4NVBCgUCieKyIIEH9/kZxe+LvdLmEYnnteEARMJhOWyyXdbpc4jp94zTiO6fV6HB8fs1wuKZVKcvEXynlxvWq1CsDx8TGapvGNb3yDZDKJ67oy/X/t2jVc10XTNNmeJ8oDrusym80wTZNCoUCj0aDdbktdwHQ6lQN8NjY2WFtbYzwes1wucRyHer0unxc7fMdxpEugYDweP1MWAFQp4FVBBQEKheK58iKDANd10XWdRqNBGIZPXODH4zEAlUqF5XJJr9d7YiDgOI7cNW9sbEhDndP0+30AarUaYRjS6XQol8vkcjkKhYKc0JdOp7Esi3q9Tq1WYzQaMRwOz8wREGl34ef/6NEjSqUSrusSBAHL5RLDMLh06RK1Wo0gCNjb2yORSFAqlZhOp3IUsbh/XdcxTVN+RovFgmKxeCH/f1FKeJpuQPFyoIIAhULx3BADaODFlAM8z5PpcbErFgu0wPd95vM5+XyeQqEgR/MOBoNzrymCmfMWf8FgMMAwDHK5HJ1OB9/3WV9fB04G8ARBQK1Wo1gs8ujRI4IgoFKpcHh4iG3bJBIJLl++TKlUotPpMJvNsCxL6gyKxSKTyQTTNPE8j83NTdLpNKZpEkURg8GAYrEoVfzC0CeOYykIFIgswEVMf6IoUqWAVwwlDFQoFM8NsWCapinNbb4oi9k4jvE8Ty5u2WyWcrnMaDQilUpJc5zxeCwXVkB69ovF8bSJD5wo9IfDoZy2J3bqQmQnSgHCWvf4+JhsNkuhUGAwGNButwEol8sUCgXef/99dF3nvffeIwgCLl26RKPRkO2B8/kc27Zl1kAEKYlEgiAIyOfzNBoN+d4AhmFIwyBN08jlcsDJrj+KIpkVcF0Xx3HOlDI+DSFiVEHAq4MKAhQKxXNDBAGZTIblckkQBL+QIEBY3n7atXzfJ45j0um0PFYsFmUrn1jAbdumWCyeuVapVCKKIqbTKbquy4ABTnz1wzDEcRzm87k8rmkahmEwnU6ZTCZsb2/z0Ucfsbe3x87ODnfu3OHw8JDBYEC5XGY2mwHIgUGO4/Crv/qrJBIJfN8nCAI5VGg4HNJqtXjzzTdlQCVsg1dWVmRqfjgckkwm2drakveWy+XkAu84DpqmySBgPB6TSCQubP27WCyksFHxaqCCAIVC8dw4HQSMRiN83/+FLCCz2YzRaMTGxsYTAwEhCvx47bparRIEAf1+n0QiIdv6xGIsrlepVIii6BML5XQ6JZPJsLm5SRRFeJ4nffQ9z5OCvsFgwP3798nn82xsbNDv96VVcD6fJ5PJoOs6juPQbDbJZrOsr6/jOI4sIXQ6HcbjMaZpYlkWURSxWCx19lZ6AAAgAElEQVTkYlwoFOQuXxwX2oOjoyOiKDqzwC8WC0zTRNf1Z84CeJ4ntQOKVwelCVAoFM8N3/elt734+ReBGJsrdtNPOke05p1G0zRWVlaIoohHjx7JFj6h+D8tCKxWq2SzWQaDAbZt4/v+mZq4ENiJkbuVSoVUKkWlUsH3fVKpFG+88Qae51EsFllZWZHte5lMRp6TSqXkYp7JZLAsC8dxGI1GHB8fY5om3/jGN2TQ4HmebEW0LIs4jhkOh6RSKdnmV6lUKBQKMggSgYrIAoxGIzkX4CKI8ogKAl4tVBCgUCieG2KR0zSNVCr1VHFgq9Wi1Wo9sZVPIHb58/n8iSp+IQo8D13XMQwDTdNwHEfuisMwlGN14SRgqNfrmKZJv9+X7Xniz2mWyyX379/n+PgYwzDkrrnVatHv96lWq8xmM1KplDQBmk6n8h4ty5LXqlQq2LZNu90mjmO5669Wq5TLZarVqhwypOs64/GYIAjkcTgpA5zWMziOAyDnCYiZAhexc37WDgLFy4P6NhUKxXNDBAEAyWTyUzMBQsnuui7Hx8e4rnvueVEU4fs+hmEQBIFc3E4jRIFPCgJc18X3fS5fvkwURTx48AA4ETCKCXoCkTlIpVLcvn2b8XhMLpdjMBjg+z6O49But2m32xweHqJpGvl8nkQiQSaTIZvNks1mOTo64vj4WI7kDcOQIAhIp9Nyst9pxAjfarVKsVik2+1imialUok4jmX2QDgW5nI52fZ3HqddAp9VC/CsWQPFy4MKAhQKxXMhCAK5WAFPzQQsl0vgpLde0zTa7fa56f7TLXqJROKJ53xcFHgakdoWY3YHgwGe50kdwGQyOXO+rutks1npM9BoNPA8T84DmE6nzGYzPM+jWq1SqVSkp//m5ia7u7tyxz6dTplOpywWCxkEnM4CABwdHTGZTCiVSmSzWWq1GoPBgFQqJTMWYj6AGDT08S6G05xu7XvWLIDjOM90vuLlQgUBCoXiuSAW69OZgCiKnpjqXy6X6LpOLpej2WzKBW4wGJxJ+Z8W/OXzeRzH+URw8SRRIPxZW5xIbZ9uoVsul1iWxXQ6PXOfIjUv6v7vvfcetm0zHo/pdrvyd7Qsi2vXrpFIJIiiCMMw5JAegHq9TqFQwLZt7t+/L+cpnA4CbNtmf38fz/PY2NigVqvJz3Jvb4/FYiE/p9lsJqf5fVqa/nQp4LNkAZLJ5IXPV7xcqCBAoVA8Fz4eBDxNHLhcLmU6W9d1VlZWKBaLzGYzOp2OXJRFr7vjOHJh+ng24EmiQPhkans6nUpHwY8++ghN04jjWGYDHMeh3+8TRRGWZUlh3HQ6le5/2WwWy7LI5/Nks1m56CYSCZmNGI/HVCoVisUi6+vrLJdLbNtmOBzK0ofnefR6PSaTCclkknq9Tr1ep9vtEgSB/Oyy2azsuDBNUwYxT0L4CsRx/Ey7+sViged5lEollQV4RVEtggqF4rng+z66rstdsFiQzysJBEFAEARnas6aplEulzEMg36/T6vVYmVlBc/zZAueqLfP5/MzC9WT9AAiFV6pVNA0Tabkk8kkpmmyWCzodrskk0lmsxmGYcg0vCg9lMtlTNNkOBxSrVZJpVKMx2Nc15U7+jiOz/TjO44jRwALf4NisShb/w4PDwnDkDAMsW2b+XwuAwux269Wq2xvb0vHv+l0ShzHcj7BkxAeBNls9pl39cJY6WlBhuLlRWUCFArFc+G0KBBOdsWapp2bCRB6gPPG/VqWxdraGnDivjeZTGR5wPd96fAnBtsIUeB5egCRBTidQRD18kwmw+rqKnEco+s6x8fH3Lt3j2QyiWVZtFotLMuiVquRTqfZ3d0FThwGRfCQyWRkQCPMiMIwZDQaoWmavKflcik1CIVCAd/32d/fp9fr0e12abfbBEHARx99xOHhIY1GA8uy8DyPQqFAJpNhPp9TLBafOs5XZE40TcN13QtnAebzOb7vUy6Xn3qu4uXluQUBmqZ9XdO0H2ia9lNN097VNO3bj49rmqb9PU3T7mma9jNN07556jV/TdO0u4///LVTx7+ladr7j1/z9zSVl1IovvSIICAMQzmQ50kdAsvlkkQi8cQFzTAM1tbW0HWdbrfLeDwmjmPZ9y527uJ94zj+RCZAtAKKjIHv+zLdLUSCxWIRy7IwDIPxeMzh4SH5fJ6DgwOiKGJ9fR1d19F1nVqtJrMAqVRKmgYtFgu5yE4mE/b397lz5470GEilUkynU5bLJePxWAYy5XKZtbU1PM+TGQ4xXKhYLBKGIXt7e3Q6HR48eEAURRfq2Rf3s1wuSSaTF9rVx3HMeDyWmgbFq8vzzAT8d8B/Ecfx14H/7PHPAL8FXH3853eBvw+gaVoF+DvALwPfBv6OpmkiBP37wF8/9brffI73rVAoPidCAJhKpbBtG9u25QJ4XjnAcZxPbW+Dk0xCuVwmlUrJQUBCAJjP51kul/i+L+vrH88EjMfjM4ugUPSnUilqtRr9fl8GF51Oh+3tbSzL4p133mE2m0mjH0B6H9RqNWazGfP5nEqlIscRw4kQMgxDGXDEcUy73ebBgwf85Cc/kW19a2trsg1xf3+fo6Mj1tbWWF9fZ3V1lZ2dHW7cuMGNGzdYXV3F8zzm87nUD5wel3weYnSw7/sXzgLMZjOCIFBZgNeA5xkExIAo8BWB48eP/xLwj+MTfgCUNE1bA/5V4J/HcTyM43gE/HPgNx8/V4jj+AfxSQ7wHwP/+nO8b4VC8TkRC71oaYOTOv15mQDf9wnD8KlBgDg3m81KIZ+Y9JfL5dA0Tbbp6bp+pu9+sVicyQJEUUS/3ycIAjltT7TCCXvj1dVVyuUyw+GQ+Xwue/lFqh9OAg2hFRDzB/r9vhTgDYdDmSmoVquEYchsNpPivFQqxZ07dxgMBmiaxp07d9B1nd3dXbLZrLw/Yba0ublJsVhkd3eX1dVVlsslx8fH9Hq9czMswiVQODdeNAsgJhSeV55RvFo8T2HgfwR8T9O0/56TYOM7j4+vAwenzjt8fOzTjh+ec1yhUHxJEQtSMpmUO2Pf9zFNkziOz0wTFM9fJAjwPI8oiqjVaui6LpX16XRaCgQTicQnSgEiCyCEe9PplOFwyOrqKvl8nna7LQWIYRjSaDQ4ODigUCiwubkpWxVPux8ChGEozX7m8zmZTIbxeMxoNKJarcp5BP1+n263K++tVCqxtbUlhwMZhsHh4SG5XI5arQac7OBFG6QgnU6zvr5OMplE0zQKhQKTyYTpdIpt2+RyuTM6gcViIcsAF1X4i/bIlZWVp56rePn5XEGApmn/Alg956m/BfzLwH8cx/H/rWna7wD/EPiNz/N+F7if3+WkxMDW1tbzfCuFQvEpiCBAGAbpuo7neXIn6vv+mSDg0/QApxH1bdM0qdfrDIdDer0e6+vrFAoF5vM5s9mMZrN55jWe50kTIoD9/X2SySTNZpPhcIimadKHX9d1lssl0+mU1dVVgiCQ7n79fl8GMpZlyQxDMpnk+PhYOvIJM590Ok2/35cdBdVqlYcPH0rXQLGDr1QqOI7D1tYWpmlKIaFwKjzN6Z91XZcjiYUJ0Xw+J5fLUSqVZFfCysrKJwyJzkMYJWWzWTUp8DXhcwUBcRw/cVHXNO0fA//h4x//L+AfPH58BGyeOnXj8bEj4Nc/dvz/e3x845zzz7uf3wN+D+Dtt98+31BcoVA8d4Qo0HVdacYzm81kil5kBeCsP8CnIVL2qVRKTsITi+doNJJtfyJ1L/h4m1u322U2m3H58mVpU1yr1ZhMJlSrVbrdrqzxizS6MCVKJpMcHh7K4EAsukKv4Hkem5ubLJdLDg8P0XWdQqFAo9EglUrJyYGXL19md3eXo6Mj2QbZ6/Xk7rvb7QLIrMDTEO8vMgOz2YzZbEar1ZKZh4tkAYRl8unRyYpXm+epCTgG/qXHj/8CcPfx438G/NXHXQK/AkziOG4B3wP+oqZp5ceCwL8IfO/xc1NN037lcVfAXwX+6XO8b4VC8TkRi6fjODJdLtr6NE2TmgGhB7hI7Vn4A5imiWEYMhgwTVOq7Q3DOFMbdxwH3/flohYEgZwcWKvVGI1GUonveR6O48hMQ7VaZTKZyFa+0/V527Y5OjqS/fvr6+tsbW1RKBTo9/u4rsvBwQFxHHPp0iUSiYQsjSyXS6rVKovFAsMw2NjYkLbEYiKh53ksl8tn9uoX9sHimt1uVwoznzSLQSCGJ4nuCMXrwfPUBPx14O9qmpYEljxO0wP/D/CvAfeABfDvAMRxPNQ07b8CfvT4vP8yjuPh48f/HvC/Ahng/338R6FQfEkRmQAxr14sKh8XBwrR4EX1AK7ryoVRpMVzuRy2bdPv9+WEPsdxpP1vIpEgm80Sx7EcTHT9+nUpxqtWq3iex+HhIb7vc+3aNeBkUfR9nyAIaDabJBIJhsOhrOeLVH4+n5diw3Q6zf7+PkEQsLOzw+XLl+n3+9KMSLgQFotF2ecvgg8hPBRmQplMRpr8PA0xfEl8Rp7nsVgsqNVqbG9v47ourVaLdDpNsVg895rCf0FlAV4vnlsQEMfx94FvnXM8Bv7GE17zj4B/dM7xd4Gbv+h7VChedjqdDul0+kv1D7fQAYjdfiaTOWMZnEqlZBAgRGsfn6B3HrZtn3HhE26EYRhSq9Vot9uMx2PK5TK2bcsUvkiFj8djBoMBlUoFXddxXZd6vY6u67RaLdrtNltbW4RhKJ36wjBE13W5YLdaLUzTpFarMR6PpSYgkUgwGo3k4zAMeeONNyiVSrz//vu4rks2m6XX61EoFKStcbFYpN1uy2xIHMfYtk02m6VcLjMejz+xYIdhKM2GxIIvph4K0aIQKm5ubrK+fqKjns1mTKdTOeugUCjIroogCJjNZuTz+QtpMxSvDso2WKF4SQnDULa1WZb1qf94C1c8QNaGNU078/j0sYssyk/itCjwtFJfZABEmQCQk+0ugujpP501EL4DpmlSKBQ4PDxkc3OTOI5ptVry91ksFgyHJ4lFMY/AsixM06TT6XB8fEw+n+fGjRtSaW/bNkEQyCmDpVKJvb096cFvmia2bcvxwIZhSEMh27bluONKpSJdANvtNm+88Ya8rvj+xO5f0zTpmdBsNuW0QfEZeZ5Hq9WStsRi+JAQIaZSKaIootVqkc/nWV1dld9toVCQ7oaTyYTBYMB4PKZQKEivgYuYDyleLVQQoFC8pIhFXbi71ev1J547HA7pdrsXXnBrtdpn9osXQUAYhmeuYRiGtL2N45jFYkEURRcqBQhP/dNZBTgJAoRdsGVZsu6ezWZptVpyBK8IIMSCl0gkyOVytFotaWqUSqXo9XrSG0D4CFy6dIkHDx5ILUI6nabb7RJFEa7r0m632dzclLa+lUpFjjkWExA3Njbo9/tMp1MmkwmVSoV8Ps/x8THT6ZRyuSwzDWEYUiqVKJfLOI4jswFxHNPr9eRwJcMwPiH2i6KIbrdLGIasrq5+IjDUNA3LsrAsi+VyyWQyYTQaASdBwucJ/hQvJ+obVyheUsTo3UKhIHd0T2rr6vf7zGYzdnZ20HVdivTO+3swGLBcLj9XEHB6KI9AaATEQjOfz4Fn0wM0Go0zx0U7XhRFcgEWqXnbtkmn00RRhG3b1Go1mZ0wTZNut4uu6zQaDX7+858zGo1Ip9Ny1y92y5lMhuFwyGg0Qtd1TNPk+PhY7tzL5bJ8D2E7nEgkSCQSzOdzORgpDEMqlQrJZJLFYsHx8THtdpt8Pi/HBdu2LYcLaZpGsVik3++zWCxYLBbSxOi871kECa7rnnE3fBJCVCn0A88qQlS8GqgBQgrFS8pyuZRCLyFa+7Rzxc4xnU7LBSCTyZDJZM541afT6ada0X4aQvEPZwcCiQ4BEXDM53PZV/805vM5URR9YqE6rTXwPA/TNCmXy/R6Pfb29jg8PJTpciF8E4utYRg0m03a7TadTod8Ps/m5qYMFprNJpcvX6bX6xGGobQVTqfTUhC4urpKsVhkOBzi+z6NRkPehwhIAJkVsCyL7e1tKpUKf/qnfyoNiyzLklbA4juBP8tuHB8fS13Ck4KmwWCA4zhUq9Vn8vsXLYS6rpaD1xH1rSsULyFCuW6aptyNuq6LbdufOFfYxop0/NMQbXZisX5WRCbAMAy5CMKfLdiinj2fzy+UBYATPYBQ+cNJZkD0/5/+eTab0e12abVasu6+sbGBZVm0223ZLZDP52k0GgwGAw4PD9E0jUqlQhzHNBoN4jjGdV3eeustKSQ0TZOVlRV2d3f5xje+wcrKCq7r4vu+tA8W6XnhB1Cv1ykUCtJ8qFQqUa1WZUakXq8zm82kZuF0qyAgPRY6nY4sE5zHeDyW45QvOiZYoQAVBCgULyUft9rN5XIYhsFoNPrE4i1GyYpJd08jnU7LcbzPShRF+L5PFEWf6P0/vWsX6ftnCQKy2azMGozHY8bjMbPZjOFwyMOHD2m32/K6jUaDr371q6TTaWzbZj6fM51OieOYer1OuVym0+mwWCykdkE46tm2LUV0QjG/XC5lav+0W2C/30fXdba3twmCQLofnm6J1DSN0WiE4zg0m00cx6HVarG7u8vNmzdJJBJ0Oh0ZFAl1PyC1E8lkUloWf5z5fM54PJYugQrFs6CCgAsg/mFRKL4sCD3AaVMXYWgznU7PnCtayJ4lEyBe96yIKX7JZFIGAUEQyJ2sCESEDe9FgoAoipjP53KHG4ahVPQfHh7KVsR6vc7m5iaLxYJms8nVq1exbZvvf//73L9/n2azSalUIp1O02q18DyPYrEoyypCMCcU+ZcuXaJQKEjbYF3XCYKA4+NjwjCU12g2m/K1nU7nzO8kHA4PDw9lyeXg4IBcLsf29rYckZxMJmWGIp1Oy8V+PB7jeR7b29tEUSRFkKev3+/3yWQyVKvVZ/6+FAoVBFwA0QZ03ghUheJFIBau0ztDUeOfTCayJi/OFQNnLpLmFwvS0xzmzkMEAalUSgrTFosFjuMwnU6lR4AYsXu6XPAk5vM5cRyTz+eJ45i9vT056MeyLC5duoRpmnJxn81mZDIZ2ed/+/ZtgiDg5s2bclKfGBIkpvqJEcVCoDeZTLAsSyr9xWjkcrnM0dERt27dkq8Tor9yuSwzNOJzF2N8W60WpVKJ2WwmXQRPayE0TWN9fZ1EIiE/N8dxmEwm5PN5VlZWSCaTjMdj+RrXdel2uxiGQb1ev5AtsELxcVQQcAHE/6wqCFB8GTitB/g4lUqFKIrkYhHHsdyNijT/eSNnP85FswYfx/d92VkgFiURTIi6vud5UqNwkf+nRGYjk8nQarXodrtyKp7v+2iaRr/f5/DwkNu3b8t0fKFQYGdnh0ajwZUrVxiNRnQ6HWzbZnV1FdM0abVacrpgJpORwsnT2T9N01hbWzuzOL///vsy2BDk83kSiQTL5VJ2WSSTSXq9nhTsiUFGp/vxJ5MJQRDIbgzTNKUQMZVKyZkIpVJJKvmDIJBTCRuNhhL1KT4zqkXwAohapgoCFF8GPm30biqVkrVs0Y8vRHqZTIblcikX4E/jtJr+WXaY4t5Oq9Nd15VBhXC6i+NYquyf1h0gds/D4VBmNUSafn9/n+l0Kl33CoUC3/rWt+Qi2263WVtbo16vS02AYRgsl0s0TaPb7ZLJZDBNk2w2K017CoUCo9EIwzBYLBaYpsnVq1dxXVd+hslkkvl8Ln0JhDFQGIYcHx/j+z4rKyv80R/9EVEUSXfCcrksF+0gCGTWQZBOp+n1ekRRRKPRkJ+/ZVlSCyG6LFZXVy+UTVEonoQKHy/A6VSqQvGiOU8PcBrR7iVsbIUeQHQSXFQcCM+uCxCTAsUOWdT+c7mcDEJEZiCdTj81sD7t959MJslmszKoEe56YkHNZDJcu3ZNBgDCRCmbzdLtdllbW5NufY8ePZKDfoTWwHEcOp0OcRzTbDYJgkAGHmJHLroEstmsFCuKoUAPHz6U1zk8PCSXyzGZTNjb2+Py5cvS0e+0el+MMa5UKrKNczab4TgOlUrlzHd8OhsQBIGcTKhQfB5UEHABOp0O3/ve987U+xSKF8V5eoDTCLMZYQ8bx7H0579oh8BnFQfOZjOpcAfOLPjFYlEGJ+J+Pi2wjqKI/f19hsMhKysrNBoNer2e9DUolUrs7OxIIV8mkznjmjidTnFdV/bdFwoFVlZWaDabjMdj3n33XRaLhVTXi9G7uq5TKpWkoZAIAubzOdlslkwmI8sJtm0TRZEcIOT7Pu12W77u3XffJZlMcu3aNYIgoFwuy+9NGACJz0WMXRaBy3mtfpZlSY3A08yAFIqLoIKAC/C3//bf5m/+zb/Jn/zJn7zoW1G85nyaHuA0wgJW1M8BmT24yML+WcSBp/UAApH+b7VaDAYDbNs+Y9X7pCDA8zyOj48ZDocUi0W2t7cZDofYtk2z2ZQtiKVSiaOjI2zbplQqnUmrDwYDfN+nWq1K0Z7v+1iWhW3b/OxnP5M78WazSa1Wk6OE4URfMZlMmM/nzGYz6c4ozt/c3CSdTssdu8gWilHEf/zHf8zR0RHNZlNaDov7E+WN01bGQqSYSCSo1Wrnfi5i6uFFRi8rFBdBBQEXYH19nSiKePfdd1/0rShecz5ND3AakTpeLBayd13TNAzDIAzDM90DT+JZxYG2bRPH8RlXP9d1CYJADrsR7X6Hh4d0Oh1arRaTyUQO0YGTboBWqwUgF/p0Os2jR4+kE18YhqTTaXRdZ7lcyk4BsYDHcSwzDiIrsbe3x9HREePxGNM0KZVK0mq5VqvJwUDiGuKz6nQ6ckxwMplkc3OTVCpFs9lksVhIxz0xbrhUKsk5AKPRSIr4XNel1+sxHA45ODhgOp1iWZZc/EejEYlEQmoHFIovAiUMvABvvfUWcPKPSBiGSoijeGE8TQ9wGjHZbj6fyx7y02n+p+0m0+m0FKFdRBwoVPwijS0Mh8SuXQy9OTw8xDAM8vk8g8FA7sYBmR0Q43oHgwGmaTKZTHAch6tXr8rAROyec7kcvV7vTHpctCWapsl0OiWZTEqTH+HHv7W1JTUJg8EAXdfPlFniOGY6ncophLquU6lUyGQyciRwOp2WgZlw9FtZWeHWrVvoui5T94VCgUwmI8WRrVaLTCbDeDyWWZJcLketVlNpfsUXigoCLsDOzg6apkljEhUEKF4UT9MDnEaY4QwGAwaDgeyDF889LQg4HTBcZGGazWZS/CZe57ruGbvf5XJJs9mU9fVkMkmz2SQMQ1zXxXVdLMuSY3Y9zyOfz7O/vy8tdXu9HoPBgMlkItvtbNs+080wGo3kaw3DYGtri263SyqVwrZtlssla2tr7O3tsbKywtHRkVTjCx+D4+Njlssl1WpVmhWJLEez2WQymVAsFnFdl+PjYxqNBuVymX6/T7vd5vLly5imydbWFpcuXZKf5+nBRWEYcnh4SK1WY21tTY3yVXzhqCDgAmxtbWEYBsPhUP5Dp1B80Qg9wEWn+4kFdbFY0Ov1pKgskUhc2CtAXOdp/80LN7vTYjbRTid68IUff6PRkKLFTCZDGIZSvCd89MXu+ODggHw+z3Q6ZXNzk8FgQK/XkwJBYYdcr9fp9/v4vk8qlWI0Gp1prctms6TTaRzHkf8Pi2l/o9GISqWC4zhSw9Butzk6OiKVSlEqlZhOp59I0S8WC9lW2Ov12NrawnVd7t27h2mabGxssFgszqj8HceRxzKZDO12G8uyaDabaoyv4oWgCk8XQNQVZ7MZvV7vRd+O4jXlonoAgejPz+VyhGHIdDqV0/OeRRx4kXOF6O48UaBlWURRhOu6xHFMsVgkl8vJnb4ISKIo4u7du/R6PXRdJwxDTNMkkUiwsbHBtWvXWF9fJ5/Pk0wmyeVyUmxYq9WkgE849QmvfSHGE+l3MXZZnDsajYiiiGw2i23bdLtd3nvvPTkXwDAMdnd3ZZAg7tV1XbLZLPP5XLY/3r17F9/3pYvh9va2LMUIAyEhBhyPx7iuS7VaVQGA4oWhgoALkE6nKRQKuK7L4eHhi74dxUvK6TG6n4Vn0QNEUUQQBGdq4R+37r3IvVw0YBCiwNNBgG3bcjd+dHTEaDQCkON+xXAcUZe3bZvFYkEqlSKXy5FKpUilUliWxfr6uhyOc+fOHdlLr+s6tVoNy7IYDAa0Wi3m8zmO40gLXlGKEJmG8XjMdDrlT//0T0kkEjJIWl1dJZ/PSzOjwWAgpw5WKhWSyaT8HQaDgXQVFHMG7t69y2g0YmNjQ6b1T5dchDNgpVLBdV0mk8mZwUUKxYtABQEXQKQEwzDk/v37UsWsUDwLg8GAbrf7mV//LHoA0dqXTCalIU6xWDwzCe8iJYF0Oi0XxY+zWCwYj8cyy5BOp2WAEgQB8/lcGgLN53OOj48xDEMK8MS1HccBToblCDOeo6MjudDm83m5i3/nnXc4ODig0Whg2za9Xo/d3V02NzcxDIOf//zn7O3tydS99f+z9yYhkuT5mthnvpubufm+hXvsGblVdVU33fWapk9PCGmEDk8gDcycBDOgg6STQOgJdJ2DTkIHCTFICN1Gg0BoBFqQQCDot6jn1atXS2ZkZKy+7+7m5ru5u+kQ9f3KIzIyMzK761XWa/sg6erISA93cw/7/5Zv0TSEQiHMZjMMBgOcn5+jUqmgWq0iEAjgs88+w8cffyxFB90UFUWBqqrY29vDbDZDu93GarXCeDxGo9FAqVRCvV7H2dkZgO9CmhgS5PF4RCrI60FnwEAggHa7Db/f74b+uPjB4RYB94DX60Umk4HjOCiVSnLTcuHiXbA5Tn5X3NcfgGARQK0/w3Dm8/kNdv3b8CbToF6vh8FggMvLS7TbbQQCgRsmQbPZDKqqotvt4vT0VEb99Xr9Rhper9eD4zgwTROhUAiZTAaWZeHy8hLA9YRgMBigUqmgUqlga2sLn332mfAdVqsVkskkjo6OMBwOcXp6KhbBqqqiUk5itKgAACAASURBVKnIjp+Tht3dXRwcHEjXrigKLi8voes6EokEarUadF1HsVhENpuVzr7b7eLLL7+UAKR2u41yuYx6vY5Hjx7B5/NhvV7La2fB1uv1AECIg7QRdkN/XPzQcIuAe6JQKEBRFNRqNRkJunBxXziOg3a7jVardS+N/m28Kx9gsVjA7/cLGU/TNOi6LpLB+8ZjkxB42zRoOp3ecMDr9/swTVPWApPJRKx+O52OHI6bBDnu59mdDwYD0frX63U0Gg0Mh0Mx2VEUBYZh4OOPP8ZkMkE8Hhd5oOM4SKVSCIfDWCwWGI/H6HQ66Ha7AIBoNArbthGNRrGzswPHcRAOh+H3++H1eqFpGs7Pz0UGzKkA/Q3y+TwKhQKi0aiM9WnIBFzLIieTCWzblrUGVwEkA9K34S5LYBcufii4bJR7YmdnRyw9O50OisXiD/2UXPyIsFgsRNdu2/Y7y0zfhQ8AQOxyJ5OJcAL4x7Kse2cIeL3eO8mBo9FIHPRIbgsEAmK/2+12EQgEMJ/PMZlMkE6nJWY4lUohmUzC4/HAtm2cnZ3h7OwMvV4Pqqri9PQUk8lEnPGKxaLI+qLRqETy6rqOTCYjXIdIJCISXqoVxuMx8vm8TB8ODg7g9/tRr9exv78P4Hqt0Wg0cHV1JXp+v9+PcrmMZDIpFsyBQADhcBhHR0fw+XywLAu2bePx48d48OABzs7OxMEQALa3t284AwaDQTSbzddaArtw8UPALQLuiVwuB5/Ph16vJxpkt5J3cV8w9AWAmNi8C96FD7BcLsVRr9vtQlEU2VNHo1H5/N43EIuHOcEDlil60+kU4XBYTHH6/T7K5TK8Xi8mk4nkBnA3X6/Xkc/nEQqFEI1GRbaXzWaRTqfR6/WQy+WwXq+xWq1kTB8OhxEKhbBcLmWqkEwmMZvNxGxnvV7DsiwAwK9//WtZLVBBYBiGdObBYBD1el2CgwqFAo6OjuR3fDabodFoIBgMotPpYDgcYjgcIp1OYzQaYbFYQNd17O/vw7ZtxONx5HI5LJdL1Go1XF5ewjAM2LYtEsY3WQK7cPFDwF0H3APtdhumaSIYDGI0GmE4HLq8ABfvBH5eFEXBeDx+p3/7rnwAdu0c/QeDQZk86LqOUCgkdsL3WU0w8peEWI78edgtFguR0fJgpxFQqVTCcDhEs9lENBoVPX6z2QQAiRTm2D8QCMBxHEk8pKphsViIWRB9C2iNzFyAZrMJy7IwGo2g6zpyuRzy+TwMw0AikUAoFJJCpNvtwrIsIUnquo6f/vSnePToETKZDNLpNMLhMBzHQTKZRD6fF7Mlvg5a/DK6WdM0+Z7Dw0M4jiN2xlRBuJbALj40uJ/Ge4AyIr/fj9lsBtM0pdtw4eI+GI/HInl71wLyffwBuMueTqc3JGiqqsrYfDKZvBc5cDQaCQGQvw+bpMDBYIBAICC2uh6PR+K4VVUV3wDTNLFYLKAoCpbLJSzLEs6E4zgYjUZIpVIS5OP3+2UiwdAdFjU+nw9XV1cYj8cIBoPIZDIyeeFun9HDlPkahiGSxk2XwkAggO3tbcTjcUwmE1SrVTE22t/fRzabRSAQgNfrxdbWFizLEv8DBhBtb28jHA4jGo1CVVWMx2PE43HXaMzFBwd3HXAP6LoOXdfFJ7zT6cCyLKzXa7eq/0DALPYP9f3giNnj8bzzc3wfPkAgEIBt21gul6KTJ6LRKFqtFizLuneGAADpxufzOXRdx3A4hGma8no2iwCS8wKBAB4/fixjeY/Hg+VyiUwmg8FggEajIemDlUoFrVYL0WhUPA4ymQz6/b7YAtOPn4S8QCCA5XKJi4sLjEYjKTCYCFgqlbBarcRIiBOB3d1dUSTQeIgZBTRJYnDYdDrFb3/7W3z66aeSp2BZFuLxOMLhMDqdjpAMB4OBRDnP53MMBgMAkAmJCxcfGj7MO+YHBnqJB4NBsQilBMrFD4/RaIRGo4FyuSyM8vvuu9+E38XYh5hOp6hWq6jX60IOY5LdffEufAAAwlfZTNfbBItaEurehk1y4Gg0gqIo8Hg8qFQq6Ha74gNANcJwOBS1QD6fx/b2tozPaVLESN9SqYTj42PYti1Kgi+++AKXl5fY3t4GcP0+MErYsiwYhiG/e4qiYDgcwrIsJJNJ8R7wer2ixiAHwDAMpNNpkUvStyAcDsPr9SIQCGA6nUJVVVm/RKNRZDIZKf43Cx9+33q9lgOe/x64jiIGriOc0+n0/d5sFy7+luEWAfeAoiiy51yv1xiPxxiPxy4v4AMB3eEMw8B6vUav10O1WkWlUkGv18N0On3nA304HKJSqbx3IUACXLPZxGw2g67r2Nvbw+7uLrxeL5rNJprN5lt38m/jA9we6fNQCgaDQt67PUGg+RUNbO4DTsHG4zFUVUWv10On05HHuLq6EuVMp9NBv99HMplENpuFx+NBqVSCqqqYz+dotVp4+fIl1uu1yBaZAUC+AlcMvV4PoVAIkUhEZI0+n0+KF5ruGIYhUxZmJcRiMZEAUhrIdQIdFcknIFeAfATKBBkvfHh4CNu28fz5cwyHQ4RCIQQCAckhCAaDmM/nkpgIXBs1ZbNZ5HI5N3TMxQcLtwi4BzguZAgKd5nvSvBycX3zZTrb7wu8icfjcWxtbaFYLCKZTEreQ7PZRKlUkhH4fRwf2UXfZ2e+ifl8jkajgUajgeVyiWQyiUwmI/a3hmEgFoshHA5jNpuJgc2bngdwNx+AOfU0ouHPB+4mBW6CLnw0rnkbeODZtg1VVVGr1bBer6FpGvL5PHw+H+r1Or744gv8zd/8DQKBAIrFonTXdAzsdrsYjUZiwEVDnUqlgqurK6iqiq2tLeTzeZRKJdRqNWiaJrv+VCqF8/NzjMdjkVqmUimEQiE0Gg3M53PxLsjn81gsFrLPD4VCGI1GQixMJpMYj8cy5WOHz+vF6zKZTPDw4UPoui5coPV6LYUEpwB8HzfXK6FQSNYkLlx8iHA5AfcAOw2ODZmxTnMQ95f8/iDTu9/vI5/P/86PR+395o3X5/MhEokgEonAcRzMZjMxaeF7xlHtmx4X+G4Uf5/n0e/3ZSqRSCQQiUSgKAo6nY6417Er93q9yOVyMrKmU91tvsCb+AD0wCeBzufzyd6ezHQG8EynU8znc/Hf1zQN0WgU9Xodw+FQvv46BAIBjMdj+Hw+MfpZrVZC+tvZ2YHX65U430wmI5MCJgOyI18ul+j1euLFT1MhXdfx5MkTked5PB4sFgv0ej30ej2JBP7666+xXq+RTCZxcHCAer2Odrst8cRPnjyBZVmo1+vwer2iXFgul2JFvLW1hel0in6/D8dxxAAsmUwKoZCugKFQSN4XXdeRTqelAPD7/cK5oPTzQ+WluHBxF9xP6z2gKAp0XYdhGCLx4hjWXQm8G3i95vP57+XavY05T0Z6MpmUzvRtfAHe4Dcf/03odDqo1WrShRYKBfmsABCrWkrgeJDSiY6e/vV6/RVnvtfxAZbLJYbDIRaLBQaDAS4uLrBarYQUyEmG3+/HcDjEy5cv8fXXX+Pi4gL1eh29Xk9IbvV6/a3TAJ/Ph9lsBkVRJLlP13UhGaqqimq1iuFwiAcPHuDjjz9GLBaD4zioVCpyGNOdz+v1QlEUJBIJ6LqOeDyOhw8fyv8PhUJQVRXZbBaz2QyXl5eiIqD/gWVZ+Oabb1Aul6GqKsLhMJLJJBKJBKLRKEqlkuz8w+Ew+v2+xAYzyrderwthM5fLQdd1WanQ9c8wDDSbTXk+tm3L6olTgOVyeS+SpQsXHxrcIuCeUFUV0WgUHo9HdqOr1cotAt4R3M97PJ53Ise96fH8fv+9o1h9Pp8c8K8DpwCUpL2JF0CyXCQSER/6253gdDqVbpTJdhwdK4oiJjOO46Ber8t1eRMfwDRNTKdTxGIxJJNJ4UEwyGc6nQo/YjAYwLZtkespiiKd9nw+x/Pnz3F5eYlSqYRqtYrT09NXPtdM7BuPxxgOh5jNZkilUojFYqKWAa6nE9lsVmyKebj+7Gc/w97eHuLxOA4PDxGNRmFZFubzuXTwu7u74tNv2zZisZj4CvA9uLq6EqIjHTw3bXjpT0AToclkgmKxCE3TUKlUEAwG5VqPx2M0m00EAgFsbW3JxIeqitFoJI/LaU2hUMBqtRIrZD4XXq/bSgwXLj50uEXAPREIBBCNRuHz+WDbNlqtFhzHeS/S2R8qbNvGYDCQsfLvOg3gqP9d3Pc4Fn4TWARsktFeB04VIpHInWNghslsFirMnt/83IRCIWxtbUHTNPT7fZyfn0uhcPv1UfJGhnqxWJTDst1uw7IsOfxXqxV8Ph/S6TRSqZSY6BSLRTx69AgPHjyAz+dDMBiEz+dDq9VCo9HA6enpjekA2f/T6VQK4L29PYTDYQyHQ3lPF4sF0uk05vM5VqsVTNOUAzaRSGC1WsHr9SIcDqNcLss0bdNgaDabSdpeMpmEZVk3SIOVSgWZTAaFQgEHBwfweDwol8viTEifAU3TpEOv1Wpi1uP3+8VYSNM0ZDKZG7wJ27alqEmn05jNZpI7wPsAgFemPSz0XLj4McEtAu4Jdhc+n09ubuykXKng/UC3xVAoJIfO7zINYJf+LiPY2Wz2Vqc8SszY5b3p/WUR8Lqbv23bsG37RoeoquoNG2GCUjK/349arYaXL19CUZRX+ACmaYptbjgclgMzGAwiHA7j6uoKJycnopjweDxIJBJCRiQURcHW1hbW6zVGo5HY2xaLRZimiXa7DeD6OtNwZ7FYiJbfMAwMBgMZ+7fbbRnlc99Ok55GoyEH5Xg8RiQSwWAwkFF8sVjEarXCZDLBaDRCPp+H1+tFv9+X4oDWv/RcGI/HKJfLWK/XaDabUoiYpikd/mq1wtXVFfr9PiKRiCgOGKqUzWZvFGMMXOK6g5+TSCQi73UsFkMmkxH/fxaj7hTAxY8RbhFwTzD7m51kp9OBoiiwbdtdCdwT9XodPp9P/N9pqPK+1+9dnfRs25bD7U3FB3X2Xq/3hkvd6x6Tbniv+/vlcnmjUNE0TQ6OuzCbzdDr9dBoNIRoR6xWKwkAYkfNiQAz71kMANcSulAoJIczPS+IaDSK2WyG09NT+Hw+bG1tYWtrS/bgo9HoRj7AarVCt9tFLBbDYDCAoih4+PAh+v0+6vU6Dg4OYNs2ut0u5vM5lsslPB4PNE0Tv/3pdCoSwG63K0z95XKJdrstjnuKoqDZbMLv90vcb6lUkv8/n8/R7XbRbrdRq9XQ6XTw/PlznJ+fo1wuy/UiF2AymUiwEYuMeDyO5XIpBzy5Fo7jIB6Po9frQdd1RCKRG94E4XBY3nNOdVw+gIsfI9wi4J7gJIA3QsuyhCjlFgFvx3Q6Ra/XQzqdRigUEsvXN00DTNN842E9nU5lz30f0A0uGAyi0Wjc+diO49wIh6J+/HV4mzrkLvUCD+i7JKbT6VRWTey+G42GHNwsCjb5BcD1YVepVMSN78mTJ7JvX61WohQAvpMRsijy+/3i008lAm13qfm3bRu6rqPVasE0TcRiMTHdMQwDpmliNpthe3sbo9EI5XIZ4/EYmqYhl8shnU4jHo8DuHZPvLq6klE/lRqO46DT6SAajSIYDIp1MHkRwWBQwoR++ctfIpVKYX9/H3t7e9jf38cvf/lLJBIJdDodmKaJdDqNTCaDo6Mj2LaNq6srrNdrKTDoE8Drzv8lR4FBTKlUCqqqvvb3fDKZiIrAhYsfG9wi4J7w+/3iFQBcj7b5y89uz8XdcBwHtVoNXq8X2WwWfr9f9rZvmgZYliWj79tYr9cSl3sfLJdL8W+nrpzmNpudNvf/PFxDodAbeQFvKwLuMuyhdv+u19xsNtHr9eQA3Nragm3booHnHpt2wKvVCs1mUxQIiURCpgR+vx/b29sS9EPJ22w2E92+z+fD3t4eQqGQyOSA6/F3NBqFaZq4vLyUycjFxQX8fj8ODg6QSqWwWq3EWpe8iE6ng1arhVAohIODAzkco9EoUqkU+v0+SqWSBPr4fD6ZjIzHY5Ercp8/HA5lRJ9MJrG1tSWZAzys0+k0fvazn+GP//iPRf8/mUxgWRbOz8+hqqr4EnS7XeFbRCKRG3kO3W4Xq9UK4XAY0+lU7MLpDnjX7zldAu/r6OjCxYcEtwi4JxRFgWEYorvmiJRsc3ca8HpQyx6LxW7cLNld3jUNWK1WkvB2V8f8rqsAjnhJ7mQu/Wg0QrPZlEJjM4EP+K4YuGsawOf3piJgUxnA13RbIbD5eDxwaY3rOA5yuRxWqxVevnwpUwrHcRAOh9FoNDCbzRCJRLC1tSWEvPF4DK/Xi93dXeTzeXg8Htnxc3QeDAZRLBaRTqcRCARgmqa43oXDYYkQpu/+y5cvMZvNcHR0JON78gkWiwVyuRxarRZarRbi8biYI22CQVwM8tnd3ZXCpNPpwLZtJJNJeR/4fXzNT548QTqdlnWDx+OBaZoSzqMoCvb29pBOp8XpMxQKIZvN4vDwEJlMBuPxGJeXlwCuJ3wkapK4Gg6HMZlMEAgEZFLAYvP27zm5He4qwMWPFW4R8A6gYZDf78dkMpFIVVcqCDlMb2O5XGIwGMDj8SAWi2E+n0vnynE3pwGbBy1H1q+L3mVa232MfJgxz4KDhVssFkMqlRKXP3aeNMABIN9/VxHwNlIgO2SmB7bbbbEyvqsIoKPe3t4ekskkFEWR781kMhiNRmJZ7fF4REKYSqUQDAZlQtBqtbBerxGPx8WfQNd1VCoVXFxcCEkum83C6/UKZ4AmQMxg8Hq96HQ68Hg8GA6HKJVKKBQKyGazWK/XsG0b4/EYo9EIoVAIjuPIDn9/fx/Aq/kLjOROpVIYDAZIpVISwkOLYFVVxZWTHIFkMimTpEwmI+8PXR3pzb8p1+Tkg6+fKyhN09BsNlEul3F1dQXTNFGv13F+fi7BRfP5HOl0WlQDXL/c/hy40kAXP3a4RcA7gExsRVGEIEXXtNuSrz800JHvthFPr9cTP3WavPAmy+/VdV2cGInNyNjZbPbKGJbSwPuMYDkFYFe66RWg67rsv+v1Okaj0Sts/NfxAu6jDFgulzKtoFSQITSmacrzWK/XePHiBTRNw/b2NgKBABKJBJrNpozKk8kkIpEIrq6u4PF4RDqnaRoWiwU0TZM9fzgclqkVANnZU52xSWwLBAJib1sqlcQsqVQq4cWLFwgGg/D7/RiPxxLAs1gsxJKXKo3hcIhEIoFUKgW/3w9VVW9EbvN3hgVYIpEQUiWDnxhzXKvV0G63xX643+9L3K/H40E2m0UqlRJiIXkFLAKoBIjH41iv12i1Wmg2m+j3+0IO5JqKCZR0mqTdMqcAxF28AEYPu9kALn6scIuAdwCDTBh4Uq/XAVx3q9xR/6GC49vNa0CbXsoByRandIuHqKIoiMViIt/j4wQCAZFhbU4DyOa+zwjWcRxYlnXDspcKDxZtqqoil8tBURTZnW/idbwA27ZveM3fBpn4m4dHKpVCPp+HruuyGydpbTAY4OHDh2Lsw+7fNE0Mh0NJtKMVsWmaUtjM53P4/X6MRiMA18UNAAnAaTabCIfDyGazovUnKC8MBAJoNptySDNAiQmCAGQSRvIfO3iPxwPDMJDJZKBpmhgZDYdDWbUMBgMZu0ciEbkOiUQCl5eXkhB4dnYmh/7e3h6Aa1fGzQkA3QcHg4Gw91lYRiIRGIYhksKDgwPhgtBTYXd3F7/+9a9xdHQknw1OfMgxuA1VVW/8ntMDwp0CuPgx43srAhRF+VRRlD9XFOUrRVH+V0VRjI2/+08VRTlVFOWFoij/+sbX/963XztVFOVPN76+ryjKX3779f9RUZT7Bav/nkFpEiOF2eV6PB4Z/X4feFvS3A+Nu2x2HcdBt9uVcTQz48PhsOyQN7vr29OAxWIhxQODX4h34QOQHb+Z5b45SiYCgQBSqZQ4GW7+vM1OfhNvIwVyEkCSGbkAwWAQBwcHMAwD/X4flUoFv/3tb6FpGnZ2djAYDKBpGorFImzbxuXlJdbrNWKxGBaLhRQC1OGTa0ADoWQyKasGau3n87kEK61WK9RqtRuvXVEU+P1+dDodnJ6e4s/+7M9gWRZ+9atfwePx4JtvvpH0vqurKxwfH+PZs2c4Pz+HZVnIZDIi42OhzN+L0Wgkz28+n2OxWEisr6qqKBQKGI/HqFQqqFQq6HQ60DQN8XgciUQCk8lEJHubGI/HsCwL2WxW3muqHGjry8lAMBhELBYTeaqqqhI+lEwmAVyvY0ajkbgd3gY/B5tKAgAuH8DFjxrf5yTgvwXwp47j/ATA/wzgPwYARVGeAvgHAD4C8PcA/NeKongVRfEC+K8A/BsAngL4h99+LwD85wD+C8dxHgDoA/jH3+Pzfi38fr/c4BRFgWVZGI/HMlb9fRYB1IpXKhWUy2W02+17pb39EGBnRPMkADLqTiaTMhHYdM3jPpndOLkBs9lMkv647+eYe5Msxvz3N4GJj8Fg8EbBsPkcNrFarZBOp2EYBjqdjhQkr+MFvK0IoDWvz+cTH3pCVVXouo5YLIZWq4V2u41kMolarSYHHkmMdMMLBAKYTCYykUokEri6ukKj0cB6vUa/34eu68jn8zBNU4x6uKfPZrPiF2CapozqN0fyPKy5ulAUBS9evBB1B9n69XodoVAIqVRKrkU8HpeoYboGsnDo9XpiBkQTI5omkQzJNUAoFIJhGBLPS/nd7aKv0WiIdJcEUvom6LoORVFEUklCJTkEm+9FJBLB3t6efBYZQXwbLOL4OeBruQ8vxYWLDxXfZxHwEMD/++1//18A/u1v//tPAPwzx3HmjuNcADgF8Eff/jl1HOfccZwFgH8G4E+U6xP2XwHwP3377/8HAP/W9/i8Xwt6hfMwG4/HMj7kDfJ9u3ZaEHe7XSFmWZYlTPHxeCw36Q8Nmza77PhN05SgmH6/L8l64/FYbsZcDxCRSARerxetVgsAbhQBiqJId35fq+DJZHIj6pVgEXD7WtIpsFAoIBgM3lgN3OYFrNdrCeh508/3+XwSO7t58LCI4QG5v7+PZDKJUqkEy7JQKpWEHNfv92Wdsqkw2N3dhWVZuLi4EIvgTCYjJL/1ei3EvcVigc8//1wKj9VqJf4Dq9UKrVYLw+EQxWJR2Po7OztIJBJwHAfJZBKFQgG5XA6WZeH58+dwHEc4AJqmwTRN9Pt9MePhdarX63j27Bmm06msZgaDgRQGjUYDOzs7+MlPfiLJgeQ0cC0Qj8dvFNk0FlJVFbFYTF4vO/hAIABVVTEcDmHbNhzHkVhj4NXuXdd1mZQEAoHXvq/8HHDy504BXPzY8X0WAd/g+sAHgL8PYPvb/y4AKG98X+Xbr73u60kAA8dxlre+/rcOdhjAd9GqHEG+zzSAccTtdhvlclmsT0OhENLpNLa3t5HJZJBIJJDNZqVT+tCUCIvFAj6fT3ajtVpNEuIsyxLCGA9OTdMQDAZhWdaNPTunAUzHm8/nGA6H4og3Ho/lILzPzZdGOLd3tux87yoCePNvtVo4PT3FcDgE8CovYJMUaJrmK1OFzcwA/t3t5xwOh3F6eorJZIKPP/4YoVBIrhMJgbTfLZfLaLVacmjruo7ZbAZVVdFoNORzE41GoWma/PzNMKLlcgnTNKXYmk6naDQaqNfrmEwmEpCj6zpSqRR+/vOfQ9d1ZLNZfPrpp9A0TaYQ9PBfLBZIpVJ4+vSpEPBs25aD9OLiApeXl5hMJvjyyy9RqVSEk5FOp3F0dARFUZDP51EsFkWPv1gsUKlUJPWPP5OgBTUZ/KPRCF6vV66x1+sVRYBpmgAgwUqvmyJRAgzgtVMmPj79K9wiwMWPHb9TEaAoyv+tKMrXd/z5EwD/CMC/ryjKXwGIAHh9CsvvCYqi/HuKovxLRVH+JTXRv29wRMuxIPeyTMa77wE9Ho9RKpXQarXEkjWbzWJ7e1sY2JtOeKqqYmtrCz6fD81mU25sHwI4amWELfPpvV4vqtWqjKKZt0AN++0iALieBqxWKznAer2eSLtWq5Ucam+bBEynUywWi1emAITX672zCACAk5MTCeDh7vwutz3guiOlZe4mKZJ8APIh7sqZX61WKJfL4uu/XC6xt7eHWCwmxLednR1ks1n0ej1cXFygXC5Ltz0ajaCqqlji8hDj+oJfJ5EVuDYjSiQSotW/vLzEeDwWrkswGISu69jZ2YGmaRLHu7OzA9M0EY1GcXR0hMePHyMajYoBUDgclh1/u93Gy5cv0e12xSWyWCyKNwE/4yTfrVYrRCIR2cUz5vfy8lLef8uyUKvVMB6PxXFQURTxUGARswl+Zriy42t+3cEdi8WE1/C6VEp6EQyHQ4mpduHix4z75a++Bo7j/Ktv+ZZ/DQAURXkI4N/89mtVfDcVAIDit1/Da77eBRBTFMX37TRg8/tvP59/CuCfAsAvfvGL70WvR7MT4HrcS4tXx3Feqye/C/V6HePxGI8ePbozL56g9CoSicDn8yGfz4uV62KxQDKZlMOFmmruaV8HmqKkUqnf2eWM9rb0w2eqYiQSEVZ7sVjEYrGQIB0qBhjDe5vwFQqFxCEuGAyi1+shm82KGx0PSYI+AJupbqZp3ggBuo3bkcI8zDnmDYfDWK/XKJfLePLkyQ1ewGaYDCcWNO6hKx2Dg5hPf/uAYhytbdtiYMPce+B6StBqtVAoFLBer2WczcO8Wq2i1+uJaY/H44HH45EVSjAYRLPZhGEYMqlJpVLodDpYLpeihNjd3RUSJtMBi8Ui4vE4LMtCu91GNpsVPgJXEQcHB0in0wiHw3AcR8ih0Wj0RlDU06dPEQgEYFkWCoUCUqmUZB8Eg0HU63VxJ2Qhc3h4iPV6Db/fj93dXWxvb8OyLNTrdXzxxRfodDrwer3I5XKIxWKidLh9jcn453/TCOlNB/fbeB48+MnNuK9ltQsXHyq+T3VA5tv/9QD4zwD8N9/+1b8A8A8URQkqirIPuDnC6QAAIABJREFU4AjA/wfgtwCOvlUCBHBNHvwXzjVb5/8B8O98++//XQD/y/f1vN+GSCQimmpFUdBut29I3bjrfhNI4gLwxgIAuO48+/2+jKUVRREf9ts8Adquvs2vgBKx38daYdNhb/PgtW1bktxSqRSGw+ENEhU1/r1e75XHIwdgOByKTwAP5sFg8AoRy7IsCYnhNZvNZtLV3YXNSGHbtlEqlUTOxkPP4/GgWq3K427yApbLpWj+6S3g9/vRarUwHo+FH8Kff/vg6XQ6YpHLa5hIJLBYLERxMplMRHI3HA6Fhf/06VMhO65WK1ED8LPEwgyAdMmRSATb29vweDw4OTmRoiGXy2EymYjPBddT4/EYL168uJHct+liyMyAcDgMr9cL0zRRrVbFfIjcBMoFS6USNE3D06dPMZ/P0el0sF6vMRwOZZLAtRqfw3w+x/7+PtLpNHZ2dmDbNjqdjqwf9vb2EAwGRdd/+/D2+/2i5HkTH2ATbysC+DkAXIMgF3838H2Wsf9QUZQTAMcAagD+ewBwHOcbAP8cwDMA/weA/8BxnNW3Xf5/COD/BPAcwD//9nsB4D8B8B8pinKKa47Af/c9Pu83IhaL3WCb0750kxfwtmkAtdKUK70JPCA2JWvA9VpikydAKRy78TfhtpzvdwGfHw/tRCIhpLrZbIZ4PC77Z8MwxGqWo+dut3vj8Xgt2W1Tw93r9UTzflslwV3xcDiUhLpN/sYm2FVvRkLXajU5RGltTJIdXf4AyKHLLp8HLH0AOFJvt9vodrvCO7idHTCbzYQFr+u6jONJ/uNqicVOLBYTh0qPxwO/3w+Px4O9vT35XDAZkal/fC+63a5YDLNzLZVK2NraQiaTEUfCwWCAZrMppMzFYoHnz5+LaVCz2YTX60W9XheJH42JBoOBMPw5Xdra2sLTp0/l+nKNo+u6vNbz83OMRiOkUinxO2BB8dVXX8Hr9SKdTsOyLHzzzTcwTROpVAq/+tWvcHBwgEwmI/yBu95rv98v6xEWI28KnOI0422qE03TxDjMhYsfO763IsBxnP/ScZyH3/75U2ejPXUc5584jnPoOM4jx3H+942v/2/ffv+h4zj/ZOPr547j/JHjOA8cx/n7juP8YK48mxpoSr843mQX8bZJwGg0ku7kbUUAH+uufIJNnkC1WpVpwduKADL4f1+TAO75uaOdTCYwTROhUEgiZHmwTyYTNJtNzOdzkaptXoP5fC4Tg3A4LIcZI169Xu8NBcZyucR8PhdZF13/GGZzG19//TUuLi7gOA7a7TaazSZCoZA4y6mqKv+uWCxC0zR8/fXXmM/nN3IEuPPn5MLv96Pf78uIvNFoiD5+s/Okcc94PEYikRBuArkLnGKs12sYhoHpdApN026oUEajkRRD9XpdDq9Wq4VOp4Pj42Nh/pdKJQwGAyHt8QDzeDyIx+O4urrCcDjEYDDAYrFAKBTC/v6+dNHZbBbxeBzxeFy6dE47aLvLg5OdfyQSEeIiQ37oI9BoNNDv95HP5zEYDDAYDKCqqqy7+N53Oh0sFgtcXV3hxYsXWCwW+MlPfoJCoXDj/d/0BrgNEkDJ+H9b4NTbHCAJr9eLTCbjugS6+DsBd6H1jjAMQ3azZKyz8+QY921FgGVZcqDcZpXfBjXNHo/nlWkAcH2jy+VyIjebTqdvPdwbjQaePXsm+fO/C8ion0wmMtLlbpkj8vF4DF3XJeyFUcK0iN1Mr2NRQXMcFgvckRuGIQoB4LspgKZpSKfTcqDdDq4BrsmYw+EQl5eXOD4+xnw+l4kK7YwTiYTYyOZyOezv76PX6+Hk5EQOKR7CdAwMh8NIpVKSk5BKpUQfPxwO5eBxHAeDwUBsa71er0wPOEWaz+dot9sipWP2wGw2k88M9+1UC2SzWcRiMcTjceRyOfh8PmQyGenWmdK4WCywv7+PbDaLy8tLTKdTVKtVTKdT7OzsIJ/Pi/yyXC7Dtm3k83lsb2+Lqc+jR4+QyWSElc9Cgb4EdHj84osv8OzZM8znc+RyOezs7OCnP/2pWAnzs0eViMfjET7BYDAQzsDZ2RmGwyH29vaws7Nz4z2nN8Bm4bYJHua2bd97FbD571y4+EOAWwS8IzYlZ+FwWJjLBGVwrztcl8slJpMJFosFms3mG4sAHjQMh5lMJncaBtGylTdDdqivA21eq9XqneE89wVNWBgnq2majJf9fj8cxxF73k0HN3ZQPDA4gmYozaZpC7/GgoD/ls+b7HcGvHi9XiiKcmch1O12YZomptOpdPYkeXE3ven3T1Y8SXbtdlvcC+lxwI45GAwiGo2KJFLXdYTDYdi2Dcuy4DgOKpUKnj17JsmD6/UayWRSVhTr9Vr28fRYWC6X6HQ6EmNN9YXP50OtVpN9Ool9/LutrS14vV5sbW0hm81ib28P29vbsqKo1WoYDodiIETzIbLvLy8vJcfAtm1Zl0SjUcTjcfh8PhiGAZ/Phy+//BL1eh1er1cCogaDAfL5PI6OjrC9vY3Hjx/LZIiOhyxmZrMZGo0G4vE4HMcRzkKhUMDBwQG2trZuvDYWAdPpVOSSd4EsfxYBHo/nlVE/zYNoaPUmZYALF38X4X7a3xEkvnHMSWc5et0TZIzfxmbIDm+EtC29jU3SHSV14/FYDs9NkKHPbHYGm9wGO2+S8k5OTvCLX/ziva4FD2x2m0wRTKVSaDabYr5Dv3nLsrBcLmW87fF4EAqFhBew6cnOmzf3wB6PB5FIRDpm2rvOZjPJn99UUTCRjjd02hiv12tsb2/DMAwJqQEg7HlOW2zblpG6bduo1WqSZUADGrL5GSfL3T1fu6ZpyOVymE6nOD09RbvdRr/fRzabFSvjcDiMq6srsdOtVqs3XicP7Ewmg2AwKNK04XCI2WwmSYCJRAKdTkeek9/vR7PZFPUAJ0S2bcthT97DZDLBarWCYRjw+/34/PPPYZomPvnkE0SjUZTLZVmB8TPN95JKlWKxiAcPHoiNr9frxd7e3isdOn9PON2gpwHjnMmLSCQSiMfjyGazYi40HA5FXspchU1vgLvAmGq6F256LdxVqN83lMqFi78rcCcB7wgSzuhORtkax7bsYl/Xic9mM7kR3k7Ouw0eiuw0qQ2/Czx02Cm/biVAJj3lU1988QVevnyJfr//zkTBxWIhUcoApBvMZrOYz+cyueBonq+VBxoLJZrtbBYB7BAnk4mMs6PRqFjNbprAhMNhrFYrWJYlBy9wzcAn6DsQi8WQTqfh8/kQjUZxdXWFdrst3S3JY8PhUJzvyODn+JlJdFRZjEYj4WTQJrndbsPv9yOTySAWi+H58+fodrvQdR2DwQCO4yCXy8m14Y6d/IbpdIparYZ+vw/TNPHgwQM4jiPvP5n4LAwLhQIGg4FYB3PaRD4F/Q7S6TQODw8Ri8VkQsHuulqtYj6f4y/+4i+wXC5RKBQwn8/F/ZHST8Mw0Ov10Ol0xNvi4cOH8vkpFovQdf3OtRhXObPZDIlEAoeHh3LQX11dyYogGo0in8+LX0YikUA+n5fCu1QqCV/idYf2eDwW3semaRILh2g0imQyiUwmI2ZFzCFw4eIPBe4k4D0QiUSE2OfxeNDr9W5IxzgWvQuTyUS6SF3XhW19V9fOTpoHu67r6PV6r8iYOI6PRCISL0ty2e1OrNvtiqTt4ODghi88uQ3hcBiqqr6ya+WBT3Z8u92Wg5+FQDQaheM4wg3IZrOipCAfgAl6lK5RAsnVgaIo8pg+nw+j0Qg+nw+qqkoWPN0DNU3DarXCixcvZI/P3T6T9uhCyN03I3rpVUCnQhZu7BJTqRR0XcfR0RHOzs5E9tZutxEOh1EsFiUSlxJFvi+DweCG9z8ji23bxtnZGbLZLAzDkOtGdzx+DmzbFi2/ZVnI5XI4OzuTdRILCuD6YI3H41itVsJX4MSAn8n1eo10Oi2PHw6HMZ/PxX9/swhjqmK/3xdSIcOcAoEA+v2+TEmSyaRIIn0+n8grLcsSR0OCjotUVmiaBlVV5XchEAjIxGVvb++VDj8YDGJvbw+TyUQ8Eu5aBdDEiyufVCqFUCiEYrHojvpduLgF9zfiPcDxM/0CuK/kgcld+W3M53ORgNGatV6vYzAYIJPJvPL9t4sDTdPQ7/dfMdjhzyITn7tkdkoEGfFk8ieTSWHgh8NhRCIR2Y2SdU3fevrNb3oQ0M2NLHdK1+jjzhEzX/tsNhNDn017Vp/Ph3a7fSfDm/I1ZsTrui7TDCbqWZYlUwBeL3bD9BVgJ0gTIrL0OV0YjUbodDpCsOTzpZXu+fk5+v0+MpmMSAv5OtjxM/thNBqh1+sJG940TTx8+BC5XE723bwONC3qdDoSB0ySHC1u2SVTCbFYLFAul3FwcICdnR2MRiMJICJnwLIsRCIR0dVT4+/1ejEcDtFut7FcLtHtdvH48WMkEgk0Gg2Zljx8+BAAxFyIBEcGHMViMVkpWZaF/f19IajyfbtdCLMAACBW0CxU/H4/Dg4OEI1G0Wq1Xuv0SAVKv99HKpW68fth27YUl1zv+Hw+NBqNG+FVLly4+A7uOuA9wMOGxigklgGQmxq92jcxm81kYhCNRhEIBBAOh8WpbhObyWcEDwR2e8Qmq5kJh16v94bXOnB9ANLXP5vNIp/PS4zrixcv4DgOUqmUZBYsFgvUajVUKhXRtadSKeRyuRu5BsViUUyUKD9kuA47Y+6gWRSEQiF4vV5x4uMhyPE0yY2O48CyLPEMACChNjzYSXQk05wgl4BhPHR5G4/HqNfrQriLRCJQVRXVahXr9RqlUgkAJHiH5Dvq8JlQRxtcQlVV5PN5OcjL5TKOj4/lmq1WK/T7fezu7sr7wYOdz4/682AwKIfX3t4e6vU6arUavvnmG5ycnMg+PR6PI51Oo9Pp4ODgAI7j4Pz8XMKH/H4/9vf3Za/OVEo+LtMKAcha6+DgQFj8dKSkHJBhQqlUCqqqolQqIRqNolAo3PissgjY/JxyReQ4jpAyb4MTqDdp9cPhMHw+nxTddF+sVqviTcEMBH7+XHtfFy7uhlsEvAcMw5BumyYk3F/TSRB4lRdAVjqjVGlislwuX2Hp89/edsejH/rmzt+2bVkbMLCG8rJNUONtGAZ0XYfjOHjw4IFotr/++mv0ej202220221Mp1MkEgmxlqWXO41rLMuCz+e74eNPMh896NkNcqS/6RjIUB76BXCCwAOLOnuS0HhDp1piPp+LWVMikUAsFkO/35cRu8fjQSqVgmmaOD09hc/nQ7FYRDqdFuVCo9EQcqHjOPj666/R7/elq6Z1MXf9dDhMJpNiyrOJ5XIp3gCUzrGIYXHx5MkTeDweDAYDURyQoBiNRmXd8uzZM/FGmM1mKBaL4sFA5nwmk5EDMRaLwTAMfP3112JAxFG4YRjCZ2E2AMl3nU5HnCfD4bCQCU3TFAfMZDIp16jZbAqp0+v14vHjx6902aFQ6JWJGPkwlFredTC/7nN/+7HpTdHv91GpVDAej2EYBorF4g2nSK/Xi1Qq9drJggsXf+hwi4D3ACVZjDzluJRjSLoHbo5D1+u1jHLZ6fBQ5Ih2E5vKgE2oqipa9c3vpeTM7/eLRp8/k+h2u5hMJkin0yIVU1UViUQCuq7j5OQEf/7nf45utyt+7ru7u3jy5Ak++eQTaJqGbreLfr+ParWKi4sLWJYl42jq2ymRi8ViMv2gUYuiKCiXy7I+cRxHphZUCaxWKzSbTZkS3LZCdhxHEvcuLi5EJsZc+U3fAYbGtNttCbwZDodCZuv1eqjVamg0GlgsFuh2u2IfbFmWkA/z+TzW67V8Xzweh2EYsnIghsOhcAA+/fRTbG1tYblc4vj4GMfHx4jH41BVFYZhiKGQx+MRkyPu8m3blh37/v7+jYS/aDQKwzDQbDZlWpHNZqUYJGmQeQuBQACapklKH42uAoEAstksGo0GLi8vkUqlkM1m4TgOWq0W6vU6yuUyVFXFp59+isePH8vP7ff7sCwL6XT6zqyKTWMlgrbSnNrcZbZDj4Y3MfTp30+PjnA4jEKhgEQicadfgK7rrrGPCxevgbskew+oqiopgmSYb/qvs2u93QWRVJfJZEQXzk6aY3R21TTNofkQb6p0R7MsS5jOlAe2Wi05VNiZUd9t2zaq1apE/C4WC3Q6Hfh8Punci8UiPB4PFEUR/T+7NcMwcHR0JDJAHtCGYeDy8lIOPrrEUZNOBv1qtUIoFMJgMEC1WhXyGm1f+dyB72SMsVhMdtebfgrUfG9vb+Pzzz+Hqqrw+Xzw+/0wDAOmaULXdTHUsW0bkUhE+A+z2UxIZS9fvkS5XMbJyQk0TbvhYx8IBDAYDGDbNrLZrMjuSPhjV91oNBAIBOA4Dmq1GpbLpYz8nz59ik6ng+fPn4unwOXlJSzLwldffXVjnURt/Pb2Ns7Pz5HNZsWb33EcvHz5UpLutre3JYkyEokgn8/jxYsX6Pf7IstkMciC1LIs6cRZMMZiMZm6PHr0SIidXI20Wi08fvxYZKnhcFiIla1WC9vb25LrsHlwcyq16Xg5HA7FtndTPkv/CJJD79O1c61kGMYbpwYuXLh4M9xJwHuATObVaiUWrCTssWO9rRDguoAucYypZUfm8XgwHA7FfKher6Pb7eLy8hJfffXVjehgjvLH47Ewv6mvJlmLhjdcCdCpjpnwrVYL/X4fqqoik8ng4OAABwcHkmff6XTEL54IBoPI5/PweDyoVCrQNE3Y/7lcDuFwWLgF8XgcwWBQxsq0SO71eohEInj48CEymYwoGHhAUiJ2cHCAXC4Hx3Fkt0yOBT30k8kkvF6v7Ks51qdPwHQ6RblchqIo2N3dlUOfpMlerydTif39fezv70tXyXQ8TjpobTsYDOD1erFer2Wk3e/3cXx8LAVLJBKR1L9IJCIrhE8++USmPnxeJBhuEtfOz89xdXV1wy55NBqh2+3i0aNH8Hq9iMViKBQKIp+jJHC5XMqkh86EwPWEot/vSwTvZubBJjmPcsjd3V189NFH8vNZ0PJxvF4vDg8PUSgU0G63US6X0e12bxS+LJQBSJHMaZCqqvJ5qFQqkg2RyWReSZW8C8FgEOl02i0AXLj4HeFOAt4DJAau12sxZqFCgEWAoiji6U79Obt7Gs6QLT0ej0VKlsvl4PF4hJTFfXC/35cOKRAISHoa9+R0nYtEImg2m+h0Okgmk+j3+1gul+LXzw6Rh382m5WRezQalcKFITa8ObNz8/v9yOVyePbsmaS9UdI1Ho/xm9/8Bo8ePZIJB8lv0WhU5I2FQkH0816vF6enp0JiZEIiPes3HQDJp2DnOZ1Ooes6jo+PEQqFZMy+WCzQbrdxfHwsEwR6DVxcXGB/f19UDDTIefr06Y2OlPtmPhbH/5x02LYtyYmKouDq6grJZBLBYBDT6VSkkPV6HR6PB8ViEc1mU3b49OcnmY3kwUgkIuZBkUhEJKTkVOzs7Ij8jc57s9kMlmUhHo9LNgCVHZxIMHuASgxFUeDxeGRCQ8klbX7z+TxKpZJ4LtTrdRiGgfPzcymaDg4OJF6ZxZJlWVL80NeCrH0AskYzTVN4MJqmuR29Cxc/ENxJwHvA7/dLR0P/9M1DHYDsJnkI0uCGq4R+v496vY52uy17TXbpZO7zBnwX01/XdTkcgOsigDHDhmGg0+lIh8ekN464WZBwfbFJ0AuHw1iv1zBNE7lc7k6+ArX8iqKILwHXA4zApTqAr5/2ueQKAJDUuXg8LjGxpmlKAcGxcSgUkjE+/Q9CoZDI7/hz+/0+2u02Go0Gjo+P8dd//dfo9XpotVryWHTp83q9iEQi2Nvbg9frFSe6fD4vB7Vt2+h2uyLPozEN1zOU2LEgcBwHvV5PPBtM05SUPBrv0BJYVVX4/X4h5qXTaZnCaJqGhw8f4ujoSBL1eMiv12tEo1HxzOe0wjAMRKNReDweKdpIWKUVsuM42NvbEzVGs9mUFVQmkxH2fzqdht/vx2AwwM7ODlKpFObzOT7//HOcnp4il8thd3dXJhehUAjpdBrb29tIJBIArvknrVYLvV4Pg8EAvV4PiqKg0WiIZ0M0GhWiplsAuHDxw8AtAt4DvMmyW6an+2KxkJE/ADkw+HeKotwI0vH7/XJA5PN5IZ+R3c5/Z5qmRMISPJA4nubBpCgK8vk8gO8c+srlstzsOX5nQh3XBsA1D4H6b3aF4XBYDl6i1WqJi12xWESn05G1RSwWk86P5kIejwfdbhfL5RKpVOrGDZ8scgCIx+Pw+/3yfGezmRAU6V1AkmCtVsPV1RV0Xcdnn30mUrfDw0Pk83l89tlnePLkCba2thCJRMTUxrIsscHdfC6TyURc8VioMCnu4uICl5eX8hxN0xTnQlr15vN51Go1VKtViRzmteUEh2sKGgExWllRFMTjcQwGA8lCUFUV6XRarg+thM/OzoRwyWIjHo8jFotJUBO5GZx28Npx5RIIBOQ5vXjxAoZhiFSVxSjzEQqFgpAkZ7OZmDbdRcDj52prawtbW1uIx+NYLBZ4+fIlzs7OhBdTKBRQLBbFpdGFCxc/HNwi4D3AkT4AyTJfLpeYzWZissN4VYaTsAiIRCLSnVHvzO+PRCJYrVZyeDMgZTQaidZ98zlQu+7xeCQGFrgeubK7tixLiHgsTjiNmEwm4nAYCATEHIfFDR8X+C65bblcitzu6OhIDGKurq7QarVkX06nOxIku92udKubCAaDEiecz+dlHzwej3FyciKug7PZDL1eD91uF4PBAOVyGZFIRPbSND7a7OhJdIxEInjy5Ino04FrKR6JmmSaa5omeQjr9RoPHjzARx99hOFwiN/85jfiIkgnR5LtGNjTarXQarVuqD44rbm4uJDOneZM6/Ua0+kUqVQKfr9fZILMp6hUKuJFsbOzIxJBRVFk4pFMJqVI4lQnHo9jPB7LyooqDqYKMvI4nU4Lj4TGUuRd9Ho98XngOioUCuGjjz5CKBRCvV5/ZTrFsCd+3n0+n6ynNE2TYjedTt9ZRLhw4eJvH24Z/h7gTZo71Wg0imq1KpMAhuroui5FATtwjrbpBkcyIYOBmLceCATEfpV76nK5jNFoJDp/6vB5w/d4PGIp7Pf7EYlEZCxbLBYlVIiJdNyBq6qKUCgkRjvU8HPfSyKdqqoiZdvd3RWyHztDSsVIQNwMCJpMJjg8PHwlVInkRl3XhbWeSCSgaRpqtZqMzB3HwfHxMbLZrEjBdnd3hZw3HA7FA2FnZ0diggeDgUwAFosFDg8P0e125eeSpMb3kl8Droulx48f4/LyEn/5l38JXdfFWc9xHBn/G4YhccTVahWHh4eYzWYitZzP59B1Hfv7+7i8vBRN+/Hxsez5z8/Pb0TkrlYrkTWapilmTLlcDltbW6jX6zg/P4eqqojH4/I5A4BCoYAXL16IxfD5+TkePHiAdDqNr776Cn6/H4lEAsfHx7Ie4b/vdrtIJBKyZuLUg5/fo6Mj4RW0Wi0Eg0HhvmxOqgjmN9AbwQ3oceHiw4Jbjr8nSL6ybRvRaFQ0+cwGIHucpCl2aTzYWSRwPEtzHTLiubOm6QylVRwpk9XO4JzFYiH7bzLC6cjHlQK7PkoGmesOfDeWJ1t8s2Nfr9cYj8doNpuS1JdOpwFAGN6apuHjjz/GL37xC0QikRuxuTzcuC8mSKbkrh6AxOz2+33s7Oxgd3dXEvAuLy/FjCkcDsu1YpIfVQi0DKY+fLVa4eLiArqu4+DgQGyEOUUhic80TZkCULEQCATwR3/0R1BVFefn52g2myKr45pjNpvh9PQUp6enMjmhl8DBwQHi8TiKxaIUeul0GhcXF8IX4AqCZL71ei3rFI7necDSo+Lg4AB+vx+TyQSVSkUIiPTzV1UV7XZbzIZisRg6nQ4sy0I+n8dsNhPTn3w+j5/85CcwDAMXFxcol8vo9/syJeEagSRYn8+HXC53g6jKtUQ6nUYul0OhUEAsFkMul8PR0ZHEQrvOfS5cfFhwi4D3BD3jOdb3eDwYjUYSksKdLL3cyR0gE58SNzrdMc+d6gD6AcTjcTx48AAejwfNZlM6QYbwjMdjXF5eotFoAICQwKj/p4Ss1WrJjp8/X1EUXFxcoFQqYTwey8gdALa2tuTxAMiBwkOBwS3U9NP9MJPJ4KOPPoKu6zg9PcXJyYk8HxICAcg+nSsS8hU4Zh8Oh0gkEvD5fLAsS1jl5ElsbW3Jwbher8USWFVVmcb4/X4JS6JJEg8zFgFchbD7pePfJm9B0zQcHh6KPS2zAyiJGwwGePbsGfx+P46OjmAYBjRNw87ODhaLhTw/mvqkUilcXFzAcRxomobhcIidnR0J0CEfg+udbDYrqxtmCnCfTgXFeDxGq9XCdDqFz+cTT4TpdIp8Pg/LsnB1dSXmUO12G71eTxQJmUwGDx8+hOM44t5Ih0DHcZDJZGRiAEB4DBzvJxIJRKNRIbdyrRWPx0UNA7j2vS5cfGhwi4D3RDAYlH03O3ruh+lrT407CVVknNMelxOCzZwBar2522bnmEwmbyQOJpNJZLNZ8Y3vdDoiN+R6gCQ07pIp31qtVkgkEjg6OpLDnIY1z58/l8ORO3KGsnCCEA6HZdpgmqYk9cViMVFOPHjwAKqq4uTkRGSGHAPThIb7esb68nVvatJ5QB4cHIiigmRB8iyazSYsy0IsFsN8Ppc0v1arJXI2kuWA78h9g8EAgUAAhmEgFAphuVzKemazCJhMJjg6OhL9PwBcXV3h5cuXYoEbCARQLBaxvb0N0zQxm82k2BiPx1iv13KQ0vaZiYQ+nw+FQgHBYFAif2ezmUgh8/m8OAPyNbIYGw6H8Pv9su7pdrv48ssvZaJwdXWF0Wgkcsfd3V30ej1ZJRweHkqHnslkhOPBcB6qIlRVRTKZvCGDfR24yiDxlSsDumS6cOHiw4FbBLwnOBqlFI57aboFckxO8hn39NS7sxMn251FAK1zKZGjBLEXOVufAAAgAElEQVRYLGI2m8khAUAeO5vNYm9vD7qui74dgCTokajGA5Pj22g0Kp3xzs4OCoWCxLyy8zdNE51OB9FoVAiNmwEvzWZTCgTLsqAoihQ2TKJrtVpyPYDrqcJqtUImkxECZTwex2w2E939arXCy5cvsV6vsbW1JfI5uvNpmiZdeLPZRCQSwXg8xmg0krF+uVyGpmnI5/MwDEOIeNFoVFYhhmHIhMLn82EwGNzIQ1iv15jNZsjn82ISlU6ncXp6iufPn6NYLAKAdMP0giDRr9VqyepCVVWsVivUajUJN2q1WhLxu+mouJkWGY/Hb8T8At9ZJzMQiMmH8/kc5+fn8rmggdLe3h7y+TyCwSDK5TLm8zmKxaK8znA4jHg8LkUR1yjJZFI+46lUCqvV6hVC4G20222JLua6ZfO5u3Dh4sOBWwS8J1gEkPRHyRjZ4KPRCF999ZXsdukKRwc/xtByN8+wFR7SyWRSOmJG1VIbz4621WphMpmgUCiITIzkQqbIcbzOXTnjZDd33hzxRiIRGIaB7e1tZLNZxGIxOfgMwxDZGEmDjuPg7OwMi8VCxvWbHvz7+/vY3t4WbkS1WkWtVrsxzh6Px5Inz5E5O2WaHk2nU1iWhaOjI/R6PSGxVatVdDodYf8rioJarSbj7MVigZ2dHdi2jXg8jnA4jG63KxON0WgkUcJcAdDGmEUOVwu6rsMwDFnp2LaNXq+HQCCAXC4n/IPJZCIcka+++grBYBDb29syWeDhvr+/L+N6Kg7IK2Eo0nw+RyqVEo4Cpw4kgJKYGAwGkUgkpED55JNP8POf/1yKkvl8jq2tLRSLRVxdXYlSoFAoiCSRtsskk1qWhUQiIRLRTW+D274RmxgMBmLLzGtIT427oqJduHDxw8ItAt4TmqbJTZnxpbRFjUQi2NnZgWmacijV63UZq9PEhdG6lmWJjS3d6XZ2djAejyVIJhKJQNd1+T7LstDr9aCqKra3t8Wkh4deqVSCx+OREbemafLz/H4/er2e7I4pY6QXABnzyWQSjx49kiQ+Pmfe3KvVKk5PT5FKpbC/v49sNovlcolSqSQ/c3d3F5FIRA44drlMAaS/AS2OqX/flK6dnJxgvV7jV7/6FZbLpdjq0nyoWCzC5/MhnU5L5C7XGXT520zHazabQoDkpIS8BRobUcJG3wd2tOy+qc4YDAYIh8OS5cBrSiXH4eGhXK/5fI5WqyWHIgszcg1oAETzIf6hlbLP5xO7X9M0ZcS+t7cnEtVYLIZ8Po/d3V1xnLy6ukKv10On08FgMICmaYhEIuI3sNmhk7zJ9cCmqx9w7dXPFddtTKdTDAYDuTZEMBgUzoMLFy4+LLhFwHuCWnvK++LxuEiyyLhOp9PQdV126+VyGV9++SWOj4/R7/cxGAwkjKbRaAhZjMxqxrgCkC5tvV5jOBzi7OxMdulkkLOrZhSvbdsiIaR2nEqDZ8+eydQBgBADdV2/EdZDYxmuKTjubjQa+Oqrr+D1eoU9T+c4SvBWqxVisRj29/ehKIrIxbxer4TZkFNBLgD30CxYWEAlEgmxGj47O0O1WkUwGEQsFsNyuUS9Xpc9/2KxkL015W08wBOJBHq9Hnq9njg8ck/NKcdqtRKVAPXzNFbilCIWiyGZTELTNElAZHpfq9XCYrGQoKjZbCZxvdzz89pQaXB6egoAUqQZhiGZAFSSABACJLkER0dHWK1WaDQaUigyj0LXdZH0nZycoFQqiSvkZle+Kds0DAPpdBqFQkHWVYFAQOypaXZ1V4QyLaSTyeQrvy+uLNCFiw8TbhHwnuBolKPZTWIbbYIBCEt/Op2KiU88Hkcmk8F0OsVoNEIymUSz2cTZ2RkSiQRSqZR0ijx4WATwZktpnd/vF4nbpu6fHvs86L1e743umJGzjUYDPp8Po9FIxvQcyRPsCOm/Tx7AcDhEsViUw45+ApFIBMFgUNzzMpkMMpmMPG+uFjh98Pv9qNVqclDTTTGZTMq6hZMCds60CWYug9frvfFav/nmmxvkvs00RBY2uq7jxYsXkmZIxz1K76bTqcj0ms2mTAgcx0EymRQ+gKZpYuPMCF6a5ZycnIixDmWg5I3w2pTLZVxeXgopb1MpQrtdvtfz+VxUDFQGkByYyWQkWZKHNkmlg8FAijTKF5nFsHmdgsGgTGaWyyXm8/mNgoFqDqoVgGt+AqWmDC9y4cLFjwMuVfc9QSc3ABLlGwgE0O/3MZ1OYZomqtUq4vG4sP+z2ayQ+RhiQ2073QBpnUsTHt70GQzz8uVLkdRx785unhMF7oibzSZKpRIeP34M0zRhGIYY8lArfnJyIp2ez+dDsVhEv9+XPTAPP1rPBgIBsSVerVbY2dmB1+sVLkCr1UI0GkUkEoFt22J04/P5cHp6KtMNTk0CgcANFv9wOESv1xN/fwCSbz+fz3F4eCgJi5PJBOPxWKYmnLyYponz83N4PJ4bHgvAtXlNpVIRsiAP/0qlIq6FlMKRmLlarVCpVGRqwUOUyXgcqReLRXi9XrTbbXS73Rvyw52dHUk2JCmz0+lAVVVcXV1hsVggmUyiVqtB13Vh7bPj5zVk8E4qlboR10s5JVcEm9MQxjmTHOn3++U13t7Ts5PflAPe/h5K/ijjZKARMwdcuHDx44E7CXhP0KmOBi3s7FqtlujtvV4vjo6OsL29LYoA3pij0agUCAxu4Y6WjoPU47daLdi2LfIsTdNEX755043FYjK257rCsiw5rBiMw1367u6uyOXoVBiJRMTfgJ0/g33IKqe/ADtLMtNp6ENHv0KhIIx/Tk5YbIxGI3Q6HUwmE9RqNSSTSXHC4wG8vb0NVVXR6XRQr9cRDAbx05/+FH6/H/V6/UacMvMAOJkIh8OYz+d48eKF2C/bto1qtYpKpSLPLxgMIpvNIhAIoNPpSOdNpQFwTcDkbpzSTDoSLhYLHB8fo16vw+/3I5vNQtM0CdnJZrOo1Wr4q7/6K5RKJdHXA9fFzcXFBTye/7+9dw9uNL3OO58D4koQd4DgnT3dw+numVmNZ9SxR17LlbIVeaRKokusRN5USRurok0c7W7WlUqUVW0q/6TKXteuK9547VVWKUsuJ7biRCtVSY4sKU6UyB7JLWlmNPdm33lpXkEABIgb8e4f+M6Zjxiye7rJ7mYPnl8Vq8EX3/fhu7DxnvdcnhOwUs9sNmv3SPMBtNPf7u4uKpUKut2unUM+n0c8Hre8Bc3ZWFtbs3ukeQJbW1uoVqsmdHWQeE8ikTA1S81F8KN5D5oAq94dJv4R8uBBI+AOUTeqZsmrq313d9cy3wuFgqnhaRWAuonVJT08PIyFhQUEg0Hkcjlr36vx6nK5jBdffBHf+c53TK72+vXrliW/trZmrnoAliCo3gSVA97Z2cHY2Jgll2lZ48TEhHkcSqUSyuUyotEoGo2GKfo1Gg2cOXMGExMTGB4exqVLl3Dx4kWr91d53G63i0gkYhOmageo1v3Y2Jjdg06nY1r7Q0NDyGQyWFtbQ71eRz6fx8TEhB1Lk/Oy2SwymYwl56luvir11et11Ot1qxiYmJgwl/bCwgIWFxetOkCvWZMiNb6vGfVqLCwvL2N1dRVXrlxBo9FAJBLB2tqaqT4653Dt2jV0Oh1MTk5ibGwMZ8+eteqO0dFRE3CKx+PWNbHZbGJlZQUbGxsoFouWcFcoFLC7u2uiU1qJsbu7i5WVFYvp6+StyZSRSMQMt42NDTOatKGSNoxaW1uz/AZNAN0P/fvzJ/j5Ua/C+vq6hbkIIQ8eDAfcIVpip/FPjdvqZNxoNKy9rLbD3d7etpWaSrGq/GwikUCr1UI2m0W1WrVwgk6ipVIJU1NTaLVa5jKPxWIolUq4du2afZlns1nTK9DSPU0Q1PI2TTZzziGTyVi2fqfTweLioq0UV1dXsbCwgEQigXe84x2o1+sIBoOmPJjJZLCxsYFYLGYd/k6ePGkTfaPRQCgUQiqVwtLSEtLpNFZWVky45vr165iZmUEoFML6+jpCoRBmZmZQLBbRbrdx9erVfXMD/PH7VCqF1157DePj45Yl//zzz1sf+1gsZuVtr7/+OqrVqlUzqHdleXnZjLmZmRkEAgHT8h8dHbVEv3e84x1IJpOW+DY9PW1VBfl83pLyHn74YVy8eBEvvvii9VRQISUtTVTjScM8qo0QjUbN8Ol0Opa0t7a2Zl391NWvSoHqNbp+/Trq9Tqmpqasc6L2HohGo4jH46ZyePny5ZvG79WQ6+/1oGjeQKvVYh4AIQ8w9ATcIVrnLyLmhtU48cLCAtbX1xGNRtFsNtFut5HNZi2BSrvWzc/Po1arWYmbTgrLy8s4f/48hoaGTIFO+wCoZ0FEcPbsWczNzVmCWS6Xw/T0NILBoPUVAGBSrs1m03oPbGxsYGFhwYwVLevSBL9XX30VV65c2VNDnk6nUa/XUSqVTGVvZmYGZ8+eNQPDP/lcv37d3NkTExOWE1EqlfDqq6+aAdTtdpFKpVAsFpHL5RAKhdDtdrGysmJ69MAbfQq0L4BmqWvDoWw2i0KhgEwmY8mHmiehPQ90Ek+n05ienkYymcTVq1exsrICoCcOtLm5iZMnT+LJJ5/E9PS0dRR84oknEIlEbP+hoSF0Oh3zsCwvL0NE7D7oSvnUqVMmUxwMBnH9+nWcP3/e9Ae0JfDExIR14lOvhoZ1SqUSIpGIhWv8pYKqGKlelLGxMZuktQxS8wBGR0cxOTkJoDfRLy8vm+HqR8sVNS9jP/RYVAEk5MGFRsAh0HpvoFe6lU6n97TGrVQqFmtPpVKmYa+qa1euXEEgEMDJkyetM9sPfvADtNttm7AuXryISqViXgXNqteEO10l6z4qyqLNjPT8tBRxa2vL9OU10Uzr3jOZjOUZrK6umhJfJBKxFb+K8Ggp5NjYmOUlaIJeKpWyxj9Xr161pD0VNVpfX8elS5eQTqetB0A8HreSv62tLXPDa6Kkejh+9KMfmZSuJuBNTExYgqSKIakhcvLkSQwPD+PVV1/FtWvXMDw8jEQiYd6YRx55xAyFlZUVS8Q7ceLEnkqFqakpdLtd7O7uWjmklvtpdv329rbpIKTTaTz11FOo1+tWGqjSwSqKFAgEcP36desJMDk5ab0PVOxJ3fyatd9utxGJRLC6uopyuWxeinw+b5UlOqlr4qoaA+otCofDGB0dNU/G8vKy9UQAYImbt4rxa+IkIeTBhUbAIdAMdlW+SyaTlrylE161WrWmMOpOV7GfcrmMTCZjmeIrKyvY3Ny01WylUrEyu1arZROyir5obFuV8LSLoIrLOOcsyS+VSqFQKGB1ddUkZ8fHx01atlwuIx6PY2try0oV/clhGh/XBjPdbhfdbhdbW1umAhgMBhEIBKzVcSqVsmvVyVIn3eHhYZw9e9ZUBuv1unW1U0NDM+sBIJ/Po1KpYGFhwVbwmpTW6XSwvr5u8f1QKIShoSF0u11kMhk8+uijJhqkanhaUZFOpy05cmdnB6VSyTLeNUFRJXNVNllLGRuNBsbGxixJTs9Bu+ydPn0awWAQL7zwgtXmLy8vo1ar4dSpU0in09jZ2TGpZm2jrPF/AFb+ODExgUqlgqWlJfPkAD3jTiWjtaJEwzC6QldjQA08NS7U8EilUqjValhcXESlUjFFxoNCAYSQtw/04x2CSCRiWdmNRgOTk5NWLqdf5tvb29ZC+OLFi3tq47Xc7MqVKyiVSpYEVqlULM66vLxsNdsa49ZtqtWqSdTqytmvNqdSxuVyGVNTU8jn8+Yibzab1iinUCjYe9vb21ZTrnH/VCqFS5cuWULcysoKdnd30Wg0MDc3h0gkgmQyaTK6qpGvx9fM+0KhgFQqhVQqhVAohFqthvX1dZNM1sTDVqtlE3W1WrU2x51OB4FAwGrmNRFOuxtqkyTtI+Dvcz82NgYANpH7n6Hey7Nnz1qOQTAYtHutOgD67CKRiE3a4+PjVh6ZTqet7HB3d9fkkP05G9oYKh6Po1wuY3p6GpOTk+h2u1hcXDSPyMLCAkZHR80Yajab2NraQrfbxaOPPopgMGjhj3A4vEfZT1UB/dforwbQskqgt5rPZDIYGRkxESUA1hmTEPL2hkbAIdCELpXnjUQiyOfzCAaDmJmZQaPRsMlMXemlUslK7HK5HNbX1zEyMmLle9rUR7/ENQ6u+zvnbJJ/5ZVXTEAnl8uZK1pX/prp/uKLL1qYQisSNjY2TO9eY/5DQ0M4efIk5ufnTQ54ZmYGo6OjuHDhAq5du4Z6vY5cLofZ2VmEQiGTLNbWtOl02pTpbty4YbLG2npXG/LoZBmPx23ynJ2dRbfbhYjYqlaNIw0NiIiV8WkpnxoH5XIZzWYTiUTCPBNacqnaCToJq/LeysqKifdokx9/KaZ6N1QiWM9N4/6aM5HJZPD444+j1WqZnn8sFkMymbRWwGr8RCIR0384c+YMZmdnAfQ6MmofiY2NDVy4cMGElrTMT70bqrOg8X0V61GtAF39A2/kr2jfCv3b9aPljRqKSCaTd/X/DiHkeEAj4BBofbY26QkEArbqUkW6eDyOyclJZLNZm9QKhQJeffVVBAIBk5+dmZnBpUuXEA6HLSlOV/nRaNSqANLpNC5fvox0Om0NizRJTSmVSlhaWrImMn/2Z39mk5P2NdBcBVU2XF9fx+zsLKanp8370O128frrr6NUKmFtbc0MkMcee8w64NVqNctwV31+neBWV1fNw9DpdHD58mWIiK1em82mlfypMaXdFXVi1gm5Xq/joYceQiKRwA9/+EMMDw9bjN45Z4mQ3W4XIyMjltSmHe+082Aul0O9XrcVr3oJVLBnc3PTdO5brZbJ5gIwA0WNGL3WWCxmCn/6TC5fvoxEIoHZ2VnTKNDP005+8XgchULBnl02m0UymUStVsPVq1fR7XYxNzeHZDJpCZQXL15EvV7H8PCwtYpWr4j2PgCwxwgAepN+u91Gt9u1EtX90OdICBkM6O87BOqWVrepc856zqt2fqfT2ZOIls/ncfr0aTzyyCN48skn8a53vQvJZBKpVApjY2OoVCoYGhqyEkERwZkzZxAOh/HCCy/g9ddfR71ex4kTJ3Dq1CkkEglcvnwZ5XIZMzMz1k2w2WziwoUL2NraQigUwuLiIprNJpLJJJLJpOUXaFJYKBRCoVCwsrkTJ07giSeewMbGBl555RUsLi5a18GVlRWUy2Vsbm6iXC7vmVw0YVAz/nV1rUbDwsICnHO2ItaOdurpAGCNmUQElUrFXOKhUMiUDrUEUXMUNEyh7n+N2+v+mryo/e11kh0bG0M0GjXZYRXu8Us7RyIRdDodCy90u127h1tbW1Z5oCGeYrGIra0trK6umidAFRhHRkZMYW9iYuJNK+5gMIhTp07h3e9+t+n+69+XliaqoiIAM3J2dnbsHqpXx08ikTDxJrb0JYQoNAIOgSrgKa1WC0899RTi8TguXbpkJWFaz62rtWAwiNHRUTzxxBMW9+10OigUCmg0GtaOVbPz1SUMwFZ6Gi7QtraNRgM7OztIpVIYHR3Fk08+iXQ6jRdeeAHVahWXL1+2pDaV0dVa9HA4bCvwxcVF6wWv/eNVYS+bzWJyctK60GWzWXQ6nT1Gxe7uLqrVKq5cuWKufzUYCoUCpqenrde9rnpVz19d4SrJ3Gw2TSeh2+1aAp6uwBcXF6280TlnHRur1apVTCwtLVnMXxMJVa5YP7fRaEBE0Gq1kEqlbNLV8k7VJuh2uxZG0BLJra0tq4gQEctvmJycRDgcxuXLlzE6OgoRwfb29h5p5ampqX3r6yORiOUnlEol6+6o3oxSqWSSxPV63e6zhhn6vQCKvxcCIYQADAccCv0i1i/pRqNhGe+vvPIK2u22xb41ZptMJlGpVKx2Wye4TqeD0dFRdLtdXLhwAVNTU9ZPYHh4GD/5kz+JRqOB1dVVAMCNGzcwPj6OWq2G6elpa+wTDAYRiUQwPj5uynRLS0u4ceMGXnjhBbzzne+0lrpXr17F2NgYMpkMFhcXsbm5ifn5eWQyGUs21Fa/ExMTGB8fx+TkpJXwnTp1ypT8/MbQ9vY2SqWSuZa17ay2to1Go5icnMT3v/99BAIBy5kol8vWaEcTLmdnZ7G6umpx/42NDWSzWVy5cgXVatVkgjWWrWEFzfhfXV0140Q9C+l0GsPDw1bit7KyglwuZwaBokaAVgZoB8ETJ04gEAigWq1iaGjIYv0AsLW1hWazibm5OWxsbODatWuIx+NWAaItf8fHx29agiciyGazWF5etnMGetUMq6urdu5a8qmNg/rzAfzs7OxYS2RCCAHoCTgUWj6mGfmNRgOBQACnT59GOBzG/Pw8hoeHLQt+eHgYyWTSeq77VeK0rK9Wq2FtbQ2FQsEmL004nJmZMRGXTqeDCxcuYHt7G8lkEsPDw0in0+aW106Bo6OjmJubw9jYGNbW1qxzoHbOm5qaQrFYRCgUwp/+6Z/i5Zdfxu7uLra2tlAqlZDJZHDy5EmLz9frdesipy1xtUWwUqlUzNuhCXxzc3M4deoUTpw4gTNnziAUCpnAkrbrBXoJbtqHQXX2tbpic3MTy8vL2NnZQTKZxPj4OJxziMViyGQypj44MTGBM2fOoFAooFgsmqFw8uRJzM7OolAoIJFIoNlsmhzwmTNnLHlS6+XVQwD0Qj3VatUkcpvNJqrVKkZHRy1U4ddviMfjmJ6eRjabxdWrV62kcGFhAclk0joQ3gxNEPWfUyqVshwIv5qg6k9oKGQ/VGCI6n6EEIVGwCHQLm76xaua7Ol02jLRAVhTHF0x6kQK9EIIsVjMyrw0G167wYXDYTMyxsfHEYvF0O12TXeg2WxaaWCxWISIWJxZcxNmZmbw2GOPmddBhWpCoRDK5TJWVlawtbWF733ve1hbW8PMzAwef/xxxGIxm0zz+TzGx8etqY3WqquW/vb2Nm7cuGHx+mg0ahn7Kh3sv2+ahzA+Pm4rWW0WpFn5nU4H1WrVVu7nz5+3ksGzZ89icnLStAs0lr+7u2uGkj4XTczTpE3gjVK6paUlq5cfHh42oSfnnNXo6/47OzvIZrMQEesSODExAQBWIeHXNhARnD59GrFYDDdu3LCQg2r5vxVUk79UKgHoGQbDw8OoVCrWbnptbc2aQK2srGBpaQnLy8tYW1tDqVRCtVpFtVq1e0wIIQrDAYdAXdudTscqBDRbWzXrNaaey+UsE1zDBAAsaU1E8PLLL2NoaAgzMzNYW1szhblOp4NSqYSNjQ1bka6trVk8/tlnn0WxWMTs7KwlJ2pm/M7Ojunhb25uWvxYNQx0olPvxLvf/W7kcjnLHRARaziUzWYxNTVlUr0bGxtvUiu8ceMGhoaG9qyc+yc85xzW19eRy+WQzWZNUc8vdAPAPCWRSMSU906cOGF17cFgEM8995yVPo6MjOxpfqTCRXr+quwHwCoWtF9DOBxGJpPB/Pz8nhwBTQpUAZ18Pm+9EUZHRy30ouI9/Tr6Q0NDOHv2LJ5//nnTX3jooYfe8t+YenW0bE/zAhqNBra3tzE+Pm4KhNFoFJlMxjxFaihq58qbNQwihAwm9AQcAtVlB2Cd3mq1GpxzCAaDSKfT5s7VGnNNOtP9ms2mJQ5ubW2Ze1mb/IyOjiKVSmFoaAg7OztmFOiKU8vWVHNe2/iGQiFTndP4cyaTwfDwsLny8/m8JYpppvzTTz+NYDBoLmytw1fxIL3mU6dO2blWKhX88Ic/RKlUspX8+vo6RATj4+Pmyla0q2E+nzeXdq1W26O5EAgETBRJwwVqcKn6oOYkqG5ANBq1xD5VWlSlQFXy088qlUqWowDAKje0OkK9OqFQyNoka5WHP98BgE3C2vegn+HhYTz88MOIx+P2PG8HvabNzU1TAtSW0FomGYlErDJB+wdMTU1Z2ef4+DjGx8cp80sI2QONgEOi5W8q0qKtd1W/fmdnxzoI+rsIajKhquM1Gg2MjIwgmUyiWq0C6K2Yk8kkRkdHMTY2hkQigUwmg6mpKSSTSZw+fRrdbhfxeByzs7NWr++cM0lflfAFgJGREUxNTaHdbmN+ft56C6iyYLFYtJ4FmkinseaRkRGb9FQYSWWH9Zx1Rb+9vY1ms4nR0VHE4/E9Cn0avgiHw+bm1/ujan87OzuWaR8KhZBIJEwLQe+bqhnmcjlsbGxYPwb1YCwuLlqJpkrhVioVrKysYGFhAZFIxBoa7e7umuBPMBjE0tKSVXZ0Oh1LqPM/G3X5N5vNPXkAB6GdC2dnZw+s0T8I1ZPQChANE3W7XZRKJdNHOCjpT9te3+7nEkLe/hzKCBCRj4jISyLSFZFzfe/9YxGZF5HXROTnfOPPeGPzIvJp3/hDIvJdb/wPRCTsjUe83+e9908c5pyPGk200hW+rnJFBCMjI6bqpvK9jUbDWg53u11r7aqKdsFg0Eq5/Elcftfu3NzcntI+La3L5/M2EW1vb6Ner6NQKCAYDNpKudlsWlxfKxUuXbqEUChkZYj1et06+un2GvoA3jACYrGYhT6AN8oVl5aWbJJWIRvVCFheXjb1PJ2wtYKgVCohn89bDwAAKBaLdk9UTbFarZrxpboB6+vrWFpaQqPRwObmJtbX13Hjxg3T9N/a2sLrr7+OCxcuWHxdwwRq8ITDYQwPD+Py5cuW9a8Tr95XbRSlXoXNzU0MDQ1Z7P4gRARTU1OYnp6+o78z1SHY3Ny0stNQKGRhDc1/4EqfEHI7HNYT8CKADwP4tn9QRB4F8FEAjwF4BsD/LSJDIjIE4DcBvA/AowB+wdsWAH4VwK875x4GUALwCW/8EwBK3vive9sdG3QyUpf89va29W9Xt/709LTF6FXopdVqWTObUCiEeDyOfD5v9eS6+tZVXrVaRaVSQTKZxIkTJ0wSF4C533VF2+12US6X91QJqPb+2toaUqkUnnnmGZw+fRqVSgUXL17cY2xoApyWBaoCn26jsrl6jZqsqB8H+BkAACAASURBVAl0tVrNktdu3LhhCWrhcBj5fB75fN5a4oqIaf3X63VTx6tWq1buqLoJyWQS8XjcJIGBXqhDdQ+y2SweeughxGIxTE5OYnR0FNls1sIY0WgUp0+fxtzcnPVs0NI6Fd3RXIZUKoXd3V2Uy2WEw2FEo1EzGjTHoVarmerhW9HZ10qJO0ErJdrtNlqtlvUB0PfeStc/Qgjp51BGgHPuFefca/u89QEAv++cazrnLgOYB/Dj3s+8c+6Sc64F4PcBfEB634w/A+APvf0/D+CDvmN93nv9hwB+Vo5RjZNKBwOwiVnDATr5aDy72WzapF4qlXDjxg3r866u/E6nYwlrxWIRAKybYCQSsYlNy9nUA6B1/apGV6vVrH2xGhztdhu5XM4S6KLR6B4DpFar4aWXXkK9XsfIyAjC4bCp2vkFZtQI0AS0RCKBVCplsXGtFNje3sbIyAiy2SyKxeKe8IDfba2TmXYsDIVC1qWwWq1axYT2ZdAWv0DPza4SxMlkEmNjY3DOoVAomHyvJlBqcmYul8Pk5KR5AVT3YGNjA/F4HLFYzKSP/SWRwWDQDDXnnBk2Gm6522joRAWC/I2BWP9PCLkT7lZOwCSA677fF7yxg8ZzALacc52+8T3H8t4ve9sfC3QC868o2+22VQBo6WAikTC3fyQSwYULFyzJTUSQTqfNLa0x9FwuZ/0GKpUKisWiaeJrxriuWMPhMDqdDlZXV9FoNGySaDQaWF5eRiAQsPbGWiGg1QGxWAyPP/44MpmMKRveuHFjT2jDn1Xu9wRojF7lgf0u/unpactl0Bp2bWXsNyq0nE/PS7ssArAa+WQyaW7wbDZrbvBYLGbKeloOWK/Xsba2ZivvdDqN0dHRPQmKflnjTCaDixcv4rXXXkM2m7WWv2tra2bsVKtVM74AWAtjzQ24V2QyGQwNDaFaraLT6ZjGg3pNCCHkdrilESAi3xSRF/f5+cC9OMHbQUQ+KSLnReS8KvTdbbQeHoBNuuoa16ZBW1tbtmpTt7oq3GkDHo2da2xaNd6TyaRJwWp2v8rbqoSuehd2dnawsbFhk3StVrPWwcVi0RLfRATr6+vW4VB7y6t4j2bdb2xs4OLFiwCwpz+Chh20fK7RaOCxxx7DE088gVOnTiGXyyESiZiBoD3sVelOSxB9zw3hcBgiYgp4uVwOgUAAW1tbSKfTtr2qAeq22pAonU6j0+lgfn7eJIYfeeQRy6zXckM1sNQrMzIygtnZWQSDQZMsbjabuH79OjY3N5HJZEzhUbX7NUygK/N7iZZc7uzsWCKklgcyH4AQcrvc0ghwzr3HOff4Pj9fvsluiwD8GVBT3thB4xsA0iIS7Bvfcyzv/ZS3/X7n+lnn3Dnn3LlCoXCrSzsStFxLBX20453GyjXbXWVwdbUdi8WwsbFhDWiWlpawtrZmYYR2u21GQyaTsT7zagTE43GLC2ti3c7OjsWpdSWcz+dtEtVJW934es66gleXdyqVwvj4uBkYtVrNJnRd0WtMXkSsfa+2utVqie3tbbtHS0tLVhaoQkmKeiNisRg2NzdRr9cxMTFhqoHj4+NWNqjGQiKRMG+Aqi9qFv/p06dNZleFmNQ7o3kU2nxIREyQaHZ2FtlsFru7u3jttdfQaDSQSCRMGVANoa2tLTjnbpkMeLdIp9MIhULW2VFLPgkh5Ha5W+GArwD4qJfZ/xCAOQDfA/DnAOa8SoAwesmDX3E9NZM/AfDz3v4fB/Bl37E+7r3+eQD/0an6yTFA2wfv7u4iEAggkUig0+lYz/dUKmUNggBY6+FkMol8Po8TJ07Yqn5xcdG+2LXhjbrJtc1uPB5Hp9PB7u4u0uk0tre3kU6nzaioVqumZqfufxUk0rIydeNrxr9qGQDY4/Z3zllfAG29q9ehRoCel4YydMWtk+fu7i5KpZKt7veLn6sOfjKZxI0bN8yLMj09jampKRPH0fwK9YSoN6BQKFg+gLb0BWAr5XQ6bYaMGgGqz7CxsYFAIICJiQlT3lNZ4Ww2ayV56gXQkk7N1r8fBINB5HI5VCoVlMtl83wQQsjtctgSwQ+JyAKAdwH4qoh8HQCccy8B+CKAlwH8BwB/zzm368X0PwXg6wBeAfBFb1sA+EcAfllE5tGL+X/OG/8cgJw3/ssArKzwOOBvIqSegE6ng3w+b13wVIJWBV4mJiYsofDEiRPI5/PWwCabzSKRSKDb7eLatWu4du2aTVg6ke/s7KDb7Vp5nKoElkoliwtrjF4VClXfHoDJ+GpMWw0IzfZXtDQun89b/kC/EQBgT+OdYDCIVquFdDqNdruNK1eu2OccVKeu5X8jIyNYXV01D0ixWMT4+Li1DdbM/Ha7jaGhIasqiEQieOyxx+Ccs9LFoaEhVCoVAMDExAS63a7lO6h+gMrpanhG2yDPzc3hxIkTFsJJp9N2X0ulktXt3080XLK0tAQArAwghNwRh5INds59CcCXDnjvnwH4Z/uMfw3A1/YZv4Re9UD/eAPARw5znncTdVHrRLu9vY1oNGoJfYlEwuLz8XgczWbTegCoDj7QS4BTD0E2mzVXtTa68fcSqNVqCIVCGBsbw/Xr11Gv1xGPxzE5OYlkMonLly9je3t7j6JdLBZDMBi0xjc6aWs732q1aiVoQM8LoO7wdDqNer1u2fPAG5oAGr7Q5Ef1DKjCHQDMzc2hVCqZfr+fVqtlmvYqzKMufwAm36uhhJGREVQqFTjnkEqlUK1WTaxHJYCBXq7GysoKRkZGTGZYGyJVq1Wsrq5iZWXFqhESiQRisRh2d3fN2FBDw98gSMsn30pJ4N3Er4bY39KaEELeKlQMPCSqxiYiCAaDprjnnLNEM+006Jyz1fDo6ChOnTplx1F3vCbq6YQcj8dRLBZNClgT82KxGCKRCKLRKKrVKmq1mtXGb29vo1aroVKpYGtry/IO1tfXsbm5ievXr6PVapkOfbPZtNCFluaph0ETGbX98Pr6OoaGhiwXAIBNRno/AoEArl27ZsfXCgi/cqCiokCxWAw7OzsIhUIIBAKWgwD0DAXtT6D3QPs1jIyMmDaDhguAN5I0VcipWCxa970LFy7g2rVrJj08NTWFdDptyZF6L6ampqyawzlnsr39OQ33g1AohJGREau0YFIgIeROoBFwSNQT4I/bBwIBmyC1VE8z/LVJjp92u41yuWzH0kqATqeDra0tmzxVIU7DAmp0qNpesVhEoVDA6OgoJiYmMDU1hYmJCUxMTGB2dtZep9NpJBIJm+BUfVBXk7oiV4EdoLfyTCQS2NraslK7ZrNpcrra2VBX7bVazYR7tELhICNAFQlVOln7JCiVSsU8DmpE6bFUh1+TLXUyjEajZngBsOTKSqWCjY0NTExM4JFHHkE6nTavw/DwsD07bd+s6ojb29tot9tWmXAc0IoFbRhFCCG3C42AI0BXYjo5OuesXa9mpXe7XXMx9xsB5XLZkvdUxCedTptLvdVqAYCFGzQbXsMHqo8fCoWsnE3PQydyDSVovb1Obrr6jsfjNmGqEaDZ+Ypmw6s7vtFomDcCgPUP0DI27TdwkBGghkMsFjOlwYmJCbTbbVPw0+OqcaSGit6TYDBoyYb+uLgqJ+o1hcNhpFIpxONxJJNJnDx5EgD2uNFFxKovtA2zbqM6BMcpAU8NIv1bIISQ24VGwBGg0sEak9bJVVvgbm5uWgJe/yoXgK2udbWrx9QJVN3aWueuk7FO8pqToC1v4/G4dePT1saK6hFoWZmWx+mkCfRW5+12+01tZ3XVr2p5GuPX5Eht5KNJdc1m06SPVQnRX9jhDzloe97x8XHrHgj0DJJarYZkMmnVBxpeUTKZjGkoKBru8IcVVEFRdQyAvQmOQK/JUiAQMG+G3o9ut3vPhYFuhRoBNAAIIXcKjYAjQFfCzjmbRKrVKiKRCCqVCmq1Gqanp21SajQaNonpxN1utzE8PGwTthoBrVYLtVrNvACqIa+ft729vae5zPb2tqkCaqzf70Ivl8tYW1uzev9ut4tcLmdGhp67noMf9R4kk0msra2ZAiIA0y3QSgcA1ixJExI1lq9oXb+259UmStrCWOWPVTFQUfEhJRAIWMmgoi59AGYIRKNRjIyMmOECvNkIUE9MrVZDrVZDIBAw78tx68Knfys0AgghdwqNgCNAE7R0smm32zYJLS0tIRAI4OGHH7bJUFX2gF4sWydDjUkHg8E97u92u72nwiAUCllb3Vqthlwuh3g8jrW1NRPu8TcYAoC1tTUsLi5agp32CtDP0ZW7ivzsl3GuE3ihUEC73TYlRKC3yi4Wi3tCD/r5IyMj5qnwr+A15KBNi+LxuLnrdWxrawsA9hgB6vm4mVxEq9WyMI3mZ6ixpsmFwJuNAP0s7dqoYYn7JQx0M+gJIIQcFhoBR0A0GrVqAFX60yS5UqmE4eFhFItFay2s8XSgZwS0Wq09XeJUC17d7DqBdrtdi39rqKHdbiOVSiGbzWJ9fd28Edp+d3V1FWtra9a+d3p6Gvl83lz+OrlqoyHtf9DvBQDeMAJUuVA9Ef73+9sWq4ZBKBRCrVYzI0CvSRMHtY9CMBjc0w5Z2wb7V+FqnOyXaKi0Wi0kEgmIiN1rbb2syZBaydCP3j/1QqRSqWM50WrTIPYMIITcKTQCjgD/ylwTArvdLtbW1tBoNJBOpxGPx5FOp/fI1qqMrSYFqsCOGgGhUMi+4FWvX1ez/vBAOBzG2NiYKROqlsDKygoqlQqy2Sympqas+Uw4HLYcBJ1wVehoZ2cHrVbrpkaASiVr4x4d9+cfqGGkQkcjIyN2rcAbpYFqzPivbXh42EIp29vbe7wAeq76efuhxlgkErEOg0AvgU4bBql35aDnOTw8jN3dXcTjcatAOI6MjY0d6/MjhBxvaAQcAX7VQHVTdzodbGxsQESsm6CqzKlqnZb/aS8AbWKj5Xo6wau6n19yVxMMtf1wsVjE0NAQarUalpeXrcVvoVBANpvds5LVSVRXygDM2PBnxPejq2f1SoyNjVkzIr1mvxGg16qfFQgELOFPqxK0kY/f4IlEIojH46jX69YG2I96G/x5AX781RR+j4SO6TUcZAQAPfd/LBaz1sGEEPJ2hEbAEaBGgD/prdVqmes/mUzaSl9r/bUETRMFC4WC7a+eAAB7RHb8RoCubuPxONrtNqLRqK32Y7EYxsfHkc/n942ba8Mgv+iNGh31et16IfSjE6f/szOZDBqNhjXVUSNAE/50W/3MUqlk4RANBajcr9+tnUql0G63rR+Dn/0qBPz4jQAV+tHzAPAmg2U/RkdH8dBDD+3b64AQQt4u0Ag4AlTNTyfxSqViYjXatx6AydGqcQDAVqn5fN4mL52Q/THraDRqhoG67VUKWEvvzp07h5/4iZ+wcjptL9u/YtbwQX+cW1fX0Wh0j0Gj+I0AveZEIoFoNGqKh/6JNRqNWhkg0JvYG40GyuWydSJsNpu2j98IiMViSKfTSKfT+2bl91cI+NHz03bHOua/DmD/pEBFKxUIIeTtDI2AI8AfDuh2u9Yxb3t7G91ud0+zmVwuZ0aAiFiGvuYD+Cd+TQ4E9noBdnZ2sLu7i0wms0fgJxAI7HHXa3VBvy7BQej5q45/P5qX4C+/02tSl7nfCNBVuE7WOqmurKxYSaLuEwwG9yTpaYmkJun1o0aXXwdA8Zcuqmyzv1LirRgBhBAyCNAIOAI047zb7Vp8u1gsolqtvsmdXSgUrJxwdHQUpVLJGtLsJ+wjIpiamtpjBFQqFQSDQaTTaVPF87vG/W2L4/H4bRkBqt3fbwSot0FFkfxGQCgUQjabtRJHpT8vQGvwNXyhUr+qP9B/TzWEsB8HJQfqvfB7DzQvoP/+sOkOIWTQoRFwBKgnQNv2ptNpm+T6Y92aF1Aul7G7u2vd8QC8yQhQV7/fba8VBar9r5/ZbwRoL4ORkRHrQngztDGRZvXvZwQAsNV7/6SdSCQwOjr6pvviX4Vrr4NOpwMRsRLB3d3dfcvcCoUCCoXCvud7UJlgf6MmPVet3NBtKLVLCCE0Ao4MrZs/efIkTp48aaJAGpdXVO+/VCphZWUFAFAsFrG7u2srcUXd1f4JuVqtQkRMwU7LEf0tgHXVHg6HEYvF3pQYtx+NRgPBYNAm5f7J9VZGwEH0Z+cnEglT99PwxUHHU5ng/VAvSX9egD8p0H8OwBt5AbeqDCCEkEGBRsAR4V/R+isAVDvfTy6XQ7VaxfLyspUA+jsFKv6ufsAbMsGqhKcToT8coJ+lBoW2Ob5VSEBVCxOJhIU1/PiNAA0ZvBWi0eieVbjG/+v1OuLxuAkl3Ykk734VAv6kRUVzK9QjcavKAEIIGRRoBBwR6gnQiWZra8uy5/u7Bubzeezu7mJjYwOZTMbyAYC9K1hdrep7mmjYL6HrNwI6nY71AAiHw1YlcCsjoF6vm/qc5hn4PRAaltDqgbdK/yo8FApZ34J4PI5ms2nnebuoyqEfbRy033nQE0AIIXuhEXBE9CfBra2tYWRkBMlk8k1GgOYFtFqtPfkAfvc40AsdaOwceKOlrt91rkaArt5Vn189BQCsVe9+Gf/62SrbG4lEzCjpNwL0c25HprY/L0DPSRUCD5q03wpqUPjzHQ46nkoFt1otdLtdGgGEEAIaAUdGNBq1GPXu7i7K5bLVuvcbASrUEw6HrWxOpYP70VI47UXQL5zjT0hUA2A/IwDAm85DUS+BavT7j6eohwF46/kA/uvtNwJGRkZsQr5T7Xud7P0Jf/1Jgf5zAGC9DmgEEEIIjYAjQ+PO2v62Xq9jZGQEiUQC7XZ7T4x9aGgI+Xwe+XzeSv/6KwP8x+10OqhUKpbt7ycSiSAYDNrkryt2v8aA9jY4KCSgEr7ar0C9FH4jQFfc/fH2t4I/Oz8cDqNQKCCVStnkfadGQH+FwH5Jgf5tA4HATWWRCSFk0KARcERoDL5er2N7exvNZhO5XO7AVXg+n0exWHyTvkA/OsGrUdEfO9dJW70AagT0HysWi+1rBPglfIFeRr6ekz8ZUEsI72TC7g+VxONx67R4J0aFogJDOvlrkuF+x9PrUmOMngBCCKERcGSoVsDOzg7K5TK63S6y2azF2PuNAK0i0Eke2H91qk2FtCVvPzrpaZmgagT0r4ZjsRi63e6bSgVV1tffNVDVD9UI0GPeqeteuw7234N+5cE7wV8hoBLEByUZ+lUE2RSIEEJoBBwZqhqozXS0HS2AfbPzk8mkdai7mRHg78p30IpZkwNbrZa17u3ftn81ruzs7FgFgf94gUAA9XodACyhbmho6I4nbX9eAAA738MaAf4KgVsdT6+RoQBCCOlBI+CIUE9Au91GqVRCJBLZYwR0Op09MfZwOIx4PA7gDQW7/VzUOiHfrGe8btNsNi0psN8T4PdU+KnX64jFYntWxppnoF4CNQL8DXlul369APVI3GllgKJeEFVFvNnxVDOBoQBCCOlBI+CI0FWyxu+1fTBw8CpcabfbCAaD+7qoh4aGMDMzs8dd3084HN6THKgJfv3EYrE9EsIaPug/tj9MocZLp9MxY+NO6NcL0H+PwhMAvJH1fzMjQESQz+f36CwQQsggQyPgiNDEQJXoTSaTtuLUyfNmRsBhVsRqBLRaLbTbbctD6EclhPU8/KWBfjQ8oBUCWh54mAm7Py9APQuH1e9XY0ez/m91H+Px+KG9D4QQ8naBRsARoROnCuokEok9q/H+mLiian+HiVMHAgEMDw+bRsFBXgN1h/uNAF3196N1/J1OxySFb0cp8KDP188+iqRAoOcpGRoaMplkJvwRQshbh0bAETI8PGylfvF4/E1tdfvzAgDcNCnwdohGo1bLf9BK1y8h3F8a2I96DXZ2dlCv1w+VD9B/jo1GY9/2wXeK3juu8Akh5PagEXCExGIxSwjsn1wPygs4KiNAQw4H5QP4z7HdbluDo4OMAA0xVKtVK707CkMFAMrlMoDD5wMoOvkf1fEIIWRQoBFwhESjUVMJ7Hexqxzv3TQCcrkcstnsTVfEOulvbW29qTSw/3jBYBC1Wg2tVssqHQ5Dv3LhUa3c6QkghJA7g7VSR0goFEI6nUYqldp3Ut8vL+BmlQG3gz9z/2YGheYAaMOggz5XDYR6vY52u23ljIclGo2iVqvdcefA/YjH44fqQUAIIYMKPQFHiJbzZTKZfZPtNC9AV//AwT0D7uSzVSToVpOrrv5vVnYI9CZXres/SiMAOFrXveooMCmQEEJuDxoBR4hOxAcJ0uyXF3BURgDQUyHcT1q4H9Xuv5URoO8fRWWAosc5quMRQgi5cxgOOEL81QD7GQEaE280GkgkEgc2+7lTbqYq6CcWi2F2dvaW2/kVD+9UJKifUCiEqakpqvYRQsgxgJ6AI8QvfHPQJOfPC9CwwHFNaNMQwFEkBfqhAUAIIccDGgFHiK6Wb5bop7Xy7Xbb4u3HtaHN0NAQxsbGUCgU7vepEEIIuQtwSXaEqCfgZitdf16ANvs5Klf73eDUqVNMuCOEkLcpNAKOkLdiBPjzAjqdzrH1Aig0AAgh5O3L8V2CPoCICIaHh28ZQ9e8gKOsDCCEEEJuF3oCjpjR0dFbbhOLxazrHY0AQggh9wt6Au4D/hp5GgGEEELuFzQC7gPBYNDyBmgEEEIIuV8cyggQkY+IyEsi0hWRc77xnIj8iYhsi8i/6NvnnSLyIxGZF5HfEC/zTESyIvINEbng/ZvxxsXbbl5EXhCRpw5zzscFFeBhzTwhhJD7xWE9AS8C+DCAb/eNNwD8bwD+wT77/BaAvw1gzvt5xhv/NIBvOefmAHzL+x0A3ufb9pPe/g882WwW4+Pj9/s0CCGEDDCHMgKcc684517bZ7zmnPuv6BkDhoiMA0g65551zjkAXwDwQe/tDwD4vPf6833jX3A9ngWQ9o7zQBMIBBgKIIQQcl+51zkBkwAWfL8veGMAUHTOLXuvbwAo+va5fsA+hBBCCLlDbhmQFpFvAhjb563POOe+fPSnBDjnnIi4291PRD6JXsgAMzMzR35ehBBCyNuJWxoBzrn3HOHnLQKY8v0+5Y0BwIqIjDvnlj13/6pvn+kD9uk/188C+CwAnDt37raNCEIIIWSQuKfhAM/dXxGRp72qgI8BUG/CVwB83Hv98b7xj3lVAk8DKPvCBoQQQgi5Qw5VnyYiHwLwfwEoAPiqiDznnPs5770rAJIAwiLyQQDvdc69DOCXAPwOgBiAP/J+AOBXAHxRRD4B4CqAv+6Nfw3A+wHMA6gD+FuHOWdCCCGE9JBekv7bj3Pnzrnz58/f79MghBBC7gki8n3n3Llbb/kGVAwkhBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIByKCNARD4iIi+JSFdEzvnG/5KIfF9EfuT9+zO+997pjc+LyG+IiHjjWRH5hohc8P7NeOPibTcvIi+IyFOHOWdCCCGE9DisJ+BFAB8G8O2+8XUAf8U5998A+DiA3/W991sA/jaAOe/nGW/80wC+5ZybA/At73cAeJ9v2096+xNCCCHkkBzKCHDOveKce22f8R8655a8X18CEBORiIiMA0g65551zjkAXwDwQW+7DwD4vPf6833jX3A9ngWQ9o5DCCGEkENwL3IC/hqAHzjnmgAmASz43lvwxgCg6Jxb9l7fAFD0Xk8CuH7APoQQQgi5Q4K32kBEvglgbJ+3PuOc+/It9n0MwK8CeO/tnJRzzomIu519vM/7JHohA8zMzNzu7oQQQshAcUsjwDn3njs5sIhMAfgSgI855y56w4sApnybTXljALAiIuPOuWXP3b/q22f6gH36z/WzAD4LAOfOnbttI4IQQggZJO5KOEBE0gC+CuDTzrnv6Ljn7q+IyNNeVcDHAKg34SvoJRHC+9c//jGvSuBpAGVf2IAQQgghd8hhSwQ/JCILAN4F4Ksi8nXvrU8BeBjAPxGR57yfUe+9XwLw/wKYB3ARwB95478C4C+JyAUA7/F+B4CvAbjkbf8vvf0JIYQQckikl6T/9uPcuXPu/Pnz9/s0CCGEkHuCiHzfOXfu1lu+ARUDCSGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKgHMoIEJGPiMhLItIVkXO+8R8Xkee8n+dF5EO+954RkddEZF5EPu0bf0hEvuuN/4GIhL3xiPf7vPf+icOcMyGEEEJ6HNYT8CKAhwFMmwAACdZJREFUDwP49j7j55xzPwbgGQD/j4gERWQIwG8CeB+ARwH8gog86u3zqwB+3Tn3MIASgE94458AUPLGf93bjhBCCCGH5FBGgHPuFefca/uM151zHe/XKADnvf5xAPPOuUvOuRaA3wfwARERAD8D4A+97T4P4IPe6w94v8N7/2e97QkhhBByCO5aToCI/ISIvATgRwD+jmcUTAK47ttswRvLAdjyGQ46Dv8+3vtlb3tCCCGEHILgrTYQkW8CGNvnrc8457580H7Oue8CeExEzgL4vIj80Z2f5ltDRD4J4JPer9si8iYvxSHIA1g/wuPdb3g9xxtez/Hn7XZNvJ7jzVu5ntnbPegtjQDn3Htu96B9+78iItsAHgewCGDa9/aUN7YBIC0iQW+1r+Pw7bMgIkEAKW/7/T7rswA+e5jzPQgROe+cO3frLR8MeD3HG17P8eftdk28nuPN3bqeuxIO8DL9g97rWQBnAFwB8OcA5rz3wwA+CuArzjkH4E8A/Lx3iI8DUC/DV7zf4b3/H73tCSGEEHIIDlsi+CERWQDwLgBfFZGve2/9FIDnReQ5AF8C8EvOuXVvlf8pAF8H8AqALzrnXvL2+UcAfllE5tGL+X/OG/8cgJw3/ssArKyQEEIIIXfOLcMBN8M59yX0Jvn+8d8F8LsH7PM1AF/bZ/wSetUD/eMNAB85zHkeEXclzHAf4fUcb3g9x5+32zXxeo43dyfUTc86IYQQMphQNpgQQggZUGgEvAUOkjo+bojItIj8iYi87Mk5/8/e+D8VkUWflPP7ffv8Y++6XhORn/ONH4trFpErIvIj77zPe2NZEfmGiFzw/s144yIiv+Gd8wsi8pTvOB/3tr8gIh8/6PPu8rWc9j2D50SkIiJ//0F6PiLyr0RkVURe9I0d2fMQkXd6z3ve2/euCoMdcD2/JiKveuf8JRFJe+MnRGTH95x++1bnfdC9ucfXc2R/X3KAvPs9vp4/8F3LFenlnj0oz+eg7+j793/IOcefm/wAGAJwEcBJAGEAzwN49H6f1wHnOg7gKe91AsDr6Mkz/1MA/2Cf7R/1ricC4CHvOoeO0zWjV1WS7xv73wF82nv9aQC/6r1+P4A/AiAAngbwXW88C+CS92/Ge505Bn9XN9Cr631gng+AnwbwFIAX78bzAPA9b1vx9n3ffbie9wIIeq9/1Xc9J/zb9R1n3/M+6N7c4+s5sr8vAF8E8FHv9W8D+Lv3+nr63v8/APyTB+j5HPQdfd/+D9ETcGv2lTq+z+e0L865ZefcD7zXVfQqMCZvsssHAPy+c67pnLsMYB696z3u1+yXku6XmP6C6/EsetoT4wB+DsA3nHObzrkSgG+g19PifvKzAC46567eZJtj93ycc98GsLnPeR76eXjvJZ1zz7ret9kXfMe6Z9fjnPtj94Z66bPo6ZYcyC3O+6B7c1c44PkcxG39fXkryoPk3e8KN7se73z+OoB/c7NjHLPnc9B39H37P0Qj4NYcJHV8rJFet8UnAXzXG/qU5076Vz6X10HXdpyu2QH4YxH5vvQUIQGg6Jxb9l7fAFD0Xj8I16N8FHu/vB7U5wMc3fOY9F73j99PfhG91ZTykIj8UET+s4i82xu72XkfdG/uNUfx93Uzeff7wbsBrDjnLvjGHpjn0/cdfd/+D9EIeBsiIiMA/h2Av++cqwD4LQCnAPwYgGX0XGgPCj/lnHsKvc6Tf09Eftr/pmftPlAlLl4c9a8C+Lfe0IP8fPbwID6PgxCRzwDoAPg9b2gZwIxz7kn0NEv+tYgk3+rx7uO9edv8ffXxC9hrSD8wz2ef7+j7ch4AjYC3wkFSx8cSEQmh98f1e865fw8AzrkV59yuc64L4F/iDT2Gg67t2Fyzc27R+3cVPU2KHwew4rm91NW36m1+7K/H430AfuCcWwEe7OfjcVTPYxF7Xe/37bpE5L8H8JcB/E3vSxme23zDe/199OLmj+Dm533QvblnHOHfl8m7943fc7xz+DCAP9CxB+X57PcdfZPzuOv/h2gE3Jp9pY7v8zntixcj+xyAV5xz/6dvfNy32YcAaKbtVwB8VEQiIvIQgDn0kkqOxTWLSFxEEvoavYStF7FXSrpfYvpjXkbt0wDKnovt6wDeKyIZzxX6Xm/sfrFnBfOgPh8fR/I8vPcqIvK097f8Md+x7hki8gyAfwjgrzrn6r7xgogMea9Povc8Lt3ivA+6N/eMo/r78oyhg+Td7zXvAfCqc85c3w/C8znoO/om53H3/w/dLGuQP5bR+X70sjgvotc98b6f0wHn+VPouZFeAPCc9/N+9NQbf+SNfwXAuG+fz3jX9Rp8WaTH4ZrRy05+3vt5Sc8DvdjktwBcAPBNAFlvXAD8pnfOPwJwznesX0Qv8WkewN+6j88ojt6KKuUbe2CeD3rGyzKANnrxxk8c5fMAcA69SeoigH8BT9DsHl/PPHrxVv0/9Nvetn/N+zt8DsAPAPyVW533QffmHl/Pkf19ef8nv+fdo38LIHKvr8cb/x30WtT7t30Qns9B39H37f8QFQMJIYSQAYXhAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhAw4IvKn3r8nROS/O+Jj/6/7fRYh5HjAEkFCCABARP4iet3m/vJt7BN0b2jJ7/f+tnNu5CjOjxBy9NATQMiAIyLb3stfAfBu6fVi/19EZEhEfk1E/txrPvM/eNv/RRH5LyLyFQAve2P/n/SaPL0kXqMnEfkVADHveL/n/yxPAe3XRORF6fU+/xu+Y/8nEflDEXlVRH7PUz4jhNwFgrfehBAyIHwaPk+AN5mXnXN/QUQiAL4jIn/sbfsUgMddrwUtAPyic25TRGIA/lxE/p1z7tMi8inn3I/t81kfRq+hzRMA8t4+3/beexLAYwCWAHwHwH8L4L8e/eUSQugJIIQcxHvR0y1/Dr12pzn09NgB4Hs+AwAA/icReR7As+g1NpnDzfkpAP/G9RrbrAD4zwD+gu/YC67X8OY5ACeO5GoIIW+CngBCyEEIgP/ROben2ZKXO1Dr+/09AN7lnKuLyH8CED3E5zZ9r3fB7ylC7hr0BBBClCqAhO/3rwP4u17rU4jII143x35SAEqeAXAGwNO+99q6fx//BcDf8PIOCgB+Gr3GNISQewgtbEKI8gKAXc+t/zsA/jl6rvgfeMl5awA+uM9+/wHA3xGRV9DrRves773PAnhBRH7gnPubvvEvAXgXeh0iHYB/6Jy74RkRhJB7BEsECSGEkAGF4QBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDyv8PjU9DwlZoUBMAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
" fig.savefig(f + '.png')"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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arRbPc8+7twGPU+n0uW3b7Hvu+z6iKEK1WsVgMOC94q7rAjhKqTebTcRxjHv37uH+/ft45ZVXADx2czMMg9Pln/vc55BlGb797W/Dtm189atfvXKpdAC4Oi18giAIwonkeQ6tNUfiJ4k4mbNQFznZqWqtEccxbNvmhwCqr0+nUxweHuLatWsoyxK3bt3iOfIPPvgAa2tr+Oijj5CmKfb39wEcPRi8+eabGI/H6Pf7+OlPf4pHjx6h0WggSRLkeY4kSbC5uQnLsvDo0SO89NJLqFarV1LEJRIXBEG44sx3pqdpyqYvJO55nrPjmlKKU9uURk/TdMEyNU1TeJ6Hvb095HmOdruNMAzx8OFDdLtd1Go1JEmC8XiMIAj4WlmWoV6vw/M8LC8v44tf/CKbxmitkWUZDg8PsbOzg0ePHsF1XeR5ji996UtwHOfMprzPKhKJC4IgXHHmZ8R93wcAtNttTnlTZE62qeTERpvMaGMZcFQff/ToEbIsQxzHUEqx53mz2cTa2hpWVlYAHEX81WoVnU4HZVlyfXxrawuf//zn0ev1cPfuXQwGA6ysrGB1dRXr6+s8qra2tobXXnuN6+FXERFxQRCEK06e51BKcZd5tVplX3SKqmu1Gqfby7LkDWVBEMCyLFiWhbIs8fDhQ+zu7qLX66EsSwyHQ1y/fh0ffvghOp0OhsMhhsMharUa3nnnHUynUywvL6NarfIY2vLyMjY2NgAAo9GIR9CazSaCIOC1pZubm3j11VevbCodEBEXBEG48lBnOhm29Pt9rm/PZjMURcErRwHwaJlt2zg8POTvvX//Pra3t2FZFtbX17G/v8/e6ePxGK1WC2ma4u7duzAMA9PpFGEYYnV1FWtrazAMgy1Z6Zye56HT6SBJEsxmMyRJwmn93d1d1Go1mKZ55UbLCKmJC4IgXHGoM53S5vV6nSPzyWSCSqWyEOmWZQmtNW8f297exrvvvoudnR00m01cu3YNKysrKIoCjUYDvu+zBetkMmFBX19fx3A4hOM4MAwDURQhz3M0m00AR1F4kiSIooi3pq2urmIwGMD3fa6BX9UoHJBIXBAE4cqTZRnbpNq2veA9HgTBgrsacBSJU9NbEAS4c+cOarUavvzlL8MwDGRZhjRNkWUZGo0GG8d0Oh1sbW0hTVO0Wi1+OAjDEFpreJ4H0zS5Se7+/fuYTqdoNBro9/vY2tpisY+iCJZlwTTNKy3iEokLgiBcYajz2zAMxHG80GWeJAmKouDI+Pj3UOTe7Xbx8ssvQyl1YlQ/Go0AHDXLrays8PhZkiQYDocoyxKu6yKKIjSbTRRFgb29Pdy9exfNZhP9fh/Ly8swjCPJoo514CilLyIuCIIgXEmoM/24YUtZlkiShBvc5qF0+mg0QqvVwhtvvIGtrS1EUYSdnR1YlgXf92HbNrTWmE6nsCwL3W4XlUoF9Xodk8kEWZZhMBjAtm08evQIWms0m01ekpLnOba2tqCU4u73oig4YxDHMe8xv6pc3XcuCIIg8Iw4NbeRG1sQBDBNE41G44k930VRIE1TjEYj9Ho9dLtdNJtNdDodxHHMfumO4yBNUwRBgHq9zkJMPum+76Ner6PT6WA2m6EsS2RZhizLOK3fbDZRliV/bxAEbN9qmuYTWYKrhoi4IAjCFYZ8zslohfA8jxeKnCTirusiDENeKQocpba73S7iOObOcdd1kSQJarUaC3G1WkWWZYiiaMGkJc9zuK7Lo250LAD+XvJv933/So+WEeci4kqpryulPlBK3VZK/ckJX99SSv17pdQPlVL/USn1L87juoIgCMLzkec5R+PzC0zSNEWn0+FGtXnKssTe3h4cx2HjFgDcsNbr9eD7PnelU5c6nZ9WnpZlCaUUPM9Dt9uF1po718fjMXetk6Ur+bc7joMwDNHpdF7QT+ni8twirpQyAfw5gN8E8AUAv6+U+sKxw/5HAH+jtf4VAL8H4BvPe11BEATh+SHBNk2To15aQUrz2sdFnLzOu90uR8j0Ogluq9VCFEXY3t7mjnNK1VMjnWVZiKIIYRhiaWkJaZrC930W8Xa7jSRJeMWp7/swDIPr97TO9CpzHpH4VwHc1lrf0VqnAP4awG8dO0YDIKeADoBH53BdQRAE4TnJsgxFUSykpeM4hmma7MQ2L+JlWWIymSBJEmxsbCys/kzTFJZlwfM89Ho9tNttuK4Lz/PYoIWuWZYlWq0WRqMRtNao1+t8zfF4jDAM0e12ecVpWZYIggCNRoMd2+bT/1eV8xDxawAezH2+/fFr8/xPAP5TpdQ2gG8B+K9OOpFS6o+UUreUUrcODg7O4dYEQRCE06Cd4EqpBUGM45ijcsuyeCYcOEq/7+3twTCMhVR6URQoyxKWZSEIAo60qYlt/kGAmtcGgwFc1+VO+Fqthm63i52dHRRFgU6nw7V6amhzHAdBEKDVal3JhSfHeVGNbb8P4K+01hsA/gWA/1Mp9cS1tdZ/obV+Q2v9xtLS0gu6NUEQhKtJnueIomhh1poi83kRp9eBoxntyWSCbre7UJOmFLdSCmmaQimFoihQr9fZR/3hw4dwXRfT6ZS738MwRBRFODg4YH/02WwGwzB4yUqz2YTnebBtm7esdbvdF/mjurCch2PbQwDzdj4bH782z78G8HUA0Fr/o1KqCmAIYP8cri8IgiD8HFCHOBmwAI/r4SeJONmm+r6P69evL/iVk4jTsdVqFWmaoigKDAYDdLtdfPTRRwCO7FT39vY4LT8ej1Gv17G2toY0TblpLcsymKbJDwb9fh/T6RSVSuXKeqUf5zxE/E0AN5VSL+FIvH8PwL86dsx9AL8O4K+UUr8AoApA8uWCIAifAGSLOv+RZRk8z4PruvjSl74E0zQRBAHKslxYbjJfDwcWRZxmww3DQLvdXrBnTdMUlUqFI2XDMFAUBYqi4LS64zjo9Xq4ffs2LMviEbEHDx5Aa807yjc3N9FsNuH7PizLQpIkUErBMAyukVOT3FXnuUVca50rpf4YwLcBmAD+ndb6XaXUnwG4pbX+JoB/C+AvlVL/DY6a3P4zTQUWQRAE4bnwfR9BELBgH//zapomKpUKyrJEFEU4PDzEysoKz2Qfr4fXajXMZjPU63VYlsUd6q7r8iKTXq+3UJOmznR6MACOmuDKsuS58E6nwx3tRVFgOBxieXmZ7+H69ev8HqrVKg4ODuA4DqIoQqPRYI91x3H44eKqcy4LULTW38JRw9r8a3869+/vAfin53EtQRAEYZHpdMriVq/XUalUFj4oVV6pVHB4eMgi7nkems0m25ZSPdyyLEwmE4RhiLW1NZ7RJkc127bRaDT4++bNYkajEduyKqV4nMwwDHZ/I6Gu1WpIkgTNZpPT9+TAliQJX6ssS9RqNRweHnIELpH4EeLYJgiCcMmhJSXLy8vo9XpotVqo1WqwLGthBKwoCjiOA9d1EQQBLxwhoigC8DiFniQJgiBgUSe71UajsZBKn+88T9MUZVmy5SqJrWEYXCcPw5A74sMwxMrKCkzThOd5C+chNznLsnjpCo29zb+vq4yIuCAIwiVmfrf30yiKAt1uF0VRcB36eD18XpwNw8BkMoFpmvB9H0mSAMCJ9XCCRJ82mimleIGJUopr87VajdPu7Xab0+X0WhiGXFtvtVrsxQ5AUulziIgLgiBcYmgl57OIeJ7n6HQ6qNVquH//PjeXETQfTjasg8EAeZ5zipwi42az+UQ9XCmFsiwRhuGCQKdpCsdx2NktjmNEUYRWq4UwDDmqb7Va0FrD930ARw8DlE63LIszAPSacISIuCAIwiXmWUWcInbHcdBqtTCZTKC15oia0uDVahVFUXD0XK/Xsb+/D8MwePkINcoRlDaPoohd2yj9Tal1iqIPDw95W9p8Z7xt27zYBDhq1qNmODKkIfGWSPwxIuKCIAiXmGcVcYquTdPkenWe5yyI8/PheZ7z+Wq1Go+ozWYzNBoNmKb5RCRuWRZc1wUA3nw2nw4n85fpdMomLvPiDhw1tdHq0tlsBsdx0Gw2eZUpvQeJxB8jIi4IgnCJIRGnTvGnHUcRdL1eR5IkLIxUD69UKiiKgo+LogjtdhthGLJ3uVKKv57nOW8jm81mnKIn4TdNk93VgiBAEAQs3PP1eAB87tFohNlshlarxffebDaRZdnCtQURcUEQhEvNzxqJ09hXu91GWZacvp73S6fms729Pezu7qLb7cL3fUynU1Sr1YVInJratNYLIp/nOW8gow74yWSCPM95K9nxBSY0hjaZTBBFEZaXl+H7Pm9Yo4hfOtMfI48zgiAIl5iiKJ65Mx0Ad5h3Oh0EQQDf93lLGPmn7+/vo1KpII5juK6Ler2O2WyG8XiM27dvo9PpoN/vw7ZtfjigLWMrKytIkoTH0Xq9Hru37ezsIEkSxHEMwzAQBMET90n7xSmCp4icrFfnt60JIuKCIAiXmmcVcapzU5MYRcdhGGI0GgE4qocfHh4iiiJsbW0BAJaXl+E4DpaXl7l5bWlpiSPvsixh2zZc14VSiuvhFDWT89qjR4+wu7vLDwVJkuDw8PDUe+10Otwc12w2UZYlG9EIjxERFwRBuMT8LJF4HMfY3t7GxsYGp87zPMd4PEav12NBbzQabHfa7XZxeHiIVquFfr+PnZ0ddDodrK+vAwCPkr311luwbRu2bSMMQxwcHCDLMvi+z2tKh8MhTNPEa6+9xg8JJ1Gr1RCGIZIk4XNS4500tS0iNXFBEIRLzM8SiZPrmud5XH82DAOz2YyXm9i2jW63yw1ojuNgMpmg2WzyLHcURSzehmEgyzJMp1MYhoH9/X08fPgQ0+kU7XYb7XYb9XqdI3mK6o9bw85/kFVrmqacMSBXOInEFxERFwRBuMSUZflMIh7HMUe2WZYhCAJubgvDEPv7+7BtG/1+nwW60Wggz3MEQcC17Wq1ysIPHD0c3L17F9vb2zxWBhwZxayvr/Na0nq9jr29PbRarSca2o5Dlqvzaf80TWEYhnSmH0NEXBAE4ZLyrJar813oS0tLsCwLnuehWq0iSRJMp1OUZYmVlRWuQ5NgkulKt9vl3d7tdhuu6yLPc0ynU34A2NraYh90y7IQRRFH3tvb25hMJvwQcBq0g5wWpNCx8z7swmNExAVBEC4pzzpeVhQFgiCA1hqHh4eo1+swTROz2YwFeDgcsgEMYZomptMpTNPkVHpRFBgMBgAej4zROBg9FMRxzEYv6+vrSJIE4/EYjuM8dZ49jmOeWZ9fzpJlmaTST0BEXBAE4ZLyrCLueR7KsuRUtOd5GAwGuH//PsIwxOrqKhzHged5bLkKHNW7p9Mp6vU6bNvmCN00TR5Rm81miKIItVqNO9YPDw/RbDYxGAxQq9XgeR6CIEC1WuUu89NIkoTny2mcjAxlJBJ/EhFxQRCES8qzivhsNoNSio1SZrMZj4HZto16vQ7LsrgjnMiyDHEco9PpLOwGJ7MY0zTx4MED9kDXWmNnZwcAsL6+zjX12WwGrTW63S6n6E+DHiSazSY/TEhT2+mIiAuCIFxSnkXEy7KE53loNBocjbuui8lkgvX1dXQ6HcRxDNM0obVm/3PTNBEEAfI8Z9tUEvGyLGEYBtrtNne6U3qezkvbyTzP42P6/T5ardaJJi8AuMu9Wq0uWLKSK5xE4k8iIi4IgnBJodT3WXXmIAhQFAVHxVmWoSgKGIYBx3GwtLQEAHBdF5ZlIQgCKKVgmiY3olGqnLaeaa0BPI6Q2+02giDAwcEBarUa1tbW+By+7yNNUyRJgsFggH6/z93nx/F9H2EYYmlp6YkFK5VK5an19KuI/EQEQRAuKSTGZ+H7PneaJ0kCz/MwHA7R7/cxGo2wtLSEdruN/f19mKbJpjBU36Z6OHWMV6tVHiUbjUZYX19Ht9vFZDKBUgqdTod3hydJgrIsMZvNUK/X0e/3+WsnpdRp5Sk1zhHS1HY6IuKCIAiXlKcZvWRZhiRJUK1WobVmz/K1tTVuZHMcBxsbGyjLEoeHh1BK8VhZkiRcDyfXtXq9jizLMB6PURQF+6oDYPMYcoOL45hd25aWlnh5Sq1WeyKlTmY0g8Fg4T1prZFlmaTST0FEXBAE4ZJCIk7p7eNQtOs4DvI85wUi5MSmtUZ5j2ptAAAgAElEQVSapmg0GmyvSk5p9L20DpS6ymu1Gnzfx2QyQRzHODw8hGmaaLfbUEqhWq3CsixegkJNbdevX+f7otQ+WakCwHg8Rp7nnN4n8jyH1loi8VMQERcEQbikUGPbw4cPeYnJPL7vL4xpza8BpY5y3/dRliXW1ta4G70oCoxGI9RqNY6qKZ1umiY+/PBDTr/TAwA1u5GZSxAEMAwDk8mEfdeJer0OpRRH45SabzQanG4npKntbETEBUEQXiBBEGA6nZ7LubIsw2g0YsOVeaIo4siZPtdaw7Ztro8vLy+jLEveLNZsNpHnOTzPY8c0Es8wDDEej7Gzs4MoirC+vo6VlRXUajWOqE3ThOM4UErxtjTf93Ht2rWFezMMA/V6nQ1oyLu93W4/IdYyXnY2IuKCIAgvkCAI4Hnec5+HolcS6jzPF0xUqKGNxC9JEhiGwU1qNOtdr9fhui6LOwl8nudot9vIsgwHBwe4d+8eoihCvV7H9evXMRgMMJvNEMcx0jSFUgqVSgXVahWe53FjnGVZT6TIAfB6Ud/34fs+R/U0G07QStPjrwtHiIgLgiC8QKi2fFod+1k5PDxEkiRYWlpCp9MBADZqoaUmJJTAUSRNQk1iX61W0el0WEwrlQocx+ElKXEc4+HDh+zIVq/X0ev1sLS0hNFohPF4zBau5MbWaDQwnU5RFAWiKEKz2eQ583moyW1nZwdlWaJarXLqfh7xTD8bEXFBEIQXCIn3vEf5z8psNsNsNkOr1UK32+UUNok4pakpPQ6Al5HQtcnHnOxNZ7MZLMtiQb127RqPjG1sbAA4qosPh0PkeY7Dw0PYts1ZAGpWMwwDvu/zuRqNxoniTE1wBwcHPAJ3/DitNfI8l1T6GYiIC4IgvEAoMj7LP/wsgiBgE5ZOp8ObxagjHACLKKXOy7LkNaSGYfC8N9HtdjmFTqnxra0tbGxsoNfrQSmFw8NDWJbFBi6GYaDX6/F4mWmasG0bURQhCAJ2iDspCieo87wsSyil+CGDkKa2pyMiLgiC8AIhEf95InEa6apWqyyONFPtOA47oSVJwhvASJipqY1S+fMiTh3rURShLEtkWcYPCAAWlpxMJhOupe/u7sLzPPT7fSRJAqUU27aSIFOq/zhFUXAzm+d5sG37ibq3NLU9HRFxQRCEF8jPm07Psgz7+/uoVCrcVT5vueo4DsqyxHg8BgAWcapN0zF0/eNRb6vVQlmW7NZG582yjBemkLlLt9vF7u4u4jhGt9tlESef9mazyQ8Ap0XirutCa43V1VW4rssb1uahrICI+OmIiAuCILxAfp5IvCgK7O3tQSmFlZUVGIbxhFsbifJ4PEatVuOvzZuqkNCftNebmtrCMES1WuXvGY/HCIIAaZqi2WzCsiy2WG21Wpw2J3/0oijQ7XYXLFtPej+u66LRaCzMsR9Hmtqejoi4IAjCC4IEHHj2mnhZltjb20NRFFhZWeGI9biIW5aFNE25Ixw4ivopEqcRMGpcO06e56jX6/x5GIYIwxCHh4e8gMSyLMxmM3Q6HW5wo9Wkvu8jSRLU63XeVHZaKp2icDKJoTT/ccQz/emIiAuCILwg5kX8WSJxrTUODg6QpimWl5cXotKTlp/QYhISY3JZIzEkkc+yjP9J6XU6H42hBUGA7e1t+L6ParWKPM9RliWGwyGGwyHbsyqlkGXZwrpRMpbp9Xon/gxoNaplWYjjGO12m+9z/v0VRSGR+FN4sgghCIIgfCKQYJqm+UwiPh6PEUURBoMBp52J4wJH8+eWZUFrzUtL0jTlqH08HvO60TAM+XsrlQoODg4wm82glIJSCg8ePABwVNNO0xSGYWBzc5OjfOpyr1QqGI1G8DwPr7zyCqrVKqbTKZRSCzvBCdd1UZblwmx7v99HGIbwfZ+FX5rang2JxAVBEF4QFInbts2jVadBa0M7nQ4vIZnneDo9CALYto16vc6jZvP7w7MsQ5qmWFpawubmJlZXVzEcDtHtdjnSnneS29/f561llmVhOByygAPgSFxrjZ2dHRiGgevXr6MoCoRhiEaj8USz2rzFq23bSNOUZ8mPbzaT8bJn41xEXCn1daXUB0qp20qpPznlmP9EKfWeUupdpdT/dR7XFQRBuEyQaFN0eVY0Tl+bF06C6sfzIu77PhqNBhzHYRGn3eAkrI7joN/vs7EKuan1+30MBgP0+33cuHEDr7/+Ovr9/sLDRhiG/DBAGQVqaHv06BGGwyGvKY3j+MRUuud5C7Pj8w13ZExDr6VpCtM0z1y1KpxDOl0pZQL4cwC/AWAbwJtKqW9qrd+bO+YmgP8BwD/VWk+UUsvPe11BEITLBonfvIifFmmSiJ8kYsdFnGbDe70eN5jR63EcIwgCmKbJwnzStSh9Xa/XUa1WMRgM0Gw2Yds2dnZ24HkeJpMJptMptNbY3t7GdDrFhx9+iDiOcfPmTe46N03ziaa2siwxm80WOtaTJGG/dsMweLNZtVqVprZn5Dxq4l8FcFtrfQcAlFJ/DeC3ALw3d8x/DuDPtdYTANBa75/DdQVBEC4V8+l04OwOdWo0O968Nv99JOK0+7vZbCLLMq53k4DHcYy1tbWFrWTz5HnOwk9byVqtFjY3N2GaJsIwhGEYWF9f52iZxtB2d3fR7XaxurrKKflKpbJQD8/zHHt7e9yRTtB5gMXNZv1+H2manlhGEBY5j3T6NQAP5j7f/vi1eV4F8KpS6vtKqf+glPr6OVxXEAThUkEiXqlUoJQ6M51+vOZ9/GvAYxEPw5Bnw2kWPMsyuK4Lz/NgmiZarRYqlcqpc9tky2rbNuI4ZotV4ChidhwHjuOwF3qSJGg0GhgOh/j85z8P27aR5zlmsxn6/T4/fKRpip2dHR6Ro+tTrX5+3I0WttAWNInEn86LamyrALgJ4J8B+H0Af6mUesLGRyn1R0qpW0qpWwcHBy/o1gRBEF4MlE43DOOpHepxHOPg4GBh7IqghwES2aIouImMTF+SJMHu7i6vHKU575Mie0qnO44D0zSRJMmCuNLCFLqv7e1tBEHAc+vVapW73vM851Q6RepKKayuri6ckyL/+ddosxntW5emtqdzHiL+EMDm3OcbH782zzaAb2qtM631RwB+giNRX0Br/Rda6ze01m+ctH9WEAThMkNWqWS8cpaIUxPYSbvHi6JYsFwty5IFnZacHB4eYjqdotPpcFreMAxeWDIP2bLSmtLjhjC003s2m/GDATXEUSc6cLQelWrvQRBgb28PlUoFq6urTwhyHMcL+86Bo81m5AAHyHjZs3AeIv4mgJtKqZeUUjaA3wPwzWPH/D84isKhlBriKL1+5xyuLQiCcGkoy5KFd36v90mEYcgbw47vHp9PtZPgzUfYtKdbKYV6vQ6tNS84mUwmT0T3YRhCKcUpceBxhKy1RpqmmM1mmEwmaDQaGAwGnE3IsozNZSaTCbuvHRwcwHEcrK6unuiLPl8Pn4ceCKjZTTib5/4Jaa1zAH8M4NsA3gfwN1rrd5VSf6aU+pcfH/ZtACOl1HsA/j2A/15rPXreawuCIFwmyIQFeGz4clygASw0j9F41zzzIn7SuFkQBJjNZmi329Bas4iTeFMqe/540zT5mEqlwucLgoBnxgeDAZaWlhDHMUzT5AwAGczMZjOYpsliTz7vxyEnuZNE3HEcWJb1xIIW4WTOxbFNa/0tAN869tqfzv27BvDffvwhCIJwJTkeiQOL9WyCTE+GwyGiKGKbUmL+e45H4kEQLDi3UXq8LEtYlgWl1MKqUgC8ZhQ4ajija3mex85t165d427xOI45k0B19tlshoODA3zuc59Du91Gv98/9ecwPx9+Emtra2f/IAVGbFcFQRBeEM8q4tSdnaYpGo0GrwKlGnFRFCyAFIkbhsGrSGkVaBiGLLLkqU4iTiRJwvapNKqWJAn29vYQRRFM08RwOFwY90qShB3bms0m0jTF7du3kSQJXnrppTMFnL6f0vcnIWn0Z0dEXBAE4QVBqW0STWCx85sgd7T5prF5X/HjNfE8z6GUwng8RlmWWFtbw09+8hO+Fj08NBoNjMdjzGYzWJaFsixxcHCA3d1dlGWJKIp4hEwphcFggCRJuL5NkLhnWYZer8dNbMPhEBsbG0/9OcRxDMdxuLQg/PyIiAuCILwgyrLEZDJBWZZYX18H8KT1Klmlaq15b3i9Xofv+7y6E3gcrRZFgdFoxA8F3W4XpmmyXWqaplx/nk6nuH379oLtalEUaDQaWF5exmw2w/LyMra2trC9vY0oijhqnn9ooLlxABgMBnyvS0tLT7VJpXuaN30Rfn4kZyEIgvCCoPWfeZ6zI9vxDvUoitg3nNZ8tlot3gt+vJGNNpUdHBzAtm10Oh0kScJC7vs+j32FYQjbttHv97GysoL19XVUq1VOl1cqFbRaLfZHp7Q6daIDWFiuYpomrl27hl6vB6XUU9Po899/UlOb8LMjIi4IgvCCmM1mHEFHUXTirHgcx9yZXqlUkKYpu7F5nveEiCdJwn7p/X6fa97kRT6bzWDbNjfJzfuWUwrdcRzeGkZubMBRlO15Hq8oBcCd8tQAZxgGJpMJiqLAcDh86s8gjmMopaT7/JwQERcEQXgBZFmGKIrQ7XZhWRaPaR0XcYq2LctCq9Ximnar1eL0NvBYxOM4RpIk3LQGHJmz0BIR13XR6/VQqVT4mhRlJ0nC6XqaSydBp6icrFD39/ehtUYURdztTs1utPSE5sXPguxdpR5+PoiIC4IgvADISrTdbqNarXJz2LyIU/06z3PeIEav00gYOa7NLz9RSqFWq/EcOKXNadxseXmZz91sNmEYBi9HIf/yOI5h2zYsy+KaN/mX02z4/v7+Qrq/1WpxRzxZu54FPTxIKv38EBEXBEH4hKEVnY1GA5VKBbVabWGGmwxfKJVOAjkv4vR9rusuWK7S1rBqtYo0TZFlGY+j0chYp9Nha9VerwfbtpEkycK5KJqnbndyXivLEr1ej9PxDx8+RJqmUEqh1WrBdV3kec419bNIkgRaa0mlnyMi4oIgCJ8wruty+tkwDI5EKXKmaJzS5ZZlodFowDRNmKbJ9WpaNUqfA0eReKPRgOM4vFe8KApuoKMImaxVW60WrxulBwBK2TebTU7XkwUrmcQ0m030+324rovxeMxbzWazGYqieKZIXJrazh8RcUEQhE8QWmJSq9XYD9wwDBZdAGy/GscxsizjpjbgaAkIiTbVnMnxrCxL+L7Pqfc0TTnapSY6Sp9TUxtF9FmWIQgCOI7D4tpoNPhajuOgKIoFYxnHcdBsNhEEAdI0RVEU2Nvb4wzD0xaW0IpTMXM5P+QnKQiC8AlC28iopk0NXbVajdPVtM+bNnuR4ANHETGNfCmlOG1OZjAUBVP6m9Lm0+kUtm2j1WpBa83ubSTi9HBBNXDKECRJwg8b85E4cJQ5MAwD7XYbhmHgRz/6EZIkwerqKo/EnYXUw88fMXsRBEH4hNBaw3VdVKtVrm9TFEpjY1EU8T5v8iSnvdrAkYiT85plWSy0vu/zmtJ2u81e6UEQIEkSrosPBgP4vs+GL/Pp/DiO2XyFutvTNOXIO8syKKVYxNM0he/76HQ6uHbtGn74wx+i0+mw7zrd52kfx1ecCs+PiLggCMInBHV/D4fDBY9z4EicqTs9z3OOruv1Ogv4aDRi21VqbjMMgx3cXNeFbdsYj8d8TJqmnG6nMbUwDHmOHADX2mlDGrm20XYxGh0j05j52XZyW9Naw7ZtdLtdbG9vc0Q/D+1Nr1QqqNfrsCzrmcbQhGdHRFwQBOETgoxWqKsceCzilBqnRjXf91GpVOA4Du/+9jyPfcxp9hs4irzDMMRoNIJt2zg8PEQQBDx/Th3vlUoF7XabZ8IpYp5fA0rfV6/XF+rhAHiUjB4qwjBElmVwHAf7+/tYX1/HjRs38JOf/ATNZhPdbpdFmz6ETxapiQuCIHwCkOB1Oh0A4DGy+boxiep0OuWlIJZlLXSkk/ELRerAkYhnWYbZbAbHcdjP/PDwkLvFDcOAZVnodrs8I05pcZoDp+5yrfWCiFPqP8syFvGiKBAEAcqy5C74jY0NNBoNLC0tYXV1Fd1uF81mc6ExT/hkEREXBEH4BJjNZpxGBo46yZVSCyJOte/xeIwkSTiNTRvCgCMRp87zecvVSqWCIAh4zrter8PzPBwcHKBSqaAsSxZqclgjYSVbV8dx4HkeLzih8TbDMHgVKqXw0zRlN7k4jtFqtdDr9Xg8TkT700FEXBAE4Zyh9HW73WbRnt8lTliWBcdxMJlMoLXmujR5pgPgCJoWnQDgOjXZoFJHOwksjapRRzytQCWhpdQ6pd9JxNM05SicOudp+Qml/On4a9euwTAMftgQEf90EBEXBEE4Z2hGmyJrADwidhwScfItp+PyPOfOdRJWalij1DzZtwLgFaWtVgu7u7soioJHySglPr+elFL3NKNO16R6OIk4+ZynaYrZbIY4jtHr9Xi3Oe0yFxH/dBARFwRBOEeyLEMYhgtROHByJA6AfcznTVDKskQcx5hMJvA8j0U8iiIWVPJBp8Y4SplvbGyw2Nbr9YX6OM2jA+C5buoqp1Q9XYvWpZI4+76P6XQKpRS2trYWtqiJgH96iIgLgiCcI7S2cz4KB84WcaqXk5BStFytVhEEAae0yVc9iiJorfkaNFZWrVZRrVZZ0LMs45r6vKMbcJT+phQ+zZEDeCKdTtmByWSC6XSKfr+PwWAAADzbTml74cUjIi4IgnAO0JhXEARotVocqRIk1POQOUu9XmejFGAxlU1Rsm3bLOJkCqO15lp4kiTodDq877vVaiEIAo7eqfFte3ubo/eiKNDv97lpbT4bQGn2SqWCLMuwt7eHJEmwtbXFXe60YEVE/NNDRFwQBOE5yfMcvu/jzp07yLIM7Xb7iWO01k9E4kmSIAgCDAYD3j4GHIk41ZnzPOc1oSS8RVFwOtxxHH5goJWh81ao+/v7AI5812ezGcbjMXzfxwcffIDpdMrrRMmmlaB7ME0Trutib28PzWYTS0tL/H58318wpxFePCLigiAIzwlZirquy3vCj3NSOj2KIsRxjLW1NZ7Dnt8xTm5tQRDwVjGKtKlDXSkF27bRaDTQ7XbZga1araLb7SLPc3ieh3q9zkYwW1tbAMDz3pPJBA8fPlyobdM9mKaJ7e1tuK6L5eVlbmijcbPjZQPhxSIiLgiC8JxQJN5ut+E4Dkaj0RPHnJROH4/HsG0bS0tLvJGM5rNN0+RFI0EQ8Ox3FEX878BRRLy0tIR+v49Wq8Ud7NTMVqvVkCQJlFJ8/k6nA8dxcOPGDSwvL8NxHOzu7mJ/fx97e3tsVEOz448ePWIfdpp79zwPpmmyYY3w6SAiLgiC8JyQiC8tLWF5eXlhOQlxPJ1eliVmsxlqtRqazSZM02RHtPllJ7VaDb7v84hYGIa8xpQ6z8nH3HEcnhsHjlLizWaTbV/J2lUpxYYtjuNgfX0dtVqN6+P7+/v8IOF5HsbjMVqtFlqtFo+lRVEkUfgFQERcEAThOaEGr3a7jW63i1qtxi5swOMZ7nkRj6IIURSh1+vx5jJaMJKmKSzLgmVZvOObzpXnOdugUjc7OauRIQw1ntGIWL/fRxiGcF0XjUaDm+VqtRpbrtJDw8bGBlZWVjjins1m/N5olak0tF0cRMQFQRDOgAT4LGgvN6WWl5aWuKmMOs2BRd/0yWQCACzijuNwlzgA7hRvNpsoigK+7/PucepMJ8c213URxzGPnjmOs+C4Rtap1Bx3//597n4HwCJOc+C1Wg2dTgdRFGE6nXK2wLZtGIYB3/cXdp4Lnx4i4oIgCKfg+z62t7fZIe0ktNbwPA+NRoNF2jAMLC8voyxLHBwcnBiJTyYTVKtV1Ot1FlkALOIksOSgFoYhyrKEZVmcSi/LEpPJBI1GA2VZcjqemtjIiS2KIjiOg83NTViWhYcPH3J9vCgKOI6DRqPBm9aAoweTIAj4Xii1Ty5yEoVfDETEBUEQToGc0Gj06ySSJDlxrMy2bQyHQ8RxzI1u8zPYnueh2+3yGBdF2NR9bhgG9vb2ABxF5a7r8lw4GcC4rsub0rTWGI1GME0TzWYTYRiyiIdhiEqlgtXVVQyHQ07b7+/vIwxDmKaJwWDAdXytNcbjMbIsg1IKjUaDMw3U0CZ7wS8GIuKCIAinQGNWZ4m453kL7mnzNBoNtNttzGYzhGHIIj6dTlGWJfr9PgBwcxpFxmT8QnXzarXKIl6v17l5bXd3F5Zl4caNGwCAg4MD1Go1tFothGHII2mGYaDRaLBY1+t1OI6DIAiws7ODoigwGAyQ5zkbxJDwG4bBrm2057zZbJ7oAy+8eETEBUEQToEax84Scdd1z6wP93o92LbNkS1wNFpmmibvGgce18vnhRw4Sq/bto0gCDgSpxnt8XiM5eVlVKtVrmnTeWlefTqdcsqetpH1+33OAgRBwF3ywFEjm+/78H2fjWRoCQql6CWVfnEQERcEQTiFp0XicRwjTdMzRVwphcFgAMMwMBqNUBQFptMpz4ATWmuezZ5vSlNKsUf5/MKSg4MDFEWBzc1NAOCu8Vqthmq1iqIo4HneQpRdqVR4Z/ja2hrX25VSfOx4PObaOl3fsiy2faUHBuFiICIuCIJwAhQRA6eLODWbVavVMzu1ScjLssSDBw84Gj5+DC09IQvWVqsF27bhui6vFKXoeTQaoV6vL6TkgyCA4zioVCqoVCo4ODiAbdtotVrI8xyGYfDWMdu20e12eb6cTGbu3r0L3/dh2zZM0+RmOlqqIlH4xUJEXBAE4QRoDjuKolNFPAgCWJbF+7pPg7aB9ft97gA/ScRp7EtrjSRJ4DgO2u02giBgK9U0TeG6LlzX5Zl0YHF1KNXYaR3pfHQPgEU+SRIsLy9zjbvb7eLhw4fY2dnhkTfDMGAYBs+ikxWscDE4FxFXSn1dKfWBUuq2UupPzjjud5RSWin1xnlcVxAuO/PRnnCxoNnsIAiQZRmn1on57WJPWwBCXeKdTgeVSoXtWY9fDwCfi5aeNJtN5HnOaXtyXqN1p3Qe13XZjY3ulZrRqL4exzGvNaVtaI7j8H5w27ZRliVGoxEMw0CWZbBtG0VRcAe+NLRdLJ5bxJVSJoA/B/CbAL4A4PeVUl844bgWgP8awP/3vNcUhM8Ks9kMjx49+rRvQzgBEi6yOD0ejQdBwPXip5mezC8/aTabuHbt2hPH0PlJTLMs44iZhLler/PcuVKK94cDR13y1WoVhmFwoxoJML2XJEkWRsOSJOFSwOrqKnfFU3YBAK9DBcDLT4SLw3lE4l8FcFtrfUdrnQL4awC/dcJx/zOA/wVAfA7XFITPBHEcL9hnCheHPM+RZRmnsI+LeBiGbFv6LCJODWqu67KJyvzX55vZqBucUuQUbcdxzA5q81kA2oBWr9dh2zZ2dnYwHA7hOA7iOEae53Bdl21cAfD90EMAdbVXq1UEQYB2u80CT2Yxx7MHwqfPeYj4NQAP5j7f/vg1Rin1TwBsaq3/33O4niB8JqC6JwAR8QsIuaLRwo95EU+SBHmeo1arcdf3WdDykyRJMJ1O2Y+coFWmSikWbeoGj6IItVoNjuNgMplw9EyRON1rHMdoNBos2Ovr63yv8z7tlFqna5Ko09ja9evXudOdtqWVZXnijnTh0+cTb2xTShkA/lcA//YZjv0jpdQtpdStg4ODT/rWBOFTJcuyhT+owsWC5qxJyOZFPAxDKKU4Mn1aTZwi7CRJ4HkeXNdd+J0XRcFpbBJpmgeP45hT7HRdy7I4Eqf7oYcK6pifj8TH4zEsy0K73ebrpmkKANwY5/s+0jTFysoKVlZWEIYh3w+tRRUuHuch4g8BbM59vvHxa0QLwC8B+Hul1F0Avwrgmyc1t2mt/0Jr/YbW+o2lpaVzuDVBuLhQFA5IJH4RoVGsZrOJSqWykAIPggDVanWh2/ssKMqmZjhaXEJQpE81bAC8G5xms+n7aMEJ1cyBx65xdC1KszebTaRpitFohE6nw6l3GmcDjkSc9pQDR9vKOp0O2u02TNNElmVoNpsyG35BOY8VNG8CuKmUeglH4v17AP4VfVFrPQMwpM+VUn8P4L/TWt86h2sLwqWFIhyKwoSLBXmKNxoNVCoVxHHMu77zPEe322XBfZZ0Oi0ioajd9322ao3jo1Yh2j5Gq0lv377NnfHj8RhpmuLw8BC1Wg0HBwfY39/HgwcPMJvNOFvgOA7q9TqKokC9Xsfu7i6UUrh58yaAx6tM6UFEKQXf9/mhoNfrwfM83qhG9/K0bIPw6fDckbjWOgfwxwC+DeB9AH+jtX5XKfVnSql/+bznF4TPKjQHTHughYsFpbUty+KZ6SzLOCKnejhwJOLHU+TzkPhHUcQRLe3kBsArRKkrnexOSfi11mi32+yLbpom+6HTGlHTNPk40zTZcz1JEp5TB8A1/DAMuabu+z7yPOeRtna7jSzL+Bj671S4eJzLb0Vr/S0A3zr22p+ecuw/O49rCsJlhqIm2hUtkfjFoigKpGmKwWAA4GiRyWQyYWGr1WowTZNd0MqyxHg8RlEUJ45hUfd5HMc8kkbbyoDHIm5ZFrTW7JSmlIJhGCiKAteuXUMcx+h2u/B9H/V6HcPhEP1+nyNn2jbWbDYRBAHSNGXxJhGmSD/PczQaDaRpiiRJuMZfqVTQarWwu7sLAFwLl0j8YiKPVoLwKUD1cIrwqD4pXAyyLFuIXhuNBrIs47QzCRtFtfQQNt/nQFAdm+relUoF3W4X4/GYjyETFgAs8q7rYmdnB0opXmyilMJLL72E0WjETnKu68LzPCil0G63obVGp9NhL/Rut8tGMHTP1AVP42T0PqhTvVqtotvtIs9ztFot+L4vIn5BuRK2q1pr3L9//4mxDuGzS1mWePTo0YUVR/pjPz/nK1wcqMmLjFFs24ZlWaCpGXp9XpbmlsoAACAASURBVMT39vYwm824wYygz+nBwLZttNttlGXJtXDqj6DIm5alRFGEzc1N3Lhxgx/2KMr2PA8HBwd4//33cXh4CNu20Wg0eBzMdV0URYHl5WUel6P/zvI8h9Ya1WoVvu9z9E8iTg+XtVqN0/+STr+YXAkRV0qJveUVg/7g0R/Ji0aSJLBtmy0waRZXuBiQiFcqFUynU46ODw8PF5q8KDVNEbrneU+YwtDvtixL7iynhjaKltM0ZRGnkbbpdAoAWF1dxfr6Ovr9PmzbxubmJlZWVtDpdNjGtV6vQ2uNMAx5CYrrunAcZ2EOfH4rG42pUbf6/PuirvzBYMAPIfMb14SLw5X5rUi0c7WgP6QX9XdOTW3AYq3yPBAHuOeHasTkkLa7u4s0TXnVJ/BYnE3ThOd5AMDmLPPQdjB6SKtWq6jX67yNjI6nZjXHcRBFEXehd7tdRFGEwWCAWq2G0WjEUbfneWzNGscxXNfFdDrF3bt3MRqNMJ1OMZlMEEURHjx4wM109BBJBi/zUTitRKVrUDe7eKZfTK5MfoSiHeFqQBHHRWwYO15vpeiHzD6el9FohLIssbq6+tznuqqEYchGKfR7mk6n2N/f54iU/tsyTRO+7/Ps9mw2Q6fT4XOVZYk0Tdm1jSJex3EQBAGazSavHTUMg4Xa9312TwvDEK1Wix/QZrMZms0mxuMxd6e3222srKxw0921a9d4bSiVAqjOTWNrk8mE7V4ty8J0Ol14AGy32wtjccLF40qJ+EX8gy58MlzkSHy+qQ04/0j8ovYBXCZog1ie5+h0Omi1Wrh37x4ePHiAe/fu8dYv4PGilH6/j9ls9kTvTVmWnHkpy5Lr6c1mE57nIQiCBdOYarWKH//4xzAMA8PhEGEYQmuNVquFKIrQ6XQQBAEGgwE8z1vobCccx8H169f5tZdffpkfEPb397Gzs4OiKNDpdPjcFNHPfziOw/arwsXkyvxmTNM8sXP0RRAEAf8PJLwYSMQv4oNbkiQwDIP/wM5H4s8LdUF/luqXlPKlqPKThkSZhKtarSLLMnS7XVy7do3HyehhiVLltJObBJJ+rxSJO47DO8NpRGw0GsF13YVd4tTU1ul0UK/X4bou//2g2rxlWbwqNAgCFvGiKJAkCQaDAbu8+b6PdruNjz76CPV6HdVqlRvr1tbWYJomlpaWTv355nkui08uMJ+d/9OfAs1afhpMJpNL0Rn/aT3kfBKQIF7USHz+j6JS6tx6Nugc1ET1WWA8HmMymbyw61EnNwAWTEqvk7AuLS0hSRLs7+9jb2+Pd3ZTZDv//zt55JOZi+/7mEwmaDab0FqziAPgJSdZlqHX68GyLBZ88kx3XRftdvv/Z+9NeuRMsyy9Y27zPJu5+UAPMhjMrKrIrFQjW7+gF9KmtZUA7QRopZVWAgRoIUAb9VoL6RcUJK16IUELQUCvBKiByikyiwxOTh/MbZ7n4dPC87n+mtGcZJDMSEa5v0Aig06n2Te+995zzzlXyWRSnuep0WhoMplYj5155fTXp9Opua9BqsPEhmTAHU/qLs/zrO9/v77MdWeCuAt9/ZgLI48vsSJ012KxULVa3TCg+Kku5DMYZ3xJXAhITtuVzedq97jM6C/pvD92Mcf7xzTEwV5VuhkOgnNZMpnUaDRSPB5XqVRSOBxWu91Wo9HQ2dmZISAwyyVtEN1w50OjTcB3zV3ocwcCATt3bFTRdUvXs70rlYpevXql6XRq5Da83plDfnV1pfV6rXw+b57p+MJzjrchNx9qK3u//nrrzgXxH3tjA3L7EitCd7nQ4E99EcjYgL+kBGq7H876XNar25OxfurLTSrfhxRNp1OdnZ198v1m/jb96eVyqdlsplgspng8bkF0vV4rmUwql8sZSWwwGCiVSm0EcWbGuxpw6UayRc/b7/fbf2cyGRtKgpOa53mKRqMmZ4vFYvrbv/1bjcdj9Xo9m3AGVO55nprNphaLhUqlknK5nP1bnOM8z7u1CpdunqH7SvzLXXcuiP/YGxtB8UvXqbv60Z/64lzwhf6Srrtr8uKuzwWnuwHsn0MlPh6PFQqFNqZu7Vrr9VrNZtN6wp+yIIoFAgEb7Sldu7ZhpkKfHr11Op02KDydTmsymdhx4MZGe4O9iMDd7/ftz/SvmSW+XC43pqUxjpQ+dSwWUyaTUafTUbPZVCKRUDQa1Wg0Urvdlud5ymazhmQ0m037Pir1dwVxl4F/v77MdR/E/8Lrh4yb9Dzvr9aX/iFB/EtvDywWC/l8PguUX9KxAmNub4oE8U/tYyMdWi6XP/kgTgUcj8cVCoXe+W50u93PlohSOQMzj0YjhUKhDVtSlxXOtDNmcMfjcYPJeaddn3X3/ILBoMHbfF48Hle73bYZ4MDukiypwA612+3q+PhYw+FQrVZLnufp4uJCf/jDH1Sv1zWbzTSfz3V5eWm+7/P53BKjd0Hp0j2c/lNYdyaI86D+NSpx17P4XWs4HBqz9cdebHwfsgE2m01dXV19scQpqqO/VuL2rrVNamN9LpnZcrnUaDRSq9X6os77Y5ZrfRoKhW6txDE5SaVSGz7mH7OWy6VpuhOJxEYiIemtIM4xpVIpFQoFq87D4bC63a71tN1AGQwG5fP5tFgsLLgPBgMtl0v1ej3771QqpePjY2OuQ1TDsAX4vVgsKhgMGhpRq9UUDof1+PFjZbNZHR8fK5fL6eTkRJVKRZlMxo6B87ltuW2A+/VlrjtzZ/4aPXHGDwJXvW9TZUP4a1SODEVAovS+3yVYfImLCudzsr4/x1oul1qtVjuD+OeSmVHtuQzr29Z8PtfZ2dkXc32213g8NgY1GuvtJNPzPLVaLRsqAhnsfatWq230rVlItrAyBUrnHfb7/YpEIur1esb6ZupXJBKxShlI2/UlRyHDpDA3cX79+rV6vZ4CgYCKxaLK5bLi8bhNSFuv14bg9Pt9k5Oxn6VSKe3v78vzPB0dHelnP/uZKpWKotGoCoWCoVIkQ9i7vgtKl25mj9+vL3fdmSAu/fjWqwTlDyVY/SVIcNhGvmsRuAku79sEOb6/hmxuNpu983ywjKSy/ZJMfm4jtUmfpxJnU0eutG3/ub3G47GazeYXKS1kOIg7gER6m9xGtZvP5017/yHP72Qy2emrjxQrFospHA5b+8M1UonH42ZvGg6HjQ3OCFAsS+fzubrdrt0Pz/OszYMne6fTUbvd1nA4NI90zmX7ekBEgykPrO7z+VQqlZRKpeTz+ZROp41Ah7kMCUQikdhwiHuflSre8Pfry133QfwvuNxN+0PYx3+JSpzN5l0bOt/HhvmuTZC+LQYYP3Y1PhwO1e12b0VUOBd38tKXUmnix+2S2tzhF9Kn3Xv64H6//4PMjfr9vlWLn2vhTvapC5a2G8S3yW2z2Uy9Xk/JZNIS5cFg8N5hMhzfrucc5jbGLbvaH8wW73a7ymazZqOKw5l0E7DRt/PeEFw7nY7Ozs6sKs7n8+aN7iZifBaSSSD8vb09zedzjUYjxWIxffvtt/r6669t1jgQvCTrqwPJz2YzeZ5n41TftVzTmvv1Za77IP4XXEBtTKp61waNtln6vJU4mx5M1du+W7oZi/khQTyZTJrX8o+5uDa3BYrtIP6lVeIEI+lGm8/M6E81JKLNwTP3vkqca/i+3/shq9frfRa+BGQxN4BSGUs3MLrf71c2m5V07Rn//Plztdvtdz7DVOAuHO1+r9sP3+VWFo/HTbq1v79v1SpDQiCi7e3tWcJJIKYCB1an4k8mk5rP54rFYhsEOFpye3t7CgQClhTs7e3ZxLRisaif/exnOjg4MBjffe6RyvHu0qb4EAfJezj9y193Koj/2K5tsECl91eEboXxuY6RDYDBDLdVXO7LDlt2uVxqOp1a5QuZ7fT0VBcXF+p0OspkMj96Nf6+IM7mDQTIWMe/Nglv2+RlOp2qWq1a8sZm+SkJB31wAsr7xrD2+31dXV2Z5OhzLKq8T2GIe55nkLa7gKhhfs/n8w3oeTgcyu/3q9VqvfP73Wdn+3oPBgPt7e0pHo/f2v4IhULq9XoWhN1qlf49EjHgeYI4Ui+MYoDk3fndy+XS9g3UBn6/X8Fg0BjvoC6RSETZbHYDLoectx3Eubar1UrxePy9UDrvzT2c/mWvOxXEf8xJZpBw3ElV79qgCeIQVj7H4jMzmYwikcitMDQbHs5Tr1690vn5ua6urtRsNjfgeLyb2QjYWD51dbvdD5r9/SFBHORD+utJC7cXwYfJVbVazTyrJVkF/amVuHRt45pIJOw7b1uDwUCe531WNIVn7lOCOEFvO4hjeDIajdTr9RSPxzd+ZzweKxAIaDAY3Oo8CNy/q3VEQhoKhRSJRHa2P6RrG2XgaFcW2Gw2Dcqn70xCsre3Z8E1FAopnU4bOS6TyZiOPBgMWtAGMufP6/XafNJ5zt1r4JLmmB0OfI8n+3q91mq1snnm71r3Ri8/jXUng/iPUZWxmbnVw7ssQJFFfWgQR8v6oceQy+VshOH2gjUNqzYejyuTyahcLuvw8FAnJyc6Pj7W/v6+9QBZ6XRa8/l856bJBva+RSD5kN7sh8DpLgnpcw4X+ZTF8c5mMzUaDYVCIVUqFbuWyI0+NYj7fD4z8EDutGut12u7Z0iaPnUxYpX//tg1Ho9tZKe7COKXl5fa29tTPp/f+PvRaGRDRur1+s7P5j4w7MM9b4I4RDX64W7Ful6v1Wq1FI1GjRcynU7VaDQ0HA43NNzYq5KUMPs7k8lIukZCFouFEonEW/px0JTZbGY8h8lkon6/b2Q1evDA4rQH+G5Y9qxIJGLX9UOGydwbvfw01p0L4tKPU5W5AbTZbKrRaGg2m926Wc7nc9M2f4gpTK1WU7vdfu8xQHIKhUJKJBLq9/tvHQObvySVSiWl02mTyyDVYgHXkpDE43Hr822vwWCgWq323gqbjf99lq8kYGhibyMmuRvX5x7z+bFrNptpMBio3+8rFotpf3/fEAOqtM8Bp0vXz3ksFnsnyWyxWGg2mykajW64i33Kcj/jY4M4PdtoNPoW3BsIBIyIl8vl3gp8jANNJBJqNBo7E2aOETKae5zD4VDL5dKC6i6P+16vp9FopEqlovV6rcvLSzWbTTOCoaXh+hRMp1NNJhONx2MlEgnFYrGN3rbf7zfTFRJ+BpPwnjGEpdVqaW9vT7lczhAFklZQARch2xXEkeK9b91X4j+NdR/E/0LLDaA4iDWbzVsrVmQpH+Lc5RJU3tUecHvykowAtD0RiuOTbuRwt23Crs4ZI4hMJmO9P3dxru/rmXM/3rfxr9drY9tLb1fj9Ar/UpX4dDrV6enpD/4sqsfZbKZkMqlSqbQRoNAMf0rCQa8T/S8EutsSKCrGQqGg9Xr9WVoi8/lcg8FgY0znD11Unq4JSaPR0NXVlVW9rnMaC2QqmUyqUCjYnO7txZzwXXK0wWAg6fod4B1zg/h6vVaj0ZDf71cul1Or1dLV1ZVisZiOjo7U7/dtYiH3mkSq1WrJ5/OpXC7b54TDYRtqggyMYwYCl27Y6YPBQL1eT4VCwSRm6XTajo/nZm9vT+l02kaYslxk40MC871b209j3akg/iGubePx+LP0CIHiIC5BwLm8vHxrg3Or9g9JNAgieC3vWm5iwPL7/Uqn0xqNRhYA3YQB8gxuUrd9N0GS49hVjaPzlW4Yv7ctzvV9RjNAk36/f6dFrctMZ/gDsprPkbhNp1N5nvdBvft2u63RaGTV2mAwUKlUegsC5nhdFvDHJBxuP5zqPhQK3drOgMy2v7+vYDD4WUZ9jkYj8wn/WLIjQzwIOLQfrq6udHl5qXA4bLam298tXT+LtI62kSqeGT6b684aDAZvGbG4QZwqHJY8ATiXyxnk7fP5dHp6qqurKwuw8/lcrVZLiUTCNObz+VypVMqSinQ6vWGghFoBFvx8PtfFxYV8Pp+Oj4/tnXJlYu67zEhU91l195cPrcT39vbeS4C7X3/ddaeC+Ie4to1GI5OAfOxyAyibQTweV7FYlOd5urq62gjk/M6HWoW6varbgjikmm1STjqdlt/vtw3O3cR4sd9lmOFW4m7gSKfT5v8s3ciW0un0e4dSuOf6rgpuPp9rOp0aqWf7M11mOmx8pEqfI4i7fe13LRCDWq2m09NTDQYDZbNZlUqlnb+PVeinIEXu/aKfCkN6VwIFCzuTySgWi31y4krShJEJwzt+6AJKJ+HudDpGBHz58qW1crafE0hti8VC6XTa/MfdIAZUTRCHSAgZDc01/XDX4361Wqnf72s8HptE6+joyII31//Jkyfa29vT6emput2uubvR+5ZuWPTBYNC+k2BM/5zzHwwG6nQ6ajQa6vV6SqVSymazxhtwkwxXi06/fDvh5Nw/pBK/l5f9NNadDOIfEiA/RTvrVta83KFQSOFw2CpyN5Bj+PBDgziksl1BxT0Gd/l8PmWzWc1mM41Go43Nnwr7fUGcz3SPETIQwYDgCfP2XZWZ+znvgtRJsDqdjvUP3YTMTYbcYRifSyvONX1fEJ/P51osFqrX66rX6zb9apdTG8frBtqPrcSROqETfxd3YDgcKhQKKRqNKpFIaDwev/O83kcGHQ6HGo1GyufzikQidg1+yIKJDdsaVzWCKpPCrq6uTJ7HgrXNsxGLxTSZTAwil2704dwHnncSPuBzCGUu/Nxut22ISCKR0OHhoVKplO0TGLDkcjmDzH0+n0ajkTqdjtbrtcnIILHSx08kEuaeRoVNrxxy4nfffWefzyQzDGlYBHGSQnfiGisWi9kz8r5179b201h3Koh/iKEGf/cpQdzVlyLz4MXx+Xza39+Xz+dTrVYzqMzVk7vHsWuRIfMS76rGXX/k7ZVIJBQKhdTpdKxid7+bDWZ743aJZduBcbsan0wmRk7CgOK2QMCGFwgE3lmJdzodu558lvv7rjSH6/c5pFuSjGns9/vfK92az+dqNpvK5/PK5XLqdDpvEQTdxXXnOnzMsW67tVHp4Qi3vYbDobVB6N3ephdfr9e6uLh4J5GyVqtpb29PpVLJjEt+aBCHQwEvo9vt2r0Lh8M6Pj7WycmJ0um02u22Li4u1Gq1TI+NnArCFwx8V9HgJspuWwhOwLZci+N68eKF5vO5CoWCKpWKDWWBrMo77Pf7FY/HNZ1O9eDBAwUCAY3HY2s1kDizN8BkD4fDduwkphAepev9yEXAIC+698g1lFkul4pGowqHwxuJTDwet6Eq71v3bm0/jXWngrj0ftc2N4h/rBRtm9S27eMdCAS0v78vSbq6ujJtqvRhfXvXlSsej2s4HL7VInDHDe5auVxOy+VSnU7HZEluEJferopdtuquwJhIJOT3+1Wr1UwGI8kqgtt6yWwW7/O9hgwUCoV2Ss12kcPY8D41iG9Lk95VtY7HY/V6PaXTaVUqFQ0Gg3f20d1g8rGoAS0GSRuVuPR2i4LgFolE1Gq1FIvFzEBl12LM523a6/F4rH6/r0wmo1AoZJ932+/ftjgmpnNBDqN/TJJSLpeVz+eVSCQ0HA716tUrtdttCziTycSQIQyLpOtK3K2ueVYWi4X1w93rDxz99OlTeZ6nSqViLTFQDNADNxEniINaVSoVs2B98eKFJfXT6dSCfigUsqSAd4Cg3ul09NVXXymZTFqLYHt4icsrIYgHAgGlUikjMf6Q5Sat9+vLXncuiL+rEiebxWf4Y2U37gsNdCZturYFg0GzbKzVavZvP2TylgtzJZNJM8C47Rh2LRix7sjKHxLEdwUbqvFut2vyJUkbc5lvO5/3BfHJZGJe1VTswWDwrSC+TbojMMLe/thFIMQk413PxmAw0Hw+t3sQi8WsCtu1IESRhHxsJc4iiPPZ28fKpk6wxPnLrdhY8/lc/X7f7veuKWJY+uZyOUnXzxaSqB9y/NiOSjL0Ase9VCpl9wC9eDab1eHhoUKhkPr9vhqNhnmnc02lm/sBpC3JevYEenrxHAvEQMhsJycndi/5d26S5PJPSJ4houGLHg6HVa/XLaEbDodW0eMRAeeDzyEZePTokRkDXVxcWMLhXj8X0eIYeV533dvbFnbAkt4y3LlfX966c0H8Xa5tbITA1B8DqUO6CYVCb0me+G53MAEbn+v3/L4gzgsqXW9owWBwA1LnheYYbkMUstmslsulwag/tBLfld27UCqbKOYjt7HUYcFyvLsCea1Wk+d5Ojg4sB6pG8QJ0q5mlp9vH//HLJKGQCBg379roRhgI5/NZspkMkomk8Y03rVchvrHBnEQFTeA72pRADG7QSAej2s8Hr91fO12W3t7eyqXy5LebjPh3+32/IPBoEKh0HvNe9z30B35ORwOtVgslMlk7OcQJF1OBrMJotGoSqWSQeiQ+SB4gThJMoMWfBZ4d+ghS5u8D9cWVZLZopIksE+4QZxkoV6vmzVrNBpVIBBQIpHY4IlkMhmrnhmawv3nPXLHjKZSKS0WC2vDufMWXI919ggqdnr+71uz2UzValWe52l/f/9WHsf9+nLWnQzit22SbpUcDoc/Koi71cL2MI5d/W7P81QoFBQMBlWr1d4LqbrkFVYymdRsNtsgykk3Hs+Xl5c7P4sNkD4dmzrZ/PaG7rLiXcOX7d+honED3S6SjXtO9XrdNuzt78UlKxaLKZFI2DAHUBW3QnSvsTtEwj3+j1kusuEO4tj1e/h+L5dLzWYz+f1+HR4eam9vT/V6fWcSyfX+GDgd/sI2BwLYdjsx6vf7G79L6wMtMms4HGo6nSqbzVq16N6/9Xqtbrcrv/96xra74ZMU3Gbz22g09ObNG0MnxuOx9ZS73a5CoZDi8bj9vSvX4nu4BzDTi8WiDR+h78z3N5tNe25brZbJr/x+v7mg8fvL5dJg9+FwqGg0+tY0M9AOkiQ3WXenhcGDSaVSms1mxhvgM4vF4obZEoRNzqvb7SqXy9m/57NSqZSazebG+GL2DjeISzIHt/chI+PxWFdXV/L7/apUKvcB/Cey7oO4s9xKMxaLbQwR+NC1i5nu9sSlt60eo9GoDg4OtF6vzdTitmN0hxqwGGZA5eP6sNNj2/V5ZPlsnN9995296LugbcxEXG/y7esDazaRSGzIluh17oKUGZrhMsrd1ev1NJlMlMlkLGBQdfDvXWY6x7Vt2/mxlTgbJJsaJh27ng3UAtFo1PrCQJ/FYlGLxULNZtN+fzKZqNlsWiV+W3L0ruX6BrjVtctCdpMOIGfIVDiC+f1+64uv12t1Oh2bsCVdV6GuZA0vfiBXd9N3B3GwOPeLiwvTgwMXMzucqhhjIghdrtc5wZP77pI4manN/9brtQKBgHq9nj1/fBfXeTAYmEMaLQ0C+nQ6NVY5VrbSJu+Aitjn81lygNZ9MplsmNMQTEnm9vf37f5tO9BBPD04OLDEBNTjq6++0mq10vn5uSEUrq7bTfRBAd4FqQ8GA9XrdYVCIe3v79+z0n9C684F8XcRx9xKk2ryh1bjsGTdSvZdlTgVHi+PdD1SEaOSdx0ji6QDyAzo12W37mIoEwiBemu1mhqNhh3zriC+bRaxfR0JWtlsdsPO8zZInWDo8/ksiLnHiv44HA4bcY6Zy3yua2frBkEg7U+txLfletuVoLsgGXJcLqsYYxCIb9J1IGw0Gsa459r8kGN19fpcP0xX2NQ5h/V6bfOmXRIa6BPPEF4JrjkNiQl928FgYJwMeBIsCID4shO8R6ORUqmUjo6OLDi6rHS01XzXZDKxBBBlAPcA3gHPMQlHKBSythX3fr1eaz6fq91uKxQKqVAomKSLipkq2O+/HoHK3zWbTa1WK0NXJFmFTdXrqiUGg4FisZiSyaT1v30+n8LhsHEPWq2WQqGQMpnMBpJCRT6bzXR6eqpIJKLDw0OTmk2nU0WjUeVyORUKBc1mM0v8JVlSxjGyOJZd+0C32zU/+P39/Xsy209s3bkg/i4dNkEKzTbTgG5bt3kzb0tB3B4lP5fedlULhUI6PDxUNpvVaDTagBtZuypxSSYToq9JfxlCz21BnH/LcAX642iX3WDiEup2VeKYurCB7e3tbTCecdpyYT02J4Lttlschi3MXXalelTHVGTb8jLIR58qM9sO4m6/e3sRBIfDoZrN5kYFL0mpVErxeFydTkeTyUStVsvgXXf9kGPdlgkyjY5ryhAefpfKlZnw0vWzCAEPj3cCIisSiVgPGFUDlru7Zm4vl0udn5+/FbxzuZyZ0RDEIZitVisbEAKCRBXrngftKvr7cCogUcL+pgKNRCJ2P/BqQH7Fc80zRQI8HA5Vr9d1fn6u8/NztdttGwXqBjoC72q1sslk+XzefgfYPhqNmrFOq9VSNpt9y8IY5QXmLqVSya7laDSyZBj5WD6f13K5tL68WzxsB3Gfz7dRjZMgd7vdnXbA9+unse5sEN8VgLfJPhhG7CKELBYLvXnzZkM6tB2UXba09DbzfJerms/nU6FQMHevRqOher2+wbamwnJXJBIx2JBjgLRWq9V2BnGCJ0FuuVyaPGwXuc29PruCOAkPPtDIW/iMXZA6lXij0TCYmd9H9sRQB1dv7/f7rcqlIttmpvO7BPiPDeKQ6LjmbLa7vNtx9AoEAgYNbwe4QqGgUCiker1uSZNbMW5f1/ctl9RGT52EajuIz2YzQ0sYnoEUkhbS5eWl/H6/QdosIOJOp2O+3SRd285hnU5Hw+FQjUZDiURiI3iz0LETZHu9nk0H41hdjgUtKvedGQwGBh/TU2fyGNUtqAT/7yIjjOzk+XDv13A4NKid1lStVtPV1ZWN5wXpWK1WevPmjX7/+98bJ8L9ftCyTCZjzm8MGnLvIe9hvV7XarXS4eGhJYwYKCWTSUMmAoGAyuWyBV+XcLrNj4BjAEJRr9c1HA6VyWSUz+fvA/hPdH2WIO7z+f4jn8/31OfzPff5fP/Njr//r30+3x99Pt/vfD7f/+3z+U4+x/d+zHpXJc7LzHLhFnhvuAAAIABJREFUw+3Fz7Z7fu4Gsz1Ri+93g7ikjUDP74RCIZVKJeVyOU0mE11eXtoEstv6Vclk0tjCBHF6mLuqRl72fr+vSCSig4MDdbtd9Xq99wZxNhz3OrLJcP70Ul2Wcjwe12QysWC1Wq3MHIbvJhkaj8dW5fGZbFzIcUAcsMLkM/ldl/X9KXD6tlyP5MFN8JBjEewwWtlOuHw+n4rFoubzuRqNhiEeBB73HD5kucQov9+vTqejfr+/wZrGuY1gEI/HTQrGtaGF0m63lc1mN4672WwayYtky5V9cX0mk4nOz881HA5Ny70dvFlIqBaLhSkq3MTBnTjG77ukNenaqY3nEidEEi7IZZANsYT1PE/ff/+9ut2uoRJusOf7UIxks1kVCgUlk0mbkjYYDMwAB8neYDCw78GtD3SB5MHtxbuVOPcQfspgMDDYX7qZhAYkz72G+3FwcGDaeJc97y7X1Ofq6kqTyUT5fN6Qj/v101yfHMR9Pp9f0v8k6T+W9LeS/jOfz/e3W7/2j5J+7XneLyX975L+x0/93h+y6PGREUu3w+n04aRN+HB7ufAki02HTdOVPLHcTNm1W3WXixakUikdHh4qHA6b9eNtpKdEImHBj+oL4twuRIGNAzbwL37xC0nS6empbYpuVYz+1j1OtzVABeL+Pex31jakjmc1cGKn07GNvdfrabVaKRqNbpjhIJ1hc4T1vt2n5/c+JjCyYCvvCuLbHt4Yc0QiEZVKpbfaEe4KBoNW+fZ6PavePybhcOV8kmySFv1i7hnQNVU314fvJZAtl8uN+4hhynA4tPYH74brTijdDDA5PDzU8fHxra0cSTagheQC0xMWiRn31ZWWufIu6ea9cvXffr/fjHbG47EODw81n891enqqWq1mskVJ1h+nkvc8z/6+Uqkol8sZalIul3V8fGwto8lkYkNP8vm8vv32W6VSKYPAQSWA7ZPJpJLJ5IYsD/QEkh/vOElNv983W9ht73dJlrRsM9PdRTLc7Xa1WCxULpct0b5fP931OSrx/1DSc8/zXnqeN5f0D5L+E/cXPM/7fzzPoxH6/0o6+gzf+8HL5/MZw9mFv7aOUavVSsPh0MxXqKh2STPYmNzNlqrL9e7eFaBdHeguO85tqBrIDCJLq9VSp9N5KyhTpXKe9NBgU++SjAFZI2PJ5XKq1+sGIfNvdhHq3E2Ein/bHAImubvZBwIBC+yQsILBoAqFgkmAOp3OBkHPhfHdwINBzzacDove7fm6RKcPXbd50O8it7VaLbPm5Bjf5UBHkrZarXR6emrIww/p32+fE6xy7u1oNLKqDL/81Wplki2SyNXqesBHMBg0FjoLXsNsNrNq3FUGuOYyrj7ZHfhx24Kt7XneRkUIQrM9ecsl6Uk3+nI3WXMZ7P1+X4PBQNFoVIVCQa1WS9Vq1eSXwNKYO7mmK/jeVyoVZbNZ+Xw+k6rhz14ul3V0dGRcDIavJJNJFYtFRaNRI//V63Wdnp4aAY/53vABFouFVdto1V0LWpIrN4i7bTb3Z7ehdZlMxoym+Oz79dNenyOIH0o6c/58/uef3bb+C0n/52f43h+03Opml2sbf+52u6pWq/ZnGKnbm/GuSnzbqU16O4izQQMLbv+9dLvHeywWU7FYVCqVUq/X2+l1DTw6mUw0Go02yF3bPuNs8ovFwnrwR0dHtoG5QciFqHdd0+0Rkvys3W4bI5qFLSUSHpehj/nNs2fPLHjjoEcC5sLV9LsJfhzrNov+Y6vx7UqTRaXnBvHLy0tFIhEbKxmPx3cmT6zhcGgDM7gXZ2dnP8gm02Wm0/flWpEsERAgrPn9/o2ASb+33++br7872GMymSgYDBppq1KpWNK2TWpz9dLwNG4L4u5o10QisfEuuA5r3EMSDvd6AsWTLJIkw+sAEi8Wizo/P7fnIplMGvqBigO/f+k6cWm32yqXy6aKYOAJY0hdQl0qldKDBw/MgY3EajKZ6OjoSF9//bUZ1kQiEUv0JFkQ73Q6JpNj5Knb+yc54hhd8yg3yXYJqNsrFosZsne//nmsH5XY5vP5/nNJv5b0b275+//S5/P9e5/P9++ROn2u5Watu1zb3OoYso2knVIzet+uvMR1auN3+F53sYmw+dxmjbqLiMUmVSqV3pJiSTc6YWQseFGzqWwHcel6swoEAhY80+m0YrGYbdhsiLuCONUPVRMDT1iYUzBykUAKpI5mF8ifoJ1IJAw5AU7fJh26PXsSHlc+6G6QH9trlm5cwbb72tKm6QsT1mA+r1YrY3/v0sbTUpjP56rVauazHggE1Ol0dHZ2ZhDquxbPGRwFiEvwAWhXhEIhjUYj9ft9BQIBq8S5lt1uV57nqVQqGUQsXT8fjCylUs9kMqaE2CbuDQYDs2HFue02u1kXeXDnYks3pDa3Epc2GeqS7FjxMScZoD2DZA1G/YMHDyz5ct9Res4gSWdnZ5rP53r06JE90/F4XMFg0Hgn9OZ59njXuL+cI9V5KBRSNpvVwcGBcrncxjPa6XQ0m81UKpVsbwgGg6rX67q4uNhAALYlq8vlciOZ2zaDul//vNfnCOIXko6dPx/9+Wcby+fz/StJ/62kf+153k67K8/z/hfP837ted6v8Qn+XGs7iO+qxAlI0g2ESCXrQupsIkhfqNTpWUk3pLZtqJyXi8+7LYjvglRdyMw9n+2/Z95wr9ez3qfrBMXxSTJ5iUtGi0ajBu1RSbp95ul0avIdScbw3YbSXVa669aG+9d4PLYgzgbIhgSkOxwO7d9vJxD07An+rnuV68QVCAQ+Wiv+Lg96ZE5IgtbrtRGRBoPBhlZ6eyH1arVaury81HA4VDgcVrFYVLFYlN/vV6vV0vn5uQaDwa3B3D0fv99vfV2u1d7enpGkZrOZzaQmwEPGQgcN2Y0xoKPRyEaVIm+iH46ZD9dnuVyaZepkMrGE0g2Y7iJBSCQSbyXVON25rRS+iyrYvZaSNqp6oG+XpR+NRg2BcNtFyWRSvV7P0BNJevnypSKRiI6Pb7a25XJp/77VahkKRMuKfjrPIYl9KpWyZ8F9l1ySaL1eVzAYVD6ft/45nIZms2nyz16vp1artYFuwKp3i5P7IH531ucI4v+fpG98Pt9Dn88XkvSfSvq37i/4fL7/QNL/rOsAXv8M3/mDlwtj31bluqYNrr45FottjAh0HaKkmw1Z2tzQdkHlvLhuQNu1bjtGzmVXEOcYcrmc9T8ZN7ndS6RPPR6P5SZM2GeyeUKCobLZ29tTs9ncmBoFrL/dY3Od47alZcj32IzYeKkc8YrGPGW7EuecIHUFAjd+5iRV7XZbo9Fo4z78kEocRvdt0CM/b7fblmxQEVarVSNm7YKTp9OpZrOZLi4uVK/XN8Z8EsxdjsDFxcXOZIDNm+qL4yAQM+WO649bGXryer2uq6srmzMdCoU2/MXRk4/HY6vAYVpz393EleDIseLctq2OoDJOpVJKJpNvBXmC+DarnfcFZIf3BGIl7aHpdKput2tQeSaTUTweV6/XUyKRsGRkOp0qlUqp3+9bIjOZTFStVlUulzeeaVCHTCZjMjsSDd6bWCymxWJhz473Z79zKvHxeKzJZLLR/kF1kk6nTdeO82E6nVYqlVI+n1c2m1UikTCXv2q1qmq1qlqtZkn1bT4S9+uf7/rkIO553lLSfyXp/5L0J0n/q+d53/l8vv/e5/P96z//2r+RlJD0v/l8vt/4fL5/e8vH/cWWC/3e1hOHmIYXORvPttSs2+2aoQZV6DbTfJe8TLoJ4shZbnNHui2II0NxkxIWx+C6XdHPg8XtEmGw36R6lGTnP5/PlU6nNZlMzBCDHjhBkmOnf+eei8vMZnN0vbSpeGq1moLBoMGpkJxg7sbjcdXrdXPScu8nx0NgItFyv5v7gL7+h1Tit5HaWLCYOT5MOCDm0e/f5SE+Go3UbrctGLx+/druN/c0GAyqUqmoXC5bZe5a2XJ+bh8U4hnyLTzrcY+jMpzP5xoOhxuaZVANEJFms2l9fYIR1yQajVpyANpEYHX111iVbss0adccHh6adal7TiAv2++Q2yOW9FarBDIbVStQPUlit9s1slkikbCePomq3+/X+fm5ptOpvvrqqw0kjWenUCiYUQoJpEsWo4Lm8/BHQJr24sULm79OSwHN/nq9VqPRUCBw7QVP24J/f3BwoOPjYx0cHKhUKm3A+y6h9j6I3531WXrinuf9H57nPfE872vP8/6HP//sv/M879/++b//led5Zc/zfvXn//3rd3/i5114ko9Go43Kxd1YXQJSMpk0eYgkq0xhtl5eXlo1DFQ4m81sg3GJNZL04sULvX79WtKNFATm7W1r1zHCOgWGZaNkbbPdqZ6Bnl1J1GKxsAlNbn9Uuu6Ls7lFIhEzm4EwJ92w+dlkboPSOe5EIrEhLUPz2+l0FAqFTOqChhl53NHRkVarlZrN5kZfmuuP0Us8HjfCkfv9ICIYb+yqxDudjk25ctf7gjhIwHg8tuAXCATUbDYViUTMJYvRrO4aDoc6PT214Fir1XR2drbhvsa9jUajqlQqVkm699z9b3qpVNiugQg91/V6rXg8rlarZUEW/TBsfyrG6XS6YR2aTqetwqTl4l5P3hfsg4fD4U7nQ5zN4vG4JRzbUj1JO4O4S9ijVQKhj3s1Go0sEMbjcUsgI5GI9ciPj49VKBTsPSVxWK1WRoA7PDy0qhwIn+SRipiJdSQ+7n2YzWaWPEg3A2NAl7BfdVsU7XZbg8FA6XRa5XJZ/X7fqvZgMLihmWe6WaVSsT47e8S9ccvdWXfGsQ3ikaub3Q7irubZhUFh7p6dnWk2mymdTuvk5MTGElKJu7CidEO+Ojs704sXLzbkMB8SxKXdtqbVatWSjO0g7hJr0Ie7DHWODegxnU5bkOv1elqv17bx9Pt9FYtFgz79fr8Nd+D7IAK+C0pfrVbGMnahZb/fr+FwaJUy1RUIwGKxUDqdViaTsXvA4pxIolz9OQGp3+9v9O5dgp57TZEhbfedb4N0WS46s16vrQLluuGVjomNu168eKF2u62HDx/q6OjI2ONYcm73faXrNonP51Or1bLvB2Fw7wf9bO5NLBbTaDQygpsLbyOh4md4G7jPJ6Y6BBDXwMa9Zki5wuGwVeqQ2+i7S7LnFlh/VxBHibDr2sOnQKmAzzl+ENVq1QIfiA/JkcsZAKGiBeB5nhmh5HI5pdNpdTodNZtNNRqNDXSNgNrpdBSLxTbsgrkHVOGSVK/XbYhPIpFQOBzWxcWFlsulyuWyJUdv3rzR3t6eQeck8qB2u1QSEABBmu6r8Lu17kQQp5dLNbLL8IVAzCYcjUbV6/XMxAGThnQ6bS8hbGw0224/XLqR7nQ6HQ0GA52fnxuTHdnPbWv7GIFte72e6UyB7fg9PpPNCrc3zl+6ke4wgSqTyVhS0el0DBqn50mfDsYxEC1EOb5/+1zoVbsQdiKRMMa7JEMygIqbzabBimjd9/b2FI1GjVxFtecS26j0JdnQCpKCbre7oRXfhtOBgIGc3bXLE9xdg8Fgw9AmkUiYbS1s/3w+r1AopLOzMwt4g8FAz549UyQS0ddff21Tqnw+n/L5vE2U2obOkYZNJpOdMjSXUEZgm06nllzQbhmNRhbkCoWCstmsAoGAJblA9NFo1K4nfXb05vzMTXyxc+10OtYLp4/sJg5cN5CL7TnyaM+5z9uLaptn2iXiPX36VIPBwORgvMOXl5c6Pz83qJ3zIjHlGKrVqgXbeDyuarWqwWBgVbPbDgPBcPXpLjpFAHfd0R4/fmxJA884LYlms2nH7trPcn0J1NvPxDYycx/E79a6M0GcMZAYPEibQZwNhA203++rWq2q3+8rl8vp8ePHSiaTVg1ixODKc1x5mSv5QRsKVEaluIv4xnKPcbFY6PLyUoPBQLlcTvv7+7aBuHpejovAViwWN6pFGNxch2AwaD1zgiMbDPaonudZv5QKESY5lpa7zoOEqNFo6OLiwsZaSjewK71WCGySNhIEWgqYaDDEgmBELxidMHA/x8XGS4B0v5MFc1vSRt+WoHJbokUilE6nLYAlEgk1Gg0bdMHnlEol9ft9O5Y//elP6vV6evTokQ2eIMnM5XIqFosKh8NqNBobE6okmZIA/bO7kElxLVARgEAsl0tzbIP7QHCGFQ3xKhKJKBKJmMwNuJeqeT6f24hLWO8XFxf6d//u3+kf/uEfNBwODeZ2q3+QE5AZPpNnBimka+6zveiD8/skUc1mU4vFQr/+9a/1y1/+UgcHB+Z4BrJEK6per6tWq6nb7erVq1caDofqdDp69uyZEQIHg4FGo5Fdc7ctQgBmChnvKf8DraBNs7+/b2ZK0nWrIZvNyvuzJTKsfhIwiIaSLBGmrecuV8VCknofxO/WuhNBXLqGIvE03h5Hyou0XC7V7XbV7XY1Go2Uy+WUyWSUSqUUCASsOqUi8fuvhxpA/NpFagOmZW5wrVaz/tu7grj776vVqqbTqQqFgo2GxEjDdT6TbvyoYeRShUmyyhWyGps4QdSt/iAx0VePRqNmYQkTt9/vWy94e0GkAjJl1Gmv1zM7S+BdoHwQAFeuxwbp8/lUqVQ0mUz0xz/+0a4RlZALq7KR4rxFS2FbK468LZVKKRwOb/Rt39cPR75WLBbtenNOoBsQlTKZjD17L1++1NnZmRKJhAqFgsmeYrGYWq2WPReFQsHuweXlpXnK+3w+633iYe4qCXA+IwnjufY8z1z8SHoSiYQuLi7MZW5vb09v3ryRz+dTKpXS3t6enScJGEGcmemDwUDPnz/Xd999p6dPn5o+/fe//709ayAqTEjjmeH55/9JDqSb4L0rIHEf3VbReDxWp9NRNpvV0dG1IeTJyYmOj4+1XC7N6vTk5MR8FiSpVCrZ+TGjgOT1d7/7nU0uo++NnS1GNSRc/X5f5+fnZsI0HA7NSnZ/f3/j+pE4P3r0SJL06tUrk1ny3DNE6OjoyFomJGfucgm7LsJ1v+7OuhN3GxJJNBq1EY3SzWYOlD4ej9VqtcwMI5/PG2udyns4HG5IspDfMEZT2pxehnSFlxcJDAFol4kIiw20XC4rm83asUkye0g3iAMxAzXClG21WlZxrddrq1hcKJ1K+OrqykhUfC497/F4bIxkyE9UUq4EjN6kJBviUCwWzRQGZu7r16+tGhsMBkaIwiTG7/dvkKcw/hgOhxuSGrfvDszs8/kUj8dNL09ys83kZroTCRz35DanNp6nfr9v41FJOhh+gg4bhCMSiZiMCe1yPB634B6Px4257MrwotGoDg4OjMU+Go1UKpU2AjBcAEnWOojFYkqlUqZQQMIEp4IkAVSm0WioWCwqmUzq7OxMpVJJ6XRas9nM5ldzb0OhkGq1mvr9vmmip9OparWayuWynjx5YolUt9uVz+dTIpGwID6bzZRMJu26SJtObLwP74LTSWbcIN7r9TSbzWwe9mw2UzabteeYVg1/5vkEWeL80PdXKhUjbEIMzOfzWq/Xqlar1rdHOnZ6emoJ7unpqSVbIE3uevTokRnTdLtdnZ2dWXtuNBoZkjOfz21MMOe5C06XbhwYb7tm9+uf77oTlTiBLZVKaTqdWgXpTtICLh4OhzZVy5VQSTdGEy4hDqh5m43tBvHFYqHBYGAyLFf7vGstl0tdXV3ZJkJwkzZfUKotaZPURoXLxojciQ2gWq3aZh8IBKw/mM1mFQqFdHFxYUGRUY+LxcIqCDTi0+nUxj6650LgACmAiJVOp/XkyRML6PV6XaPRyKBMyEV8F8mV68bGtUc+BAJC/9rt/SaTSZMc8dncb/To8Xh8wy7WnU53G6kNAiBQrQudYpUZDAYVDoc3TGZAZdioCfbxeNyCJsHFlUMWi0Vz8uLvs9msOQtynYB+g8Gg+Xb3+/2NqViw+mGXc2/hgUAQ23Ye5P1gcMhoNFI2m1UsFrPn4fHjx4YCcBywu3kumTe/jUS5FT7JJpwKVxopyVjf3Fe09G5yQnVNAvzy5Ut7f7huiUTCOCuw5Rke5Pf7FY/HdXx8bIiE53kql8sajUbmvw5fQ7qWS7548cKsVjFO2n7PU6mUCoWC8Q/wYSfBh/PistxJ2ndV4jzT9/Kyu7nuRBCXZJpjv9+varW6ocOGodxqtZRIJBSNRq3/5Q5A2eVpDsOVzZ+MGJir1WoZIYWNgQ13l4sVkB5+5qlUSj6fz15Q9yVGG01FRZLhjl2EnTwcDi2IMdgBuQwVaSaTMc04KABQ8Xg8VjQatQ3x4uLCWPycNwuYFyZ1v99XvV63489kMibTgSjo9gWp/GHsohlmM5Nu5kjDYub8MTQBIaCd4ErMYPZ7nmcbMP3GXUmRu3hWsPd03cL6/b7B0ARxrg3zp5ENwdqmwkK+hX/2NvSPFMyVSSYSCQtIBHM4BVh9DgYDNRoNG4SSy+XsGQYxSqVSGg6HRmrk3oGIrFYrVatVDYdDUwtgagIDPZfLmWQMDXY4HDYyY61WMwLodrUtyfrm7gAQ/p6xnlxnEjZ3bjttEcikkmzAyJMnT4wfAQK2Wq2UzWaNKEhSyHOBOx0cAeDxRCKhSCRirmo40iH/g9leLpetbbGLUOl5nhqNhvx+vw4ODrRaXc9gJ3lmIiFBHPXHrp44zxjP4m1qivv1z3PdmSDOC51KpYQvu6spvrq6speRqolgCFFlPp/b4A0WsBiQqisvg00N05QAQvXqapPpcdZqNQUCAVUqFdOr8/fb+s9taJBqxoUIkV9xTlRdmUzGkgMqdzamTCZjUClkIGD0/f19zWYzvXnzZkPy4h5nt9tVPB63udagAZACGYDS6/WUTCb14MEDazUgc9q2qaTyh5BFVUsSRUUDbIzemZaCa4pC4AuFQjbiFW03Af+2IM61xn6Tni9MfTzgqZx8Pp9qtdpGAGCjdklIwLJYkbooEQuI3HVKC4fDarVa1jKBMOb3+5XP5zWdTnV6emrfeXJyYoQ3gjiIAveDsZxAxsjV9vf3VSgULChPJhMVCgWDjSFOktCGw2FzZCPAuQnpdiWOcQ/XxjXzcd8v+sb0zy8vL5VIJAx5oW3CtT0+PrbrRHsMngcBEydCrg3JNq0PeuHcW95DkD3gcCp59oTt94PVbrc1m81UKBSUTqdtP+DdpU0C694deuIukliUAPca8bu37lwQ5+VkVrUkg8ewYwSeHQwGttHgrERwIdvHaASJkhvESQRKpZINy8CsIhqNqt1uazqdmkc2kH+lUjHozEULtmGyXUHc1U27Gx7SIioKDF5gDANfDgYDzWYzlctlpVIpI/a4kHYsFjO4fLti7Ha7VilRVVJlvH79WoPBwKo4yGxUg0iiJJmfNtWIC98jr3Pnt2O4Q+KCjpeKnt+FSU6/0fM860W7DG7p7X74cnntDZ5IJN6yzKTyB4LnuUEOBhJEbzabzW5Y1zJcg2PbNnyRZLpnkjHP85TL5YzLQQAm+UDjD/QbiUT01VdfSZKZvRCQIG7xPC8WC0vu3JndtVrNvj+ZTGp/f99aH0j1gL/hZVBZS9coDfyL7UqcRNlNcPhdAjiBm2dxNBqp1+vZiE2CuCvP8vv9pk4heG6b0Dx48MCIdyQ82MJyfjwXyMCy2ayurq6sFRGJRNTr9SyBxqtB2jQ/Gg6HZugSi8UMERoOh8b6d0eQet7NiN9dHBq4IffM9Lu57kwQZ5MioHW7XdtYXr9+bSMWqfTW67Vl35FIxLS1rj2odB3Et6c6AZ1DYiqXyxZ4XCZ1q9XSd999p+FwqFQqpaOjIzP0kDZd23a9oECyeEQj94H96yYUELvq9brBuLDyWVRxVEwPHjxQNBo1KJUNEjgWqQ9wIfAqbN3FYqHj42PlcjmrCn//+9+r2WwaIx6ZUi6X02q1svGpoVDIoFzOifZGKpUy5rN0vYnx3Wxy9BkJqK6mvdfrGfENlrHffz08BDcxnhl3QahzJ265REXMfyAYsilzDxKJhC4vL5VKpXR8fGxcCZ4roFkIcrt4E0jaQHFIUoCW3eNGc95uty0YZTIZRaNRg6cxxen1eiqXy/b7i8W1d/p4PLaqHOa2dJ10pFKpDSkU+m6ST4yDUqmUut2uMeBPT08tIJOsuHJBEj+COOflSrcweiHIMUIV5GZbY53L5UwiSsIDhwIyIu0hn8+nZ8+eKRwOq1QqmRoAh0QC9fHxsUnbXEMl2PhuAu0mY/1+3yaakfSA4AwGA0s+pZsRpBzXriqb63UfxO/mujNBHPgM6RUw8Wq10j/90z8pFospn88bm5a+FyxkhoWgn2UzAyaFBObKy1qtlsF1vJRAodVq1fqDuVxOuVzuVtIKWfb23+MIRY9VuvFkJ7BJMqhxNBqZEQeQMVV4KBRSJpNRuVzWbDZTs9lUNBrV4eGhZrOZbexUuxjdsAmtVqsNvXy73VYsFtPR0ZEikYhisZh+8YtfKBaL6fvvv9ebN28s6NKrBcqkP03wBQ5Hr+zq8/ldetVUwtxvYG1g1NVqpeFwaL1jNvFyuaxAIGAzt7mG7kJCBCFP0kYQJlGKRCKmCqDC5rO63a4F03g8rvPzc7169cqeK5ABzmkbhqVFgPkOQQ1ilCQLYC4xkCCBi9xgMLCZ2S9evLBjnU6nevbsmVnRvnjxwshfBBEIZOFw2HTgoCbA2Nwv0CsCbKlU0mAw0Pfff6/vv/9+w9AGZQCtBFAYUCOePxCn5XJpjmm0N1yrZBboAuRApvvxmVyb4XCoUqlkbHNknLzf8C0gwaFO2NvbU7vdtgSG1o47D901ZeJ4uEck6rFYbGOmAr4Ht8nL3H2C5OU+iN+9dWeCuCTbJOmBdTodVatVtVot8+jmpYUA02g0DF6kR06f1fWihmgzmUwsI8cMhGpwMpno2bNnVgXu7++bEci2DEW66X9RzbkvKOYvWKu6cKPLTEfLjiQMUhaBkXMg0SgUCopEIuY8xga2t7ener2us7Mz+zlks9WW+tWQAAAgAElEQVRqZf1/N+EplUr2e0DK3377rYrFoprNpsbjsU0aI8mZzWYbQRz7VfqYsL/D4bDB8VQnJDNUamj7pRvDDBAV2iIYm5DE4Iy3XYW3222bF+7z+dRoNMzNT7quejlP148AeVY8Ht/QaHueZ1wFEiTXDMdto2wvvO1pj6BXBt14/fq1/vCHP9hwGZj5BNhsNqvZbKarqyvVajWFQiE9evRI33zzjb766iur1nGbe/z4sUqlkpEg8/m88vm8GfpwryBV8jyDEEhSuVxWu93W+fm5+QeMx2N7znj+3aqVgAaJEBInzzLIDSQ+txJ27x89ZdQXKCMajYa9KyhGEomE9bTpk/v9flO2QFBMp9M2pa5cLqvX61lCQB8fBr6bUJP887yTaK3XayWTSeNXSDKfA1qBt8lR/f77EaR3ed25IM5GFo1G1Ww29ezZM0nSw4cPzRIUIhV2oJKsaiOISze9aFi5LluXKU2wXxuNhrGmHz16pFKpZNaoVAfby4UppZsXlOqUnjPZPAHVDeL8NwQllxREPzwQCBhE7Pf7VSgUtFqtbJODBHZxcaHXr18rGAyaiQawabvdtoqBja9UKhmywbUNBAKm5WX4BVUf154qxvV751wIGKgGqA7R+btyMe4514RqHbiez+V+ptNpJZNJNRqNjeA5GAx0dXWleDyuo6MjHRwcqFgsajweWzKVSqXMbYxgTbAl4KHjdnus2WzWeuG0EFz2/HYlzjkhmwR+BT26uLhQu93Wy5cv9ebNG2vlQJgMBAJWYV5cXBiZEEkaKAESu0AgYIkZFSgoAjpy2ge0oEisXNc+xnfW63XFYjH9/d//vYrFosnf8DkgcKGMwJeca8Tz2+l0DK2AC0B1uw2lg5ZRffMdFxcXyuVyms/najQa1p8OBoMqlUoqFosaDoe6vLy0c0J+mc1mzT4WF7ZYLGaKAVoiJPDcR9oerkXzbDazJAt+DXsN14C/37XcwH0fxO/eulNBnIBGlXh5eanT01OrGJl05vf7N5jcbPwES3rKBF5YwWTgwWBQ9XrdIF2kJEDLfr/fdMGQ7banU0m3B3EqEjZ7etPuAItAIPCWJSpTn0gygODYfFgE13q9rqdPnxpjulgsan9/384X9jCENAxLut2uEX8k2cbmOsdRYRGAIFC5/WtgWqBT5lxTubtkIQIGQYpe/bYrGOgFPU5JGxPYyuWySQOl68oJu9R8Pm/VMnCq3++3VgVzwWezmTKZjD1LxWJRo9HIUBB8+THyAUaFYMY5ohXftWBCcz7I7Rj60ul01G63ValUlMlkdHFxYUGc4DCdTi0wUuURrOBjkGTByyCIIuejfURrBbkXpLEXL17o4uJC+Xxejx49MgZ7IBCwEavMw4a7AaKFjI77x7FKMh4Ik/Zc0qoLpSNRpJonKUGhkM/nbaYC1wf0LJFI2AAbSI3fffedEUcnk4npuXHew4eeVhFtGa6fyzSXbipxrjeIAsRDZIMusXR73Qfxu73uVBBH+4k0plqtqt1uG9SHN/nPfvYzI7fV63Wr1tlgJJmRhs/nMycqJiCdn5/r2bNn6vV6tpmSCFBt0sPDKlK6hmzdBSy8HcRhtLumKm6/GlKNG8TcXhzkLaD0fD6/0Vdut9sWxAjOWFlWKhWTQlFNYBcai8XM2zyfz1tFxJhRmMZcLwZ/9Hq9jR47vWBkR4z6lKTvvvtOv/3tbw1Cd3203X49JD83wPC5LvTr9qtZ2WxWw+FQ3W7X0AiCtrsajYaCwaB+/vOf6/DwUIvFQmdnZxbIMNChd4yOHPIgc98hj7muf6AmtwVx1xOAqhcZIH3yyWSiSqWidDqter1u5CiqaloXGKdI1wkpPXnIa2ioGQhCsoH0y+VgXFxc6NmzZzo7O7OBPdlsVo8ePdJXX32lQCBgz0gsFlMul1O73Va73bb7hlUujHrpZpgQxDJY3PSPQYRqtdpGMuyqHaiKScj5MwoDAjFtG85Pup4hXigU9OrVK/X7fb1588b88mlnQQQlweF+8nzxMwxgMPfBqhW7536/r9evX9sIVIizt1Xi/Nz9rvt1d9adCuKSrL9Nts9/E4SAaak64/G4Xr9+bTAam51raYoNJZs31TFe5/TcCIwwuCGlYYDCZu4uNmXIWpJM+kagkmQw7japzZU6uRV0r9fTcDhUJBJROp22KWvtdtv6w0+ePDGoENJXOBxWsVg0yddsNrPKeDabqdFoGIOcDWV7DCkEoUqlonw+b1OlwuGwBS56xPRhSS4mk4n1WqnU+X23t8imT0+Yyo5EarFYvFUVcR3pL//pT3+SdKMJ3/5deueMjaQtkUwm9fz5c0uApBtSViqV0mg0smcMuJTKEHialsmuQM75A71yL11XNljre3t7KhQKZoXa6/X0m9/8RovFQrlczgyFGMwDQXMwGOjhw4cmhQNK9/l8FtRJAt3jbDabmkwmOj091d7envL5/EZgzGazmkwmZggEq/z8/NysgTGugYD59OlT/eEPf9CbN290eXmp3/zmNyZ1GwwGevPmjc7Pz3V6eipJRpr0PM8q/EgkYoEQO1xJuri4MEQqn8+bAyNEQddd8ec//7kkmacBxkyvX7+29g+SSdeNzXVvRIN/dnamarWqs7Mza2kQ4IHy4/G4vv32W2vVvK8Svzd5uZvrTgZxz/P0xz/+0Tb69Xqt/f19rVYrI4jBNN3f39+wgXzz5o1VYKlUSvv7+6pUKvrqq69UqVRULpcVDAaVTCaNGESwQKIEGYq+4mQyMbcpWMcsF36UZCQyKgyOHxmQ60MtbepvIXBR/S4W1/O6e72ezs7ONB6Plc/n9dVXXxkETmKD5h0Is1AoGBLABtZut00u58Lz9CuBiNvttlarlU3sSiaTFuAg3NED9/l8urq60nA4NBY5enb+HuMXd9NErsV9xJADPS6bPJs1s8whvVEhu4mSG8SZT49TGdfz4ODApFRu+4P+Nsx1F/4tFotmw9lqtUxaR4W3HcSBdukFn56ebuibnzx5ooODA0tUC4WCBoOBXr58qVevXmm9Xuvhw4fmX0DAp79Oa6dcLtuEtVarpdFoZAQ+2gb05iF9zWYzPXnyRJlMxtpIsKyDwaA5ujWbTbO9TaVSajabppJAPx+Px62aJ8HgWHGOI9FGGppMJjUcDvXy5Uudn5+bTz+JLc8X+nLcEf1+vw4PD62dE4vF1Ol0bC+AWEkLqVKp6Ouvv1YwGLRzubq6skRU0gZKId3IxYbDoWKxmLXx2DdIqjKZjI6OjgzeJ3jfFqQ5rvsq/G6uOxnEO52O/vjHP1o/khev3+9btSFdVzypVMrMPP7mb/5GkUhE1WrVNsNcLmfOWQR6Mm4gOQIQAbHRaNjISunGQhQ9KhWrdDNz2zUXYQCDa5rBpsrLTPW+t7dnBiJosemdonF99uyZlsul+WDTywWhqFQqBmOyQWUyGWP4ZzIZDQYDXVxcmCvetlEKTOzJZGJyHKrXo6Mj+Xw+m/QG1DibzczPHngeBINKFEmWJOvtkjRw3ajusDeFSU9CQssDkhH96f39fc3nc7Xbbeu7sujjFgoFc9vCfpSEARgf7TuwP053tDxisZgFzPl8bkkePedtrgSJH89ys9k0xzcqOWxcq9WqKSuwzj06OrLhKxCmaA/B+ifgFgoFxeNxDYdDM6rZ39+3yp/KvFqtWuA/OTkxe1kSTpjcIFQY1IBKjcdjnZ+fazabqVarabVa6ezszIb1IJOTrhNTjFKOj4+trQMcXigUrN2AjK5arer09FTdbtdY6t1u1wIvOn0Gj7iSPXrkHCvXB/vZTCZjTniSNobzbLdISAZ4nl33PtQM9MY5L/79bZW4JEtg7tfdW3cuiM/nc7148ULD4VB///d/r3Q6rclkonq9bhk2vU+qWiDLZDJpPcZA4HqwBlUa1S9ELEhBLhs6k8nYdKRGo2FMXkwkXNcn1wSDjR/ocLlc6uDgYENSg+6dShTXMkmme85kMpZU1Go1vXr1Sp7n6fj4WE+ePNHx8bFpkCGorVYrHR4eGpJAwIQFTqLApK1QKHRrEGf6F+dNvzOTydhoTlj0uNitVjezxNFj04ekHwrk6d4zXMKAId1pYmh9XStcz/PUbDaNl8B9Rlrnng++1553PSu82Wxa4oDFKD79EM0Y+gHpLRC4GSMbCoUUi8VULBaNSAVUDIfCXSAZV1dXGgwGxizHBQypnN/v1/n5uabTqXK5nLU9kE+ReC6XS6VSKdP6Yz/Mc51OpxUKhXR5eWnoDC2ARqOhly9fajqd6uDgQOVy2XTrIBpA7PTuaTEBq5MMnJ6e6uLiQs1mU1dXV/Z9wPSYDtED5xnCcQ9DJ5IFz/NUqVSM/8LgFkiReKLzvPKe0id3OSXMisdZkJ9DsDs4OLBWBhU4CIQka9/Apue9hnxK4ggTXZJxZajA3xXEUQzcr7u37lQQ73a7+tOf/qTVaqWDgwPl83kLLqenpwqFQvYzyE9shrhrUXUNBgPVajVjLrsWqdKNexWuZLDGHzx4oHg8bgkAAYiqOp1Ov1WNY2oB1IqLVDqdNjkcPXG+hyBOBS1dJzDValXPnj2znui//Jf/Ug8ePFAgEND5+bni8biy2ayWy6Vev35tFq1sdOfn56ZHjkQiOjg4sOpxMBhYBbEdxOnh93o9m2XOpkTPGatZkAoqW0Y0EigZmOLKy7j2rnrg4uJCr169MiiYFgiqA1jh9HxfvXplQRF4m4qOKkuSVZFYwxIEkdOhl5dkzGeSCs/zTFZGchUMBo3pjokKpEqY0SyCIjPGy+WyHj9+bPrrk5MTC4QPHz5UPp+3wAWT3ZVQop+HkHVxcaFgMLgRENBCL5dLI44R3F+8eKE3b97o8PDQkjFkcvl8XpVKRYPBQJeXl3afcrmcEeWOjo6Uz+f1q1/9yqR4oVBIxWJRf/d3f6fHjx/r4OBA2WxW/X5fjUZDzWbTWhORSMSsfmlvkZzhRTCdTlUul/X111+rXC4bpI7WHGtYzisej6tWq9m54J/uzqVHy82cAJQoPFO0r3hugPB5BqW3pyOCiBDEo9GoTk5O7nve9+ud604E8fV6raurK3U6HXW7XSOOsOGzOaXTaeu7wWInY+92u/rtb39r/VQMHyC2wY52e9Iw192JRFQGVJKw2tGcs6FQjUOeG4/HFkwha2HIAYvW7YsjJ6tWq3rz5s2G9rbf7+tnP/uZnjx5YpsRyUS73VYikdDx8bFVSnxmpVIx5uzFxYWSyaTK5bJCoZAajYaNmXT1zkhl/H6//R7WpcDfrq7d1T4zbjMSiZgDHD1GEgBaHUDW9Od9Pt/GeM/ZbKbz83N1u111u10j8NHLHQ6HRoyispVk1x2YXbrx64bpTxIi3WiUgdNprXCcfC7wNZAp0jjaO1yfy8vLjRnj7XZbT58+ld/v1/HxscneQHwY6BKPx/Xzn/9cjx49Uq1Wk+d5Vv3zbBIwSBLi8bja7fbGCFXpugJcLBamH69Wq2o2m8a3gEtBHxvImH4v6M7FxYV9TzgcVrfbteSXnvCzZ8+0t7enbDarbDZrx40+Hb05z8l4PDYXwmw2q06nY5aq5+fnqlarCofDNlAon8/r8PDQSJUYpWCa5HoXFItFM6IhYcT4BeRuMBjYdQHpcSWXMOpJHBj/yzsnaYNzsz31jCSC+3C/7tf2uhNPBdCadP0isLFMJhMLEoxAlGSuTDhaMZhkuVzq+PhYDx8+VCQSUaFQMCMMiGGukQiM4FKpZJCt3++3wMcKh8OqVqtWMWcyGS2XS9XrdVWrVa3Xa5VKJdM3u0Hv5OREkkxDS+XW7/dVq9VUrVZNk0vA9DxPT548seAoyaoEAnk0GjUr2Hq9bsEsEono5cuX5l6G/ArZEv1e6RrGxyhlvV4rEomo1Wpt+M0DSy4WC9XrdZuzHQ6HLbGAbOQSywjUQJfD4dDOjd9HVlQqlXR4eGichPl8rlqtprOzMz1//tygVlojoBl7e3vq9XqqVComjQLZwE0Mdr9bqWNTOplMjMzU6/UsSeTY4B64MijXyY3hJtVq1Yh0v/3tbzWZTIy1LMl69pi9IBv0+Xx68uSJDb2BKOYmFBD4OG9JpjRwh7DwO8ViUVdXV3r69Kn1kQneIDHYDdPCKRaL5kyHuiOfz6vX620YuEC4ZIoX380xxmIxk6GBAD1//lyTycQSZUaO1mo1I5AhF3XNZHgmgLH5Oe/IdDpVPp/fuKfA9ZlMxibHSdewN7A4Bj+MD6XVxJhXF+GgBeAGadfJjUVCdV+J369d684E8f39fYO+YYXSSwPGg+nc6/WUSqVsk8rn83r48KHB02xUsKILhYIWi4UajYaRWUKhkDmXsaGyqKZdBrgkvXjxwmwWYdjiUw1Mtx3Ek8mkfT9VElpWqjr6l/jGe56nk5MTxWIxq1IXi+t5zOl02gJGKBRSLpczhzGkRPTo2VAnk4m5b7lmG65sDPYxE9FoY2z37U9OTszUpV6v28ZLNcT9hGnPpu8mIfQlfT6fjVelD1upVDYY5CQ95XJZiURCvV7PRtUiB4rFYgavn52dqVarmfuaz3c9avT169fWx51Op/rTn/6k58+fq91uG0Hw8PDQyHOcNyM6m82mGZJQ4fLffr9fL1680NOnTzUajfT48WNVKhVDiObzuQ0vaTabOjo6srYGtsCRSMSQEZIV+vaQvp4/f25+8wzzcb3cXfkZx99ut3V4eKh4PK5Go2FJB3yE5XKpo6Mjm1ne6XSMqAi3QLoZLlMqlSTJvNcxSJFkdr2r1UqFQsGm0EG8w4Gu0Wio3+8rm80ay9wlfRL08/m8naMkQ4x4toH2UX/AgCdpw70Q9IGEFg4GbaV6va7FYmE9bulGJuiS2lzXOTeIM2xo1/CT+3W/7kQQl641vZPJRNls1qYv1et1C+pA3/TIHj9+bBUEhBNJNneaCpBKAunMaDRSq9VSMBhUrVazDRRHJs/zTBqErpi+82Kx0Js3b/RP//RPRg6Kx+PWh2PzxcxFkvUPmQ7F3G708FdXV1osFsrn8zYCdG9vzxjMaLula+cySExU8LCnmckMYkAvleoH73nIbcCIkAFDoZBxCAh+kiwxwkkLghFSNNyx3KlsVE6udt11b5Nk0iDgWNjCQKaQ4/x+v7755hv98pe/VKlUkud5evXqlX0ekD/38Le//a1+//vfazAYWPLEfcXDmyAKs/3q6mqjenQnjlH9EeB4TrjPmL6A7BSLRZNCYZri+nUzHtRtk+RyOYOmmQMO3H1ycmJe6ngWzOdzff/996pWqybB4lwZhPLtt9+aQ12pVLJnulqtWp+/1WoZYoPyAt953MxardaGZ8Hf/d3fmWMeUkNaBXiUk6g1Gg2VSiX94he/MK37aDTSwcGBSUM9z7N3EvSLZJhetjtwBcgbHkY0GjXzGUk6PDw0nsHFxYUlQkgiSYJogcTjcV1cXGxM3+MYXP4Kjnvu8BrWu4xe7tf9uhNB3PM8nZ2dWa8tnU5vyILcgSeYiGDAQq91Pp8rnU5bwGN6F37pBDLkVsDxbJ70sReLhVWRwPSYk+A4Rb+W0YmQ7NDlolXFzOLNmzdWPQFfE1z9fr+++vNQC5jlZPv0XZlYhqFMPp+3VgD/K5VKqlQq8jzPiFMExfV6rWKxaJUapjUkP8jI5vO59YhdJj2EIoI7QRpkg02VwATSAQzpJkgE6209vnuvgDUvLi40m82sKi+VSjo5OVGz2TTmPnPgJVmy0e/39fjxY/3qV7/S8fGxKpWKMdPxHqevvV6vzdikVCptDAWBdxGNRk3/joEOnIdWq6WLiwtVKhVVKhXt7+/bs4oL22KxUKvVUrlc1oMHDzZsQj3Ps1YCagkSNEmWBO3t7Wl/f1+PHj3S48ePtVqt1G63DU3AHpf7ifQRNjXQNS2jw8NDeZ6n09NTjUYjS/K4T51OR+FwWN9//72hDqlUSsViUfl83tobIEDRaNT0+KBccEySyaQRPcvlso30PTw81Hw+t2EnvEe1Wk1+v1/ZbNY833mOIXyChsFDgaAKAkBLJpPJbHgyUE2DvvC8YC3sDnchiPMck8DyDLPeZfRyv+7XnXgyCJzZbNa8rjG0gHXKBuTKRxhOAnGqUCgYUQomtd/vN7MH7EupZlutllU2BCmCF5Ugvs7FYlH9fl+TyUS/+MUvzKykVqsZuc59mc/Pz/X06VP97ne/U6/XU7FYVKlUsqBYKBSUzWaVy+XMDY4RjMis2HT6/f7G0AhJZtYCEQrCTy6XUywWU6vVUrVa3dhguSbYzbraar/fb45cTJFy5XBsXsDngUDA+sq5XM5c73A2cxn/XF9McSaTibUEgIPZNCEiBQIB62mChkQiET18+FDpdFrff/+9Wq2WUqmUJpOJEQJxhTs8PDQ0gRYD1RSBH9gW7TFwrSs1IjFDv82EORALEkR85ulj1+t1g1lrtZoikYi+/vpr+f1+XV5eWuuIKXTYv5LQkgBOp1OzimV618nJiY3/TKfTOjo6UqFQ0Ndff22Oa+jCHz9+rGAwqOfPn5sJC6jV8fGxscSBk5Fhgi6QIPB8+Hw+nZycaD6fm5vadDo1ZIl21dXVlRkF0S7C5pbfefDggdnhvnr1ynwR5vO5/dwdODKdTi15R1IJqW8+n5uiYn9/354rl6kOJ4PkuN/vG7pCq4SAzz5Dm8hFjFzHRUnGXL9f92vXuhNBnHGKkUhEyWTSRhhCfMKnGekXVQrBxJWZSNdjQHkxYcFCJoLAgpZ8sVjY3Gsc4iQZUY6NiV4bTPlkMmmTzl6/fm2WqJDVnj59Kp/Pp2KxqG+++UYPHz7U3/zN39jkJfTJDKvo9XrqdrvKZDLW0yNZYdNjwR7HSQsLVJIIpG0vXrzQeDxWJpMxQhtQOlOh3DUej5VMJlUsFg1GBVXAHAcGMBrr5XJpyQnDSK6urqylgQMbhiEYwVSrVQWDQZ2cnFigq9frthlPJhML/iAtmIg8fvxYo9HIZkrPZjNdXl7aJDCqKreXSpXpDmlBjpfJZIy1zP9AGCRtVHLHx8cqFAqmi8ZLHDnUYrFQtVo1suGzZ88M9aCv3Gg09Pr16w0CG/1fTEyurq4sOPJnuAagU2dnZ0YM3N/fNwteuBfhcFilUklHR0dmi+vKrCCo0bYByWi1WkomkwYx8x7AEYGf8PLlS3Otw64WLftqtdI333xjUjOuDQQ16Zqg9+DBA1UqFY1GI3333XdGMIxGoza3YG9vzxI9vBpIpvAyZ2iRJBtiQ3JNYk4FDdLX7XZVr9cNZaEFtW0bLMmCOX37+0r8fn3ouhNPxmq10rNnzzbYs0Dr2JjykvJSSrIqmU2e0aKXl5cb07cYyABLmw21XC6rUCiYZSSEJUm2IcCQHwwGKpfLevjwoYbDoc7Pz/XmzRut12t1Oh394z/+oy4vLw1mzWaz+hf/4l+YTSPSuFKpZGYp3W7XXM6q1aokGewIEYweoOvZDlO/VCpt9CQx2CBgNxoNQyh6vZ4xzqmy3I0IhnMgENCDBw9sahmBFYkam1UgELDAhWSIcZ6s2WxmAdkltV1eXqrb7er4+Fj7+/v65ptv7BqQAHS7Xav6e72eBT1JJj9CjnZ6eqpXr179/+y9WYyseZre9fwzI3KJjH3JiNxPnlNV3dVdre4Zl2bggrlxG8a+oH3BYoREG4FGwkICIV8MsmRZIKQZkAVCIFkjgzTAhceyZM1IGJnxgMQNDDQzTXdXV3edqrPlyS0iMmPPPfLjIvP3xj++ityz6pyq/B7p6OQS+e3f/92e93nNaatUKtZ3LQ100alpNhoNFYtFK0/s7OyoUCgYx4JeayJPX18gFotZbZ7Isl6vG+P6xYsXxi2o1Wo6Pj7W6uqqisWipaLRc5+entaLFy90fHyscrls92Z8fNwm9sHeds6pXq9bNoXyDJ/3OQyIpJCdoWREdM+9wokl3U3mh1ZPWr0woETUPCOtVkuvX782h5nyQLvdVqVSUSqVsuxGr9ezGj7RL07qwsKC0um0tra2tLu7a8/M3t6eisWiORbwUCQZ2/7169dqNBpKp9N2/IjnOOdMKdEfLUrpgnLN8vLy0DvBO8915dpiwHnXcBIvm2AWIcKDeDJIRTEAAq+f2jfpcQwrAxjoHyXlDqu22Wxa36wk69MmqoTUA7O7UqnY4grDG2Y3tWdakSRZxIF8IwNH8vm8Dg4ObH41ToMvrFKpVCyVz7xxadCGxN9RN0ZaljY52mP81iF/ZCVMcFTDfGlXxDFwdtrttkWZOEf+RDAiNCRs2R4GzI9IcDQwaNVq1YZ2UH/EkDx79kxTU1PWfpdKpWxiGr3XRI3xeFyNRsPa8khTo9z30Ucf6fnz55qYmDCnJpPJqFgsqtlsmgob9wGS2vHxsUql0lCUShZif39fa2tr5tyRrYHkRntSLpfT6uqqdnd39ZOf/ETSWcTGoA500r/1rW8Zz2Bvb0/Ly8v69V//dS0tLZkmOtkUjCURJqUkomxaDnHufMcKY8JzyTaZ7lcoFMzh5Xnm+pAVIVNEepuIF2lV6cyRWVhYkCQ9f/58aBAOKe9SqaTDw0PV63Vtb2/buNTJyUltb28PvROdTkeJREKLi4vWutloNKyNjLo1zikzARqNhmq1mvWow0fp9XoqlUrKZrM2iAUjzjOcTqdNO352dnYoRU6HBml00uq8S7yz8F4iYluEy/AgjDjEq+npaT1//txSZtSpIbiRTqVdBTUmeouZP+zXOzHeLEJ4z51OR/Pz8/Z1v9+3FCzRAwQYjDbGPZfLqVAo6Lvf/a6+8Y1vaHFx0QxFu91WvV4fmiCGYIUkkyVF5Y26Y6vVsjYrfu8T6A4ODlSv142xT68w6mIvX740Q4FsKSQgiHz0uLZaLc3Pz1t0Jw2MONEbqdvZ2Vl1Oh1rAyI70G63LdIiIwLLmNnhEPmIwnZ2dvTRRx+ZEA1GXhrU+DFWvUdeSMcAACAASURBVF7Ppkf1ej1lMhnNzs5qf39fH3/8sba2tux6QWJsNBrq9/tKp9NGUsP4ElnjuARBYHwEZE59ljIpbJxJdLw//vhjNRoNM7RPnjxRMpnUxx9/bMfLLHGGqKD9PjU1ZcQuf6oa+v5wBeB50A+dyWQUBIGRzyD1Uc7xNcFRqkNBjV5oxI9KpZJ1fnBPfVnhb37zm8pkMpZqRnAJgSNJZkwLhYLVsCH48YxT3jg4OFAul9Ps7KzK5bI5tmS8IDiibIcziONGLzgO1Pr6ug1NSSQSxptJJBJmdKmlLywsWMbLj8Q5B+reyOoeHR2pXq/bdeO5omTnC/+wLZ7fKBKPcBEexJOBwIsfWfCikBZFyCGdTiuXy1lalLQzdTM8Z39kJKQwZFFZKAuFgmq1ml6+fGlzmCVZXTyVSll/ORFoMpnU/Py81dsmJye1srJi9XbS9ScnJ9ra2jKJUhjj9KTy9+vr69ra2jINcshL0pmojT/mEDlRIhrGl5bLZWNsE2VIZ4Z5YWFB4+Pj2tnZMZIQqVRalyCFkW6GKHdycmJ97Oy/3z+be95oNFSpVKy1ihRtvV63ksCjR4+UyWS0tLRkNXXq46huNRoNSTKSHX3fGGEcg1gspkKhoOnpaW1tbanZbA6pelWrVRs9SmoVR6HdblsE9tlnn9mAl0KhYNPG6H/GsYCXACGSEkMsFlMqldLMzIw2NjZsnwwTYdRqrVazMoJ05pwwzxpQq+d3EBoZoFMqlczQI1taLBYtQoejQBaGHuyFhQU7dyJzSIZTU1N69913lcvlzMl68eKFkcSy2azy+bxptfOMpVIpywJQ5kDW9tWrV/rxj3+sP//zP7dnUzorSc3Pz6tUKtn7C4l1f3/fyjUQEdFUgDCIMBMDgpixXigUzPHyORCQ59A3WFpa0snJifEvpEFPN+8UHRfU4HHQEKCRNNQuKg3GB/tGPIrEI1yEB2HEJVlvbLFYNFYy6kyk0lhAGQ+Zy+XMKBN9NhoNG4xRr9dtCAMLfTwet8iXGjLDREhB+3VxFNLw8pPJpOlwN5tNq5mR9kPbPJPJKB6P29xzyDaQ9Bj7+fTpU/3Zn/3ZUA2WFC6kNCKCiYkJra2tGbOZqVe09BC1MesYLWk/qmDROTw8tPQ6ilVEXETkcAfQE8f5oMSAcSZjUKvVdHR0pLm5OUtfn5ycqFKpWLtTJpNRpVLRysqK9Q4TGSeTSUujFotFZbNZ5XI5I8ttbGxob29PlUpF3/3ud61XmGi3VqsNOUEo6/3yl7+0BZpWL+4LREdSwLCsm82mOVWoAh4dHWlpaUmPHz/W+++/b8bKb3NDZW9zc1OVSkWVSsXa+3wVQOnMCOAoIXRTLBZNarbdblvGRJI5pcViUel0Wtvb22aE4Gmcnp7q8ePHpgtOGcLvLGCaGNeXCXeUrcgE0XbINaVsE4vFbODPycmJPvvsM/3kJz+xVkdasajf41ijG4DS4C9/+Ut7tnDi5ubmzDGZmDgbe4oDirATrH2cDd4NSlCk1SuVisnckiqH+0E2i32R7odLE46yfeEjauU4YXwmQoRReBBPBsIh8Xhcjx49ssUCFjTThPDeMVipVEqLi4tWK9/Y2NDa2pqSyaQpVCFQEo/HbaF6/fq1xsbG9PjxYzO2/mhE0pO0GBGBop8NkafVapm0KL2qpD1PT0/16aefWisVrTsYMyRGgyAw2dNWq2VjFGEE47RIZy1BjDV99eqV1tfXra8WshFTqJ48eWKkLRTRSL3S/yxpaLwp50e9FcESSVZ6YMoaUdv09LTq9boajYaRB2mz8od3sHASXaGdjqAIqX96qNlGLpdTr9fTT37yExv4wv3AEWq321pbW9OrV6+slk67EgYKBjV1cJ+pjxHnmZqbm9PBwYE2Njas1RCyZKlUkiTrVSajQWsfvI5sNqt3333XHCicUB8YAQwY89QxmhsbG1pfXzfpUdoNc7mclpeXrZ0SudyNjQ3l83lLz8Pp2NnZMf1wDDAKcUTeMMhJVaMngCCPL3Pbbre1vr5uTgPExm9/+9uWjm80GkZGpL0vkUgYedXXBMDg4wTk83nVajWTgZ2ZmdEHH3wg55xevXpl2RF0EaTBSGCeMelMbpU+cfQjWEfi8bhF28+ePdPx8bGWl5fNifUH+KAf7zth8EGiSDzCVXgwRpweZ4RW6JsmQmZBhkBD+xMa6SsrKwqCQD//+c8tktvf37fe0U6no7W1NVNEW1xcNMNN5EuKbmNjY4jI4vfCAlpvqJf7k6eIaokKJBmpCkNHlEjqmfR1vV5XvV43djaM4pOTEyWTSa2urhqpqNFo6PXr19ra2rIoRpLVEtPptDY3N9XpdEyEBElOnIYgCKx+jaIVjgbGQZKlRNGtpwaZyWS0vb2tjY0NzczM2AxxSIQMoSDq8WuL9Pyi0c3f0orW7/e1ublpE+Ug+uFEHR8f6/HjxyqVSpaKrtVqVsY4Pj5WpVIxBUDpzDGjxslCjGNGtD07O6tCoWDpZNr4IEBJMi10Rp7S2+6cUzqdtrY1+Bg8Gz58I87vMGiFQsFY2tvb20aGPD09tTo+o2vpCjg4OLD3AAlSJvr5RlzSEF8EB3VlZcUcs2azqbW1NRUKBe3v75smwPb2tjlFzjnlcjl95zvfselumUzGevnJcL169coY4hBQJyYmVKlU1Gg0zBCjPjg/P6/JyUljzJM1qVar2tnZsfsdiw0G7VD393u5uUdkU3jmUcMji0R2B1Eh0va0nYGwEccxZ/8RIozCvTwZzrnfdM790jn3qXPut0f8ftI59wfnv/9T59yj+9jvdUE72cnJiWq1mprNplqtlkUhGJeVlRVjNKN7DoOdFiHq3RDH0B6H0U27DqnbqakpLS0tGRGtUqkY2abX61k0jvEFkO5YFGDyMrGKY6KGPzs7q2KxaPsjepmfn9fq6qpKpZJlBajjNptNS1HjACCKQ5vOysqKtSdVq1UjhGFI2AY61fRko+HOvvwFkAWXOiFRazKZ1Pb29tBwDuq/7XbbFkGMMBmV/f19I6VRMoBgRKah0WhYj3ur1TI1tFqtplQqpXfffddIjtlsVqlUyiJgZFnL5bJlEiCQkYmB5IZ2Nosw2t7oafM9xjiXy5naG2la6WwRz2Qy2t3dtRo6ZEBUwbie3L+wEff1wsla8LcYPLQLDg4ObBoYzzz1f5wtOi1I7ZdKJTPiZD0wmPR8O+dMm5/hId/61reUz+etPlytVvX8+XNJZxmImZkZq5nH43HlcjkVi0VJslZQ+sxhqVPuIItSLBa1uLhoZD5fFS2Xyw2VnyBQ4njhkPEOkiWAT0GJ4vT0VIlEwpQdq9WqWq2WjZ3FUFOWo90TvXv2gaEeFYn7qoQRIozCnY24c25c0n8r6S9L+pakf8M5963Qx/4dSY0gCN6R9F9K+t277vcmOD091evXr22u9OTkpHnztJahooZnjdayHxnBMC2VSkomk8YoLpfLqlQqRvLxxT+YTZ1IJPT69WsTUWk0GhaJEIn7LzFRA9GzpCESEjKwjBdFixpD0e12zQhBsiuVSjZBjfafly9fqlqt2nhVUvBra2tyzunx48cql8taWVmxRR1jhyGg1Yp564wbZVu00FG3xOGBPMc1xsCS/iUSQQ4zlUpZexL62lwXUtYslizmfI8TxfVDr5vhJxC/GDX74sULK2X409pWV1dtf5LsvDgXOhA4T46Ja+WLBuHUPX782K4TizXlBLIZGEVERrj3GGFKCD7Qhuf68rl8Pm/XlKxHs9k0joQki6Bh0yOcwv76/f6QzgKRJ0acc6RrA2Ed6cxYQfqjVOScM9lbX7+e48ExIwNAhiefz6tQKKhcLlsnBlrntHPi7OFccQ14T3AWcQiobxNtM2ym3+9bPZu0eCqVsrr5q1evrPuk3W6bDKyvpQ6ZlRIGg0+4LoD3E+cifG8jRAD3EYn/mqRPgyB4FgTBkaR/IOkHoc/8QNLvn3/9jyT9RfclP5UnJydKp9Mql8tW74IRS1qZQ0qlUtY2QtoWAhsvOFrWtNbQA84CMjY2Zi1K1JOPj88GktDSQ3Tjk93846XWvru7a1FOKpUyMg+pW1LjpJY7nY5SqZRpZrMYn56emmFfWFiwdjpa11jsKAnANseAxeNxzc/P6zvf+Y76/b62trZsjCftP8vLyyqXy0Nzk6nVEy1yPPTA8jnKDvy/tbVl/fFEubQsoWjmjzTFySJlT8bEj2JoZUKClrGgCJagOMZ0Meq6PBc4aojjdDodI4ORzUBGttfrmUMyMTFhTk4ikbC2QH+KHUZXkhl+rhtTt2h3TKVSkjQ0fCMMeu0RD6HlKZvN2vNarVYtM8BzK8lS97TWVSoVvfPOO7ZdaRCp4mj5wjWwxakjc02YD+ArHj558sR0EVA6fPbs2VAGjdIT5QkcNZ4nnukPPvjABs3gtO/u7urnP/+5ESfpLqEmnkqltLy8bOUD7i1OBy2PPD+cH88a2RjKJY1GQzMzMyY7C2dDGog84dT4THb/OfUdryiVHuEy3MfTsSBpzfv+9fnPRn4mCIITSS1JBX1JgNRD+5MkMw57e3sWMZHWItpBJpK6NlEGxrpSqajf75uSGpENxC0/PZ7JZJTL5SxSwGBA4hplxCXZ/olEnHPmzaPSBlltd3dX3W5XMzMzNsWJSAFnBCdkfn7ejDy/J6LOZDIWqTDJiUUKJSxajIiKJyYmtLq6ak4CKlj0L3e7XUmDiIroGGMhaYgERkRM1qPb7ZpcKYQhxqvW63U7D4RwEOChD5865+vXryXJUqF7e3s2ghUxEyJAmMZ0HWAcyCxIAw0ANMOJLv30K4szuuuk1yWZ84QSGs8mx0KkxjbIJBFVYgTCRpxnnUjc5134Our02dN6RZsX+6MWvrCwYPtgu5SAcCR5x7jPyK9i3JGvPTg40NLSkvL5vKrVqrWS+Sp6aMfDK8FR41zJfPCe8P5Re15cXDSHfX5+3tLt6+vrpi1Pierx48d2XTD+bFOS3W9EkqSBEYen4Wdn6ARAKIn1BIeRe4pzh4Mzyoj72ZkIEUbhrXLxnHO/5Zz7kXPuR7A973HblmIj8iali/iFH0X4ylQ+kYrPt1otq9W1223T+a7X6zbNypcdlWQp93a7rVqtpuXlZSP90M8MiM4hnLGQ1Go1dbtdY7gSnaKrDiEJ9jeKbKg/+QNYWDBXVlZULBZNttUvKzQaDTPiOzs72tnZsV7t73znOxZJhxciUtNIT0oyVj7GCYOLyhtjKxlpOjY2Zmp1pP6pIc/MzOi9997T8fGxqXpR/+YeEVVBRIzFzsZXoloH4Q7iH+eA+M/CwoLy+byePn2q/f19ra6uGjGJumar1bI6aiaTMc13UqHcB7S9cR4woK9evbIBOgy54VmjJYlrRpukr+mPU+QrlEnDpDbnnI2PRaOf7VBGgaCHUR8fH9fu7q5pgbN9zoEMANcS1j48AEk2jpW09dramr0H+XzeevXr9brJF9PORnSPqh8lBN5fHBlkeFHj868DDtPKyopJr+bzeZvYR1+83/dP5kEaGFLeN/gr1Mhpj0M3AW4D/JCZmRmr60syNj7vF/fALzUAvodEGCHCRbiPp2Nd0pL3/eL5z0Z+xjkXk5SRtBPeUBAEvxcEwYdBEHxIq8194PT01GRIqQtSX6OW6Ldz0EtNuk6SRR68yPQuswhUq1VjVq+srFjqzges8f39fYt4stmsZmdnVavVLLqTZMx0xiG+fPlSOzs7NjqT1itkOl+9eqXx8XEtLS1ZbZtFmpYyX22KlCLqWLlcTuVy2dTbJFkrFZOoYKkz9OKDDz4wlrzfGkbGwG9xazab2tzc1NramrGRcRDGxsZMO50+ZrIZ1FlhIn/jG9+QpCFnhXtJpC7JCHy0FgZBYPVoFkiMRTabHUprcj5MgsORg5VP9mVra8tKFxMTE4rH46bGBm+BbVNHhreAml4sFlM2m1UQBEbMQu2LHnw/ZU5N14/OyIT48HvEJdkIT/7RvoZQSy6Xs/IMjtr+/r6VhAAOGelvhqtQc8ZR5HmH6NjtdjU+Pm7M8Hg8bgQ2+Ao4wfTmh7kEkEbJQpEBGBsbGyKuAVrPeM+I6jOZjN5//33Nz8/btUCIiJZI1gGuEaqBOIm8S6g84jDgdCFi5DtjvV7PNB+QcSWiDxtxHF3WnggRLsJ9GPH/R9K7zrlV59yEpL8m6Y9Cn/kjST88//pfkfS/BbjrXwKIQHq9nrU6kaKmZgXrm8iBxYXFAUOB0SECi8VimpubM7b36emp9XGTHgW+1CtSpuPj4/r2t7+tfr9v4xyJBj777DNju7J4Ly4ump774eGhfvrTn1obEFrtEKyoG/oRhc9spkZKunZtbc2Y9ix+9AfTrkW9W5Ixyqm17+3tWUsUUfVv/MZvmNa3P/zj9evXpju9u7urra0t6xcmQiHagdyVSCRMvY7zaLVa1s9/fHxsES2RHSp7/qhRMjIssFxL7rOfKiVbQB87Q1c6nY5+9rOfWd88mvlkFoiqicQxBGQneG6SyaQpjx0fH+vFixd2r2ZmZoyLQUskzxwcjlHGSxoQyvypakSayA6TQfB76xFnef78uRKJhNWkATVu3hNatPznHSM+OTlpzloul1M6nTbDxP3lHGm3q1ardq/ogWeoCnPlmdpGdwO193BKmkiZlkb0/P3BNX7Ji31QYuM4eda53pDa+DmOIRkDzo33xB+liuNGBo4ywChOA+9tFIlHuAx3fjrOa9z/vqR/KuljSf8wCIKPnHP/iXPuXz7/2H8nqeCc+1TSfyTpc21oXzSYqe0bcZSSSIm1Wi1rIaM+xsvsGzwGSfgRh0/coq7rT9wCLATz8/MmKoMARb1eN0EZWtAePXqkxcVFk8hkpja63J988snQIA3/fxYb/KV2uz2kMOdPjiKSRgSDXnJa1XAeyFZIw6pskMPYBq1jiIP4xKHFxUVls1kVi0WrzZMNmZiY0MLCghkKtKYzmYyxgGF+Y8SRUWWeOyIhDLEg6puZmVGpVLL0ri+kgWFAY54OAjThs9nsEFHw9PRUH330kbrdrrVDURMmsibSmpiY0NbWlvWjw3iGnIZjsLCwMHT9aAWjbkrNmIiX6yBpZCTOs03dHlb39PS0pqenhzoIcNqIFnGkKAX4Snyk9lFMo7Wy1+tZZqjb7arRaFhGplAoDPE+OA8iYDgXtGyixIfUMA4wmQ7KRKjFhQcBSQMjzv+0ejHRb5QRTyaTJnLDcZKmD9fD+dp3mP0SCOsAHQBcX55lSdcy4lEkHuEy3IuLFwTBPwmC4L0gCJ4EQfCfnf/sbwdB8EfnXx8EQfCvBkHwThAEvxYEwbP72O9NgAFA0AXDBqt2dnZW4+PjJjQBE5mUHMxhXsyxsTFLuyG/WigUTEYVrz8MnAd6o2mVYYGRzljQ8Xhc+Xxejx49MkMSi8UspU3dnvYfasgQvlhciMRRkmLRIj3M9xCQXrx4oc8++8wcGVLmaE37YzP5G2rBiURCxWJRm5ubNtYS8tHc3Jzm5+e1s7MzNDCFNhzqqWhhM56V86XWSN1UkjlZ/vhIVLZarZbq9bpOT0/NwKMPzqASyEUQ4FiwSfPCuCf9i1428qk4Cevr62YwIcWRtUHwY3193YZmUNNFcAZDXCgUjGxZrVYlyUhcPvHL7yUPzwIAkDVxJjGCZJ74PJEmxnJ7e1u5XE5zc3OmgifJat3UxNEoJ5VdKpXsfqBmNzU1ZQ4ZJSy/ZIWxk87KI0EQ2LwC9M4hA/J5auQ4kEdHR0Zw9I04+6LmTAmCwS3sAwld7jPrBHVxrhX3ihS/P0Oc9YVsgE9wIx2Ps4PGAdE61yOcTuf+SlEkHuFyPJing5QhbT6SzOCR+ioUCjZJiTonKUJU0liMUqmUiZ80m00TXJmcnNTW1pYxc/2UOgsL/c5MLGu321a3ZT54q9VSMplUMpm0sY5+ehxHYX5+3tqOIGr5/cOki2HE+/270mC6FwaexQUCFJrtRLThSJwohDQyZB5JVgunv/add95RPB63urivfMVQlEqlYpHs5uam1cZJ7dLX6xOhkHml5x81stPTUzO6ZCSoW5LunpycHOIjIAKSSqVs+77UJlkbSgmzs7NaX183x4e0ei6X0+npqclxTkxM2BAeFnIWZ4w4OvU4ihhySUPdBSz4RHHhNLIkI2WenJxY1oLIl9o616Pf71v0j0NL22Sr1TKjzTX0ddw5LhTV2u22giAw54y6MMfsR+OQuyTZoJhkMqmXL1+a2iBOItcwm81a6h22OO9YuB7ug99xzJxDWGAJbgMMdbI8ZNDIxuEYANoQ2b6fyfAliOlu4D76pYcwokg8wnXwYIy4NGgdoz7pk6Di8bjK5bIRZ5AFZfHyF14WmF6vp42NDWspyufzmp+f1+HhoaUwfbIaDkSxWLRWIaQf0YD2x3IyBtSfVxyPxy3VNzs7axFCLpezTIIkiyaoQ8JsJvoJ96ky2GJ1dVXJZFK7u7u28ON0EIkjZNPtdjU1NWWLKSx4SaYp/fz5c+unHRsbs8wCYjJkCVKplA08IdJBThWjgFALGQzabxDTQHRFOlMT+/73v6/vfOc7xn7nGQgLkjx9+tTaBIvFop0jRtAfTsG+USlD0e7o6EgvXrzQ69evdXh4qPX1dTNMy8vLtqhPTJwNpyF7QFmDr+PxuPb29rS4uGglBT91zTQ4rh1s6bDsAlEhvA6eXV9Nzo/yqcVns1nrBpidnTW9/+PjYzN8PDsYK+nMCBWLRR0dHWl+ft4yS1wvPx0PeBbJVjCallnn/P3i4qINNfENI86I/1kQNuL87vDw0MiG4aEx1Nlx8nwSH//zfIWN+MzMjA2+oZTCPiAZcs+Zmka9nvc6jCgSj3AdPKinAzIPzGBJVmONx+NWu6MWyYsFW5m2HlpwSB/SMoYSlXQWuaPcRI9zt9s1ohOpXBTD0JNGy10aTDlDhU2SSaIi+kK/7OTkpB4/fmwT1CDZVSqVISeEc4ZsA2udVjZainzdZqJavieaoFbNiFfY5EQYxWLRBr5gOEqlkrLZrDY3N9VoNNRut7W5uanJyUmLZmC5x2IxI/YxdIbUKtcOw0hkz0IpDS+MKOIRWVNK6Pf7+sUvfqHd3V2bgEZNtFgsWiTLghqLxWxQDoS2mZkZfeMb3zBJzUajoWfPnpkKGMdKJseXhyWlivNDlEjLmn8Nqd0jfsI1DRsAInYiRoiRbJ9nF8EVyIBkU9hGOp22bgVq1VxLjBnHH4/Hh4w+4JwZgOMbV0pCGEzuLzoIiMKsrq5aZoz76ssEI8zkOzI4Gn6vPMdO1g1hGR8Q7Y6Pjy2l7l9PfhfuCJiYmFC5XLZ3FsPLIBg0J5hqyDVjHRoViZOp88sOESKE8WCMODWzRCJhk7cwjH5U4etc09b08uVLa/Fqt9tGgEun0/rmN79pqXD+QapCQY0JWEiHsvAjyDExcTasIQgCffbZZ0bSQeTEN7rU2Tgn0qL9fl9zc3NGyPr000+N+QwZLpFI2Lao+9NPzLhLFj0GplD7I6Kifx1NalTE0KVnvvfOzo7JwbJwcw4Yv2fPnmljY8PY39Twu92uaWUznINzJ6L3BTP8UZ0MOXHOmUqWz07f39+3kbKSzGmiPk8ZpNfrWX2dcgeAV4HsaK/X0+zsrNXKuUYYFZwYyFw4InwvDSJUX8Hu4OBAjx49sjLK0dGRta9hmDDS4WedbIIki1ilYTlPInGuIfdXkvEqIDbWajVrN0SsRxpEiZQQJibOhoEAyh2+4+sDI+yr2mFgP/30U8ViMeumwGhyLRFrgYznI0xqAzggvF9hwIDv9/uW8aLHHz15n9Tmg6Ep3F9J9h5hrMOCMRcRE7l29PRHiHARHowRxzNHhIQWI7xrFjBYu7u7u9ZO46df5+fnValUtLCwoPn5eRsPWS6X9ejRI1UqFaVSKeu1ffbsmdVc/eljpG1JpVLLbbVaFplCnkJ3eXp6WpKMxUwmAPINtUmcB2p4GDOOFXnNmZkZW1whe0myiHlqakr1et0cANK3h4eHarVaOjk50ezsrPWhM5JydXVVp6dnevWJRMKIcVxzolnS5P40t3q9br3Hzjmb304EOTMzM0QwpC2NRZKSCSnXw8ND1Wo1+7e2tmbjSFHWyufzKpVKlo7HWDH2FG6BJOtphpjGz3A0UqmUSdfi+ND7TQQpaShFTx+5nxFB+z2TyRjRbmLiTNMfJr1fp/VB5Ieh9h0eonfEjhC1wTih/Y/T65xTqVTS8fGxTW7jXlAG8lsDyRxgqOhcoI/cz/DwexxinJRYLKbFxUVT28Phxlnh3pDZCosq4aQQift/x8/hc4RB1oIyFn8HqY1t8vUo+AItfk857yDgueX5jxDhNngwTw4RZT6fH6kRTvSSy+U0Pz+vpaUlPXnyRPPz8zY+MR6PmwzoycmJ1S1JZycSCZXLZX3wwQfmQfd6PX3yySdWtyPVWCwWNT4+bgvF+Pi4qUqRaib15hPbqBuidEX7SiKRGBJPYcTj8+fPVavVzIDAxGYBx6AzlpLrkEgkjBCGYAqKaBhGxG5ofdvf37de8kwmo2q1qna7bZH3+vq6tre3NTU1ZcIyzIbudDpG5GKbRNC0YvlscjTTIWfhqPizxiHHoYHOWNZUKqVUKqXp6Wk9evRIhULBWouIjIhcuU44OBC3fCU2jCmlCLI6OC57e3tmHDBgGHEiXgzo6empMdQxVkFwNvf83XffVb/ftzQzrV+jInF6/WmJk2QtkPAHksmk5ubmbLgNxEifuCbJBE329vbUbret1ZBMgJ+uLhQKCoLA1N6IJmGZ8y4Cn3CJA4FOA88b5SXfaSDC5Tr4shMX1cNxmCE1QpjzgQHHYfXfCZwan08yCn46HdIh5DZfrIfMxEXOQIQI18GDMeKweBEnobYIM50FkbQekQapMYwXqk6wxNvttvWbUjNn0MrUpAirCAAAIABJREFU1JQWFxetDWdmZkbr6+u2KE5OTlqqm7Thhx9+aINZ1tfX1Wg0LH1JCpD/GYU6NTVlY0ERbkHRrFar6eTkxIwbkQ2RdbiWjGFMJpPmHDDvGnIRwjbolSOhiqMwNTWlSqWi4+NjbW5uWg/+2tqaxsfHbTIaUTmjLskAkGr2yx3SMLEonU4PEYgwppwHhq9YLFqfOvVpyIqkgNFNbzabRqaDkMRi3+v1dHBwoHa7rWQyaQs9hskftoJy3t7entbW1tTtdi11i8qZL/9LbzV91vl83hjYRHzj4+OWrkd/3E/rkmHpdDo2nhW+ACASx6ngd0ym473A4PB7omk4HtwPav1kGSQZMazZbFr0mc/nLbqXBkYWFTvKPH67HX3dEO/GxsYs48N+uO4Yd8D2eX54ZlACZJrdRcbTV/Xj/fP16cMp+jD8dDqpf79LpVAoGHfmoh7xCBGuiwdjxHnxSC8SjWM88bZ9sDjidTMMBDlSGOCQcfC+UYeCmLW8vGxRSavVskgtnU6btjeLfyqVMsPz/PlzPX361CKPXC5nDgE96aQu6Us/OjrS3NycOp2OtUsxdIE0uzS8CPqsbhZMojBfyzyVSimRSKjT6ajb7ZokJ6lg6sk4M4xZ/eyzz8wwIpxCZIr4BSl06pFEqhC9KBfgXHD8pNRZsCGMMV2OGjV1e2ruHAv3Kh6Pq16vq9Fo2EQyhtnQ6vTixQuTUvWJZcylRiXt8PDQnIbd3V29fv3asgl7e3umKe6zj7mXOE7UYUnd41yiIvfxxx/r+fPn2t7e1tbWlmU54CIg7uL3ZfOM+aNDyUZBKjw6OjK+AO8KzzXPOIZ8lBEnYwMZTpK1DNK7jpFFzx0iJSUtygDo5JM14HnlfBAzQgffdxKI0Dln6cxp4J3nfEcBgqZzTu1227JVKMuRPbkIfjqdyJ53RBoow3GsUSQe4S54EEbc1znGMJC+hMQl6XNG3G/FIW1OSxWM9WazaQsXiwXtacwQn5qasrYjv0eV8Zeky6WBgMqTJ090eHiozc1N05LO5XJ2nH6EBnudlPLc3JxOTk60u7urVCo11DbUbrct08CCSK+3Lzzha8YThUE4I6qCfEaGwhe2YMEuFovWMsV1oE6eTCZ1cHCgTqdj6XVJZhAnJiaMo8DxzszMaHZ21gy3H51JAxERrgW9zfTS7+zs6OjoSLOzs5IGE+6YZb67u6tCoWDGjnR1EAQ2qMNvzcLBQlLVHzlZKpWsewDDSvnDT//SZgbxj7Q3RpzrhfEjvV+tVq00USqVNDc3Z9PBIDXCqpZkRoiWPjJMPIs4Sv4AEJwknAiuE1ksskTswyeH0nfuyxpDQkQ9MZPJ2HPBfnjeGRQyPn42cVCSnY+vZU4rKOlyv33Ld053dnbknFM+n7+0Bu3rtqOy5+uc885chHA6ndbM8CwFsg+jmOkRIlwXD8KIO+c0Pz+vZDI5JJyAQSPVHDbifjtSPB43mUrUpZrNplqtlrWlQFAhXcoAk/HxcRUKBX300UdmLNHGpu+b46JmPjs7a5GdzwyXZDVApk+Nj4/r+fPnisViymQy5tmzaFEaoG8dp8XvMaZHmullfusN59xoNCwNj+NCDzs/9+uaQRCoXC4rnU5rY2PDIkqiIa4ZzGuA8Uwmk7YY++lYaTCiEeOMk4I2OOlLFnaitrW1NU1PT6tcLg85dpROIPpNT09b1oLsB9eFv2GEKNcTJbqxsbGhSVW0LKJWR1RJdobjJGOA48BzQp0dadYnT55oaWnJ6tL5fH7oGaSsQquWr9Xta6qHCYFE1zyDPDvU+ml541x5JsNGiHZNSlbxeNzGtJLOr9VqppCGI+oTAXF0MpnMUOmAzJE/BIWyRnh2uZ+qpp5PduYyECVDYoME54uzXGTEee59p4bSTNiIk/0Lt7lFiHATPAgjLg232eApswiH22t88HPf+LMIM3HJnxFMCq5er0s6i4qnp6dNH5wBIEQ7vv6zNGhfYlgJBLNY7GyMJos97WAzMzPK5/MW9ZDS9qVFMTxEdtQ//V5xaTD1yY/EpbOFE9WqnZ0dPXr0SKurqxYR+gxzWOoYGKJErhVqdNJAoQxJUbC7u2spT6IfFjy/Bk2bHJEXtW761jlHzgeiHSp3RGoo4KG93mq1zDk4OhqMG11YWJA0EGXBkeD5oe2OKBdD5pzTo0ePJMnar8hWYBhIS5PiJpptNpuW+oVACWue7gYcFZ5XX4/AN3oYNqJM34iTGYHnQbZobGxM3W7XjGwsFjNpUtTc/HSwzzAPgsCuP9ebiNjnP/hkSowgzx+iMRALyQD4A0QkmaAPz4X/3ktn6oG8j1cBZ4htIxHM+fmtgWGwb//33KtRRtxn3UeIcBs8GCMOkFkN6xb7qlKA70nzweZGE3tjY8NIYPS40k6Wz+dVLBatLkydVJKNomy1Wspms8ZgZsGMx+Pa3d1Vs9nU/Py8lpeXzVjU63WbziUNxCRIm1Njn5qasgWedigWORwYv1dckqlgEYFx7kRuuVxu6O9wKDB+ELQYe0nduVwuGykMXXRSpqSOicbRnp+YmFA+n7f6OmlqJkURUWazWauh8nPq+bSYYUBqtZqcc+YckI5HjCSfzyuVSpnu+8nJiRG0stmstd2hGoZzR/R8fHxs7VLSIIKXZNfBOWdEQYw42QwMHylinDkUxiBBoq3PdtmeJItaqXlj9JCO9WuwEMIgbdE/3Wg0tL29rY2NDW1ubmp7e1vHx8eWnodnwcQ6n3i4vb1t2uk4DUj/MtAGIRkiaF9NEEeSdw/nAkKm36IGix1A7vPBsKLd3V1TR7wKcEL8LINfw74qlc42ANcnbMSvk5qPEOEqPDgjzqJGuouaKL/z4Ut8SrLFRJLNHSad2mq1TJhkbm7OasfpdNoERlZWVqz17Pj4bOwkqT0iUVrfGGhSLBa1urpq6dzp6WlVq1WbJU4EmMlkbLhGp9MxQ4qyFClVzgungT5bZjazoGDEfWnaVCplBlE6c0ZItVM77Xa7VmKghs+CTUqRcgOLJFE8vfQHBwemG0/WgD7lly9famNjY4jFTO2W7bPgolqHWMne3p7potNfHYvFLFKCqY5sLm18aMMjysN1wohTE+feYViomRNZxmIxFYtF65vf2dnR+Pj4kNNDNoE0se+EIfyDet3e3p6prG1tbanVaunZs2fa398358yPSn0eAdcOfXdUB5vNptrttkXLuVxOpVJJCwsLQ6WLSqVidW2c4Gq1ai1yvV7PIvJOp2OaBM1mc6gm3e/31W63lUgkzOlh3Kgk6yhBdMfH6empkRLhPiBtzDUfGxuzzFC5XL72OoHOOc4QWYKr2OSjjDhZtnDrm89xiBDhtnhwRhxSGO1N0mAsIgsBIFLCg6bVyJ+ORJ0Z5vTCwoKlV6UzZi79tyhRQdTpdrtaW1vT5OSkdnd31e12rdWI1Gm5XNbMzIz16VJHX1tbszQ09c9isajZ2VmdnJwYoc6PrCEZMVfd73VuNBpWp5YGRpxz51oVi0UjRBEJk9Zk2AkSmqQg6a/FYGO8O52OZRKolW5vb1uEheFk3ni9XjdnAZa/L2HLIkstmpIFnQh8LpPJWGQqyTICtPFhZHd3d9Xv942dDkhN+0x+yHio8kmD1CuOD+SoXC5n3QTNZtMyJzxz/jlwrf2OCJ8rQBT78uVLffrpp9rb29Pc3JxxKiQNSan6+uzMcn/69Kl2dnZMy392dtaGkTDYBAEV0vOk3kmRI45ULBZVLpfN4aUjgvo+XQt+jbvdbiubzVpvO9oBPLdMkeN+kjWjw4Oo2Re4oVRCJwUEuusC5zaVSmlubs4cGOlqUpt/zaXBbAa/7MHzQdtfhAi3xYM04n5/LhEqUYBfF2chwMgQwUG8gjg2NTWlpaWlod5TyC2+iAh91RzD4uKiGo2G6vW6nj9/bmlVUuqIkkhntUHIVrDkqcFmMpkhA1GpVKz2zvH4srKM6ETpDZlRdJ/5vDQciUtnxnx2dtaMF6z08fFx66mlnu0rr0mDEau7u7s2r91PMfb7fW1sbAwN62AgTDqdVjabtV71RqNhkaSv3oaBhVlMdgCWOAQuWOWHh4cql8sqFouWeqcOv7u7O5SuBUS4PD9+/RwREp4fiI4IuZCmX1xcNFld2qAoR5BOp4SDw8U2YHDv7Oyo0Wjo4ODAVNdw/OiHlwYGBWdye3tb1WpVh4eHNsAF3gYZFOrQRJQYcIw4WZx4PK6NjQ11Oh2l02nTS6B9DxnWarVq6XrfYaYvncEnzp1NUYOHAHAKwjVvyHE4ADyj8BVwculfvy5o84P977fGXdVeJn0+EicTFe5nv6y+HiHCdfDgnh6ia6ISoiTSsX5dHCOOdCNRaqfTse0w6nJUGhqWNOm9nZ0dYxFDSnPOqVqt2tQwohtGZmLEpbPJXPv7+9rY2FA2m7XUcyKRGFLNWl5eVjwe1/b2tqWPMdqwpFnYIDJJZwslmQo/Evd7hTk3mPCSzClCrMRPkVOLZ9EndQ2BrtlsWubi6OjIIvHt7W31+31Lq6Nwh4gJxg8RHYw4LXqTk5OmcY9ca6fTMaU3GNMs9tls1iJiX2gFZwngKJBKhzRHGjyVSlnJhfouUqwnJye2T0olyWRSpVLJiIA4iDxLPEPIyVarVdVqNXW7XU1MnI3mzOVyWl1dHSIzcu8kWar85cuXdu7FYlGLi4sqlUpaXFy0er4kKxHxnEsDyVLKIZAMs9ms3SvKJwDRn3q9rnq9bvKtgJ70fr9vrYixWMzkh/1njjZHyj4+TwVHK5yupvWS7oCbGEtftY2S13Ui54vS6aw5/vnzHPgk0ggRbooHZ8T39/eHSFvpdNq8e/o2pUH7BwaYNjTIZf1+X5VKReVy2SJCSUM9odTNSXPXajWLHPf29vT06VMlk0mtrKwomUyqXq+bMSfKISXNsbOYs4gTIfjRwcnJiebm5tTv962VDcMWj8dtTjZsct+hCDPx/bID6HQ6RloDGAHEXIg4SKdSQiBa5VrRPnZ8fDa16vXr11YXXV1d1fz8vO0Dohf1aBZzv3ZOdE8aGgnaXq+nw8NDK0tMT08bM5/0NedKLZ2UdHgmPM8OnQ1oDvjGSJI5L8lk0sRI4ANIsvsB4ZEsj19Hp00MEhryscvLyyoUCsrlcvY3KPmhr761tWWa8f1+X+l0Wk+ePLFWQoz99PS00um0Dg4OrEWO6JZzx4jDseC5wTnEiQJs+/T0VIVCwdQJ/ZIVRDd673HI/Lnb/r1H+Yx3FaeaPnQ/80BZgszXTRngZHO4lxzvVSS0Uel0jp1r6G8visQj3BUP7ulB6hHDRDsQNT+f/CUN+lKJUlGsOjo60qNHj6yGysuJcIekoUUXPXAUvEiZEwkhI0rLGKk8X+qxXq8bMzwej1tKloUQHBwcWOr54OBAr169soUZPgDH2+l0hhTaRhlxn3iDWIhvwGmRos6cyWRs+zDR6ZXn+tL/iyOBOA11WYbLkOInAoS4xH6pERNBExGz/2KxqEQioWazaX3HlDZImSJYIsmyG7FYzMRadnZ2zPBgKLg/3G/SuQy2QYOcsgh65kyvw7D4ET3HDt8AEZ7Dw0NVq1WrV8NLwImAHHZ6eqrl5WUjmVELZsCLX54Jt1OijgYJLJFI2GhVngOyExjcWq2mWCym9957T5KsZg2ou7/33ntaXFxUu922yJsOiWazqVwuZ84CRDVfvAhQ2qJDAsNMtuPg4MD65xGWQdL1puM8/bZM7vl1jPiodDoONM+xNBjSQvdFhAi3xYMw4jBwGeMIM5l0JV6yXxNnUUbogTYiapadTseiZYw4aWeIVKRMpcFL3Ww2TfRidXVVR0dHNjMYWU0ibI7t9PTUUu7T09OqVCp67733lMvlLGLyywAHBwfWnoXWOcaf7AI9xoeHhzZSUxo24gjd+JE46VXfiENogz3PtcKo+nK1sdjZsBSmhpFSlM4W8KWlpaHJU/Tksw3UvkjTExEz+IU+ZeecKpWKisWisczj8bi1OjFik0icxXlzc3OI6EZqF4NCixNtWTCpcTJ8Ut3JyWD8Ldfbb1XiHDHulANouzo5OdH29rYajYa63a4ZYEiVOJDOOdVqNUlnzhE1fsajUioi4uWd8OHc2bQyWOBE9d1ud0htDuO2vb2tw8NDm9qXTqeH0u9+v3gul9Py8rI5U9Vq1TgLBwcHyuVyJryUTCbNcfaNuM+qRyXRj67JqKHKB4EuPMzluuA8cb7I1l03Eg9H1xhr3wkcNbwmQoSb4kEYcQwrcpGkKjFW6GtT65RkxhtSEdFHq9UyBjYEL37nC7bs7e0pm80qnU7r5OTE5pPPzc3p/fff1+Hh4ZCcKClX6tFE5ZJUrVa1ublpU9JQZaP/FsNITzetMTMzMyZHSX2XOj9tb9SD/TIC14V0tR+J+9GYNFisx8fHrU0IQ0Y6n0gXkhetV6TXSe3H43Fj8/upUhZ0rgeTtDCMGHGM1c7OjmU5qGGjS85nyGaQmZBkBL/5+XlL+y4sLFiNXpI9IyzoU1NT1p3AtC5KHmQxqK9i1NkOBhgjPjY2Zkz89fV1KwvMz8+rUChodnbWrhfZBNKxtDvC5mbbsPbJHPitXWFQY+d65XI5U7Gjr53zqFarSiaTJoeKtC+ytrTNIVSTTCZN6hayIpPamKCHrCsCSqTOuV5+d0XYoMLPqNVq2tnZMT1+sio3rTvD7QiCwBx3rtFl8Ief+Agbcfg3UXtZhLviQRhxScb6ZjGAoBIEgS3ukGYk2YKF1jWLNQsIgi9sG+NH9IS4B4Z9enpaxWLRopJkMqmNjQ1rPUF7nciXSKBer+vFixeanp7W4uKikYf8Wef5fN5Y2EQeDArxSWq03qAS12q1jFGPc3N6enphe5kkI39x7q1Wy5TfaBPyFyxflIa0MdeV9jRfPc7fNn83MTExJETjK2hBdEOE5eDgQI1GQ9ls1lL1pHUpL0Bo5P7j6MAKh0RFyjufz5ugin+dIMcRgZbLZXtepOGhI75aIDwGUuL7+/tGPkMsJZ1O6/HjxyqVSmYoYaYjjEN/PlwAvyYdJpCR2eHehiNxwIjWnZ0dk9Ol958aLuUFBuBIZ0YPp+zVq1fGMud9gpsAyQstA+4j/fC5XM4caDIT/vmQHvedTZ7tqakpU0qsVCr2ntw0Cgc4SBhx7tdlgHA3alucB06VPxktQoTb4kEY8SAI1Gg0tLa2pq2tLYtaeSFhnvs1SZ/oRm92u922KJCWGF50IvGtrS0dHx9rfn7eNMvT6bQePXpkpCZkOJ1z6nQ6tt90Om2qUkSfn3zyiaampvTOO+8YC1saaIJT52X8I6lkX+OcRYzFPJVKmRJZKpWy6IoFN9xexgJEtoLtkSonI0Dt16/3UmbAiBOxEmWRIoYQ57O9ORbY3dRqMcTcMxZXHK3Dw0MzfNvb2/rkk0+MN7C9vT3E/kb+tF6vWz8+6XKuR7lctjQtizAGGqEfiHCkrX1HURqMASVzwPlBjOt2u9ZGR4+8nz7390dZiHQ+5RnfMPskL6JR2ruk0UacDBXnUavVrKe72WxaKUOSPV++IcUJOzo6MvU7n8jFYBlaHY+OjoyjQGRNycfvBOFZJP1MC5mPWOxsnO7+/r7S6bR1AdyG1OZvk1Y97ttV9Wt/+El4W77gEaW7yIhHuCsehBGXpPn5eRMJYVpVp9MxTW9een/YgnS2eMBiZuhDJpOxNCERA2nser1us7ylweQonAa2nUwmVSgUzFnwhUFI8X722WeamJjQ+++/b4bTlzclEida7Pf7NtkK45FOp439zAxwtk8bGJ8liveNONrr0sBx4Fiazab1rBNl+YYeDgGRqW/EkVKlRciX3SSlzt8gvIEuOQQhjBLHNTMzYzr0tColk0kTG6GneX9/X5ubm9rc3FS1WtXa2poODg7M8aKDAQOUTCaVTqeNlOWXTmjrisfjltI9OjoykR5fFAYJUPrQJZmc69LSkiqVypAqoB81E7Fi9Cg5MNvel36VBoI0PJeUOniGRqXTSf8nEglLZ0MKo3OCMgXp+TBKpZKR5CgrgHQ6bSz1dDqtd99915wtshVsEyeN9ke4CDjVZFAAIjG5XE65XG6IYHqXSBySXbPZvJbBvSyd7r8fflkvQoS74EEYcZSdWNRLpZLVzHq9nra3t0296uXLl2o2m5aK5UWGhAORjbQ25Ci/Xo5GNr+XPq/+xoLFyMW9vT29fv1ajUZDzWZTT58+1cTEhD744IPPRRIsUBgHCEvT09OmvOYbX+Y5NxoNqznyGfqTOUaOTRoYAgCbHNYuUTgpaBZtjDjORtiIM6YVR4QontYiWtTo38fxYAIYhokUKkYPwiLRUyqVUj6f18nJiSqVih4/fqx8Pq8nT56oVCoZY5vIkFYlxGGo61Or9dsOcYBwVGi5wwnAcPj3nNovhgFHino4pR3avHxuAkacLgZfqpWaOvrq0sAgQ+T0iYik4MPgeDgP7icZpKOjsxGulI/8bfrbpmTCcwJ43mHTM7wGDgj6Ajyb/iQ0nyGOkh/3HZD+9985juc24F2XBhMPr8Jl6XS/V5x3KzLiEe6KB2HEAYYZ6c1KpWJiLYuLi5qcnFS1WtX6+rp2dnas5anf72t3d9dquKi3sdAgWyoNaoqAF596e7PZ1M7Ojg1KefnypdXZ19bW9Itf/EI//elPtbOzo1wup3q9bpKjMNvJGFAD9Ulg7EuSpe9YtPf39y2rwP+kWqXRkbi/AFK3dM5ZLXxqamooK8Hf+eI4GHFJ5jSQKmaRLhQK9hlU3hD/IIqkhoqhC6facQBgE0tnjkiz2bTojVa3mZkZFQoFlUolZbNZY8Ej7kJa3ycF0kvO7/g9Ii78PQ4W5+obcd94jtLSxmFBhIbryTWgpEJET0SO0aVUBMMbURw/GvWH//ggOocTkEqlrLRDvzuCLT5JLwwMFORLthuLxayOz+x1jt93NPyo/OjoyCRtcXzoa8dhAX55zH9ebwu/FBJO31+Ei9LpOH2SjCQYCb1EuA88KCOOFjXtX7QlSWdpypWVFYsI+/2ziUytVksvXrzQ6emplpaWzOgh0sHUJ4hZRIcA1jU62RhxiEm0JX33u9/VO++8YwSgX/mVX7GhE5Ksp7Zer2tnZ8eMuM+yPz4eTJrymcTAHzqCQfHFbzAq/mIzqh5+cnJiE7WIrqSBcht1aoayYNxxOligIU2xyFNvpe8b1jtRHW1Wy8vL1u9PDbtWq1k9F+a/dFZTPTg4UKlUssiN46V/l3OTBlPhiAzZDix5ygZcd2bBY/hw6vwBHtyDcI922DDQNgYfgro6bX9LS0vWpscx7u3tKZVKWbqevnxfAS7cjoXSXRgcJ8JGJycnpioXj8dtdv1VbVs4On5GBzDM5fj4WDs7O5Jk3R10HNBiSYTO+fjlI+rtvh45zxnb8/v/bwPfiEsDJ/cyXGTE/fkFcGAioZcI94EHpbyPUWIBJOWL8Uqn01ZTRp6z0+loc3NT8/PzNiwEj58Xsl6vW32SVKyPUqk0NLGIAROSLI2aSqX0ve99T69evdL4+Ljm5uYswgUsrKiu+dGudGbomZ5GTzn1eGp1rVZLxWLRSgZ+WxvGgjSyPyTEry/6UTh1YElm3PxFnhQ8x881kM4cJzIR6XRae3t7RgZE491nVjNKFUIbilytVkvVatVGv66vr5vBbrfb2tvbU7lctjnbfvQTNjQYAFj/4bpqr9ezdPj4+LhqtZql4g8PDy2ahJAVi8WsfIHzh4PlR+LU2sfHx5XL5Wz0pm9wfW1wnj2yGGRzcCykM2Pd6/WG9Ot55i5Kp+MwwTWYmJhQqVSyTEW327UIeJSBJPLmXLm2fNYfN8ozTK2Y9D1Onu+I8J5IsndtbOxsdC/bTiQSmp2dtTIZn70teDZOTgbTCCE1XoTLfh++b74DHiHCbfGg3EBaiPDSqXmxmGJYWeCSyaROT0+Vy+U0Nzen7e1tNZtN+3wQBDZTuVgsWiQVfokRsSCi8RdvWLpE0eFBKj5gYdM+5reoEE0ywIKhK5KGiFpHR0cqlUpDk638iDvcXsZxYIzpSSedSlTLZ5FS7fcHuud+bVcaLI6w/v0xrL7QjSQzgP4gGWlQGmHbnU5HmUxG6XTaVPUkmbAIToJ/vP4xI2jiOzREjH50SCSIoUf0h3o+xprjpCbOdcSxCTOsfenfUqk0JFcbjppxZBhNinCNXy6RBqpg4XO+jNiGE0UboCRrd2N2+YsXL0w8CWfD34Z/Xf3eaEnmWKJ3DjfCrxlLAx1/7gGqfhDe4DEQpQPKGj5/47bw2zNx6sN1+DAuisSlgRGHCOun2CNEuC0ezBPEIoDnD9EMI06LC+1BpCV7vZ7ee+89PX782NjGtKoRKWJ0r9OT6hOdpEFqlwgvm81e2Y8a7o+VhiNlRlXCpm+325ZBoMZMvTIIAlPi8rcdbi+DrNVut+1rjhWwEOMkxWIxU0zz08L8zdjYmFKplGlq+6Iw1HGJzqlpI9jjz4D31fJwlOAO1Go1S4UjquMjFhvME8fwE6mOurbcQ5jgzD7HiEsaqu1ixLifpKopO/g64jgB9DgjxjPKiBP5Y9DDmQD66aWBc+o/PxyDD5/IyTuCgXz06JHee+89zc/PWylkf39ftVpNa2trxiMhSue5CT/vONF0JOBc+S1Yksz582WCeYa5L8wZD8uzSoPhRXeVNPW7POhvvwhc08uMOBkF9AKiSDzCXfFgjDjkGIy4zzQnTU2tjfpmtVq1EY0sPMvLyxYd0PJECla6up3Fj/wlmbHCww9HwKPgM8Z9Eo8feTADu9PpWF2YCWqkTGkhu8qIs4hOTEyo0WiYszIqqiXi9xdujHeYKCfJavg7OzufY1GjOEdENj5+JiHLvWIi2/j4uNLptEXtOAa9Xk/tdtv0yhmWEj5meqg7nc5QKpgShF8X96//0dGRDVWh31saPAN+6caPxLml0NpsAAAgAElEQVQmPHdsi+tExwKdBmEjfnh4qGQyac4nugBsFzIamgGjInHp873inDvKaL4GPSBKhxQ6NzenXC5nGRqmqHG+YSPONRwbG9PCwoLJBqNs5zPkuX50UZCW5/rDHwgT3CA53oekKfsim+aTJsMYNfwkvC3OiZbHSDc9wl3xYIw4LGIiUT8Sl4a1rLvdrnZ3d7W/v6+VlRVLLZLKjsfjWlhY0OzsrLUwsdhctXAw8cxfmDFW/uSm60TivifvtzVJsjGmqG0FQaBSqWRtX6TxcWjYTri9zDdivV5PW1tbmpmZGUrJg1FEMWlgxMMta5IsKwCj2z8HX2cc49FqtezeJRIJbW9vW084ERk15UajoV6vp9nZWZu8Fk6vcjyUJ5hTTiSKVC33yVfho1aLcxQmU/kpc1/ZjGEYXGfOkRrw+Pi4jZr1OQ2AmvLU1JRFfxzz3t6eaaZ3u90h8mb4+fGfwTAHwpeODYPrwv1Gr315eVlzc3NDLZa+GiDf8yxUKhVr0aRcwTtKaxh8EdLZ4ba2ZDJp7za4a3+4j7ARxzEehVHDT8LbIgvic2siRLgLHowRZ+QlRpyUOd6wzxZFkjSVSpneM9EqgxZQD5MGtUdS8ZeBF9ePxtkOGtVXsVZZhMMp5fCi5YteTE9Pm+Hd39+3EZek91gER7WXMSjl1atXmp6e1srKyoXOik9mAv1+f0jVzkcsFrPeYSIV/zzDRpSsgi8GQuSKljqEwLW1NfX7feXzee3t7V1qxFGVo1VwZmbGjBVRMhEqxtrvY/edQYywr1jmL9iQtogYuV6QLbl3MLO5hgDOAT3ROC/MHucekuoPY1QkHi6f4NSEGdkc8ygDiVH3fxd+Hug2gBjpl7lInXMMOClc71FOMlkGPxpneNF9ROKo+GGAfe32MC4afgJ8Qqz/fYQId8GDMeK0ZCGQIQ0UySCbsXjs7Ozo5ORshGgikTAN56mpqc+lGYkyLlKwCsNf7EFYTvOql5u2NV93Wvp85EGN3W+Nom2KCI12MKJljs+PmulrHxsb07vvvnvp8fE7PzIile3/PnzuDFUJ1wgxJsfHZ/PZe72eGaqxsTETtWEbe3t7tuiur6+bk0AqNrx96u8QC5lAR+qU6+EbM5yF4+NjaykM39dsNmtll3A/MPeJ8yILQ5QuDWZkU6f3jTglhlwuN5RO9p9ViHrhVDrnHN5m2InjGP1Z6v51uK6BDBtxShVslwwEx+47j9yvw8ND9Xq9oXcXcO99Iw6r/j5S1b6wkySThR1Vh78qnU6Nn2sQ1cMj3AcelBGH/ATDmIWLOvXp6alarZZ6vZ5pWNMKRCoPYhKGs9/vW0R2HSPuGw0fsIqvY8QlaWFhwQhLlzFxi8WiKpWKtYLhhLCQINl5dHSkpaUlS/WS2sWAs89RkZ0PUvA+g5/t8ftRn69UKkPSoP51QQWNiJ00NhKunD9jQX1ZWEhtJycnFx47dVscm16vZ8aPmrPfj8w9Jxomm8OAGR+jSgj+lDcIbdx3nzxHNoB9SYO53mNjY0okEpqZmTEhIba7t7f3uTq+D4zHZZE46Xn/vKWBUb9uqjpsxP2pfz53wq/9+5E4ZQ1KKqOcBzgsOOoXZQruA/443TCuSqdLA8GbXC4XMdMj3Avu9BQ55/LOuT92zj09/z834jPfc879n865j5xzP3HO/et32edt4UdvfiqcxaHb7WptbU3j4+PWqsQiwsKFWhjbk2SG14+irkKY3CbJUvzSzdNsZAlGIZvNam5u7nMRFnKo1E39+if/t9ttbW1tyTlnmthXAaIY22Nh9oVefISFZsLRCelqjLg0UHlzztnkMO4pPfL0TOfzeSOoXdRuRMoeYh2ZFeecsZzDRtzP7PiGL3xffWY6INVLJI4Rh6jFZxCy8afrIeSDxKjf3UC6f29vT91u1whuYVyUTsfJ5boziteH/y5cB0SeYcEXDDilEf8zPsmSjAgjXkdFuX7POFK+X+ScbnTlw3yBq9Lp0oDs6E8LjBDhLrirK/jbkv4kCIJ3Jf3J+fdh7En6t4Ig+Lak35T0XznnsiM+94WBaMrv9UUfutfrqdvt2njFJ0+eaHZ21trJpIF8I1GEH5lRG0X/+joIM3YlWSTJ76+Li+rhwE+RSxoaGsICyf78FGe9XjdJTPrBffnUi+D3+5L2lQaa0qPS2ZDtON4wqN9z7alRJ5NJpVIpy4ww4WxtbU3FYtGcMToRLrquvnNAehytbBwksjHSgCRJXd434oi2cM6jGPnScL0XAlv4HvpOJNskVY5KG22R1M5RG8QpCDtNkoaU4MAovgI1dh/U/G/yjIafd44RrkW4R9w/DubPj2oP9M+HnvGbZgpuA44jTHC7Kp0uyTJ7l7WiRYhwE9z1KfqBpN8///r3Jf3V8AeCIPgkCIKn519vSKpKKt1xvzeCc856eUnbEfW8ePHC2q/y+byKxaKKxaJFMcy69qeIIawhDYzodSMTaTD5LGzIGQt6E4GKy9KmFwF9cNLx/uz009NTra+v6+DgwEh9RIXXqTESifu9vdJAM30UxsfHL4zEpcHYSwwT9VGmYpECPzg4MCGab37zm8acprXwIsODgUcCFv11abhrgWu9t7dnHAJ0y6XP8x0u6zQgze/Pqg4bHkhiJycnZqR7vZ5OTk6G1PxIu1MSkGSO3UXXPKza5hPK/Ovu94pLA4LnTQyQb6ClwXUio0I2I1yXl2Sa9WF1wjDoGcf5+iINpF+H9wlu102n87koEo9wH7jrk14OgmDz/OstSeXLPuyc+zVJE5I+u+N+bwS/hu0PZWi1Wtrb21OxWLTBDplMRnNzc1bLHGUk/Qil1+vdKJUujSa3sd3FxcUbLUCkI28SGWEYMBqdTsdkTTc3N61NaWZmxsaXXlULB5DuaDO7jhGPxQazsEctbP6iiSIbpC56pBuNhqrVqrLZrHK5nKanp/W9731P6XTaDMVl14hIDkIjcry0cJFal86MDylbf5thEtwoZrr/WdLvZEPCzxAiLsj/SjJ1u7ARl2Ra875gzmVGPExsC1/78EAdzu0mDqM0/M5JA9ETCKJ+/zQcCYC0b6FQuPQd41580al0AMHNvzbXTaeDyIhHuA9caS2cc//MOfezEf9+4H8uOHMvP993MdjOnKT/UdK/HQTB54Wbzz7zW865HznnfgSZ6r6QyWTMELXbbWtNmp2dtVQ7RtXvmUVb3F8YMHioRV2X1AZGtWHdFuH+8OuARZiMRK/XM2MB6zmVSlk7V7FYvBHTl4U4nE6/yIheZ2FjXGs+n1ehUFCxWLTfOedUrVbV7/f16NEji+zhAmDQLjPi1NPRA0in0+aIEI37kTiGyN8m34cj8YtS2tPT08apGEXagsFMlgCZ13BUGovFhgSD4C/46nhhjI8PxpH6RMbwNeF8pYG0702N5EVtZnR2kE0ZlQ2gZBC+1qPgT6L7okE5zie4XTRL3Id/flE6PcJ94MqnKAiC7wdB8MGIf38oafvcOGOkq6O24ZxLS/qfJf2tIAj+r0v29XtBEHwYBMGHpdL9Zdwh18RiMdVqNbVaLZtaBhGI2cfU3ySZCAmsXwD5idYXIp+bHE9YQ/028NXMbgKMA3VkhkiQhcBwVKtVjY+PD40Jve72/eO7iJkOMNzUakeByCeXy+nJkydDLVCdTsfS6xg0/55exwBQb8eIp1Ipa2/iGTg8PNT+/r5xJEZFur4zyDjRi87JZ5MzD3zUcbFN+BuMwfWRTCaN9Mb1vOyc/XT6qFq0NGgjw4hfxb+4CL6AEN/72Rd+P8qIS2c98/l8/sr9pFIppdPpG2cKbgNKdJRWpItnifuIIvEI9427uoJ/JOmH51//UNIfhj/gnJuQ9I8l/Q9BEPyjO+7vVqCuXavVdHh4aCIupGIhPkn6nEqVX2cE/nCOiwQ1rsIocttNcRdlKgZxsPgfHx+bfCaLUqPRUKFQuHHEEI7EL+oR9z8vXb6oTU1NWfp8aWlJ0tn5M+CEMbHSWQR5fHxs2vHXMeIcH0Ih4+PjNq6VGrx0dk0g2YXFaaQB85qo9bL9Uu9FanUU/DTxzs6OlXzCoLuBaPwigwj8dHq4tcu/HpD7pEFP922MuD8IxSeyMVTnMhWz6enpa71jY2NjVgr5MuBPdpMuH34C/OxIZMQj3Afu+rT/jqS/5Jx7Kun759/LOfehc+7vn3/mX5P0G5L+unPux+f/vnfH/d4ItAJNT0+rXC5renraFmVEJljIfCEXFp2wESeCYh7yRQvwZSBKHKX8dF3cph4OUB5DLtQn6kmyoSm3yYgQ6dNPDa6KxC9b1BCFgQx1cHBgkqvlctkidVrnpLP6Ma1m17lG1M2JPP2hF845k9xE9xoSX3gbkkxC97L9kj2YnZ290DDSUUELlt8e6YPuBtTErjLifjr9okhcGpAgpYHTeJuas++0cj98saXLjuFtBX398BWuY8SlgVMT6aZHuA/cyYgHQbATBMFfDILg3fO0++75z38UBMG/e/71/xQEQTwIgu95/358Hwd/XYyPj6tYLGp2dnaoHUgatFzR683ii8jEKAPAz3h5r9N6FYavjHZbXNYffhX8v/NrexiKdrt97QgoDJ+oRDqd6Paiz0uX1wgx4v1+X81m0wx4pVKxXnJJQxwF9nvdSBzuA9FsLBZTPp+31iV07/0BHxcZcZj+V+2X+3CRYfTT9hjmiz6L9Kw/y/wi+KptGNNR9wdxIFrCiKJvCt+Iw0HJ5XLWyvlVNOKSTFr3OrPGARKuESLcBx4Ms4JJVkTcvqgGbHNqj/T27u/vj6yvsZChsnXbyET6PEP9urhtPRxwDj65TTqLyhgNimTrbbfNwgxJ8LLpTtLlkbgvVdntdocMuDTQPieKJjtynfow8BXgiFIpMdTrdZNR9YVjRhGxYrGYXc+r9pvJZJTP5y91cLh209PTQxKvYaA412q1Rh6bD1+1bRQz3d8m5DtaEW9jgMKDUEihh8VgvmpG3BeauW4knslkriWcFCHCdfBgjDjynywi/kKI+ASSjT4ha5QRp6eXsY+3XdR8edKb4j4mNdFqhlwoTGzY16Nqr9cBCz3X2p+ONQq+gboIXGOGfvgGHKCRjs46NV3pamOKgUE8BmdgYmJCmUxGOzs7QyUIHIpRizYliuvsl5T6ZUCSlzr8RU4joifX2bev2nZZ6t0fhEIkfhtDO4qh7nMlLssGvM3wCW7U+K/CqDG+ESLcFg/GiBMVjlrgfIEMjD2fv8iw8DcXsYqvg7uQ2+6S2gSohlGfPzg4UKvV0vHxsWZmZu7kIPgL/WU94qBcLl+auictPjU1NSQj64N7Qkp9YWHBIuOr7hH3O5lMKhaLDcmNzs7Oqt/vq9vtWnbish5sHIf7MkrI4vqOxUXAOFy173A6/bJzGR8fV6fTMUfiNsSxUYNQ/OO8qob/NgOhmeu0mEWIcN94MEbcbwMJL3AYh7D4xWVRdiKRMELVbTFKa/s68Keq3QUYPeecMfgbjYaVCO6yfTIN4RryXeAz5y/6vT+aU5Ixya+Cb1zQaielnslkFI/HVavV1Ov1TPf8KiN+HefhOoC3QZr8svNBpe0qg8hzjUzsZUI8lAcYGXobXGTE/al3X1Uj7vf4R73fEb5sPJgnzo/ER40p9Fnq/H9ZvynktrtEWmht+7KW1wG9qbch1PnwJ0pR18M5uG3aFFDzpIZ8Hws0jPfLgFQo9/EqhjggnRuLnY0uDYLAWNn0yne7XZuSdlX0Kt3fvGjIbUxvu+paFgqFK2uuGBucyMuMuP+c3rYH+6La91U94l8V4MxHRjzCl40H88T5kfioxYIJSQw0uUqFLbwI3Qa3Jbe1222LGO8KlNrokUYP/K5RPlExUfh9GfHw5KgwfJY65ZHrGFN/ZChGE3KadCZzSuqZqOui7cKWv4/7w/b86P4qx9GftncRmMV+mWY9P4cAiQN8W4TbzKSB5O51mPxvM+BqfBmSrxEi+HgwRhzSyUVTpej7RbHtukb8rpG4dDMjznzpq8hQ1wViI9KgZY3ywl0AqSyTyVwrerwOrkqns196vS8bQBJG+LlgTjdZEtrtTk9PL2Sm+5idnb1Ve95F8OeM31fdlZZK6eJzgXSI8t1dnVb/nsDy/6q2l/kYGxvT3NzclyL5GiGCjwdjxKn7XVYjTSQSmp6etlnily2WfiRxW8Buvgm5rd1ua2xs7N4MBC1LQRAok8lYpHcfkbg0EKS5jzSjX8e9DKjwITRz00icbfgp9ampKSWTSZXL5XvJwtwURNZ3iYTDGBsbu3DOuw+M+F1LLCjP4VAvLCwomUx+LYx4hAhvCg/GiNMLS2/3KFDvC4LgSiM2OTmpXC5355TpTcht/X5fe3t7SiaT91Z7I9JiHObR0dGlIyyvC/7+qvaymwAjfp2UOsNCruNAUD/3nwsyFJDkSCuTrfGP58sAz+N9GnFfKe+qGdjpdNr05G8Ln8TGdqXLB8VEiBDhcjwYI+5HbxcZcX+QyVUEnpvM2L4MN2kza7fbCoLg3lLpAANB3fM+UoI+me2+ap3XjcSpaV+3znqREUkkEjZ2VBpcp6vEa74IUHO9rzq7NCBhXWU84V/Qp35bXDS9j8g8IoVFiHBzPIi3BrY5i/9VfbYwcr8MIOV5VXRJZJlIJO49YpmenlYsFlO32zUN7vvARdKktwXbucqISzdLP1809zucUvevy5cdNcbjcZVKpXs14tfRrA///i6R+EXlo686Mz1ChDeJB2HEnXOan5+/VutPPp/X3Nzcl3Vo1ya3Iet431E4xzAxMaFOp6NYLHZv5Jz7rh1fN50uDYz4dSPxUeIoZGZgqScSCS0uLl57u/eJ++BghHGTSJzP3zVa9tvMQGTEI0S4PR6EEZdk5C2+vghftvTjRSnGMNrttiYmJr4Q9ityndIwW/2uuO90unS9XnHpLGouFAqXylsSZUO+C6fHGVXLcAtpMMLzTUTiV53PTXFTI34f5zyqfBQZ8QgRbo8H9eYQ7X5ZqfLrgLadyyLx/f19HR8fq1gsfmHHkc1mVavVlM1m722bDJa5TyN+nTYzEFbTC4LANMD39/d1dHRkCn4XZThmZmbU7Xa1v7+vRCLxRpnUd1EHHIXrRvf30U4J4vG4jUt1zo0kFUaIEOH6eFBG/G1lwV5FboNl/UUOTZiZmVGpVLrXdP3ExIQqlcq9bU+6nuAL8I02LWdE1JOTk9ZKiKzpKJBS39vbe+NG/L5x3UwJgj334fz6maevS494hAhvEg/qzUGC820bUjAxMWHM8/CxMfgim81+occdj8e1tLT01k+Rou3rxYsXN/q7iYkJpVIpTU1NDXUhXAVS6rDUv05GZ2pq6tr3fG5u7l6ev8iIR4hwv3hQb85lPeJvEtTrR6nJdTodOefuPZU6Cm+7AZekdDo9NMbyMqAIdhOjPQqJRMJ05WmH+ipcq+vguudxX+1fYQ7I25odixDhq4IH9eZcdxjGlw1fQ90/vtPTU3U6Hc3MzHxtjMZdEY/H77Vufx1MT09bSv1NkNq+TggPQkGE6W3LjkWI8FXBg2GnS2+3EfeHUYBut/uFiLtEuBlQtev1ep+TZ41wc/gckIiZHiHC3RAZ8bcA4ehEOiNltdtt0zaP8GYxMzNjw3Eio3M3REY8QoT7w4Mx4sxDfhuNuPR5DfX9/X2dnJxEUfhbAkbVSlH99q7wB6FERjxChLvhwRhxPP+3NaqFqctwjfucGR7h7oClLn35am1fN3D9kLONrmeECLfHgzHiRLlv64Lhs3aPjo50cHAQReFvGZLJpPVMR7g9wkY8isQjRLg9Hszb8zaqtfnwNdQPDw/vdWZ4hPvB9PS0lpeXIyb1HcEglIODA0mREY8Q4S54MJH4255OZ7TlwcGBer3evc4Mj3B/iAz4/eBNzWWPEOHrhgdjJY6Ojr704SY3xcTEhOlKfxniLhEivCn4Y2ojxyhChNvjwRhxRCXediMunSmERXXXCF9n3PeY2ggRHioejBE/Ojp6671+DHdEaIvwdYcfiUeIEOH2eDBv0Nsq9OIjmUwqFot9ITPDI0R4mxAZ8QgR7gcPJhL/KhjxsbGxqC88woNAPB5XKpX6QsfrRojwEPAg3GDUod5WZnqECA8NzjkVCoU3fRgRInzl8SCMuHNOlUpF09PTb/pQIkSIECFChHvDg0mnS2+vWluECBEiRIhwGzwIIx4EQTQNLEKECBEifO1wJyPunMs75/7YOff0/P/cJZ9NO+deO+f+m7vs8zZwzqlcLkckmggRIkSI8LXCXSPx35b0J0EQvCvpT86/vwj/qaT/4477ixAhQoQIESKc465G/AeSfv/869+X9FdHfcg59xcklSX9r3fcX4QIESJEiBDhHHc14uUgCDbPv97SmaEegnNuTNLflfQ377ivCBEiRIgQIYKHK1vMnHP/TFJlxK/+lv9NEASBcy4Y8bm/IemfBEHw+irJU+fcb0n6LUlaXl6+6tAiRIgQIUKEB40rjXgQBN+/6HfOuW3n3FwQBJvOuTlJ1REf++cl/QvOub8hKSlpwjnXDYLgc/XzIAh+T9LvSdKHH344yiGIECFChAgRIpzjrmIvfyTph5J+5/z/Pwx/IAiCf5OvnXN/XdKHowx4hAgRIkSIEOFmuGtN/Hck/SXn3FNJ3z//Xs65D51zf/+uBxchQoQIESJEuBguCN7OrPWHH34Y/OhHP3rThxEhQoQIESJ8aXDO/b9BEHx43c8/CMW2CBEiRIgQ4euIyIhHiBAhQoQIX1FERjxChAgRIkT4iiIy4hEiRIgQIcJXFJERjxAhQoQIEb6ieGvZ6c65mqSX97zZoqT6PW/zTSI6n7cb0fm83YjO5+3GQz2flSAIStfd6FtrxL8IOOd+dBPq/tuO6HzebkTn83YjOp+3G9H5XA9ROj1ChAgRIkT4iiIy4hEiRIgQIcJXFA/NiP/emz6Ae0Z0Pm83ovN5uxGdz9uN6HyugQdVE48QIUKECBG+TnhokXiECBEiRIjwtcGDMOLOud90zv3SOfepc+6tHYPqnFtyzv3vzrmfO+c+cs79B+c//zvOuXXn3I/P//0V72/+4/Pz+qVz7l/yfv5WnLNz7oVz7qfnx/2j85/lnXN/7Jx7ev5/7vznzjn3X58f80+cc7/qbeeH559/6pz74Rs6l2949+DHzrm2c+4//CrdH+fcf++cqzrnfub97N7uh3PuL5zf70/P/9a9gfP5L5xzvzg/5n/snMue//yRc27fu09/76rjvujafMnnc2/Pl3Nu1Tn3p+c//wPn3MQbOJ8/8M7lhXPux+c//yrcn4vW6Df3DgVB8LX+J2lc0meSHkuakPT/SfrWmz6uC451TtKvnn+dkvSJpG9J+juS/uaIz3/r/HwmJa2en+f423TOkl5IKoZ+9p9L+u3zr39b0u+ef/1XJP0vkpykf07Sn57/PC/p2fn/ufOvc2/Bc7UlaeWrdH8k/YakX5X0sy/ifkj6v88/687/9i+/gfP5FyXFzr/+Xe98HvmfC21n5HFfdG2+5PO5t+dL0j+U9NfOv/57kv69L/t8Qr//u5L+9lfo/ly0Rr+xd+ghROK/JunTIAieBUFwJOkfSPrBGz6mkQiCYPP/b+9OX+Qo4jCOfx+MRkm8DRKiEhVFUNCIQoJJCCrxwFvxBI8IHnigvghi/oGAIAiKoigexAPvfaVRMZ5Eg2uMRzyivtAYN2K8YkBi/PmifqO9w85EcTIzPft8YNia6mOqurq7uqtruyJiOMO/AquBaW0WOR14LCJ+j4ivgDWU/PZ7nk8HHszwg8AZlfiHolgO7CZpKnAC8GJEbIiIH4EXgRO7negmxwFfRES7FxL1XflExGvAhjHS+b/LI6ftEhHLo5yNHqqsq2v5iYilEfFHfl0O7NNuHVtJd6tts020KJ9W/tP+lXd0xwJP5vI9zU+m51zg0Xbr6LPyaXWO7tkxNB4q8WnA15Xv39C+YuwLkqYDM4C3M+rabI65v9Jk1Cpv/ZTnAJZKelfSFRm3d0Ssy/B3wN4ZrkN+Gs5n9MmnruUDnSuPaRluju+lBZS7mYb9Jb0n6VVJczKuXbpbbZtu68T+tSfwU+UCp9flMwcYiYjPK3G1KZ+mc3TPjqHxUInXjqTJwFPADRHxC3AXcCBwBLCO0gRVF7Mj4kjgJOAaSXOrE/Nqs1b/IpHPEU8DnsioOpfPKHUsj1YkLQL+AJZk1Dpgv4iYAdwEPCJpl3+7vh5um4HZv5pcwOgL4dqUzxjn6J6kA8ZHJb4W2LfyfZ+M60uStqfsHEsi4mmAiBiJiC0R8SdwL6W5DFrnrW/yHBFr8+964BlK2key2ajRVLY+Z+/7/KSTgOGIGIF6l0/qVHmsZXTTdc/yJelS4BTgojypks3OP2T4Xcpz44Npn+5W26ZrOrh//UBpzp3QFN91mYazgMcbcXUpn7HO0W3Ssc2PofFQia8ADspemTtQmkGHepymMeUzovuA1RFxWyV+amW2M4FGT88h4HxJEyXtDxxE6RTRF3mWNEnSzo0wpcPRh5mWRm/MS4DnMjwEXJw9OmcCP2cT1QvAfEm7Z1Pi/IzrlVF3EHUtn4qOlEdO+0XSzNyXL66sq2sknQgsBE6LiE2V+CmStsvwAZTy+HIr6W61bbqmU/tXXsy8ApyTy/ckP+l44JOI+LvpuA7l0+oc3SYd2/4YatfrbVA+lB6Cn1Gu7Bb1Oj1t0jmb0gyzCliZn5OBh4EPMn4ImFpZZlHm61MqvRj7Ic+U3rHv5+ejRjooz+ZeBj4HXgL2yHgBd2aaPwCOqqxrAaXjzhrgsh6W0STKHc2ulbjalA/l4mMdsJnyvO3yTpYHcBSlkvkCuIN8oVSX87OG8ryxcQzdnfOenfvhSmAYOHVr6W61bbqcn47tX3lMvpPb6AlgYrfzk/EPAFc1zVuH8ml1ju7ZMeQ3tpmZmdXUeGhON6WYJnMAAAIaSURBVDMzG0iuxM3MzGrKlbiZmVlNuRI3MzOrKVfiZmZmNeVK3GwASHor/06XdGGH133LWL9lZr3nfzEzGyCS5lFGvDrlPywzIf55n/ZY0zdGxOROpM/MOst34mYDQNLGDC4G5qiMx3yjpO1UxtdekQNoXJnzz5P0uqQh4OOMe1ZloJqPlIPVSFoM7JTrW1L9rXwL1a2SPlQZ//i8yrqXSXpSZVzvJfn2KTPrsAlbn8XMauRmKnfiWRn/HBFHS5oIvClpac57JHBYlGEsARZExAZJOwErJD0VETdLujYijhjjt86iDMpxOLBXLvNaTpsBHAp8C7wJHAO80fnsmo1vvhM3G2zzKe9uXkkZMnFPyjupAd6pVOAA10t6nzIG976V+VqZDTwaZXCOEeBV4OjKur+JMmjHSmB6R3JjZqP4TtxssAm4LiJGDRiTz85/a/p+PDArIjZJWgbs+D9+9/dKeAs+15htE74TNxssvwI7V76/AFydwyci6eAcUa7ZrsCPWYEfAsysTNvcWL7J68B5+dx9CjCXMriGmXWJr47NBssqYEs2iz8A3E5pyh7OzmXfA2eMsdzzwFWSVlNGxFpemXYPsErScERcVIl/BphFGaUugIUR8V1eBJhZF/hfzMzMzGrKzelmZmY15UrczMysplyJm5mZ1ZQrcTMzs5pyJW5mZlZTrsTNzMxqypW4mZlZTbkSNzMzq6m/ADNl8gtJT3c1AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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CmqZqbMz3fZRliU6no96rqgqO4yiBT5IEN27cUCIvhMBoNMJisUBZlojjGEIIrK+vK9MYWo4ynU5VSv2tt95Cmqb4xV/8RdW9Ttd7HEqla5qGoihQVdWJIv48pNIBFnGGYRjmDKIoghBCGbCQiBuGgTRNUZYler2eWj9an/2uqkqtFA2CAEKII81wUkr0ej0l7I1GA+PxGB9++CEWiwVms5mKvOvd68PhEGVZYjqdAgB+9KMfwbIsfOELX1CNcyeRJAnKsjySSgdObmqjEbSz7F0vAyziDMMwzKlEUaQ6yYHDjm1qAvM8T9W/q6pCVVVHutDJ0KXX62E2m8GyLNWoRhEwLTSRUkLXdURRhNFohPF4jCAIMBwO1bWQU1uv14NpmhiNRsiyDLdv38Yrr7wC4FCoT2tqo1Q6PZCcJuL1EbTLzuWt1jMMwzDPFGoCq9eXqTOdnMx6vZ6qK+d5Dtu21Sy3YRiQUmJlZQX37t1DURRHUthCCDSbTTV/7jgObt68iTzP1Uz52tqaSreThaqmaRgMBjg4OMD+/j7SNMWXv/xl1d1+kojXa/v0OVmWnbhDvD6CdtnhSJxhGIY5kfrCE4JEPEkStaGM6sxZlqm1nrSyFPhYVIMgUOYqtDBF13X0+30kSYLBYICqqrC7uwvf95VN60l+6aurq5BS4nvf+x5c18UXvvAF+L4PIcSJIn48lQ6c3tRWH0G77LCIMwzDMCdC60QpcqWRMtM0VdRr27YyVyHns3p9nBaLUIqd0vF18ez3+ypKbrfb6uGBGuaoM71Or9eDlBIHBwcqlb5YLNBsNk9cekJLVCiVXlXViTvEj4+gnUVZluf9Kp8YnE5nGIZhHiDP8wfmretNbeRnPp/PMRqNsLKyAsMwUFUVgiBQKXPaKd5oNPD+++9jc3MTq6urKiLXdR29Xg9BEMD3fQyHQ8znc/i+j4ODA9y8eRNFUWAwGDwwr/3DH/4QOzs7+PKXv4y/+7u/w09+8hMMh0OVDq9Dq0SllAAOI/PRaIQ0TY/MnJOn+8NS6VmWYXd3F6urq8807c4izjAMwzzAaal04LAmHQQB2u02xuMxpJRYLBZqvziJIokhjZfFcYzd3V188YtfxGKxULXo4XCInZ0deJ6H8XiM7e1trK2todVqqQazzc3NI9fneR5arRZ+6Zd+CV//+tfheR76/T5u3LiBwWBw4j21Wq0jDwLtdhsrKysPpM2pIe80pJQYjUbKAOdZwiLOMAzDPAC5rNVFjxaf0GiZZVmYTqewLAthGKLf7yPLMvi+rxrXKDoPwxDdbhcAcOvWLbRaLei6fmRF6c7ODnZ2drC5uYmvfe1r6PV6ePfdd3H9+nVsbW2p6yjLEv/m3/wbvPzyy/jGN74Bx3Fw584dbG9v4/Of//y59n6TJWy9+/28TKdT5HmOjY2NM8X+acAizjAMwxyBzFmOu55RUxvNjlNkvrKygv39fWRZhizLsFgsAEDZq8ZxjCiKMBwO0ev1cOvWLdi2jfX1ddWJHgQBvv/97yNNU7z00ktoNptwXVftKq/z9ttvw/M8fO1rX1M1bt/3Ydv2uQQcONtu9SyiKILv++h2u888Cge4sY1hGIY5Bs1PH28mo0icPMVpzagQAhsbGxBCYH9//4GRMN/3lYWq4ziIogjvvvuusk4lsU/TFIPBAF/4whewurqqGs/IIAYA7t27h/fffx/Xr1/HtWvX1OtnmbwcR0r5WCJeFAXG4zEsyzrV1vVpwyLOMAzDHOEkExRafFIUhYrIyQMdOIzGu90u9vb2EIYhTNNUs95BEKAoCnQ6HaysrOCLX/witre3EYYhrly5gmazieFwCNM00Ww2MRgMIIRAmqZH7F7jOMZbb72FZrOJr3zlK+raoihCWZYqXf8wKIPwqCI+Ho8BHNbwj8+WPytYxBmGYZgjpGmqRsMIEj5a3XnctMVxHGXMcnBwAMuyoOs6kiRBHMewbRvNZhOtVguNRgMvv/wyoijC7du3MZlMYJqmcn+jCD5JEvT7fQghEIYhfvCDHyDPc/zyL//ykWujRrqz1o/WOctu9TQWi4WaZT9pbemzgkWcYRiGOQItG6mT57mKxi3LUtvLKBVumqZaLBLH8ZFd40VRoN1uo9VqqVnzlZUVrK6u4ubNm1gsFmr7GTXSVVWltojZto0f//jH2N/fx2uvvfZA97nv+2or2nnvT9O0c4txmqaYzWbqIeQywSLOMAzDKKSUyPP8gSg1z3MkSaIiYHJR03VdCS9F0JZlwfd9FEWh7Fdd11UpeOBw/Iyaw0ajESaTifJEJzc4+qyiKPDOO++g3+/j1VdffeCaadzsvJDd6nmoqgqj0QiGYWBlZeXc53haLEXEhRDfEEK8J4T4QAjxhye8f00I8W+FED8UQvxYCPHPl3FehmEYZrmclmqm/dqmaSLLMkgp1WKUemo7jmO4rgvLsnD//n0kSQLXddU2M3oQiKIIaZriS1/6EvI8x3vvvYfhcAjbtjGfz5WIG4aBt99+G6Zp4rXXXjvxesn+9VHu8byp9Ol0iqIosLq6+szHyU7iwlckhNAB/CmA3wTwGoBvCiGOf9P/I4C/klL+IoDfBfBnFz0vwzAMs3xOE3GaDXddF77vQ9d1mKZ5JBLPsgxlWaLRaKDf72M+n2OxWKg6eL0Zbn9/H47jYHt7G8PhUEXuFMWTy9uPf/xjBEGAN954Q+0Pr0P2r+ftFqeywPFywUmEYYggCNDr9c51/LNgGY8VXwXwgZTyppQyA/CXAH772DESAHUcdAHcX8J5GYZhmCVD9eK6yYuUEr7vwzAM2LZ9xFO9HolTFzrNT0spEcexitipIS4IAqRpis3NTcRxrDrbx+MxGo2GisSn0ylu3ryJF198EZ/5zGdQFIWK0AlyfjtvOv28TW1FUWAymcCyrHN3vT8LliHi2wDu1n7e+ei1Ov8TgP9ECLED4DsA/qslnJdhGIZZMhQB16GtZOSDDhy1JiURD8NQrSOlZrNms6mEk3zV4zhGt9tFq9WC7/uQUuL69etwXReTyQSe58HzPPz0pz9Fp9PBl770Jbiuq7rU6/i+j3a7fe5UN13LWTVxslUFDrelXZZxspN4Wgn+bwL4CynlFQD/HMD/KYR44NxCiN8XQrwphHiTvkCGYRjm6UBNbcdTx2maIkkSdDodeJ4HIQQajYYSb4raF4sFdF2H4ziYzWbQNA3r6+vKaz1JEiwWC7WtTEqJJEnUWNmrr74KXddx+/ZtvPXWW5BSqnEy2kBWF3Gyc32cevhZwrxYLJCmqVrqcplZxtXdA3C19vOVj16r8y8AfAMApJT/XghhAxgCOKgfJKX8FoBvAcAbb7whl3BtDMMwzDmhzWLHI3GqO3e7XXz44YcwDEONlwEfR+IUfRuGgSAI0Gq1cOXKFWRZplLolmWh0+kgiiIkSQIhBEzTRFmW2N7ehuu6+P73vw9N0/Arv/IrWCwWysY1iiJMJhMEQQDDMJQFqhBCHfMwxuMxHMc59fiqqlQd/zzrSJ81yxDxHwD4rBDiBg7F+3cB/MfHjrkD4D8A8BdCiFcB2AA41GYYhrlE1OvFVVUpkV4sFir9TPvA62Yw9O/pdKoWnvi+j83NTfT7fQRBgJ2dHbRaLbz44ouoqgqGYSAMQzSbTcRxrGbNt7a2YBiGskZ95513lH96URTY39+Hbdsq+jYMA0VRYDabPfT+yrLEbDY7cm8n0Wg0Tt2Edtm4sIhLKQshxB8A+BsAOoB/LaV8RwjxxwDelFJ+G8C/AvDnQoj/FodNbv+ZpKWuDMMwzKWA3NgMw8Ddu3fR7XbRbrcRBIGKnsuyPOKLrus6hBBIkgRRFKHVaqn0O6XNP/zwQ7RaLaysrKDX62EymailJq1W64hj24cffojXX38dn/nMZ5R5C3XAG4aBxWKBPM/xwgsvqN85b806jmNomoaNjY0zl5dc5hr4cZaS7JdSfgeHDWv11/6o9uefAvhnyzgXwzAM82SgenGWZTg4OFAz3VmWod1uI4oiFaU3Gg2UZXmkMz2OY/R6PcRxjKqq4DgO9vb2kOc5Xn75ZbTbbZU6pxq7pmnqvJ7n4datWxgMBrhx44ZycKuLarvdxsHBgXJ4exTyPIcQQi1t+SRw+SbXGYZhmGcCiWkYhqoJbXd3VzWyURqc6uZlWarGL6px27aNIAgAHHqfF0WBtbU1tFot2LaNPM9Vh3un00GWZaoWf+fOHQDAZz/7WTSbTZim+YDYkrXr8S71895fvZb/SeCTcycMwzDMY1M3QQmCQInnvXv3YNs2sixTtWSKgouiUJE41aSFEPA8D3meo9PpqO1kVFOnJjfLstT4WZZlmM1mmE6n2Nrawvr6+qnXKYSA67qIogiPWpV93B3ilxkWcYZhGOZIU5vv+2qEjLq4af1oURSqCY0icwCYTCYQQiCKIsxmM6yurmJrawtSSlVnBw6j8yzL0O121brR8XiM+XyOdruNq1evPjRSbjabqKoKcRyf+/5O84R/3mERZxiGYY40tUVRhGazCV3Xkec5wjBUKXUSc4rUdV1HVVWYTqfwPE91sr/yyitq93h91po62Km7fHd3F9PpFO12G+vr6+daJ0qLVx4lpf4460efB1jEGYZhGLXcpCgKtQJUCKFsVpMkUU1vjuMoH3MS/fv3D920TdNEt9vF5uYm8jxXog8cRsOz2Uw1uAVBgJs3b8K2bQyHQ1UHfxiPk1JnEWcYhmGeKrST+2lA9WISRl3XYVkWWq2WSoGXZanq5jQiBgA3b97EdDrF5uYmqqqC67oYDofKkY2E2fd9lGWJfr+Pqqrw3nvvIUkSbG1tHZn9Pg/NZhNSSkRRdO77O+4J/0mARZxhGOYSkqYp7t27hyRJnvi5iqJQ28fqTW22bUMIoZrZ6parRVEAOHRzI4vVtbU1JEmClZUVtFotFdWTcI7HY+i6jl6vh3v37mF/f1+tH200Gmou/Dw8akr9k9jUBixpTpxhGIZZLiSScRyfaUyyDCjVbFkWwjCEYRhK1HVdR6PRgOM4ODg4QKPRUBE7zXhTHVzXdSRJgo2NDSX09Ya4IAjQbDYRRRHu3LmDVqsF13UhpUS73X7k2e1mswnP89Ro2llUVXWuevvzBos4wzDMJYRqznEco9/vP9Fz1Td7BUGARqOBxWKhUuLNZhOWZWE2m2FtbU0ZswCHDxvT6VQ9aDQajSNbxUjE4zhGnudot9v44IMPlLXp/fv30W63HymVTjyqKD/OOS47LOIMwzCXEKo5Uy2a5rEvgpRSeZ/Xoaa2siyRpikcx4HnecpStdvtQkqJsiyR5zk0TVN+5lJKTKdTdLtdZbta3+1N155lGYqiwO7uLgzDwKuvvorpdIo0TbG9vf1Y92cYxnPjcf6k4Jo4wzDMJaTeOLasurjv+7h///6RzwY+rheTXSql8qnWvbq6iiiKlFsbCXhZlpjP58jzHK7rIssy9Ho99ZBQT4+naYr9/X1EUYTr16/Dsix4ngdN0554puGTDIs4wzDMBZFS4v79++fulD4PZKSiadrSRHx3dxdvv/32EZMUEm1qagMORd2yLPi+D8Mw0Ov1lFWqbdvwPA9FUaAoCkwmE1RVpdLprVYLZVkiDEP4vg/f93H37l28++67mEwmWF1dVetJPc+D4zifyFr104JFnGEY5oKUZYksy5Yq4uRLbtv20kR8b28P4/EYo9HHm6Dr89NhGKoxsuFwiCiKYJomLMtSHufdbhf7+/sIggDz+Rw7OzuqQ53MXsbjMQ4ODpTYx3GMKIrQ6XTw+uuvAzjsaifntmWUCj6tcE2cYRjmglATGkWry4BWfpLZCtmdXuTzZrMZwjDE3t4ebty4AeDja6bO9DzP4TgOiqJAkiQIggAHBwcYjUbY3d3Fiy++iP39fcznc8RxjHv37sF1XVRVhc3NTayvr2Nra0vZsiZJgna7DcMwsLm5CcdxAHycqu92uxf/sj7FcCTOMAxzQUjEaYnIsj5T13UleheNxtM0RRiG0DQNu7u76nWa466qClEUqdT4zs6OamSjY9rtNgaDAVzXxXw+h6ZpuHLlCl588UX0+31sb2+rxjYhBHRdh23bWCwWiKIIw+FQnZPGzSzLutB9fdphEWda7q3pAAAgAElEQVQYhrkg9UaxZUXj1NVN89ePsuzjJKIoQpZlsG0bs9lMXSc1tVHUTRvHsizD1atXce3aNfT7fXS7XfR6PYzHYxiGgSRJ4Lqucl9zHAeu6yrxJrc5x3EwHo8BACsrKwAOTV/KskS73f5EGrA8TVjEGYZhLkg9+l6GiJdliaIo8OGHH6IoiqXUxefzOaSU6PV6yLIMo9EIVVWpzV5BEChjGTJ7GQwGsCwLi8UCo9EIZVkiiiI4jqNc1tI0RVVVaLfbaDabKuVPo2hkEmPbNprNJoDDJSi6rp/bK505HRZxhmGYC0IibprmUkS8qirVIDYajeA4jmqee1zm8zkajYZa9Xn//n0VLZN5S1VVypO8KAq0Wi1UVYV3330XYRji+vXraLfbmM1m6Pf70HX9ga1k1KRWn0enLnQaY4vjWKXcWcQvBos4wzDMBamqSm38WlYkHscxNE3DbDZT41uPG41nWYYwDNW2MNd1sb+/r1L0jUYD4/EYpmmqB4aiKOD7PqIoQp7n6HQ6uHLlChaLBcIwxNbWlmqWazQa6Ha7R5rvaAVpHMeqC13TNLUEpdlsfiIXkjxtWMQZhmEuSFmW0DQNlmWpFPVFoK5uTdPUgg/TNB9bxMMwVCtEacPYfD7HYrGAruvQNA3T6VSlt/M8x2w2AwBsbm6q2e8gCNSSknrdu9VqodPpqLG4ujMcbUWjhSie56naOUfhF4dFnGEY5oJQJzl1Wl80Gi/LEkmSwDAMNX9OdfGT9mdTdHwai8UCRVGg2Wyi0WhgfX0dURRhMpmg0WjA933EcazsVaMogq7r2N7eRq/XQ1mWWCwWyPMc6+vr8DwPQRAoo5e61aphGMrxTdd1zGYzuK4LwzDg+75ydwPAIr4EWMQZhmEuSFVV0DQNpmlC07QLi3iWZciyDJ1OB4ZhYLFYwLZtVFX1QF28qioVVZ+G53kwTRONRgOGYWA4HELXdezu7sI0Tezv7wOAEvEgCNR42cHBAW7fvo39/X14nocwDDEejzGZTLC/v6862Onhoh6h53mOIAjQ6/UAAEEQqMifOu+Zi8EizjAMc0EonQ4cmqZcVMTjOFad5I7jwPd9NYp1fNSMovMsy06cUZdSwvd9WJalBHRlZUU1pUkpMR6P4bquegihqJvS6nEcY21tDcPhEJ1OBxsbG7BtG61WC1/5yldw/fp1FX0bhqFEPMsypGmKwWCAOI6VvasQQu0lZy4GizjDMMwFoXQ6AGVRehHTF9rV3ev14Lou8jxHkiRqnrtOXdRPqpl7ngcpJRzHUSLuOA5arZaKrH3fV1G4EALz+Ry9Xg+rq6uQUmJ9fR2vvvqqipzb7TaCIEBVVdjY2ADw8aw8pdM1TUMQBBBCoNPpqD/TZjSA0+nLgEWcYRjmglA6HYCqi19kHMz3fVVjbzabqKoKYRjCcRykaXqkLh7HMRzHgRDiRBGnNDul0jVNg6ZpaLfbyLIM0+kUcRyj0+moDWVhGKLb7Spr1V6vh5WVFSRJorrcqQZPqXISbiEE8jxXnumGYaDVainXNxJ7IQR3pi8BFnGGYZgLUFUVpJQPiPhFUupRFMGyLBiGocQ3SRKYpgkppRJrEkvXdU9N41MqnerQlDGgZrPbt29DCKGum/zTybXNdV3Ytq0idRopo4cHuu/j42Xkvd5oNB5YcEL9A8zFYRFnGIa5AJQ2J6EigXpcEZdSHnFOazQasCwLRVGoeXQScUqlk4MauafVP8v3fTiOo1L+JLrtdhuapmE0GkHTNFWrnk6nStQ7nQ6qqoJpmmi1WpBSqv3hUkoMBgN1nzReVlWVaoqjJS5lWaLX66m6OdfDlweLOMMwzAUg0SRxBC7W3JbnOdI0VRallmWh0WgocbcsS4l3HMcwTVOtLAWOZgBo+xm5sBmGodLdtm0rH3VKbRuGoUQ9jmP4vo80TVU2QNd1RFGk0uRra2sqrU6ReFEUSNMUQogjqXNKu+u6rsSduTgs4gzDMBfgNBEn17NHJUkSZXkKHDZ/kciSaGdZptLVtOXMsqwH6uLz+RwA0Gw2UZalin6zLIOmabBtWzXhkeDOZjMYhgHTNOH7/hGDF03TVB290WhgY2NDbT6jSJ+a8DRNU7V7qu3XvycW8eXAIs4wDHMBSPyOizjweHXxOI5RlqUSZ3I2o3ozCSMtNKkfd7x73fM8VVuXUh4R8aIo0O12VWSeJAnSNEUQBLAsS/3eeDxW90NNcdPpFJ1OR7m0BUEA4OPxMjKLoSi+0+moc3Nn+nJhEWcYhrkAx2viwMfR8+OIeBiGKj1OkbxlWSodTl3g8/lc+bUT9bp4VVUIgkBZpgoh1INGlmXI81yJeJZlahVpmqZwHAfdbhfdbld9DnCYMi/LEr7vo9/vo91uQwgB3/cBHIp4FEXqe4miCJ1ORzXe0cMIW64uDxZxhmGYC3BSOp0awy4i4pqmYWdnB1EUodFooKoq9ZmNRkMtRqHIFsCRuniSJMr1jYSfrjEMQ0gp1RISIQTiOMZ0OlV7vun3VlZWUBQFJpOJEv8sy9SaUtd1MZ/PkSQJdF2H53kwDANpmqIoCgwGA1UO2N7ehpSSBXyJsIgzDMNcAIpy62IKfGz6cpLX+VmfRU1j9Hm0QhSASouTE9pxMaS0d5Ik8H0fUkqV8iYRL4oCQRDANE2YpqnMZKSU2Nvbg2EYqtudZsTb7TYODg5Uqt80TTWuRiI9Ho/VeV3XxWQygeu66HQ6R66RxteY5cAizjAMcwHqbm11KAX+KKYvFOnWa+BUvybqKevjDw60SS1JEiwWC1Xbpt+nxrQoitSucBLZMAxxcHAA0zTVbnC6lo2NDRRFgdFopIxhKKrXdV2tN71//z4mkwmazSam0ymGw+ERQ5f6djNmOSxFxIUQ3xBCvCeE+EAI8YenHPMfCSF+KoR4Rwjxfy3jvAzDMM+aultbncdpbqPFJ67rqplwWoDSaDSQZRmazaZKuZ/U/U4RNHWVU5c4Rc5BEKg0N6XFaS/4YrFAq9VS56eou9FooNVqIQgCzOdzDIfDI+tWq6rC5uamqpfv7e2hqiqsr68/cH8AeEZ8iVxYxIUQOoA/BfCbAF4D8E0hxGvHjvksgP8BwD+TUr4O4L+56HkZhmEuA/XlJ3V0XVe14fOSZRnKslQjarquo9frqWicdoKf5qMOHBXxdrutTGLI6GU+n8M0TViWpZrbqJZNHuq2bSsLVup+1zRNZQF6vd6RbW00I95oNNDr9bC3t4cwDLG6unrk2kj4ORJfHsuIxL8K4AMp5U0pZQbgLwH89rFj/nMAfyqlnAGAlPJgCedlGIZ55pyWTgce3fSlHqmSiDebTWW7SrPnlDYvy/KBdD2l05MkQbvdRlmWD4h4u91WXey0vWwymQCAWpRSzwRQbZ+MY8hqlkxnqC8gDEMMBgPlAEeNckSe5+yZvmSWIeLbAO7Wft756LU6nwPwOSHE/yeE+K4Q4htLOC/DMMwz57R0OgBVj64L2WlIKZXgk0BTgxv5llOt23Vd1bF+PBqvR8h1u1Yyi8myDP1+X42NOY6DRqOB+XyuUu6maSoBrneaB0GAjY0NldqPoghlWUJKqVaXAoe1+s985jPIsgx7e3sq7U819uO1fObxeVqNbQaAzwL4VQDfBPDnQoje8YOEEL8vhHhTCPHmaDR6SpfGMAzz+DxMxIHz1cUpZa7r+pFIHICqU3ueB8/z0Ov1lCf5cRHP81yNvTUaDRRFobrnPc9TFqjUoU6WqmEYot1uqyh7NpupY9I0VRau/X5fNayNx2N1b/VMgRAC6+vr2NjYQFmW2N3dRZqmyLKMU+lLZhkifg/A1drPVz56rc4OgG9LKXMp5YcAfoZDUT+ClPJbUso3pJRvHK+lMAzDXDaObzA7Di0VOa+IU1qaomwScRLePM8xmUzQ6/WUB3mSJEfG2EjUHcdBURRKVGkZim3bsCwLQRCoLWR0XLPZRJ7n8DxPXQt5oSdJgjzP0el00G63sb6+Ds/zMB6PUVWV+gzyfW+327AsC5ubmxBCqIicRXy5LEPEfwDgs0KIG0KIBoDfBfDtY8f8PziMwiGEGOIwvX5zCedmGIZ5Zpzk1laHBPk8Ik7rO2kRyfHPbbVayvLUcRzlRU4NbwT5q7uuq3zYabQsSRLlwpamqVpR6nme+p2iKDCbzZSBi+d5R2bLKXLf3NyEZVk4ODhQDw5FUSgzl7r3++bmphJvFvHlcmERl1IWAP4AwN8A+CcAfyWlfEcI8cdCiN/66LC/ATARQvwUwL8F8N9LKScXPTfDMMyz5CS3tuNQc9vDTF9oEUndOKYu4kIIFSnnea7q4kmSqAYz4HDe2zRNNJtNleIWQqj6da/XU6/TA0Z99rsoCsznc2iapixXgyBAHMfqnKZpQtM0bG9vqyg9TVPVwU6b1whd17GxsaHmyZnlsZQWQSnldwB859hrf1T7swTw3330D8MwzDMlz3NomnZqBH1eTlp+chzLsuB5HvI8P3M+mqLpeqR6/Posy4LjODg4OMCNGzdgmibCMFSRMAmqbdvodDpK3DVNQxiGyomNmtpM08TBwQGyLMPKyoqqjed5Dsdx0Gq1EMcx5vM5qqpCu91Wo3MA0Ov10O121UY1OhdlCepomqaic2Z5sGMbwzCfOvb39zGdTi/8OQ9LpwPna26jDnKqg1PUXh/FIpvV4XAI3/eRJAlc11Vd6/TvPM9hWRa63a7yOU/TVC02sSxLmcUIIVTU3e/3Vd2cLFkdx0GappjP52qXuW3b6kHDcRy02221ZMW2bZRlyWL9FGERZxjmUwV1UD+KHeppnCedbhgGdF0/0ZiFqHusk3DXt44Bh7VuTdNUx/d8Pkez2USj0cDdu3dx//59JeaO48BxHJRlqQS8LEs0m00VvdMucfI6b7fbyPNciT0JOwAVndOMd/0ayVxG0zQl7mTbyjx5WMQZhvlUQbPMtPTjIpwnnQ483PSFOtOppkw2qXUoEqaUOAk2jZ5NJhMkSaI2qFG5gGreuq4rYY+iCLZtYzaboSgKtNttJepVVaHZbCJNU9i2rb4n+gc4mvLv9/uwbVuNxWmaxnXvpwiLOMMwS4O6ni8z9Qi87v/9ONCM+MPMSx5m+kLXRDvDj4s4RdSUDqeVo57nwbZtVFWF8XgM3/fRaDRUCt8wDPi+jyzLYNu22jdeFAUsy1I7yR3HUa5wzWZTNdfNZjOEYaic4abTKcIwRBzH8H0fvu+rrnV6sGg0GuyN/hRh7zuGYZaG53lYLBa4du3apXXlqgt3lmUXEpyzjF7q1OviJ0WpWZapbnAS/Hq0W5/9llIeSWPTuNlisYCUEjdu3FD3pGmaSpGvr6/DsiwsFgsAUK5sruseWWF648YNZcqyWCywWCzUZ0gpMZ1OH2hcozR7nufo9/uX9r/9JxEWcYZhlgZZcJ7lJ/6soag0TdOlReIP4ywRJ6MUEnFyWaNoG/i4Hm5ZlqrD077yIAjg+77qMn/ppZeO7B+nejstKAnDUG0zy7IMnU4HpmkiCAIYhoGVlRXMZjO89tpraLfbGI/HWF9fV4Lf6XRw9erVI/eQZRlu3boFANzU9pThdDrDMEuD0sXn8Qp/VlD0bZrmhZvbTttgdpyzTF/qDxKapikxT5IEo9EIZVmqiJuOMU1TbSAj61MaF6PxMeAwstY0TW0jy/McOzs7ajkJRfTU6Oe6LgaDgWqEi6IIjUYD6+vrME1Tdc6TJSz9QyNmUkpuanvKsIgzDLM0LruI1x3FliHij5JxoMj5OPQa1dajKMLe3h7m8znCMMRsNjuyEhSAWkDSbrfVDDq5ot26dUulvoMgUCJt2zYWiwUmkwk0TcN4PFZZAfJtpzWktNec1pbSzDh12lNKnsjzXM2hU9aBeTqwiDMMszQo1Uv/vmzUV31SN/VFrvW86XQAKhV+XMipHh7HMcbjMWj50/r6uoqYATwg4hT96rqOfr+PRqOB69evoygKvP/++0dc1oDD1PpisUBRFIjjWFmwkh2rbdtqT3jdra3Vaj1g9EIjZ0RRFMrMhpvani4s4gzDLI3LHonXXdFIbC4SjZ83nQ6cbvoyn88xGo1wcHAATdMwHA6xsbGBTqcDx3GwWCxUBEzQtY9GIziOg8FgAF3X0el0sLm5iTiO8eGHH6oZcODwgcPzPLWhrCgKDAYDBEGg9oq3Wi3VM0DLVdrttmq0a7VaME0TUkrM53N1PdTBTrvImacHizjDMEuBGtqAyxuJ53kOwzCOGJM8bnPbedza6pDfOIl4FEW4f/8+dnd3IYRAp9PB1taWirh1XVcNeMeh1DwZvrzwwgtqL3iv10On08FisYDneWremxrgms0mZrOZqmf7vq82jjWbTRV9U6MbzZaT+Yuu68rGlWbIoyiClJKb2p4BLOIMwyyFevR9mSPxeuc2bfd6HM7j1nYcy7Lg+z52d3dxcHCANE3R7/extbUF27bVjDh9ru/7ao1oHU3TkCQJkiRBq9VCu92GEEKNi9HDQqfTUTV13/cRRZHyQ7dtG2EYIooirK2tKW/zup2rpmnq+6IFLPQeAJWeJ5OZkzzTmScLizjDMEuhLtyXMRKXUiLP8yPz19Qg9jg8rohTN/lwOMTq6qoyV6ExMADKpvXu3bvqXHUhpxo01a81TYOUUnXdA4dp+3a7jWazCU3TcOfOHRRFoXaVG4aB6XQKKSXW19cBQKXT63PhOzs7mEwmmM/nqpmO7pvq7lEUqUwA83RhEWcYZimQqAkhLmUkTmnzutDQqNbjcF7L1TqUBjcMA61WC0VRqM8glzQS8ziOcfv2bdVRX/de9zxPCXZVVSjLUi00cRxHzZVnWYZms4nt7W3M53NMJhNEUQTXdSGEwGg0UrV3AHBdV6XJdV3Hiy++CNd1oes6wjDEYrHAwcEBptOp2je+v79/ZE0p83RhEWcYZimQqJmmeSlFvN6ZTlBUSmL6KDxqTRyAEmlyNCNnNDJ7IXRdh+d5qhZd3xleVRV830ev1wNw+HBCjWeapsG2bRUZZ1mmdoW7rqvmz2nr2GKxwNbWlvpu6Ly6ruNzn/sc1tfX0W63MRwOsbm5ia2tLfR6PfR6PXieh9lshv39/SPLVZinCzu2MQyzFOoiftbGrmdFfQsXUW9uq79+Hh4nnX78PFmWwbIsVVMmkScxpYUoRVEgiiIMBgPVYT4cDrG/vw/gYyc4MnYhb3QSbZoX73Q6aDQasG0bOzs7yPMc29vbKnW+t7cHIQS63a7qpqfFJ6Zpot1uw3Ec9Ho9NWcfhiGKouB6+DOCI3GGYZZCWZZKJC9rJG6a5hFf74uMmT1OOp2WmNB8OkXQFHFTKYJE3DAMNJtNZFmGKIqQpil831erRsk9rW7nSqn2ev364OBAbRozTVMtO6Fudor0wzDEysoKDMNQ+83rjXb1B5Berwdd17G2tnYkJc88XVjEGYZZCuReRunly9bcdrypDfhYmB5HxM+7wawONZtVVYUoigBA/X79c8jbvNPpoNVqqSYysmHtdrvq+ml9KAn2YrFQwk+rS0ejkdoXLoRAHMeqm5y2mVHTG5m6SCmRZRl0XVc197qIt1ot9d5gMOB6+DOCRZxhmKVQ99Omny8LFPWeJDSP29z2KG5twOH3kee5Elvf9wF8HMnXRZwa2brdLhzHUXXz3d1dtYq0LEuV0q6qCrZtQ0qJOI7R6/XUjnKKyoUQCMMQvu8roe90OoiiCAcHB2oRSrPZRFEUEEIoNzlyY6tfI822n9QwyDw9WMQZhlkKJOIkSpdJxE9qaiMajYYyLXkUHsWtDfjYqY1muoMgUBEvADUmBhxmDUjwqeu7KAqMx2NlqEIPJVQDp4eRoihUExs1xTUaDUwmExiGgSiK4Ps+VldXYZomdnd3UZYl1tfXkWWZSovTd0LR9knp8na7rb4Dbmp7NrCIMwyzFEjULmM6naLFk4SGbEQfNRo/vvyERsFOI01TCCFgWZZaCUrCe/xhIAgCCCHQarVUJJ7nuVorSvdUr6cDR/eS0wOC53nodDpIkgSdTge+76v0e/39ZrOptp7RdwJAbSk76QFI0zT0ej20Wi3eIf6MYBFnGGYpkHBc1kj8eGMWQeL0OCJO91pVFe7du3dkDehx0jRVKWkScYqwdV0/8tBD75HgU1d7q9XCZDIBAJXyFkKolDcAta2MZsFns9kDn9VqtTAajWDbtupC1zQNRVGoveM0d04jcadF2p1OB8Ph8JG+O2Z5sIgzDHNhqIv5sja21e1Wj0Pi9KjNbXURp9TzaZ8hpUSapkcEkyLd+ow4vUZROh1Px6ytrWE0GkFKiaIoUJYlLMuClFL9juu68DwPrusiTVPVrb61tYXJZKJGyPb29nD16lUYhnHEn13TNFiWBcMwYJom0jR9oKmNuTywiDMMc2Eo6tZ1XUWHlykSP6kznaAo81Ej8Xoam8xiTvsMSoPTTHgYhuq94yJeFIV66KAFKNRJ3ul0kGUZZrMZ8jxHVVUqug/DEM1mU+37dl0XcRxjPp+j1+uh3W4jCAKYpqn+O62urqoxNboHwzDUuJplWUjT9MjCGOZywSLOMMyFqYs4/fuyROJFUSixO41H9VA/7tb2MBGnSNe2bcxmM8xmMzUeVndwIxHP81yt9VwsFnAcR7muGYaBg4MDFEWhTFYond7pdAAc1tSbzaZqZnNdF/P5HI7jqI1lq6urymSmKAqkaar+u9GiE6qTcyR+eWERZxjmwhw3PqGO5svAWU1tBNWmz/vgcdytjc5BJi7HoZS0EAJpmiJJEliWpaxUjzfIAYeCn+c5oig60ng2HA4xmUyQJAmklGpkDTj0PidxF0JgPp+j2+3i4OAAuq7DNE2srKyg3W6rMTRahkLNdBR1r62tqdG24+NlzOWBRZxhmAtzPDIl+8/LwFnjZcSj7hY//tBS914/6TOoHk52tDR3TXu4SSDJJY2a3zzPU/PYrusqo5c8z3FwcABN01QKnerYNGY2mUyg6zq63S7m87laM0pOa4PBAEIIRFEEy7KwWCxUTwN9V3ULV+ZywvkRhmEuzEnp9MfdDrZsaGvYWTPddfvV8wjWSel0qh/neX7kMygypjGv8XiMO3fu4Pr164jjGI7jIM9zteqzLEvMZjPYto0gCJQzGs1pU6S8t7eHlZUVlRqvj5kVRYHRaKQE2TAMhGGoRsLG4zEGg4FygqOFJuR/Tg81JOK2bT/q1848JTgSZxjmwpDRC3GZIvGzmtoIEvnzPnjU0+lUxyahO/4Z9Xr4aDRSo2jUsU7z30VRII5j1emvaRoajcYRi1VqdOv1egiCQI2e1acCaBf4fD6HZVnKXIbmwcnb3nVd9QAhhFCNcvXPonQ7R+KXF47EGYa5MMfdy8hopJ4qfhaQict5lnOQhel5qKfTKZVumqaqIdeh7vIoijAajWCaJobDIdbX15XN6XA4hOM4mEwmaLVaME0T165dw/r6+pHPcl0X0+lU2a7S9jGqeQ+HQ8RxrB4Orly5gtXVVbz//vtqCxl1w9MyGJokqDu/1a8dAEfilxiOxBmGuTAnReL0+rOEXNTOMx71KB3q9Ui83jh30qhamqYoigL37t1TtWjbtlVneFVVqiGOUv8ATox+6WEkjmO4rqu2m+V5jiRJ4Ps+PM+D7/vQNA3Xr19Xc+LU2BbHsdpklmUZms2meuAii1YijmMeL7vksIgzDHNhjluQnsfwZTqdPvG6+Xma2gjTNJWgPoz6BrP6fDU1lhFSSsxmM9X53ev1VDMabTGjdDxFvfTdnSTi9KDg+z46nQ50XVcObgBw9+5dzGYz9bBgmibCMMT6+roypKHFKbT3vdPpKOOY+kMEfX9k+sJcTljEGYa5MMcj8YdtMsvzHJ7nqRGrJwWJ+Hkj8frvnEXdrY3S0xTpkigDhw8q0+kU7XYb7XYbhmGgKAr0+31EUaT2r1MKXNM09bmn1aFp5rvVail3NkrZv//++2qP+GAwwHQ6BQCsra2hLEskSYKqqo6IuK7rsG1bPXDVH7zSNH1gBztzuWARZxjmQkgpH4jEH5ZOJ5F70ul2amo7jwg9iojXewCouQw4OqoWhiHu3bsHy7KwubmJsiwhpYRhGGqFJ31vSZIgTVPYto0sy2Ca5qnd9NQF7zgOms0mwjBEEARI0xR7e3vKGKa+lpTq/fP5HFVVqbQ83SttSovj+EhNn+bZmcvLUkRcCPENIcR7QogPhBB/eMZx/6EQQgoh3ljGeZmHs1gscO/evWd9GcwnmOMz08DD0+mUcn7Srm6neabv7u6qKJWgaPo8Kf76QwstDQE+FvH5fI7RaARN07CxsaGEkaJgMmihGnSWZWoNKC1rOTg4wO3btx94qKA6umVZqgSQJAl2dnbUkhMSeuCwju55nppJ7/f7sCxLjb6R573jOCorAEB5wXNT2+XmwiIuhNAB/CmA3wTwGoBvCiFeO+G4NoD/GsD3LnpO5vwkSYI8z595gxHzyeX4zDRwOSLxqqpOXaFJDWHHOW9z2/F0Oom3rutI0xT7+/tqvMtxHCWMJOJklZokiapbkzXs7u4u5vO5cmQjgxgiiiI0Gg01cialxN7eHubzOa5evao2qVEtezqdYjabod/vY3V1FQBUFz0Zy0gp0Wq10Gq1MJ/PlX87j5ddfpYRiX8VwAdSyptSygzAXwL47ROO+58B/C8AkhPeY54QFFVcFuMN5pPHcaMX4iz/9Hpk+qQ4zW6V5rApEq1z3kUolE6nSJYi8SiK4HkeNE3DYDA4svSEmuAajYbaUEb2qEEQYDKZYD6fIwxDrK6u4sqVK9B1/YGHijAMYds2bNuGpmlI0xRpmsJ1XXQ6HQRBAMMwYNs2dnd3lcsbfR7dJzWz0TggWbIGQaBq9ACPl112liHi2wDu1n7e+eg1hRDiywCuSin/3yWcjzknFIkAj75mkWHOy1kiflZjG/BkRfy0zvT6NVN1zqQAACAASURBVB2PchuNhpotPwtKp9c704MgwGg0guM46PV66jMo/U3HO46jbFWzLMN4PMbOzg6yLEOv18PKygqGw6Eye6mvCQUORbzdbqs6d31fuJQSvu8DOBwPy7IMGxsbaDabME1T1cLpYYW+f0qp01z6ZDJhEX9OeOKNbUIIDcD/CuBfnePY3xdCvCmEeHM0Gj3pS/vEU/+LiEWceVKcVBOnnx8WiT/JdDo5kR3fvnW8cavOeZrb6jPi9Yfkf/zHf0SSJNja2lJ16rpzHY2kkYAmSYLZbIbpdArDMLC2toZ2u63S5MBhExuNhhG0cpRsWanL3TRN7OzsqGObzSYcx1H3pOv6EVvV+vdAHfbdbhetVguj0UiVGzidfrlZhojfA3C19vOVj14j2gB+AcDfCiFuAfhlAN8+qblNSvktKeUbUso3qHbDPD4k4sdnVxkGOPyL++Dg4MLRcFmWavtVndMicerSPkvkl8FpTW10TdSNXec8i1DqokzR7K1bt7BYLI58RhAEKpVOW9KoDn7r1i1UVYVutwvHcdBqtdQxdG31f9NDBdWqabxsMpmoaDsIAvzsZz9Dt9vF1tYWms3mkV3luq6j3+9jc3NTNfBRWYA2mTUaDayuriJNU4zHY15B+hywDBH/AYDPCiFuCCEaAH4XwLfpTSnlQko5lFK+IKV8AcB3AfyWlPLNJZz7XJRlibfffht7e3tP65SXAopEqOOVYeqkaYooih5I1z4qx8fLiNP80+tCReNpT4KHiXir1UJZlkcEmyLa80TiJIRUy+52u4iiCFEUoaoq1YBG+7iLolDjZJqm4cqVK9ja2sJsNlNrSulaKBI/LuLkrU5RNi05cV0XOzs7SJIEX/7ylzEYDBAEgdqKpus6hBBq2xlw+N+/nk63LAtCCLVMJY7jc5nkMM+WC4u4lLIA8AcA/gbAPwH4KynlO0KIPxZC/NZFP38ZCCHw3nvv4f79+8/6Up4qNL9Kf1keb+JhPt2QmF00S3Pc6IWgxrZ6Krh+PhKTJyHiZGN6kslLfV838GBK/WHNbfV0+ng8hud5aLVaWF9fVyNa9XlryjrQQzUJJq0JnU6nqts8TdMjC0houQk9aIVhCOBwbEzXdSwWC7iuiyiKYBgGhsMh+v0+Wq2WEvz6THu9o56a6uia6Psgt7f6d8RcXpaSJ5FSfgfAd4699kenHPuryzjno6BpGtrtNjzPe9qnfqaQ0UX9aZ5TYwxBYnTRh7uyLE/8/4oE43ikfjxlfNrvX4Sz7FbLssRkMlG2pUmSqLlt+p3je77r0PcWxzEmkwkMw0C/34emaXAcB1VVYT6fH3FBoyUj1MlODzjdbhdxHKPf76sudXq/fj10P2EYqvlwz/NQlqV6SN/Y2ADwce2bsgw0x57n+ZHZ9rrAl2V5RLBXV1cxHo9ZxJ8DPjWObZ1OB2EYfmrmpanDlsZZgKff3JZlGfb29h6IxJjLAQnMMiLxk9zFTjN8IVEh4X4Skfhp42XAxzV5ckh71OY28hgfj8dIkgS9Xk81jNFsNqWyaT85Rb1pmsKyLGiaBsMw4DjOkTE1Eunj10Mz25SiN00T9+/fV+Yu9Huu66qudnpAqWdKjkfidVzXVX/udDpYW1tDr9c793fOPBs+NSLebreR5/mJBg+fROp/idFfGE+7uc33fWU2w1w+lpVOP60mfpp/OpV56pH6ssmy7Eha+vh71FlOKz3r38HDmtuKosD0/2fvzX0kTbOrvxNLxr5HZCy5VFV3V3fPwhmQBCmadD5DcihXAuQJkCVLlgABMgTI0efQkSH9BYIki4YEGoJcAfw45Mywp6e32nKJfd93GTm/m0+8FVlbZ890VeYDNLq7KjPiXZ9777nnnNvpaLVaKRwOK5vN7vSUMWAZDodmj7pYLEwnHovFzCAGjTamKqPR6CX0gKA+HA5NorbZbEzO5pLU0um0tTBIkqbTqf23O3Pc2+pwq+6DgwOVSqUdhOJ+/TjXnQji9IPH4/GdgdS9lcjbjFm8rTWZTMxQ4q4tqr0f83Lh9Hc9VgLBTcQ26eUgTiXO9/8Qz8dNpDZJNvRjvV5bgHSrcbzWXUa4u5rNpvXb/X6/8vm8ta7C4bDpuDFNCQaDNq8b+RjXgEod1IxK3V2cB0GcASiYvuAIhyd7IBCwEaKBQGCncPFW4lyHfZPK0un0/fSy92DdiSC+Xq/1T//0T2q1WmaE8KGvfUHcqzf9Idd8PtdwOFStVrsz6Ie7qtWqut3un/owXrncCvhd++I3Gb24f+Z+D6MwA4GAarWa2Y3e9iKo7jteFzmgYvVKzUh6u92uLi4u7Bh7vZ5Go5Ex0WOxmMLhsI33RLudTqfl8/nU7Xatrz6fzy1YuvB5KpXSZDIxQp23NQFqwTjTUCikRqOhxWJh8DmOa/TmcY2LxWIGqaNT5/q4QRwU4X69f+tOBPFer6e///u/1z/+4z9qOBz+4EMXfgwLyJIX8030r7e5JpOJVTLeQRMf+sIp74ces/l9l0so+75BfF9PfF8l7jK24W3cdiVOsnoTqY3gxc/u64sfHBxYIgqSN5lM1Ov1FI1GjW2eyWRsP6ESB8oHRqc/ThXd7/fV7XaNjc5nvOrdDIfDGg6HRogbDAamzQ8EAsZGTyQSBssDr0tXVbx7j6jE3bbC/Xo/150I4oVCQYFAQM1mU+12+6UX9kNc3krkbcYs3sYaj8e2UU4mkx99QLvN5faaf8ytBHe4xbsmd6+qxAkybtLs/R5Y0rexYIW/aoa46xfO/8Mid9+NUCikfr9vxzuZTNRqtRQKhZRMJjUejxUKhRSNRndMlQjikox01mg0bCJYIpFQv983ku1ms1EikZDf79d4PDbJl3f5fD6TkQ0GA/t+gngmk7EWQjQa1Xg8tgQhFAqp2+3ucBRgpnO82LHer/dv3YkgLknFYlHz+VyXl5eq1+t/6sP5wRc9NpbXTOKHXIvFwqodfKJ/zNAy/crbWq+y9fyxLMhU9HXf9bnYN8HMXV7DF2/F7/r7f99FpdxqtSTdLC8jeEH23KcXxwsd4lm1WpV0tY/0+335fD7zI3dbV2jC5/O5QqGQMpmMhsOhtfGSyaR9DzruWCxmkrFwOLw3qQEN8Pl86vf7WiwWJi9Lp9MKhUL2e9FoVPP5XLPZzGaOc8zSNQfCvS/3lfj7u+5MEK9UKgZZnZ+ff9AEN+BEtxJ5Eyeq21ouoY2NabFYmFHFj221Wi3dplc/Qcnn8/1oEQjXsAQ3sXdZr4LTpZcnmQHhws24zWuEIQpe5PsqWoI4Mi3aTsFgcCeII+mKxWI2ixsns+FwqHg8br7sbuuK4M2IUX6u3W5LkkHsJAkkUZFIRIPBwNjy+7gr2+1Wk8lEw+HQ3NeSyaQCgYAikYj5oYdCIZPBhUIh5XI5TadTSzZceRnX6L4Sf3/XnQnipVLJdJabzeaDJrndpJH9YzHUGcjAZkkC0ev1fpSM7fl8fqsIxWq1Urvd1nq9/tFW4m4F/abjN/ctoOmbSFFe/3QCHkiN60b2fRduZ/P5/JUab+nq3XCHgHj74uiu4XZgc4rBCtIrzoV3De05rYrpdGpMdVoLJDLj8diY66lUygL/PmQE/kKz2dR0OrX536lUaicpocp2Ewp+hmRpuVzateJ9vK/E3991Z4L48fGx9cUxQmi32x9kIL8piB8cHFg/7IdaDGhAPhOJRDSZTJTNZrVcLm+sxoEIX7cWi8Wt3jO3P3hbCQbXgP/+MdrdupW4u/m/7brJ6IW1D04n8OE8dhuJDiQ5Kt+bPpPzDAQCJnNbr9emvV4sFppMJloul8rn81Ydx2KxHSc2CIEkQG4QBxLnHaBKBwkcj8cajUY7v5dMJjWfz03e5iY2HBd7FtrzQqFgAXu9XtvAE5IKkgX06LPZzJIIhtZwDvdOju/vujNB/OTkRMFgUL1eT51OR8lkUtFo9IMM5NgrejfXPwa5DTkZm0IwGNyR4uyrxieTibrd7hvdh8FgYNDkbSz697epZ0dKRJ/4x1iNuzD492Go32T0wtoHpxNgcCybz+ffO4FaLBYW0JLJpBHBvIsK1NVFu33x6XSqfr+vYDCodDqt4XCoVCqlzWajbrer5XJpla10PSs8GAyaCxzXlCA+n8+tf95ut00/7tog49zm9/utp+4es3SVqLRaLRsZmk6n7V3ebreKxWLabremEadtEQgE7N0HVuf3NpuNFTX36/1cdyaIl8tlHRwcaDqdajgcajqdqlgsWiAfjUZ/6kO8tXWTRvaPITPDFpLKgQpmNpspm81qtVrtBOvNZmMStDcJIhz7bQbcRqNhDly3sTh3mMM/xiDuhdOld3subhp+wiKQuGgHAzdgc98GWkGgQxsdiURsNKi7uDduEAfap+Uzn8+VTqfteKnS2+22IpGIeZUTwCUZ34Rzjcfj5qQ2nU4VjUaVzWaNVEv1zJQxkj7MX9xEm3NjdngulzPpGMeBU1wgENBwONzRfvv9fvvv0Wi0w9B3DW/u1/u57kwQz2Qy5my0XC5N9kEgb7VaH0wg9zLTWZhG/FCVOD3gSCSi6XSqg4MD816eTCbmLtXv923z6/f7O9XZ69ZtB/Fqtaper6dms3kryQ1SInqdzJO+aY1Goz/JdD0vsU16t0r8dUHcNXzxXl8qcUnfm9xGhQ1MXCgUjKHN4t7Qi6eX747/pNJNJBJ2PdBdLxYLpVIpOx8vM92tmKnWgecjkYgKhYLG47Gm0+mOAQzXAs22mxDwM+v1Wo1GQz6fT0dHRzvkQKrtWCymQCBgUD3XFkSO/Q9yHyjJPant/V53IogvFgt9/fXXkq7h3sFgoPl8Lp/P96MJ5Hgyfx9oEd3tTXaJPyS5jY0Yxm44HFY8HjdnKukqmYK1vlwubYwjcOKrltvPv40gjvQHu8vbYEm7G6R0TXy6KUGAhPXH9pd34XRQg7c9BqrOV/XEXW2y9/66Qfz7ohX0okGhEomEjepkudan9KndmQLM0I5EIuZzDlscJrl7PtxbPodg6/f7lclkjEBG/5/EYDAY7PTQJVkl7QZn/m4+n2s0GqnRaOj4+NiuGbIzEoBgMKhIJGIGNfAD+BxaBq5r3r3Ry/u/7kQQR/KBHzLDCZCZEcjJxP9UUii83b/Phu4ltVENsL4PE/l1CzMKSWYJCWTKaEcmLQ0GA6ssstms9RRfFZzd4/6+8OtyuVSn05Hf77cBFrdx371mIlyPm4IU5/vH9rX39rLfFAlx16uMXljukBOvrAlI2+vv/baLBAEYGkVEKpWy3jM/B5Ob43LPm6SedwQjFoxSgNWla7tW2Pb8PiuRSFgbabPZWKAEiuc7qcoZbOIm8IvFwvTgT58+1Xa71c9//nNLNoHS+ZlwOKxIJKL5fK75fG7cAFjw9MaZa07CcB/E3+91J4K4JB0dHVkPi+zYJUj5fD6VSiWFw2G12+0/iTUrL/ZtBvFer7czDhRTiNtmTG82G02nU8ViMdtUsKekQmIzzWazGg6Hajabymaz1qOUXl1hu9fl+1Ti2+3WhlhkMhkz/tjXQ33b5Q3i6HlfF8RvS2b1pstbQb/LlLvXGb24f0egpc0A8Ype9Pc5f54rPptWUjKZlN/vt/vKMbgoFee9Wq1srCgQuHQVjDudjrmq8e64wR7VB8x3lyjmusfxzvFedLtdtdttg9FJekkMCMbD4VDn5+cqFAp69OiRJZtc/263q1gspnQ6bYx7jF6QuXFtksnkDinPO7v8fr1/604EcVcbCpzFy+0Ga6pC9OS3tSBOvW7dVhBnc5SuTSvYTH4ohjra1VgspslkokAgoHA4bP9mY5FkMJ7bt2s0Gjal6VXnNplMVK/Xv9f96Xa7WiwWpvV1B1d830UQx6kOuPLHVol7pWHvIjN7m0qccZ9A0CRtzL6ez+c3Js6dTueVLoveBIAgTW97PB4bec61muVnt9utOp2OfD6fDg8PNZvNjKDZ6/X04sULI2W6LR1XIw7D3q26QRzcue0QPB88eKDNZqMXL16o0+loNBopEokYHE7baz6f69mzZ1oul/rpT39qZjEcByTRfD6/8320s6LRqGazmQXxRCKhw8NDK2ju5WXv/7oTQTwQCKhQKBjhiiC5XC7V6/V2fhYN6G32xqfT6RtVGrcVxN1Kg88iiPxQDHU3cLMBukYvfr/fjqHX6ykejyuTyVgihRnF64I4G2K1Wn2nHvZ0OtVgMFAqlbIK6uDgwPymv6/UicBGhXPTzGoW5/OnhtPfhdy2L4jP5/Mdi10mZ1HBuvIy6SrQkeTddA3a7bbq9fqN6AumJszsdoN0KpWSz+czkxa3UpeuvRO63a7i8bgSicQOZ4PgyrPryuFg2RPEF4uFJYScL7PFJRn3IRQKqVKpmHfFer22xBRZGoS7ZrOpy8tLZbNZQwpXq5WhicPhUMlkUrFYTNJ1Es930wJgZCyIg6sQuK/E3+91J4K4dAWnp9NpM1sgi96nOU4kEprNZrcCOUNueRPizm0HcXe4hCvBYaO4rYU2lWEQbGZI+oBMZ7OZ5vO5BoOBstms8vm8hsOhzXdeLpevPHf+DjiyXq+/VbK1Xq9tiEU2m7XNEpIScqBXnefrEACgVvffN5G3XP/y102xuu3lhdPfJbnbZ7k6Ho/V7/d3Ai5BxSWDMf7TlXDtS3QhdGF9um8RxKfTqcLh8Ettgng8ruFwuMMEd/9+PB5ruVwqnU5bwO71eprNZkokEkqn0+Zv4CIGbkU+n8+N90Ffer1eWxDnHUGTDtHN5/Mpl8sZ9D8YDFSr1SxIf/HFF1qv1zo5OVEymbSKmgKENiALtAMPd69KBTRAkkH/95X4+73uTBDP5XJKpVLabreWlQcCAfV6vZcy/EQiIUm3Uo1DoHqdQQlQ5vcZRuGtNNx+nBtAbiK3vWsVCnmHfjikNqBvEgsGSQQCAWWzWZu5zLUJBAI3ksvcPn4kElE+nzdFgRdNuWm1Wi1tNhsVCgWrdHw+n1qtlvU0XxXEx+OxGo3GK1EVgnen07H2wD5vbuk6CBLk/5h98X1wuvR2lfhmszGClPu53s9xrVXpK/t8PtVqNQ2HQ2OKexPL2WymZrNpMPG++ww64zoEelc6nTbI3OVfcGwwz0GMptOpGo2GUqmUstmsBWVIcnwf53hwcKDxeKxWq6XFYmEyTnrsBHvkXaBUkUjEqup4PK6HDx+qUqloOp3q8vJSv/nNb3RxcaFCoaBCoWDvLRPWptOpUqnUjkSMv0dzLl3zYCRZn911a7uvxN/vdWeCuM/n0/HxsWXEo9HIenHeYI305TaCOBX960YuugHKZa++zfKS2vj/ZDK5U+nBUHWD9mq10osXL95p2hhe6fTrVquVWUByHKFQSKPRyKpw+vapVEqDwcD0uzcFcTZrIHs0/olEQr1eT+12+5VJyGAw0HQ6VTabNYYwVcl6vVYsFtN6vX5lpe1Kfm5abPIkCSRn+/riBDwkTX8sSJ3K0N28IZq9bSXuDQCvC+KszWajy8tLC6xecttisVCj0ZAkGzzS7/dfuseuY5m0f5DHwcGBYrGY2u22EQ1ZzOh24WgGqBweHmq9XiuXy0mSjfcEQge6pjcNW1y65ohQbdPf5lnz+/2Kx+Nar9c7VXuhUNDh4aGGw6Hq9bqCwaBOT08VjUYNLTo4OFCz2dTBwYGSyeROtc0xRSKRnf0AxGkymey0Qfb5Sdyv92vdGRylWq0qHo8bM/nFixfGBv3yyy/18OFD+1mgrmazaeYl77pIBIATb9LUsulRwbrSlTdd3iCO6UgsFlOn07EBC24Qc6v2VqtlgYdq9U0WtqpMpALGc4M40DrXlpVOp3VxcaF+v69oNHpjEAVqR7JG9V8oFMxOd7Va2YbvrsVioW63q2g0amYdBFd6+VRhNyVuVHL9fl/hcNg+x10uQ5nhEiRxEOeQQPHz0vVm+seqxF2jF3e9rfzwTYM4lSlkP/5+u91qNBqZuxmJ7mazMflhPp9Xp9NRJpOxIOq+j1SV/G63292bzM3nc1WrVYVCIZVKJQuAg8FA8XjcPN7Pzs7k9/t1dHRkCRnkOJcQ6SW19Xo9u6/b7Vb9ft+SBzg2XBMIlTx3tPc4LwyQSqWSEdFACmazmc0i57hdOSnPUCKR2EHi6L0z/pRk5h5Kf//XnanE/X6/yuWyuRaNRiMbJMDoTDY19OOv2tTfdI3HY/vcV22QbiX+up+9aQEP82ISPCGvvIrchpMUPcJ6vf5GMju3uuBzDg4OjIDDudGLxt+ZRUVCH51NZt+54cbF7xMwMpmM8vm8ptPpSwQokja/369CoWB/DtwJkzwUCikcDr/k346nwPn5uer1umazmc7Pz/ceI4HEHbABWW/fzGo3iKNx/mNMedvXy5a0AxG/6ed4P+OmStytWqXrZ4/3g2QAKHuz2ez0eguFwt5xtpi8ELwgbYEs8A+WpPjar1Yr1et1rVYrG84Dx+L4+FjJZNK+KxaLGZqFysStiofDoSaTiVKplPXmR6ORotGoMc7H47G1DnhXePZGo5GRO9vttiVTsVhMx8fHRtRjDgHyMdc6lmuKhSzfgZc740lB2iAc3kPp7/+6M0G8VCrpJz/5iemCJRlLNJlMKh6Pq1Qqmcd6r9dTLBbTeDx+Z8042mk28Nf1Uumdvmtf3CW1eStt+nrSNbzmwrcEl2QyaZaVtVrttZu6C6XDfKXaZ5OHhIOpi/c6xGKxnb7dPkid64FJj9cYJplMqlgsarFYqFqt2s93Oh0tl0sVCoWdDWu5XGo4HJo1rBt0aTWMRiNdXFyYb0ChUNDx8bFVdd6ACycB2J/xkjf1xTlfn8+3g4780MvVd7vP9qtkZiQn3j9zrylVtNeHgIEeVNtUzpKMCIm++fLyUsvlUoeHh4bm+Hw+JRIJk3yxsFGFOId5SalUeumffD6vo6Mj5fN5pVIpM3Y6ODhQOp1Wq9XSZDJRPB5XOp1WNBq1hI6K+uDgwCxNXYIegbFUKhkTfj6fK5VKabVaKZVKaTKZaDAYWCLL9aKomE6n6nQ6ljCMRiPl83klEgnzPQ8EAmo0GjacxUV13GuJtM7v9xuyFY/HNZ1OjURKcnNfib//684EcemK3Eb/cTabaTAY2EY0Go2sp5XL5WwjfxNG8k0Lklc8Hpf06iDuwufv6qrmZabTu5NkJBrXJtL9DiqU5XKpRCKhYrGo1WqlWq32yl7teDw2u0gkNLDHYWYDJR4eHkp6maXNZsax7kM/QBm4XwRMd8ViMZXLZSPQ9Xo9m0Ll7ZUyJIJhGcFg0Jz92u22Li4u1Gq1FAgEVCqV7NkpFovKZrN7p6nRMlmv1wbvbzYbOx9vXxw7z8vLy50WyA+93Gr47OzspTaMN3HbbrfWv3aXF05fr9caDoe6vLzcScS4XwRxbyI3mUyMmd3v9420yLEANVPRcnwgF27132q19Pz5c52dnalararZbKrb7arX69nErlqtpn/5l3/RkydPzD1wNpuZ9zjPBH1tvj8Wi2k+n+9IEYPBoDn/dbtdTSYTI1ASxNPptFXnbiXOuzYcDtVoNBSNRlUqlcyWNZ/P6+HDh4ZUTCYTjUYjSzJAr1hU4hDnQqGQ3Yd4PG5tOtdN8L4Sf//XnQriZOBkoDA8Y7GYZcPSFTmGDJkA/y4LmUg2m5X06g3a1c6+SxCn+vEy0/l/0AeCiNdD3ZV5SVfXgIBYq9X2SuQgsbEpEcQTiYTJp/hckqd9A0Fg6HK9vZU4RD/6qQSDfbrhcDiscrksv99vfUquv7s6nY7pw9GzbzYb1Wo11Wo1+f1+FYtFVSoV2zCZkIXX+2g02iECElx6vZ5V3sFg0Co6d2a1dG2Jy7+9Iyi91+B1zPg3XVw3ElXX8Yw/dxctgdFoZL/rtg3czwX9AaqWriVmVOAE8dlsZgY+VK/RaHSHM8HP+/1+pVIpk3JJ10kxMj136A799/l8rn6/r2azaaZLv/rVr1StVjUajWwsqPudwODosDudjsLhsL1Lw+Fwh3GOCoGWyOXlpfx+v91vgjkQu2vExJ8z2KTf72s2mymXyxmvgmvQaDQMFeD99VbiJB3SdeCWZMiYy1W5N3r5MNadCuKxWEzxeNxclabTqW30GDuwcG5br9fvrBnn5WQYw01BnGqCrBoDireB8W9ipvP/+EWz8fEyu9ITNKj8Ge2GQCCger3+UnBlgyCIE5zph1Np5vN527iB9d0JTBwH/Uz0tixQBXriMG1vMv84ODhQpVJRKpUydyp3LRYLDYdDZTIZ69NitsH9Ojo6svPi+hDskQclk0n1+30L0mz6/CzkI/7e2xenzy/J1BI3PSMEu3dRD3iX6//N9eC6cR7uGg6HBlVzLvuMXrgnjJ+9uLjYgeEJ5hC9uPftdtsMeGBss9zklr40z50LpfN+RaNRZTIZFQoFlctlnZyc6OHDhzo8PNR2u1U+n1exWFQ+n1cgENCTJ0+UTCaVy+WsZw0/AkSFyps21GazMd4M9sHpdFoPHjxQIpGwIM51Zs8Zj8dGaiM5higH8lCr1RSPx5XP5y3hw9tiNpsZodIdh8rC94B7guJisVhoNBoZ0gDq53IR7tf7u+5UEA8Gg0omk6bHlmRjIMnk2UBCoZD5DHsD/Juu8Xi8A23dtEGzabqVuPR25LZ9zHQ2HZYL57rf4bppeb83GAyqUqkoHA6r2Wza5iVdBXGsVTlftx8OU/3k5ESSzP0K1rZ0zegmkaLX6FacVBjoc6Xr4H/TCgQCSqfTe6e5tVotSdcs4W63K7/fr8PDQ+Xz+Zd6v/SqQTMgUmWzWZtHj4a43W4rHA4rl8tptVoZSxgJHc8Z18/n8xlMy33b15PmuZzNZt974hfsZLcil/bLzNDOx+Nx6xO7ELZXI75arYxXMZvNdgiS3MNAIGBKhc1mo7OzM4VCIRWLRbsGHCdVtiTzAkdq5o7+5LhpXblrNpupWq1qs9no2cGeogAAIABJREFU448/1meffWY8iH6/b3wJKmXOi+OUru4VXgehUMiGorx48UKbzUYPHjxQOBxWpVLRZDJ5yX0QUhp7yvn5ucbjsRKJhJH28BY4OjpSKpUy8yHQB4xsII6695DkBogcnsp6vbYEAOUGCTvHdb/e73Wngjj9bteWsN1uG+RLtszKZDImIXnbIM5ULLff+rZB/G2q/5uY6e5iEInXEIZeORugN3nw+/0qlUomVet0OlqtVmbqIl1vIi4znSoKNyo2bkk7QXy9XqvT6Vhv1JXKcDxU41QQr5t4tlqtdHZ2tpN08H3YviLr2m635pqFjMe9BgRWtzVBEgEBq9Fo6PLyUqvVSrlczuBZLFd5rlwkAjVALpfbmbD3KntWn8/3xuY2Ny2XcCjt3m9vK4fnfjgc2rPjkj29ZEEq8XA4rEwmo/l8bnpvF1lyrUVhW3vHc3rfC6Z0IbNyvQ6A6r1BvNfrmeFQuVxWOp22YMhegEqBSp7FveBekXSA4jWbTdVqNRWLRVM+LBYLpdNpY7KjpuD4wuGwfve73+np06eKRCJKJBJWMZ+fnysWixn6xR4CWgjCQSB39xQkmK4ahX84jmKxaARCEvz7Svz9X3ciiAPtDQYDM24ga1+tVmo2m+Ya5QZrqjm/32/Z7JsughybyuugUkkvZcdvW4lzDl5mOstlyRMMqRJdY4p938smgDnL+fm5JL3UD6fnB4LBd8bjcZMTuX1xrhPfwZ+719pbiVPNvyqIcw4Qmlh4YuOpPRqNTHPOBjibzXbuFf/tVuJcRxKc+Xyus7MzHRwcKB6P289wvi6kjsUoVrWQnbw9andxrul0+ntX41TDLkOcYOgdSToajXYmkQUCAXM8lF72TWdkJ9cpl8vZiF2XgEaFX6lUzLAHyJrz5zggi9EXXywWlsgw0AS/fq47fuS9Xk+JREK5XM6m1a3Xax0fH+vzzz/XdrtVt9u1ZHLfzG2SX+l68tdsNtN3332nzWazM+O73+8rm80qHo+r2WzutIswaeFnhsOh+Q5Mp1O1222VSiWbA+73+9VsNjWfz1UoFHZ4CNvt1bxwEh6COG0zEBLQhng8br107vN9AP8w1p0I4vSnFouFwWjAx5FIRJeXl+brTFBjpVIpM4V4m2p8Pp9bokCP9yaoFNKPO77ybcltbuXthdZZ9HRdSJ1KSLoe/vKq76V6ubi4MAMK6TqIk7SwKbKpxuNxLZfLnb44nAN6m6AhHCPXCpSBJOFNkArOYbPZ7Gz49D1dSZx0HYCA9d1ngGDtJlmuCxmJE/CrSxhyKzdXL47xC0lQMpk0Lf8+8hp8gHQ6bRvzuy6CAU5y7vWinUH1Sb9ZuoatXb22C6dzDTl/5FXRaFTz+dzY7SAt4XBYjx8/VjQatdGwrukN93c2mxkJzR3jyXkwvIbqdDab6fLyUrPZTPl83uBqnjE02IzuhFVOH5xjJEHgXo5GI2uljEYjDYdD81bnOoxGI+NizGYz9fv9neSs1Wopk8no9PRUkUhEk8nEUCjpCv0DeRoOh3r69KnW67Vp2bkHrs0x9w81iOuLz9+TZBQKBRv+cw+lfxjrTgRxSbY5YPlJUC8UCqY9ppfkBmsgeNihb0o24zP8fr8ajYb11vYFSLcfzXqbIO6tvPk9byXuZYeDDkAoC4VCr/1eZESNRuOlKgypmPQyWYrNxXXAwygGli2DGzgfd4OCUEQQJ6jfdD/QDSeTSYOCYRXzGUgM3aqZRMJrAepOxpKu++LSFdN9u93q4cOHxjbm3Akyq9VK4/HYEgUCGklPJBKxa39TJc7ziWTpXZnqLimQ+7VPZoYlqUvmo4rv9XpmGMIiiMPKdx3KUqmUOSByjrQ0sBkdj8cWSEFy3L4vioJIJKJer2ecC1pe4XBY4/HY1AV4QHAPgZdJeFOplGKxmHq9nvE13BYDST+cjcFgoGQyqWazaaRFUB2u62g00uHh4Y49cLPZNJIrahXaCcFgUOfn5zo7O1Or1VK1WtXl5aX6/b79mxkE3vudSCSMz0KA5/rRcsKngvckk8kY2fO+Ev8w1p0J4kBikJ3IjMlwm82mwb9eFnY8Hlc2m7WX/U0WjFbX/U3aLzNzGbistwni+0htbn/cXZFIxOwkmZ7lEmJeZfghyWwtvex5rCNJHOAZuOx4KlVXqw+LHRkamxGqAL6H73J7fq9iqNNeyGQyNpBkMBhYP5RNGbibXjzBx/Xk9kp5pOvniQrR7QMzVIXrS+uCaisSidh1dBnwSPP2jUR1NdlU7e/aG3cZ494gzjMzm81Mfon0K5VK2XHsM0HCtIVAzmdiIerz+dTv962KxkWtVCqZWxnXGXkm9yCTydi1ofKezWY7boiBQEDdbtf6ynyWK7905VWM6iSxcIM46Fkul7P7j8SOJBhUgAQP50cKBY77/PxczWbTSJMkGr1ez8iN9NSXyytjokqlonQ6rUqlokwmYy0sty2BjXS9Xt9h1nu9LyAZcsyVSmWHJHq/3u91Z4K42wtCnjGdThUKhRSNRm3UIZm/d4OqVCry+/2qVqtv9H1udp9Kpeyl3lc9uUYvLKrSNyG37ZOXeZnpLLcKdnWvVCkkOPu+F6mKJNtIpWsSHyx86eUg7vqDUzEQpJfLpbrdrkG3y+XSCEduIODz6OcBIe5boBvwGprNpnm8s1w3PVosbIJs/G4/nOlStAk2m42q1aoODg6MhZ5MJlUqlczGlqDHudN35VlzqyFcyXAFc5cbxH0+n1Kp1DtX424Q53p6nyGSDJ5LvBM4BtwI3c+kXVSr1eyY3V4zwzrOzs6sZRQIBExi5fIXIFzy/7FYTNls1iB+CHYEXneCGS0f99q5Cojtdqtvv/1WFxcX5hFB8sbzxHOeTqdVq9V2qmUkZuwlXDuSQldSyuAV+toE4XQ6baTIfD6vv/3bv1WxWLTWAehYIpFQPB5XsVi076pWq/Y5jUZDrVbLXNx4fkmYAoGAMpnMTntqvV6/pPG/X+/vupUg7vP5/mOfz/eVz+f71ufz/bd7/v6/8fl8v/P5fL/x+Xz/j8/ne7jvc37IRXCBeEMQXy6X1odiJKX0MuwdDod1eHioZrP5ynGV0tUGxAZRLBbNKIKesLt4ofZV4vuOY9+6SV62byFNmc1mdk0mk4lVx15I3l1MnEqlUkqlUhqPx9YLB3ImCYA8x3kRyFxIfT6fW2JAxQs7HKMOl+TkBnAISvsqcdcgQ5IFPNfHHpMViEBU9t5hEnw/JCOmUSF1mk6nRjoiADBgwxssudb0bbkuLBKOfSRKrzsajP+3rcY5Jioxgql7nvTcMTyh2vT5fEomkwZNuz733AvaM+12e4dzgOyQUZtozwOBgAUq/MU5HhAhjjGVSikcDqvX6+08c4wSdZ81d5EM0D5iPnm1WlUymTSkwU0agfZpt+DpThIA1L1cLvXVV1+ZQ2A4HLY++nw+1+XlpRKJhBKJhI0BxbBlPp+r3W4rlUrp5OREmUxGiUTCqm6eTZ7nVCplE82azab+9V//VcPh0Kxi3SQclAv2u1tA8M7cV+IfxvreQdzn8wUk/c+S/hNJP5P0n/t8vp95fuxfJP3Vdrv9paT/U9L/9H2/922XC/OxIbHx4k/MFC9pfxBD73xxcXHj92y3W52fn2uxWOjhw4cWeAhg3s/1ymhYbxvE2ZC9zm3uRipd+3RD1pK0I/26iRnP4AVgTWBG9NFeUhuVEWgAELa3L97v9zUej61Cdo1ckPwReNykwJXLeReJEdcQnTMwNtPWuEbuFC3uFwGc6+RajvLnwKyupI6A495PyEhohYGdYSC7C3c5b3D2BnG/32+98bexaiXoEsRJnNwWCs9MIpHYaX9IV8kDz5nLHwFRgQPg8/msFyxdj7/FIY9EAVQGWN/VZZNsuKgSsLPbcoDU5nqze68d8i6GnLhJJMe83W4toZxMJoauUNknEgl98sknZl6UyWT06aefmvYfdzbY471eT/P53PYX0CT4FEg1YaS7FskutB8MBm1eAO9ENptVuVxWNptVo9Gw5If7i8VrOBx+yYzppj3nfr2f6zYq8f9I0rfb7fbJdrtdSPrfJP2n7g9st9v/d7vdYkD+/0k6uYXvfesFeQqWtgupI/FptVo3yqzcavwmGLPZbKrX6ymTyZicjQ1betk/3e3RuYshBW8axG9ipj979ky//vWvXzoPYG1ga5fc5WWoI8PBphQ5mnTNsnY1umya7shIlyBF0rDdXlmJspG5cKfrZMb9IPniHG6SmXn7u/1+X+l0Wtls1rgPVETYY7p+0gQplArD4VCLxcJGQs7nc7VaLTNA4T4CG8NH4FippGKxmGmc+W5v7zsajZoen7VPziW9WzXuBvHlcqnLy0s1m80dT3JIivSQXe00SBbVK8GFxIaK+eTkRJvNRufn5y+1AtbrtYrFopEkUQvwPNIm8CZjkuzzkagx1AN0o9Vq7bX1pTrt9XqKRCLm4z8YDOx+wZMAsmdPoPceiUQseSSh/Oyzz1QqlRSNRm24ymazUbPZVCgUMhkY0/rwau/1eiZ/wzSIAS+z2Uyff/658Ss4rlarZT7tjx490uPHj/Xxxx+bLTDIAW0q3lGXtc/12Pc83a/3c91GED+WdOb8//kf/uym9V9K+r9v4XvfelEBuFUQBiWRSMQ8n/dVzKyjoyOD07yr3W7b58ViMcuAgQ2pfNz1qqz4Tclt+4I4Vea3336r3//+9zstAHTWrkuYy772fi/s7lwuZwElkUgoEokYs98ltVEhe4M4x8XfU62hJ4bti9Tq4OBq1jKsXrefjWnFvp64mxgh2UqlUsrlclYBudUx8KcbMNgM2+22SXzYaEk88JaHhEW1595PkkXpOvHAbMaVqbkrm83u9MVBJRiFykI3TXX/JovAyD9cp06no+fPn1vCAoQsaSeIS9eEKoL8ZDIxqBjf8VgspsPDQ00mE7uG0rUiAYIpx51MJg1Bwu2PPq5LKnQr98ViYTO+gaddlzUWzwCad9jy8XhcrVbLWhjpdFqTyUS9Xs94D+12W8vl0jz03YQJlCCVSpnkLBQKWcuNiXeDwUDj8ViffvqpcrmcarWazs7OtN1ubdgLgbbdbmu73SqVSqlSqViy8/TpU61WK2UyGRWLRQvQcAWwknVllO7+45oM8e7dB/EPY/1RiW0+n++/kPRXkv79DX//X/l8vv/g8/n+Q7PZvPXvpzfNpsBwCqqDQqFgLkw3Bc9EIqFMJqNOp7PDYsdDO51Om5TLDcz8t3ezJWjtI6G9KogPBoOdvqHrwEZl0e129fz5czWbTdXrdftdl9zGZo72lr6wV2cNsYkACTyN1aiX1CbppQpO0s7PsLHSl6Rn6SZXXGNvRQh8ehNRkE0Kck8ikVAweDV/mQElyPKYciVdJ1zb7Vb9ft96lul0eudeozOWrqBfAi3X1g3iXnezwWCgeDxuKIh3geAwJc1l6nt/HtKkG1zo/+9bJKigAIFAQI8ePbL2yLNnz6zag7zFe+L6C5D0APVSPQO3S1fPCOgMc96p8mGGc/+orlEpoN2G+wAsTy+8UqkoEomoWq2afSlkSu81GgwGNgY0Ho9bgGNmOKM/aWXgfc68gHw+b05vwOYgKdLVc47WGxMf7FSn06kuLi4UiUT0k5/8ROVy2cb80q+m9w1Rk+DLnw8GA61WK7NjRVbHz0jXXhO8V5lMZue5cxN3V/t/v97/dRtB/ELSqfP/J3/4s53l8/n+naT/TtLfbbfbvVj0drv9X7fb7V9tt9u/Au66zQWMjmY5FotZ1srmMh6P9c0335iD1J7z2JHEwMzudruKx+PKZDLWg3WXy6h21z55mfs7+5jy2+3WfJa9emwC03g81vPnz03G4vbx2QSodAgC9KfprWFRutlsbIOjogqFQkbWYYN0e9CSdqp7NjyC5Gg0Mt20dNUDBjpEpw20zmbuVmRsovuCOL1teva4s4FYsNFTwT179kwvXrywKoXkhMTn+PjYrjt+AvQwcfMjuXlVJQ5JDJTBO5qUxShMV84HpOt9fvZV40C1+xZ8A691LQYlWJv2+309ffrUfq/T6dhnAtWCPMznc3tf0GVzDbbbrSqVilarlTqdjpnUEMTR+sdiMfn9fo1GI2UyGS0WC/X7fUvoaC9Q8edyOR0dHanVahkJjyCOhFKSsbnD4bBJreAxgIzwnvFcnZ2dqd/va7FYKJ/Pq1QqmSUrrHxQnPV6rWazaW2Q2WymZDJpw5ba7bY6nY5KpZKSyaSy2awx4XO5nHEw1uu1JpPJTqIKqnF4eGiMd46XRIl3hnsP5wPrV54Rd/gOUsr79WGs2wji/yTpU5/P95HP5wtJ+s8k/YP7Az6f7y8k/S+6CuCNW/jOd1rodd0gziQzRgAeHx/btKibqplEImH2o91uV61WS5FIxJyhILPs+24vGWuf0QvrJnIbAQNCmfuzsK6RxND/PT8/34GegddIEtCzE2AkGVsYaRDfja0jvuCDwUCxWGyn70/Vy8IYBLMVzGKQVLXbbXPkWi6XO0x+YFD38yAq7guC9CwJAgQWqrhisWj91Gg0qnq9rm63a39/cHBgJEd3iAqysGw2uxO0UTmQILr3g7YNPAFX10y/1JssBoNBY9QjU/OOinUX1RkBEoRm36IFQfLR7XZ1dnam4XBoiMpPf/pTq5JHo5HOz8+t0ibwx2IxC9JIL2kjuefBuwC68Pz5c0NVXGMgIGWeN9dQhmd0tVoZGS2bzSqXy2m5XFpfG+IcFSfWq3jcS1cJJmiZm3SQoM1mM9VqNQUCAR0eHhrvgGcRB0bsf8/OzjSfz/Xo0SNFo1Elk0lL4DF6Wa/XevTokT0XkDz5OfTtodDV2FxIgoFAQOVy2VoNzHzw7hcEcQx6QJ3YZ3hfeVbvK/EPa33vIL7dbleS/mtJ/yjpS0n/+3a7/cLn8/0PPp/v7/7wY/9eUkLS/+Hz+f7V5/P9ww0f94MvnKfoCwGZEpiPjo7sRUUT7F3hcFjxeFyj0UiXl5cKBoMqFovy+XwW+L1BHAiSACW9LIXyrtcFcT4LEhybfaPRUL1e13Q6VTabVTqd1sXFxU51houTO0iCSoLvbTab8vl8ymQyO9/N8ULiYnAJC6Kct0XgyrioaMPhsOlrUQps/+DYhn6dTdPdvOAYuFpi9xgJUolEwo6Ncz05OdFyubTjBpFggxuPxzZxyv3Ofr+ver2+08tlY/SiBbCgfT7fjmpAkpGMkP7sS0QwVhkOhzsQ7r4gTjXOcdMi2ffsurK3drttwWO5XOq7774zTkggEFChUNDR0ZER+Uh0sfUk0YhGo2q1WiYx9H4fAeTw8NDaTpAkJZmSgfbJZrPZkdpxvEDVksxcB4cytOmQwXA5W6/XSiaTikQiGo1G8vv9NnBks9nsjPx89uyZkfOwZOV8QIaAqUENut2ucrmckfny+bzdZzgy8XjckhgXhuc53Ww2hkBApnMRJt45eBde4yF4BKAVJB7eNg4I030l/mGtW+mJb7fb/2u73X623W4/2W63/+Mf/uy/3263//CH//532+22tN1u//wP//zdqz/xh1v0xTHjIEtF68vmIMk0pftgdVio6/VapVJpxztZ0k5FIskIVMivpNfrNSHg3RTEgfbYaGazmc7Pz1Wv143xe3x8rOPjY81mM11cXLxEssKiMhgMmlyJYxwMBqY/db+b/4cNi/SF5UrW3EUQ92qkCaYEKioLKnxMPbxJATIcL7JBEiDtJlNMg0qlUlap0EIgQMA1wEeehbGGdHWP2WS5p6gcqJbn8/lLwZl+ZCqVssldrpe999xCoZAmk4n19Rmju6/KphpvNBqaTCY7EL+7gNNJ9pLJpM3CJsHt9/s6Pz83JKNYLBorH2SA5A4dNwFy34JzQj86EAjY0CGqdfrUXDcqZMbGSjJ9OQZNtGbS6bQuLy81n88Vi8V0cHCgi4sLg8N9Pp+RMPldkgGMeTqdjrrdrtLptMrlsiFqLodjtVrZ+zCZTCwZwXbVRVkmk4khN5y3tDt4ZDabGafAvc6QKt3zhsjnJfrxDEoyON71OiCJ5JkiwbuvxD+cdWcc21hIU2azmdLptHK5nG3AQFU4aqVSKc3nc3W73Zc+h8o9k8nsbPaYRHhfNIITkKD0shTKuyCo7XPvYkEA22w2+u6773R2dmbBOx6PK5lM6vT0VIFAQNVq1ZIMoFDQBqRiSFzQ4bJBudfPNdXw2lkiN/IymiVZ1QtCQOULJMv1Z8OaTCbW49y36aC99QZxrhFwPavX6xlUS1A8Pz/XcDjUarVSt9tVp9Mx5j3ELfq5yMxg1WMEAkObAOWyo+fzuUG3XHsSQGRc+4I4cOtisVCz2TTtsLTfO4C2wWAwMIvZfUGcpOv8/HyHYQ7E/fDhQxWLRSWTSZNKPX/+3EhbGJzQ3mCcL8nwvoQXVIDvKhaLZnWMYoMK2UVIXN97EBsG6ED6kq6045PJxIh4s9lMg8FA2WzWqlTIeSAz0+nUCKXumFiSCapjnp9er6dAIGDtIJ4vDHHchesaSQXJlyR79nhGaYllMpkdmSfPBAHdnRa4D05nQZjkd933xkXH7ivxD2fdmSBOJYW8h3GRqVTKKh3gLfqBBLF9E8wCgYAqlcpL1aFrXOIu+mAwdKU3M13YB6FynHwWZJzf/e53xoKFbZxMJpXL5ZTJZDSZTGyE6Hw+1/Pnz1Wr1XR4eKh0Oq1UKqXlcmkVOyMRWQQejtfV8cIUd21VvYven99/Nb6ToReRSESDwUDtdnuH5ISr1z4DD+l6Vre7ibpmPa7EbTQaabW68rWGLFcsFlWr1TSbzWx05HK5VKlUMsIVbHY8u3O5nAqFgvWTQRC4DwRxoFiqNb4T0xDugSv9cRfqBnzfXTOQmxQLVPhYcu6TncF/6Pf7SqVSGg6HZuQDYQrS1YMHD6w6pL1xdnamp0+f2qCO6XSqZ8+eWXIHGc9dLm+DnnShUNgJYiREPp9Pw+HQZH0YzzDcxCUqUlXyvJBcLZdLa4WAPIDOJJNJa1PAuEeiBXoBooJhCgGdNhBe5zyb3iSs2Wzu2Aen0+mdRJPkcD6f2/MPq981raE37hopwfdwF2oYAjhBHAIjiz1Iug/iH9K6E0F8vV7r4uJC0+lUxWJRJycn5p6VyWQsWASDQdvQYWZns1mrNrybosvilq6drrzMdJa3kiI48UJNp1O9ePFi54X3umnxe3z3crlUo9HQb37zGwUCAf3sZz9TuVw2shUWqRjdXF5e6smTJ3r+/LnB5Y8fPzZGbTQa1XfffWdJjguTc1yQ+bgeBH8QDullbTHHzajGeDxuoxrpP4IIoKEG2narl8FgYEx7d663+x1cVzeIdzod8xwnaObzeeuTuzpvNm4CA0SnRCKhg4MD87Gu1Wp2b7gnkO1isZgSiYQx8Ol9g4AQvN3Wjbs4Z+4x//8qAyDaFc1mc6/piSQjsAWDQWWzWSOQARXD6GfOOc5kH330kU5PT5VMJhUMBo0tDQkQC96vv/7aqnySIO4PvAB03q5k0W1h9Pt9I8QFg1fTAy8uLixp4P0iYeY5jcViloDgFw4EzbVgIEm9Xlc4HFaxWNTDhw8VCoWs6qeH75rYkEhcXFwolUrpL/7iL2yuu4u8MDsdrT/tG94d3idaJZDuSFLdKhsbWFe6tw/pkKRyuWwtQdff3otg8V7ew+kfzroTQZwhAMfHx0qn08ZOpSqgV0kVQhVFVcFoQe8oUm9ldBOpjcXG4FbibkY8mUysqnO/w9sHhYW6WCxUrVb1m9/8RuFwWJ9//rkqlYokWWISi8UMEp/P52o0Gnry5Im2262Oj4+Vz+ftPGq1mjmq7bNfJWC5tqPSNZFmMpnYhuYGUBZELwIApC2Yw8FgUJ1OxxIO9M7uKEUIRphxSNoJVgRk6XrDovpk9CXTxKiiCUywxVkQ/2i9kHAFg0EVCgVLoNhcfT7fTtAg0eL5oopar9emkGDtq5pd3bwrgbopiA+HQyM3MdDHXRjGYBoSDocVCATUbrdNloT3OT1pkpt4PK5EImHB/fDwUKVSSZVKRaVSSblcTp9++qkNxuE+uDI6SIg45HF/QJQ4ntlsZsNquKbr9VqtVsvIeP1+30aDAsmDHOVyORuww/3Ej7/dbuvs7EzpdNqSEqRcPNNYykajUY1GI0tyGEzyySef6PT0VD6fz9pPnEej0djRfQOnw21hnwFZcG1RuecEdII419/1HPAul0DpwulenkIqlVKpVLoP4h/QuhNBXJKRmSRZ5UclLsmGY9CnJMhTSR0eHlqVwyL4ETSA3F2trLu82mZvEGcz8AZxaTeYQjA6OzvTv/3bvykajeqv//qvlUqlXoJuqTDo0z169MgCSiaTMYh/s9mo1WoZ8Wo0Gr3kXLdarawypg98cHBgMN5isdiZmc1ncm44p1GlEWQKhYJZ37ojMBmOEolEbFN0UQx60N5KnB4o15YqkX441waS1qNHj5TP520Ih+sa57V75X7QkkHvTtVOEkPQkGS9f6p1SF7S9ZzrfXp3+sAgHV4jHha+AbgIPn78WIvFYocUJskMiuivs/HjccAwEVd65QZjDHTgKnBuSMvi8bhB9CRbBFOfz7dj9ELbCkgalzg4ApAjMQPCGCWXyykYDNpkMRAgpI60BmBi8061221Np1PVajXlcjl9/vnnBi3DjOf+Ab3j8NdsNg3iTyQSOjw8tOSYZJo21HA4VCaTsbGlkUhkx9gHBQaoyj4VC9eZ9xyIHKTnVe58buD2+u1Lsut+vz6cdWeCuLsIdsiI/P6rCVVk/vwbZrB0taHm83lNp1MjunnZ48zU3tcP5uepdNko3P4yn+NWlt4gDrO43+/rn//5nxUKhfQ3f/M3Vvky3ISNjABSLBYVj8fNChJ4GUiTQLDdbvXo0SMLoN4gToBDV3twcLCzEXU6HdtsXrx4oS+//NL09BjEIOkZjUau5+AaAAAgAElEQVQmE4JM5vdfDRuhWsMtzt0EuR7IzNzrRdXmblQuAiDJSGgkHJVKRfl83khqvV5PBwcH6vf7dmwEIu4XDnUkSaA4oBhUz5AkXQIfiSJ/t8+OV5I9W5Cx6Mu6BkCr1Uq1Ws1mpadSKX3yySeKRqPGf+DZ5FkGLuZcqLx5NtGBk8jAe3DPC2SAZxnOBUYtSMWocAlK3DPkhbQM8BcnSYHYuF6v7ZldLpfKZrM6OjraSfzq9bqq1apqtZouLi7M/EWSOTD2+31Fo1Fls1kjerIgMYLS8C4iJzs7O7PWAcmKz+dTpVKx57jdbuvFixemq6d9B8zPc+omctls9iWuB4kFSTF9eap3tz3hXSTHEAz3VeL368Nbd/IOJ5NJg7Nwjup0OgqHw5pMJsrlcrbBsvFJVzB5MplUv9+3KtJlj9PPvWmxEbpkHjZSV7IEJCtdO5y5FehkMtFvf/tbBYNB/eIXv7ChDHwHGTx62Hg8rnK5bAzsw8PDncRFkmmdDw4ODGLHbIRFNSldm2PQ86MSJZhMp1PV63XVajU9f/7cXLaQG8E0ZlIUiAjuYwTiRqNh1412g3Sd1MBkl65hWdehip4izliwfakwMVahCkRvix66UChYQuf2K0Ohq5n0mIvQH2VCGYt+LQQ3kIJAIGBucb/61a90eXm5M5lLuiYSArnyGZwX882Xy6WKxaIFWWRSzLRfrVZqt9v2uySZtC3Y6GF2cy/dBMmr04dXMJ1OzQBns9mo3++r1+uZZSzsbapcgif/hunN/aTSZPBMLpeze4yZC89APB7XJ598okKhYO9FvV7X8+fPTbr1/Plzm76XyWQUjUZfqn45/2w2awY3kDNJzpCduRJU2O/9fl9nZ1fjI46OjuwcIAMC/zcaDXNw49nytsoI2ARiEkr+7iaXP54XrqFXI36/Ptx1J4M4AxoIxEhz3CoJP2/6YSz6bTh6UTkAYd/UD5euK3F6ytJ1pU2WDuToVmZs/tJVIG02m/L7/frkk08s6LsEMKpvdx4yc6CbzaaOj48VjUZVq9WsasYIBtIV5+FCsgQgF6p0nbdci1SIgIFAQM+ePVMwGDSvcQIlRDOCuLtZDYdDm/HMOQyHw51jka6RB+k6YLPZSTJYk+ElOHnBWKYXzoQqn8+narVqyQ8bNigLy9XmplIpRSIR1et1+0z3nnNcSKzcII68bTgc6vz8XOfn5zvucZDsMpmMISHb7dYMfYLBoI6OjuyzsBQtl8tar9eqVqvWAnL16TxnwMxPnjxRrVZTrVZTp9NRtVq16rLRaOibb77RxcWF2u22IUEQwXw+n7HBgZ5RGrgSLL7bhXnRNeM4Rqum3+9rvV5b8CThpR2FPXA4HJbffzUh7PT01FzUfvWrX5llcDqdtueBRNJdJE70rrEupS1UKBTsmXfdC1OplFkPP3361Prr0WhUxWJR5XJZ+XxeuVzO3oNf//rXNmwFWN0NyjDUqcQh/LnPzOuCuGv0cl+Jf/jrzt5hSDz4grsSsslkYqMxm83mDkHI5/MZmxTrUFy+pJdNXiQZYQZdqdurcyFN14jD2xd3ofZOp6NgMGgSN6BGgiCkNjanzWajRCJhVRkOUzDYpasgFY/HbfAEGwZWlJwHFVq/3zeInE2Hvm2/39dqtTJHMuBNNm76tRhlYG8KSgHET08euRjVjYt+gEK4tpxAwUxYI7kBpSDR4PpDbALqPTs7M1Y/3+ea6vB7yOCw3EW6hf6Yyt515nODuCtrTKfTRjYbDAY6OzvTixcv7J4TPFqtli4uLtTpdJRMJlWpVHZ6//RfM5mM4vG4Xrx4oVarpVwup/F4bMkJ08UgmBFEqbiB3LnOEMqQBdbrdT19+lTn5+fm5jaZTPTNN99oPB5bEgcpEeQDcxwMX/BPIImlbQLRDQ9woHQQD4J4MBjcYYEjIUP37iZEBFnvWiwWZnnK+8OfLxYLQ4vW67U5r/Hs0WrhfvDuSbKeN4RKJrs9fvxYmUzGevFeeBznOj6LRNd1m7zJA4DvdS1X79eHve7sHUb2MR6PjWlMPxMZFBpxF1KXtMNOptdJJbuvEm+321al4Q3uwvFU3mT/XttFtw86Go3U7/dN/01PlpccmRvEGeBNF8aENQu0zQb8+eefKx6Pq9frqdPpWI8a1zqqUVjQzWZT/X5fz58/V7vdVq1Ws/4kyQXfC6RKb3c4HNq4VoIZZh8EEXp6boU2n8/tGkrXFTFQNizl2Wyms7Mza5NwHWk14PZGbxY4HbczkAGIRTeZbNAPx3YXEiGQPhJE5F/A0AQrkguuLRJIWiHL5dKq6XA4rE6no1arpVAoZG5k0hUK4cobCTadTseubb/fVzAYVK/X03A4VDgc1sOHD1Uuly0AHh8fG/P86OhImUzGKvjZbKZcLqeTkxOVy2WTqTH8g6Elw+HQYH7XYhQN9mZzNRnvq6++Uq1Ws6SNwMRxwrcgQSuXy1oul2ZMRPuLAE/Ay2Qy+vjjj3VycqLRaKTnz5+bZ/6+hdmTO5lvuVzujCSFE+GaH2F2Q/LN71Cpk8Ayw7xSqSiTySifz1ufnGfVXcgaQ6GQDg8P7VkFZeF59y43cN/D6Xdn3ekgTl+3UChIkhGqIJOwSe7zUHfdlaTr6UH7KnEqVCBimNmwTgnYbMhe20W3Dwrzl/4eQRfmsluVs7m4EiuCazQaNSiy1WppPp8rn88rm82a/zRaWrSvoAlUmUyS4nfw7qa/3mg0FA6HlclkTK4XCATM9YsKmB46LmG0JTDzoJLl3/Sjgfala5csEIR2u60nT57YeFUqZ9CIZDJpMrBer6fBYLAjAcLwg0DrNc6QZMNb4C3wvNTrdYOVSQCQrwHnBwIB0znn83lLbCRZYK9UKnr48KESiYSazaa+/PJL8+h2ERLpWhlBkCHwYEtarVat2u10OkqlUkZ2xIaYip9WDs/QZDIxxIVZAfitZzIZJZNJlctlRSIRI9V1u11zteMZp63BzG5JZqLDPez1eloul8rn83bdOJ5KpaJAIGAeBdxnevI+n09/9md/pnQ6reFwaBPDCGjMHvcuNOBMj4OgSD+aBBZDFRZeBCRPtBpisZi63a7NUT88PLTRqa4yhWeV/YF3HJlgpVKxhBZyIfK1fUHcDdz3lfjdWXf2DuPc1ev1zDq12WwqnU4bnIfGs9frvWS9CvmHwDscDl9yOJOuXc3QlBKQ3R4rUDpVISQuKhM3iDcaDYNfgRDpTdLzBbaEXQ28fXh4aNUqm0I8HjdGMscTDof16NEj+f1Xs4yHw6GazaYFBVY4HLYBK0dHR0bW+dnPfqZsNqtsNquTkxMLmJDkGOHqsn2ZwUxVSj8Slm2327XNydWwu4YvJF+hUEjn5+fGb4DURRLkasJJaujTUwFyfC4iMpvNVK1WVa/XbbgFCQnHT2uGXjzTv7LZrCEsbOBA8aenp+ZjTwsEw5VYLKZMJmOBPZfL6dEfJmLV63XbzJlCBxLUbreNhJVOp63fzTU7PT01zgdOZOv1esefHfh/MpkoHA6byx5jYyERcrwQ7I6OjuT3X83jbrVa1o4AHcLRLJFIaDKZGKw8GAzUbDYVj8d3euf8O5/PW4JAZYwEDegfsiZOdFz7x48fa7Va6fLy0syK+v2++TaghuDd4D5zb0kovMoTEIRSqWSBv91u28z5o6Mj68OTUBC0Mc3h2Voul6rVaqbDj0ajKpfL9s65krh9DPV9PfH7SvzDX3c2iKfTaavMcBCjEoeNjO51tVqpWq2+9Bm4b+Euto+ZDuyLXAUIl56etOuvTS/S7YvDWO33++ZWhg0nvX3kR2xuwOrAsmzmSIaGw6FJ7ehFXl5emqyJ6ooe5tnZmbrdrvWjqQrcvjtWnlRbbFLA3wwagYAFiSeTyeygA1SVVIn414MCuNcWMhpkp3g8bhPEYrGYstmsaXxns5mNumTwCBU+E7qQurl++gySoJKjDdPv9w3efvr0qfXgu92u2bkCr+fzeWtv8HmoIwqFgjKZjJrNpkG59HR5PrCJhR8AetRoNCyBQYIEA5o53uFwWJeXl+p0OorFYkqn0wZFg9S4Dn9cW9fzPRwOq1KpWAuB3+X3qWaj0ajS6bTi8bgR8CaTiaEkML/z+bxVvciwQISAxmHHHxwcqFwuy+/3K5fLWeLExDZ4AFwHpHJI7FKplNLptI6Pj5VIJNTtdvXNN9/oyZMn+uKLL3R5ealGo6Fms2lE1nq9bi0fWlDwNliuCx+cg8vLS0ssyuWyEonEjl+5q0VHjgq3gklsp6enRoAF3peuk3kSFi866O2Ju0XG/fpw150N4gQI+m/JZHLHFASNpySTlVHtsKhUqLD29cOppqk46YlSEVIJoI+mh9lsNk37en5+rlqtpq+//lovXrwwGB7WOZAngYHkhJ/BThWImuDCoAfpaqP75ptvduB4koRCoaD5fK6zszPr3eNZDVuaYRaJREKJRML68K6xyGg0suqIfjHVJtWfd8Y2xCaqP/TGJCoY2jBw4uDgQI1GwxQIOIyh5V2v15ZQdbtdSxroM+Nyx/WjDx8KhdTtdm1c7YMHD3R6emqEtGg0qqOjo537TsCC2MeEMKo3AmwwGNSDBw80m81shKwkm7YFypLJZIxoR2UaCARUr9eNWDWfz/Xdd99pOBzaGNHf/e531l92E0XuM8RMkCDpWm+P2sF9hqSr1hNJCQkpcDTSNTfBajQaRv7MZDJ2DKAV6PZRIhCwIE+WSiVJMnIb6gZ6y8iq4IZst1t99dVXlsjRDikUCsrlckbEJHAeHh6qUCgom82qXC4be/zo6MicFr3DgOjHp9Npa5OVy2W7xpJ2Kncc1TqdjpEoeaaRqJVKJXv3KAC4TwRkt4XkLq9b230VfjfWnQ3i9JPH47F8Pp95LePNTNBBxhIKhVStVnd0vJCtYPbuC+K8iHhQs1kBLxKwRqORDQFh4AawM7D1en01CapSqRjE71buSNf8/qtZ2hjZ0C8EzkOnTVXB5kOvkmMm0IbDYR0fH0uSnj59usPER3s+nU6tJ8x15TPYlKfTqQV7qgQqX+w1gVGRlhWLRYP1x+OxxuOx6YA5TgIsCRGJGIkX0jYmvHG96MdizMFMbve5cI8FhILF8fr9VxO3Hj58qGw2awQxt4/earXMyYukDwcwSSoWi4pGozo7O7Pnzu/3GywO8gJHwL1vy+VS9Xpdfr9f1WrVFBeLxULdblf1el2ffvqpoU0kgTxPVILA3VSeoBCcN+fq9mWZ2Z3P563njSsYkDHz7Jm97WrHDw4O7JogfePzua+uyxjH3m63ja3N8YbDYft9GPSHh4fW23dXqVTSX/7lX5oDHI5wQPPI3uBauGZBLDgMBHdaSfA6cBtkkWiu12sbaYqcbrFYmIENzzQVOIkJCxTLC6m7z9u90cvdWXf2LhNceNmKxaKxa8PhsLFOpauqKp1OGzOchQ82gXifXzi9RTasdDptmzgv4nw+N0epg4MDHR0d6eHDh4rFYiqXyzo8PNTh4aFBvmTkEIfYFOmNswFTxaZSKauKJe0kEThVQfCqVqtWhRFc2Xg++ugj0x4jASL5oOJnA3Y/A5IY/VSCaDAYNJa8K1mj3UDVDEpycXFhaIN0nSCFw2FjXFMxkfwABQeDQZufLV31kwOBgAVshm8AqSNbA+Wgv+5ujEC9sPDpq2IM47YFzs/Pd1ATki130z48PNRgMFCj0TADouVyqUqlsvO9tGT4N0gGCQAmIrSA8P8nSJIwSbJjAlGRriWNBHFUFTxDaOOj0ai+/vprRSIRk+Mh+6KShkQHhOxaFVP512o1+XxXk8FAcIDT6S3zzBO43MDmtr94tvDlT6fT1lJiEejxi8f1jXcLNGa1WhmC4HoncPzo3oHEJRliEYlEdjwmZrOZarWaksmkTWeTZF4Nh4eHL81lQEqGyxsL97Z9lTjV9z7L1fv1Ya47G8SBBumlQj5ptVpGtCEbZxODnMaG4PpHY6ziXV5/dKRLJAOQoyCrYbGJ/pRNaz6f69kfRj7m83kji9GHhrXrMtvp0ZOUSDLSnNt7LZVKFoiZH91sNi24k2Tk83nl83kj4uGoRiUDhIqLF5sPSQwypVgsZlUw7PflcmlMY6ReDCdhE//uu++Uy+XMpISNkCBOH5sevHss0rWpx2KxsLnhJDNAsgRGEBZ6/WiCvUQ3epYEeL/fb8dCgoMXPYELtzq+l0XbApIZHA3632zMyN1c7wAQo9lsZlp/JElcC8iYq9XKLHNJsnjGJBnznGsARwCy53g8NkkWvW6CPe8N391oNKwXf3R0pMFgoMFgYMmn6/KXTqetjeVq7F1IGk4HhE7OB5kZjHWuFZA7MjXQGpe9//DhQ223W/Oex8Wv3W7vECRdzgsmPbQQIK/yb6Rh8CYuLy8VCASMMDocDu19ffDgwUtBmXtCwupW4pLsuXP3nNcNP7lfH+a6s3cZEg6MZeBCpmjx8jO1i4oWkpV0HRRgErOpuss1YZFk8CKbQL1eN/iT3jwwK5pm3LxGo5EFUvqhtVrNAgzSG7c/D6uZSoogDky8WCxUqVQ0mUyUzWaVSCTMprNer1tQoXKm2kF+BYzOpolEj01YuibkwERG0wzyAEOa80U3jNEGi2MkKA4GA+uLw0omAePzgcLH47ElIM1m0xIM5GbwEwhgbnDodDrKZrPmjsei9cK1cf8cMhrf7/ade73eTiXJdaLdMplMDHUg6cMIB8jYbSfQXvjlL38pSfryyy81HA710Ucf2bM7m82sgg4Erua6E2xJfEgesKelRx0KhYzAR+8XDXgsFjOWO/ca1Ong4EDVatVIeqVSSdFo1FATEBekWq4tLs5k3kAE271SqRjLHYJiPp83t0AXZvcywEkg+Px4PG7zxPFH4P0gQeI68d670kLQHUYY854Xi0UFAgH9/ve/t2l9sP9xiCyVSpZke70hpFcHcWl3WNLrhp/crw9z3dkgTuWCQQfkJJc9DDzMZkZP8uLiQt99950xWJfLpeLx+EsuSnhfuxu8dC1ve/r0qUajkemyqQAkWWX45MkTqzqBrJEaoU1lkAm9aSpYF+KnVwlRiU3aJUxJ19U7VpPL5VJPnjxRv983e00qaCpUHL+4Zq4lJpsglR1ysvl8vjM1DCMOjGyAEiEfRiIRZTIZVatVYzZjLOJCp0Dg0rXNKPD1gwcPNJ1OTb/O/XHtM4FRIT7x2YVCwQIpi0qOQCfJ+rtM3kJj3Gq1TNpUrVb11VdfqdlsqtFo6Pz83Pr4wKf0xXF2c/u9oAXr9VqXl5fq9/s6Pj62OeygHjznnAe69HQ6bXI6+uK5XM68AAgguM+5QZ2qvtPpaL1e6+joSKHQ1Wx1OA/NZtOOYTQa2fMCuW65XOr3v/+9vvrqK0N4ICXC56BFRCLG+1Sv15XJZFQul200KAHRnYeODex4PDZ0i6AsXevoQQOYoTAYDHacDeHGuFU4kkwgf47x5ORkpzJGuQIxzlV1+HxXA1RAGais3SSAthR7g7vYu9zqnWO6H35yt9advsvAtIPBwKQxaD1dRupisdDl5aVBYJiaBINB28zodbvLq/NmkXl//fXX1pejuhkMBibzQnaCtIUg7OqHYcgCS9MDBjoliKO7Jilx9b8cI+Q+rCqLxaIePHhgTO5Wq6XRaKSTkxPbcNk4CXwuY12Snjx5YpsRJh4kPqlUyqpwBl3QA2UjYghLIpHQ6empEakgJL148ULtdts2NSpoSbZ5c02RC9KXBpnAGhMTHTZ82if0rl2fdiZvSdrplaNJx2QGchwKA4K6dMW8p99N4IODgEKCQIDcjWeJag5DnkqlYmYpGK88e/bMnAlbrZYhB64PO+2EUqmkxWJhMLsk9Xo9BYPXI10xDSJhpE8MsvTtt99aEOIeEyxBd1qt1g7K5d4XVAvu0B0Y95JsME0ul7NpabTDMFlyfQQgh7mDQ1wXQeR6LEiR8GXS6bS1nlxECBMf3i8IqqAoIAAkub/85S8VDAZt3gL33TWG2ldZcx+8Vbgkazu5QZye+L1v+t1ad/ouU7mwqTJqlMqPCm4wGOjZs2cKBAI26hF3MZdM5Q3iLjPdXbxc9C1xH+v3+xa4nj9/bhrrYDBoE8MY6CBpB+6nz0Zfku9wNylkTmxmbJqwrI+OjpRIJFStVvX111+r1+spHo8bgzwSiajb7ZrUDq09A1cwjyFASLLqjsoynU7v9IRx/UKitFwuzRlusVjssJBhYuNolc/nrfJDpxuJRKzfTqU5mUwMLcCvvV6vG4kORjLXFM0xiQ7nFA6HTddMoNlsNorH4/YsTKdTZTIZ9ft9ZbNZffbZZ/rFL36hw8NDQ12oxJLJpFKplFn4XlxcWOBn/CY9fY6P5AhNOskQCEi/39fJyYlOTk6MyBcIBHRxcWFOeEDIkCHD4bDJrpA/kfwgF+OeEbxJ2tzkEQ5FKBTSYDCwIP3FF1/YM5JOp3V4eKjPPvtMp6enO2z/Xq9nJDiuNy0PngVMYtyEdDAYKJfLmVYdVQU9aqSMIBzuJDBXrvXkyROlUin98pe/tCoX2RpBHDc3knzXix2CnXSl34eYSpIK5wQrX3df4JnY1xf3FgHu+wxn597o5e6uOx/ECULr9VqpVEqbzUatVsvgT0w2kHal02nr9wEXuhWou6gIvQYRVD8EDCBhSTbFKhAI6PHjx+Y+5vpxA+0RhIA6CX4QqIBCWVTwWKOiUYWcdHp6qp///OfWc+52uzafmQoIDS2bkiQjoeGW5pLaOCcgTldbT4sCSZ+rJ2ejpQ8O7E3P3a0igbldMhvBgWqNP6d9MBwOtdlszCyE44KBvV6v7T4QSNzzpb+K9AhjE45zuVwql8spm83q+PhYjx8/NgY+2nGgeVCg58+fW2XKeY1Gox2iF0YnrVbL0AcCGp71pVJJ8XjcjEqkKxY0kD3XlPMk4cHpjB4+QXE+n6vdblviACm01WrZsxSNRvX555+bTBJUgMBWKBTs2eHZxEyItgRyQExbUqnUjhIDQyAMVKLRqKFijBEFtQBaJqiReGCfyrNDNXt+fq7xeKxHjx7po48+svYCUjjeORQHXFc3iPP5XMPT01N797fbrdmo4ungVsr7GOevqsQlWSLBRDrpfvjJXVx3+i7zYvLy4WDWarUUi8WUy+VULBb18OFDq1KA+3CVoh9Hv9ztixMU3JcJeRd9QuxeR6OROp2Ofvvb39qmR5CnZ0rgZwNxzTkajYZt5myKXskbBijz+dx61Ui2OBYCz2azMVmS33/lr352dqbpdKpSqaRSqWRVIWx1dOgEH/TtOIjRe3elM6AK7jFicAKUSwUcCoWsbYG1JYNAcISTZD1pZFy0TCRZewQinUtYAt4kScM0hn4m5KvRaGRWnJARl8ulDbpwqzTg9I8//tgkVPjou2NeY7GYDc9IJBKmOgDSB6F4+vSpXrx4YfeHe4fpSzKZtGtULBattdLtdq0/TXCGh4BhCr7pDNQhGGARTCUOcvHtt9/K7/erXC6bRI6k6fT0VH6/XycnJ3ZfkTTSr4VwCUoDN4Xrw4x52ktwBEj2MPlhlC1ST1AGd3gJki0CPegMenI4GuVyWT6fT48ePTKVBDawkuwauox/FvbEPPduH50k0DVz8S4v45x322v16v68JJOASveV+F1cdz6I89BjQ0pvNpPJGAGNjZWJSxCL2Nhg40raqcYJRKzNZqNqtapwOGw9PXc4BYYXaIXpjZ6fnxtrGA/uarVqKAA9WKwuIax5gzjVC8xpAhqELmBWrEphk5+eniqVShlq0Wq1LCi6w1xwpHKvSz6fN2kPFR4bFVC0e3zI+rrdrvL5vG1ItAkY1/ntt99Kkl0TvtPtuXa7XUNI6AcHAgEjzwHnU7klEgnbDNGuuzpqSSb9o9oiEGEpy4Z7cXFhwXY+nyudTqtcLlsStVgsVKvVLPGoVqvKZDI6Pj7WdDrVeDzWdru18ZYwrieTiem/YVAzMnY8HpuH/Xw+V7FYNIler9ezCpBzxtseRAdTo06nYzwHIHUqfQiKDEwpl8uWnGHKUqlU9Od//ueSZEklbGnuJxU2iQPfR6CmxcPzxLMB2gPpzbXHJXCTxKA8AM2QZIkIVTpBl/c5n89LumoVlUole16xcnVdBXm/SGC/++67naTGffeRmgYCAR0dHalcLr+0H3md2MLhK4/7m4I4XA1gf+l++MldXHf6LsP0ditxoLbBYGC9te12q2w2a0NJsGt88eKFBSt3KAfLqxEHZsRFis9aLBbmA/3pp58qlUqpVqvp6dOnZhqBvAjyWbPZNE07mTgvO5KnfeYzQKiTycS05mxM0tXmWi6XTYNOYIpGowqFQvr4449t44WEAzTvejZj9MKGksvlTG8Ooc61kmRRka3Xaz148ECLxcKkWS4bGJkc5jY4gT158sQ4Af1+X4VCwTzfMY1hWhfseypDtO70e12DEDZWoNxWq2Xsf/rkIBNo7Dudjr7++ms9e/bM4N1isWhuauPxWF9++aWNuz08PDQdcafTMUnhcrm0lsTHH3+sBw8e6MWLF7q8vLQEDDfBSqViRD7kS7inMZgF2ZX73GLQggHScDg0ljbJYavVsiqZPrx0XSkuFgsbKEQwBJlyTVpcdAokBu04FbHrTAfUDIIC4542Sjwet2cVWR7vIokqREVY+qBoyMsgs3JOjCVNJpPmlocsjmeW6pxncDweG7rhegCQxPL/XiidtY9x/rpqmnbHfSV+d9edDuJAn/T/MHTAqxuI2fU7/+KLL9TpdPTs2TPVajUjskgyr21JBq1ToY9GI7NCBZaljwq5jUrgo48+Uj6f19OnT3VxcWEVEUQoepONRsNGkUIqkv5/9t4sNvK0S/N6/rbDsTj2PexIO/PLzK+q6+vpnoHqkXok+mZ6xMAFPResQqIHgfpihARCXDQaCSEQ0nCBQAhuWgNSw1wAGglNS4wEM7QNbYsAACAASURBVD1I3ADDh6anm67uqqwlF2/hcOy2w/ufC/t34o3ICC9pZ1Zl+X2kUmU6w/+I/xLvec85z/McvdWTduFKVwhYjHUEyKk2Nzdt0WUSFV7U0Wh0bLAIAZZNCYstx19dXTWGbrvdNp27234Iw9CCM8Y3aHLJtuhpFwoFCypsSNxxqPiWLy0tWdVBkk2uWlxcVLFYNLLR3Nyc9aKx2UTO5Z4r6oCdnR07R0qs3Ke9vT2VSiU9e/ZM0ejF8JFvv/3WqgQE6mg0qm+//VYvX76UJGNd04/FwU6SVV5qtZp+5Vd+RfF43Eatnp5eDOhJp9MWgJPJpAUlAuPCwoJevXplVrqTz4Vr1kO2T8mY6gAtJ1zHXIKbO9IWTwE2OJi0QMJ0AyEqDzTfSC4xe2m1WrYBdgl+yACz2axevnxpTnf5fN42TWyyeCbYoMMSL5VKY5UpvjNY6bKB4BhUYvg5zydSPbTibsl8GjdmGmY5sV0FEg1+hyCO0sHjx48HHcTpSxNoILe5ZifNZtNIL5LMmIWsjezB1UNL419cGNX0pMmAhsOhWq2WkZCOj4+NJfzJJ58ok8noq6++suwBMhLGGkwDg/WMxhZW9jS45WOkMa4sR7oocaZSKW1vbxtpBvMNFvVMJmMyJ2mkiaV0DZt3OBxayblQKBiTuVQqSRqZWfBayEuQ3SC6YcZCSfLP/Jk/Y2VmN0jTL33z5o2VbyHP0e91rTXz+bzdK+5Dr9czFjvBwB0NS7aKquDs7EzFYlGtVss2D9VqVfl8Xqurq6rX6zo5uRiTiVFQLBZTqVQy3/N4PG6ZHeMnmWqGjPHbb79Vs9lUPB7X48ePbZjNN998YyNqeYbIhJEhzs3NqVQqaXt72zZ9Lsgw8fZvt9smuWw2mzo7uxhT+vTpU/MakGTVkHg8rq2tLZOd0dIABHOeO5fXQbmfXjUT36iabG1taWtrS91u13T8ksw+lu9RPB5XvV5XNBodc3ubm7uY0McEQCR5uVxOksb66i6w7z07O7PvHEGc5wwvf7TkrCeTmThrwXWY5sR23esl2f2gguSz8IeDBx/EMbJA28yXs9FomEwokUioVqtpbW3NerKu/IlJTq6LFiU0hkRIFxkufbtIJGLWnNFoVMVicaz/BzudnX6j0bBModvt2uaBfh+zo93euDusBezt7VkJkwA+aSYRjUYt00W2RgmdMqDrcEfVgUUYz/ODgwOTe8ViMcucyKpZBCVZH5zsMZPJWJbHlCvpYtGq1+taXl42P/SDgwPjGLimMNxXeASUbLnGkOJcHTjnEo1GrRJDFuZKBinnQq5LJpMmgaKEzbHz+byN8aTaQAmfygqbF57LYrGo4XCof/gP/6GOj49VqVQ0Pz+vV69emeQJn+7Xr1/r1atXWlxcVLVa1dHRkTY3N82ECEIXw2SazeZbzwXXF1Y+9+S7775TGIb69NNP9cu//MvGjXBntLOhobTvtkngZgyHQ7uGENwkGbsfPTa6faofeOiHYWgbYQI3rRnY/cjnOC7Pdb/f1z/6R/9IJycn+uyzz+w7LI1zOlymOc84kkVIi+j4T05OtLm5qS+++EK9Xk9ra2sqlUrmeEhpnLXAvcZXYZpe/CqwWWCzCS/F98MfDh70nXatGVm8y+WystmsSqWSzSCG+MJif35+rp2dHQvAnU5Hg8HAyseYo7ARwF6RxZ9FFee0UqlkGnR3MwB7u1AoqNPpqN1uW/mWDLDValnWm06nxwapTCvLDQYDk/lA8HGJeZLM+xlpURiGSiaT5oBFa4DXQPIia56bmzOttDvdjFI3IzuZtQ1Rj0EdbAIkmU6X47sEKuRS+KCz2JMBQi7K5/M6ODiwyW2U5QkwlUpFhULBGOsEeYiA2MSysLLou9eTEbLJZNIIe8lk0qodDAkh++PfTk9PbZ61OwwlkUjYTGzY0dHoxUCXnZ0dSaNRpVtbWyqXyyqVSlpfX7dy8ebmpm2A4GdQsdnY2BjL9nD62t7eNmtT7uXa2pqSyaRyuZw9W2R+riqA55+NMWCDRY8dtzzA79HSgmAHWQ+OA88K0keGvRQKBVNUnJ2dGT9hYWFBjUbDWlLPnz834h/yPndjMckhoR++sLBgPJM3b97YdaWdsLa2pk8++cSCPHwQwAb3JuXtaX3x68B7ecvVh4kHHcTdvhWBlR09vUQWA7fPixlLEARGeFtfXzcN6KtXr6y8WavVbCYxQQYLU7IR+lrVatVeAxlnf39fn376qbLZrL777jvt7u6OeUvT/yR4kYGTQbhgwaWnDQFL0lsLDONLW62W6YuxWt3e3laz2TSZHbIp+tP0IVlMcKRrtVo6OjpSpVJRJpOx47MJotKAoQ0ZuySz5XTHM7IZwdWNQDQYDGw+NJaqzDLHdc3VWJN1swDTW0YfDFsaxv7Ozo7Zh+Ix4LL9JVk/FVMgSvRra2sWvLPZrMrlsg4ODvT69Wu7X8gOqYCwgUD21Ol0bGQt/Ief/vSnqlarajQa6nQ61u9fX183qR1ViOXlZXU6nbGM/OjoSN9++602NzcVi8W0srJik91ovywtLVkF5uzszBzlms2mYrGYscJhSEO6gv8AhwG5F+DPw+HQBtxgqwsnATXD69evbepZuVw24h8WyYz7JMhubW2ZMgDDImlEVHStZCcz8UgkYla4ODZ2Oh1lMhmtra1ZhalcLpul7KSngPQ2wfUqvGtfXBoFcZ+JPyw86DtN346+HraFkL/YabMTx8YR44vl5WUbcvDixQttbGxY/xK50GRfkEyCoEugOjs7U6lUskBydnZm9qjz8/N6/vy5EomEvvzyS+3u7lpJ8vT01Prs9H9d+Y0LFiyyWNy3XKtSAEmn2+1qb29PyWRSyWRSjUZDrVbLTGCQAfX7fQtorpmGdJGJ0Trg72TIkvTNN99YFksJFGIRXAUycILk5BhIXNxgT6dSKTPpoUJBb532g9ublWSBm0EpkoyZfHR0ZF7nX3/9tVmAcn0gSVJyp2XB5ofnIplMqlKpKJFImKEJDPovvvhCZ2dnajabFlhWVlasN1wul61s/+2331qfOp1Oa3FxUd1uV6VSSYVCQd1u19jpuIxxfyj7NptNtdtt7ezs6Msvv9TBwYF5ALDxkkajO+fn55XL5cxmFqZ7t9u1jSFZMNUONoDZbNYY/a6/tyRrO7mae1o9PM94B+DLQOCEXIY8cjAY6Ntvv7UeNaV29P4Q+JC9sfmTNPZdBWwUk8mkZf21Ws2+n3AZguBilCrHcjkHtwni0ohxftO+OBsGNxP3Qfzh4MHfaden2x0+QPCkFEqPm6EnmUxGq6ur9sV/+fKlut2u8vm8isXiVEOH09OL+cSUmF2NLEGLjJ1FQpJls2trawqCwEqeaJhhursuV2wG3B09ns/0aXFqI0i5oDdJNQCNNgGGfjQbDbJpLEthRGORiYEI1qsE0Eqlou3tbb18+XKM2c4Gi80U/6fPjaFNNBo1LTWVhqOjI5Nx0XOFce665bn3B44BjmA4wOFkdn5+rna7PdZrlWTufs1mU4PBwNonPBfz8/PK5/NGjCL7Z0BKKpXSs2fPlMlk9MUXX+iLL74wMyBMWPiP4Lizs2OkLYhssVhMGxsbKhQKyufz1iKCrR2Lxcy1DQ4GDnD0wJ89e2YyS8xmJI3p38nOuXbNZtPkjDD7v/766zHugyQtLy+bVp2NE0GKzTKZMvIv/txutzUYDFSpVGx8LM6AqAK4zwT8RCJhLHk2qlRAcAPk+8V3Ypoeu1AoaG1tTaurq1Yli8Vi1tqivQBox7hObbOUIrNw2764OyiH6+rL6Q8HDz6IuyQw17jFdSCjnLq9vW2LfaFQUCaT0d7enpHfDg8PTVYzbfe9v79vix6ObExWog9ISa/T6dgwEGmU2dGrp4dKsIZkxSIMYQ0JHNasnBt+3QyPmFwwYOtC6sJog+wDhj5krWazqe3t7TEXOzYqw+HQZDlk3BDWKpWKabrdUZhkEtwf2h2SxgZZ4N/OYkkQZSoZGRHBhJK669QmyVjl2WzWNPO8B6ZADBE5Pz9XNps10w7aIJLMCAdLUs4BoxuqJPRI6/W6Pv30U/30pz9Vo9HQP/7H/3iMmU9wcUeesjHAX4CKDkQz1y+A+8tnJGhnMhlrXxDUy+WyqSzYkGITzDGR2LH53d7eNrc0WkAQGsnMz87OtLa2ZhwOqkbb29va3t7WmzdvzL2u0+loe3tb6+vrVg5HAfHs2TNJMpIZAVkaEeSoVmBEg3Mfz9RwOLT2FRI+nrlpgS+dTuvRo0eKRCLq9Xr2XKBBl8a9zeEguERB6WakNsCm4zYl9Uqlolwu541eHiAe/J1mMeLhx6eafjW9OMZ8FotF9Xo9lctl63fXajVVq1Vtb2+bzzgOY9LIv7vRaBgZxw0+ZIBsGrDJxEua3iwGIvV63VzlGMYB6SmdThtBjh69JJNIkZHAnG6322P9f8BMckhAXCOyYnqFy8vLJh2j1L+/v29e2dJFYIMUSPaETIu+Kvpd2gMEZUaqsnli8ae9wWtZgNH3U5IkW2Uj5paG3SDe7/cVjUaND8H7o6lOJpNGLmQxj8fjevLkiZ0P40CpNNA+oHzvupLRv2VDB/Ht6OjIpoHhxhcEgfL5vFKplJ4/f25lahZ6nt2nT5/aholz4v34XLQ62ExyP8vlsh0H8xJIcHjESxq7j5AVc7mczRrI5XJGYCRwnpyc2DnSSmq1Wjbil+vEM4niglI5FRfaLQRRPhffV56t9fV1BUGgp0+f2veCjRRtGKaMkdkTOCdBmX5hYcEqTRyPwMz3nO/Ku8rLAOd0myAOidMbvTw83EsQD4LgLwdB8GUQBF8HQfDbU/49GgTB/3j57/93EASP7+N97wPspullIsuhfBsEgTqdjvX26KMVCgWVSiXVajUFQWCa0q2tLRtmgvRje3tbL1680OvXrxWJRFSr1WzRIcNMpVLq9Xrq9Xo6PT01lzYkPZQx2+22Tk5OtLq6OiaPIwtLJBKmiXZtTgmWmFLwOoI4/uCS7HfZWEgXwZE+PlIimPS5XM4Ifq9evTIHNYIEPWoWXWRkELrISre3t81FiyDKGFYqFoPBQC9fvtSrV6/U6XRs2hisZNoTbDzYKKH/ZpMGYUsabXDS6fSYxSdBnJLs2dnF/G5cyfiPTReGN5TK6d/jtY/lK2Q6VAa7u7tKJpP6yU9+omw2qz/+4z82hjimKvRcOQ42rPSTl5aWlM/n7TwlGUsdZQX94VwuN+b/XiqVTBHB8ajYwLfA0IdqCsYwTBLb2NhQGIZ6/Pix3XM3MKK7Hw6H2tjYsLGvfOZ8Pq+nT5+qWCwqmUyazj6TyejRo0dGoiTTxWmQSgXZPZssd6NMiRsSJMQ7jHngiVwF1zOfTRXfF9fUhe/XXYK4ND6h7DbwmfjDw53vdBAE85L+a0n/jKTPJP0rQRB8NvGyf0NSJwzDZ5L+c0n/6V3f975ALw//YeQhLOAQkiBhdTodK6dKI5IWsqrT01O9fv16rMR9cnIxG3x9fV2xWEyFQmGMtIN1JBnJ8fGxLcRk25CJms2mlpaWrKeJnSbsY3p0rv0iQ1foUSKBYuPAAsbOn7I1izD9b4L/zs6Out2uBRfkP5FIxDTe7XZb3W7XqhIucx7r1K2tLbVaLZu61e/3tbGxMWayMT8/bxsAV6+N/IdNVbfb1fr6usn/GAXJdYakJ8mISCy+g8HAet/wC1h0yebpOSKFw1QEYh33i00KhDKIdrRZNjY2TKb35s0bffXVVzo4OFC9XtejR48s23zx4oWkUebL4kx1wp37LY0CCdkskjqeA8rmlN3ddghZG9cYJjqKAQaB8Dpew0aQoEy2z3PP5gGyGwRHBrUw/ARzIOSbQRCYTzzVCMrifDbIlFSpguBiUAzZMox4ArbbL2bUcKFQUK/Xs3t6FagY8N1Hmjo3N/fW9Ztkpku3z4zdDdpt4DPxh4f72K79eUlfh2H4bRiGx5L+B0m/MfGa35D0u5d//tuS/mLwA/EEZGGjPCmNjCIajYYZbeBRjsMaizyGG2TW2WxW29vb1mOlpEmfdn5+3saGut7dZJ5BENhcanTMZKoEoXw+P0auOjw8NEKYWyrmC91qtWxTAYmOvioZDSQ+jsciQEDCf3xvb8+IXG75tdFoKJFI6PHjx8rn80qn02ZK43qoc3339vas559IJIzZizEOx2VzBNGPTUEsFlOtVjM2diaTscCyubmpr776SoeHh2P3i2lZ/IfMD8mem4EzvY1WBQNUguDCk5zyM6VTt1S/sLCgbrerzc1N/cmf/Ik2Nze1v79vkrr9/X2zFmVOeiqV0srKig4PD1UoFMypDea7NBp4gh1so9Ew5zF6yjCpabO4LHDuJYz/SqUiSWbQgwrAtZOld05GL8l8AXCFoy1AVowbIZPfKIG7mwCCKxPaXJ031Qc2DrDi6bvzZzbetFy2t7ett83GlI0rP+/3+3r16pUikYiePXtm7wtfZZbT4enpaBgMY265Vu5rJjXikCNvu9y5vIbbgHvtM/GHg/u40yuS3jh/X7/82dTXhGF4KqknqXAP731nkLm6Vofs8o+OjiwgLSws6ODgwPp+7jQmgsz5+bk5r71588YMQMha6/W6KpWKaa3dLzZaXrJjgryrmR0Oh2N9TRZlNyC67mOUP5lXDjuX7MYlrrFJcT8LPVwmZ71588a8umGpI4kaDAaqVqtjgQiyDefBZoXSPBny0dGR6vW6mbIQkCCRMU2OIM61J0NNpVJWJUilUnasXq9nU6oIyARvSulwAVh4CeK0Lyi/IpnK5/N69uyZtUqQ+vH5YJTDSSAAraysaG1tTYVCQclkUs+fP7e2De+Np/75+blqtZr29/f19ddfj20oyEbDMFSn09HTp0+VyWTs+eA4ksbaCjxHcBngF5DxQhak7M6mh41np9OxANdut80bneeMAMbGhM0hwR1NO9+lwWBg3w3aFZAOc7mc/T7fr2q1akoIvn8EcgiiaPVp90iy6+tOjVtYuJhRQPaN2c/BwYGZyEyCz4n+X5oexKmauT+7bSmdzw2v4zbgHvlM/OHgB7VdC4Lgt4Ig+HkQBD+fZg35PkCmC3PYdaOC6c2CRbmuXC6PuT655bWTkxOzLN3a2tLx8bE5RsH4pXRMH5V+NLpW+qb0uSORiMmbcHeDPIQenNIn5W2Od3lddXh4aOVHFjYkPL1ez8q/7XZb29vb5jXNooCnfC6X06NHjyyg0iZIpVKqVqu26He7XRtLSbCHWMRmxDUNSaVSKpVKNlaTTRTlYwIqmy0kV9IF+5tMd29vz2Z3M3kNW1yX2MdCS6ZD4HPlhYwYlWQti88++8wCNdUN2M9srAjqlLYzmYxVHAhWlM0pw0sXw1nQqK+urqparerLL7+086VETtaMEyCbnEajYdIzV4rHeUejUesTQyqk9L2xsaHNzU2rXmxtbWlnZ8emreGuxwYTTgM9bGxTXcc7rsfZ2ZnW19eVyWRUq9XML6HZbI65tMGHoN/syuQwzTk/P1c6nTa1Axszqkds8Ci5U7HC9KZUKmlpaUk7Ozt2jgzDWV5e1uLionZ3d7W9vW09byxeuZ+SrGowKS+DFwHeNYjzTE4STq8D5/wDKXR6fADcRxDfkPTI+Xv98mdTXxMEwYKkjKTW5IHCMPydMAw/D8PwcwZkvG+QcbEAkbUxZ5kvK/OppZHci10yZCOyMYZqbGxsmG0m5df9/X31ej0LFm6JGOtQ5DnRaNT+HScxsjd6t2dnZ+YmhrsYGS99tXQ6rXg8rs3NTevZxWIxM6qgdyrJFi/+DfOPJ0+e2PCNWq0m6YI4RZB58uSJBYt0Om0Wm5wnZCfKpZT+OTdkUvT69/b2zJc9mUwaT4GyNixh7hf9Sl7LgJrHjx9btUCSsZ5ZfAkik+VH+rCHh4fqdDqW8VFq5jpDlprUGMMDgODFgo+WGZY0LRKeBfrMYRjqF3/xF3V+fq4/+IM/sGpMv9+3Y+KqRz8fhj8bwyAIzISHqgpa9pcvX+rrr79Wt9tVq9XSV199NcabIOtcW1tTvV5XrVZTLBYzoyGe2WfPnlkliw0a7Ro2VhjNVCoVFYtFC7h8n1wOB1wNNhqTQdM1AOI83coAcjRkZu7GL5/Pj7UaaJnRR49EIqpWq9bO2NzctA0OckA27pOkNp4lV0PP9/MuQfy2fXFvufrwcB9B/P+R9DwIgidBECxK+pcl/d7Ea35P0m9e/vmfl/QPwtvSLt8TCOJ8WcgW8AWnV+xaIaLzdQlgTFdiKAll8fX1da2trSmRSKhcLmt1ddXGOpKxETiHw6G+/PJLHR4eGqFoc3PTSrJkIixOZJtsDAhObqmfAEV5FhMNzhsC09nZmarVqmUk2WzWAlYikVA2m7UBJdLFgrWxsaGtrS3r6ZL9QQIkQKEP5voy15vAgwHJ/Py82X0eHByo1WoZ456gic4cww0qFru7u0b4a7Va6vf7ajabikQiKpfLNqmKQIUsCTMfF1w3iHHffPONBc1CoTBWLmXoC71beqBko0y8YjHnPBkti5IB7kQ8Hle5XLaNz7Nnz9TpdLS+vq7Dw0Ntb29rOByaZev+/r71nbElXV9fN2e99fV1tVota03Qs4UU6MqZnjx5oidPntg0NyojbCq63a7ZmR4fH5t7GW0N+sZnZ2c2853pZKgBqtWqZc9cK0lWQaACQh+dZQK3uUqlYhuIMAztO8J9oWKF1AxnRTbalP5RhEA4hP8iyfgJbNx7vZ4x5WlPTAZxTIZcjfi7MtPdtWlubu4t++Sr4C1XHx7ufLcve9z/lqT/VdKfSPqfwjD84yAI/qMgCP65y5f9N5IKQRB8LenflfSWDO37Al94AhASEUrRLHz0/JDiLC4uqtlsmkEMozkPDw+1u7trWlQyMhZbZmFTdo5EItrc3NQf/uEfqtFoaHNz0+Q3R0dH2trasux8fX3dshqyQRZaetT0nyWZm1c+n7dg58pWMBGht0i2S1+Yz0xGCsuZ6sCf/umf6uTkxEqU0iizJRsnk8WUpFQqjZXU3QUquLQ8XVpaUiwWM69qXLlgJtNS6HQ6ikQiajab1mc/PT01E5GjoyN98803ln3PzY2mb1EGp1zrgp+hZd/d3TVTGkljZVs3U+I5Qtvs9ifJHOkjQ0TkWtAjjkQiKpVKpiN/9OiRCoWCXrx4YZwE2OWFQkFbW1tqt9va2NjQwcGBer2esb8JbEi2Hj9+bAY15XLZ2jlM2mOTwHPtPg9ILZFALi0tWdZMdhsEgdnfxmIx7ezs6Pz8XOVy2UrNDL9BzUArCz4D95m2BGVhTGJqtZq1WeB3wF3B3CgMQ+3u7pqfA9UYvuOuGiUej2tlZUVzc3Nj8lC+W5VKRYuLi3ZP+F4hlyRjbzab5jJ4X0Gc43FON4G3XH14uJe7HYbh3w3D8KdhGD4Nw/A/ufzZfxCG4e9d/vkwDMN/IQzDZ2EY/vkwDL+9j/e9L0CCYYcujVjrBHb6dSwAeKivr69rY2PDysbtdtuyy0gkYuXDRqNhAZY+N4NLMCJxDTAajYZevXplWl/6gsvLy1pdXbWSnzuA4eXLl7bJ4JiYiPCekGXYCNA7RLMMS5/KAFpoWN74WrMoR6NRbW9vW0+dUiy919evX1v2zKaBkaDxeNyyF64zxD0CK1ULt0XACNTXr1/rzZs3plFOpVJ2bbB3PTo60hdffGGkNCR/HJt7DchkKCvTV6a9gxzNlXxh8EFGD2mPn1NBodwvyTL38/NzbW5u2mvT6bRVdigD/+xnP9Pc3Jy++uorG+SCz3u73bYNUj6f12effWakwlKpZJtQhnPAyA8vB8UgCyuXyyqXy9YjR0PNM3hwcGDDRejvQ0iDe4DBDa0pvBVw7eMeRCIRq+qE4cVoVgiQbquBsjAbQTa9SDYZU4pvPPIx2PKZTGaMG0HwdUmbPHO0C1qtlprN5hjLGzmcG8R7vZ6pNMLwYvoegZ4getcgLsk2SJg2XQdvufrw8O5P148IBDIClDSacEb/DWILYzhhqbIBwIUK45ClpSVVq1Vls1m9fPlS33zzjVqtlnZ3d7W+vq5Op2NZxpMnT/TZZ5/ZYoWdaxAEqlarSqfTKpfL2tzcNJkTX2y8vmu1mvWR8YImWEky4lGpVLLAS5keAh79ROmCZHV2dmbDHnCa4/wTiYTW1taUz+ctYz4/Pze3MghdkPkkaWtryxZ0VzfuEpMwqqHawahTKggwjfv9vgW5Wq2mhYUF1Wo1FQoF2wStrq4qHo/riy++UL/ft8wVW1Dsbt3MhRLv3NycjZflGYHU5QZx/N45BsxuNkS0YdiEpNNpbW1tjQ1M2dvbs/I9k9AgJ7GZ+OlPf6oXL15Y6Xp5eVmffvqpae4p/edyOev3ut7lBCGyR8rqBOdarWZz5FOplM0AgMDJxo056d1u1zZqGLmwGUPqBa+CDSXthHQ6rU6no0qlYm2lSqWiVqs1JtOiTdBoNIy53mq11Ov17LtUKBQUi8X0zTffKB6Pq9VqKZ1Oq1Qq2cbZlZG62b2rQ8fHv9vtmtES7QppRIA9OjrSq1evtLe3Z9JINmZsHgAckbsEcdpeuMRdB5+JPzz4u61xb2tX0oElIwttJpNRNpu13iD61Fqtpp/85CfGUKYkiRf66emp8vm8LVoEJTYO7XZbf/qnf6qjoyM9efLExkqyOBNMcJ1iIea/WCymfD6vbDZreleX3SvJziOZTGp5eVkHBwcaDAbWa2dCFGB05vLysmU8mUzGyq7os/GNJyCQeUsXBMB8Pq9qtWqfFQ9wFlVKzOjQk8mksdYZ9cjgDDTCtVpNxWLRGNf1et3IVJh/0AOG6QyZCQXAzs6O8QNcUEng9+n1T/rUE8Q5Lywvs9nsmEwQghWMd0iRtFlOT0+N+Z5Opy0753ilUsnIar/2a7+m58+f2zCcYrGobDY7ZtJzxNVLmQAAIABJREFUfn4x0rZSqVgWTquEoIhneLlc1vr6usIw1KNHjyzDp21RqVSUzWb1k5/8xLTxZOCTLmf5fN6Cx9HRkcrlshEQuU78OZ/Pq9FoaDgcqtPpWA+e60qVhw3r/v6+FhcXjbFPHz6dTmtlZUVPnjyxZ3FpaWmMgMYmzd2o0yLgurtBFjnb+fm5Xr16pe3tbXPfw8f98PBQqVTKzHncZ2dScnYfWTHP8ywNuwufiT88+CAumdyHLzmgH+UGS3bre3t7KpfLRpaiVIzHsyv9wr2qWCzqyZMn+uVf/mX9hb/wF/RLv/RL+tnPfqZf+IVf0PLystbW1qxn+PjxY+VyOfV6PdOoIh2idE3JkpI5YzMXFhbUaDTMvEPSmNMZumq0zFhpQhQ6PDy0TQsZPZnp4uKiCoWCldldMlI+nzdf7larZSVkgjJOaLQQuG7uoA43Y5ybm7OyMsY5lPAp28bjcbvuBEBXFw7D1yWylUolszudzFrcgA9jPgxDu84EeVjABD2uUzKZtLna2OZCBsOIhZYMWSR6bSyA3Z5wJpPR6enFPOsnT57YJpPgwTxtMn9aKS573vXmh0CXTqdVKBQ0GAwUj8dVKpXMTxyeCNPbyPypykx+Rkl2HzCvqdVqYzatDGvZ3t62yg4VB0bwsjmgteDalzL4h++BdKEKof1CJSCdTo8NPSGguf12psTxPE1myrFYTMvLy9YGW19ft7kAnPPx8bFVvvhvUk42GdTfFWTg1xHcvOXqw4S/2xr1RMlaAKVft6+YzWaNQFQsFsd6iMhpmJ/85MkTJZNJGw+5srJimZh0sWtG50s/l2x7dXXVXL0ajYb1aQmElFUJFJQ03SDF2FP3vFgQ6PMhCSLYk6mFYah8Pm+VA8xOGPLB0AwWLvqyXCP04+6mA/IT54EECfkVpUMCWxiGxqJmMcTFDLkbmmGyNjfgutPO3P5/q9WyDQpsakC/lc2KayvLZsTVkrse3lQrMpmMSQDj8biVozl3mNvZbNbK4KlUygIOmwJaB67nN4NFqCBw79loch9pVfCcuXIsgmGxWLSKAG2hVqtlfV2eFSoKVJW4pq4cDZ93DI9cl7Jms2k9ZBj3+XzeNiTFYlGSzCSHTR5GTDx7cFRQJaysrOjo6Ej7+/tKp9NjZXhaJYCNOlwPuCH4BkyCzRCvI/NfXFxUv99Xr9czJQr/ucY90t004i449+uCuLdcfZjwPXGN+piUoN2f45BFRkkggOCUTqe1vr4uaWS0AOmMsuQv/dIvWaBpNpsW0GAZ47a1ubmpvb09VSoVhWFoperBYGBlPTJZskFKe71ezwhoBFhc1p48eWKlYxbms7Mz6/lRaqdf2G63rZ+5ublpGSYzunltpVJRo9GwBRLNN77crVbL+sJk+hDQDg4ObAFeXl62IMZCSJCgBE6W2u/39d133+nw8FD1et2GipBJwhZnLCPBns2Ke42Wl5fNJKVarWpubs688ovFohHqCNbpdNo8y6ks0H/GgIWSLgGY4A5JkOoCzPB8Pm/Xm2eI5y2XyxnT3NXZs9GRRgqD3d1dk2UxqAfSV3g5CKbX6xkJi9chvZIuAj/ySLJxSWbuQlB2N0auTCybzZqsC7mZuwHK5XKq1+tmRLS9va3V1VV7JrnObADckbTHx8cWyDqdjlKplJkuMZAIrTlVNTeg0hd3LYppoU0LtG/evFGv19Pa2pqq1eqYPzobq6dPn840VbmrRnwStJwmXeJceMvVhwl/tyVj1pLNADIYFm53+hWyD3TW2KhiZCKNRnCyGMF2ZvFYXFy00muj0TDCHMESGU88Hlej0bCskOyBMrdr2xmLxYx5jjf6q1evrLQM2xVjDUxoer2eqtWqDg8PrezebDatbYBNJRptGNT0i2OxmPnFo6uv1Wqq1+u22JNhIT8jkC0vL4+VNendRqNRM8ah9Az5D3tO6aLfD3kOQxjKq81m05jjh4eHdr6NRsOkQygDTk9Ptbu7+1ZwI9NF/sUGiv4t94JzC4JAjx8/NtkhwZ77lEgkLBisra2pVCqZsQ3VFY7FgJpSqTQ2193NtiDz0V/nOsA9QI6Hd/xgMNDOzo5ev3495jCHlBJiH/put0ojjUxN+DdIoJKsegP7HPMU166UzSvZvuuWB1cEfgMqjsFgYKY03W7XpHNUKWh/SBqTUAKUGe6gI1fX72JjY0ONRsPGDbvX2p1ud5Ur2n0w013cpKTuLVcfJnwQ1ygTnyS2wUDd29uzXu3R0ZGNB6W0i1yHkiNyHkqTLIz0z2GtwkJHm8rv8ztkP/g64yyF0QaSF9dEBPMKSoCwqnu9npVeXaOKTCajQqGgZrOp4+Njy+hoGTBgg8AVhqGePn2qZ8+e2UJPr5dNCtIt+pwsmjCu8fqmDMpEOAIBpWg2BkdHRzbkhGsZi8VULBaNs8DoU5zbGC6D3A8NN33SSCSifr9vZDN0+NKFl7bbTyXDY+EngHPfuaZUSnimyMKlcZ9tgg3OfJDvqAIQxKmMJJNJ4ztA9nN1w3AT9vf3bULaxsaGNjY27N6/ePHCslD6+Jyrm6FikwogIHI/eTYY/+kG8ZOTEz1+/NiIZisrKyoUCrbRIbBJo16+6zXOd4R2AgS/arVqFbDd3V1TkWAm8/LlSzs/Nm9snl0wDY/voTsuFuzu7urVq1fWDpuW1d7E0pTv2H0FcZ75q4K4z8QfJvzd1rgsiJ4qPVvGFZJhHRwcKJVKmUkLki7Kj2dnZ7ZAkRWRhbGA0u/FUIXMr9VqWQYijXbU9HsZHIEci2ETDOyQRlaNLJAs7vh1s1mRRgvM6uqqjo+P9fXXX9uMbkqUlUrFypOQyuh7c95UAyidTi40MILJ7CKRiBqNhubn560MCkNZkgVb2NsE23q9PqbBJ/idnp5aH9p9b9oE+Gy7gz2KxaISiYRNX9vf31ej0VAmk7FBJJRDOU+Cm5vtslk6Ojoa4zuQRbq6e673ZBAnCA4GA9u00P+G3wABkevvBh9IcUdHR1pfX7cKCj7jyWRSyWRSn3zyiREoYZ4vLy+bgxxBkB4/hECqKJDZGJjDNXCDOOYptJ/cbJ17JckmqLmWv9x7N4jPzc1pZWXF+CKQQx89emSeCUywk0b99UnVgSS7RpjZuJ78YRhqZ2fHZJzPnz+fGazhXlyF+87EpYtNviuDnYQntj1M+LutkRaTciJBDIkS7F5JZkwRjUa1u7trJeFqtWpfIghpWIfOz88rm80awYlADDPX1V+XSiVbAE5OTqznSb91fn7eZnVTznfd1ggKyNCwaUWyRUCRRplvOp1WOp3WN998o9evXyuZTJrVKoGXUjhZmzTKUMmSyHbdoR6SxjIfMmDIUhD0cJ5zz5sgTqWCDBk3MXrFlJgjkYiZYnANCR79fl+ZTEZLS0tqt9tW6sXdi6wdf3SyQs6foIz9KOdFgIMI6AJSFO0LFnRaM+41QS+PJhqZVa1Ws9+nTQFZDpCtdzodNZtN22RBxMrlcuba57LWcR1DX809cS1uXYMTqiB8Du6VG8Tde04fmuB/dHRkr8nn88blgPmNYQuv5xgw0KmIscHDi6FardqIUKR1k172PK+YMUFAjEaj1g5js7i8vDz193mu2Ni5lYVpr5tFmntXUJmblY1T4vdB/GHB323Jeqau4cv+/r6VXQlgkszfOp1OG/EJDevh4aFlbeimO52OsZyHw6F2dnbMKWttbc1KuWwUXEYy7lg4pUmyvvXGxob1pQlqLnOd4+zu7trQCvcc3Iyf4NloNHR6eqpsNqvFxUWzfpVkx3WDOOVeNgcs5pMT6MjOs9msTk5OrF/KgkwZELAZcQdpILfKZDJKJpNjU60YRcm14D25F2wc+L1+v29BE4b90tKSTeNikYYYxrnyrJDhU/p1e/1ge3vbiGiwoN0KC8+HJJufTd9+Z2fHSHgoAQjiMMvdII69LS0VNgiw810+AWVtt0zO5DiuA31fVyJFEKciwfeFagX3EVIeRDQ2x2ideY4TiYQ+//xzPX361KaEUdna3Nw0bwDaCmyW3VI5zzSOhIPBYGyegYtut2uDUnK5nJ1/NBrV69evraICgXMWMCFiMzkL98VMdwEpku/DJLzRy8OEv+OXiMfjVuJmNjHuYa5dJUEbeRAaVfrk9HEJogzwODo60ps3b0zetLa2ZsdHI+0umDBxWXBg4WI40+v1bIF3KwVuaR8fd6xNWXQm9atkz9FodMxTmyDOMenL4TmO/zWuXCcnJ+bG5WYpe3t7Ojk5UaVSUbvd1snJiY3PdMvUwP188AMIMARR9NeU4qlGuA5qTNhy+7EQCd3Z25VKRY8ePbJAxwJJX94th9Pj73a7Y8oFJsNx/+gx7+7uvjUmUxqR23g+6HdiSYrsjHuJYxoaf1o+OJdlMhk9f/7cZE/7+/vqdruKRCJ69OiRletpp7iZM0RNgjSbLbeMT8mZMrtLeKOyIMl+j2yaZ5JnnY0Lz9KTJ0+sCpPL5Uz2Rr+72WxqfX3d7j9BFC8BSWZVy6hgpHySjMTY7XbNtpjP3uv17LypItFTnwW38jDZT598hu87iEuyqty0yWbe6OVhwgfxSxDEz87OxkrV/X5fuVzOWK0wsrHIJIgjhUqlUtrZ2RnT0WLV2Gq1FI/H9eTJE5ts1W63zXGNBZCAwTEJJJTFl5eXdXZ2ZkMfWISkEfkIK1N8ylkAqTawwGBcQzkSRrSbbbBo0xMn0yJwSiMyWjabNSMVAFmOYESLwJVmuYDpTZnYNduBMLa0tDTmkU3m7Q4kKZfLtrlwNwXz8/NWEpdGrH7OBfLh3NycVQtof5DF4ifOwslnk2SBisEfWNxOyhfJ0qWL8vL5+bl2dnbsPQkS8/PzpnQoFosWdBnYgff38vKyTk5OtLu7a8NHstmsbQTR5XMOcCdgmyMDhGjIeZDZu3DPx2Wn0/cmW3fJebR2pFGvGGIfxki0AarVqlZWVqwqhJsdVQ83WEWjUXMrRAOO3I4Z6YVCQaVSybgbjG1lOAxtL5fXMA08m2zSZ+F9BXGef3gZLnwm/jDh7/glII1Isuwb84lSqWQsdMqIOLBFo1Hr7THEgYUYdzcGXCBBY5IVwZ6hEMijXMkPGTpaZ0qkSM/ofZNxUiJETkTlwJWoUAKlD5lKpcwaFXY8GSYkPPqbLExM3+JnaLz5+87OjmW0WKqyGYBFT0CZlomzSCOBwoELxzlsM+mNM9mKNgTadIIh3uTtdlulUmms9CqNhpbEYrExj3TXZtQl+J2enqrVakkalcfJ/ggk2WxWlUpFBwcHbxH+JoM49+j169eqVqtKJpPGuUBm9+TJE2NYM5IUsyBUDIuLi1bxIUBybCoHrn755OTEPPgph0NaJFAQ8KURYY/NJhUa7j/VBaoTVB9o2XBMZJeuVAwuBVUT2gmVSkX5fN68zicldryWqlQ0GlW/3zfZZ61Ws/bL0tKSbZCpUrCp4xhXgQ2h246YxCQH4j6BrTAbyMn39Zn4w4MP4pdAmkV2uLS0ZAGvXC5b0IK9y6JGFo7EiOx1cXFRy8vLJvGB1esGoOPjYyNrEXBZ6FkgWODQVm9sbBgB6/DwUFtbWzZJbXt7W9999512dnb0R3/0R1buLpfLtohBHkIel81mLbsrlUpm4hKGoS2quNVJI+Y4QyjIbKRxfTdyp/Pzc+tBk1FhHkLfeVpPnNe7VQh+dnR0ZKVQKiHSqA8OMY7SK/I2pphBVnQJeLwn/0bpOZlMWnBwbUSDILBsns/JtYLLwHMFd4GZ4JKsj+xmuARG+rKbm5v67rvvlEwm9fjxY52eXkzJw9eeCV2ADdTXX3+to6Mju69u35gAyWJ/eHhorHRX44//gTQiQHLuWOFS0XH135A3JY3dAzaj+PPPzc2pXq/b5hLDIHgEfAd5NmgnEfwngxUyvMFgoH6/bwY6y8vLtrmCa8H9QF7HveV1V8EN4tOqSLwP9/h9gOmHk5PN2GB6PCz4O34JFkMy4GQyaYs8M4yPj48tGCKPwmKUEh/aZwZR0JscDoc2JxwZEZkGDGhKpNKIQMMiubS0ZGMSc7mcPv30U+XzeWUyGfOLpreIlzj2lvQMsYjd3t7WycmJDdCgVE1gKZfLikajRnSbn59XKpWyz1UsFjU3N2cGIszzZoODLKnf72s4HBobnN+DxEV/3V0I4SVwnGg0an3og4MD5fN5UwZsbGyM9V4pr5NpkhESfDKZjLF3ud5UX1h4MSHZ3d0173SIZEio8BvnvCAySqMSNEEchnK9XpckbW5uan9/37T9ZFSnp6fqdDrKZrM6Pz/X1taWVT+wsz07O7NpbIwZxWVte3tbW1tbxlxnc0OGjNyLTQPXyK0wwZvAYIXNKcENbgBVq0n3MPrscAA4Hqxq+CJcazfgnJ6eqlwuazgcWrZOy0kaDZrBEnYyiAdBoEqlYt/jfD6vcrk89h5sOtyqG0TGbDb7VstgElQqXA7AtGz8fQdxvhOTLHV8DDweFnwQvwSLGAseTm1ocMnUeB0LJQ5nsVhMjUZDkvTs2bOxYR/b29tqt9tWRqZ0R+9xfv5iDnOr1RqbF+2SczABwXUtkUgYWxuSXaFQsMyxUCioWCzqJz/5iTm/BUFgtpj1et2ya8roLN44pGEwI8k2G2S5xWJRuVzOdOTb29tmNILP9/Hxsba3t9XtdlUqlawvKslIgJNBnAWQIM7nwro0FovZBDWCxMbGhmmsCXzImVyDl8PDQ2WzWQs8aNClkTkHOux+v2+bAwxQcNGDJ0DGGQSjkbQEBd6D88UdT7rwEuf+ctxOp2O++8PhUN1uV5988okKhYKZBnGMQqEg6YIB/+bNG/Mkz2az+nN/7s/ZdYb4yLV2nQa5vmxIUWKw6cG61X0OeRavCuKQrih5I1uDY+JunFxgohSPx20Ii0sGhLBIC2lagMxkMiqVSja+dxLuRo171+v1xmYiXIVpRL6rgvik2cx9gk0W3x1v9PJw4e/4JZDn4Cg2HA61v79vxCqyAnbBBAmy8CAI1Gq1zKmK10AogtS2v79vgUiSkdsg2SwuLmowGFhf9fj4WM1mU4lEwn7HzRhY7OiL0+stlUo6PDy0fnsQBDa0gaAOjo6O7L3Ru8OM7vV6lrnSt+d35ufnVS6Xtbq6aoNe8CtvtVrmphWJRFSpVEw6B0EJxrLLZGezxLV2yXS0BzifcrlszOter6fvvvtuzGQFjTbSHGbCIyVj80QZm4AHA9idhMX7x+NxnZycqNvtjgUTSFxI3QClfMrA+XzeJF0wo/v9vpWBT05OVKvVjOjIPW+1WvazjY0NdToddbtdJRIJVatV1et1ZbNZG9PJM+tKsSA3UlZ3HeTYIFHB4DlnsAcZMEH89PTUeAOA47GJ4zvAZpFrN5nxstmSZAYsuBPyczgPbKymZZwLCwtWRZoGyIqYw2CIk8/nrYJxlfbbDeLI3KbJzHif9xlQJ21YveXqw4UP4pdwZVJBcDHJiwlhyM3cgIAhDE5om5ubCsNQq6urlslg29rr9TQYDEwChVc47FkkV2SrkmxIByXjTz75RKlUynrzwLUYdX3eKdvv7e3pu+++06tXr7S0tKRMJmPlbsB5/uqv/qr1RpHbkClKo3KpJOvtuuM6q9Wqnj9/bv1XqhRI8AjC8A4oEbsLIRkXgYcMFFMV1+8cUlS1WrVgd3x8bD7bBMmTkxNls1mrrFQqFQtkjDh1s0qY1WxUWBj5nBjuUOpGpw8p0Q3ifE42W5SNmQPe6XS0ubmpnZ0dnZ6eWvUkHo+PDUnZ39/XF198MWYuBKnN1UTHYjGtrKxYu8INJtwXTI3IJlFRkLFTdmba2tnZmWq1mm1UMNmZlCq61w+1AtIwNmN8t1zwLEEcxPHQdTdEfsem4V2CFYxxl+cAR4V7dlVJ3SXycd1mZeLvq5QOIpGIEVgln4k/ZPg7fgm3J4ikRxoR15iKRTbmOpPh+kWJWboo7bG47+/vq91uWxClXLu1taUgCLS8vGwENncDwOzlWq1mZiRIu1gg3XGXOE5hrNFoNNRut20gBRUCd1AGNrNkvezo+b9LiKJcCskIPS4LahiGKhQK1pN//PixHj16ZLPOMSRBc8/GCM2zNLIy5Vq4Q2IYJML4T9zppNFQjdXVVUUiEW1tbY0FajYnkmyICfeE6oWr0ycjRGNPD5K+Y6fTUSQSMdMfAh7BCpCJEsxZ9PP5vPmKw7KnBYJigR44GzsIkrRQ8NGfxOPHj80hTRot7O60OQhq5XLZNmfIyzCnofp0cHBgvweDf1o5Hf4GnAc2DHAbqKK48j6uEdUOiKSxWMzGxJ6fnxvf4T6COBvBXC435tvvOv5NwySRj83PNGLm+w7ikqySxXWWfBB/iPB3/BKUHofDoS3wBCgyJEnWdw2CQDs7O1pcXFS329Xp6amq1aotanzZXQ/qYrFoEqZ2u61EIqHl5WXrweNiJsmkZIwjlWSZMYGO0h9l+sFgoEQioY2NDetLStLa2pry+byR5ubm5sZY8EjIpFE/j/eBSIbblSTLsrk+LKj0YWHOY2QiXQQQdOUEcRjqbm+P0qqbHTLadW5uTgcHB5YtUeLHMAdHNljP3AtK5FRaOGa/37dNDYxvrgnT2jhPrhklZOR1ZKWcBz1bwLHoNRMspYtAXqvVrBxOgJmfnzeGeK/Xsw1LJpPR8fGxdnZ2tL29rUajYTatbiCp1+sqlUpjmw6ecTTfMOyxtuV1BDVaQdKIrAc7nGd7kkjlDrxxPdej0ai1RAjOLmDEk5FzH92KGJtn1znvtiC40oqpVCpjx8EgaTIoA5fkJ2lmX9z1YXifoKROW0Dy5fSHCB/EL8FOnMVtf39/LNPJ5/O2kLO4k8ExgxlLTEljU5TIrLLZrBqNhhm1wJ4lEKJxbrfbqlQqKhQK5rolybywIY+5QRzfbBZkFijMYR4/fqxWq2XSKddVTBotSG4QJ8tHo+sGWrJqF5RRKZ0jMyOrhmTmGn0QEN1j4/PO4k6gRH+LUxtERHdgC5sDyr5k0mF4MZ8dYhfmKjDF9/b2xsrmyOEkmcEI78M1ZhPiuqy5pXTIb2TS6P9pSSwsXMyjf/bs2ViA4XNQ1aHU/vjxY62urqparRrXod1u21jRra0tc8tjsAmcBp5DNlhu4KE0zr+77n4867Ql3Gx41veITYd7DCo92M1yDTAfYoMGuRJJ4OHhofm6w1VA6ncb8Dzz2fHRd8FzM80NjfvmVh6mBfHJ93mfmJ+ftw28z8QfLvwdd4D+FdJaNBq1jIuFCEkOCw/ZNsEG0tbJycWMcDTdmMAsLCyoVquNsWddzW6z2VQsFtOjR4/MXpVdNsxxAjABd29vT+vr6wqCQMViUcVicWzmMppcfNppC+DZDglJGmeHw8Znc9Lv9y2bpFUgjbTjZEnFYlFnZ2fGBXB76bCgCaxcY87RlV9RgiaY4ZrmHofzp9fMv1HJYFIYQQF9rTvylZLtpGUopjxUAY6Pj7W3t2dtFBjN6XRazWbTXOkAxyYoARZ9rgGVlUkTE4I8Y2JdqVY2m1W9Xle5XFa1WrWhO/1+X+vr6+p2u7ZpcYOMy3Ng4XeDOP1hSurcV0rbEOXApIc3ryf4s9liw0fmTzvHZfhTqSG4YjHb7XbHOBTvmoVzTWeBjca0kvo0xjkb78kN0XXvc5+AZEjLwwfxhwd/xx3QY4KRu7CwYGU8ScZqhi3uTj+DUbu1taVGo6H19XXt7u4qlUrp0aNHttitra29lcGyKJFhFgoFRSIXs74hq0myfiQbDVjvb968scBfLpfV7/e1t7dn052ki6yhXC5b7xZ/7cmMmsBDNkp5GD9tPLzZ5EgjzTFBASe7TqdjEiUyTZzRCOxky5Tv3TGrkiyYug5t0nilg4EqOJdB5kKqR3BkKhs9bFjGlIEZc8r1wmGPDRtVl16vZ1Peer2eTaGbNNtwWxWUk3HYk0YLPQMtJu1EJZmlLGQ/F1xX3OGo9tAiIOBiI8zxcGMj4MAdoD1BRsrP5ufnNRgMxmZ/8/2YlIuhonD5BGjVOf75+blJF9mYYZOKtl262BxieQyh1HWbuw1uIvuivTAtiLvMdBduxcF9nw8VxNnYYVjj8fDg77oDynXoddEDE8QTiYQNWXj8+LH1LNfX1837WZIFC5jGv/Irv6J6vT7mz+2C7J3s1i3JZzIZI/ZAenN9oQeDgVKplD755JOxbDEWi1kfX5KxjelxDwYDtdttDQaDsT4fZWuCOIE6mUyaExubCq4LgYSMlilvDAmB6c0GxDVQoVdOIMEcxNVtc96ME6W6QBDjGrDJIYj3ej3zumZoBqQ/d3PDPYPZ7v6cbJAMvdfrqdvtKplMKp/Pa29vz3rek71Ut5xMRu96ohMQ4Ce4JEFAGXlWhjgYDLS+vq7Xr19rc3NTnU5HqVRK+XzesnFXD8+kvMFgYAFn0kUuFotZhgkBzpX9sUGYFsSxW+X+utUFMl02vFwjWkRuOV8aWeHiicB9eF+ZONfH9XgHk/cMuL3/27zPfQEjKMn3wx8qfBB3wEzuw8NDM7twM05IaZLMcITxkPV6Xaurq6rVaioUCmYikclktLKyolKpNBY8XGAVShlykii2tLSkTqdjsi/6yzDRS6WSMpmM9vb21O12zRDGLZPTHy8WiyqXy1pYWNCbN28siwUEK4Kxu7vHzazdbksaBXF62NIoYykWi9rf3x+zPoWxzHCVk5MTLS0tmesYrlxsoNzMFMa+KwciO0eixz3inNFyc50k2fsBrnGhUDCnNjJ0rhtmPwR5Nnls+gi0BDrglqSR4bmZOOfm6q0nF2KXb8Gma2dnx0xeer2eTcErFouq1+v2n5vBQr5cWFhQKpXS/v6+tUxQO7j9bjTdLjkR/ga9cXdD4j4/nAfnxbUkuMP0p6KE1zkzAvgMPIdnZ2c2zvcuQdyt8MwCladpWnaXmQ4m++IfQiM+CZ5tn4k/TPhXx7sWAAAgAElEQVS77oAJZWdnZ+bq5JJo3H7twsKCDWYolUpKpVL2JULutby8bFkzmcmsRQQNKkEIBvfCwoL1mDudjgV5+u/0jOfn580xrlqtWjBF/85GAVcsskcY69JocIO7oXDhutdJGiun81reF5IZwZjfnxwgAWscTbs0amu4m4tMJqPT01PbGEgyQpmksSCOFh39t8v6595BYDw8PFSpVLJ76BLBAJsXt5XAdC3pItDCG3CnSyHJgm0uyTT4mMC4ZjGTAYr+/dLSkvL5vE5PT43kFY/HVa1Wtby8rFKppGKxaJwJriFEzHw+L0m2+cK/HrIi99Ml5eHw57LzCcA8qwR6PiubSJ5d5GVua4TgDzGU8abD4XBMZokqhIoBkjvaDrfFTWVfLvnOxSSpDUwL4h8qCwesCR/6fT1+GPBB3AGubWQfBD9JNtKzWCzaLt2dyOR+gcjWyR7cEvIsMwn6w/V63RYxN+Cl02lb9KgIMIZycXFRvV7PNh8ES+kiAFWrVUkjK9NsNmtl1dPTU71+/dr8u8k43aEeLjBVcc+ZcrqbZTJRCzYx19L1nmaRJ9i4myS3AiLJ/OgJzByv3W6PzYCmZMuCSzvEPResU7EhBfRcJ124lpaWlE6njYcgyUhWHCOTyViZGrg9YbJ7qgCTfXEIYW6AQjrGxDqkaPV63YI2ZMxJMP7TNbtBnkdfHPkaGxr3eruSS7wKCLJkpZAP9/b2tLm5aeNSK5WKVXQmJVlsanBM4x7RDwcQKQ8PD41geBdXstsEV7cKAWYFcSoN32cQZ1IbG1mPhwUfxB1Eo1ElEgnToxKYTk5O1Ol0LCPCCQzmsxs09vb2rBxPHxZNdzKZnDkHmADLYkXGw3Hpsw8GA2N0w0anVIoBiGvKwt8pnS4sLJjpzPHxsTmZNRoNc0vDC36afSV9dQIBGRcaZ7cCkM/nLRi4GwvXexpZFkQ73NkkjQUAnOHocy8uLpp73eTi5bYkuK/uAkzpe1JORAvh+Ph4rL+NkQws7Xg8bu55lMkpU5+enhrbfrIn7J7PtCAujQco5HlUEdxWAZjlGsbrMVdJp9OKRCJqtVqWsfPcsClyj80mAEmdW+7nuTw+Ptb6+rox88vlspaXl+1e0x93j8lmiooERENJY0F8bm7OpuQh0ftQQXzSvY3vzixSnHsPvo8gLuktZYPHw4EP4g6QHcG0hkS2sbFh85oZ4vDy5csx0hvM6263ayU5yqiwrymJTmZ6eE27gzkoSbqGJZQUsaLEAxoCUyqVMvKUpLFMYpJwQxB2taaNRsMC2KQsCszPz5sZhzSye+TzuwSgYrFoIyhnBXGkU24Qd0dZAjYVg8HAzpHy8LQgTjaP0YsLMkK3H8xnIcC5my1sbLFWpa1ANk9miW4c5jds7kmHL1eWRJXA7cFLMoLl5GefBJuIaUNFXAc2fPTZfCaTSQvinMdkkKL6waaVz9fv99VsNm1QSS6X0/Ly8lg5nsA3yQFxDYJowzBsxq2W4MFQLBbt/hDEbxsk3Q3sTcCGlCrNLGY6oCJxXbD38Hgf8EHcAaQaWOmwj/v9vnK5nC0CBLtqtWqLLozb09NTpVIpY2uzyEoyLe9kNu46YSHtITi6Cw9lVXckJ3pwZGlu9j5ZDpTGMz7cuVhsmcPsksemgY2OpLHF3WVxw6xnsArMdHcYCDwBslqsWLFAdXvTrlEJCyWkvMnPSvaGlGxaIKTn65bP6dHH4/ExVzE2ZZTMmXRGvx/9PdnrwcGBDg8P3yonR6PRt8htS0tLNnSG85RkpjRkoVfdCz77JCBCknVzLSBd7u/vW4CeFsTZyKERHw6H2traMvLf8vKyKpXK1OBI33wyO6QqQhmfIA5hU5JZ66I4mLQCvm3G+S6McZ41OCLS7CDOd9x1EvTw+FDwQdxBLBazzFGSla2li8WWEZJIqMj2WKzwtqZfSK948vjoggF9P2m0GPPvkwtHPp+3RRkSUblcNp9xSri0AQDZPQsMWQ4DWpC5YT86rR8OIFJJ49nR5OYhm83aVKnJDYY0KkMyqpKWAz15FwRxrg8ZIi0EF3AIlpeXlc/npwZC/N0ZYsM1YQ43BhoAJ7pUKmUSN9QGxWLReqipVMquIzaj7ucCrizJvY4EKJj409QMLiDxTQZxqjVsMtxsnCrP+fm5ms2mvW7yWcPEiJGnrVbLKkqrq6s2n31aFQCDnGlBHBIfioDT01MrpZ+fn1sZ3R3GwzV6F7e2dwniVNhwl5t2LmDSntYHcY8PCR/EHZANU/JEQ724uKjNzU3t7++rVCqpUqmM9csg4VBSxfoTEhd9aUq7WIdKslL7tCA+bW5yJBJRPp+3iVkYa/BvMHhdlzT3cwLsQJG+IfE6ODgwXfMsuNIvN/jwO66tqLshmBbET05OLMhCEprc/EgyNjQBCDnaLDJPJpNRPp+3zHoSrj0sPWwyUrTKbjaO/CmVSlmgxoKX+d5M2qIKM3n/ZpHbuI4Y1VDivi4L57pMk3q5bQ4Iad1u1yow2NpiBAO3Qxqx4nd2drS3t6dms2k+/rVazTa6vPesID7p7uZeR0yFXPc7SWYby5x6N4Dzvbwt3iWIQ3IdDoczSW3uOcHkv+37eHjcFT6IOyDYQspB9rK7u6vDw0NVq1UVi0Xrl7Hwk4UTwKWRvaR0UZYkSKO9hsxDMGfBdvvlsxYOsttSqTQWoNzS6uTCPjmUAQlXvV5XNBpVs9k0lu2seczT4JbTYYxPGmMwwhKTkMnzgzvgMpBnkeoo+9JHnRageW0ikTAJ2zQwmY4+uzRyaqPE754LbQHMaA4PD01a5sqS4AtMy96mkdskjcnLXKndTTCN3OaOpgyCwJzfKFPTK3dNYCBwrq+va2dnR0dHRyajpAIxuTmZtoFwbVynXXs2sgcHB2P6cGRnTL2TRhUpZHnvUyM+CeasXxfEpVFJ/V3ex8PjLrhTEA+CIB8Ewd8LguDF5f/fSouCIPizQRD8n0EQ/HEQBH8YBMG/dJf3fN+ApEJ2ys9gWmPN6DK5CegsjK6ESpLZYUojhyV+ZzgcWgCTRkH8/Px85o5+cXHRFlcXbjnbZaRLGgugZEEEQcxpsPa8jWnEpA2my1DnnCZJbe5rJZnVLC0I999ccJ3gBSQSiZkbDuRzV2WzuNB1Oh277q5TG/1gPjee4vF43DZflIEp9WNg4w62mTwHd6KZex257mT4N83oXC6CezxpZACCrwAtmGKxqHg8rlarpeFwqG63q42NDdsclctl1et1VatV24S5zHQw+ZxJI9e/WYxp2ie4HEKgo9eOLn9ubs42I3cN4u+SHbu+ETcJ4pLPwj0+PO6aif+2pN8Pw/C5pN+//PskDiT9a2EY/kzSX5b0XwRBkL3j+743kFF1u10L3rVabWzBTSaTFrzpnaJlda1TJxc39/cxxyAosDjRY2eoyDQEQaCVlZUxSY40rll1AzqMdrcfLo0WnpWVFS0uLqrdbiubzU79zLMwubC6mVkikVC9Xh8ruU4GAMhlEN+QbU3LZuLxuOmL6T/PWjQjkYjK5fJb12jyeqVSKRt36Qadubk5I3+xUVlaWlI2m1UymTQegRvEJdkgimq1qnQ6PbVfP6ucPj8/b2YyN83COebk8SZHU05m47FYTJVKRXt7e9rZ2bEBMQxVwZN7fn5+zIjmJpO82CTOCuJwJPr9vunDYcrjrcD9ccvpd/FNf5ffY9MuXe25Lo0qRz6Ie3xo3DWI/4ak37388+9K+iuTLwjD8KswDF9c/nlT0o6k0h3f970hm81a6bBeryuXy1mpj8WXEi7MdbIH5Fn00ySNZUcA8tvu7q4db3IC0XVSlVllu2kM9cmeICxxFuBMJqNSqaRIJKJKpWKvuQkm+5SLi4uWvbjvOYvhi+yKsnev15vZj6fHCtHoKvIduG5RhV8w6SEvyYhVTGKLx+PK5XImz3IrAZAZaZNImsnOlmR9fUCQhOV+X0HcfabIxulDf/LJJ6rX6+ZBQIXABZ77fL5ZLZFJJQQa8GlVHSpAVDmwXU2n02P3FLWGNJKJ3TYTn9bGuSncqXQ+E/f4oeKuQbwShiG+nduSKle9OAiCPy9pUdI3d3zf9wasLD/99NMxkw130Y1EImaisb+/b31Rd+CF6/88DQQCV0s7jQR0W7iDNiSNOU/xM3TBLNhk9oVCQfV6XdKoV38dJrMj3mNyE8BnmuY9fXJyokKhYI5ns0rk2H7St78qiLsmNFeBueLTNg8EbncoSiqVsn5uJpMZez12sWSi0tv31PUSh1MhjcrpyOJu09Jw5Xpg2nzpIAiUTqc1HA6tAvT8+XOtrq7a87i+vj42/pZrjnEM18U9n6uUELO8BpaWlrS/v2/DTxYWFqzl5B57smpx2yD+rtpykEqlbOLdVeBZmcXR8PB4X7h2pQiC4O8HQfD/TfnvN9zXhRfftpl12CAIapL+e0n/ehiG5zNe81tBEPw8CIKfN5vNW57K/aBSqeizzz4b+9ITLGCfwlinZ47cijGabhmRRXoSS0tLpkNloeN3ZsnLboJIJGIe6GTl0zLxyYBFNp7L5RSNRqdOzJqE67rlvr80npnx92nnQ+aOWQ1+49NAtks5+CoCHhuq6xZvnPV6vd7U1zJ/G+a5JNOATzLjKanv7++/Vc52gV5c0thcb1ofN2GlT2KS3IZb32QQxeO/2+1ayyeRSGh5ednc1iC3YeYiXVSoppWMp7HjCeJXBVym8/FsFovFtzYuvI9rZvMhNOIu4vG4VaeuQhAEqlQqN6oOeXjcJ659ssMw/PVZ/xYEQSMIgloYhluXQXpnxuvSkv4XSX89DMP/64r3+h1JvyNJn3/++c0bs+8ZaGgn2cj9ft/mN0uyfrg0WjRmBXEcpFx7TzeI35ZgBqYx1N2saJodJr/36NEjK1d3Op1riUQuM909B9eRjPMhWFz1ed1NxqyRrTC/XUnbNAwGA5vgdRXQIzOhbDKAkoVB+JJk8j4+C2CTAUeCzzntnDmGe97Mk3+XbA7FBNLEydnmABOeTqdjmzxMXRYXL2bOIz3rdDrq9/tGPpu1uYxEImOqillGLy5SqZS1cFKp1NT7zXXBwlb68EHcw+OHjruW039P0m9e/vk3Jf2dyRcEQbAo6X+W9N+FYfi37/h+3xuYic1ChkwHhjiyGhZ62LWzyunD4dDKppML1F2sG6cx1F152TRLU8D7u0YXV2FWqXKaRn3WObnld5j/s94XxvfksI5pn+vg4GCmdezk+2Pec3R0NDbABBDk0eDjmT8t8MBgZwzprJ6wNOqLQzw8OjoyJ7nbYrIv7rLdJ0E2zlS7yc1INBpVpVJRrVazitPr16/VbDanasLhNVABYgNxVcCFAwHPYBrc78NdM3HvK+7xY8Vdg/jfkPSXgiB4IenXL/+uIAg+D4Lgb16+5l+U9GuS/moQBH9w+d+fveP7fnDEYrGxjGBxcdEsRSWN9cMBRKBpGA6HRiiCDMVCcxUz/Tq4mTD+4MjepFGwvOr4101cA7P6vpOl3atsK91+LoYih4eHM6+bO61sFvb29qZmytMAaxvNfbvdfitQ4dDGrGhMfaadDxn4wcHBtQ5fOK2dn5/b7O/bENqmHdN1tJv1/nNzc9Ybn2a3CtxgPj8/r06no263q9evX2tra0udTkfD4XCMvMh9uy4TX1paUi6X0+rq6szNxmQ5fdam6CrMmgPu4fFjwZ1qTGEYtiT9xSk//7mkf/Pyz39L0t+6y/v8EEBwxppzkuRD5jVJ+pmWiZN1keHt7+8rl8tZ0L0uyF4HMmE3iLmZ+E3MXBKJhI0+nbUAzspyOA+kPTfxnqa8nMvlxgiDkyDgz+o9wia/CRkJFAoF20A0Gg01m03VarUx4h+zxmFqLy0tTS3RMjwD29FpgDMBCe7k5ET7+/t36qm68kLpap8B6aK6wHjd664TQ2For8Dn6Pf7Ns603W6bDI9M/KqAOzc3p5/97GdXvi9Vl2mjSm+K72uqmIfHh4J3bLsh3L649Lak5PDw0EaXur8zLaNErhaPx23m8+HhoRGMIMe9KyYZ6tIosE4jtU0D41ivysYp2U7TQkujrJC+76xF3dVO42k+bWSrNGJDz9qIMDrzJlk4yGazxlAvFos6Pj5Wp9MZew0DOthsYNE7DVf1w4F7D/b393V0dHSrzzzrmDcpp0ujbFy6nkDJcxyGodLptNmvPnr0SJVKxbTdu7u7Ntf+vkZjwo6H9Hdb+CDu8WOHD+K3QCwWsyAei8VUKpXM1Wladkj2MmmewixwJnAFQWAldYL+XTNxmOMsYCyE+GTf5FwZ8jELs4hvkwz162wrXee2SCRiZjrTtOrpdNp8tadhMBiYtvmmWFxctElkBKp+vz927mSgBAVGak4DZLqrghgM9TAM1W63zeP8LiCIT1MNTANthOueh2kSQklGwsvlclpZWVGlUrGgfl1P/KbAf//s7GxqP/4q3FRm6OHxMcMH8VsAy0x3jGQQBDPJYrO04pDagiAwYw8CyHWl55tgkqHOZ7mK1DYJjC6uIrfNGkgxqVu+aRDn/1xX1zgFoAyYhpOTE/O7v20PNJPJaHFxUa1Wy/68u7s7du8ymYwZ9VxV9ma4ylX9bXgHVGFcHfa7gooG1/26/vFNTWXce3yVQ97Z2Zni8bg9X/cVxMMwHGsV3BSeme7xEOCD+C0wqRcHs4LjNK045B83U3Qnm5Hp3YWI42bCBIe5uTkdHR1ZgL0JmMTmyodcXCVBczXq17HtKZlyTcjwZpXUZ2EwGFj/+rbAT/zs7EydTkelUsn8vN1zovR+Xe86n89fWQ1wnxXmft8VbIKoILyLRHEaeF6mTdVz3xuG+rvO/Z713lxv5JE3hQ/iHg8BPojfAgSbySCO3/csswo3m2OBdRf4WCym+fl58wS/66LjZsKZTEYrKyuSRpPLborrpGZXlSpxYpucaDYL9Xp9jMi2tLSks7Ozt671LOBFn0gk3jl4UFbf29vT6empWbK6I0npzd7V1GNynOtd++HS2yMx70tW5bZkZm0uJ7367+v9XTUCo0FvCh/EPR4CfBC/Jdy+uCRjzs4yJ5HGM/HhcPgWKYqy5k3HHt4Ek1ptyqy3CeL4k09bOOn1X5WJu8S4255TIpHQ3NzcjbNxXNLuGgyz2awikYharZaWlpaUSCRsQIp0UXVhM3dXLC4uKhqNqlAo3IhseB1QNVA5ua9MHOe3m7REXN/0+4AbxFEx3BSu/auHx48VPojfEpN68avIYjC3CeJhGOrw8HBqmZXJZnfRiLsgE4ZUNzm57KZgxOYky/66bIv32d/fnzlX+iq4xi83marW7/dt3vddQFn99PRUnU7HSFrNZtM2JXdVDwA4Fu7AnLvCZfrfVxCXRoOBZoEsHfOa+zof9zjJZPJGdsDAM9M9HgJ8EL8lJvvi/P+qoR0EPFdaNgnXdOO+MnG02tJI7nWbTFyaXVK/brAE53CXTUkymbRhI1fh6OhIx8fH91KSli6uUTqd1mAw0MnJiYrFok5OTtRut804574ycXBfAdc95n26lGUymWsZ/1R/7jOIuyV8nodZHI1J+CDu8RDgg/gtMdkXv6686mrFkZbNyhaRGN1XJi7prTLwbRdXJrZNljGvs7N0y6/vej5Mg5vGUneBT/q7up1NQy6Xs3GxsVhMmUzGgvp9ldPdDdV9ZuLgPjPxm773fWfi0sj0xXXDuwl8EPd4CPBB/B2Aj7o0MnmZBTcTHw6HisViM8lB6XRa1Wr1XhaeSa0240ffBYlEwiaugZuQl+6jsgBXYJbRBxPGsEa9L0yW1bPZrBYXF3V2djaVxPgucNsM9x3EP3QAl0Yys1nSw3cFm8+rOBqTgCXvg7jHjx0+iL8DYrGYzs7OLLhc1YcliDPX+6qS5FVZ+m3hjohk5ONtS+kgkUi85d5GtnWVFI6ActcgHobhzOzrNj7pt0UsFlMqlVK/39fx8bHK5bKi0ei9Zvz3qamWRsqE72Pgh3uf77uUz6zxeDw+Nr51Fu46R9zD42OBD+LvAAJtt9uVdHWfmcWM6VjvMmbyXUGP8jYmL9MA8coNpDcpmcbjcRvP+a6YnN0+icFgcC9GKbPgltXn5+eVTqfv9b0SiYSi0ei9Zs4c80PjffXjsSfmz9L1JXUqUD6Ie/zY4YP4O4BMB/OUq8rULCJ7e3tmIfmhAEN90u/9XRCPx803XJrt1uYiGo2qXq/fOUAtLS3p6OjoLYb8wcHBrX3Sb4u5uTkVCoWxGev3GRiSyaRqtdq9HU+6MJopFov3esybwCWhva9KwE0n7HmNuMdDgQ/i7wiy8esyHne86IfMwqVReXN/f99c294VeMST1X/IfiPl68lsfDAYaH5+3rzK3xfi8biV1cMw9IHhCrBRfJ/l/MkN5TSgEfdzxD1+7PBB/B1x0yDuLvgfOoizoN6lHw4g5KHbvm8G8lXAq9xlqZ+enmo4HCqVSn2QWdG5XM7O1wfx2WDj+L6DOJ4Ls+CZ6R4PBT6IvyMSiYQikci1WSDZwH2S1m4Kt7x5V0cwmMEHBwf3aqt5UzDZjEoAHIP3WUp3MTc3p2KxqEgkci/uaj9WJBIJm4D3vsDwoKtK6j6IezwU+Kf8HTE/P2+e5NcBT+sPLftxGer3QXRKJBJqtVqWAX3IRdId2bq4uKjBYKClpaUPupGIx+M3vucPFYlE4r23N9gQXxfEvw9yn4fHh4YP4h8ApVLpg5R8pwGG+n1kj7QDyII/ZACdm5tTIpGw/v59+KR7fLyIx+Nqt9tTZw2cn5/r/PzcZ+IeDwK+nP4BgFHF94FMJqNCoXAvm4iFhQUtLi5aSftDk4aYbNbpdBSJRD54e8LjhwOy/WnZuGemezwk+CD+I8fi4qJpbO8DLJ7fB/M3Ho9rbm7u3uZve3y8QK55VRD/kHJOD4/vCz6Ie9wKBPHvQ7oTBIHZq96na5rHx4lpdsCSz8Q9HhZ8EPe4FTDb+L70t7lcTisrK99be8Ljh4NZUrPT01MbA+zh8WOH36p63BrFYvF7I+p5Aw8PgF3tcDgcY8R7eZnHQ4LfqnrcGrFYzMt3PL53BEGgeDz+lo+6D+IeDwk+iHt4eHy0iMfjOjs70/Hxsf2Mme8eHg8BPoh7eHh8tJicanZ2dub97T0eFHwQ9/Dw+GgxPz+vaDRqUjPPTPd4aPBB3MPD46NGPB7X0dGRzs7OfBD3eHDwQdzDw+OjBiX14XDog7jHg4N/0j08PD5qRKNRzc/Pazgcmj7ca8Q9Hgr8k+7h4fHRIx6PWybus3CPhwQfxD08PD56xONxnZ+f6/Dw0AdxjwcFH8Q9PDw+esTjcQVB4OVlHg8OPoh7eHh89JibmzMXQT+9zOMh4U5BPAiCfBAEfy8IgheX/89d8dp0EATrQRD8V3d5Tw8PD49pwD/dZ+IeDwl3zcR/W9Lvh2H4XNLvX/59Fv5jSf/HHd/Pw8PDYyqWlpaUTCa9r7/Hg8Jdg/hvSPrdyz//rqS/Mu1FQRD8k5Iqkv63O76fh4eHx1TMz8+rWCx6eZnHg8Jdn/ZKGIZbl3/e1kWgHkMQBHOS/jNJ/94d38vDw8PDw8PDwbXNoyAI/r6k6pR/+uvuX8IwDIMgCKe87q9J+rthGK5fN4M6CILfkvRbkrS6unrdR/Pw8PDw8HjQuDaIh2H467P+LQiCRhAEtTAMt4IgqEnamfKyX5X0TwVB8NckJSUtBkGwF4bhW/3zMAx/R9LvSNLnn38+bUPg4eHh4eHhcYm70jh/T9JvSvobl///O5MvCMPwX+XPQRD8VUmfTwvgHh4eHh4eHrfDXXvif0PSXwqC4IWkX7/8u4Ig+DwIgr951w/n4eHh4eHhMRtBGP4wq9aff/55+POf//z7/hgeHh4eHh4fDEEQ/L9hGH5+09d7LYaHh4eHh8dHCh/EPTw8PDw8PlL4IO7h4eHh4fGRwgdxDw8PDw+PjxQ+iHt4eHh4eHyk8EHcw8PDw8PjI4UP4h4eHh4eHh8pfrA68SAImpJe3fNhi5J27/mY3yf8+fyw4c/nhw1/Pj9sPNTzWQvDsHTTg/5gg/j7QBAEP7+NiP6HDn8+P2z48/lhw5/PDxv+fG4GX0738PDw8PD4SOGDuIeHh4eHx0eKhxbEf+f7/gD3DH8+P2z48/lhw5/PDxv+fG6AB9UT9/Dw8PDw+DHhoWXiHh4eHh4ePxo8iCAeBMFfDoLgyyAIvg6C4Le/788zC0EQPAqC4H8PguCLIAj+OAiCf/vy5/9hEAQbQRD8weV//6zzO//+5Xl9GQTBP+38/AdxzkEQvAyC4I8uP/fPL3+WD4Lg7wVB8OLy/7nLnwdBEPyXl5/5D4Mg+Cec4/zm5etfBEHwm9/TuXzi3IM/CIKgHwTBv/Mx3Z8gCP7bIAh2gv+/vbONlauqwvDzprWVQIHyEdIU9BYDMdVEWsGU2DZESaUEKYKRKglqTRQiGjWGNDYx/gSJJiYaG40GMBUqYPX+UQpGPsT0I1xvS7EIbSWRelsMRT7EINTlj72unjuZmUqYO2fO3PdJJrPPOnvvWeusffY6Z589Z0t7KrKe+UPSe9Pf+7KsarDnFklPpM5bJJ2c8hFJ/6z4aeOx9O50bPpsT8/al6RFkranfLOkOTXYs7liy9OSxlPeBP906qPrO4ciYqg/wCxgP3A2MAfYBSyuW68Oui4AlmZ6HvAksBj4BvDVNvkXpz1zgUVp56xBshl4GjitRfZNYH2m1wM3Z/pS4FeAgGXA9pSfAhzI7/mZnj8A7eoQ8PYm+QdYCSwF9kyHP4AdmVdZdnUN9qwCZmf65oo9I9V8LfW01bvTsemzPT1rX8DPgLWZ3ghc3297WvZ/C/h6g/zTqY+u7RyaCXfi7wP2RcSBiPgXcCewpmad2hIRExExlumXgL3Awi5F1gB3RsSrEfFnYB/F3kG3eQ1wW6ZvA66oyG+PwjbgZEkLgDCXplYAAAV1SURBVA8B90XEkYh4HrgPuKTfSrfwQWB/RHR7IdHA+SciHgKOtNHzTfsj950YEdui9Ea3V+rqmz0RsTUiXs/NbcCZ3eo4ht6djs200ME/nXhD7Svv6D4A3J3la7Un9fkYcEe3OgbMP5366NrOoZkQxBcCf6lsP0P3wDgQSBoBlgDbU3RDDsf8uDJk1Mm2QbI5gK2SHpX02ZSdERETmT4EnJHpJtgzyVqmdj5N9Q/0zh8LM90qr5N1lLuZSRZJ+oOkByWtSFk3vTsdm37Ti/Z1KvD3ygVO3f5ZARyOiKcqssb4p6WPru0cmglBvHFIOgG4B/hSRLwIfB94B3AeMEEZgmoKyyNiKbAa+LykldWdebXZqL9I5HPEy4G7UtRk/0yhif7ohKQNwOvAphRNAG+LiCXAV4CfSjrx/62vxmMzNO2rhY8z9UK4Mf5p00fXogfMjCB+EDirsn1mygYSSW+hNI5NEfFzgIg4HBFHI+LfwA8pw2XQ2baBsTkiDub3s8AWiu6Hc9hocqjs2cw+8PYkq4GxiDgMzfZP0it/HGTq0HVtdkn6FHAZcE12quSw83OZfpTy3Phcuuvd6dj0jR62r+cow7mzW+R9J3W4Etg8KWuKf9r10V30mPZzaCYE8Z3AOTkrcw5lGHS0Zp3aks+IfgTsjYhvV+QLKtk+AkzO9BwF1kqaK2kRcA5lUsRA2CzpeEnzJtOUCUd7UpfJ2ZifBH6Z6VHg2pzRuQx4IYeo7gVWSZqfQ4mrUlYXU+4gmuqfCj3xR+57UdKybMvXVurqG5IuAW4ELo+IVyry0yXNyvTZFH8cOIbenY5N3+hV+8qLmd8CH83ytdiTXAw8ERH/HTpugn869dFd9Jj+c6jbrLdh+VBmCD5JubLbULc+XfRcThmG2Q2M5+dS4CfAYykfBRZUymxIu/5EZRbjINhMmR27Kz+PT+pBeTb3G+Ap4H7glJQL+F7q/BhwfqWudZSJO/uAT9foo+MpdzQnVWSN8Q/l4mMCeI3yvO0zvfQHcD4lyOwHvku+UKrP9uyjPG+cPIc2Zt6rsh2OA2PAh4+ld6dj02d7eta+8pzckcfoLmBuv+1J+a3AdS15m+CfTn10beeQ39hmjDHGNJSZMJxujDHGDCUO4sYYY0xDcRA3xhhjGoqDuDHGGNNQHMSNMcaYhuIgbswQIOn3+T0i6RM9rvtr7X7LGFM//ouZMUOEpIsoK15d9gbKzI7/vU+73f6XI+KEXuhnjOktvhM3ZgiQ9HImbwJWqKzH/GVJs1TW196ZC2h8LvNfJOlhSaPAH1P2C5WFah5XLlYj6SbguKxvU/W38i1Ut0jao7L+8dWVuh+QdLfKut6b8u1TxpgeM/vYWYwxDWI9lTvxDMYvRMQFkuYCj0jamnmXAu+OsowlwLqIOCLpOGCnpHsiYr2kGyLivDa/dSVlUY73AKdlmYdy3xLgXcBfgUeA9wO/6725xsxsfCduzHCzivLu5nHKkomnUt5JDbCjEsABvihpF2UN7rMq+TqxHLgjyuIch4EHgQsqdT8TZdGOcWCkJ9YYY6bgO3FjhhsBX4iIKQvG5LPzf7RsXwxcGBGvSHoAeOub+N1XK+mjuK8xZlrwnbgxw8VLwLzK9r3A9bl8IpLOzRXlWjkJeD4D+DuBZZV9r02Wb+Fh4Op87n46sJKyuIYxpk/46tiY4WI3cDSHxW8FvkMZyh7LyWV/A65oU+7XwHWS9lJWxNpW2fcDYLeksYi4piLfAlxIWaUugBsj4lBeBBhj+oD/YmaMMcY0FA+nG2OMMQ3FQdwYY4xpKA7ixhhjTENxEDfGGGMaioO4McYY01AcxI0xxpiG4iBujDHGNBQHcWOMMaah/AcBsiICzcMsvwAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " df['tau'] = df.apply(calc_tau, axis=1)\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].tau.plot(ax=ax, color='#00000020', \n",
+ "# ylim=test_ylim, \n",
+ " figsize=(8,6))\n",
+ " fig.savefig(f + '.tau.png')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.7"
+ "version": "3.6.8"
}
},
"nbformat": 4,
-worker,iteration,fitness,plain_alphabet,cipher_alphabet
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projects / cipher-tools.git / commitdiff
