"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.4.5"
+ "version": "3.6.7"
}
},
"nbformat": 4,
from support.language_models import *
from logger import logger
+import logging
+# logger.setLevel(logging.DEBUG)
class KeywordWrapAlphabet(Enum):
max_iterations=20000,
plain_alphabet=None,
cipher_alphabet=None,
- fitness=Ptrigrams, chunksize=1):
+ swap_index_finder=None,
+ fitness=Pletters, chunksize=1):
return simulated_annealing_break(message,
workers=1,
initial_temperature=0,
max_iterations=max_iterations,
plain_alphabet=plain_alphabet,
cipher_alphabet=cipher_alphabet,
+ swap_index_finder=swap_index_finder,
fitness=fitness, chunksize=chunksize)
max_iterations=20000,
plain_alphabet=None,
cipher_alphabet=None,
- fitness=Ptrigrams, chunksize=1):
+ swap_index_finder=None,
+ fitness=Pletters, chunksize=1):
return simulated_annealing_break(message,
workers=workers,
initial_temperature=0,
max_iterations=max_iterations,
plain_alphabet=plain_alphabet,
cipher_alphabet=cipher_alphabet,
+ swap_index_finder=swap_index_finder,
fitness=fitness, chunksize=chunksize)
+def gaussian_swap_index(a):
+ return (a + int(random.gauss(0, 4))) % 26
+
+def uniform_swap_index(a):
+ return random.randrange(26)
+
def simulated_annealing_break(message, workers=10,
initial_temperature=200,
max_iterations=20000,
plain_alphabet=None,
cipher_alphabet=None,
+ swap_index_finder=None,
fitness=Ptrigrams, chunksize=1):
worker_args = []
ciphertext = sanitise(message)
# random.shuffle(cipher_alphabet)
# cipher_alphabet = cat(cipher_alphabet)
worker_args.append((ciphertext, used_plain_alphabet, used_cipher_alphabet,
- initial_temperature, max_iterations, fitness))
+ swap_index_finder,
+ initial_temperature, max_iterations, fitness,
+ i))
with multiprocessing.Pool() as pool:
breaks = pool.starmap(simulated_annealing_break_worker,
worker_args, chunksize)
def simulated_annealing_break_worker(message, plain_alphabet, cipher_alphabet,
- t0, max_iterations, fitness):
+ swap_index_finder,
+ t0, max_iterations, fitness,
+ logID):
def swap(letters, i, j):
if i > j:
i, j = j, i
# print('starting for', max_iterations)
for i in range(max_iterations):
swap_a = random.randrange(26)
- swap_b = (swap_a + int(random.gauss(0, 4))) % 26
+ # swap_b = (swap_a + int(random.gauss(0, 4))) % 26
+ swap_b = swap_index_finder(swap_a)
alphabet = swap(current_alphabet, swap_a, swap_b)
cipher_translation = ''.maketrans(alphabet, plain_alphabet)
plaintext = message.translate(cipher_translation)
best_fitness = current_fitness
best_plaintext = plaintext
if i % 500 == 0:
- logger.debug('Simulated annealing: iteration {}, temperature {}, '
- 'current alphabet {}, current_fitness {}, '
- 'best_plaintext {}'.format(i, temperature, current_alphabet,
+ logger.debug('Simulated annealing worker {}: iteration {}, temperature {}, '
+ 'current alphabet {}, plain alphabet {}, current_fitness {}, '
+ 'best_plaintext {}'.format(logID, i, temperature, current_alphabet, plain_alphabet,
current_fitness, plaintext[:50]))
temperature = max(temperature - dt, 0.001)
return best_alphabet, best_fitness # current_alphabet, current_fitness
if __name__ == "__main__":
- import doctest
\ No newline at end of file
+ import doctest
--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import string\n",
+ "import random\n",
+ "import itertools\n",
+ "from cipher.keyword_cipher import *\n",
+ "from support.utilities import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'gpavtdyzocqnrsujmxikwbehlf'"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pt = \"catch the cat\"\n",
+ "\n",
+ "ca = list(string.ascii_lowercase)\n",
+ "random.shuffle(ca)\n",
+ "ca = cat(ca)\n",
+ "ca"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'agkaz kzt agk'"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ct = keyword_encipher(pt, ca)\n",
+ "ct"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def show_mapping_alpha(c_a, p_a=string.ascii_lowercase, letters=string.ascii_lowercase):\n",
+ " mapping = {p: c for (p, c) in zip(p_a, c_a) if p in letters}\n",
+ " return show_mapping(mapping)\n",
+ "\n",
+ "def show_mapping(mapping):\n",
+ " retval = '| plaintext letter | ' + ' | '.join(l for l in sorted(mapping)) + ' |\\n'\n",
+ " retval += '|-------------------|---|---|---|---|---|\\n'\n",
+ " retval += '| ciphertext letter | ' + ' | '.join(mapping[l] for l in sorted(mapping)) + ' |\\n'\n",
+ " return retval"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | g | a | t | z | k |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping_alpha(ca, letters=sanitise(pt)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "({'a': 'g', 'c': 'a', 'e': 't', 'h': 'z', 't': 'k'},\n",
+ " {'g': 'a', 'a': 'c', 't': 'e', 'z': 'h', 'k': 't'})"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "m0 = {p: c for (p, c) in zip(string.ascii_letters, ca) if p in pt}\n",
+ "im0 = {c: p for (p, c) in zip(string.ascii_letters, ca) if p in pt}\n",
+ "m0, im0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| a | c | e | h | t |\n",
+ "| g | a | t | z | k |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping(m0))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def apply_inverse_map(ciphertext, mapping):\n",
+ " plaintext = cat(mapping[l] if l in mapping else l for l in ciphertext)\n",
+ " return plaintext, Pbigrams(sanitise(plaintext))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def swap(letters, i, j):\n",
+ " if i > j:\n",
+ " i, j = j, i\n",
+ " if i == j:\n",
+ " return letters\n",
+ " else:\n",
+ " return (letters[:i] + letters[j] + letters[i+1:j] + letters[i] +\n",
+ " letters[j+1:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def map_swap(mapping):\n",
+ " keys = sorted(mapping)\n",
+ " values = cat(mapping[l] for l in keys)\n",
+ " n = len(keys)\n",
+ " swapped_values = swap(values, random.randrange(n), random.randrange(n))\n",
+ " return {k: sv for (k, sv) in zip(keys, swapped_values)}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im1 = map_swap(im0)\n",
+ "im2 = map_swap(im1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('aceah eht ace', -24.470656262279007)"
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, im2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('actah the act', -23.337953804339712)"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, im1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('catch the cat', -22.142275954584633)"
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, im0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "({'g': 'a', 'a': 'c', 't': 'e', 'z': 'h', 'k': 't'},\n",
+ " {'a': 'a', 'g': 'c', 'k': 't', 't': 'e', 'z': 'h'},\n",
+ " {'a': 'a', 'g': 'c', 'k': 'e', 't': 't', 'z': 'h'})"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im0, im1, im2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "m1 = {im1[l]: l for l in im1}\n",
+ "m2 = {im2[l]: l for l in im2}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | g | a | t | z | k |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping(m0))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | a | g | t | z | k |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping(m1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | a | g | k | z | t |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping(m2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('hceha eat hce', -26.41716766077668)"
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im3 = map_swap(im2)\n",
+ "apply_inverse_map(ct, im3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "m3 = {im3[l]: l for l in im3}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | z | g | k | a | t |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(show_mapping(m3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def all_swaps(mapping):\n",
+ " keys = sorted(mapping)\n",
+ " values = cat(mapping[l] for l in keys)\n",
+ " n = len(keys)\n",
+ " swapped_values = [swap(values, i, j) for i in range(n) for j in range(n) if i < j]\n",
+ " return [{k: sv for (k, sv) in zip(keys, svs)} for svs in swapped_values]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "({'g': 'a', 'a': 'c', 't': 'e', 'z': 'h', 'k': 't'},\n",
+ " [('actah the act', -23.337953804339712),\n",
+ " ('tacth che tac', -22.992889593694795),\n",
+ " ('eateh thc eat', -23.337174988961543),\n",
+ " ('hathc tce hat', -24.20565798548872),\n",
+ " ('ctach ahe cta', -23.361982341471602),\n",
+ " ('cetch tha cet', -23.152196785128968),\n",
+ " ('chtca tae cht', -25.47053856384374),\n",
+ " ('caech eht cae', -27.119008761052356),\n",
+ " ('cahct hte cah', -25.96020844569102),\n",
+ " ('catce teh cat', -24.369461369323975)])"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im0, [apply_inverse_map(ct, tim) for tim in all_swaps(im0)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "({'a': 'a', 'g': 'c', 'k': 'e', 't': 't', 'z': 'h'},\n",
+ " [('caech eht cae', -27.119008761052356),\n",
+ " ('ecaeh aht eca', -26.10317913928645),\n",
+ " ('tceth eha tce', -23.289877585658743),\n",
+ " ('hceha eat hce', -26.41716766077668),\n",
+ " ('aecah cht aec', -28.466074945814817),\n",
+ " ('ateah ehc ate', -23.89678491033435),\n",
+ " ('aheac ect ahe', -23.82052347276842),\n",
+ " ('actah the act', -23.337953804339712),\n",
+ " ('achae het ach', -24.4061387567535),\n",
+ " ('aceat eth ace', -21.139211036323402)])"
+ ]
+ },
+ "execution_count": 118,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im2, [apply_inverse_map(ct, tim) for tim in all_swaps(im2)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def all_swaps_worse(mapping):\n",
+ " _, score0 = apply_inverse_map(ct, mapping)\n",
+ " swapped_mappings = all_swaps(mapping)\n",
+ " scores = [apply_inverse_map(ct, m)[1] for m in swapped_mappings]\n",
+ " better_scores = [s for s in scores if s > score0]\n",
+ " return better_scores == []"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "False"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_swaps_worse(im3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def make_map(als, bls):\n",
+ " return {a: b for (a, b) in zip(als, bls)}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('aceht', 'agktz')"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ptls = cat(sorted(deduplicate(sanitise(pt))))\n",
+ "ctls = cat(sorted(deduplicate(sanitise(ct))))\n",
+ "ptls, ctls"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(120,\n",
+ " [{'a': 'a', 'g': 'c', 'k': 'e', 't': 'h', 'z': 't'},\n",
+ " {'a': 'a', 'g': 'c', 'k': 'e', 'z': 'h', 't': 't'},\n",
+ " {'a': 'a', 'g': 'c', 't': 'e', 'k': 'h', 'z': 't'},\n",
+ " {'a': 'a', 'g': 'c', 't': 'e', 'z': 'h', 'k': 't'},\n",
+ " {'a': 'a', 'g': 'c', 'z': 'e', 'k': 'h', 't': 't'}])"
+ ]
+ },
+ "execution_count": 132,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_maps = [make_map(c, ptls) for c in itertools.permutations(ctls)]\n",
+ "len(all_maps), all_maps[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[{'a': 'a', 'z': 'c', 'k': 'e', 't': 'h', 'g': 't'},\n",
+ " {'g': 'a', 't': 'c', 'z': 'e', 'a': 'h', 'k': 't'},\n",
+ " {'g': 'a', 'z': 'c', 'a': 'e', 't': 'h', 'k': 't'},\n",
+ " {'t': 'a', 'k': 'c', 'g': 'e', 'z': 'h', 'a': 't'},\n",
+ " {'t': 'a', 'z': 'c', 'k': 'e', 'g': 'h', 'a': 't'},\n",
+ " {'z': 'a', 't': 'c', 'a': 'e', 'k': 'h', 'g': 't'}]"
+ ]
+ },
+ "execution_count": 138,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "local_optima = [m for m in all_maps if all_swaps_worse(m) if m != im0]\n",
+ "local_optima"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(('tecth cha tec', -22.37718617528681),\n",
+ " [('etceh cha etc', -27.45222919076422),\n",
+ " ('cetch tha cet', -23.152196785128968),\n",
+ " ('aecah cht aec', -28.466074945814817),\n",
+ " ('hecht cta hec', -24.0528877258752),\n",
+ " ('tceth eha tce', -23.289877585658743),\n",
+ " ('tacth che tac', -22.992889593694795),\n",
+ " ('thcte cea thc', -23.37530629522044),\n",
+ " ('teath ahc tea', -23.192822966291835),\n",
+ " ('tehtc hca teh', -25.824045558109102),\n",
+ " ('tecta cah tec', -23.630623398955464)])"
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, local_optima[3]), [apply_inverse_map(ct, tim) for tim in all_swaps(local_optima[3])]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(('ethea hac eth', -21.831799648932474),\n",
+ " [('tehta hac teh', -25.2630658238322),\n",
+ " ('hteha eac hte', -25.12161519433393),\n",
+ " ('cthca hae cth', -25.56645047924706),\n",
+ " ('athae hec ath', -22.523920547555058),\n",
+ " ('ehtea tac eht', -24.414224893001006),\n",
+ " ('echea hat ech', -22.34614937355321),\n",
+ " ('eahet htc eah', -24.64789885786501),\n",
+ " ('etcea cah etc', -24.40643936994998),\n",
+ " ('etaeh ahc eta', -27.042650227267693),\n",
+ " ('ethec hca eth', -23.70218668022281)])"
+ ]
+ },
+ "execution_count": 145,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, local_optima[5]), [apply_inverse_map(ct, tim) for tim in all_swaps(local_optima[5])]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('catch the cat', -22.142275954584633)"
+ ]
+ },
+ "execution_count": 140,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "apply_inverse_map(ct, im0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'t': 'a', 'k': 'c', 'g': 'e', 'z': 'h', 'a': 't'}"
+ ]
+ },
+ "execution_count": 146,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "local_optima[3]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 147,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| plaintext letter | a | c | e | h | t |\n",
+ "|-------------------|---|---|---|---|---|\n",
+ "| ciphertext letter | t | k | g | z | a |\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "l3 = {local_optima[3][l]: l for l in local_optima[3]}\n",
+ "print(show_mapping(l3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 150,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'etoainhsrdlumwycfgpbvkxjqz'"
+ ]
+ },
+ "execution_count": 150,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cat(p[0] for p in english_counts.most_common())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os,sys,inspect\n",
+ "currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))\n",
+ "parentdir = os.path.dirname(currentdir)\n",
+ "sys.path.insert(0,parentdir) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from cipher.caesar import *\n",
+ "from cipher.affine import *\n",
+ "from cipher.keyword_cipher import *\n",
+ "from cipher.vigenere import *\n",
+ "from cipher.playfair import *\n",
+ "from cipher.column_transposition import *\n",
+ "from support.text_prettify import *\n",
+ "from support.plot_frequency_histogram import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# import logger as myl\n",
+ "# import logging\n",
+ "# myl.logger.setLevel(logging.DEBUG)\n",
+ "# mylg = logging.getLogger('cipherbreak')\n",
+ "import logging\n",
+ "from logger import logger\n",
+ "\n",
+ "import re\n",
+ "from datetime import datetime\n",
+ "import pandas as pd\n",
+ "import csv\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline\n",
+ "\n",
+ "from scipy.stats import kendalltau"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "logger.setLevel(logging.DEBUG)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def commonest_alphabet(text):\n",
+ " counts = collections.Counter(sanitise(text))\n",
+ " letters = cat(p[0] for p in counts.most_common())\n",
+ " return cat(deduplicate(letters + string.ascii_lowercase))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def random_ciphertext(message_length):\n",
+ " sample_start = random.randint(0, corpus_length - message_length)\n",
+ " sample = corpus[sample_start:(sample_start + message_length)]\n",
+ " key = list(string.ascii_lowercase)\n",
+ " random.shuffle(key)\n",
+ " key = cat(key)\n",
+ " ciphertext = keyword_encipher(sample, key)\n",
+ " return key, ciphertext"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def log_parse(text, verbose=False):\n",
+ " parts = text.split(' - ')\n",
+ " dt = datetime.strptime(parts[0], \"%Y-%m-%d %H:%M:%S,%f\")\n",
+ " blurb = parts[-1]\n",
+ " worker = int(re.search('worker (\\d+)', blurb).group(1))\n",
+ " iteration = int(re.search('iteration (\\d+)', blurb).group(1))\n",
+ " fitness = float(re.search('fitness (-?\\d+\\.\\d+)', blurb).group(1))\n",
+ " 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, 'mapped_cipher_alphabet': mapped_ca}\n",
+ " else:\n",
+ " return {'time': dt, 'worker': worker, 'iteration': iteration, 'fitness': fitness}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# ps = [log_parse(line, verbose=True) for line in open('cipher.log').readlines()[:10]]\n",
+ "# df = pd.DataFrame(ps)\n",
+ "# df = df.set_index(['worker', 'iteration']).sort_index()\n",
+ "# df[['fitness', 'plain_alphabet', 'cipher_alphabet']].to_csv('test.csv', header=True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "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', '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,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'etoainhsrdlumwycfgpbvkxjqz'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "plain_alpha = cat(p[0] for p in english_counts.most_common())\n",
+ "plain_alpha"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def unscramble_alphabet(cipher_alphabet, plain_alphabet):\n",
+ " mapping = {p: c for p, c in zip(plain_alphabet, cipher_alphabet)}\n",
+ " unscrambled = cat(mapping[p] for p in sorted(mapping))\n",
+ " return unscrambled"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'theadventuresofsherl'"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# pt = sanitise(open('../2017/8b.plaintext').read())\n",
+ "corpus = sanitise(open('../support/sherlock-holmes.txt').read())\n",
+ "corpus_length = len(corpus)\n",
+ "pt = corpus\n",
+ "pt[:20]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Development"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-542391.5369482826"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Pletters(pt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-1471429.4753165497"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Ptrigrams(pt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'etaoihnsrdlumwcyfgpbvkxjqz'"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "commonest_alphabet(pt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('sbyopakxntlewgimvfcduqrzhj',\n",
+ " 'seirqinyprxncmpfporselmscdwpsg',\n",
+ " 'alowvoicewhisperedwalkpastmean')"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "k, c = random_ciphertext(30)\n",
+ "k, c, keyword_decipher(c, k)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'yearningforrespiteth'"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pt = sanitise(open('../2017/8b.plaintext').read())\n",
+ "pt[:20]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'qviaysynjpaaverswvwxvapciyeetjjvavzieziqewtayvzsywpfvvmeiyzfvvmesywpcpywxefswxgihnigteiyzwxvgihvzpys'"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ct_key = list(string.ascii_lowercase)\n",
+ "random.shuffle(ct_key)\n",
+ "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": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('vwpisyxeazhtcfqgjnrokmldbu', -14681.308607565503)"
+ ]
+ },
+ "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": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'iogzvjnxsdmhcyprbaewtkflqu'"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ct_key"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "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": [
+ {
+ "data": {
+ "text/plain": [
+ "'arcnimpebdfghjkloqstuvwxyz'"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "keyword_cipher_alphabet_of('arcanaimperii')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "cipher.log old.cipher.log\n"
+ ]
+ }
+ ],
+ "source": [
+ "!ls *log"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['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": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "recs = open('cipher.log').read().splitlines()\n",
+ "recs[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 978000),\n",
+ " 'worker': 2,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17464.568516864027}"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "log_parse(recs[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[{'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 978000),\n",
+ " 'worker': 2,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17464.568516864027},\n",
+ " {'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 978000),\n",
+ " 'worker': 8,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17394.10216261065},\n",
+ " {'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 980000),\n",
+ " 'worker': 0,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17476.383874573305},\n",
+ " {'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 980000),\n",
+ " 'worker': 1,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17464.568516864027},\n",
+ " {'time': datetime.datetime(2019, 10, 28, 9, 59, 14, 980000),\n",
+ " 'worker': 4,\n",
+ " 'iteration': 0,\n",
+ " 'fitness': -17464.568516864027}]"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "parsed = [log_parse(line) for line in open('cipher.log')]\n",
+ "parsed[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {
+ "scrolled": true
+ },
+ "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>time</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>worker</th>\n",
+ " <th>iteration</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>-17464.568517</td>\n",
+ " <td>2019-10-28 10:14:21.136</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>500</th>\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>-20903.487109</td>\n",
+ " <td>2019-10-28 10:14:23.787</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1500</th>\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>-18871.699801</td>\n",
+ " <td>2019-10-28 10:14:26.133</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2500</th>\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>-19111.386196</td>\n",
+ " <td>2019-10-28 10:14:28.707</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3500</th>\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>-18959.289175</td>\n",
+ " <td>2019-10-28 10:14:31.228</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4500</th>\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>-18169.812374</td>\n",
+ " <td>2019-10-28 10:14:33.891</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5500</th>\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>-16220.268468</td>\n",
+ " <td>2019-10-28 10:14:36.485</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6500</th>\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>-17046.418912</td>\n",
+ " <td>2019-10-28 10:14:39.054</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7500</th>\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>-16438.413488</td>\n",
+ " <td>2019-10-28 10:14:41.622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8500</th>\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>-16085.659977</td>\n",
+ " <td>2019-10-28 10:14:44.167</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9500</th>\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>-16473.325447</td>\n",
+ " <td>2019-10-28 10:14:46.650</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10500</th>\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>-16167.752107</td>\n",
+ " <td>2019-10-28 10:14:49.371</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11500</th>\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>-15634.979337</td>\n",
+ " <td>2019-10-28 10:14:51.967</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12500</th>\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>-15025.983510</td>\n",
+ " <td>2019-10-28 10:14:53.881</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13500</th>\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>-15235.513700</td>\n",
+ " <td>2019-10-28 10:14:56.119</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14500</th>\n",
+ " <td>-14923.520462</td>\n",
+ " <td>2019-10-28 10:14:57.339</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"30\" valign=\"top\">9</th>\n",
+ " <th>5000</th>\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>-18770.828622</td>\n",
+ " <td>2019-10-28 10:14:35.625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6000</th>\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>-17361.547211</td>\n",
+ " <td>2019-10-28 10:14:38.208</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7000</th>\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>-15002.318165</td>\n",
+ " <td>2019-10-28 10:14:40.762</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8000</th>\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>-17115.242295</td>\n",
+ " <td>2019-10-28 10:14:43.037</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9000</th>\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>-16511.948405</td>\n",
+ " <td>2019-10-28 10:14:45.552</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10000</th>\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>-15482.711195</td>\n",
+ " <td>2019-10-28 10:14:48.096</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11000</th>\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>-15776.667896</td>\n",
+ " <td>2019-10-28 10:14:50.523</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12000</th>\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>-15539.267169</td>\n",
+ " <td>2019-10-28 10:14:52.194</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13000</th>\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>-14917.833732</td>\n",
+ " <td>2019-10-28 10:14:53.804</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14000</th>\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>-14996.772583</td>\n",
+ " <td>2019-10-28 10:14:55.742</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15000</th>\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>-14698.864982</td>\n",
+ " <td>2019-10-28 10:14:58.250</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16000</th>\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>-14698.864982</td>\n",
+ " <td>2019-10-28 10:15:00.651</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17000</th>\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>-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>2019-10-28 10:15:04.255</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18500</th>\n",
+ " <td>-14681.308608</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>2019-10-28 10:15:06.791</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19500</th>\n",
+ " <td>-14681.308608</td>\n",
+ " <td>2019-10-28 10:15:08.055</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>400 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " fitness time\n",
+ "worker iteration \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 -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": 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'] > start_time])\n",
+ "trace = trace.set_index(['worker', 'iteration']).sort_index()\n",
+ "trace"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa1dc6edef0>"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "trace.loc[0].fitness.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "workers = list(sorted(set(trace.index.get_level_values(0))))\n",
+ "workers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " 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": "markdown",
+ "metadata": {},
+ "source": [
+ "# Experiments"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('f', 24), ('w', 12), ('h', 3), ('z', 1), ('b', 1)]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ct_key, ct = random_ciphertext(2000)\n",
+ "ct_alpha = commonest_alphabet(ct)\n",
+ "collections.Counter(sanitise(ct)).most_common()[-5:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ " 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, 'test.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-2516.00992398943\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'bkrefavguhwcstlxnpjqiyodmz',\n",
+ " 0.4338461538461538)"
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = monoalphabetic_break_hillclimbing_mp(\n",
+ " ct, \n",
+ " swap_index_finder=uniform_swap_index, \n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "ct_key, found_cipher_alphabet, kendalltau([ord(c) for c in found_cipher_alphabet], [ord(c) for c in ct_key])[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = monoalphabetic_break_hillclimbing_mp(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index, \n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "ct_key, found_cipher_alphabet, kendalltau([ord(c) for c in found_cipher_alphabet], [ord(c) for c in ct_key])[0] "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = monoalphabetic_break_hillclimbing_mp(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index,\n",
+ " 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, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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dyrZt2xQ0RKQvKHAsEbdxZLNZCoUCJ06cYHp6mkwmk3StDcOQyclJSqUSL3rRi8jlcupyKyJ9Q4FjiTAMqdVqmBlzc3PUarWkrSMe/R33uhocHKRUKhEEQcdZcUVELjYKHEsEQbCoO+6OHTuSkeEDAwOYWbK/UCiQyWQWjeEQEbnYKXAs0Wg0ki62o6OjDAwMJEvGxkvFNhoNwjBkYGCAZrMJdF6HQ0TkYqPAsUStVkvWES+VSrg7CwsLhGHI4OBg0usqbjyPe2ApcIhIv1DgWKJSqdBsNslkMgwMDNBoNJK5q4aHh2k2m0xMTCQLOilwiEi/UeBYIl42NpfLUSqVksCRyWQYGhri+PHj1Go1tm/fTrlcTgYBaq0NEekX+pq8RFy6SJc4FhYWyGaz1Go1arUao6OjyTxUS2fFFRG52HX1NdnM7jOzw9HjWTM7HKX/czN73My+Gf18deqcL5jZt1Pn7YjSi9H1jpjZo2a2r5u8rVdcVVUoFMjn80mJIw4oxWKRkZERCoUCgLriikjf6eqO5+63xNtm9lvAdPR0AviX7v68mb0MeAi4NHXqre7+2JLL3Q6ccfcXm9kB4APALWywuKttJpNJlow9ffo0QRCwfft2pqenKRQKySjxIAgolUobnU0RkU3Tk4p5a91FbwY+DuDuX3f356Pd3wIGzKzY6fzITcDd0fangNfYJszhMT8/n5Q4crkcExMTyfKvu3btol6vJ3NYhWFIGIYqcYhIX+lVi+4NwAl3f6rNvn8FfM3da6m0P4yqqX45FRwuBZ4DcPeAVullvEf5W7V4jEahUGB6epqpqalkupFMJpNMtw6oR5WI9KUV73hm9jCwq82uO939gWj7rUSljSXnvpRWldNrU8m3uvsxMxsG7gd+FrhnLZk2s4PAQYC9e/eu5dQVxYEjni69UChQLBYplUrUaq3YF1dNKXCISD9a8Y7n7jcut9/McsCbgWuXpO8BPg28zd2/m7resejnrJl9DLiOVuA4BlwGHI2uOQqc7pCnQ8AhgP379/tK72Et0uM4stkso6OjBEFAuVym0WgAJIs7KXCISD/qRVXVjcCT7n40TjCzLcD/A+5w979JpefMbFu0nQfeCDwR7X4QuC3afgvwF+7e06CwGo1GA3dPGsCbzSbNZjNZ7c/MFvWoMjON4RCRvtKLr8oHOLea6t3Ai4H3mdn7orTXAvPAQ1HQyAIPA78f7f8I8MdmdgSYjK674dJtHO5Os9kkCAKGhoaoVqvk8/kkUKgrroj0o67veu7+9jZpvw78eodTrm2X6O5V4Ge6zU+34vEa+Xw+mZfK3SmXy0ngiNfeUOAQkX6kOpYl4uqoODjU63Wg1SDebDZV4hCRvqfAsUStVkvW1zCzpCdVLpej2WxqDIeI9D0FjpR4vXGAbDZLJpNJ1uaIq67UFVdE+p0CR4q7U6vVktluzYxKpZJUT2UymSRQKHCISL9S4EiJG8OBJFjUajXy+TxwthQCChwi0r8UOFLi1f6AZABgpVKhUCgQhiHZbDZpNI9XCYyfi4j0CwWOlLiNI5fLJQMAa7UahUIhqaZSjyoR6XcKHCnuvmjkeBiGSVVV3MahwCEi/U6BI6XZbFKr1chmsxQKBYIgIAgC8vk8ZpYM/qvVajQaDQUOEelLuvOlNJtNGo1GMh9VEAQ0m82kbWN2djYpaWQyGcrl8mZnWURkwylwpNTr9WTiwmKxSLVaJQgCarUaJ06coF6vs3v3bsbHxxkcHNTkhiLSl3TnS6lWqzQajaRH1bFjx5iamiIIAgYHB9m+fTuXXXYZw8PDChoi0rd090upVqtJ1VSj0WB+fp5SqcSePXvYuXMnxWJRAUNE+p7uginz8/O4ezLQz90pFosMDg4m4zUUOESk3+kumFKv12k2m0lvqXhm3HjFPy3aJCKiwLFIuqoKSNo7BgcHk3XIRUT6ne6EKfF64/HcVLVajVwux8DAQLIOuYhIv9OdMKVeryer/zWbTer1OsVikVKplMxVJSLS77oKHGZ2n5kdjh7PmtnhKH2fmVVS+z6cOudaM/ummR0xs98xM4vSt5rZ58zsqejnWHdvbe0ajUZS4nB36vU6pVKJgYEBVVWJiES6uhO6+y3ufrW7Xw3cD/xJavd3433u/vOp9A8B7wCujB6vi9LvAD7v7lcCn4+eb6iFhYVk1ltozUdVKpWSZWMVOEREelRVFZUabgY+vsJxu4ERd3/E3R24B3hTtPsm4O5o++5U+oZpNBrA2fXFgyBgeHgYQFVVIiKRXn2FvgE44e5PpdIuN7Ovm9kXzeyGKO1S4GjqmKNRGsBOdz8ebX8f2NmjvK1avV4nDEPy+XyyPTw8jLvj7ipxiIiwirmqzOxhYFebXXe6+wPR9ltZXNo4Dux199Nmdi3wGTN76Woz5e5uZr5Mng4CBwH27t272suuqFarEYYhxWKRWq0GwPDwMM1mE9DgPxERWEXgcPcbl9tvZjngzcC1qXNqQC3aftzMvgu8BDgG7EmdvidKAzhhZrvd/XhUpXVymTwdAg4B7N+/v2OAWav5+flkVb947fGRkRHCMARQVZWICL2pqroReNLdkyooM9tuZtlo+wpajeBPR1VRM2b2iqhd5G1AXGp5ELgt2r4tlb5h4lJGLpdL1uUYHh5OAodKHCIivZlW/QDnNoq/Cvg1M2sAIfDz7j4Z7XsX8EfAAPCn0QPg/cAnzOx24B9pNbZvqLm5uWRakXihprihHBQ4RESgB4HD3d/eJu1+Wt1z2x3/GPCyNumngdd0m59uVKtVMplMstb40NBQsoQsqKpKRAQ0cjzh7lSr1WR23HjUeDabVVWViEiK7oQRd6dSqZDJZJKR46VSiUwmkwwKjAcGioj0MwWOiLsn643ncjmazeaiEoeqqUREWhQ4ImEYJr2qzCwpccSBQ9VUIiItuhtG3D0ZuxGv/lculzEzzVMlIpKiu2EkDEOCIFgUIOKV/1RVJSJylgJHpNlsJlVV7o6ZLQocKnGIiLTobhip1WrJeuNxoCiXy4ACh4hImu6GkThwZLPZRSWOMAyTsR0iIqLAkZibm0umTg+CYFHgAA3+ExGJ6W4YqdVqBEFALpdL5qkaGBjQPFUiIkvobhip1+vJeuNxW0c+n9c8VSIiSyhwRObn55O2jCAIKBQKiwKHShwiIi26G0biEkehUFg03YiqqkREFtPdMFKtVpP1xuPAkclkVOIQEVlCd8PIwsJCMkJ8aeCI1+gQEREFjkQ8jiNu1ygUCkkQUWlDROQs3REj8/PzAIvW4jAzzVMlIrJEV4HDzO4zs8PR41kzOxyl35pKP2xmoZldHe37gpl9O7VvR5RejK53xMweNbN93b65tahUKrg7uVwOd9c8VSIiHXS15ri73xJvm9lvAdNR+keBj0bpPwR8xt0Pp069NVp7PO124Iy7v9jMDgAfAG5hg8QljngtjnieqnhMh4iItPTkq7S1Wo5vBj7eZvdbgXtXcZmbgLuj7U8Br7ENbJGuVCpJA/jSCQ5VVSUiclav6mBuAE64+1Nt9t3CuQHlD6Nqql9OBYdLgecA3D2gVXoZ71H+VlSpVACShZw0M66ISHsr1sGY2cPArja77nT3B6Ltt9KmtGFmLwcW3P2JVPKt7n7MzIaB+4GfBe5ZS6bN7CBwEGDv3r1rObWjhYWF9PU1T5WISAcrBg53v3G5/WaWA94MXNtm9wGWBBR3Pxb9nDWzjwHX0Qocx4DLgKPRNUeB0x3ydAg4BLB//35f6T2sRrVaxcwws6TEoXmqRETO1Yuv0jcCT7r70XSimWVotXvcm0rLmdm2aDsPvBGISyMPArdF228B/sLdexIUViMOHPHU6ppSXUSkvV50FzqnVBF5FfCcuz+dSisCD0VBIws8DPx+tO8jwB+b2RFgMrruhqlUKmQymWQQYKlUUuAQEWmj68Dh7m/vkP4F4BVL0uZpX6WFu1eBn+k2P+sRhiGNRiN5XigUkskOQVVVIiJp+ioNuDv1ej2pqsrn88na46ASh4hImu6ItAJHo9FIJjMsFAqaGVdEpAPdETkbONIz48bbqqYSEVlMgQNoNBoEQZBMalgqlRZNqS4iImfprkirK24QBEm7RnpmXAUOEZHFdFektRZHek6qwcFBAFVViYi0ocBBa2bcuKrKzCiVSoDmqRIRaUd3RWBubm7RSn9ai0NEpDPdFTm7iFNc4iiXy7i7plQXEWlDgYOzbRzxOI7BwUGN4RAR6UB3RVptHHHpIi5xKHCIiLSnuyKtqqq4xJHL5RgcHNQ8VSIiHShw0BrHEYYhZkY2m1WJQ0RkGborAjMzMwBJiUNTqouIdKa7IjA7O0sYhuRyOYrFIrlcTlVVIiIdKHBwdr3xeGbcbDabVF2Z2SbnTkTkhUWBg1YbB7RmyY1nxtXgPxGR9nRnpNUdNz3dSLyErAKHiMi5ur4zmtnVZvaImR02s8fM7Loo3czsd8zsiJl9w8yuSZ1zm5k9FT1uS6Vfa2bfjM75HdugeqJarRa/PgMDA8nMuGrfEBE5Vy++Un8Q+FV3vxp4X/Qc4PXAldHjIPAhADPbCvx34OXAdcB/N7Ox6JwPAe9Infe6HuRvRZVKJSldlMtlQDPjioh00ovA4cBItD0KPB9t3wTc4y2PAFvMbDfwU8Dn3H3S3c8AnwNeF+0bcfdH3N2Be4A39SB/K4rbOOLpRgCCIFDgEBFpI9eDa7wHeMjMfpNWILo+Sr8UeC513NEobbn0o23Sz7tarYa7Lxr85+7kcr34eERELi6rujOa2cPArja77gReA7zX3e83s5uBjwA39i6LbfNzkFb1F3v37u36erVaDTMjn88zMDBAEAQAChwiIm2s6s7o7h0DgZndA/xi9PSTwB9E28eAy1KH7onSjgE/sST9C1H6njbHt8vPIeAQwP79+30172E59Xo9aQwvl8tJ4FBVlYjIuXrRxvE88OPR9quBp6LtB4G3Rb2rXgFMu/tx4CHgtWY2FjWKvxZ4KNo3Y2aviHpTvQ14oAf5W5a7U6/Xk8bx9ASHKnGIiJyrF3fGdwC/bWY5oEpUhQR8FngDcARYAP4tgLtPmtn/AL4aHfdr7j4Zbb8L+CNgAPjT6HFehWFIo9EAWiWMwcHBZBlZlThERM7VdeBw978Grm2T7sAvdDjnLuCuNumPAS/rNk9rEQTBojaNcrmsrrgiIsvo+6HRjUaDRqNBJpMhn88nbRwKHCIi7fV94FhYWFi0FkepVKLZbKp9Q0Skg74PHHNzczSbTdydQqFAPp9XiUNEZBl9HzgWFhaSNo1SqQSgwX8iIsvo+8AxPz+fVFUNDAwkK/8pcIiItNf3gSOebiSTySQ9qkCD/0REOun7wDE7O0uz2UzW4tDgPxGR5fV94JiZmUlKHBr8JyKysr4PHLOzs8kysRr8JyKysr4PHPPz87g7+Xw+KXEocIiIdNb3gSMeAJjL5RgaGtLgPxGRFfR94JibmwOgUCgk040ocIiIdNb3gaNarRKGIYVCgYGBgWQlQBERaa/vA8fc3BzuTrFYTEaOq8QhItJZ3weOarUKtIJFoVAANPhPRGQ5ChzVajLBoUocIiIr6/vAUalUkqqqXC6nwX8iIivo68ARhiG1Wi2ZbgRUTSUispK+Dhzunqw3Hs+Mq2oqEZHldRU4zOxqM3vEzA6b2WNmdl2UfquZfcPMvmlmXzazH06d82yUftjMHkulbzWzz5nZU9HPsW7ythphGCZtHIODg5puRERkFbotcXwQ+FV3vxp4X/Qc4Bngx939h4D/ARxact5PuvvV7r4/lXYH8Hl3vxL4fPT8vArDMFlvfGBgQKPGRURWodvA4cBItD0KPA/g7l929zNR+iPAnlVc6ybg7mj7buBNXeZtRe5OvV4H0OA/EZFV6vbr9XuAh8zsN2kFoevbHHM78Kep5w78uZk58H/dPS6N7HT349H294GdnV7UzA4CBwH27t277sw3m81kLY6BgQFAXXFFRFay4l3SzB4GdrXZdSfwGuC97n6/md0MfAS4MXXuT9IKHK9MnfdKdz9mZjuAz5nZk+7+V+kLu7tHgaWtKNgcAti/f3/H41bSbDap1+vJWhygXlUiIitZMXC4+42d9pnZPcB3OLiFAAAMsUlEQVQvRk8/CfxBat8/jZ6/3t1Pp653LPp50sw+DVwH/BVwwsx2u/txM9sNnFzH+1mTRqNBvV7HzCgWi4BKHCIiK+m2jeN54Mej7VcDTwGY2V7gT4CfdffvxAeb2aCZDcfbwGuBJ6LdDwK3Rdu3AQ90mbcVzczMJD2pSqWSBv+JiKxCt1+v3wH8tpnlgCpRuwOtHlbjwP8xM4Ag6kG1E/h0lJYDPubufxad837gE2Z2O/CPwM1d5m1FCwsLuDu5XI7BwUEFDRGRVegqcLj7XwPXtkn/d8C/a5P+NPDDS9OjfadptZlsmIWFBRqNBuVymUKhoGoqEZFV6OuR41NTU0kX3GKxqBKHiMgq9HXgmJmZIQxD8vk85XJZJQ4RkVXo68AxOzubtHGUSiWVOEREVqGvA8fMzAzuTj6fJ5/Pq8QhIrIKfR044mVj49KGShwiIitT4HCnXC5jZipxiIisQl8HjoWFBcIwZGhoSIP/RERWqa8Dx/z8PIAG/4mIrEHfBo4wDJOR42NjY6qmEhFZpb4PHADlclklDhGRVerbwOHuLCwsYGYMDw+rxCEiskp9GzjCMKRSqWBmauMQEVkDBQ6VOERE1qRvA0dcVQUwMjKiwCEiskp9GzjCMKRWq6mqSkRkjfo6cARBQCaTYWRkRIFDRGSV+jZwuDuNRiMJHCIisjp9GzjiEkc2m1XgEBFZg64Dh5ldbWaPmNlhM3vMzK6L0n/CzKaj9MNm9r7UOa8zs2+b2REzuyOVfrmZPRql32dmhW7z10kYhjSbTbLZLOVy+Xy9jIjIRacXJY4PAr/q7lcD74uex77k7ldHj18DMLMs8HvA64GrgLea2VXR8R8A/pe7vxg4A9zeg/y1NTQ0lCzipB5VIiKr14vA4UBc1zMKPL/C8dcBR9z9aXevA/cCN5mZAa8GPhUddzfwph7kr60gCGg2m1rASURkjXpxx3wP8JCZ/SatQHR9at+Pmdnf0Qom/9ndvwVcCjyXOuYo8HJgHJhy9yCVfmm7FzSzg8BBgL17964r0wsLC0ngUI8qEZHVW1XgMLOHgV1tdt0JvAZ4r7vfb2Y3Ax8BbgS+BrzI3efM7A3AZ4Are5Fpdz8EHALYv3+/r+cak5OTuDvFYlElDhGRNVjVHdPdb+y0z8zuAX4xevpJ4A+ic2ZS53/WzP6PmW0DjgGXpS6xJ0o7DWwxs1xU6ojTz4uJiQncnYGBAZU4RETWoBdtHM8DPx5tvxp4CsDMdkXtFkQ9rTK0gsNXgSujHlQF4ADwoLs78JfAW6Jr3QY80IP8tTU5OUkYhho1LiKyRr2oo3kH8NtmlgOqRG0PtALAO80sACrAgSg4BGb2buAhIAvcFbV9APxX4F4z+3Xg67Sqvc6LiYkJAHXFFRFZo64Dh7v/NXBtm/TfBX63wzmfBT7bJv1pWr2uzrvjx48DsHXr1o14ORGRi0bfjhyPG8e3bNmy2VkREbmg9G3gOHPmDAA7duzY5JyIiFxY+jZwzMy0On1dcsklm5wTEZELS98GjunpaQB27Wo3PEVERDrp28BRqVTIZDJcccUVm50VEZELSt8Gjnq9jplx+eWXb3ZWREQuKH0bOKrVKtlslmKxuNlZERG5oPTtJE379u2jWq1udjZERC44fRs4HnjgvM1mIiJyUevbqioREVkfBQ4REVkTBQ4REVkTBQ4REVkTBQ4REVkTBQ4REVkTBQ4REVkTBQ4REVkTa63meuEys1PAP67z9G3ARA+z00vK2/oob+ujvK3PhZy3F7n79vVc+IIPHN0ws8fcff9m56Md5W19lLf1Ud7Wp1/zpqoqERFZEwUOERFZk34PHIc2OwPLUN7WR3lbH+Vtffoyb33dxiEiImvX7yUOERFZo74NHGb2OjP7tpkdMbM7NuD1LjOzvzSzvzezb5nZL0bpv2Jmx8zscPR4Q+qc/xbl79tm9lPnM+9m9qyZfTPKw2NR2lYz+5yZPRX9HIvSzcx+J3r9b5jZNanr3BYd/5SZ3daDfP2T1Gdz2MxmzOw9m/m5mdldZnbSzJ5IpfXsszKza6PfxZHoXOsyb79hZk9Gr/9pM9sSpe8zs0rqM/zwSnno9D67yFvPfo9mdrmZPRql32dmhS7zdl8qX8+a2eGN/tys831jc//e3L3vHkAW+C5wBVAA/g646jy/5m7gmmh7GPgOcBXwK8B/bnP8VVG+isDlUX6z5yvvwLPAtiVpHwTuiLbvAD4Qbb8B+FPAgFcAj0bpW4Gno59j0fZYj39v3wdetJmfG/Aq4BrgifPxWQFfiY616NzXd5m31wK5aPsDqbztSx+35Dpt89DpfXaRt579HoFPAAei7Q8D7+wmb0v2/xbwvo3+3Oh839jUv7d+LXFcBxxx96fdvQ7cC9x0Pl/Q3Y+7+9ei7VngH4BLlznlJuBed6+5+zPAkSjfG5n3m4C7o+27gTel0u/xlkeALWa2G/gp4HPuPunuZ4DPAa/rYX5eA3zX3Zcb8HnePzd3/ytgss3rdv1ZRftG3P0Rb/1X35O61rry5u5/7u5B9PQRYM9y11ghD53e57rytow1/R6jb8mvBj7V67xF174Z+Phy1zgfn9sy941N/Xvr18BxKfBc6vlRlr+J95SZ7QN+BHg0Snp3VKy8K1WE7ZTH85V3B/7czB43s4NR2k53Px5tfx/YuUl5ix1g8T/vC+Fzi/Xqs7o02j5f+fw5Wt8qY5eb2dfN7ItmdkMqz53y0Ol9dqMXv8dxYCoVIHv5ud0AnHD3p1JpG/65LblvbOrfW78Gjk1jZkPA/cB73H0G+BDwA8DVwHFaReLN8Ep3vwZ4PfALZvaq9M7o28imdcGL6qt/GvhklPRC+dzOsdmfVSdmdicQAB+Nko4De939R4D/BHzMzEZWe70evc8X7O8x5a0s/sKy4Z9bm/tGV9frVr8GjmPAZanne6K088rM8rR++R919z8BcPcT7t509xD4fVpF8eXyeF7y7u7Hop8ngU9H+TgRFWXjYvjJzchb5PXA19z9RJTPF8TnltKrz+oYi6uSepJPM3s78Ebg1uhGQ1QNdDrafpxW28FLVshDp/e5Lj38PZ6mVS2Ta5PndYuu92bgvlSeN/Rza3ffWOZ6G/P3tpoGmovtAeRoNQ5dztkGtpee59c0WvWH/3tJ+u7U9ntp1esCvJTFjYNP02oY7HnegUFgOLX9ZVptE7/B4ga4D0bb/4LFDXBf8bMNcM/Qanwbi7a39ujzuxf4ty+Uz40lDaS9/Kw4t7HyDV3m7XXA3wPblxy3HchG21fQumEsm4dO77OLvPXs90irNJpuHH9XN3lLfXZf3KzPjc73jU39eztvN8oX+oNW74Pv0Pq2cOcGvN4raRUnvwEcjh5vAP4Y+GaU/uCSf6Q7o/x9m1RPh17nPfrj/7vo8a34mrTqjT8PPAU8nPpDM+D3otf/JrA/da2fo9WQeYTUjb7L/A3S+kY5mkrbtM+NVrXFcaBBq0749l5+VsB+4InonN8lGqjbRd6O0Krfjv/uPhwd+6+i3/dh4GvAv1wpD53eZxd569nvMfo7/kr0fj8JFLvJW5T+R8DPLzl2wz43Ot83NvXvTSPHRURkTfq1jUNERNZJgUNERNZEgUNERNZEgUNERNZEgUNERNZEgUMkYmZfjn7uM7N/3eNr/1K71xK5EKk7rsgSZvYTtGZsfeMazsn52XmS2u2fc/ehXuRPZLOpxCESMbO5aPP9wA3RWgvvNbOstda0+Go0Gd+/j47/CTP7kpk9SGtkNmb2mWiiyG/Fk0Wa2fuBgeh6H02/VrR+wm+Y2RPRmgi3pK79BTP7lLXW0vjoqtZJENkAuZUPEek7d5AqcUQBYNrdf9TMisDfmNmfR8deA7zMW1N/A/ycu0+a2QDwVTO7393vMLN3u/vVbV7rzbQm+PthYFt0zl9F+36E1tQbzwN/A/wz4K97/3ZF1kYlDpGVvRZ4m7VWgHuU1nQPV0b7vpIKGgD/0cz+jta6F5eljuvklcDHvTXR3wngi8CPpq591FsTAB6mNZeSyKZTiUNkZQb8B3d/aFFiqy1kfsnzG4Efc/cFM/sCUOridWup7Sb6f5UXCJU4RM41S2uZzthDwDuj6a0xs5eY2WCb80aBM1HQ+EFaM47GGvH5S3wJuCVqR9lOawnTr/TkXYicJ/oGI3KubwDNqMrpj4DfplVN9LWogfoU7ZfX/DPg583sH2jN6PpIat8h4Btm9jV3vzWV/mngx2jNTOzAf3H370eBR+QFSd1xRURkTVRVJSIia6LAISIia6LAISIia6LAISIia6LAISIia6LAISIia6LAISIia6LAISIia/L/AbemOXjeMMLUAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = monoalphabetic_break_hillclimbing_mp(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ " 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', verbose=True, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-2516.00992398943\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'bkrefavguhwcstlxnpjqiyodmz',\n",
+ " 0.4338461538461538)"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " swap_index_finder=uniform_swap_index,\n",
+ " fitness=Pletters,\n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " kendalltau([ord(c) for c in found_cipher_alphabet], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
+ ]
+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index, \n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " kendalltau([ord(c) for c in found_cipher_alphabet], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz', 'qkicfaygbnweojuxhptlsvrdmz', 1.0)"
+ ]
+ },
+ "execution_count": 78,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index, \n",
+ " initial_temperature=50,\n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " kendalltau([ord(c) for c in found_cipher_alphabet], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index,\n",
+ " 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', verbose=True, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=uniform_swap_index,\n",
+ " plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+ " initial_temperature=50,\n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ " 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, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349827\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 'fluqbjgtpcesormiayxkvwdnhz',\n",
+ " 'qkicfaygbnweojuxhptlsvrdmz',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ " plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+ " initial_temperature=50,\n",
+ " workers=24)\n",
+ "print(score)\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",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6762.926106391538\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('giaonvysthwmxpcqkdelrfjbuz',\n",
+ " 'giaonvysthwmxpcqkdelrfjbuz',\n",
+ " 'olqhgkdynbfwxvaeutsimrpjcz',\n",
+ " 0.009230769230769232)"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ "# plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+ " workers=24)\n",
+ "print(score)\n",
+ "workers, trace = dump_result(start_time, 'sa-random-trigram-gaussian.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6762.926106391538\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('giaonvysthwmxpcqkdelrfjbuz',\n",
+ " 'giaonvysthwmxpcqkdelrfjbuz',\n",
+ " 'olqhgkdynbfwxvaeutsimrpjcz',\n",
+ " 0.009230769230769232)"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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fzxOPx0mn0/j9/uf6GzN8+nwig2JZ1u8BCxfc9Ncdx/mHpz//IichrleO4zi/AfwGnIS8XsdzfhaQHaVUBmWzWTUqCwsLT91JSWlmKBQinU5TLpep1WpYlqW7306no/H94+NjDUcJzWaTTqdDKpXSahxhMBhwcHCgsfeFhQUNX0wmE6rVKqPRSA2GXG+73ebOnTscHh5qaKVWq1Gr1TS+3W638fl8LC4usrKyQrfb5dGjR9y9e1d7PNLptO6Mg8Egy8vL7O3tkU6ntcfj+PgY27YJhULk83nK5TK7u7sEAgFWVlbo9Xrs7OxQLpfxer3cuHGDZDKpBqBer1MoFPD7/XzlK1/B7/dzcHDAhx9+qAnkYrGooTspLvB6vaRSKVqtluZa5DORfEe1WqVcLuPxeNje3mZzc/NjO1Cv13vhwj8cDjk+PtYQlpQwS6jn/HnwUXd/p9NRgzRfFXe+yXD+9vkvqV6TPJff7yeZTKq3GY1GqVQqNJtNLMsimUzq39VnefdveDyfyKA4jvMzT7rdsiwP8K8DX507fASszv2+cnqMxxyvAQnLsjynXsr8/Q2cLLwul0sXcq/XSyaToVwu02g0SKVSTzxfqmfC4TCWZZHL5SiXy1SrVQDdYWazWYLBIJVKhVqthm3bJJNJ6vU67XYbt9utyfRUKoXL5aLT6fDhhx9qAlnyPF6vV0NQkoeQ63cch3q9zr1799jZ2SGRSJBKpdjY2CAUCmlllSyyLpeL+/fvM5lMgI+S+vV6ndFoxO3btzXBHYvFtCKsVqvh9/tJpVJaoit9EKFQiFwup7F+KQGWfIgk7vv9vr5+yRncvn2bWCyGy+XSpsNms8lsNtM8hc/n04oyaVCUaiNZpKPRqIatVldXuXHjBolE4qmLrVxXr9fDsixWV1fJ5XLaADgvK9Lr9fQ827bp9XoqFSOluI8LD8l7Lf0cEtKcbwyUsttsNksoFNLwZSqVolwu0+v1iEajpFIpksnkM1dQGT6bvOqQ188Adx3HOZw79tvA/2JZ1n/LSVJ+C/g+YAFbpxVdR8AvAH/GcRzHsqxvA3+Kk0qvPwf8QwzAR4tHNBo9E3qQxbPdbuP3+z/mNcwzH+4CPmZUnNPu51AopLfV63WazSalUgm/36/JcQldiZGTzuWtrS2i0ShHR0e43W6azabmeiQPIsnd/f199TLEa5lMJrRaLe3XEMMlu+BkMqkVT8VikcXFRfL5PO12m8FgQCgUIpVKaR5ASmX7/T6tVkurr2Q3HYlEWFhYIJFIUK/X1UDKLr1er2uznbx38vhyjRK+kTCcdE3LTl3KjaU8GFCjJAt/KBRiZWWFtbW1J4YvxUiKcZIqKfnspY8kEAicUQQQT0gKHWKxGIuLi9rPIveZz02cNyySixHPa95oeTwe/ducTCYMBgOuXLlCJBKhWCwSi8VIpVLPHUI1fDZ51QblFzgX7nIc54PTqq3bgA38ZcdxpgCWZf0y8LuclA3/XcdxPjg97a8C37Is628BPwL+ziu+7s8NnU4Hx3EurMxKJpOMRiOq1aoupOeRXgtAjUM8Hte8w9HREY8ePWJjY+NMmWQqlaLZbFKr1chkMsRiMSzLIh6PMxwO2d3d1UqrXC5HOp3WBblQKLCwsMDq6ioej4d+v0+lUuH27dtUKhWtVEokErz99tvUajVtOrx//z7lcpnpdMrS0pJWPvl8Pvr9Pvv7+zQaDU06i2GRstvpdKoNc6VSSXWuAoGANjT6fD6tPGo2m/o+z2Yz4vE4s9mMbDbL0tKSyrNIH4kUQjSbTbrdrnp+UsUkP+/s7DAej7VfQzq2pXJNqpr6/b4WEsy///CRbEin09GiDEC71qUBU17DPBKSgo9KdBOJhPaunL/vfCL7Scim4CIDIQUXsViM4+Nj9dJetLz1SUiZ9pOS648r+52/7ZNwUbL//M/P+hjnCw6edr78Tb9uXqlBcRznzz/m+K8Cv3rB8d8BfueC4w/5qBLMcIrjOHQ6He00Po94E4VCgXK5zOLi4pl/3vF4TKlU4vDwkEwmg8/n08U2Go1qc5Q0zkmeZTabUS6XcbvdXL16leFwSLFYJB6P0263sW2bK1euMBqNePTokZ7f6/VUgkOqeOBEJqJYLGpXuJSLLi4uaoJZQk6iGSVhI8c50aOSKiqfz8dbb72lDXuJRIJOp6OVSgCZTEbDPd1ul8FggGVZrK2t6aIq78WPfvQjer0e8Xic9fV1NRpPWwRXV1e1T6VUKqn2Va1W09xJLpcjHA6r4GMgENBdvnTez6v1yiIi76X0Z3i9Xu1gFy9tvhFPFqKLEvdiJKWg4FXR6XQYjUZkMhnq9Tqz2Yx8Pv9SjIkUAEjord/vc3x8rA2ajysrlkqt80bked+H84v7y2jFeB6jcxGfpGz4k2C0vD5D2LZNo9EgFAppeOlJiOBfLBZ77H3cbjfZbJZSqaTeRK/X03/wer1OLBZjc3OTdrutjytJ/dFoxOLiIm63m3K5jGVZuiBks1nttpZ8jXg4gFbu1Go16vW6VvVIea14UPfu3WN/f59MJsPly5e1msnj8WjYTUpx/X4/6XSaaDSquleAGppr165pGC2ZTNJsNrUr/aL4vBQkSMnx/H3cbjcbGxtks1k1aM+DdFlL53qv1yMYDLK2tqYe2zzShS85DDkvGAyq1IsUR/j9flZXV4lGo5+oGkpCYS/DmIjK77xqsRwrFov4fD5KpRKtVks93GfhcQur9OnMqzlLvkqKMeYbXi/qRp83Mud3/09b0C8qgrjo9hf1fp407uBpvGiX/CfFGJTPCLPZjOPjY03iSlz9STvHdrutC9aTCAQCJJNJjflLp3gikcBxHE1U93o93dlKNVexWCSbzZLP5wE4Pj7WnIR0eYt3YNs20WiUZrNJIBCg3++zvr5+Jo8gZb7Hx8fcv38f27Zpt9vE43FcLhcffvgh7XabS5cuEQ6H+fa3v83x8TFw4slsbm6ytLSk+Q2Px8POzg6FQuFMX0UqlaLRaGgu43HGwLKsx+aXut3uGQ2p56XZbOJyuchkMti2rXpi5xv0RIRQPKVIJEIsFsPr9WpRw/znFg6HtUen1Wo9NawjwofzSO5I5qGIsq58XVT9JQu46GjJYj7fPX/+uV0ul1bxBQIBqtUq4XBYBR6fh4v+D/x+P5FIBLfbrTI9ly9fJpvNmgT/p4AxKJ8BpEvdtm0WFhZ0oajVajSbTdVlOh+uGo1GT63gEuLxuO4YRVtJqoDC4bD2cqysrACo8qxIXTQaDb1GUaiV0s/5oUgyoGhvb0+ruWzb1mqhfr/PYDCgWCwyGo10l93v93XHurm5SS6X44MPPmA2m7G+vs7y8jLb29uaZK/X6xresCyLt99+m4cPH9LpdFhbW6PRaACQz+ef2osjTZ3SYGdZljbiJZPJ5/48AS2XlT6OZDKpeSZhNptRq9XUkEu4TfpKHj16pD0r0tgoHd3S/S6zRyThf57ZbEa1WqXX65FOpzUfIzpZqVRKCwHE2AOaz5HP77wnAB/JvIs8y7zWlXyX3I54aJL0f5nhtclkQqVSUaP9vCoRhpeHMSifAaTpT0IrgMqGiOxIq9U6Y1ja7faZPpFn4bzGlyxkfr9fZVfm/9FdLpd6GLVaDa/Xqx3q8FHJqBgTCW+I3IYsMoVCgXq9rh3f8XicN998U/MGopd1+fJl3XlL6CeRSLCxscFXvvIVkskk0+mUcrlMvV7XEuRkMkmn09HGwaOjIwKBAAsLC0/t6p9Op5qrkMS35HxkJsnz4jiOGopgMEgymfxY34hIzEwmkzPGRpo8Hz16RKfTIZvNcunSpQtfh23bHB0dqeaVZVmakJ8P0bXbbQ4PD9nb2yMUCqlUjZSJn39M6WuS4gipTJMQnpQEPy30IgPARGpFxDdfpjHp9XraiCvKyYZPD2NQPmUajYZKYpwPrciOWXaVUmo7nU4pFosaDpuPzwYCATKZzFOfVyqExDuYzWZnFs9Op6MGazAYcHh4SL1eJ5lMahmxhNukQc7lcjEajdjf39dubilbXltbo9vtahgqnU7T6XTY29vD7Xbr4l+tVgkGg/o6U6kUV69eVU/B7XazuLhIr9djNpuRyWRYXl7Waqpbt24xGo146623nmlmiuSDFhcXdVZJv9+nUCjg8/nUOEUikWeOS7fbbS2bluKGeWQRlCZU8TqkCfH4+BjLsrh69Sq5XO6xzzMvUyMzQfr9vnoZkmsRaf95nS7xxM4jXoaUcouHJR3x8x3w85pf88i1iHfi8/kYDAZks9lnku2ZTCbqycJZ2ZT5L5Fq8fv9qqdm+HQxn8CnSLvdptVqXbjozCPy7VLHL2WxCwsLZ4YRSYezx+N5qtsvFULhcFgT4OIdOY6jieHj42MdZSuxeJEIuQhJJkvvQyAQIJFI4PV6yefz+P1+rayaTqccHR3pDrjX6xEOhxmNRnQ6HVwuF1tbWxqGE6rVKh6Ph62tLcbjsTZvSimq1+tlNBqdMSgXJTOlbyORSKjXFQwG1UORz2Q4HFIulwkGg6RSqScuirZtU6lU6Pf75PN5wuGwdsfLtYuqcTwe11CNKAa3Wi3i8Tirq6tPNGCdTofhcEg6ndaNhxRniA6XhLBEpTgUCtHpdGg0GhQKBZLJ5Jm/HwmjSu/Q/Hs2P5r3fPJatL3OJ7NlwyEblyfloi6aOikaYxKqnQ+tCvPjCAyfPsagfEpIh7XInTwLEm5ot9vkcrkLd6+yYD1NHLLf7+tudDAY6GLkOA7FYpGjoyNdPMPhsA5wkp6FxyHVYaL+u7Gx8bGdYzqd1uuUkI/MUpfu+slkwuLiIltbW3S7Xe00l+R1IpHQ5G69Xufu3buaU+r1ety+fftjsXrxqmQBrFQqZ6rSBKmkEhkYKc9uNpsUCgUVLbxoESuXyxQKBUKhEKPRiKOjI53vUavVtFkxlUqpTpfkhGS4Vj6ff6rRajQaKk9/HkmsX7RJiUajBINByuUyd+/eVcMgKgMS8puXcZ8vujj/XTwRKeWWv2f5/Ov1uvbWnJ+Q6TiOKiPPG5FUKqXlz+eZN2pSXm747GA+jU+B0Wiki1k2m32uc2X+9eOS8ZJ4rVarLC0tXVjpcj7cJZ6KeEyFQoFAIKC7ZNG5Eq9DdJkuek0HBwekUikWFxcfa9DcbjfpdJq7d+/i9/up1WosLS1hWZaGcWQwlsinSNWYyL1Eo1HG47EuygArKysqVyK9H2IopdFNSnOr1SqDwYB8Pk+xWFRPSt6beYkTacYLh8OqENDtdnUCpHSpVyoVbt26pT0mUjorO/NwOKxyK+IRSJ5MmirPGxPxNKRfBVB5/mcJbV6EDMmScb3SayTenSzYzWaTer2u4S1ZwKXvRfTVJAQ1Go3U+3z06BFwEq7K5XIcHBw89npEZeB82fZFSEOmqeD6bGIMymvGtm1tCszlcs/tqotUx0XhEIk9e71eCoUCrVaLbDZ7ZlcXDofxer1qROr1Om63m3q9roOZEomEhkikcVAGSM1P+5OYvfRx1Go1EokE29vbT/2HL5fLjEYj8vn8mW5v6VKXRdW2bdLptO6GNzY2PmZMpdtfQjTRaFQN70Vl16KbJSEpicV3u12970XJeOnpiUQi1Ot1FV2UWR8PHjwATsavSujI5/NpObWEZtrt9plihmAwyPb2tsr3S+J6MBhQLpc1US8GZTAYnFFkflYc52R+SqvVwuv1srW1dWGeSST95bXMjzKel1l5HJLYlzyShK7mv8RASR+T4YuBMSivEclJiOLu8/4jyY72caWsUu8v1T6SAE+lUng8Hp2zLpVdUi0mC28mk2E4HKqxgY+6smOxmHoC+/v7mmNxuVw6rGk2m2kz2dPeh4cPH1Kv11lbW+Onfuqn+N73vqchuGq1Sj6fJxaL4Xa7aTQaWu583phItZQYQ1noxGOSHhePx6OzSOr1OpFI5ExIbDweU6/X2d3dJRwO61AruU2SyzLLfmlpiePjY3Z2dvB4PKoKLPNT4CS+L6q9ou8lPR5i2CUEJyW2IrwZDodV2TibzTIcDmk2m+zv7+sMFJGNeZZNiW3bWk14XtV5nuFwSKVS0c/yRYatyef4ov07hs8vxqC8RkT071mrXeYRz0Z24OeZ70vGWR+MAAAgAElEQVSRME+tVlMZFWmakz6OK1euUCgUqFQqrK6uanhMdLMkTyJyKT6fj4ODAw3BiKwLoJIpMt/7ImT2eyaTYX9/n6OjI5LJpEq0iNfQbrcJhUJkMhn6/T6Aei2i/CvxdxnYNJvNSCaTuhOWRV9mtIuXUCqVsCxLZT8sy1JDIpMuRcdMqujmtc7gxEuR6+l2uywuLtLv9/nggw9wu91q9ESCvV6v67AvCYU9rrNdQooyC0XyStVqVYdtieCkGEwRppyXoz8/91w8H+CMqvN5pIpQQm/PUiVnMMxjDMprRBbi562Vl8XwSfpHlUqFSqWii6T0G7TbbW7dukU6ndZ+jVKpxN7enuYj1tbW1NicF5oU72AwGBCPx1lYWFCBQzFOsnhJviMajaokiJTDyq797t277Ozs4Ha7uXz5sg6ckuqqer2uelbxeByfz6fHpOzVsizd9ScSCV38zieNRWq/XC4Ti8W0Wm19fV2NZ6fT0UbCw8NDIpEIy8vLlMtlHjx4wHQ6ZXl5WWfF9/t9jo6OtHfGcRwePXqEy+Xi61//OsvLy9oHIl6c5IeOj48plUoq5X4e6ePZ29uj1+uxvb2txvPhw4f0+302Nzc1dyLS9tKUON+pLuNtXS6Xlg0/biMjvTjivYiyssHwvBiD8hoZDAYaanpWZMcqTWHnd40yB313d1fFAaUXQaqLer0emUyGVCpFoVBQDS8ZYSsGo1qtanJWHltk4mOxGPl8XuVTjo+PWV5eJpVKMRgM2Nvbw+Px0O12KRQKAFpp1u/3tYnu1q1bHB8fc/nyZQqFAl6vV0NoS0tLbG5uapVSu91WuRHpU5GmQQkbZjKZx76ftm3rYCvJ0cTjcRqNBo1Gg3g8rtVrMhlyY2NDJeznc1zlchk4yWGJgYtEIpRKJQKBAG+99RbJZFI72MfjMZVKRT0LOMlHlEolisWidsWLERENKjlHPmuRvBEVAcnzJBIJrcSCs7pWIo0iMvKRSETDpFJpJeeI1pr09LxII6fBIBiD8pqYTqeMx+PnkvKYTCaUSiVdPOeNyXg8ptls6q45Ho9z9epVHRd7dHSkkhzhcJhisUi326VarepC1mg0uHfvHrFYjFarxd7eHltbWywvn0xYrlarlEolLl++TD6fp16vq0SLVD11Oh0ODw+JxWJcv35dk8mtVotOp8PBwYF6PtPplOPjY5rNJu+99x7Ly8tYlqUeipSLZrNZGo0Gx8fHRCIRrl+/DnwU9pN560/rtRFjINLwtVpNc0yO47C8vKwzUNrtNuVymU6nw8bGBrlcTicy9vt9JpOJKiKLfIhI0mezWVZWVnQBH41Gqnnm9XrZ29sDPhIibDabFItFwuGwVpPJ38fS0hLr6+s4jkOhUNDEfyQS4cqVKyoQKcZROuylAmt+4qMUYnS7XW12vAiRkX/eMKzBcB5jUF4T0vX7rOEuMSbAx0bmNptNHYolU+6kOVDi5ZZl6SCjfr/P3bt3uXPnjk5elLJO6R+YTqe43W6Ojo6IxWJks1kePnyogoydTodut0ssFiORSLCzs8Pu7q6KTEq/ieh7RaNRut2ultU2m00cx1EFYMn3DAYD1tbWuHnzpi6UnU6H8XisOlP37t3Tx5Gmv/n3UWRTpDcB0CS54zgEAgEVDpRy39lsxu7uLo1GgytXrmjoThpHJX8SCoWYTCbs7e3RbrdJpVJsbm7i8Xj4wz/8Q4LB4MekUaTCa2VlRc+Hjzq+M5mMGlzR8Go2m6RSqTPFGrlcjlKpxGQy0TnskqcSL6vT6eD3+7UkWpBcTzAY1Me7SKZdQrCmMdDwMjAG5TUhC9azJDrPGxNZrCTUZFmWNtdJBZKoCcvCKaGger1Op9MhHo/rorS8vKyejIhASuy8WCxy584dDg4OGAwGmhOQZj3p7ha9rnw+z9LSEqPRiFKppKq1LpeLWq2mEh+5XE4nIwJcv35dw0LLy8tcunSJYrHI/v4+4/GYGzduEI/HdeZ8rVbTSq5Wq6UVU7Zta5+M2+3GcRztp5GhWuJhXL9+Xb2K1dVV9aCOjo6YzWa89dZbRCIRyuWy9pYcHh7S7XZVxXZxcRGAW7duMZlMuHbt2sd29qJf9aSy8Gg0SqfTUWn/iyT2RUZnOByeGVEgjy25qeFwqJMZRW7FlOIaPg2MQXkNSEfws2hBjcdjlWs/H4YQr0RCNYBKlEgXuci4dDodDTXJmNxwOEw+n8dxHC099Xq9KukiCe9arUa/39eqJZmT4vf7KRQKGm8XCRGZcxEIBDQJXCqVGI/HuN1ujePv7u5Sr9e5evUq29vb7O/v4zgOkUhE1ZUlwT4vqy69EJLgF4kOv9/PaDTSxdjr9WpYS4znvJ6W2+3Gtm0KhQLtdpuFhQVSqRSHh4fMZjMtThiPx+q5STd6Pp/X/MLh4SHNZpONjY2PzaKRarVMJvPUXb9MR+x0OqRSqQuNgIwqvohAIKAGzmD4LGAMymtgNBoxm82ealBEPBE+bkzgJDE7HA51vofMk/d6vbortixLF/1wOKyNiRKukoV+eXmZzc1NDg8POTo6ot/vc+fOHX0uqQxqt9vacDjf3V+r1bRPRPolcrmcehCSq9jb28OyLJWrX1tbU6Xhhw8f6mS5/f19vF4v165dYzgcUq/XdZa7VGPBR8nnSqXC/v4+s9mM5eVlff0iyy7KzGJIBOlHkYFgqVSK9fV1ZrOZJvfT6TTvv/++hg3nJUw6nQ6PHj0imUx+TGNM3msx1s9CMBg0CrmGLwzGoLwGpFz4cTOe+/2+Dr8ajUZsbm5+zJjI7AwZlxuJRFS0UPIf6XSayWRCOBwmEonQbDbVIIiseb1eV1mTeSkPkZZPJpNEIhG+973vkclkVJtrYWFBS5Zv3bqFbdvE43Hu3r1LJBJhbW2NUqmk+QDHcbQAQPS14vE4uVyORCLB7du3GY/HXL58WXMrKysrqoorg7ekq1xyIdIH0+/3tYKq3W6zv7/PaDTi6tWrrK+vs7Cw8Nh+j1AoRCwWo91uEwgEVIJE3mfRnxI1XWEymXDv3j18Ph9Xr1792ONKk+jCwsIL/Z0YDJ93jEF5DTyuXFhi4OLByBjaarWqKrKS5yiXy5TLZdbW1qjVahwcHKiK7eLioupuyTmS5xgOh9q0l0qlGI/HtFotlVspFouqCvvOO+8Qj8c5ODjgBz/4Ae+99x4HBwdcvXpVBSKl70HkR2SWSKlU0jLlUCikO++FhQU1CiK4OBqNePjwoU6MdLlcrK6uqjy6ZVmqHry7u0sqlVIpGI/Hg23bbG1tae5GciyDwUA9g2KxqOrIFyWdk8mk9qUsLS3p40o+5vLly7TbbUqlkhY+HB0dMRqNeOONNz5m8KUwQD4Dg+HLiDEor5iLyoVHo5EmU0WXq9/va56gWq2yv7+vw6gkdDSbzcjlcgQCAer1OuVymVQqxfb2NtFoFMdxNAkvCrlSiiphnnK5zGAw4A/+4A/Us7l69arKfoxGIz788EPV7nK73dpVfv/+fQBtzJtOp7z99ttqFHZ2dtjZ2SGZTJJKpQgGgzx8+FC9mXg8znA45P79+4xGI9bX19V4VCoVnbMSi8VoNpvUajWtXstms0ynU7rdrg6kqlar6pGtrq6qcQmFQni9XrrdruaCIpGI9thINVoul1O1gHQ6rbI4oh02Ho8pFos0Gg2m0ykHBwdcunTpQs9nvorNYPiyYgzKK2a+XFjmXcgiJ7pUEv+XJkUZYypKwBJ6EjXWWCxGoVAgk8mwtLSk0iESMnO5XJRKJabTKZcuXdLFUmakD4dDCoUCkUhENaOCwSC///u/r0nuzc1NvvGNb6geVqlU0n6XTCZDqVTSUNG7775Lr9fTGSUipSKyJdLxLk2M77//vooNZjKZM5pj9XqdH/zgB9TrdZaWlvj6179Oq9VSfSnp/q5UKng8HnK5nOam5D2USYcrKys6E6TVaulnIoUE0ngpYUHxvESmxO/3s7GxodV1i4uLJJPJM70hUl7c6XR0DrzB8GXFGJRXzGAwYDKZaI5E1HylmVDCJNLIJhpQyWSShYUFSqUS7777LsVikeXlZR48eMCPfvQjbcALh8McHx9z+/Zt/H4/CwsLGtJ68803tZtb5q97vV7eeOMNSqWS7v5FdkQWxEKhQKfT0XDRj3/8YwKBgErt7+zsEIvFNLQmqrJbW1sA3L9/X0uG/+gf/aNcv35dy3nFWGxtbeF2u7l//z6TyYRLly5pj41lWayvr5PJZM6MkJUOb5GMOT+jHdCwnoSyQqGQvr/zA6SkMVRGBrdaLVKpFJPJhFAopMbb4/HQbDYJBoNcv35dO/9lRotUurlcricOSTMYvgwYg/IK6fV6PHr0CLfbTSAQ0DkeEtbq9XpEo1GNzwcCAZaWlhiPx5TLZR1mJbM7RHJDym2z2awaLL/fz2w2486dO6RSKb7+9a/j9/s1jBUKhWi32ywtLZFMJikUCrowd7tdotEoX/va1xiPx/yTf/JPcByHnZ0dIpEIPp8Px3H46le/SrPZ5OHDh1rCKyrEjUaDYDBItVrVWSpwkvCvVqtcunSJer1Ou91mfX2dq1evagI8EoloAt62bW7cuEE+n9fZJd1uVyXTpXDgcX0W86GscrnM4uKilkNLY+D851MsFkkmk2p8pJdFqskcx9FhXuIJhcNhwuEwtm3T7XZVjdn0fhi+7Lwyg2JZ1tvArwMBwAb+kuM437dOtpS/Bvwc0Af+vOM4Pzw9588Bf+P0If6W4zh/7/T4V4H/GQgCvwP8FWdeCe8zhOM49Pt97YS2bZu1tTVtchP5kdFopCNYJREcj8dVEVeUdyWHISqygUCA9fV1FR/0er2srq6SzWbZ39/XmSTS/Nfv97XXotFosLa2xv379890pU+nUzU0d+/eVdXd4XBIu93G5/PR6XS4d+8es9lM583fuHGDUCikOQipZLtx44Ymum/dusUPf/hDlWAJBoP85E/+JCsrK9y/f1+nF9q2jd/vZ3FxUT0hr9dLOp3W8J+EqZ6GyKEcHx9TrVY/NtnStm3q9boWEKyurj7T455HRi0/TQLGYPiy8Co9lP8K+E8dx/lHlmX93Onv/zLwJ4Ct06+fAv428FOWZaWA/xh4B3CAdy3L+m3HcRqn9/mLwPc4MSjfBP7RK7z2F8JxHA4PD9VjkEl4Il8+GAy0RDebzeLxeCiVSrrTl126y+VicXGRjY0N3n33XQqFAuvr67z55pu6QEqeJBAIsLa2RrvdZjwes7i4iN/v58GDB7TbbfUUvvvd7xIIBJjNZvR6PW0m3N3dJZvN4na7+Wf/7J9xeHiIz+dja2uLRCLB4eGhVp2JUKQUCjx8+JBYLEYwGMTj8dBoNAiHw2xubuprzufz3Llzh93dXWzb5urVq6TTaQ2pXblyBdu26XQ6akDOIw2Wz4N4hDJhURb9drt9JoF+UdjMYDC8GK/SoDiAtBHHgcLpzz8P/P1TD+O7lmUlLMta5MTY/GPHceoAlmX9Y+CblmX9UyDmOM53T4//feBP8hk0KMfHx+zv75PL5VhaWtKSXJmAJzkMkdgoFovYto3X66XdbtPpdFhZWVHjcnh4CJz0TUjYSWahp1IpTYCLFL0kquGkkmw6ndLr9TSHcv36dUajkeYTWq0Wk8mEjY0NHMeh2+3y/vvvc+PGDaLRKKFQSMuNbdtW7yeZTFKtVtnZ2aFYLBIMBonFYkQiEa5du3bGI3C5XLzxxhssLi5yfHysYSVR+5US21ehchuLxTRX4nK5NPEeDAZJp9NmHrnB8JJ5lf9R/z7wu5Zl/deAC/gXT48vA/MDpg9Pjz3p+OEFxz9TdDod9vb2dNa2lAW73W4KhYIm2kWqo1gsqjJss9lkOp2SyWR0AJNlWfz4xz/Gsiy2t7fx+XwUi0UdtiSDkiaTCTs7O9y9e1dnkQAsLy9z48YNDg4O+NGPfkQikdDwVCAQ0I55EV+czWY6DXJxcZFer0ehUCCXy7G6uqpCj4lEQkf0SnPlpUuXdMbI49QAkskkvV5P3xufz/daQkXpdFqHaEkozEwSNBheDZ/IoFiW9XvARW3Bfx34V4D/wHGc/8OyrD8N/B3gZz7J8z3D9fwS8EsAa2trr/KpzjAej3nw4AEul4srV67Q7XbZ2dlhMBioXtR8Ilkk2N1ut+7ao9EowWBQO9+LxSIA8Xicer3Om2++ydHRET6fT6VCdnd32dnZoVAoUCgUdLyslCWPx2OVt9/Y2NA56tJtLsKP+/v7pNNpvF4vm5ubrK2tUalUdEpiu91WD6Tf7+vkRimrlWFajxO+lLJamcXhOI72trxqJEkvBRBmcJTB8Or4RAbFcZzHGojT0NRfOf31fwN+8/TnI2B17q4rp8eOOAl7zR//p6fHVy64/0XX8xvAbwC88847ryxpP6/7NJvNePToEYPBgKtXr+p88ePjY7xeL+vr65rwlYR8v98nGAyyt7enu/7BYKDzS0SVN5FIEAwGOTg4oNPpaLnxvXv3GAwGKlnu9/u5evWqVhoFAgHtx9jb2yMej+M4Dvv7+yQSCdXVunTpkk4UlOmAUoV2eHjIwsICsViMer1Or9cjFApx//59nTkfDAZZWVnh+PiYSqWiFVWO42iX/nA41DCbeDbJZPK1jpf1eDympNdgeA28ypBXAfiXODEKfwz48PT4bwO/bFnWtzhJyrccxylalvW7wH9uWZa0Gv9x4Fccx6lbltW2LOtf4CQp/28D//0rvO4nsru7q96ANMVVKhXW19fxeDzs7u7qpD2Xy6WVWiLzIVMIB4MBwWCQtbU19vb2GA6HhEIhnWWyublJPp+nVqsxHo9pNBrs7+/rGN6NjQ2GwyGlUol2u61hsGg0yng8ZjAYMBgMyGazXLlyhWvXrlGpVLh//z7tdpuvfe1rOtY2EAho4140GqVerxOLxVSpV3pdZFDUpUuXzmhpZbNZSqUS5XJZy4mlCM/n82kYsFar4ff7zeJuMHxBeZUG5S8Cv2ZZlgcYchqK4qRK6+eAB5yUDf87AKeG4z8D/uD0fn9TEvTAX+KjsuF/xKeYkJeO8FAopFpTfr+fXq/HrVu3NLQiEwrv37/P4uIitm0DJyGswWCgzXLf/va36ff7bG1taT+GdLxHo1Gdc37lyhVd0GOxmHoF1Wr1TLOk5Axk1K7I2stwKBGBFN0qj8eD1+tVz0Ea/y5fvkyz2dQuehmctbm5qY2TYhikokpyI9FoVMfTiicnxkbmoRsMhi8er8ygOI7z/wFfveC4A/zlx5zzd4G/e8HxHwBvvuxrfBFs2yYUCnH58mX6/T7b29tcuXIFOOkgHw6H2u39kz/5kzoAy+fzEQ6HuXfvHuVymVAoRKPR4PDwkEwmw2g04u7duzqedzgcsr+/T7PZVBXeXC5HLpejXC6rQanValqFJXpVIrYowpCxWIxisahVYtvb2xweHtLv97l06RJXrlzR8b7SKR4KhVR3y+12c+nSJdbW1tTYnZ/3MT+O9jzD4VA9GiNNYjB8cTF1k8/JeDwmEAjw8OFDJpOJThasVqs6g0TmlNy7d0+T49vb2zSbTfb398lms6yurnJ4eMjNmzd54403KBaLKg3S6/WAEwmTYDDIV7/6VU2Sf/DBB6qqW6/XyWQy3Lx5k4WFBVUlLpVKWpVlWRaxWEwX9WQySbvdPtPQ12g01MuS5sRCocBkMiGfz2vHvsvlotls4vf7LyzzfVySvdFonPFoDAbDFxNjUJ4TmeUdiUS4fv06Ho+Ho6MjarWaDnuKxWJ4PB4ePXpEsVjUpr9Hjx4Ri8X4xje+wXg8JpFIcPPmTRWOXFlZoV6vMxgM9LtlWbz77rtqLJrNJqFQCMuy6Pf7fOMb32B7e1sXc9EDEw0qy7L48MMPsSyLdDqtuY3t7W2y2azmdkR63u/3q35WPp/XGSoyVhd4rrDV80wwNBgMn2+MQXlOarUa7XabeDxOuVxWdWCZ0ud2uzWfkUwm2d7eplQq8Z3vfIdOp8Ply5fZ3d0lFAqxvLxMNBqlUqkAJ1IjPp9PO+w9Hg+9Xo/bt29Tr9dJJBIsLCzw4MEDOp0OP/uzP8u1a9eYzWaMRiOt/AqHw1pJls/nCQQCWgwg3esibyL6YfV6Xb2QRCKh1V5w0kNSq9U4Pj4mm80+87wPx3FoNpvas2IwGL7YGIPyHEynUyqVCi6Xi83NTc1J9Pt9dnd3WVpa0tno6XSaxcVFcrkcu7u7WkK8tLTEo0eP2N7eJp/Pa4hLSof7/b4Os2q321iWhW3bOgslEonQ6/UIh8PqfUheYjabMR6PqdVqDIdDMpkMly9fxuPxMBwOOT4+xuVyqTERXC4XmUxGq7HO92rI6xQFXnn+p9HpdDRsZjAYvvgYg/IcTCYTyuWy6ldJc953v/tdHQbV7XZJp9P4fD4ODw8pFou43W6dLtjpdAiFQrRaLXw+H+VyGbfbTTAYVNl4mVo4m81IJpOsrq4Sj8dpNpvcv3+fSCTC8vIy+/v7tNtt0uk0kUjkzEz1paUl8vm8yosEAgEWFhbUC7mIxwkktlotFYOs1+ta/vsk6RKpLpPRwwaD4YuPMSjPgW3bKlVer9c5Ojqi1+uxv7/P5cuXWVxcpF6vs7a2xnA45OjoSBP00+mU7e1t2u02gHoXfr+fVCqlTYiilWXbNoFAgL29PTqdDteuXaNYLNLv97lx4waLi4u60ItBSiQSWhggUwrneRFFXZntHg6HVehyXhr+cXmRVqvFdDo13onB8CXC6FA8B5PJRKXbE4kEi4uLTKdTkskkKysrtNtt/H4/tVqNO3fuEA6H2draYnFxkevXr7OysqI5iMlkwvvvv89kMiEajXL37l0dNLW8vIzH4+Hg4ICdnR3y+byWBr/99tv89E//NNevX9fmx1wuh23bNBoNvF4vbrdb8zGflGazCaCjbT0eD5lMRpstL2LeCL3OjniDwfDpYjyU52A0GjEajYjH42xsbFCtVolGo7z55puk02n6/T61Wo3RaEQ2m+Xy5ct0u12VN0mlUqRSKXK5HHfv3tUSXxF+vHbtmpbp7uzs8OGHH5JIJHjrrbf44Q9/iGVZvP3225ozkbnqIm0yGAyIRqPa3f5JGY/HdLtd4vH4mfBWKBTSHE8gEPiYIOR5I2QwGL4cGIPyHPR6PSaTCeFwWJPckUiEbDbLdDrFtm3cbjdra2tcuXJFS2Zlwp8MZIpEIpTLZer1OgcHB3zwwQesr6/zxhtvMBqN2NnZYW9vD7/fz1tvvaVaXl/5yldwu93UajUGg4E+n23bqqJbKpUolUoXzhV5XqTy66L+Eemql1G7YnDECEnptMFg+PJgQl7PQavVotfr0Wg0KBQKjMdjMpkMfr+farWqCfuNjQ3cbrdWaUkpsCBVXVtbW1QqFUqlEuFwmGazSaFQoFQqae9Gq9Xi/fffx+v1YlkWx8fHdLtdfD4f6XSara0trly5otIoolrcaDR0jPCLMBgMGA6HJBKJC5P4lmVptVilUtH+lkajoaXHBoPhy4XZQj4HMpCq3+9z+/Ztrly5QiwWYzKZsL+/D0A2m8Xv99NqtZjNZqr7JclrqX6KRqN0Oh08Hg+5XI56vc57772H2+2mXC5ro+HBwQHBYJDr16+rSm8gEDiTDE8mkwwGAyqVCpZlcenSJeAk9HR0dHRmlv2z4DiONjc+aVKi5FPK5bLOlB8MBqRSKSMTbzB8CTEG5Tlot9tMp1O8Xi+DwYBiscjly5cpFAqquTUajdjf32c6neL3+5lOp2fyGTJMy7ZtxuMxy8vLlEolnf8ej8d1RO/m5qbOnhcv5CLEW5AZKtJgGQ6HqdVqqtMlDZhPQzS9crncU43QfD5FhDOfd1yvwWD4YmAMynPQbDaxbZt8Ps/y8jLNZpP33nsPx3F0rnqpVGIwGOggLJfLRTAYxHEcGo2GijQOBgOVcpdhVYFAgPF4rGq/wWBQ5VyetrD7fD4ymQyTyUQHeXk8HvL5PL1ej3q9TqFQIBKJEI/HHyvSOJvNVK/rcdMXz5NMJhkOh4zHY50lbzAYvnwYg/IcdLtdLMvSxkG/38/Ozg6O45BMJmk2mzqWdzgc8ujRIy5duqTeTKVSod/vM5vNtDEwGAzyjW98gzt37lCr1XTG/Pr6ujZJPuuO/3GVXTIMq9ls0ul0VDhyfqa7IF7Y/Fz4pyFyLtLlbzAYvpyYQPdz0Ol0cLlcuN1uFVv0eDw8fPiQRqNBLBYjn8+ztLTEwsIClUqFe/fu8eMf/5hHjx4xHo9VF6vVauH3+1ldXWVpaQmXy0W1WmU6nbK6uqrJ/FQq9VJ2/C6Xi1QqxcrKColEgvF4TKlUolAoaGnzdDql1WppE+Pz4Ha7TajLYPiSYzyU50AWXr/fT7/fp9PpEA6HSaVSOt52MpnosKnJZMLt27fx+/3cuHGDbDZLs9k8M1lRpOKl9DcQCBAOhxmPx8RiMWKx2Et9DSJeKbmaVqtFtVql0Whoma/pHzEYDC+CMSjPgXgojUaDer2O4zgkEgl+4id+gkajwcHBAclkkmQyyXvvvaeJbelZmUwmBINB3nzzTabTKR988MEZ+ZWFhQXK5bJOPIxGo6+sWsqyLCKRCJFIhMFgoJMiTf+IwWB4UczK8YzYts1wOMS2bTqdDn6/X7Wz2u02b731Fv/8n/9z9vb2VPxxc3OTjY0NGo0Gu7u7tFotrl+/TjQa5Yc//CHT6ZRGo8FgMGBpaYlgMEgwGCQUCuH1el/bQCp5Xtu2jTExGAwvjFk9npHxeMxgMMBxHEKhENlslmAwyMHBAdPplE6no/PiAba2trh58yaTyYRAIEAmk6HRaLC3t6dVVxsbG4TDYXZ3dwkGg1y6dAnLsrTRUaq1XhfGmBgMhk+CWUGeERlgBSeSJK1WC9u2OTg4YHV1Fdu2WV5eJhwOY9s2m5ubTKdTFY+Mx+M6N8WyLBYXF0H/FikAABnsSURBVNne3qZWq+F2u/H5fNTrdfx+P47jmHG5BoPhc4ep8npG+v0+o9GI6XSqc0++853vUK1WNXHebDa1j2RnZ4dyuUwikSCRSGBZFuFwmOvXr6tCsOM49Pt9MpkMCwsLqmYcDocf2ydiMBgMn1WMh/KM9Pt9JpMJs9kMx3FIpVJUq1WWl5cZDAY8ePAA27aJx+OEw2Hy+Txer5dms0m/3ycWixEOhzVsFolEtGpMJiXmcjkajYbxTgwGw+cSY1CeESkDns1mJBIJ1eDa2NjgwYMHpFIp4CQPsb6+ztraGo7j0O12abfbWpprWRZer1cFJf1+v3ojkhw3GAyGzyPGoDwjzWaT0WiE1+vVUlu/30+pVMJxHBYWFmi322xubmqX+bwC8HxprkiVTCYTMpnMp/zKDAaD4eXwynIolmW9ZVnW71uW9b5lWf+3ZVmxudt+xbKsB5Zl3bMs62fnjn/z9NgDy7L+2tzxTcuyvnd6/B9YlvXaxwCKerDL5cLn89HtdrFtm8lkQjab1Q7zx80hkRn0Mh++2+3icrmMVInBYPjC8CqT8r8J/DXHcW4C/xfwHwFYlnUD+AXgDeCbwP9oWZbbsiw38D8AfwK4Afzi6X0B/kvgv3Mc5wrQAP7CK7zuC+l0OozHY9xut4o7BgIBNQ62bbO+vv7UUl+3281sNqPX6xEOh42QosFg+MLwKg3KVeD/Pf35HwP/xunPPw98y3GckeM4u8AD4GunXw8cx3noOM4Y+Bbw89bJivvHgP/99Py/B/zJV3jdH8NxHNrtNrZt4ziOyqskEgmGwyGDwYBMJvPMWla9Xk+T8QaDwfBF4VUalA84MR4A/yawevrzMnAwd7/D02OPO54Gmo7j2OeOvzZs29aRuzJ9UUbgdrtdVR9+VjqdDj6f75lmkxgMBsPnhU9kUCzL+j3Lsm5d8PXzwL8L/CXLst4FosD4ZVzwU67nlyzL+oFlWT+oVCov7XGn06l6FX6/H8uysG2ber2Ox+MhlUo9cy5kNBoxHo+Nd2IwGL5wfKIqL8dxfuYpd/njAJZlXQX+tdNjR3zkrQCsnB7jMcdrQMKyLM+plzJ///PX8xvAbwC88847zrO/kidj2zbdblenMLpcLmq1Gi6Xi2g0qhMSnwWZqWKS8QaD4YvGq6zyyp1+dwF/A/j105t+G/gFy7L8lmVtAlvA94E/ALZOK7p8nCTuf9txHAf4NvCnTs//c8A/fFXXfRHT6ZR+vw+cTEYUXa90Oq1lxE9jMpnoKN5wOGxmrhsMhi8cr3JV+0XLsu4Dd4EC8D8BOI7zAfBbwG3g/wH+suM401Pv45eB3wXuAL91el+Avwr8h5ZlPeAkp/J3XuF1f4zxeEyv1wNOGhebzSbRaJRYLIbL5XrsqNzZbEa326VYLHJ0dESn09H8i8FgMHzReGWNjY7j/Brwa4+57VeBX73g+O8Av3PB8YecVIF9KoxGIzUocNKwuLq6ymAwIBQKfaz0dzQa0el0dNyv1+vVPMvrVhA2GAyG14XplH8Ger0e/X4fy7IYjUb0+33K5TKtVotMJqPGRgzLbDbTPEk0Gn3ucboGg8HwecQYlGdgOBwyHA7xeDy4XC6SySTBYBDLssjn83q/k3QPeL1ekycxGAxfOoxBeQqO49DpdBgOh7jdbp3JLmEskw8xGAyGE8wW+ilMp1O63S7j8Vg9FJ/PpxL0BoPBYDjBGJSnYNs2jUaD2WyG2+3G7/er5LzpdDcYDIaPMAblKUynUzUogBoS05hoMBgMZzEG5SnYtk2z2VQPxePxEAwGTbjLYDAYzmEMylOYTqc0m00cx9GQVzgcxuMx9QwGg8EwjzEoT8G2bTr/f3v3HiRZWd5x/Pt0n+meyzK7AxLc2oWAcU0KTEXX0YKKWpYgt2hAFMVYBVFKokIStaxkDRXLP7QKtFImRqO1RsvFIgJiNlAFikBUvNSCiCuwENwBsdh1uYiwOzM73dOXJ3+ct9szx7736Z1Ffp+qrjn9nks/fbrnPP2+7znvmZ/H3cnlcqxZs4bx8fHVDktE5LCjhNJFrVbjwIEDmBlRFDE1NdW8B7yIiPyWEkoXBw8epFQqNWso09PTau4SEWlBCaUDd+fgwYPNYVcaCUU1FBGR36WE0kFj2PpSqdRs8pqZmVENRUSkBSWUDmq1GvPz81QqFYDm7X+VUEREfpcSSgeNM7wqlQq5XI5iscjExMRqhyUiclhSQumgcVFjrVbD3RkfH9cpwyIibSihdNC4U2OlUiGKItasWdP27owiIs93SigdLC0tNe+6mM/nmZycVA1FRKQNJZQOyuUyCwsL1Gq1ZkJRH4qISGtKKB2USiXm5+ep1WqMjY0xMTGhJi8RkTaUUNpwd5aWllhaWqJerzeHrNdFjSIirSmhtNG4qLFcLgM0Rxk2s1WOTETk8KSE0kalUqFcLrO4uEi9Xmd8fFw31RIR6UAJpY2lpSXK5TJLS0vNixqVUERE2lNCaaNUKlEqlZoJRXdpFBHpbKiEYmbnm9kuM6ub2Wxq3kfMbM7MHjKzMxLlZ4ayOTPbkig/wczuDOXXmlkhlBfD87kw//hhYu5VqVSiUqlQKpXI5/Nq8hIR6WLYGsr9wHnAHclCMzsRuAA4CTgT+A8zy5tZHvgccBZwIvCOsCzAlcCn3f3FwDPAxaH8YuCZUP7psNzILS0tUavVVjR5TU9PH4qXFhF5Thoqobj7g+7+UItZ5wDXuHvZ3X8BzAGvCo85d3/E3ZeBa4BzLD516vXA9WH9bcC5iW1tC9PXA6faITjVqlFDWV5eZmxsrHnasIiItDaqPpQNwGOJ53tCWbvyo4Bn3b2aKl+xrTB/f1h+ZNydcrlMuVxuXtQ4NjamYVdERDroemMPM7sNeGGLWZe7+w3ZhzQ4M7sEuATguOOOG3g7jZrJ4uIitVqNQqFAoVDQRY0iIh10TSjuftoA290LHJt4vjGU0ab8aWCdmUWhFpJcvrGtPWYWAWvD8q1i3QpsBZidnfUB4gbi5q5G/0lj2PpGUhERkdZG1eR1I3BBOEPrBGATcBfwY2BTOKOrQNxxf6O7O/Ad4K1h/YuAGxLbuihMvxX437D8yCwtLVGtVtm/f38zoRSLRfL5/ChfVkTkOW3Y04bfbGZ7gFOAm8zsFgB33wVcBzwAfAu41N1rofZxGXAL8CBwXVgW4B+BD5nZHHEfyZdC+ZeAo0L5h4DmqcajsrS0RKVSYX5+HqB5Y61cTpftiIi0M9TN0d19O7C9zbxPAJ9oUX4zcHOL8keIzwJLl5eA84eJs1+lUolqtcqBAwcwM4rFohKKiEgXOkKmuDvLy8vUajUWFhaIokjD1ouI9EAJJaVarVKpVKjVas2r5Bu3/xURkfaUUFIayWR5eZlSqUShUGjWUkREpD0llJTGsPXlcnnFVfJKKCIinSmhpBxxxBGsW7eueaaXaigiIr1RQklxd3K5HPPz87g7hUKBfD6vcbxERLpQQkmp1WpUq1UWFhaa95LP5XI6y0tEpAsllJRqtdq8sZaZEUURhUKBYrG42qGJiBzWlFBSGtefLC4uksvlNDCkiEiPlFBS8vl8s5ZiZs2zvKJoqEEFRER+7ymhpExMTGBmLC0tNZu7oihSDUVEpAsllJRarcazzz5LrVZrjuMVRZFGGhYR6UIJJaUxbH2lUiGfzzfv1qgmLxGRzpRQUhqjDNdqNaIoYnJysnnqsIiItKejZEq5XGZ+fp56vd5s6tJV8iIi3SmhpBSLRQqFAmZGLpdrnuUlIiKdKaGklEolyuUy9XqdsbEx8vm8rpIXEemBEkpKrVYDaI7jBSihiIj0QAklpVqtUiwWm+N4NU4dFhGRzpRQUvL5PIVCYUVCUae8iEh3Sigp1Wq1ec3J2NgYuVxONRQRkR4ooaTU63WAZiIxM53lJSLSAyWUlMaZXY2BIXXasIhIb5RQUtydSqUC0EwmGhhSRKS7oRKKmZ1vZrvMrG5ms4nyo8zsO2a2YGafTa3zCjO7z8zmzOwzZmah/Egzu9XMdoe/M6HcwnJzZnavmW0eJuZupqamGBsba9ZQ8vm8xvESEenBsDWU+4HzgDtS5SXgn4EPt1jn88B7gE3hcWYo3wLc7u6bgNvDc4CzEsteEtYfmbVr1xJF0YomLyUUEZHuhkoo7v6guz/UonzR3X9AnFiazGw9MO3uO9zdgauAc8Psc4BtYXpbqvwqj+0A1oXtjMz8/Hzzbo1KKCIivTnUfSgbgD2J53tCGcAx7r4vTD8OHJNY57E262SuWq2yuLjY7JiPokgJRUSkB12PlGZ2G/DCFrMud/cbsg8J3N3NzPtdz8wuIW4W47jjjhvotavVKgcPHmz2o4yPjxO6eUREpIOuCcXdT8vw9fYCGxPPN4YygCfMbL277wtNWk8m1jm2zTrpWLcCWwFmZ2f7TkgAy8vLLCwsEEVR81oU3QtFRKS7Q3qkDE1aB8zs5HB214VAo5ZzI3BRmL4oVX5hONvrZGB/omksc/V6nVqt1hx2pZFYRESks6E6B8zszcC/A0cDN5nZTnc/I8x7FJgGCmZ2LnC6uz8AvB/4CjABfDM8AK4ArjOzi4FfAm8L5TcDZwNzwEHgXcPE3M34+Di5XI4oinB3DbsiItKjoRKKu28HtreZd3yb8ruBl7Yofxo4tUW5A5cOE2c/lpeXKZfLzaYuXSUvItIbteWkHDx4kGq1Sj6fJ5/Pq4YiItIjJZSUAwcONO/WqJGGRUR6p4SS0qiVNEYaVkIREemNEkpKo4bSaPLSRY0iIr1RQmmhWCxSKBSIokgjDYuI9EgJJcXdKRQKFAoF8vm8EoqISI+UUFIKhQJTU1OYmc7yEhHpgxJKyszMDBs2bFgx2rCIiHSnhJJSLBaZmpoil8s1O+ZFRKQ7JZQUM2smE43jJSLSOx0tU9asWcPMzAxmRqFQUEIREemRjpYptVqNSqWikYZFRPqko2VKvV6nXC4roYiI9ElHy5RqtUq9Xgdo3hNFRES6U0JJyeVyzdv+qg9FRKR3Olqm5PN5JiYm1OQlItInHS1TKpUKy8vLGnZFRKRPSigplUqFWq2mgSFFRPqkhJLSuKBRQ9eLiPRHCSWlWCwyOTmp+8mLiPRJCSWlXq+zvLyshCIi0icllJR6vU61WsXM1IciItIHJZSU8fFxpqenyefzqqGIiPRBCSUll8sxNjbWvA5FRER6o4SS0mjy0kWNIiL9GeqIaWbnm9kuM6ub2Wyi/A1m9hMzuy/8fX1i3itC+ZyZfcbCYFlmdqSZ3Wpmu8PfmVBuYbk5M7vXzDYPE3M3jYQyNjamhCIi0odhj5j3A+cBd6TKfw28yd3/FLgI+Gpi3ueB9wCbwuPMUL4FuN3dNwG3h+cAZyWWvSSsPzKN4eujKNLAkCIifRgqobj7g+7+UIvyn7r7r8LTXcCEmRXNbD0w7e473N2Bq4Bzw3LnANvC9LZU+VUe2wGsC9sZiXq9TqVSUQ1FRKRPh+KI+RbgHncvAxuAPYl5e0IZwDHuvi9MPw4cE6Y3AI+1WWcFM7vEzO42s7ufeuqpgYKNoogoiigWi0ooIiJ96Hoak5ndBrywxazL3f2GLuueBFwJnN5PUO7uZub9rBPW2wpsBZidne17fYCJiQnWrFnTvLe8iIj0pmtCcffTBtmwmW0EtgMXuvvDoXgvsDGx2MZQBvCEma13932hSevJxDrHtlknc41O+cY9UUREpDcj+QluZuuAm4At7v7DRnlo0jpgZieHs7suBBq1nBuJO/AJf5PlF4azvU4G9ieaxjJXr9ep1+vk83nVUERE+jDsacNvNrM9wCnATWZ2S5h1GfBi4KNmtjM8/iDMez/wn8Ac8DDwzVB+BfAGM9sNnBaeA9wMPBKW/2JYf2QatwDWdSgiIv0Z6lJwd99O3KyVLv848PE269wNvLRF+dPAqS3KHbh0mDj7Ua1WcXdyuZwSiohIH3TETGkkFI3jJSLSHyWUFCUUEZHBKKGk5PN5isWihq4XEemTEkpKsVhk7dq1GmlYRKRPSigp9Xodd1dCERHpkxJKSvI6FBER6Z0SSsr09DTr169XQhER6ZMSSoqZaRwvEZEB6KjZQr1eV0IREemTjpop9XodQANDioj0SQklJR7pBdVQRET6pKNmSqOGooQiItIfHTVTlFBERAajo2aKEoqIyGB01Exp9KGoU15EpD9KKCmqoYiIDEZHzRQlFBGRweiomRJFEZOTk2ryEhHpk4bUTZmcnGRycnK1wxARec5RDUVERDKhhCIiIplQQhERkUwooYiISCaUUEREJBNKKCIikgklFBERyYQSioiIZMIagyH+vjGzp4BfDrj6C4BfZxhOlhTbYBTbYBTbYJ7Lsf2hux89yIZ/bxPKMMzsbnefXe04WlFsg1Fsg1Fsg3m+xqYmLxERyYQSioiIZEIJpbWtqx1AB4ptMIptMIptMM/L2NSHIiIimVANRUREMqGEkmJmZ5rZQ2Y2Z2ZbDsHrHWtm3zGzB8xsl5n9fSj/mJntNbOd4XF2Yp2PhPgeMrMzRh27mT1qZveFOO4OZUea2a1mtjv8nQnlZmafCTHca2abE9u5KCy/28wuyiCuP07sn51mdsDMPrBa+87MvmxmT5rZ/YmyzPaTmb0ifA5zYd2e7wLXJrZPmdn/hdffbmbrQvnxZraU2H9f6BZDu/c5RGyZfYZmdoKZ3RnKrzWzwpCxXZuI61Ez27lK+63dsWP1vnPurkd4AHngYeBFQAH4GXDiiF9zPbA5TB8B/Bw4EfgY8OEWy58Y4ioCJ4R486OMHXgUeEGq7JPAljC9BbgyTJ8NfBMw4GTgzlB+JPBI+DsTpmcy/uweB/5wtfYd8FpgM3D/KPYTcFdY1sK6Zw0Z2+lAFKavTMR2fHK51HZaxtDufQ4RW2afIXAdcEGY/gLwvmFiS83/F+Cjq7Tf2h07Vu07pxrKSq8C5tz9EXdfBq4BzhnlC7r7Pne/J0zPAw8CGzqscg5wjbuX3f0XwFyI+1DHfg6wLUxvA85NlF/lsR3AOjNbD5wB3Oruv3H3Z4BbgTMzjOdU4GF373Qx60j3nbvfAfymxWsOvZ/CvGl33+Hxf/pViW0NFJu7f9vdq+HpDmBjp210iaHd+xwotg76+gzDL+rXA9dnHVvY9tuAr3Xaxgj3W7tjx6p955RQVtoAPJZ4vofOB/dMmdnxwMuBO0PRZaFq+uVEVbhdjKOM3YFvm9lPzOySUHaMu+8L048Dx6xifAAXsPIf+3DZd1ntpw1hehQxAryb+Bdowwlm9lMz+56ZvSYRc7sY2r3PYWTxGR4FPJtInFnut9cAT7j77kTZquy31LFj1b5zSiiHCTNbA3wD+IC7HwA+D/wR8DJgH3HVerW82t03A2cBl5rZa5Mzw6+XVTtdMLSJ/yXw9VB0OO27ptXeT+2Y2eVAFbg6FO0DjnP3lwMfAv7LzKZ73V5G7/Ow/AxT3sHKHzGrst9aHDuG3uaglFBW2gscm3i+MZSNlJmNEX8hrnb3/wZw9yfcvebudeCLxFX6TjGOLHZ33xv+PglsD7E8EarEjSr9k6sVH3Giu8fdnwhxHjb7juz2015WNkllEqOZ/TXwRuCd4eBDaE56Okz/hLhv4iVdYmj3PgeS4Wf4NHHTTtQi5oGF7Z0HXJuI+ZDvt1bHjg7bHP13rtcOoOfDA4iIO6RO4LcdeyeN+DWNuG3yX1Pl6xPTHyRuNwY4iZWdko8Qd0iOJHZgCjgiMf0j4r6PT7Gy4++TYfovWNnxd1coPxL4BXGn30yYPjKjfXgN8K7DYd+R6pjNcj/xux2kZw8Z25nAA8DRqeWOBvJh+kXEB5GOMbR7n0PEltlnSFxzTXbKv3+Y2BL77nurud9of+xYte/cyA6Uz9UH8ZkQPyf+dXH5IXi9VxNXSe8FdobH2cBXgftC+Y2pf7DLQ3wPkTjrYhSxh3+Mn4XHrsZ2idumbwd2A7clvoAGfC7EcB8wm9jWu4k7UedIJIAh45si/hW6NlG2KvuOuPljH1Ahbm++OMv9BMwC94d1Pku4MHmI2OaI284b37svhGXfEj7rncA9wJu6xdDufQ4RW2afYfgO3xXe79eB4jCxhfKvAO9NLXuo91u7Y8eqfed0pbyIiGRCfSgiIpIJJRQREcmEEoqIiGRCCUVERDKhhCIiIplQQhHpwsx+FP4eb2Z/lfG2/6nVa4k8F+m0YZEemdnriEfAfWMf60T+23GkWs1fcPc1WcQnstpUQxHpwswWwuQVwGvCvS4+aGZ5i+8p8uMwiOHfhOVfZ2bfN7Mbia9Ex8z+JwyuuasxwKaZXQFMhO1dnXytcO+KT5nZ/eF+FG9PbPu7Zna9xfcyubrrPSpEDpGo+yIiEmwhUUMJiWG/u7/SzIrAD83s22HZzcBLPR5iHeDd7v4bM5sAfmxm33D3LWZ2mbu/rMVrnUc8MOKfAS8I69wR5r2ceAiSXwE/BP4c+EH2b1ekP6qhiAzudOBCi+/YdyfxkBebwry7EskE4O/M7GfE9x05NrFcO68GvubxAIlPAN8DXpnY9h6PB07cSTzWlMiqUw1FZHAG/K2737KiMO5rWUw9Pw04xd0Pmtl3gfEhXrecmK6h/2M5TKiGItK7eeJbrTbcArwvDCGOmb3EzKZarLcWeCYkkz8hHr21odJYP+X7wNtDP83RxLeivSuTdyEyIvplI9K7e4FaaLr6CvBvxM1N94SO8adofYvUbwHvNbMHiUfI3ZGYtxW418zucfd3Jsq3A6cQj/LswD+4++MhIYkclnTasIiIZEJNXiIikgklFBERyYQSioiIZEIJRUREMqGEIiIimVBCERGRTCihiIhIJpRQREQkE/8PeQ14Jo/AndYAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "start_time = datetime.now()\n",
+ "found_cipher_alphabet, score = simulated_annealing_break(\n",
+ " ct, \n",
+ " fitness=Ptrigrams,\n",
+ " swap_index_finder=gaussian_swap_index,\n",
+ "# plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+ " initial_temperature=50,\n",
+ " workers=24)\n",
+ "print(score)\n",
+ "workers, trace = dump_result(start_time, 'sa-random-trigram-gaussian-50.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "for w in workers:\n",
+ " trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+ "\n",
+ "( ct_key, found_cipher_alphabet, \n",
+ " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+ " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import glob"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-2516.00992398943 -3869.307250218112 sa-random-unigram-uniform.csv\n",
+ "-2516.00992398943 -3839.3134735383337 hillclimbing-random-unigram-uniform.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*unigram*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " print(df.fitness.max(), df.fitness.min(), f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6794.348261349826 -12720.143220102082 hillclimbing-random-trigram-uniform.csv\n",
+ "-6762.926106391538 -9052.2968971747 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",
+ "-6762.926106391538 -11431.418729152087 sa-given-trigram-uniform.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*trigram*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " print(df.fitness.max(), df.fitness.min(), f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
--- /dev/null
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
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--- /dev/null
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--- /dev/null
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+23,17500,-6794.348261349827,abcdefghijklmnopqrstuvwxyz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz
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+23,18500,-6794.348261349827,abcdefghijklmnopqrstuvwxyz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz
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+23,19500,-6794.348261349827,abcdefghijklmnopqrstuvwxyz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz,qkicfaygbnweojuxhptlsvrdmz
--- /dev/null
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
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+3,17500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+3,18500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+3,19000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+3,19500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+4,0,-3355.2373834657906,abcdefghijklmnopqrstuvwxyz,lystnurxwhpmazkovqfcedgbij,lystnurxwhpmazkovqfcedgbij,qkicfaygbnweojuxhptlsvrdmz
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+4,1000,-2516.0456177230835,abcdefghijklmnopqrstuvwxyz,bkmefavguhwcstlxnpjqiyodrz,bkmefavguhwcstlxnpjqiyodrz,qkicfaygbnweojuxhptlsvrdmz
+4,1500,-2516.0456177230844,abcdefghijklmnopqrstuvwxyz,bymefavguhwcstlxnpjqikodrz,bymefavguhwcstlxnpjqikodrz,qkicfaygbnweojuxhptlsvrdmz
+4,2000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+4,2500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+4,3000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+4,5000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,12500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,13500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,16500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,18500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+5,19500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,3000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,5000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+6,8500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,9000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,9500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,10000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,10500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,11000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,12000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+6,12500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,13000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,13500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+6,14000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+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
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+7,11500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,13500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,14500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,15500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,16500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,17500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+7,18500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,2000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+8,2500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+8,3000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+8,3500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,11500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,12500,-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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+8,16500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+8,17000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+8,17500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
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+8,18500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+8,19000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+8,19500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,0,-3227.87619160634,abcdefghijklmnopqrstuvwxyz,kiqzysvrpotbgjmfahlcdeunwx,kiqzysvrpotbgjmfahlcdeunwx,qkicfaygbnweojuxhptlsvrdmz
+9,500,-2532.9050981693726,abcdefghijklmnopqrstuvwxyz,laxefvrtudhcsgbknpjqiyowmz,laxefvrtudhcsgbknpjqiyowmz,qkicfaygbnweojuxhptlsvrdmz
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+9,2000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,2500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,3000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,3500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,4000,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,4500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,5000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,6000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,6500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,7000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,8500,-2516.00992398943,abcdefghijklmnopqrstuvwxyz,bkrefavguhwcstlxnpjqiyodmz,bkrefavguhwcstlxnpjqiyodmz,qkicfaygbnweojuxhptlsvrdmz
+9,9000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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+9,10000,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
+9,10500,-2516.009923989431,abcdefghijklmnopqrstuvwxyz,byrefavguhwcstlxnpjqikodmz,byrefavguhwcstlxnpjqikodmz,qkicfaygbnweojuxhptlsvrdmz
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--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datetime import datetime\n",
+ "import glob\n",
+ "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": 2,
+ "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": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-3869.307250218112 -2516.00992398943 sa-random-unigram-uniform.csv\n",
+ "-3839.3134735383337 -2516.00992398943 hillclimbing-random-unigram-uniform.csv\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(-4000, -2400)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unigram_ylim = None\n",
+ "for f in glob.glob(\"*unigram*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " y1 = df.fitness.max()\n",
+ " y0 = df.fitness.min()\n",
+ " print(y0, y1, f)\n",
+ " if unigram_ylim:\n",
+ " 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] - 100) / 200) * 200, math.ceil((unigram_ylim[1] + 100) / 200) * 200)\n",
+ "unigram_ylim "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-3800"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "math.ceil(-3935.561885011543 / 200) * 200"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-12720.143220102082 -6794.348261349826 hillclimbing-random-trigram-uniform.csv\n",
+ "-9052.2968971747 -6762.926106391538 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",
+ "-11431.418729152087 -6762.926106391538 sa-given-trigram-uniform.csv\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(-13000, -6600)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "trigram_ylim = None\n",
+ "for f in glob.glob(\"*trigram*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " y1 = df.fitness.max()\n",
+ " y0 = df.fitness.min()\n",
+ " print(y0, y1, f)\n",
+ " if trigram_ylim:\n",
+ " 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] - 100) / 200) * 200, math.ceil((trigram_ylim[1] + 100) / 200) * 200)\n",
+ "trigram_ylim "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "# trace = pd.read_csv('hillclimbing-random-trigram-uniform.csv').set_index(['worker', 'iteration']).sort_index()\n",
+ "# workers = list(sorted(set(trace.index.get_level_values(0))))\n",
+ "# trace"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# trace.fitness.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# fig, ax = plt.subplots()\n",
+ "# for w in workers:\n",
+ "# trace.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-6500, -3300), figsize=(8,8))\n",
+ "# fig.savefig('test.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "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"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*unigram*.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=unigram_ylim, figsize=(8,6))\n",
+ " fig.savefig(f + '.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "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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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>"
+ ]
+ },
+ "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"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*trigram*.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=trigram_ylim, figsize=(8,6))\n",
+ " fig.savefig(f + '.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "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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WVTNb/NPpFLquw+v1ij/A3t4ekskkyuUy2u22jAzI3E4mk9A0Dfl8HpFIBLPZDIPBQK5hPB7LXFhNUBgcGXB5HYZhwDRNjMdjSTJUrHY11Nftdrtwu93SxQiFQvB4PNJFqlar0HVd2tiHh4col8twu93CIvd6vYhGo5hOpxiPx5JsXFxcwOVyIZfLrVUW9Ho92LaNdrstFf42Utt8Ppd2/utahQNOEHfg4MZYJ1sKBoPY3d2FruuoVCobiVebXm+dd3YkEtlKYvoqQGMXPtCDwaBIojbNXl0ul7wfj8eztr27DZVKZan96vV6EQgE4Ha74fP5EAqF1rKqVxOI1cCzCgY9n8/3hUmE3W4X0+kUwWBQArPH44Ft22g2mwgGg9A0TYIeg6qmadL21zQNR0dHiMViKBQKMk/mdy2dTsPj8aBcLiMQCCypGDgL55+ro4JerwfDMGQmzs5PNpuV99/tdpeqcc661Y4KcPV9YMISiUSkpc6FL7Zti4+AYRh48uQJAoEAdnZ2UKlU4Pf7lypxjhI4Jmg0GigUCvB4PGvn4fx9CAaDKJVKcLlc1wbxWq0m8kQniDtw4GDjdi4+GEOhENrttszhtsG27Y1BXNd1GIaxlsT0VWE0GokUiqQywzBg2/bajgODfa/XQ61W+8wM9dlshnK5LOQvstx1XZfK1efzrR018ByrQXzduZlY8PVICtt2H+jAtg4qqc3r9cLtdsPlckHTNDQaDaTTabhcLpFf2bYtVbPX65WgyRY3ZVt+vx/1eh3j8RjpdBo+nw+VSgXj8RimaUpAZdBmG5//z+9OJBJBt9uFy+XCZDKBYRhIJpPymU4mE5GLrbuXTDZI0HO5XAgEAhgMBhLEgSuGfiAQQCgUwsnJCdrtNh49eiQLcTwez1IQZwu+VqvBNE3UajXU63WYprl2zs33Y5qmdGt0Xd/KTGeXIZlMvrbMdMAJ4g4cYDwe36itutrGVMGWczKZxGg0ulaGtiovW4Vpml+6FSvnuetAXbFt2+KcFQwGl6RTKmhmQj2z+uc3QaPRwHA4RDAYlBnyfD4XohyDrtvtlsBJsHXNYKlpGnRd39gxUP8OsH0uPhgMMBgMNiYj7XYbtm1LJQ5cBed+vy9Bx+/3iw6c5+z3+y8lG8FgEK1WC7qu4+joCJPJBL/61a9khtxqtcQ0xe12o9vtSieB92M2m2E+n6Pb7YrF6Gg0kvsRCATkmnu9ngTZ4+NjNBoNVKtVdDod9Pt9tNttIStSox8KhTAejzGZTOQ9D4dDdLtd7O7uwjAMfPTRR9B1Hffv30e320W/34dhGPI9Iq8kkUig3W7Ld6para7VfbMK9/l8cg9M07zWA71WqyEUCkmH5HWFE8Qd3HlQ1rMNi8UC/X7/JVOOVYRCIWSzWXG02oRVedkqvF7vWhLTbaLX66HRaKx9PyS10SYUuKrEdV1Hv99fCmqz2Qz1en1pixXn/TepxOfzOYrFosypaZLCAOJ2u6W1zoCiMrRVohWTgU0z+X6/vxSogO1BnJ/TumMYCH0+H/x+vwRot9st7myz2QymaWI0GklFym4FrVTVxGIwGMC2bTx8+BD3798XPXcqlRJJlqZpiEQiGA6H6PV6wgrn+6H8yjRNDIdDjMdj0Xtz/7amaRgOh9JlaLfbuLy8RLPZlPO0220hn1GDHolEYFkWptPpUmuficd4PEY+n8fu7q7MvCnxUuHxeJY88TmGoi2sCkraTNMUHXk0Gt3aSp9MJmi32+KC5wRxBw5eU3DP8LZFD8CLNizbkttAfe22AKZarm4Cq9GbrAD9PODrrl4nyUZ8UKvz0WAwKNIzAGIzOhgMsLOzg52dHSGM3ZSh3mq1xJ+dTOLJZLJUidPVzuv1imMXwfY7r4nnVj9TBqqLiwvYtg2/3y9/7yZ+8OuOYdD1+/1L7drhcCjEx9FoJAtCGAjpQMfNbJQpdjodLBYLIYnt7OxA13W0Wi2kUimMx2NJDMPhMFwuF+r1urDO+V4bjYYkPeyojMdj6VZ4PB7s7+8jk8kgEolgf38fb731FqLRKEzTxP3793F4eAifzyf6e3IUdF0XSZ3P54PL5cJoNBI/+Eajgclkgr29PVlhOx6PEY/Hl+4dtf+6ruP8/FxeU9f1lypsJj+ch6tEx00ol8sAroI95X6vK5wg7uBO4yaLHoAXDGjqY6/DdVrl69rpACSAfhkENz7YgZdb3qzeNE1DIBCQRIPMZv58Pp+jUqmg1+shFouJrzcJYzdhqHMH92w2QzgcRiKRWNKYq8GRTGh1zMDPZTWIk6HOarBUKknr9uDgAJFI5Eaf57ZKnFWmmugsFgtZG0qXOc686XjHdaS5XE7mwaVSCcViUYIjyW/RaBTdbhfJZBJutxvValVGAT6fb8m6lNU1tfW8T9T3kyzHZMnj8WAwGGA8HiMWi8Htdou5Dj9HvkcA8n5Go5G8Ds/N5I6tbo42+v0+NE17iaxGRnssFsPp6alYqPLzJShpJCu/Wq1KQrBtL3i5XJadBK/zPBxwgriDOw714bwt4KhGHTcN4ovFYiPBje3m6yoEWrF+VvnadeBsf52tpmroQpMVQvX6LpfLmEwmME0TkUhEEhISxihF2pYcUascCASW5pxku6tJDn+mSrdUdzH+N9vHi8UClUpFVnBydzc158Qm05f5fA7btmUssEqAo50pt3gBLyRYkUhEWNvsDJCURwa72+1GJpORtvfp6Sk6nY60gKfTqXQl/H7/ErmN9xnA0mih1+thPp/DMAwJuKyWNU2T1j9JaRxNcH5Pgx2+PsdC6nx9MpmIJetoNBKi2pMnT+Dz+ZBIJDAYDMTERtf1l4I475dpmqKRp4xRTVrJgg+FQrJYhlK1be30er2OeDwuCd7rDCeIO7jTYLAAtgdxtRIneWgbrmNnb2Kmr4Ikptu2Yu33+/JAV6+RdqTctEW2NREIBDCfz3F2dob5fC5rQtUHJYML27ubWuq0rx2NRkgkEkstV16Teo9YQTIoqW19XddFQkUGfaVSQbPZRDgcFhkgX4fzd2JTuxx4kbisHtNut6FpmrTTGfC4KYxJGlnkbG+r74kBkEHRsiwJ+J1OB+FwWBzw/H4/2u22cBgYrHu9nnQ9aAgDvND5e71eqZ5Z3Xs8HpnZ0wedIwteLyv90Wgkum7O7PndGI1GCAaDmEwmOD09xeHhIYLBoCwoGQ6HcLvdwkxX3zdwpYGv1WoydojH47AsC/P5fEnSpmkaLi4u4Ha7YZqmdALWgUtX4vG4XOvrDCeIO7jT4ENvE5uZUKVJwPWs6+u0yuvc2taBJKZNTmmfB2ylc8as6rlZvTEwr3sA8uHM5ROqwxfwIoizct2UyHDvdjgcRjablaqbs2zalxKc87pcLgk+bC1TpxwIBNBsNpHP5+HxeBCPx6VFr1btvE6uzlwXxNlB2LQZjZIrznYpg4pGo9Jq9vv96Pf7S4YwameC19JsNuH1epFMJqUivry8hMvlQjAYxHg8RigUksUi/Kzi8bhwOlhtG4ax9P/0vKeNKq/PMAxxQSPjnA5r9XodbrdbOkA0hyGRj90JMvOPj48xm83wzjvvwOPxoFarYTgcymrdVdkYk0Oa+gyHQ8TjcaTT6SXmPPkBwNVmu2QyicVisdWpjZ7wHO847XQHDl5TsI3Kyuy6SpwPLOB6u04+pDa95jq3tk0Ih8PQNA3Pnz+/lUDOdqlhGC/JnIbDocx0STRS/x71wLwmytDUYO9yuaQy3JQc2baNfD6P0WiEvb29pYcy94GTkEQjkGq1im63i0ajgUqlgmfPnuHi4gKNRgPn5+fI5/N4+vSpMMMPDg6WxhVqi75erwtbexO5jcGW34/V0ctwOJSKljIotupJ6qPl6Gg0kpZ+u92WDWK8b5VKRd737u4uAoEAzs7O8Dd/8zeSgIRCIYxGI5G8sVrm7JqmMy6XSwIoq2VN0ySIU6IXjUYxn8+FgMbXSyaTmEwm+OUvfyl/5vF4pCpncsXPSNd1HB8fI5FI4I033oDL5UK73cZ0OoVlWcJCX4XX60Wz2ZSRTjAYFNY5pWkk8I1GI7RaLWQyGfl8N6FWq8Hn88kxTiXuwMFrCtUo4yZLM8jsJUP6Omx6TSYEN6nEAQiJqdlsfiZHuE1gK51LO4AXQZzSMrKn+XPKogKBAPb29jCfz5d2crPasSwLz549E5OUwWCAer2Odru99E+1WsUHH3wAwzCQy+WWrm8ymWA2mwmRqdFoiIsYPbDZImb1TRIbfbtJDlOXdzBgV6tVMThRf7ZuOxgTCQZK9RoHg4Gch0Q/Vo3kRPAauMksm83CsiycnZ2hUqmgWq3i+PgYx8fH6HQ6MlMPBoOIxWKoVqsSdKnRZkVMsOXORSSLxUKWj+i6LvwHXmehUJAEhNU2gzhZ4Lqu4+c//zkajYYkPkwgSLpj4D05OUGn08Ebb7whUjten2VZIi+zbVtWqvIeMeDSqjUYDAopT/UoOD4+BgBks9mlXefroK6xfd2Z6YATxB3cYayuXGQgWAcStWg8cl0QZ5DeFMSB7fKyVXDOuW5hxbpzb5LLsYJj5atuHONGLb5H/pwWooFAALu7u7IXm3ph4EW189577+H9998XExFWzq1WaymIP336FCcnJ/IAV8Gqiy1mSrR2dnZweHgoKy29Xi9M08Tu7q60iJmEqJ0OOqVRojUcDmXt66oHuQp15OHz+eR1eY3qAhDOqfk5qY5nXDFKxjoTAjLHNU2Dy+WCYRjIZDJ49OgRDg4O8ODBA+i6jlKpJPwFj8eDSqUi5C/bthEOhxEMBhGPx+F2u6UdTUkkddbUe5+fn6PZbEoCRGkbAzRwRXz88MMPZeUu7x9leWS7+/1+vP/++5hMJshkMpJg9ft9GS+wrU1feH6H3W63eJtzqxln/+z28P7TR0A1HlqHZrOJ2WyGVCq15AH/OsMJ4g7uLEjmYZsR2Dy/VVuxnKVuY10XCgUMBgMhxKm4zuhlHVgV8+G8DfV6XXSyq2DQUh+CbP2ylU4TD/6MRDc+VGkvalmWVHsulwv5fB6tVksYynt7e0v/HB0dyT/T6RQ7Ozuyp5zo9Xq4uLjAeDxGJBLB3t6e3DPOQtXgTOczlQTFOa46k59Op2g0GpjNZojH40gmkyL7IlaDuBoEOOfnMSQaqq5lJN0BLzoTk8lEWOnsGESjUezt7SGRSCCdTos22uVyLdmO2rYtxC/K/Vhl0+RlOp3C5/Mhk8lIEOWqTiYHJMsxwYnH4yItoxyQnyXf7/PnzxGLxSSxYyudr08ZX7/fR71eRy6XkxWkTHK5ajSVSoltq9vtRq/XkySo0+kgEonANM0lP4R0Oi0sdODq9ymdTsv93zQT5zw8m83KqOx1hxPEHdxZqISs64I4K3EGcWDzXJytYNWJa/XnwHaN+LrzU6e7yfqVYMt1k2PZavXLYEDGN9uZwFWiQfMSzsnZXmYlzkr05OREFqX0+30hnAHLpLD5fI5SqSRkKTrAlctl1Ot1aTtTb8ykRZ0Bc/EHgxlXVFJPTEmYpmmYTCayZS6dTks1x7k+X0P9PBeLBRaLxdJCFwYvAGLcEgwGpdXc7/fl5yongt8HMr/dbjf8fj+GwyEWi4W09Wk7q+rLHzx4AE3TUCqVEIvFZJ94q9WSKp/fR3WpCs8LQM7JypxJGEmBdDfj78N0OsX5+flS9+Hy8lLuJwCRW56ensLv94tNbKfTEY978g729vaEKJfNZqHrujjMkSjHOfy6BJVmQPv7+xgMBkudolXUajXZWnYXmOmAE8Qd3FGQ1MYHIDdwrQt8bLOzEl99oK9CDVh8oKqYz+dCNLopqBnWNG3rXFztEKw6va220gluHKNvN9nN6iyUVSbbv1yCQSb706dPMZ1OcXR0JOQtBgGem6jX67AsC3t7e9A0Defn5ygWi2LqwVb56ufBStHv9wuvgJInVnnJZFLc5qjPLpfL6HQ6ME1zqbrjjnTOodXPk/dQbYuzDT6bzV5ibVN2qCZYTAwoK2PV6/f74ff7JXhyOx6TEOqvAeDw8BCRSESCLK9X3Sanat7ZFWDniNU3xyXBYBCZTEbuIY8hWU7XdbGE3d3dlSBPtrmu6xiPx/K9aLVaMAwD9+7dQzAYRLWox8yEAAAgAElEQVRale82LVt5rYlEArquI5FIYDqdolAoCG8glUrB7Xav7SDRavXg4EDMddZhPp+j2WwimUy+NOZ5neEEcQd3Enxgqxn9JptQSrAYvDn328QU55/zgbeuEv8srXS6yTHobNOMqwQt1QQEWGalq2D1xVY49cMkZ6naYwDSjZjNZsJY73a7SKfTCAQCSKfT0ongbFq9V+fn53C5XMhmsxgMBri8vITH40Eul1tKqlTvdVbU9FZnQGGAYLua7Wkyrmk44vf7ZS83oWkaEomEmNuopi+bdOqTyUS6IZxTc9XnqkMd/dwps+L3KBAIyP2sVCryfieTicyPmRyx1cwEIRKJiOc6E61VeR+rcLbe1ffCe8Suit/vl3Y5cPVdf/78OVwuF77//e9LUsDEhVp42rgyOHs8HiQSiSWJIjXzJKxxhEOHu3K5LNyReDwuW81WcXl5CcMwkEgkMBwON7bSy+UyFosFMpmME8QdOHjdsa6K2cQmp/Pa6sOSs+J1r00WO1u7Kj6LvAx4EVBI5Or1ehvn8dPpFM+ePUOhUFiyVgWugjhNSFRwXtrr9RCNRiV4spUOYKn64cN/Npuh3W4jn88jEomIxpiSIv5dlTA4GAxQrVbFiS4YDIrvNs/LQMtKnFUwP7NIJLJ0T5vNJvr9PmKxGPx+v7Stm80mLMuCYRjCIl9FPB6HpmlL2mtgPW+B83sGPcMwZJTAMYN6XVzW0ul0kE6n0el0xLedLWfu2mZ3JhQKia6bc3Lq3NVNbeQArK7iZPXPpKff74u/ezAYhGmaCAaDS/wG4CqZIEO8UCggHA5jf39fZvKhUEiWALGVz9k33djIqmcSyc4OA70Kzupt25aELZ1OS1KjolKpIJPJSFK4qRKv1WpwuVxyLLkarzte/3fowMEasNWq/pJzjrYaINVKnOADfV3QJ2GI7mbbWM83gRrEqe3dtEKUAY2JByssGoKsq2IoQ+LmK94DBvfVao9kQAB4+vQpXC4Xjo6O5AHr8/kQDAaltcz7ZNs2arWaeHsHAgHs7+8jGAwu2ajSMpUBwOPxSIVJrT6TJ7fbjWKxuGTHaZomOp0OWq0WQqGQWJCuC+K6riMajQoRTA3iq251DJidTkfMcjj35uepfndIRByNRtjd3ZVKlgGfy03YWleNXRjsAUgHgfajNHyxLOulIK4mlbPZDL1eTwh6TLBcLpfY5JIoWCqV4PV6RdKXzWYRCASQy+XQ6XRgWRZCoRBarRYqlQqi0ahI/NLpNADIe+Nn3+v1YBiGJGgqaJTDjo7H40EmkxH1AJHP5zGdTmUeDmxmplcqFfGAvyvMdMAJ4g7uKFZdxoBlRrGKVbc29djVAK0eS72tqo21bfvGlqvqtQKQhQ4001jFYrFAuVyWKo+VE2fHwPoHoG3bsqgiGAwuVaHD4RB+v3+pDU1P9H6/j2azuWSqwsBjmiYsy5JjAUh1rGkaTNMUdzG2pGkTqq705MNYlQAahiGVpt/vR6FQgMfjgWmaco0k1tEudBtTmW1gtsoBLAVmgslLvV4H8MKCltfKe6nO01utFlwuF5LJpLSgCbb8eY8YAFflatwMRxnXcDgU0thqcGQVzkSo0WgIhwGA+LL7/X5xmlPNVWg6s7u7CwDI5XKYTCZoNpuIRqOSHO3v76PRaMiMm+eezWZyPzudDvb399cGU/IQksmkJJpMBtS5+OXlJYArbgCPW7f4hDvNOY64K8x0wAniDu4gyLhd14oE1rPJScBRj123llTVnrOFqy4U+TwacQYyPpxZEa2i3W6j1+shmUzC4/EI2YrM6XWtdAAytw8EAkKwAiCObJRGEWxzl8tl+P1+7OzsLNl6Ai+CBVnWAISRzC4F28cMhp1OZ2nUoO4UV21sWYkPh0OYpinWrX6/X16D2mPOh7dVZqZpStVMTsGmbomu65JARSIRCcL8bPh58frJ1qbX9+qGLp6LgZbfF1WuRsa/ZVnIZrPw+/0olUpLRjYEd6nT0rRer4vjHAl1wFUCQq082/nFYlESooODAwBAKpWCruvodDriZ87fm1qthkQiIZ8XCXWGYUiHgrIw9Topb5vNZsJqHwwGci61pV4oFBCLxRAKhYSZvu5zZOCntOyuMNMBJ4g7uINYdRkjVslUxCaSzKqL1+pr0/dZXdTxeeVl6rkjkciSWxrP22w24fF4YBiGBEbbttFqtTa20gHIFqtwOLyW3MWgoZp0nJ2dQdM07O7uYjKZyAyXYKVNedN0OkWlUhGpFVecUu5ENjNnw8CL1jCDOGfOJNaxBd3tdiWgtlotmKaJXC4nyQkD56b5qM/nQygUEh9vJl3rgoCmaTKuoKc9+QHscqjzf/75dDqVjobamfD5fOLmFgqFZPyiEgnpd85uRSaTQavVklY5oZIQ3W43ms0mer2eVMqq/SmTBCZuwNUMm211tUUeiUTQ7XZlxp3NZnFxcYF+v7+0nYxSRN6/aDQq0j/1u8pk0+/3wzRNmbfzWtnpYBJCr4DBYLC1la7rupi88L7dBThB3MGdwzpmOrGOdT6ZTCTQqGAgUauM1Vk73c1U9i9w80qcLWT1gcQqV2WpN5tNzOdz+P3+pSBO73HV930VjUYDhmGItIwaYM6nOZvme+h2u6hWq8hms4jFYkvnJriOk238wWAgrWUSu3gP6ETGioz3jsGOCZGqHiCDngEjEAjAsiwhgpE7QM38NtBkhWQrvs9Nn9FgMJDPmPIw4EVgZBAhAcwwDIxGoyUfcFWTz9Z/KBRCr9dbmocTXPzRaDSwu7srVq6qpI1teHIIyuUyxuMxAoEAAoGAfG8AiO5f1aVPp1O02+0lp7TRaCSjgHK5DMMwkM1mUSgU0O/3ZTsZZWwcs5AlPhqN0G63lz6DVqslHYNQKIRwOAzDMNBqtZBMJoUMyE15u7u7S2S/dajX65KsOEHcgYPXHCRLravM1jHUGcRXH+rr5uKrs3YSh2iT+Vnd2tQlHAQfsmypW5YlKyFZ8ame0ZzJr6v+KUOKxWISrDkPVqtMACJzOj8/h9vtRi6XQzAYlMppNfCo82gSvFhF04ceWFYIsJpjO1i9V2qCRcOXdrstBDRWapqmIRaLwev1isRKHROsAxMLBkdgWeetghIqJmSqux3HGNSu09J3MBggGo1Kd6LZbMoOb7Lb2TJngFXBVnOz2RQzk9FohEqlslTZ894weWO7nCs8V98zZWfT6VTMe1Y/D8rw6K4WiUQk2WBQpWENrWRZFVNeyO8qJWocV/CepVKppeSlWCzK6lG23Gez2dpuUqfTkQ4F8ILPcBeY6YATxB3cQZA9rkJt3a4y1FXjExV8DQYWzjdXmdzBYFDY5Kxyb7qUga+9uiUsHA6L5zX13bxGEs4YlDlzXQfabe7s7Ei7mhyAxWIhFS/x5MkTceEiW5orI1cTE1Z+lmWh0+nIzm+/37+0AIYPbn4G/X5f5u5sowOQtalMlFhtxmKxpSUhAESL3e12xQp0kxsfr4Es6lKphF6vh2q1ilKphEqlIgGbgZJkNGrpAUhQotGMuoWL3QJavTJRCIfDMjOmfJBBeN31dbtdqVyZKHDMQSWBpmnibU+iolpdE2ylkzh4fn4uqgFapjJB5fvighMGdwbn0Wgkq2H5fdnd3cV8PkcoFBINN3eFz2YzxGIx9Pt9mc1HIhG5/lqthnK5jGQyCV3XpTuyrpvEGTpHAKp97F2AE8Qd3CmsY5rzgQG8qHjVBz5ZxatBnBUHH3SbZu3hcFhajJ9XXrb6UIpGoxiPxyiVSkt+2KzQuSGLAci27Zc83IEXC1VisZi0q0mIA66CB69hOBzi/Pwc2WxWOgx84K+reqijrtfrIvFiIJjNZiiXy7AsS9rlJA/SfW11jMD72u/3Rd7VbDaRzWaFhc2EgIlOv98XNcC2Na4kwQ2HQxwfH6NWq0HXdbFoJUHPsixhqZMMyEqfrn+z2Uy2pHGr2Hw+F0If29b8bwBSiZOAuAomLTwXPdvZ5mYHhcGfO8xZKa9bB0qi3XQ6RTQaRblcllGEug/ctm1kMhmxp2V7/N69e3JMv99Ht9tdSmr29vYwHA5lo1itVkOr1RIuA1vnauJFMmihUECz2ZQNd9vUFeVyGYFAQDoNd0leBjhB3MEdAwOuWomr6x1VFjSxieTE17lJEOcaxs8qL2NrcLUyi8fjmEwmyOfzskmLs1W2K0kMsiwLxWIRp6enonFm1dtqteTv052LnQiSztgerlQq0DRNVpFe51ynaZo4jLlcLgmEgUBArpWkLiZDqmZ79b6rQZzLQOgUR4mcCtM0hZm+asRC0LCmUqmIZIrkQM78qR9ftVClDaoaNPhvdklYMat2tfQI9/v9S5Uuu0Drvh+cmavJDolxo9FIFn/wvrEtz26BOg9f/X5Np1PRaAcCAUkIqRkPBoPI5XJiilOv1zGbzXD//n1J0jgeSKVSqNfrcLlcuH//vqgNwuEwGo0GqtWqjKdisZh85ryWZDKJeDwuJMh79+4BeMFDWP09nM/naDQaQrDjd/WuyMsA4OZPEwcOXgOsktrU1jl9oFWGOqvnTcxuBk+SqFQjFIIPX9Wxi2B7eBNhZ1NVoS7JiMVi0sINBAKixaYcjRKnUqkkFQ07C7VaDY8fPwbwYgbMuS6viQswJpMJDg8PZZuVy+XCYrHYyrRnBcx5vXrP4vG4VL8k0pmmiXw+L0F5dYxAYxq/3y8tf9M0USgUpNrj/moGYBK+1GSDLW3VkS6bzcLn86HVasnf4feD3RjaraobxFRmOu8hAxWTHHYqKGXjd63dbksLut1ui5EL92mzkqURjM/nE2c9jklcLhcKhQKi0ai42XEkwaRknbYaeMGQZ2eHbnyTyQTPnz+HpmmIx+PY3d3Fhx9+KFKzQCAAwzCg6zrOz8/FwCcSiaDRaCAcDmNnZwe//OUvhQ/QarXEvIXf3V6vJ0kYcJWcsrPCBDKfz+P09FTepwqy3/mZrxs/ve5wgriDOwXOU1m1MbBEo1G02220Wq0lchtXiW6rxPm66wxkgKugRQ0z539Eo9HAYDDA7u7u2r/L9vMqqLe2bVuMTxhU2u02EokEisUiksnk0oyVc+XxeIx2u41OpyMJijrPDYVCct7BYIDj42McHByIdzuJQ1yqwQp+tRqm6QhZ9n6/H/1+X4w+6vU6ut2uBDkmH5ZlSYdg9V7WajUYhiGjCXYFnj17JnKldDot+uhVX3TbtlGtVsUMhqYn3HUeCoWk6h4MBuh2u7IQhDvEVajdFRrkkPvAxEP9zC8uLlCv12GaJprNpnx2xWIRo9EItVoN4XAYlmWh3W6LKxoli81mE+FwWJanNJtNuXa+b95z6sPXcSKYnCQSCTx58kTIcoPBACcnJ7i4uJD7ya4Er+fw8FASHO4hp+0uWeahUEg6Q6FQCLVaTYiDgUAA1WpVtPm0hwUgu80Nw8DZ2Rls28bp6Smi0SjOzs6W3gNNY2hOc9eY6cAtBXFN034A4H8E4Abwv9u2/T+s/PwAwP8JIPrpMf+1bdt/exvnduDgs2A8Hi9V1azC6fnc7XaXfLpJwtnUnuOfUwu+rmLnDLPX68l2LgAiqQKutLOq5pbXtq41uFgs0Gw2kUqlZLc0X4d2nPfu3RO7z3Q6LdKnWCwms8Nms4lPPvlkaQc2Geh8IANXC0uAK/euwWCAer2OcDgszONQKCTBX0042LZXzVmSySRarZbInhiMaFAyGo1EksWKd/V+q1u6NE1DsViUPdXhcBilUkmWsITDYbRaLeEFTKdTMXTZ2dlZul5uXSMPoNVqyeKZWq2Gk5MT1Ot1ZLPZJd068CJosKOgMtdJOmRwWiwWODw8hGEYogrgbvVsNot0Oo1kMikdCdqJUpJVrVbh9/ulta0SDS8vLxGJRNDpdISwxpb+aiAn6S+ZTOKf/umfEAqFcHl5iQ8//BCj0Qjvvvsuer0ezs/PJbErFosIBoNIJpMoFouYzWZi0dpqtaS6fvTokcy3Ly4uZD7+ne98Bx9++CEODw8Ri8WQzWbx8OFDkZ3t7+8jn8/jt3/7t5HJZPDgwQNJFu/duyczcv4e5PN58cYHXqwMvivMdOAWZuKaprkB/M8A/gWAtwD8vqZpb60c9t8A+Le2bf97AP4TAP/LFz2vAwefFeuc19h6HA6HsvyDkizOlbe5P1EqRfb5pmBPFjLlRMAL/2jqqTcZx6yemxUY54WtVkssTtmG5AN7Pp+LiQvtTVkhMsDyvCRlkb3PCr9cLsM0Tdy/fx/pdBrtdltmm5x7ry5bAYBer4fxeIxUKiXJEHXEnNFyp3er1RLPbQZ9WoiqYGVPAxuu87x//z78fj+8Xi8sy5Jzm6YJr9eLXq8nWmZ2AlY7HGyN0xaWOut0Oi0mImyF0zdgNYjzmjmHt21byHGTyQQXFxcArgx7GPRoNjOdThGJRMRlb7FYIB6Pw7IsNBoNsZblOlrK8ej/Ho/HxeOfAdbv9yMcDr/EB6A8jzKzdrsNl8uFWq2GQCCAvb097O/vY39/H0dHR8KELxaLQtprt9swTVO2htEOeLFYIJlMyqraer0uCQs7BCS10SOAioXFYoFKpYJsNitby9jmN01TRgSUQLKbov7O3KV5OHA7xLZfA/Dctu0T27YnAP4fAL+3cowNIPLpf5sAirdwXgcOPhPWkdqm06mwa10ulzxoqJldt+1sFT6fTxZ4bDqO1pa06WQwCYfDkjys+qGvaw0ykITDYdn+1el00O/3hZxnmqZcNxOQ1bY7ALHIVIlui8ViaUZfrVYxGAyQzWbh9XqRzWZl7np5eYl+vy9LU9QgzmDtcrkQj8flfFzbyQcvl3CwrU/DFs5l122Jm81mOD09FcZ3KBTC0dGRVNGc/3M/OSt7OsttWmfJyp6Bl8s4IpGIbNuinWuv14NlWaL/Z2JGAhYTHEqngKsRSLlcRjQalc+o0+kgGAxKQsEZOkcWBwcHcLlcyOfzMjrgPJmaeLfbLZ78JOUxWNq2vbR7nOD3JRAI4JNPPkGpVEIikZCd6+xQsZvzve99D0dHR6hUKnj+/Dn6/T6i0eiSva7f70exWJREuVarIRqNipSN9q0AkMlklhzY+B0vFosYj8fI5XIIh8MYDAbye7HKTKccb/X3+S610oHbCeI5AJfK/+c//TMV/x2A/1TTtDyAvwXwX97CeR04+Ezgg3U1KKrGInSQIotbJWNtAhnCmwxVgKuHlNvtlkq43W5LFUvHsOFwKIQqXttqa5BSKgZBLqWg4YvaUaDch65iq+YvbBWrAZjvl+zvQqEg6x0BiAMZq2uSwNgKJ0jOcrlcS/vF+/3+SyxjdX0lJYAk46mOZKwGa7WarPdMJpNLvuTcZkZb0lAoJMtY6M9u2/ZGohfJVKq0ju+D45Dd3V3ZhX56erok7RoMBgiFQkKYo50q147SI5ze8d1uF8FgUNruqte9aZrw+XyIxWLI5/MolUpidRqLxRAIBFCv1xEKhSRBCofDqFQqcLvdyGazSKVSqFarspqW6Ha76Ha7ePbsGc7OzrCzs4N3331X/N5pSsMkxu12Y2dnRzon9Xod+Xxe5IjkY1xcXMjGs3g8jnv37mE6naLb7SIej6PX64lHPAmP/P0ArkY33P2unmv1O8NlOUyQAFzbNXtd8VUNDn4fwL+2bXsPwH8E4P/WNO2lc2ua9seapr2nadp765bDO3DwRUCtstqi5WyVTGfgxerHarW6USOuQl2TuQkkWdm2LRujOFcGIP+tVuOrVUW/38doNJJ1i8AVA1t17iK7OBQKyeYvBgpu/er3+/LAI0mLCylIyNJ1Hd1uV8h4/X5f2vicdRqGAdM0xVJVTXp6vZ5cDw1POIteN+smSY/Bnppqzn3Pz89RKpVQq9UkCMdiMbl+BpHhcChJQ7lchtfrRSwWkzl1u92WWfE6cNRAw5BAICCSN86QuUI1m82KrWipVMLTp0/RbDZhGIacjzI9l8sl/t7sAtB1jsma6iHO98gOQLlcRqvVQiaTwRtvvCEcB8uypHU9HA5xdHSEWq0Gy7Kws7ODe/fuIRqNotvtolgsotfrodPp4OOPP8b5+bm0o7/97W9LYkJSYaFQkPdbLBbRaDSQTqfx1ltvIRKJoFAo4J//+Z9RLpcxnU7RbDZxcXGBRCKBw8ND2TE/HA5hWZYE8VgsJkRI3gtd19Hr9dDr9YSkRi5Jo9F4iZxHQptand8k4X4dcRtBvABgX/n/vU//TMW/BPBvAcC27X8HwA8gufpCtm3/hW3b37dt+/uUDDhwcFtYnZfxAbq6C5oPfkp+1lmuquAseZsLGytxVmScuxKsrllNA8vrFG3bRrPZhNfrXWJHRyIRTCYTVCoVCUCcndILnexhVpTUEQNY2rQ2nU7FYWs8HqNarQr7nJU2EwGSxFKpFNLpNGzbRrFYRK1WQ7FYlA4HEyAmMPxHTYpICOSck9V3NBpFv99HoVDA5eUlBoOByJiYbKRSKdmbzbkyndEotYtGo/B4PGg0GuJi1m63l6p8gp81tegAcHJyglartfR3PB6PtOoTiQQKhQJ+/vOf45NPPkG1WhXtdKfTQblcxuXlJc7OzmSGT0MbdhtoFcvPn8Y4ZKyzu2KaJuLxuLDgmdS1Wi3UajW43W4h4NG5jWS6TqeDDz74AD/60Y9wfn4OwzAQCoXETpWdFZrHPH/+HKPRCI1GA8PhEB6PB4eHhyJbfPjwIRaLBU5PT1GtVoULcHBwsKQaYOLADXOpVGqtA1u9XhdjGSIcDssedvX7wq7DakLOz+Yu4TaC+D8BeKhp2j1N07y4Iq79aOWYCwD/IQBomvYmroK4U2o7+MrA5Qyr8zNVHkRGMfBi4UStVpNgtAk0JdlWifOhRpcxtQonVKkTSWDqetT5fP6S/7XqTc1gy1Ymtdn8u6qMi1IhVrDj8ViCCbXmlmVJ8gFAgjgDHWewiUQCu7u7WCwWePLkCY6Pj2V0wXk0SXSLxWKp7Q5cPXwpJ6PGGrjqMvR6PRSLRfh8PvEMZ/dkNpuJtSc7BuQFqAExEonA6/WKJns6nYqb3abPjLwAEtn4D9vQ5XIZxWJRLFr7/T56vR7a7TbOzs4kOaSend0PGrxYloXxeCwafzLpVVvSUqkkJLB79+5JMKZ0i99X1a+ci1WAK7Mbtu3J9wCuug3f+973sLOzIwz8g4MD6Rhw8c10OkWj0RCCHQM05ZI+nw9vv/02stmsjCdarRZs28b5+TkuLy9xfn6OyWQiXR1umCMpj1wALp5JJBJLv2u8dvV3kza/q1K/u8hMB24hiNu2PQPwXwD4MYCPccVC/6Wmaf+9pmn/8aeH/VcA/jNN0z4A8G8A/NDe9sRz4OCWsc5NbTWIqzNDsnq5QGMb2KZnlbkJbIGubvwiWDWOx+OlJRy8VvX/V89PCRe92unSxfc9HA4RDAZlExRn/vV6XSodMqBDoZBsPuOMmB7dXGKitp3pYJZOpzGdXu0Z5/UbhiHt6HQ6vbSvW/0c2J6fz+dyPV6vV4LM4eGhGKEQtm2LEQpZ0cPhEBcXFzJj5nXE43FJXOhEVi6XRVUAYGmkwuuq1+siT4vH44hGo9jb20M8Hhc+Q71el/3eoVAIzWZTKs6joyMZOySTSRiGgVwuB4/HI0FNtZilSqFer8Pv9yObzULTNOEg0B/A5XJJq/7Zs2cwTRNvvPGGfAdSqZQwzHd2dhCPx0WK9c477+DNN9+U18zlcnj77bcRjUaFhZ/JZLC7u4tUKiWf82w2w97eHhKJBDqdjiR1Pp8Ppmni8vISi8UCuVxOWumGYeDhw4fwer2Ix+P49V//dbGXJe8BgOwxZ/JM9Pt9se/l98KyLDFlUqF2ru4SbiVlsW37b23bfmTb9gPbtv/s0z/7b23b/tGn//0r27b/A9u2v2Pb9ndt2/5/b+O8DhzcFJT+rJLaNgVxleVLuc8msMW8bhc5wdYi3d82WZUahgGPxwNyQni9vLbVIM5r45IJkpAoOyJRjIkGHdZYefPeUDJEFr1qesIAS2IazUuCwSD6/b6QidiN4AzXtm34fD7pZuzv78usWGXP8+FL72y+JivnRCIh2n36ZLOKI0mqVCoBuBov1Go1jEYjxONxqZBN08R4PEa320WlUpENWycnJ3IvyRPgd4O+8vF4HIVCQTbFJRIJRCIRMdKhK9qjR4/w4MEDdLtdWZzCxSBcmMI92wAkuaEigoQ9WtPS4IUqglAoJIGTO8bb7Tby+TwikYiwx2u1mrjPAS8Y7ycnJ+K6RwJdt9tFIpEQCWIikZAZ9w9+8AN897vfRa/XQ6FQgNvtxt7engR/2qjOZjNkMhnxmn/8+LFU/T6fD7u7u2g0GvL5AMu7wSlDy+Vy0gEg6CVvGAa63a6QMlVCm/p7eNda6YDjne7gG4J2u/1Sm/U2sY7Uxjm22h4mGJBY9bAi5NxOBR+y/O914O5rTdNE/7oOrMY572S1wVbh6tyd5K1QKLSk+yWhjBUMAJGZUY7E+XAgEEC32xUnNGpzaSHKDVqz2UwsZr1erzDq+f9MeLh/mhad9XodgUAAmUxGtqzxPqmMYm7yIiu6WCwiGo1iZ2dHCIbVahW6rkvQZ/JQLBaFcEbXs0QiIaMD6svp1JbJZHBwcCC+8rzH/J50u12Mx2Mkk0lp2ZMlre7a5gISTdPw9ttv48GDBzAMA36/H5VKBe+//z4qlYpsL+NYQNM0mRcz2frwww9hGAbS6bRou3mfqGBYLBZLuutqtQrgavxjmia63S56vR5yuZyw5EnKKxQKyGQyIhGkW9z+/r5sR4tGo6LvZlB2u93I5/Pwer1IJBJIJq/oTMViUboJfr8f1WoVbrdb1oqSUMmRDyVxJC8yiJNAd3R09NLvEG1u4/E4hsOhkNxWK+67ykwHnCDu4BsAVl0ku3wZr8+2nwpKgxj01EqcwZMbwjgb5Sxz9bUNw5AlH+KAx7kAACAASURBVOvABRrhcFjmomrSoMIwDGiaJhukgPVLWEg6MgwDwWAQlmUtBXGfzydzVsrb6BxHi02/3y9rSIvFogR5zpzpZ84kh0FcJeKxFcyKPxgMioENZVGZTEasXNUugDrmmM1mS1usRqMRUqkUEomEzOtJjmK7nE5t0+kU8XgcqVRKqn9qyOliB0A6DAxIZFnTKpX6acuykEqlZCQRjUZlNSeTTaoXGDQTiYRUzOl0WtzVjo+PcXJyIi1l9fvI9jk3g7355pui3Z9Op0uJLV30arWafI509OPnxko+Go1KMjiZTEQqeHBwIPe9Xq/D7XYjHo9jPB4Lj4Ita4ISStVYxu/3I5/PL2n+G40GotGo2OaS00EvACaTKkdiNpuhWq0ikUiIFE+txGkIE4lERAmwOgvn7zJw90htgBPEHXwDwFa1GkRvE5R/rQviAIQlvO78bOfSQARYrhTU11Y3mq2i1WqJnEet5DaBVQsfpiqLnuBc2+fzLZmX8GHL+TbHBqwEGSBYndINi6tNNU2Dz+cTIxO2Rqkd5kyfJLt+vy9LTRhMMpkMvF4vjo+PxfWMMipKo9TPgB7nLpcLPp9PnOcikYjMjavVKmzbxmg0knk0V4Zynk7GOB3aaBhyeXkprW9d12XV5eHhodh3DgYDSdai0ahs7rI/3SwWiUSg67rYobI743K5kMvlhGkeCATk7waDQYRCITx//lw84geDgagAVL92GuqQ4MfOAD3to9GoLHRhsGYAns1m0r0Ih8NCENM0TZKUnZ0dSU4nkwkajcaSkc18Pkc6nYbP55Pv+nw+l4qa7XuOjqj5J5eAnv38bno8HtG70zwHeLFW1DAMFItFzOdz7O/vy/dA1efThtftdkuSuI5PclflZYATxB18A8CK9MsK4utIbWy/cUEDNdCrIKM4Fouh0Wjg+fPnS61w9bU5e1xtt1PeE41GpT2/amSigu1pOpnRxEStMjjH5muxxcxr48OaVpy8t5xB8+HI63e73eI8x/M3m02ZU3s8HrhcLllxyTklAKns+TNyBEzTRLFYFK3xbDZDMplcMl3hHJNyKAZF3nt2OKLRKCqVirx/toq5ipQtW+Bq7krnOd7ncrmMeDyOcDgsEio6t6VSKfR6PRwfHyOfz8Pn8+Fb3/qWVJIkzKVSKenKPH36VGb9Ozs70hrm/Xvrrbcwm83QaDSEke33+/HRRx/h7Oxsaf82SYg7OzvSTWErnWME6vO5XrRQKCCdTiOdTqPT6YinPb3dd3Z2xJq12WyKiRFJkK1WC4PBALFYTO75ZDIRIh6DOMl9kUgEe3t76HQ66Ha7iEQisuyE95KaddWHgAoCMtoBiJMfuQxcQsPfI36OJNNxfavH4xEexir4Wd81ZjrgBHEHn8K2bTQajY0t3i8TX0YQ5/tR10iuktpW28YMlquvwwDJYMyHEbDsAqduNFPR7XYxmUxk2QW1zJvm4qwqqIFuNpvSKuXP6LsOQOb63Cam7h9nEBwMBiJBorEGZ/Os4oLBoOiPOeJIJBJStXu9Xmnx00qTbXyuCGXQp26cbHg6bCUSCUkQKPdSyXvcb84EhveU5wEgBELLsuD1ekVC1ul08PTpU0mAut2uzH7ZDeCClNFoJB7gsVgMwWAQH3/8MVqtFh4/fox4PC4kQGrt2V4fDoc4Pz+XOfLOzo50k+hBHovFkEgkYFkWzs7O8PDhQ/zar/0a3G63JAAA8OjRI3nvmUxGEhn70/3zq2x5VreapuHg4ACxWEzMdmgIs7e3h729PZHD+f3+l7bt8XedYwJumCOznBvHxuMxWq0WYrEY9vb2lhIIJkTT6VSC/s7ODrrdrrwPBnuONbgExuv1otFoYDqdirkLABnL8Dh+9rRYTSaTUtGv/s7cxVY64ARxB59iMpmg1+ttDCxfJhg4uQDhNkCP8cFgsHYpAu0iGfBYyamJhFpRs23t8XiEtQwsG8jwQbnqIc7NaJR+MYizwlttwTNQc37ebDbR7XYxGo2EjMSd2nRZAyBLJVRwWxhnmqPRSO53IBCQ5IB2mEw0SJCiPpiELgZevmcy2DudjjyUDw4OsLu7C8uyZO0kl5JEo1HZLMZ5Ol+r2+1iMBggHo8LiYsJEStItlLr9brMvJlUPHv2DNVqFU+fPhVzmkKhIBviUqmUmK2Q2Md1m2xFx2Kxpa1YJNzNZjPkcjmZt2uaJmMESuf4+XCpTDwel6DLzzwej0vrPBKJIBaLSTLGYEtyHZM3aqWpINB1Xbzid3d3hQj48ccfw7IsWVjC71csFpPvHb3zy+UyfD6feNS7XC4kEgnhSLDNT4MbtuJ5LYFAQHaHTyYTIQfG43GMRiNZE8t5OWfaagckn88jGAyKtz7vN38HWHHz+xMKhWSP+moX667KywAniDv4FF92S/sm577N8/N1+OBaNw9npcUHE2eLhMrmJlNcbTkDy0GcbW01KNN+lFWuGsQBiCf2qm6ac21WWmShD4fDJXc2ksz4EObsm2BVSjKRbdsiE+OMnY5abL2n02nRZDPQsxKnZI0IhULodrv4xS9+gdlsJi1e7gsnO5laavpi9/t9SYbYsm40GtB1HYFAQLgDtKGt1+sAXlR6wBXRiwkPPbZphNLv91EsFvH8+XMAwL1798QUhW3qbDaLVquFfD6PZ8+ewePx4Dvf+Q6azaa42xGLxQKZTAaapglDmixpXdfldShZY6cnGAwiHA7j/fffl/v5zjvv4N69e/L9InFQ9SmnCx3nzWTHDwYDHBwcyNpazrS585zLY54+fYpoNCr3PxgMSkdoOBwKOY4JLF3t3G43Dg4OMB6Pkc/nhf1OYxhN02R7XiAQEE07kyqOXEgc5D00TVP8Bkjy5HIVFfxdYqLK7zwtggOBgCSZ6u+6aox01+AEcQcAvpwgPhqNcHFxsVF2tXru2zw/X5MPgNUsnbagfFiz1axeC+fQNCChrIlOYOtc4NSZHh+uJAKp9qPsOLRaLQBYMh1RqwrVTY1t23K5jHA4LBUegKU1lSqzmG1+9ZxcIUnZGp3LYrGYdB/IUmbFQ/kOyXAAxCmOVXYul0MsFhMylMfjQTabFaORSqWCi4sL8TbnjJsbrzhy4Cw8Go3KLvB6vS4/pysdK01+DqzIHz9+jAcPHuD58+f41a9+JQtH+v0+gsGgLOzIZrNIJpP45JNPUCwWkclkZKFKrVYTiR2lU2zr0tAlmUxib28PzWYTlUpFSH+WZaFUKqFer6PX6wnJbzAYSCJAZzMuKmFgok+A6qHOLlk+n0csFsO3v/1tCZisivP5vOjfuRSHC1voXU9/derX6QlgGMaS7vrw8BAA5DU5IuEsnDI1Kgry+TxarZa0zNWAS1BWR3Jiu92Gz+eTZIRgZ4zWqtybzoSJTm2s6vn7wu/6XYQTxB0A+HKCOFcmcmnFtnMzY7+tmTzfB4PQJnkZN3zRq3qVeR4IBOTh5/V6xdHKsqy1hDkuQ+FDmCxkAFLN8rXZ2uS+a94j1bSClRjJPewYqG1atpkpKVttNZJ0xTklCUiz2UyIS6ws6Rrm9/sliA6HQ3Q6HdTrdTk/l36ormn0P+eiFhqZ+Hw+ZLNZpNNpNJtNNJtNYfvzgd1utxEMBiUwMPBTwkW/eW7TYsvasiy0Wi0ZG9BB7uHDh2Icw2UoNAlhouN2uzEajdDr9ZBKpRAKhWQl53w+R6/Xw2QyQbVahWEY4t62v7+PSqWCWCyGg4MDuT/T6RThcBjBYBAXFxc4Pj6GYRjIZDJ49913MRgM0Gw2hQRGX3r6wVMOxh3oauV8eXmJQCCAhw8fLm09Y1C7uLgQqZZpmnj8+LEkfyTPzWYztNttXFxcyBpSwzBk4Q+xv78Pr9eL09NTNJtNRCIRseCNxWLQNE0SNsrXarWaWNtGIpGlFjm/g7quy3IWJlHriGhMnthR4mydoGc6q3EniDtwgM8WxOn1fJPX5EOaFeem48hQvu1KfDAYSKVNcMapaqIpY1GZr/TPZrDkcayw1602ZbJAGRB12wCknQ68qLxpyEJt7ioTnSzubDaLZrMp/umcHzMJYXucUjG1pU9Pdeqg6fAGXGl7KQPiw7Lb7ULXddE0NxoN1Go1IYi9//77ePr0qSxAIaGOEi7ajnJhBwPSwcEBDg8PpYq6vLwU4pnb7RZWNo1qqJdnK54SNQaQ4XCIQqGA8XiMnZ0d0bKzNb+3t4ejoyOMRiM8efJElprE43HU63W0222p9B8+fIjDw0MMBgNxQFssFmi1WqjX6xKA6BNOPXyr1UI8HkcymcSTJ09QLpfhcrnE79wwDNRqNezt7cE0TVSrVVmMwiUqLpdrKTDRQ59JyunpKYbDId544w0JZqFQSEYdtMltNptCOAuHw4jFYtjd3RXSIc1SLi4upAJPpVIvdak4eyYxkTyEVColwT4YDGJnZwd+vx/Hx8fiZ+7xeMSqVYXX6xWGOlUP6qKT1WOZfJG3oi5KYSeGngVkpm/bNPg6wwniDgC8CHrXVcJs59JGcRtIbmFg2ESa42x6k1b784Cvw6p13c9Y2QEvKgW1Fc3rLRQKuLi4QLvdFiZ2p9NZkkcRfCCq7F+eT9d1kYTVajWZ/bLdTzY18IKlS4b27u6u+FUfHByg1+vJakxuFWMlDiy352miYds2er2eXIPf75f3qP4Z2+z0xOYcnfNbbnnzeDxot9tSidHBrNVqSUA1DEN027quC+ktGo2i1+vhyZMnsiSj0+mIzSYrTY/Hg0qlgsvLS/EApz3oZDJBPp8X5zZubbMsC81mE7lcDt/61rfksz0/P8dwOEQmk0G5XMbTp0/h8XgQj8ehaZqsFyWRMBAIoFariVSLG8uoU+f1cuUnJWeRSERWdvL4ZrMp28cqlQparZbop3n/OSKhvh2A2Lfu7e0hl8vJZ0ryHa+fYwUy67kl7eDgALlcDplMBtPpFMfHxyiVSvB4PPI5rELTNOELWJYlBDw12LPLksvlUK1WJWFNp9NLngUE3x9XndJidR1oRMTv4TqLVXIBWNXf1SocADbvV3TwWoC7q7PZ7NbjVIY4q7t1ILP3JsGWQZwbper1OnZ3d196bWpgV13Tvgj4ftg2V7HO35wbp5rNJur1Okajkdh+clkDKxEur6DWWgWlbLVaDel0WrS0NO6gnrdSqeD+/fuoVqtot9v4rd/6LbRaLQm+PMdkMkEkEpHWMB/8DJxksLMrwKq4UqlgPB7LDLvX6yEcDovDG13mSqUSQqGQSM4Wi4VovUOhkOh0T05O4Pf78eDBA5EcBYNBNJtNsek8PT3F5eUlhsMh3nnnHTQaDdHPs2VP21mv14uLiwvouo579+7h7OwMF/8/e2/yI2ee5vd934zIiIx933JjMkkWq6ubVY3WTKExPowOOkgX6SDA0PwB1kmADRsG5IsOMnTwxTdd5Lsh6GQMYAE6CB4dDIyhWTCDqu5iLSRzjyVjXzKWjHx9YH0e/iIYSbKKrJ5qVjwA0dVkZMT7vvHm+2zf5fhYNzc3+uqrr5RMJm2Uzs49n8+bJzcTkn6/bzxneNCI2rD373Q6KpfL+u1vf6vj42P5vq/Hjx/L8zx9+umnms/nqtfrNl6+ubkx9TrsVR8+fKh79+6pWq0ajezLL7+0wqhWq+nrr7/W7u6uZrOZTVCYBJHIu92uaQ0cHh6aZSj3Zb1eN0YF17RYLOrDDz9cSHp4oofDYVO029zc1Keffmqfz44ah7RYLKavvvpK7XZbH3/8sQ4ODm61z93b29Nf/uVfajweq1QqrUyk3A9/9md/ptFopO3tbZVKpVt/J7n/mH4h1MMfgHWM/ofDofb29mxq5AZe7xSyqwqHn0qsk/h7HnRHy2jb5WAvjUnDqiSOpeCbjr1dgYp8Pq+Liws1m80FMItbNIACfxfh+nuvcjuSZOhuDCvwfoZKFI/Htb+/r1qtpkAgoEQiYWhnOorl3Z/0/AHz9OlTG2HjFEa3cHl5qdlspmQyad7TOIi1Wi0byff7fbOy9H1fFxcXZooB1xuHJ4oVOLlMIKCgoSfOzhdRE3bEV1dXlhgpICqViuEZXC32er2ucDiscrlsI89CoaBCoWBOU5eXlwbqGw6HevLkie3RT09PdXZ2ptFopFqtpnw+r263a++L3zbSs9FoVB988IHK5bKB8Li+8/lcn332mR4+fGj0MdYK7JM5DiYYTBVarZZ+85vfWEfXbDaVSCQssW5ubpqXeL1e13/+z//ZbEZbrZaJjwQCATWbTfv96ff7VrAdHR3Z67jPQVJvbm7q+PjY0NWSTAWOQuXq6krZbNZ2826MRiOjgaGtzvGORiOVSiVTbWMils/n5fu+Hj169BJOxI3Dw0PFYjHbo3/++ecvvQYhGVT/Pvnkk4XfNe47/jSbTXU6Hd29e9f46vx+us8m1lXz+XyBgrcciUTCrslPlV4mrZP4ex8krNls9spf2mWE+KrXQmHBovNVhcFyR88IttVqWVcovZBc5XUIXdzWIbxJkPQ4ttuSOMItNzc35ont8nvR2Oahe3l5aXacPCRXPTzo4iuVihlRJJNJVSoVQxrz0GX68M033+jv/b2/p1qttkCjYhTdaDRM0OPBgwd2joDdQL0zNqebq1QqCgQC5oedy+Vsb9rpdJTP53V2dmZIYs/zFI/H1Wg0bGoQjUZtApDP5007u1KpmOEJCOdut6tQKKTxeKxcLqfd3V2T8WR6IUkfffSR6ZQjrbqxsaE7d+7o4cOHCgaDmk6nOj4+tr3szc2N7Xsnk4n29vbU7Xb17NkzA5T1ej3t7OxYckWWNJlMan9/X5999pmy2ayB+hC0iUQiisfjBsTDRzsYDGp3d1cffPCBTUIw5NjZ2bF9eLfbVS6X0/7+vu7du6fpdKqdnR0zQ/nggw9MVAjO9/37942ixr06mUx0fHysXq+ng4MDPX78WIeHhyuL5mAwaLaqDx8+1O7urt3rpVJJhULBHOckWUGVyWT0s5/97JW/QwcHB9rZ2VGlUjHN+FW/Z1AT0+m0er2e6cnDFZdkRVKj0VAqldLDhw+toOU54Rbd6Bnwe3NbsCZZ5SvwU4p1En/Pw+VL35bE6YDH47HtYpcDxLHL/by+vr61AuY93BEgCNxWq2V7T17nJlrXHvT7hPvwCAaDC8h43/cNIY2kKsmvXC7r/PzcqEgEHdZwOLRd7sXFhY6Pj/XJJ5+89Pk4ZaXTaduJsuNtNpumdgZQrVKpmAGMyw9m7yfJuOGM2AGShcNh9ft94/z2+33jGjO6LBQKSiQSOjo6Ml/rZDKp4XBogCzEOCKRiNrttprNpgmpYGBxcHCgXC5nymJ8NlQnrvXh4aG++eYbA5a1221Tzfvwww/10Ucf6erqStvb2zo/PzfUei6XM59rkiznur29revra11cXKjT6ejg4ECpVEr7+/sm7RoKhfTxxx+bqhdAOJy5XOesw8ND0wGXnq+Jtre39dFHH2k0Gumrr77S1dWVfvWrX+nBgwcKBAL6zW9+Y9QpCgQ0w6+urvSzn/1MBwcHCoVCSqfT5i4XiUQMXChJn376qabT6Uv0Kul5YuJeePDggR49erTyHp/NZnr8+LEikYju3Lmjf/AP/oH29vasOMSznKDgTqVSunfv3soR9fJx/PEf/7Ht1Fd9fqPR0M3NjYrFoiKRiM7Pz01ABvtYSVbw/vKXv9TV1ZUdGwDZVX8ymYzi8fhrk3MqlVKr1Vp34ut4P2PZH/m2gAdNUl2u+m9ubmzMC0eTn3vVZ0svd8F0fiB93SROJf62SdwF6eGUxO4SqhQWnChj0SGBjOXz6cY6nY6y2ax1bdVqVcPhUBcXF0qlUkqn06Y/jWEE15y9MhachULBRrRcJwCDGxsbpvqVSqXUaDQ0HA4t4TJWBQCG+lkikTARk3K5rFgsZlzkarVqO8ZEIqFwOGyiLVDlGE37vq96vS7P84wTn0wmVSwW7cEfjUZVq9WMpx0KhRYKJneMf3R0pG+++Uabm5s6ODgw+hJ7dSh2qOUho8r1Z+Wwvb2t0Wikp0+f2pgWD+xkMqknT55ob29PhULBCi549XDUsVolYV9fX+uXv/ylfN/Xn//5n1tHjxPZ9fW1KpWKOYeBQUgmkzbq7vV6+vzzzxWJRHT//n3rdguFgu3mSVgktVUrGDfC4fCCFOpyAAicTCb66KOPDDSXTqd1dnZmFDTuK+RXKVqz2exrNcY3Njb0h3/4hyt/D5nQSNLOzo5ubm7MvIUA2Q+vnt8bd3pHEboqdnZ23kgHne/rp6iZTvx0z/wnEG7ifpMkzr5uOYkDZuPhwy/265I4+2a3E0bJy5W/5O9537cFt0Ezgl8NghoqUy6XU7FYXMkdx/cZkRjG8ii20YXRbSGCcX5+rqurK+NVA+YjMQYCAXU6HfPhRqrU8zx7CIF2Ho/HhhZHUtPzPGWzWYVCIZ2fn6vdbisajapUKhmlDIGVVCqlVCpliO1oNKrxeGxCGxRi8ORxzWq321asFQoFQ+pHo9EF/W2EYNhbuj7tW1tbGo1GGg6H+uyzz2wH/+jRIx0cHBjFbTwe22gcIxf4ymdnZ7ZOQCgH68xYLKZHjx4pFAqpWq3q4uLCig0mAuALtra2dH5+bnz82WymO3fuqFwu27nM53PlcjndvXtXvV5Pf/VXf6V+v69UKmVFy3w+1+npqRVI2J9eXl4a9mB7e9s0BOj4J5OJvYf7+4eX+G0BlXFZIxy++xdffKGbmxt99NFHVjjQvd/c3BijoNvt6vT01CYOu7u7KpfLr9RscGM5gTPFqtfrC+j25fXXaDTS2dmZTYV2dnZsXfOmydZdMbwufsoJXFon8fc6SIYIkNwWKE1h97csAcoOmwefu7++LebzuUajkf1xA3tGkhbv+Sbv+yZBF0iibDQaCgQCKpfLNuZzEcHuPpLOnc7FdccigQPEQcilUqnI8zydnJzoyZMnxrGmM+a9sZPkcxnbY+k5m82MMrWxsWEcbZTI8vn8AicYQRbMJFh38FCNxWIaDAbK5XJWVED/omgLhULa3NzUxcWFCYAkk0mzfYQX73o4k5joxujs+bdvvvnGAGiPHj3S/v6+Ae7Yo0KNy2Qy6vf7arVaZtwBSwAxGXb6rVZL6XRaqVRKlUpFm5ub5pPNyBxAXSKR0GeffaaTkxOlUil9/PHHRoFyVweDwUAnJycKBAL6wz/8Q+3u7urJkyeGCh8Oh8atTiQSpnDneZ5KpZJubm5UKBQk6SVcwmw2M9T0q37/lmM6nZpmPb87vV5Pp6enOj091dbWln7+858b6CuVSmkwGFiRiGRqu902oZ1isWhodoCu3yXm87lqtZpd23K5bIwO7u/5fK5Go2EKd6j1vQ2+ZR2vj3USf4/DRSyj7LUqoDWhxuSqljWbTXmet8AnhV/9uk6cB9oq60A4s3SH6H+D6H6bQFaTh1g+n1ehULDrwDm4im2od0WjUeNFS88fqPP53EaB/CydwmAwMB433TQ7akb4/C8mKADPGLPjpcx4FiQz3Gv23alUyqwYu92uCbQAUptMJspkMrq8vFS9XrcuiffEFxxAnzt1AATHTjwcDtt4FL9ugiKj1WoZcMr1LO/1ejo8PNSjR4/MNAVKED8nya7HfD5Xp9MxvXRAWbhjTSYTnZycWBKXnieNRqOhcrmsBw8eKBKJ6PLyUk+ePNFoNNLXX3+ty8tLffTRR3r06JEePHhgwjGFQsF49RcXF2q32yqXyzo8PFQ2m7XEgyb4X/7lX9r1RlHtzp075pzG6BcVuFAoZFMMOOxvek/jpsfvB4j+ZrOpwWCgdDptIjJEJpOxlRea9JubmyqXy+YPTlBwHR8f20QHRsFtAVBzMpmoUCgol8tZYsaittfrGeMgk8moUqm8Eki7jncX6534exw8PHkY34biHA6H1u2ARCXR0N0t77Zfl8R5oA+HQ5XL5ZeQ7BsbGyoUClbdE4iEvE2AApae79boql0eOkUDHGMmA65TGWNTKEvsx29ubqyD5WHN++fzeVNd6/V6GgwGRpMiAZE0+Tmu8ePHj21UDY2KpIBueyAQ0GQyMc9uJF4RnWFyAGUQdLskk8Okc+e7YQ8dj8eN8rS9va1nz54Zn9ztpuD0tttt7e/v270wGo00m810cHCgYrFoBRy7WKYDT58+tbE0TmzL2gSgutvttmmKT6dTwy8gBrK3t6f79+9bwnvy5Inu3bunaDSqTz75RA8ePJD0fEKwtbWly8tL/fznPzf6VTAYNKwHtL3t7W3zQn/y5IlqtZoODg50cHBgym0IAyHlCt6B8+x0OvI8z9Dnb9qJM7kBcNlqtezas1teBqXBcoDTnclkVu7Spec7ZMRUKLhY63CPsTrxPE/dblftdtuKglXPj3A4bDrnuVzuJ40U/7uIdRJ/jwOgkGvvt0q9DHASI2I4nKA+3VEq8Tp1Nd43HA5rOp0aqMoNuNiM1dHefhedOPaIoHtdlL6Liqcbxr8alSh24OyVpReJH1cyTBoQ1wBotbu7q0wmo6OjI0PBY8IhPS+aAICNRiObdPR6Pe3u7toaoN1uG1IbEBBGFjiK8TBGqKXb7dq5TSYTk2htt9vWmVOksf/moX9ycqLhcGjj97/927/V5uamEonES1aPXCNGx4xwi8WiSqWSgsGg4vG4uZCxX2U/7041KC6XEx34iXg8rtFopEQiofl8rrOzM5u2wF2PRCKGok4kEtrf39fBwcHC+xUKBZN6LZfLViQ0m03DFWD2kcvl1Ol0lEgkFI/H9emnnxqFjmvr7rxBUgMwhL4H3/xN9Q9A8WM2I8mK6Ww2u/J30fM8ffjhhzateV2gky8tMlPG47F9X0ybWAm4rJTlYHX0UxZc+buM9Tj9PQ30wV297lVuYuzDQ6GQdUKz2cxkQ3O53Mr3f13HTDcciURuHalLzzuuSCSiZrNpO+hXJXFQu68Kdtq9Xk9HR0cLFqNoc9OpprDqqAAAIABJREFUUuhw/lwLVMIkGfKcThft8UAgYCAu5FhJ5ICnvvrqK3sPjp/ROh0bOuiulvb5+bkVIzilsQ7p9Xq2+mA/WywWTRGLBDkej604u7y8lO/7ajQaqtVqunPnjh49emSa2hQ98Xh8wSEsmUzemmDBHnS7XR0fHxuFDNQ/MqhQ7KQX8q7cO9wXoMFX3VPoz0NnOzw8VKlU0tXVlYbDoTqdjhqNhuLxuH7xi1+Yj/VywcruGnU2um/pubwpnT2mHsFgUB9++KE+/vhjS55Mbnq9nukLXF1d2XVDXQ8PeWnRk/x14drmstoaj8fKZDKv5EyDFfiuAQuBETg2p+z/s9nsSi10N9xCdx2/+1gn8fc0QEUzZr1tpLdsEIJlItaCt+21eBCv2rPTmTEiDYfDC+IPbsAzlV7wq0GWrwp2hLcF4hE4cbEbdx2P3AJkPp9bV8JoFzT6aDQyRTT25lCzGGFiVekaobAHLRQKqlarNjbmejOhYCePOAYF0/X1tUajkXmXuwA99NV5aJ6dnVniQE+83+9b90cyrlar1s1iPgHIKxqNqlqtqtvt2rG3223rhG9ubl4qAEnG5+fnevr0qSU8xt5MDljLcG1c3MF8PjeFOEb2rna9+51Wq1XbCSNgU6lUVC6XdXJyYram+Xz+1lEygEoAeTimgbSPRCJG68NqdGdnx1YD3D/osyMOAy4CmV3P88wPQHrhrvW6JM515neO4vD7JujvExsbG4pGo8pms2Y5uo4fd6yT+HsaJGyS86puCqoPqmSSTCQEycPbggfUqs6JUfr19bWazaYdw3I3jsc1YBuMIW57X+kF8Oe2ByIiIZPJxHa94XDY3ttVcmOUy0MTVTB2+XTcFEMkRpI4x9Nut63rZAQvPU/mLt2Na0AhQVEAij2TyViHix56s9nUycmJ7b1BfTO2nc1m1jkjoDMcDk2vHPWvTCajbDarYrFok4BwOGzCGuVyWePx2N4fa1AETdx7B3UttL1vbm708OFDRSIRA1AyegctzTUfj8emzoZwzdbWlhUlqyY2zWZT3W5X+XzeCh28rdln7+3tGVZgZ2fHdubLkc/njTGxubmp6XRqmAXAhGAJVgmi8HoKqXQ6bUj/5aDAdddZrwoKJe5HKIOrTErWsQ5incTf01j22F2VxOFCI9YhyTpmQFS3xau44nRY6EdPJhMz8HCDxIbpBlQn9KNXBQ+62x6IJEXENaB7bW5umtsSXRWfQcJhbNvtdq3TIkjiXDOmFIPBwIRyAL7x35iISLJd9Wg0MmEbVzYVug74hGQyaYhsz/O0u7trhhaSDKWOTjqfjRQlTlwgnQ8ODswcxaWX3dzcKJPJ6JNPPrHzw/QD8NlyEu90OoZMb7fbKhaL2t3d1XQ6tePjmmJqMRqNbP+aTCbNtY0CKRKJmNSq2/XznrAM+N6YZrRaLSUSCX3wwQcqFovGSwaUtRxMfVhDdDod3dzcaHt7W0dHRwbMA3G/fL9iKIIsL8WJO5FiuuNqg2PJ+6oA1AYNbDKZrNyBr2MdbqyT+HsajIXdkd7yXg5Qlctvvbq6WtBbvi1exenmIQtKmk6V5Eose5hvb28rHA7r6OjIRp5u0NVKtydx+OFwuBnPY6EJJ5kpACAirlE4HFa1WjWrRUBgyGYyJt3a2rL3Y4fuGlt0u11zcCNhQQMLh8ML14/xMgUEgLfRaKR4PG6IdcBkABDH47HK5bKB61BMQ9+8WCza8WB7CrWNfTr2oJFIxPbEGJOwSiCJQ1c7OjoyFPN4PFY6nTYaGGNpdweOitl0OjV+eCwWW+ArgwVYHql3Oh0rmnhPRGaYfOTzeUOBU4hh67l8fyLSA58cO1kSbjweN1Gj5aITrAV7ZDeJcx4UKqlUagHMtqqIXg6EY9i5w5pYxzpeFesk/p4GD3VieaTn+751My7IC4TrskDLcrxunA5tLRAIGE9Z0sID2k3iGxsbymaz+tnPfqZAIKAvvvjiJcWqN1GgQ32O3R57cWw6k8mkOVaRBNzrFA6HjUKUTCYt8UA9c5HDjMmh58Fz39zcNLlJkMCe5+n09HQBR8A1hO+NRzjoacw24HIzBfA8zx74iUTCOMrsYvP5vJmcgJoPhUImBNPv9zWfz/XNN9/YdADcBF0mIi8UJ/P5XOfn56YbkMlkNBqN1O12F5DdpVJpwY7y+vraEhr3FCpsjUbDOO1IpW5sbBh6n9E1/HK6e6h74A6YKkgvJjXscld14/l8XpPJxLAVjPTv3LljRRKFhxvdbtfAoqwuYDvwnXK/IJjjTsTeJInz+0gB91NXI1vH62N9h7ynscwJX07irva0i9x2ZTpfFYwIVyXx8XhsHU4wGLSHMvrhhOv5zR4wFovpww8/lCR9/vnnhhCXXjygX8W7ZSfOgxi+Lckd8w8e4i6oj2MBVMb0gCTo+77ZVCJmA3gLgJYkS6Yk/vl8bnxt9sPT6dQUtILBoHmMp9NpxWIxUy4DhNfpdPRf/st/sfOez+c2RYnH4wtdJ8extbWlwWBgiSCZTNqY9+joSJ1OR5VKRb1eT81mU+Fw2PbUSHSSvJ89e2b0I36epFMul3VwcGA7ffe7YH/v+77a7bZJtHa7Xe3t7Smfz9sKotVqqVar6ezszP5wHpwXXt+SFoRMuBbuPcL6YfkehfrFtIfdfyaTsQQKxsEd7V9eXtp3SYcMtYrvhZG4qwnAsbteBqvuW9dUhkJgHet4XayT+HsYSD6yY+z3+yYVysPGHaWT+KA4YUjxOtGV2+hgOEaRYPA0x5+YB50L+nIRxfF4XPfv31cgENDnn39u3ft0Ol0QCFkV7F4ZgbPbd13aotGoyuWySVW6rmeMeClA6AgZKzNlQI86FosZWI1xMKNVOPousM09Pul58mk0Gup2u0okEqYs1u/3jb99fX2tk5MTPX36VJeXl0b7oqtnbwookK6U74fvkXMPBAL6m7/5G0WjUT18+HDBQ7vZbGo6nZrtKK5a5+fnRie7vLxUPp/XnTt3lMvlFIvFrHBw7xnuNeh4SMX2+33NZjOzymQCUy6XTUb2+PjYNNQZLfMeWKouA764bwlXQxwRI8xk+N4SiYSKxaLhQDY3NxcmR0wPXFYBrm7ck7FYzFYO4/HYBGQQYJFeYEhuu2/5nWCKA7ZhHet4XayT+HsYbkdGlwWAyE3i7Frh+5L4ADOt4pW7cRtXnHFtOBxWsVi0Lgz5UJKy6yPsUtmCwaBCoZAePXqkjY0NS+QUGq/qakDFM8p39aIZQV9fXysejxtP+OLiwgBUTAxI5CRxkjr/dnZ2pmw2q2g0avxl3t/tBkG8IytK1+4qlGGYgvf2bDYziVHQz81mU81mU41GQ8Vi0Qo0RFiQXpVejOldBzvOG5Ga09NTHR4eKhgMmsrW9fW1Go2G4QUYcz98+FA7Ozv296VSSffv35ckE2JZhZFw70MS2sbGhjqdjtlzwo5AFS8cDuvg4MBG5biewSM/PT2V53kmVesGlLFer2d2s4PBQF988YWePn2qi4sL82VPJpNmYOOC0JjSwBBgcgQwkQROsYbsrfRCAMalLLrJme9iVUwmEwO/zefzNaBtHW8c6yT+Hob78CTJkoigX2HTSSK9vr424JWrFPWquE16lV02ph2SbGccjUatG3V3hstJnM7oF7/4hTY2NvTb3/7WFOQ4vlUPRHSg6cAGg4EBsNhn8jDe2Ngwla9arWYgKlfNik4arfW9vT3TqU6n0/agZ21AEufnYrGY7YO3trYUjUZNGc7VYM9kMtb90RGjQnZ1dWWWoUxPKLIY9wPCc68Ju16KC75bVyWO65hOp63rrlarBnCsVCra2dnR9va2ybXmcjm7jplMxjAI0sudOAI5JHkKSsBj4/F4IekxnUENDfpbJpNRvV7XeDxWoVBYqV/A37VaLfX7faPP0dUWi0Vtb29rf39fh4eHKhaLRjXjuuEoh9QranwkY0Bz7v0H6JHRvUtZhC3xJkkcoCRAxHWs401incTfw3A54iR0RsJ4SEsveMzuPo4HPsC3V8WqcTrjZt4fFC9dYiwWM2Q1wimulSXvS5KPRqP68MMPNZ/P9fTp04Xd8/IDkWPmvRCu4TxJTHwuqOd8Pm/ocVDn2ICy82ZFQVeJnCxUJD6LJE5XSAHBLhwPbbr3ra0t05F3Of3tdtsAcUxMSGh08uzWGekiUuPSBdH1RpiGQmVnZ8fG7y54bzqdqlqtKpFImIkF2IJGo6Grqyttb2+r1+uZohfrmOX7wZX5hQnQarVsHcAxuklP0sK5E81m08CCoOaXY2trSzs7O9rb29OdO3e0vb2tnZ0do5zx3VJw0FHDL0dDgOkCx9Vutw3/EY1GXwLRMe1hdO4WJZwj64BV43SmPfzvehe+ju8S6yT+Hgb7WfehQXKWZA5WUJUY5ZHk6TpvS+LsB9kZu+pq8MPZv7JnB6wD0hggFh7ebizvDxHzkJ53zOw4l5P4bDYzBS7AaG4iRp1OetExorvNPpMJgCTjbDMK5loFAgFtb2/b33G9SdRIuSIkQ6IFRBePx23sn0gkbGyO/SjdG8I729vbNsb98MMPjX7GcfE9kZTAJADC4jsajUbmv/3w4UMNh0OTjT0+Plan01GxWFQ+n7fvSHrR4QYCAdMvR4gElTi6/FVJHNoVgEBXwpRCR5IVQL1eT9vb27YuGAwGxhV3keGrAl66G5jXLLMdfN+3osqV5k0mk7b24F7g3Nw9vPudco1cymIwGFzYi9+GUIe+x/utaWXr+C6xTuLvYTA2ZqwsLY7Tr66ubHTLCJb9MePWV5k2NJtNdTqdlTSz4XBoiZOkkk6nLdngZEUC2djYMOUwjnWVkEw8Hje7T3jkyw9lkpnbiZMUSRA8qHlvxuHRaFSxWEz1et2KD7oxVNCQMMXWE7EX90Htjl0pJtif8n3AeabzZz/MRILPAoxXqVQUCoWUyWTMm5tz5zU3Nzc2+eh2u3Y8fM/z+Vynp6cajUaGJJek4+NjPXv2zCwkt7e3lUwmDeyGvWYsFlM2m1Uul1O73bZrhqLddDpdwEi42v2TycTAWuz4uVYUdgTAQkRZEJZxJyRuonyTCIVCikajJn5DzGYzZbNZ0zp3sQzRaFSDwUCJRGLBwnY5idOVL08TCCYxvO+qJE4BQYGz9t9ex3eJdRJ/D8MFMkkvHh6gtGezmT3c6SbpzGOxmAGVVnXivB7wmLQIZmInjayn9KITgrMLmpdCIBQK6fz8/CXHK/d9p9OpCoWCRqORvvrqK11cXOizzz7TkydP7DjZ4cPdBki37PrlvjeUnlgsplQqpW63a3txig741q63+s3NjdLp9IINJ+cvLfLo3RE+e2LeAwoYI2LWHQi/APJLpVKKxWLa29uz/TbFDyNy6Tl9CilYl9fearV0fn5uDl8cX7VaNSoXxwpnH+vO4XBoXubFYtHsK3EQYyTtTn5cXMZwOFSv1zNFNTp8rpnr7kaRR3I/PT2V7/tKp9NWiLoiRm8aXG+XssjEJJfLaTweL/wbPG+AfP1+34xdCNfZDS38VUkc/AIYlWVfgMlkYpOtNaBtHd813kkS9zzvH3qe99jzvK89z/uXt7zmv/U87zee533ued7/+S4+dx0vBx2QC2pDEYxOFECV9MLFDCpWMpm0RIPZgxs8eF10tdt9MSang5Ve2DSyg+VB1+12LXHV63W1Wi1JMqrW8miWxFUoFJRKpbS5uanz83P99V//tb744guz0iShsM91qUF0sOyU8d+mI3bNLdibh8NhHR8fazQaqVQqLaD6XUnXUChkIjfs0SmQSOCM3MPhsCHFKTg4b4B/HBfGJb/+9a+1t7enSCRiXRv69BRVKJ9Vq1X7vEgkYmpqu7u71k3CRXZR9ldXV+p0Ojo9PbXEVK/X1Ww2JT0vEmazmXq9nuLxuO2D6dgZ3bsiJ9VqVZubm8rn8wb0o6BCxAW99kQisaBTMBwOF9DjrujLdwnWJki9ugZBoOJdlUA6/16vZ2pz6XR6QbIXBgPHtbu7+9I+292L34blcAvrNa1sHd813jqJe54XkPRvJf0jSR9J+hPP8z5aes0DSf+LpP/G9/2fS/of3vZz17E63O6b/6brpkvmQeGqZKGiBeeXPR3jYYJuadVnorDFZ/LQikajNrKkY4xEIrbnxC+ZvTnHv1wcMObf3d1VLBZToVDQJ598olKppNFopKOjI/X7fdVqNQ0GA9NJZ18bCATU6XSML+9yuEOhkJmJjMdjS5R4Q1MISDKQE0k9m82qWq0qGAxqMBjYPhxNdZTcWBkA8spkMgaUg1PO3p3P4TsKhUKG6EZJLhwOK51Om0HI5uamKe5RDDx79kytVksnJycKBoNGY8OXnB3ygwcPbFyPxjq0qsvLSz19+tQKN5I1xSJTH1eBz+3I2+228vm8KcFxH5HYQPbDHQ8EAvbvFF9cS0nfaZTuRjqd1nw+N54699nGxoZyuZz6/f7CCgmTGYxz3F21C2ojVk0H3L04x+0Wp0ykUAhcxzq+a7yLTvxTSV/7vv/E9/2ppH8v6Z8svea/k/Rvfd9vS5Lv+/V38LnrWBFuB8RDlYd2p9Oxh66rYkYC5w9KZdIizQxqGg9ikhGfM5lMLIm5STwYDCoWi+nq6mphP0hSAy1P0nT/nXNqNpsmMwpVCzOKe/fu6fDw0Lqn2WxmAKxut6uLiwszC+n3+8axBo3PNZpMJkomk5YAb25uVKvVLNF3u111Oh3j8o7HYxtxj0YjU2RzkzyjYooWz/NMgz0UCll3ylphOp1awkokEkYtC4VC1tXxsO/3+7p7965839fTp08XEkqxWNTdu3etsDg9PbXrCWgRdLsk6+pzuZyKxaLi8bj29/dVLpd19+5do6ox6o9EIjYCpmhxkzjTnFqtpkAgYFKsm5ubNrEgsXFvMp3Y2tpStVqVJO3t7dlrEdz5vkmcyQwUP45HkrLZrHzft2mQJJM9hbnhfu6qJH5bsBdfRY3kmiLRu451fNd4F0l8R9KJ8/9Pv/07Nz6Q9IHnef+v53l/7nneP1z1Rp7n/XPP8/7C87y/aDQa7+DQfnqx3Ikjj4qkppvocBtjR72s5U2SJ+AXu+hit2Nmt8fnuaPGRCJhICzpxf4VsBjHQFJ196u1Wk3X19fWpXGMwWBQ1WrVdvAojJEE8YK+vr7W2dmZmbFIL0BJPIzpkBltX19fq1arqdFo2OgdoB6Jlr0tXWav1zNgFqsLund3usHYnPNwExxJm7E4mumMWhFs2draMrvQQqGgs7OzhaKIzp59cjqdNr3zarWqk5MT66bj8bglFhzU+K6j0ajy+bw+/vhjxeNxnZycaD6fq1Ao2NQAARx2ve7qYDAYKJVKLYDXAJnBEacYY8wPVgAAIasJ7qfvM04n6MbBZ3A/hcNhY1G4AMlEIqGbm5uFopT7h8nH64K9OCqKbhJHjx09hXWs47vG7wrYFpT0QNLfl/Qnkv4Pz/NeMsn1ff/f+b7/B77v/0GhUPgdHdrvX/i+r2q1utJ72aWXkSglWUfmClXwoAXEwwMtmUzarthN4uwn3bGgm2zZ7W1ublp3T9C903VfXV0pEokYhxoQmovuppttt9uKx+OKRCIajUY2lofedHl5ack4l8uZw1a1WtXW1pZ2d3ctqdVqNZ2enpq4BsncXRvMZjPbAyeTSaVSKe3s7NiqYTqdGh97a2vLkPjwvxnZkqxBVMMFlmQd+bJJTaPRUDgcViqVMhBUv9+3CQEocIqi4XCog4MDzedznZ2dmbFLNptVv983K9hcLqeDgwOzNIUWdnp6alKfkgxEt6wbHgwGVSgUTAYVL2/G+NILPXekdV1RGdfIIxaLGRocpTkwCawPNjc3DRxJt07C/L6duCT7vihAXSYDhSSFniRzg1s2ynE58G/ymdKLvbibxC8vL80TfR3r+D7xLpL4mSRXA3H3279z41TSn/q+P/N9/6mkL/U8qa/jewQ75FWKaq7xCd00cqIunQdwkrvrc7sSAEjLnSWiIowZSbaMwleNHiUZcA5XrOFwaBxddr6BQOClJF6r1cxe8/r62s4ZfjkKcK1Wa4GjfXh4KEnmdpVKpSyZd7td1et127O7Sfzp06c6OTmxcXI6nTZuMkpegN/oxMAUkLDZUdOBkZykF/Ka/KybGODfI4MKX3w2my18by66vdlsGv2LDhugVr1et/PKZrNKJpOGidjd3dXOzo7t2Y+Ojuwe4HXL9xfcf8RRUqmU4Sz47vgOms2mNjY2rKByg66dQmQ+n1sXjrJfLpezY8/lcvb9fx9k+nLwWe49yiopGo0uYDvwfXdfT1f9phOB5b04SRwt+mw2u6aVreN7x7tI4v9V0gPP8+56nheS9M8k/enSa/4vPe/C5XleXs/H60/ewWf/XsQqWsnbBAjr24QjXJ71cDg0mpDb/ZGIJL2UxAEgBQIBEw5xVdjgPtOJsx+m81qVxNFkp7sfj8c2qkQMBfUzioN2u22jZTTFKVJms5klyK2tLXO2YlzPCBe6HD+TyWSUSCQUiUQ0nU51dnamwWCgi4sLPX36VKenp8rlcvrVr36lSqViAC9Xl5sO101O7PwLhYK+/PJLVatVs+AELMe1IhnxcJeeT1fq9bolMIoTrg/gRL5zVM9wBstkMhoMBuZv3u/3DTE+nU61t7dn43mMP4LBoO7evatSqWS0sV6vt2Bv6sZoNFIymVQsFrORPaIwXF+EYHACowByg8kKdEbXm7zf7yuVSi34cVOsfZfu91URiUTMrc8NpjUuk0LSS4wOd/XwpsH5uXgUJGhzudxbn9M6frrx1knc9/1rSf9C0n+S9FtJ/8H3/c89z/vXnuf9429f9p8kNT3P+42k/0fS/+z7fvNtP/v3Jer1umq12jt5L0wWSHiuCYiLGKbbYU9ar9dt5MsDt9vtGuhNepHEA4GAOTr1+33rTFwf6Ha7vcAVh4YjaaWiFuPKyWRiohuAnHq9nv7qr/5K9Xrd9qxMG+LxuHWu7FihVEmyXSodPUpm0WjUtOGvrq4Uj8dthA4grVKpmF3l8fGxpOeAsDt37mhra0u5XE6BQMCMQABWtdtt08nu9XpmGnJ+fq5arabHjx8vfN901RRPFHRuEkeVDMoagi6AB7nOrn468qCM2DEKabVaBsDjuDFNabfburm5sSTJdIZOnWSO6IwbXNtcLqdwOGxTADARfB4FGSsUN4lTwFUqFWNGYAxzeXmpzc1N06R3tfU597fZh7tRKBReGmGDFXHvJ87LnZh8F1AbwVTGnci0Wi0T+lnHOr5vvJOduO/7/9H3/Q9837/n+/6/+fbv/pXv+3/67X/7vu//j77vf+T7/iPf9//9u/jc34cgKU0mk9d6dI/HY11cXLyya2fXyoPvNtco1yFMeiG76jptobrFa9y9JQhzOrfZbLZgv+hqkUvPH/BQi1xrSsJFMUNdkp4/1DG2YDQ7GAzU6/UUDoftQQmi2fXTdh+IeFaTCNixsldPJpNWdLAaAPQVjUaVSCR07949A5BtbGyY01W327WR/3w+N4GUy8tLtVotEz7BbezOnTsqlUo6OTmxMa07EqcTp7vDUMXzPGUyGft71PSQjZVedIGABQHtkVwBqQHUY5IB+rndbi/oAXD9JKlSqSyA9Or1ut1TgA7ZT+/s7Ni4H914ktRsNjOBH1erXJLRqcLhsOnWh8Nhs4TN5XILoikuEPJtkOlvEvDVQ6GQQqGQUcuWJwCu3OqbBufDfd/pdGwa9a4Kk3X8NGOt2PYDBw8hz/Nekgldjna7bV3oqmA8Ho/HDfXsgo+WjU9c/226SFC1fA6iJtIizxUaked5uri4kPRCNAZBFwoKVyIUMY5VSZw9MBSfi4sLe5DBDb6+vla1WjVTEK6FK9SyPIWAb55MJnV5eWkdLoAyPoNriFAH3THjZfawXFtkQum+6Whx0Uqn09rb21OpVNL+/r6Gw6HC4bD+6I/+SJlMxvjqHKurcEdiCwaD6vV6urq6UjKZXDD+cIsi/tv3fdO5J7lfXFwol8upVCrZqkOS7fu5XzhX1h0A0eCLg8be2dlRPp9Xu93Ws2fPrMByzyEWi9n1ItEhb5tIJKyYcLtwNN9ns5kajYZNOyaTiRVCro46CoPuvf1DJ3E+K51O6/r62pDz7ud+n7E+9ySFNROVNTd8HW8b6yT+AwcPoUQiYQ+wVUG3PplMVqLOJZkYSiKRWKn+tNyJk8Qnk4lKpZICgYC9B3Qw+NTsywnQwaFQSBcXFya6MZ1O1Ww2NRwONRwOTVkMABziHbd14ozjQZQjd4oYTK1WU7/fVz6fNwMTkhLSly4HHgAWIid0oHTpTB34bHf0S9KBzgSIjAcuD3XGzHT8BwcHhrCmQ6TQKRQKymazJpM6mUyMBseaw7XohO4EOI4E604ZSOKuCAxdIwkWq1B8wM/OzmwvzW6ac+f8GH+T2KFxbWxsaH9/X6lUyo4f4KA7QYjH41YEMkFB4Q6deDeJg55n4lCpVAwIGAgETM+dgL3g3uc/ZNfKPQsGIRwOWze+3Il/n+NY3ou70sTrWMf3jXUS/4Fj2QsafupydLtdtVotPXnyxFy63PB930wk6JpIUAT0MhDC7LLPz88tsZB4GNUycl5G/NLJQiNidAgYx6UDuUnc7eDdAPDWarWEBgDgLMBmo9FIjUbDErWL6KUrcvelrqgKdCE6VEQ7XDCSm/w9z7MEcXl5aaIwJCjMYObz557ZAJGur68NeFWr1Qwc1+/3tbe3Z+dJB8zuudfrLaw3+ByOE7wBHag7Ldja2rLvn5+FJ46ACZx0CsVut2tFEol0Mpks7GZxXoNRsMzFjkQiymQyRneDP+9Ss6D0cXyuxznndX19rSdPnqhWqymfz2tnZ8dU5TjOXC63UETys+zFGWG/LTL9VbH8O5XJZBbwC9ILudXvm8R5v5ubGyva1rGOt4l1Ev8BgxEibaXwAAAgAElEQVQoySYej5sXtBuz2cwSEeIXy904P8dYuF6vv6Rt7o75oJfhiMV4WnqetOB/h8PhlUnclQulq5/P52ZaAg2J/Tbnyj5x1bXodDrq9/sKh8OGHMermpEq4iNIpaLUhWpXJpOxsT6fCbWJ0W6lUrFrSIfL9UVylQkC5wavnM6LJO5qkg8GA0uExWJR/X5fjx8/Vr1eVz6f171790w7nWIGKhUcdZIARQS66BRAHG+/37cECG6BdQWJoNfrWZKl0AK0xwQDdzSSazabXeDz8/2SIElWfI9QAXd3d5XNZl/qQj3PU7FYVDqdNqof3zdTjtPTU11eXqpQKOjw8HBhitTtdlcixaVFfvW7Qqa/LlwBIO5NabFL53XfNXivaDRqtLJ1El/H28Y6if+AgUUkaHDAV8u78V6vZ+NVXru8F8e/ma4H9La7G3Z3d/hEg8zm4cuuls7mtiTOyNUdOQM+wr6Rv6ebgy+8/LC9urrS+fm5cdLT6bTa7baNVaEWjcdjoxK5nOPlkSvJkUTsOrRJMn3wZrNpCHdAeK4Otyva4o6jW62WyZKyvyaRgtzP5XIajUb627/9WyWTSVUqFRUKBbN6zefzlujD4bAqlYoVVdDsSNQ8yEmgKJqRKFyaFiN4uvJUKqVkMqlut2t/h50oI3MMSrje6LqTtPlc1+IT5gATG7rv5f0wx4cxy8XFhWaz597s2Ij6vq9sNqvd3V27Pv1+X41GQ57nGVd9OVx+9XfhZb9NAL6kUMrlcspms/b78Ta7ec4HYCX34zrW8TaxTuI/YJAgePjQGfX7/QWJSrSTeUAgRerKmYIy5mckGaCIRM6DQXreqaPQ5no4F4tFDYdDoxGxv1yVxNmdZ7NZtdttU9ZipA9dazweL4wZ3Qdcp9NRrVazBz0ysO122+w3EYBJJBKGQKcwkJ4nl2azaSNqUPJ04QjZwGtOJpPK5/O2b2ZqgHypK7rh+mVLz3fa8Jfr9fqCtSqoeyYB+HYXCgVTNOOc2RezJ06lUorH4woEAmq326aUls/nrcNm34zOOt28i2yXXgiiALpbVlKbTqeKRCKmFU9HDT9akv096HnC1btH2Yxd/KsSWCKRMF79V199pdPTUwPDtVottdttNRoNnZ2dqVarmbJcPp9/ZSLDhY5i8oeOZazJ5ubmAvgMOt/y6P9Ng724C6BcxzreJtZJ/AcMl4IlyfapgICkF2A1N4kTdOO9Xk8bGxsmyuIClK6urqyyl2T0oGq1qng8bkhqRsfsm0ejkY1RV3Xi0osHWS6XU7vdXhDwwKYStLpr2wlwp16vW0KrVCo2vr26ujJp0Ovra0PcuyNrkqck250i3wm3nVE4HTNobIoMihzG1SRx+PObm5sme8k1CQaDKpfLBrq6uLhQs9m0hFosFg1Zv7W1ZZxi6XkBgJmHJCsurq+vbeddLpc1m810dnZmdDbcuijCoJdxri5PGS31TCZjbmK5XM6AhplMRtVqVYFAQNls1rp/1jlQvgDzSbL3YdJAwAFfTuKrOmLG6plMxvj+6XTasBLlclnpdFqFQkGVSkV7e3u6c+fOaznS7h75dzVOlxZZH268LVedKZKrq7+OdbxNrJP4DxSu8pj7dwCREPLo9Xr2IBuPxyYiIskoV1CgABO57mQkcR6wo9HIEMB0hnQSV1dX1iljRbmKXkaQ6Fy3L9/3DfjFSJsEytQhEAioVqtpNBopm80qn88bLsDzPDPuYFcNsMmVVgV1jejIeDw2ZStUtbjGXFsc2bjmeKJzzuyLpRcGFq1WyxDWFDNMG3Z3d+27YpXQ7/ety6xUKsrlcvYdINzhJnHXlY3PiEaj1mG3223rtNn7AmiDicB/l0olQ5Ink0lbo0Cl87/15J5Op7Z2CIfDuri4MAlUSXbdk8mktre3F5T63ABAyXcPOPM2fvTm5qZ+/vOf69e//rV++ctf6vDw0Fze9vb2lE6nFYvFjOnwJuGi238XSZwue1USpyh8myTuJu41P3wd7yLWSfwHCtdy00WMSzLhEWwuMZwYDocKBoMmFcpeUdKCuhSJi+QMFxnZTYRKeOjR8ZFoceTCy1h6OYkDVoP6hfY5lorwjlFBY0UQCoV0eXmpyWSiQqGwMIpkFzubPfeNnk6nduzJZFLZbNaOk0TO+93c3NjuFPAXynUcKxKenAsgNo7XHc9T0PT7fRNqYa3Ag3ZjY0OpVMp8vweDgZ4+fapWq6VyuaxcLmfgM9YVMAAkLUwJ2MF3Oh3FYjHbW8NW4H24pnSfTCuurq7U6XQ0n89VKpUW9raj0UiZTEatVmthRB0MBpVKpXR5ebkg6sOu2zUVkVYncb5zEpiLTF8OxHC2trZsleDqon+fYDLxXcVV3iZccJsbbwNqI1z65boTX8e7iHUS/4HCHaW7vFzpRVI9Ozszrig0LbjFjGJrtZq9niAZofaEz3Wv1zNeMHQruik4tyQvdrwYjCwncUbLm5ubZsqByhsPVHypQUODCL++vlaxWLSu131PxpEkdyhrjNMZ0/f7fQN+MfJ23y8SiViyI9HM53M7d0mGAmefyvid683PoVNON738cMUPe2dnR9PpVOl0WpVKxXADdM/j8dgoZXTn8LklmXkKPwvtD3MV3ouCwPd9405//fXXxlMn4UsyPAJ0LP6dhAsQ0qUs8l1T/HCvLSdJcA9gFF6HEKdQ4by73e5KA5TvGvF4/HcqTco5L8e7EpwB17E2PVnHu4h1Ev+BAq9kuivXvUiSjXep6ukE2ZnxMGTs6YZLCUokEqrX67YDLxaLCypnPHB4X/TS6dhIvquSOMkAIRXUvQAq0Z3FYjFNp1NdXFwoFAqpXC4vALEkmSQqiYXkgkwqxYerp97tdhUIBMwRzH2QIwnLgxDUt2u1Wq1WTTKVJHV1dWWcaIoAChwmCXwnFAGg33d2dlSpVFSpVEyXnQIN3jZJF/lc1guo8fEAB6WcyWRULpcXMA2MzCk4ut2uBoOBisWiFWa8HonaeDyunZ0dk0Zlx+37vn0/rg2q9IIC6d6jbnAtQJu/bpTMtII9+tt24UQ6nf6d+m1TlLmSxtKibv3bRCqV0tpqeR3vKtZJ/AcIxC6WkzhdjyQbVfOggEKGDSUj5FV60S6aHGGT0WikSqVi3XEoFFp44CDnSRK/ubmx4gCKm/v+7JfpTum8KSxw5aIzR2RkZ2dn5YMerWioT25RgZIcqnHQzJrNpgGzMpnMAiIYhTUAbmh3k8RBRkvS8fGxWq2WwuGwIdM3N587VTGpoIiCH853hPAKhcb29ra5fMGLJ1nR1UvP2QGIrXiep/Pzc0UiEfMFd21XpUXJXChwTCMSiYSdF8UI4je9Xk9bW1va2dmx/Xw0GlUymbTdLkUCHT73HonqNmogBQrgRenVXSigO7QOUD37fYvbwG3v0oBlHet4V7FO4j9AsA9nlIr6mPT8AUpXAyUHQBuI4lgstjBmXhZ+AYA1Go2s8+Ih7Pv+wiifhy77z+FwaPtwl3cOzxgOuiSjVjHuBeREB0uyZ+RPcnOPk/cEMZ1MJg0hPZ1OjR9OwmT/ieTleDzWdDo1ZD6BehjiJ4D0eB3X8+DgQIFAQK1Wyz4LcNnl5aUZgVBguRMEOnBwBHynXE8XNR6NRk1wJhwOmyod5h6uKhndv5skEAVCSrXf79uU4969e5a0+U4xKEF4JhKJGOUMShZrFyhwroUtjnasbtx7xQ1AkK8bJYPfAIB5c3PzTrrwv4tYJ/F1/D7FOon/AEEnxcPRHVWiUhUIBFSpVLSxsWEKalCjcrmcCWGk0+mVSXw8Hpu9KAplrpAEDxv3oUtXSWIimbJ3rtVqZudJh5bL5QxVztSAf3c9q7PZrHFgicvLSzWbTdNaT6fTxk0PBAJmKwoinGJkOp0a2K9Wqy24WrkBx9nzPEtwdPjs0xOJhJLJpHXyHE8ymTRfawoK3/cXRvYkVoCJbpCoKDg4Zsb1jUbD1iKwElyzmeUkTkGA/Kv0HNSWTqctMQJC9DxPX375pTzP0927dxcMWxjrs+pgipJIJKwgch3pAK2tOkdJL7mQrUri8/lcjUZDwWBQpVJJkkwD4PcxVkkav43c6jrW8UPGOom/46CTcsFHrirWaDQyx6pAIKB4PK5Op2O2oHSrV1dXCxKk7n6u0+noiy++0Hg8VqlUMo65K5LiKm8RjHHZd5OIQMsjXgIoyzWlwDlMel6kfP7555Yo6eYZcUOdY0RNV8pnksRPT08NBJdKpawTpwgJh8M6PT1dsCQl2Bd7nmcTBsR0EKDZ2tpSMpk0DEGhUFAqlVK/31er1dJgMFhIZq7MpvTCUGYZxS29ABcCJsMpDde0i4sLHR8f6/T01L4bV+YUDrbri351daVnz56ZdCw0Mgockvjp6ana7bYODg6MCy497/o5/8lkIs/zbDJBIQC4Dp924rYOm2NmcrN8HXzft4KlUCjY9ft97cKJZYT678JFbR3r+D6xTuLvOOjo4P1KL8xENjY2zDeaHWcymdRoNFK/31csFltAKbNTlWT0sHq9rkajYcIq7JDxex6Px9Y98pkEY+ROp6NIJLJAewNhzlQgEAgonU7bSoC9N1MF9uilUsm6Ofa97XZb7XbbUN+9Xs8kZ7kWnU5H9Xrd+MyM7N1pQjweV6vVMoOO5esciUTs+Ck6XO48SG1MNDY2NpTP55XL5YxTDdWKn181Tpe0MomzUoDLfX19rWQyaVQwCgMwDrVazTzI+Z4pei4uLmyakM/nrXumQ6dA6nQ6Oj09VTwe1/7+/sJ3yOQGIBrCN5JMLAh9eook4lVJHCnSVa9h5YHrXCqV0s7Ozu99sgPDAqr/XdDL1rGOHyLWSfwdB+AhOnHGvdILT3F3d+zKmwJmmk6nyufzZlEZCoXU6XR0fn5u4jDLlBsMReCYLwPiEEaBx4yCGMmI5NVoNKygiMfjC+IXqL4xRUAA5fLy0hLQYDDQZ599ZipzrvQsxQ0CJ+hmuxQ3ki5JGHT6Mnp+MpmYxCiObUw80AnH/MNVHQsEAtb10w2zT3c54tKitetyYOMJl5zvnskASfKXv/yldnZ2lM1mFY/HDczX6/V0dnamk5MTnZycmN56LBazc02lUpY8KPrQYs9kMi9ZjHIfYLjicsMl2f5/OBxqc3PT3NG4D1cFAMlEImHnSQyHQ7ufKTbfBXr7xxCut7j09nKr61jHDxXrO/IdBx0QHZL7cATQtkwZowPtdDo6Pj7Wzc2NSqWSJpOJmVqcnJxYco9EIvZwlZ4/ONH7xjhj2QOZJJZKpQwQBocahbBgMGjqXuyvAeWxB3fdwvAEZzR9c3Ojy8tL1et10zJHfIVOGFlVXJzY2dLxgCBHXQ0+OMWR9EIJjXOhUKAoQfSF8T0rBP4dkZV0Om32oRiykEBRomOcvUw34uFOYYJsa7VaNflRCjDAgdls1ihlpVLJzF+ur69VKBRsLYIqGkkWuV6U8uLxuI3+XY90SUbfi0ajL4EBQeWDn0ADflnv3g1YCcve17AHwuHwrQYmv8+xDG5bg9rW8WONdRJ/h0FHzV7QTeKIgcAbJm5ubjSbzcxOst/va3NzU6VSSfP5XE+fPtVoNDIjBkabdM48wOECQ1WTFjtIKGEAv6QXI2JAUBsbG2q322aewXsEAgH1ej3jHo9GI925c0eFQkGlUkmpVEr5fF7b29sql8t68OCBdnd3dXBwoLt379poGT9uFMWw2eSc6GDZ6YIPkGQWl5LM8AW/Z6hmUMWgernKa6wZSOKDwUCbm5vG257P5wt67W7Svi2J85lc12q1qn6/r8PDQ33wwQcKhUIGzHPvg0AgoGg0qlKppGw2q1KpZJQvvs9QKLQgERuNRm06AqaAe8k9NkCCrvOZGy5HHk7/KnqZG8saBzc3N6rX6ybt+z6KlrgTqHcht7qOdfxQsU7i7zDoCAF6uXtE5FATicTCQxd+czab1XA4VL/ftwQ0GAx0cXFhNo5Qu9gXSy86BR7OiJbwYEZLfdlkgz0zSQtFLkBXBO8Dj5ukmcvlbFQNer7X6ykYDGp7e9vcu9gtIjGbTqeVzWaN7kSyQs6VhOCeF3Swer2uer2us7MzSbJr4MrJoknvKmIxFSHZg3xnTDwcDpVMJrW1taVGo2E7dAoLRvwE3y3Xh2AakcvldP/+feVyOTWbTV1dXb0kfsO5UTyA/kcnnU5Zej6mZ7qQy+UWbGuXx+nSc0pZuVxeeY+ihe/SzaTbx+n8jJvEcSCDuva+Bue9BrWt48cc6yT+DoNuz9XpZueNqtaypCO7ZLpK1MVc5yxGo/hfuxQhxsx02BsbG+r3+/aQHw6HtoOmo3Q7CiQ5ee/lESzn0+v1TOkN9DuuYoiOMIbHNYwRPDvgUqlknXen07EuHwQ+lDH23CSv2Wymk5MTHR0daTKZqNPpLJi5DAYDGy13Op2XulD2mAjA0GWxAyeh7+7uaj6fq16vWxJ3hWncLp1rDf6ABE5RghUp5w/l0JU/5XsAMMienTXGfD5Xp9PRs2fPzLo1l8tZwcP1831/IZGD8l8VuMfB9we896pdr+ux3ev1THznbeVUf+wBQn0NalvHjznWSXwplh+03yWW9+HS8ySOFSTSkW4nDs8avvFwONSTJ08UCoW0v79vqmh0ZYy13S5NesE7jkQilsRJDPiRI6PKuBWwznQ6NeeznZ0d28MTnAOgNJIb2u2gsbPZrI2WAZidn5/r6upKiUTCVgT8DN2pi8CHJ93pdNRsNrWxsaFcLqdYLKZ0Oq1isWiv5XsCBU4yhfZGQJGCdsV5812RoDOZjAqFgiaTiS4uLgyYyHvxvdGdoe7W6XQMpQ4nHPqb68nNJINwkziCKqxE4Nizk0fyFetSd98v6aVufFUwQaD46vf7t6LO3eDfB4OBsQ6WQW7vY+DUNxqN3hvA3jrev1gn8aVot9s6Ozt7aQf6uiBJ8MCn28Zfmg7NVb+SZFxrRqnX19eazWba29szdHa73TYnrlarZftQHujSi45/lRIYNCY6KsBWrssWIKXt7e2XxGXY2yPukkqlzFISnXP21ySTeDyuZrOpRqOhVCplQjbYl8Lzppt099kbGxvKZDJmNLK3t2ddHy5gKJAhXwpli7Gz+8AF9Eb3jiBLLBbTcDi0qQWI7mw2q36/r06nY9eaa8l3SxJHvAdEOJ2x2+Hz/bIOoXAAA8AapVqtqtFoaDgcKpVKqVgs6uDgwM6XY8DwhO9derMkzn2H8Ax6868biXMtW62WgsHg71TH/O8yXF+DdRe+jh9rrJP4UrTbbdu9Qr95kyCZuqA2z/OM5+x6YfMwBfAFB3gymahYLBogi8RydXVlDmfD4dDoY/ybu5fl8xl7D4dD1et1ew2JBdlNwDudTke5XM72xa7yGu5ll5eXSiQSKpfLxmGHLx6JRBbES+LxuAHFMpmMFQ0UBFhWkggrlYr29/eNZgWv3PO8BdU4HqgAAd3RNqYyLv2O7pOCJxQKaTQaKZVKKRKJWFHCFEF6TsXi39wk53qX39zc2LSBKQq8bL4TipV0Oq2trS212237OXenPh6PDemfTCZVLpfNZGWZ6sSYn3PkmN+k6HR3u1zfVdr8y4HIC0C2nwrNiusCgn8d6/gxxk/jt/E7RKfT0Ww209nZmZrN5hv/nLsPl2Ra1+Px2JKY9EJEQpJpXG9tbRk4q1KpmOGEK7QxGo3MptTlRGPoAc8ZZTCoS+yrJdnYGD9xCg343vl8foGPzM8ASvN935DUJLLBYKBMJmO7bBIdyYX9NOcoLYKpKGBIgLyGYoeuEXobCaRcLi8Yc1CcYDxDoCFO90vijcViSqVSajQaJk/q0ssSiYTC4bD6/b6Nwt1OnO98Pp8bVYwxPgWQO7ovFAqaz+e2PuG9YALkcjmVy2Wjo5FAlqlOrg6Be52/SydOAcjU6E3GxJlMxlzUfirhepivR+nr+LHGOok7gchIKpVSKBTS06dPX9oP3xbunlJ6ngRJvC4vnC4MHrUk6/qQOaXDlWSjZsa+HCcdFCNxEtFoNDJJzcFgYDruIK5BrmOCwrQgGAwaQhtd8/l8rmfPnmkymZjKGe5YrhQsPuC9Xm9BQY0xcCQSMUU46TkS3jUOcYVYKEqwACW54k8NzQ5rUooVroP04oELkt/lxVMQYdgCGp3VBdcX9HU0GrXXuEmc82dNwHcdiUTsPPk82Adw+TlmSQYGdLX13XWA6x4nvUjidOLsxd8kiTOR4B5F9OZNEjPTiZ9acG1+SsXLOn6/Yp3EnaCzymazunv3riTpyy+/XLCMXBUkf3eUXq/XFYlEXtof8nDGQATOL/+dSqVM2Yv9MOAzENwbGxt69uyZ+v2+Jar5fG4JhOR5fn6udru9oILmemAzyh4MBvaZrjc2vOdcLmfoeFD0rVZLsVjMRr7pdNroXYCBAGSFQiElEglDh2NXKcnG+r7v2/gZ3jZgItTXRqOR7e0lmSIZ+2a05/n84+NjA2+BSGfEn0gk7HpQfFEEuFrnu7u7C37gXEc8ztPptIHsotGoScFSqJGANzc3lclkFAqFdHl5uVAQcK7Qy1w7VK6Bq1vvavFLWujsXxWu65r0vJvf29t7r2libxsAFNdJfB0/1lgncScY5eLHfP/+fU0mEz1+/PglxDpjZnd/jMJWvV7XfD5XuVx+SQiDB+ZkMrGkBJ0qkUhYIgqHw6aMBqocHja0Lj6XLo1R7mw2syS2sbFhftIkG/TL6SBRkZtOp/bAOjs7s4IglUpZZ8xeHt109uqFQsEkReE+40fO7nsymRiFDsqVK2hCl8mon9fB++aaEZPJRPF43KYaOJL1+30zXYEZgFsbVDC6V0bh0uJ+mYSH1WcgEFC1WtVkMjHhGVzokHlFJU6SqaJJsoIgFAopm80aCl9alGrlnF3XO2nRjAO+v3tfreKKrwqOYx1vHslk0r7ndazjxxjrO9MJkhNjw0wmo/v376vX6+nx48cLr8XtCyEVJDZbrZaGw6Gy2ezK8aNL1yEpwtlNJpP272hooxgFyh3KE2NZlzo1n89Vq9XUbreVTCYVjUaVTqdNztNNGBwvIjS8ZjweL3hz07HDDSf5VyoVG9PTaQeDQetYMRRhQoCwTKfTsYRKhy3JulvG70wdwBAgoOMmcURUXJ/0zc1NHR8fLxQpJLitrS31ej3rwBOJhPGuXbMTwGMYzIRCIRWLRY3HYx0dHanVatkem/uGqQACLAD+oCmBKcjlcmaIAgeZlQl4hWX7T64/xdHyffUm43R3BbOON491F76OH3usk7gTIJ/d8WKxWNT+/r6azaaePn1qf++Cm5rNpra2thYU1+BKLwcCIXTA8Xhcg8HA9LEBb3meZw5nUKR4HTQykniv1zPnMKw9Dw8PDejmguPcDo6kGA6HFYlE1O12VavVFIvFlM1mbWfPuBbe+dbWlnK5nI2CXbtLnNB4f0mm9T6fzxeU2tjPgpDn2tHBU0BwDCDNWW8w3qYbR3P96upKpVLJ1gvsxEni4BeKxaK2trZMm93txJe15xOJhNLptJmVlMtlBYNBE0xxEfFw1jlP3lOS7eIBT0ovRubgAZYTLf8fP/Dbkvir2BRr1bF1rOP9jHUSdwKO8XLs7++rXC7r7OzMHrx0boFAwJIWyZykdtuuMRgMWgccDoetAwUAB/gNMBmKXiQbuNnPnj1To9HQ+fm5gsGgcrmcAeNI/CRdrEQpENyullH6xcWFwuGw9vf3DdDl8qqDweBLLm3ItKL/jq42UwSAchQn8OJJqvDWh8OhRqOR2ZmCTOcaAsBiUiDJEi9At9PTU5ukuMh+17ULARWQ4PDr3QKHhOd2YBzHYDBQKBSy+8S1niX4b2hv7OIlGYYgEono8vLSPovvanmU7h4HIMvle/RNuOLrJL6OdbyfsU7i3wZ2la5uuBuHh4fKZDI6OjoyWU7EQa6vr3V6emq7YYBKy/aZRDAYVLfbNbGTZrNpAiwkQLy/6fAZp6Lm1e/3TQ0tGo3q7t27C0mPcTAdLJ28i2budDqKRqPKZDIL5iS8D2YsIOeZGgCsYmefyWQsAQWDQV1eXr6k8S49T2rD4dA6VVd8ptvtmiQoXSUjeIolV9BFkqG8GdmPx+MF/jPcdNDw4ApSqZSSyeTCtbq8vNTZ2Znt5pdNQVxhHRfR7ar0ES7FLRQKWZEiyVYUgNXAKfBneRLE52FCI72cxN+EK+66o61jHet4f2KdxL8N1LRuo9FsbGzogw8+UDwetw4Yy0/sL9Pp9MLo+bYAec7otNvtKhaLaTAYmN44I914PK5ut6uTkxOdn5+r0Wjo4uJCwWDQdsAkCjpmBFX4Nzo0ki6d4XA4VCKRsASIYIub3Bj9s9cGlS29MHVJJpOWbAHksRN2x8yIvQCsA9RHhw1liyTsIrQZu3NujLHH47EGg4ESiYSy2axdB4oKQIMUSAiW8L4UFsFgUEdHR3ry5ImOjo5s7E4H63mefWcURVxP16JTklEF3YkAUxAKpOFwaFr63BNMH1Z1yy5CfVmz/E244mtQ2zrW8X7GOol/G+x/lw1A3Njc3NT9+/fleZ5OTk40HA5VrVYVj8eVyWSs23qdHjVdKh0xoCx2np1OR/V6XUdHR6bWxhgaK8psNmscaxfgBmAME5F0Om0Pf4oDKG3j8VjpdFqSrDvErYw/7h4WHvcyApvu15UT7fV6ikQiCx0qdqhMKkCh41cuacGMgyTPmNsFcDGdINmWSiUzWOn3+yakw1h/NBqZW5lbqPFvDx8+1Pb2thUxYA3Ozs50cnKi09NTmyKABsejfDmJS1rAN8APBwMQjUZtulEqlazYYKKw6t5xwYXLBeKbjNPfRCN9HetYx+9fvJMk7nneP/Q877HneV97nvcvX/G6f+p5nu953h+8i899l8FO9HXOTNFoVDs7O/J9X0dHR6rVasrn89rf39d4PNZwOHxtJ+46nAFwo7NrtXjSsEAAACAASURBVFo22g6HwyqXyzo8PDQlNRIpnTGd/PX1tSVYNylms1nzjyZRBAIBtVotG09HIhFls1lTMyMBRiIRO5Z4PG7HyDVCgAYBGEb+7NxdEJ07fXCNRaBzkaxdihVdLysAENzz+Vzdblej0UiXl5eKRCK6c+eOZrOZcrmcRqORqdBBP+O8XSlTSTb6r1QqZq7ieZ4ODg60v7+vXC5nu3SKGSh/mMLcFoAKw+Gwrq6urDhxxX2wmWWE76qEucHqYZleJmlByGZV4Ie9TuLrWMf7F2+dxD3PC0j6t5L+kaSPJP2J53kfrXhdQtJ/L+n/e9vP/CFiFTL9tsASkq51Z2fHHL0ajcZrk7irIIbwRzQata4tn8+rVCoplUopnU4b4M2VgaXzzufzms1m5vHMJIH9LUYfIMmn06mZmTCizeVy1k0Hg0Hb78diMdtVu2NeFxiH3zfdvQumc41YoEdlMhn7bORbGX8PBgMzMyGBU2iQyEF9N5tNu3a5XM5Eddh1V6tV06Znb816gkKCqQcSq+yr2+22dbyJREKZTEa5XE6Hh4fK5/Pmh359fW3CNKsCkRcmChy7O41w7z8wBctJWpLR+W4rGl5FM3Md9daxjnW8X/EuOvFPJX3t+/4T3/enkv69pH+y4nX/q6T/TdJ4xb/9nQdSnG8S19fXKpfLJt5BZ5fL5Wwf/Co/Z5Kl9NwZCpUyOjMAWYxAQVw3Gg0bxyK1mkgktLW1pfPzc0vinufZDjYYDCqVSpkamkvDYmS+vb1tnt7JZNKQ4olEwlTYAHrheoZtJvQxgHBgAiguQGWzm85kMmYXyhiZpD4ajdRoNKxgYDTPdXC7/WfPnhl4LR6PWxc9mUxUKBTUbrfV7/fVarW0ublpdD2SPGj8jY0NVSoVS3QUM6xXJNmahK48kUhoOBxqMpnY65fpXfCyQ6HQS57fXE+SOip2q5DpBAh8V8LXjVcJvqyR6etYx/sb7yKJ70g6cf7/6bd/Z+F53q8k7fm+/3+/g8975wEy/U2TOPrWaGUT8K0Hg8GtnF3AUoiUgEZHbSyXy9nYmv0sY/7hcKirqyslk0lLHpIWkhY7Vfa1JF/oXCRolx4WiUSUSqWMq+1SrSgmMHdBr92VOqXI4LwDgYBpkaNM1ul0JEn5fN72wyC+R6ORNjc3zZCE5C296PoZRbPvB2xHUYO/9XA4VKFQ0Gw2U7VatX052IFMJmOfW6vVlMvlbKzPOafTaTOP4T35biVZQeB6TC8r+jGFcIFwJFnG4q7OvFsorQp0A25b97xKenWdxNexjvc3fnBgm+d5G5L+d0n/0xu89p97nvcXnuf9BbKZv4sAGPamSRylLWQ43aATJnktB4hmkOC1Ws1G8SRbVL54KEPzIvnkcjk1m03rptHvhsOMZed0OlW9Xtfx8bF1+o1GQ6PRSJPJRKFQyMbQoLsvLy81Ho+VSqXMvYxwUfCIqLCrR9KUREQB8vXXX6ter9v1QHsdutOyhzhTAjpVN5mTCFE1A8WOkQe7ZwoTioNyuax2u222oKFQSOfn55pOp9rf35f0YuR8dXVl+vWtVsuAfa6nt2vNSXGx3AWTxF0aHdQ5JhKuljwa7rcl2uUJznK8rhN3AYPrWMc63p94F7/VZ5L2nP+/++3fEQlJv5D0Z57nPZP0a0l/ugrc5vv+v/N9/w983/8DaEC/iwAEdhtH3A3GpCCtUVEj4E3jwb0cWJYCIut2u8rlcrZflWS7YreDgkvujmcZRaPZzg746upK1WpV7XbbOjRG2I1GQ/1+X77vK51OG7KaUS1UJ5K1a/qBYxefIb1w00J1DYc0uu1wOKwvv/xS33zzjf1/SZbs3U4cqVoKBPbG4AcAwyF3yv4chD2JmyS+sbGhRCKhRCKhbrcr3/ct4Z+dnSkajSqXy9nInvMMBoNmCXtycmL3RjQaValU0vX1tYnYUGQsd+Ju4iSJ4yzn3iNwxV+XxLmXXrUTp6hZjjWobR3reH/jXSTx/yrpged5dz3PC0n6Z5L+lH/0fb/r+37e9/0D3/cPJP25pH/s+/5fvIPPfiexrJn+qiCxAlqSpEajYaPt6+trc6tqtVoLD1XsLElG1WpVs9nMumESIgmC4sL71vM7FAqZhWgkElEmk7GuGiT28fGxarWarq+vlc1mDWHtvg/SqtFodKGzY4wM2hwuOa5g6KOjHOei+ZE9RXkObfe9vT2l02l99dVXpqnOiBlrVFDe7PeJ8XhsoDY02ulm2ctjj8r1m0wm9j32+30Fg0Gl02lDqGOJ2u/3VSwWF1zilvf86XRal5eXNg7nHoGqRuEirR6nu5KrqNR1Oh15nqdsNmvnyHkuu5Mt36PgCFbFqwRf1kl8Het4f+Otk7jv+9eS/oWk/yTpt5L+g+/7n3ue9689z/vHb/v+v4sYjUbW4b4uSOKAmhhlMy4GmZ7L5YwKRYAYZ5daq9UMsIQoiKQFmhggK1THSqWSvQ/yqM1mU2dnZ7YW4PNRbPM8z5TYGo2G2u227YbdhzuWpZubm9bNDgYDtdttKxwQcxkMBoa85rwZMcdiMbMAjcfjevDggXHQ6cgDgYDZgs5mM2UyGQPWMfpnjw6ILxqN2j6cBEq3LT1P4hiNgDJnTN/r9Qxx3u12DdMgycbwmJuQKDFAQQiI85xOp8pms/Zv0mISZ93iJnGwA4jl8Nmj0cjOZxUHnHvNZR6situ44ijBrZP4OtbxfsY7WZL5vv8ffd//wPf9e77v/5tv/+5f+b7/pyte+/d/TF34/8/eu8ZImp7neff71fl8ru6q7pme3eVyJS4lkfSCSoBIASI6pgxBlIDEkZIgNOKAQBwBMQT/YCBAMJw/kg0jQRAjDuEIomInkq3AMKHIsGTJiP9EiumYoUSL2gN3Tn2qrvP5/OZH9/30WzXVh5nunumeei5gMd3V1VXfV9Vb9/ec7gc43YZ1GWhfORqNkEqlxBq12WxKRMy0cTweR7vdXhB+AJK+7XQ64nPupvJ9Pp+MaHEcjClupnMZoQYCAbTbbdRqNUQiEbzzzjsAIGLGY2bzmrUW9XpdrEJd0eA6VKaAKfz1eh3NZhOhUEjS7IwMma5nNO15nkSrjGr7/T5KpRK2trbw8ccfLzS7MRrP5XIYj8fiYsaxuHa7LSYyrhc6DVnYRwCcZjJ6vd6Cg10oFJKUfb/fx3g8RjKZlIu2XC6HYrEoIstd6oeHh5JVaTQa8tjAcXqdy1OARfHkDD6b7dzuev6t0ZTHvUA7S2hpl3tez8ZZkbg2tSnK683ad7qwjnxelONCYxKmc2ezGVKp1MJsMoUxk8nAGCPz3WzgYjc8AKmPL9fjuaKU+6+5vYxd371eD91uF57n4f79+8hmsyLCTG270SP3XlOYHz58CGDxw52/H4vFcHh4iEKhIBHn3t6eRONsbHOXovR6PaTTaWkQZLqd8+PGGPzgD/4g4vE4BoMBHj58KP0E7iy1MQaJREJS5NzdDZyamrRarYXmOUa8vBBjZDscDpFMJqW/gKIZCoWQTqclFU6BjMfjYvoynU6xu7sr+8/Z8MesDVem8r3ha93r9aQLno1kPMdlVz1uVeN5rBJaa604+p3XmHaW9SpFXGfEFeX1ZO1FnPXIy0biTJWysY0dxvl8HsPhEM1mc2HzVjqdxnA4RKfTkcavbreL8Xgs7lurGpoYoVcqFakBM0plo1SpVML29jYikQjS6TRmsxmePn0qaWVGjfQYb7fbKBQK2N7eRrPZhDsBwC7paDQqjWncpby5uYn5fI5vf/vb0nQ3Go1ExCnGGxsbUvNmqhs4rU1Ho1EUi0WUy2Xs7u7i/fffx2w2QzKZXFguwpQ6cCyArVZLGsjcdajuHDZ/xqibohoOh6UsQYMa2uQuTxbwwiSfzyOXy8l/Pp8PjUYDf/RHf4ThcCjH5m4yY9q6Xq8jFApJip81fHaPu2IajUZlv/lZIs5zuajp0u3ed9HFJ4ryerP2Iu6mRy+Clp9Mm9Oti41L0WhU0rUkkUhIdzkAqXHzQ9Wt6brQV5xObJwl5/gYncMoavRT51gUF6qMx2PMZjNUq1WMx2MUi0Wk02kR6kqlgvl8LnVvjlJxdelkMkGhUMDOzg6Ojo5kfSa71YHjaDkcDkuzFlPgFE7uCWf39Ntvv410Oo29vT0RPbeJLxgMStc4Z815IcPol9G7K1C8IOp0Ouj3+1Ljdw1r6HoWj8elMY6wo54jfZFIBPfu3cP9+/fx1ltvwVqLdrstfytsRONr3Gw2MZvN5HUATtPb7B53U/BsxOPc+Cqh5djeZS4yV82KcxHMKhc4RVHuPmsv4ow4n7cz3Y18+MFJS09+mAOnokTjEEaljBRpW7oMLVE5zsW1p6xX03yFwmiMkbS+WzM+PDyUKDwSicgGr0gkgmg0iuFwiA8++ADNZlOWg3AxCu1QfT4f3nnnHcRiMVSr1QXLUfrFs8mP58g5bpqsMDvAC56NjQ1EIhFMJhM0Gg3Zqc5oNZVKScp8Pp/LBQlXv7IRjM10JBqNYn9/H6PRCDs7O/D7/eJmxz4Ad3uY213u+sJzVI0jboVCAW+99RaSyeRCtMtzGAwGaLfbYuFK+LfBqQSWSXiso9FILkSWI3Fa1V621HNWJK71cEV5fVERf87OdG4d48gQo3Pg+EOX9p/ValV+LxAIiIFJu91GMpmUeWF3zIse6K6NJ+fN6dZF21Gmkvm8wGl3Np3VjDFoNBo4ODgAcLxZK5vNSjo+Ho/DWoujoyOpaQPHJQbXNpX131KphHQ6LZEta7rj8Rj5fH6hWSsej2M+n6NWq2E2myEej8tx8sKjWCyiVCqh3+8vXNywS5sb2Fgvb7fb2Nrawr179ySqZbc8McbICN3nP/95FAoFfPzxx5jNZkgkEjJmtizi7HNw0+/L2ZlMJiNZFb4/dI07ODhYmFknrhMcXdd4vCwJcDnLsti6O8gvw7LhC7MXKuKK8vqyFiLOFLab5ibLnulu09kybGpjZJlIJKRTHYCke9lk1m63AUBsVHu9HiaTCVKpFNrttiwncZuiuEaTFwqj0Qj9fl9GwiaTiUTjjPhoFMIaPdPFPp8PtVoNjUZDXOHS6bR8uIdCIRweHqJUKiGRSKBSqWA4HGI2m8lSE9a4KTLlclnMZQKBAKrVqnTi09yk2+1KxMoxMUas7ratcDiMcrmMzc1N1Go1iaj5fOym5/m1Wi0ZofM8D+FwGJFIRN7X8XgsFxiFQgHRaBTpdFpKElyn6vP55DHc32V2gZmMZYtT2uKOx2PpsOcUAcf2li8GmckYDAZy0cGOfI7/zWYzGWdzYRPeZUWYkbjrWcD3SVGU15O1EHHgeOvVsoMaU6iuiNdqNRweHq70PmdT23g8RiqVQiQSEStU4LT+mEgkEI1GxeqTkSe9zf1+P5rNJuLxuNR4+fsAJDJNJpNiS8oucTZfMXrj7zFqHA6HYqnKRjd6mXPsaT6fiyuaMQa5XA6FQgHD4RDf+973RHDYac4LB+DYRrRcLktHNh3nKI4UXb6mo9FIIms2u3EcjQJVLBYxGAzw+PFjAJBxrEAggHg8jk6ng0Qigfl8jqOjI6kTM5NBV7lKpQIAC9Ew33OeB7vEeS4UcTrQcTTtrB4JzpdzuxvPkZH+MhRSzorzwosXfpzlX95Jzr+zy0bhwLOz4q5tr6IorydrIeKsSy9H2MtpU3c0i8LswvQyLUsZMTKKc7uPc7kcPM+TRjDuGU8kEhgOh+h2u8jlcuKTDpymdpvNptSl3ZQqd4mHQqGFTVj0Oh8MBqjX63jy5Ak6nQ5KpRKSyaQ4tjEStNai0WggFApha2tLIj4eZ6vVQrValWOk6HO7Wj6fx2g0wscffywz3st4nidrSSnofI24D53pd7qxVatVmZlmtMyRuV6vh1QqJVE1xZi1e/q8ZzKZhfWg+/v7AICNjQ3JiPDvwBVxjqVxvv68RkdeUFWrVbRaLQSDwYUlKi5M0wOQCxfg1EM/Ho9ja2vrGaHlbPhlGi7J8piZzogryuvPWog4AKmdLncjA1iIGimo/BlhNMVUK81CgsGgNKABp9GQz+dDPp/HeDzG0dGRROnBYFC6rXkh4FqJBoNBGUdjjdhaK3V714ebqf96vY7BYCDZhkAggFKphDfffBOZTAaRSGTBjpRd59zDPZ1OxamMI2WtVgtPnjyRjEO1WkU4HMZwOBTb1I8++gjBYFBmumlAw+Om0xr7B2i7yswBo30uHWE3vvueAZBoPJVKSU8AX2POtA8GA7mYoIveYDCQi5VkMon79++j1+uJcQub73hxFggEJHPAmvkquDK22+1id3cXhUIBwWBwpVf+bDaTiw6m8Pk8boOeK7S8aKF5zmVZNnzRxSeK8vqzNv93MwJldAKcCjXFjQYldBlzYT2cNXT+Dld8Mrpzx4RoztJsNuVDnJvEgsEgMpmM/D7HneLxuCxJYRrb3ZhFUfT7/ahUKtjb20Oz2UQmk0E6nUYul5MLDAopO8TD4TCq1Srm87l00nOpSa1Wkya1YrGITCYjZYDJZCIuZPRNz2Qy2N/flwsKAJLGd3eBswuej8OaPe/HGetsNotoNIpmsykixNeSfQPj8RiJREJKEKxpL+/15nKRWq0m5YxwOIx79+5J97pri8q5f4rrZVLY7Mxvt9vI5/PSC+DCkgN7Jdy/RVqpuqUDwq1mz5NKd18vNxLX+XBFeb1ZKxEHsJBS5ywxIxh+z05q976cjWZ9msLFxipG4supy2w2K01a7CpvNBrSbc5InM/FUSgKO8WfG7t4G6NIGpe89dZbcty8WOEFC+vU7hgU0/rA8X7sg4MDPHz4EO12W3aXp1IpvPHGG4jFYjg4OMDR0REGg4HsKmdPAWEnO2v20+kUuVxORJ17zBm582KJ29lYyz48PAQAqbN7nifpfr/fj0wmI+c3n8+laY9z3mwcZEqaZQw20s1mMxwdHUljGS9MmKW5TAqbkTK79dnV7sImSJ/Pt9B3wXKIa/fr/t30er1Lz4a78ILPjcQ1la4orzdrI+KMgpdFnB+UFM1IJCJjQ+6H8mQyEQtU18yDHczchLZqVK1QKKBUKkk6mfan1lq5uODvsxbOFZWRSEQiRD7+dDrFzs4Otre3JSqneDJFy6wBxYv7xrly1M02cNkITUsAoNVqwfM8bG1t4Y033kAmk8GTJ0+wv7+/IJ6MhAFI1z5F3LWWtdaK8xpr6gDkQoTjXalUCgcHB1Lzp2kMl6JwjWq73Rb/+nw+L1awzJK0Wi05H5/Ph0wmAwDiIT8cDlGr1cTYhRdYZ5muuNCZLRqN4t69e/I8bkaGf1Pc7OY2rrnvOf/W+Jy82OGM+vPCDnWOrqmIK8rrzdqIOICF5jY2hDHqYncy65DLkRXFNxAIyGILPiatR1d9+LPGTjFiurhYLMpoEZ+fFxKFQkHGzLgMxJ3/dWd/mXLnLDejVY6zcWUmj4/f07FtOp3i4OAA8XhcRuY4QkX3tkgkggcPHkhtmr/34MEDzGYz7O7uimgzTc/MhTv21Gq1JB1OgeP92fS2vb2NwWCAZrMpkTIvjOi73ul0xCVuc3MToVAI7XZbutVppet5nuxU54UXF6LE43FZl0rB9/v9l0pht1otzGYz5HI5mUQYDocLGRm+T8PhUF5XwswEszobGxvyc3q1P28qnXBWXJvaFGU9WCsRd2d0KdpMczIVzA89jiS5Lm0cEXNTo+xQP0vEKb5sLqrVauKt7Yo4G7HYlc3FIkyr8rgZZbtNTJ7nScqZt7GBjLVtppk5983RLEbW9+/fR7lclufliJt7jkwfc2RtY2MDsVgMlUpF6sF0Q6MXO+vUvV5Pms+Y2ufcNS9e6O0eCoWwt7cnAs5zjsVisk4VAMrlspw3zXPYwc/yRbvdRiqVkteGdXDO6LPRrd/vn+me58LjjMfj8pjcgNbtduXvin9T7t8YYX/DeDxGOBxemEfvdrtSXngRmKlREVeU9WDtRByAGK8Ap4tGlteRup3cXJzBfdeuWFNEWI9dxhVximM8HpfnZcdys9lcGJmidzrrwmzsYg2dwgYsdsQzCuYM+HQ6RTabFfFkjTaRSKBarYplaigUwttvvy0iyQ1gwOn+c2YojDEoFArIZDLIZDKYTqd4/PixRPgUDrfOXKlU4HkeNjc3ZTtbJBKR32+1WqjX6+j1eigUCmi323KsPFeauCwvSeFsN81tAoEAstksWq2W1OV50cMmsvF4jFwuh2g0ik6ng9FotNKsZZl6vQ5jjKTn+fycv6cHPXBqsbuqts3RRPdvhotlnmesbNXjupG4NrYpyuvN2oq425nO9Cu7o/f29hbEmbu/2fm8XKukrep5Is7FJf1+H8lkUiItCnSj0ZANYr1eD9lsVkTbGLPg7e3uCaf9KmuysVgM7XZbRtLYMc793KPRSKJ9+qlzVC4cDiMYDGJ/f1/Odfkcua0tGAzKcpdYLIbHjx+L6xhHzCi8s9kM9Xod8XgcyWRS1m+m02mEQiFJ/cdiMTx58kRS/tVqFX6/f8GBbGdnB+++++7CDDUvZtiFn8lkEI/HxVWNzYXu3wEbBTc3N2Wj3EXiyWwJsxEuHMVjVA9ALlRW/V0wM0PB5/2By9usroKvF0fldPGJorzerJWIuzO6TJ8yQuZCEY5Z1et1ma+mOYvneQtNbYTd5Ktc3vgh7W4/405wHhN3UBeLRZlVj0QiEqm7jm78PXdcjtafdFhj2h+ANFZxVptCQfMWGrhwVIxz15zBdl87psMZufOCIplMot/vi3hRtPiadDod9Ho95PN5+P1+1Go1mQKgn7y1Fjs7OxiPx6hUKkgmk2i1WtLQ554vLw7cUgTn73lxEYlE0Ov1pNHOnZXmRU+n00GtVkM+n8fOzs65qXQa5AQCgZXObH6/HxsbGwCAvb09zGYzWXu6Cl7suI1wbHS7jI//WfB3KeKKorzerJWIAxDR6vV6C01t4XAYg8FABNSd+W02m2KTuuynDZyKlhtVEUbidILzPE/mpoHjCL3VaonFKC8WONtMgeasuFsXd5va3M1YdHVj5M3uaM/z0Gq10Ol0EAqFUCgUpDObmYF4PL7gd758Hn6/H/l8HgBwdHSETqcjgtpoNBYuPFgP5070YrEor302m8V8PsejR4/EaGZrawvlchnValXOtV6vS4MbI26m2Tn7z/o6G8WAU+tWrmt1hZGC//TpU/j9frz77ru4f//+uaYonU4Hk8lkYbzQhReI+XwetVpN6vZniThfM7eznzvjrwL/Fvk+KIryerOWIs7xLbd5LRKJSA2zWCxKVM5NYIPBQNLHy/C2VQtW2JlNcQaw0G1OEeXYFceLGJVRlFkb5sgUj5t1cNcxzq2NU8RZHtjf30cgEMDW1hZCoZAIttvwNRwO5eKA0LyFHe/37t2TTMX7778v0Xi73ZYSAbvkq9UqYrEYUqmUmM14nofd3V1UKhXk83k5nu3tbbFXDQaDaDQa8hoyNd/r9eR86BXPWWxXiBOJhHS/u5akjUZD1qWWSiVks9mFiYNl5vM5ms2mjB+ugu/N5uYmjDFyIbIqRU93PnctKf8+Lmqsuwj3YkUjcUV5/VlLEe/3+7Kbmh3EFEKOA3GOu9/vy9wyTUWWYe3xLBGfz+diCMLOY9awKda8iOBMdK/XE7tQ+nqzacnv98tMMjvq+dy0V+VFwnw+X/Bmb7fb0tBFgxRauQKQx16eeWcnPS8WotEoisWijJmFw2HUajW8//77cpz0Q3e70h8+fIhut4vpdAq/349sNotPfOIT0ujleR7efvttuQCgKxqPazqdShNbIBAQr/dEIiHd98DpulOWEeg2t7e3h/F4jI2NDcTj8UvVjLk9ze0RWIYXLtFoFJlMRt6/VULKMgObF/l38KKz4cvHQVTEFeX1Z+1EnDVxNlLRM5vixHQmO5wZMdJpbFW9kmLhjhcRjlOxBu86mnFtZiqVEtMRRphuJM7UeTgcFkc3ziXz8RiNjsdjpNNp8YmneI1GI0mjs6bLWXHgtNFqVS2VQsPXy+/3i9iEQiFks1mUSiVsbm7i8ePH+Pjjj8XDnQtIfD4fHj58iEajgVKphO3tbbmgYQqcWYlwOIw333wTwHEam2l6js7xGH0+n0S8Gxsb8t6SbDaLeDwOz/PQbrdxcHAAYwxKpRIymcyZK2eXz50jZeeNfXF5it/vRywWQzKZXNkAB5wuJuHfGs/vqql0AAsXXyriivL6s3YizsUhFEV6irOT2P3QpT1prVaTWvkqKHCrNp/N53P0ej0Rei4ZGQwGEjUHAgE5Bgo1LzIo+ByBo4jTX5vLM+gGBxxvUGN9nwtVWq2WmL2wAY+ZCAoy0/7sZCc8r0QiIRc9hMcTDAbxAz/wA8hms6jX62i32+h0Ouh2uzKeN5/Psbm5iZ2dHQCQ8TYKX7fbxZMnT1CpVGS713g8RrVaxXA4lEUz7CbnHu90Oi3Ndrx4YaaF43tsVCyXywgGg2J9umrzmAuXpZwXhQOnZj7WWsmscBxvmWUR5wXP8jrSF4Wll6s0yCmKcjdYOxEHIHPW7lazs/ZBs2ub28tW4dY3lzvUu92uRMBcicqGrUAgIBcGjK7D4fBCpoA/cxd2UDCYWqegUZA5BsYLD842M+LnMdKUhULGKJdRJzMLrMnzQsV9HbiBjMYlrAnTAW46nWJjY0PS3Rwr63Q6ACCveaFQwNbWFlKpFEajESqVCsLhMCKRCHZ3d1Gv12VVLEX88PAQs9kMW1tbC69Tr9eT3eK1Wk3GzorF4sJedADnRuP0E0ilUhcKIh93NpvJe3rW3wt7GTjaB1zOr/2y8CJFUZTXn7UVcTZ1sev5rIUT3W5X/MfdNZnuY7n1Tbcu3mq1cHR0JDu3uT2s1Wqh3+8jk8nIBQWbxty0PGvb4XBYVnDSVpPPTXc3ijijQNbcE4mEmKQwG8A6OTuY3a7vyWQiDXwUAQjf1gAAIABJREFUWnbvM2VMmOanK9xwOESpVJJtZZ/4xCfwiU98QpaO8IKDjx2NRheELhAIIJPJYHt7G8ViUbzJ+/0+vvWtb6FSqcgx+nw+aYrjxEAwGES73caHH36Ifr8vJjWlUumZxjVenK3qYyDsjKfpzXlQ5Pkau37oy7i2ue661esil8uhWCxe2+MpinJ7WTsRpxhGo1GZKx4MBmc2OdVqNaRSKeRyOelSd6EAUiwpCs1mU1zK0um0jF0xPe95HpLJpETY7ggXPdrpKc5tZzRncV3g3LngyWSCaDQqos+IOJPJIJFISJTNRSurRHw6nSKTyUgafjKZyIXEMnwt0um0zJEnk0l5bWn1yj3jsVhMMiDz+fxMcTTGSOPcu+++i+/7vu9Du93Gd77zHRwcHMgM9nw+R7lclvNnGn86nSIUCiGTyUgT36rncL30l2EJgOd2Ea55i+d5KBaLspVtGXdFaCqVQrFYvNZxMI4jKory+rN2Is7OZnapUxBXRULz+RytVguhUAilUklcxJaXkbi/PxgMUKvVZCSJKWVrrcwuc1zN7/fLukgKD9diMmJl3ZxucrRrZUqcXdGclabgU+DZec6mN3bfU7A57sZUurVWDFO63a7UwxmJ83XhubLGz61oriEO96YPBgPZH87RPTrEXUQwGMSnP/1pfPKTn0S325XlI/1+H6lUCtFoFPV6Hfv7+9LgxiY/2q2elQpn+n0Z19jlshGym04HcKZT2/J2Mb/ff+WxMkVR1pe1E3F2Y7OOzChzVSfvcDiU0Z90Oo10Oi0rLInrmub3+/HkyRPxR/f7/bJgBDidtabwcQyKAsCudAo6TVzoEsblGBRnptJpycqNamxoCwQCC93nrCWzoY+iPplM5Hl5fKlUCr1eT3oBeKFBW0+mz1mCYIZgPB4jEokgmUxib29PzGBisZik8Tlrfhl4YfL93//98Pl82NvbE5ObeDyOg4MD2ZHOprVKpSLZBABnijib29wmPuBiY5dVuOn089DFJIqiXCdrK+LsAj/PJavb7WIymYjnNxuG+v2+1IvdJSXtdhuHh4fSkV6tVjGdTlEqlaTWzREvpqmB09q2tRYfffQRxuOxNDrRpzwajUqKHDiue7Kb3q3/ujXzSCSykP7nxQFF3N1d3mq1JM0bCoWQTqfF050RM1P7nFF3O/b5b7fbhc/nQ7lcRqPRQLValdfNGCNR8mUbuSiO5XIZ29vbaDab0jHOHeylUgm5XA4AxLyGq14BnJkOX9Xcdhljl1Ws8kJfhYq4oijXydqJOE042N09m83OFJRarSYdxBwZ4laqer0uFwHT6RQffPABKpWKGJYkEgkUCgWkUimxN6VhCM1QXEMWd/sUI2YusnBT5EyPuzVtjihxRngymUgkT5jGpYjTzY3+5Wzyox1oIpGQ9asUcTrbsXENgPyMr1O73QYAbGxsYDKZwFqLdDotXfCcAnjeCDcej2N7e1uyEz6fD6VSCeVyWZrDqtWqPB9wmto+KxJfZdJzGWOXVbAO7ZZaVjGZTM5telMURXke1k7EXfczmnOcNctLC9FoNCo7uGmmYozB0dERHj9+jD/5kz9Bq9XC1tYWisUiNjY2kM1mpfOc41CRSAT5fH5hwxdr1a5NKmum7DBntzMXrTBNTjOXbreLVCol6W6mtJcd1wCIaxyjaS5jYSMau6u53ISmM3xNuJil2+0+s1iEnvM0sIlGozJrT6c1v9+/cpTvLNxzyOVy2NzcRC6Xw5tvvrmQ7uY8OsfoXKe6s0R8ubntssYu5x3rZSLxs/7mFEVRnpe1EnFuEqNwxmKxMyOiwWCA4XAoRixMaQPH6dd8Po92u43d3V2kUil89rOfxVtvvSUCycfgYo5ut4tCoSBpVEbwjK45nnZ0dLRgrcoUOHDqi86LADajcZSMkS5r0K57F6NNjlZ5nicjbVwiwtvptc46OrMENDLha7mcbqa7HI8plUqhXC7LubB7/nlMSNyGsXQ6jUwmgzfeeGNhm9xkMpHNaNFoVLIFF0XiwGlvBJvZgIuNXc471suIuKbSFUW5LtZKxJkC5mz4eZ3HdFRjVzbrzfQbZ3q7VCrh3XfflZWXdAsDjlP3o9EIu7u78DxPxqHYmEYxHg6HqNfraDQaaDQa8kHvdoZba6WrnmJNMxLP86RxjMLFufVgMCgXCu42L86ms85O0WOql13qPB/Wct1O6mURp7vcbDbDcDhEKpXCvXv3JHKnY9zzwOOkLzkvaBjNW2vFejWfz2M8HiMej0tG46JxK55jt9u9tLHLecd6kYi7M+KKoihXZS0Kc9Za1Go16TqmIGazWREo94OVnddulzfhqBdXTRYKBakLM6rnGNSjR49kbIzWoBTFWq0mjV4U2Hg8LstP/H7/gukLo+pQKCQe681mU1zfuEWLW86i0Sj6/b6ks/f29kTEObfN2jqjXV6cuCn5fr8vY3kApNbu7vN28fv9GA6HiMVi0ozHjIFbv34e3IUqbGLj8XDneKFQkIuSeDwuvQUXCTKP53mMXc6C2Y2z4Kih1sMVRbku1iISp21qu91e6KpmR/Oy4QdXgnKEy62PcjVoo9FALBaDz+eTee9Op4NqtYq9vT2xJ33w4IHUtGu1Gh4/fixz5JzTpiXozs6OWJu6xjEUGoo4z4kjcHQ+Yw3d3Z5F4xRuPGMpgc16vV5POutHo5GI9GAwkNR0u92Whiyfz4d4PL5ydSd7DNzd2NxCZq2VPeTPCy9Q2FTI5x6NRrLnPRaLyevFDAvtYs+DGRU2xF3G2OUsLqqJa2e6oijXzVqIOHAcIbZaLYnWksmkNGYti/hgMJDok/VwEgwGZfSMc92VSgW7u7uyozyVSiGbzSKRSCAWi+HJkyeSrk4kEsjn88jn80in09KIRTFhKtg1faHIcLGFuwmt0+lIJG6tfaYznc9LEWSdG4C4x7XbbQQCAVlk4vP5JJrmYha3IYvHvQyf27344JKSaDT6wtaiFEeK32QywXw+x9HRkawzBbAg4kyhXyY1HgqFEAwGr2x9elE6XUVcUZTr5lpE3BjzRWPMnxpjPjTGfHXFz3/eGPNvjDHfNsb8njFm5zqe93nw+/2STqcjGYCV1pvcEAZAtowR1nb9fj8eP34sUWYmk8HOzg42NzcRDAbRarUAQHZF379/H+VyGdlsVkbamGamuPp8PrEp7XQ6EhnTEIZp5Wg0Kg5wNJBxR7hCoZAIPhvKeDtHqlhHf/r0KWazGcrlsoigz+fDaDSSlDj7Ay4SH47csY+AM+zdbhf5fP6FO7LdPep8nnq9jul0ikKhINEzV7O6i0UuE1kXCgVZ3HIVeCF1lpDTpEa3iymKcl1cWcSNMT4AfxvAjwP4FICfNcZ8aulu/xrAe9baHwTwmwD+xlWf93nxPE9mgBlhAovdyQCkhrvsrgac2nEmk0kYY9DpdLCxsSHbt+iYNp1OpW5dr9fheR42NjbkWNioxWibNe9AICDrR6vVqmwGYxc7O9+515uucLwI4ViV281OYaWIA5CRtk6ng06ng2KxiGQyidFoJJE6O9FZX+bFy3lMJhP0+33Z4W2Mkbp+oVC40nvHJjXuXe92u7IRjbib3twSxGUe/yppdHKRa5t2piuKct1cRyT+eQAfWmu/Z60dA/h1AF9y72Ct/efW2v7Jt38AYPsanve5GI/H6Ha70sVM+GFPIRwMBhJNBQKBBe9tNqyVy2WZe3bTym73Nx3dWLN1O7lpW0qvckbbjCCTySQqlYo0czErQBHnMXMWm8dM9zhGlLRKZTMfO7FHo5FsUkun0xJx89g4bhYKhSS9z3G78+ASFkbdfI1isdhzuZ8tw2Y8NoXxgsR97WmfShG/yHL1JrjItU1FXFGU6+Y6RHwLwBPn+6cnt53FXwLwT1b9wBjzFWPMN40x32T393UxGo3EyMM1G+FYWKPRwOHhIarVqnwIu53ps9kMrVZLtoRxLMsVCc5ZG2PQ7XYxGo0wHo+RzWblcdiw5vP5xAudES5H2dLpNFqtlkTpnDtnVE4rWG4n41KV5c5ndz6b34/HYznHaDQqa0Qp4vP5XKxeaVTjed65+9RJq9VaWDzCmXFmKV4UvsYUb8/znknP8xz5PBetA70JlpeguCwvPlEURbkOXmpjmzHmPwXwHoC/uern1tqvWWvfs9a+d5X06yooqu54Ej3Dj46OsLe3h/F4jFQqhVQqJR+4FD4u87DW4uDgALVabcGnnFA4+/2+RK+uqQytVTnGxhWmFAC/349cLofhcIhOpyNz4YyMp9Mp6vU6jDELVrDNZvOZemsgEJDn4bw0O+c3NzfFPY0XD0ylc3MaABFzuq2dhbVWVqWGQiEpEaRSqeeyWV2FK+KpVApbW1vPiKFrZsPXcXt7+6VuCDsvnc4LMRVxRVGuk+sIU3YB3HO+3z65bQFjzBcA/AKAf9dau3qJ8w1SrVbh8/mQyWTQ6XRE1AFIdJdOpzGdTrG7u4tKpSLNXPV6HZVKRUamOD7lGrsQCjuj7Ewms9D1zDEw/sfjoZ95IBBAMplcmHPmqBR90qfTKfL5vNTxU6kUHj169Ezkya+ZZm82m+h0OuJ89vjxY6RSKfT7fWlIo7c8ewZYUmBz3FkiNBwOZRYcOLVgpbvdVXAjXNeFzoXNeu75v+wGsvPS6W42RFEU5bq4jk+UfwngbWPMGzgW758B8B+7dzDGfBbA/wzgi9bayjU853MxmUzwq7/6qwiHw/jjP/5jWcgRDoelsa3dbosI1Ot1iVK5vGRjYwMPHjxAIBBAs9mUVPrR0RGKxaIIBuewB4OBjKe5zVdMp7ujYNPpFMlkUvaFM2odj8cyEsd6e7PZRLlcRiKRQKPRgDFGZqQZTRO3FNDpdMQ6NpFISD2ejWvA8cUAF7u4x7y8jGUVtCzl8pFIJCIXOJfZG34el1nz6Ta1vSrOS6freJmiKDfBlUXcWjs1xvwcgH8KwAfgV6y13zHG/HUA37TWfgPH6fM4gH94IlCPrbU/edXnviyPHj3Cb/3Wb8mSkHfeeQe5XA7JZFK2eA0GAyQSCXFxy+VyKBQKiMfj6Pf7yOfz8gHMCD6RSKBSqUh0C0CiZQovd3ETWpJOp1Pkcjnp3qYLGsfG2JQ2Ho8lSu52uzLjzsYxpszZ0Ma0LQC5rVarSW2eAu1auvKxd3Z2ZBOYm/7mBcTyKJ5Ls9mUNDpwOm4F4NJrR8/CTaevghmRq7itXQfsiTgrEtfFJ4qiXDfXktuz1v42gN9euu0Xna+/cB3P86I8ePAAP/ETP4FHjx4hnU4jHA4jFostNGw1m01Ya7G7u4unT5/ih3/4hxEMBtFsNp/ZvMUlKjRIOTw8FBH3PE9mx9kY5or4ZDIRwUun0zKKRoLBIAaDgXSiU/C5o5zubHwsbj+jUQtXgZLBYIBOp4NMJoNkMomjoyMEg0Gpt3ueh0gkgk6n80xpgLAe3+12USwWn/k5d5Ozvg6cdou7qfkX5aI1n273/avmPBHXKFxRlOtmLQp0fr8fP/3TP43f//3fx6c//WnkcjkYY1AqlWRl6NOnT8XHvN1uS9rbGCO+3MCpWxgFOpPJoFarSSf5YDBY2Lvtdp8DxxcAnU4H5XJZ6uGFQmGh8Yl+5pzlpuiyc533nU6nUnumRSpXgTISph96LpcTEeRsOS88KLLNZlO+5mPQ1z0Wi8kI2bIYMUPAxwOAdruNaDQq5jdX5TxL0+WmtlfJeSJ+1YsZRVGUZdbGdrVQKMgazM985jPIZDI4OjrC0dERAoEAtre3sbW1hXK5LOl1Nnm56WCmlLlAZGNjA7PZTBaitNttMSVhVOqKXr/fR6/XQz6fl67vcDgsTWwczWI9fTAYoNVqYTKZIJ1OS4TOZRqBQEA6xwuFgtTjAUi07S4HcSNaigqNZLj0xN2gxk1o0WhU9p27uBcKFNHZbCbjfFdtaiN0bVsFL7ZuQ6RLYxoX971SFEW5TtZCxN2u5nq9jtFohM997nPY2dnBcDjEkydP0Gw2xfwkEong6OgInuct7K0GIA1hjJQ5d85u9na7LdE3O9XdLmmuzdzc3JTZYbczHYBE8lxEcnh4iEgkgkQisbBnHDitwYfDYdmDzdJAu91GNpvF5uam1LQp0EyRE9ayuYqTFwJcfMKOeYo76ff7crw8fmYyXnQv9youEvHbEIUDqzMG2tSmKMpNsRYi7vP5cO/ePcTjcTQaDezt7SEQCOCTn/wk3njjDemkrtVq2NvbQ7PZRL1eRyqVemZ1Jq1JgeMPZQrycDjE06dPF9Kmq4Tl8PAQ4XBYZtHpyuYKEe1W6ffe7/clmna3lfEYhsMhotEoAoEAotEo2u02ut0uptOpPA+75tnURjMUwmPm7PmyiEej0ZXLYpi+Z+3fjcKvU7RWRbjkNon4qnS6zogrinJTrIWIA0Aul8P29jaMMXj06BGePn2KQCCA+/fv48GDBxI10hylVqs9kwpmnXw5TZ7NZhEMBvHRRx+JDzdNUtihDRx/mDcaDXFwY6qa0T1T5bRipd+76xzHSJwpZPq8RyIRWRM6nU7lQoU7vWkly53XyzaojORpEUunN9bE3e1mFNPZbCab1vh6NJtNAFioj18HZ9XE2fR3m0R8+WJDF58oinJTrI2IBwIBFItFaWr77ne/K6tJC4UC7t+/j3w+j9FohEwmg/l8jnq9viAcjEJprcqGNZ/PJ2s9CTeTudBKtVgsYj6fi1j3ej05xuU1ntZapFIpiYwpBNx+xtvZbc8VpVzUAkAifuB01npZxOmuxm51ANKkx3p3KBRaqIt3u10AWLhg6Xa7spjlOqF/+rKQ36amNmD1TDvHyxRFUa6btRFxv9+PTCYDz/OkG/y73/2uCGgikcCDBw8Qj8dRKpWQz+fR7XZRqVQkmnZFfDk1yvR0vV6XNHs4HF74MD88PITnechkMjKmFgqFRIg5LgZAomca0vT7fTkPANLM1uv1FoSXjXHz+XzB6pXHwdT6eald1vM53ubuGl8W8VVR+Kpd41flLCOV2ybiq1zbdLxMUZSbYm1EnEIXDAYxn8/x4MED9Pt9PH36VGark8kkNjY2sLOzI4tOhsOhCDkbw1jHJqPRSCL6SuXYkM7tluZSkXq9jnA4jHQ6Lb7qFHFG7hSlXq8njWysY1OY3WPp9/uS6gZOBTuZTEq9mhvOmLq/zEYxzo7zOXnhYozBaDSScTPX8a3b7coxXzdnubbRqe62mKgsX2zwtVcRVxTlJlgbEQeOo+VoNCrmJ5x9rtfraDQaUod2u8Dz+TwGgwEqlYps91r+UKZlK1eU9vv9hQ72yWSCXq+HXq+HWCyGWCwmj8URMV4UcHf3bDbD5uamiC9wGn1TQCnKoVBIRI7Pvbm5iX6/LxcFbh37MvPKnHOnSAKn0e5oNJK1rpFIBLPZDP1+X1LyN8FZrm23qakNePZiQzvTFUW5SdZKxCORCGKxmDSPsaPb5/Oh1WoteKbTaCUejyOXy6HdbuPo6GhhVzdw3FjV6/WkG5sRLNeCMrru9XoSufI2dqAzKucu736/j0gkIhu4eIwUSqbfacbCyHo2m0mknUqlYK2VHejWWhHAy0Ti4XBYLGIZWbP2PZ/P0el0pGluPB6L7elNNW+tSqfP5/OFi5zbwHI6XUVcUZSbZO1EPJFIYDqdYjAYSMOYz+cTC1Q6pMViMXQ6HQDH9XJuMKvX6wvGHbwPU97lclnEk2neZrMp3eRMP7PeDZxGk1wzyuPhvDm7yQeDgcyIs/FtPp+LGQ0zArRm5agYu6PZxX0ZoWWXPRvoAEhzG6N7ngtn428qCgdWp9NvWz0cUBFXFOXlslYiHggE5L96vY5kMinLP2hNytR0PB6X7msAslZ0MBig0WhIbZoRKeve5XIZkUgEtVpNRs1arZbMl9P5DDjdDgaceq7TDpWrRzkXzsUotVpNjFpo2sLlKZ1OR0oBs9lM/N45Fjefz5/L+pPZAUa/vADgwhW+dsPhENls9plu/OuEy0XcSPw2iziPkyN6t6VmryjK68VaiTiFJxAIoNVqSXp9NBqh2WwiHo8jk8lI2rvf78uHMfdix2IxTCYT1Go1aRxLJpNSp06n00in0+j3+zL/7S4lSSQSUg9fNgbhRUM6nRaHOQo0N5JVq1VZVzoej0Xo2YRGh7nZbCY2sxQ71rCf5/Vy3dtYHojFYsjn83I8oVDoRqNw93hcEWeW4DbNXy9vMtPOdEVRbpK1EnGmmIPBIGazmcw00/Ws1+tJVEfDk36/LyYv3MiVy+XQ7XZRr9cRDAYRDofR6XTk8TOZDPx+P6rVKgaDgUSzNE1x93Kzdu4apzDSZd3etVntdDpS76ZAMIoPh8ML9XE2mjFrsGy1ehGcO6eIA5AUfyQSwXA4RLfbRS6Xu9Eo3D2e5Uj8NkXhZFnEdUZcUZSbYu1E3O/3Sy231WpJSp0rQvmBSzFsNpsyF826dT6fFyFNJpOSVucstc/nQyqVwv7+PkajERKJhNixWmsX6uHcHT6ZTGQZCme5p9MpotGo7Mum1zob3jjqNhqNMJvNxPecPwOO69bpdBqz2Uy67y8Dm/+YOSC0iLXWihnOdXqkn4fr2saLmNsq4jTY4furKIpyE6yViDM9zaYtNp/RsnQymaBSqaDRaIh5S6fTWTB5AY5rxZlMBltbW4jH4xiPxxgOh4jH4zIXXCqVxMOcVqjhcFgiakbcHPlisx1HtigEPA7OiTMyJ+6sOM8DOBXx8Xj8zNayy8C6fTwelw504FjEedHS6/WQTCZfmpC66fTbWA8nvNjQpjZFUW6atRJxuqgBxx+sXBKSTCZFDJ88eSLmLbyPa/LC33X/HQ6HGI/HSKVSMvaUzWZhjEG/35cPda4c5cgYhSgajUra3hVxCr/P50Oj0ZD0OH/P9TKnxSpvd2v5PP7nqYfzQoGPy5Q60/GNRgPWWsRisZcmUm46/TaLONPpKuKKotw0ayXiwGmHNS1R2+02IpEIjDFoNBpS/x4MBojH49IxzpQ78OyHMj3YE4mEbBibzWbI5XKySITPQWEGTqPdSCQizW/sdCdc8ck95Wy847gXd4a7O8+ZigcgIu/u+74M3F7GEoHb3GaMkXr9y9zj7Y6ZseP+NtabebHB1/A2HqOiKK8Hayfifr8fgUBARLzVasnmMmOMOLQNh0PEYjG02+2FuexVFp9sKmPDHNPv9+7dg8/nEwtVNpe58+Fc89nr9SRaZ90cOBZxa6003bFGnkql5KIgmUwuHBMjcY698TmfZ8zJ7aqORCIYjUaYz+ci7LwoeJnjU26p4LY2tQGL6XSNwhVFuUnWVsRnsxkikQharRZqtRoCgQAKhYKMfg0GA0SjUUmnc4PX8ocy68MU0slkItFxJpNBOp1Gp9ORRjFmAQBIRE0rVY6SuYRCIfldRt88vkajgUAggHg8vvA7FHHarj5vKh3AgrUsLyTY4FYsFsUS9mWK1F0RcfZOsIyhKIpyU6ydiHNzGLu1K5UKms0mstks8vm8LPzo9XrScNbv98VLfflDmT7nNFah6Ofzefh8PhQKBQAQQXUd0yiwHHGjoQsAicR9Pp9YqTJFzho6x82WO845stbv9yWL8DxNbWzOYxrYvXDgMbER8GWKFM9zOBzKRc1txHVtUxFXFOUmWTsR51YwNkgxXZ5Op8XtjP7kvN9oNJJo2P1QZk0dODZoASBObfl8XubG0+k0JpMJhsOhjIdxXIyROD3K3e1XFE6/37/g9BaJRDCfz88c72I6l2Y0vFC4LPRa5+8wHe/Oi696PW4aXvwwI3BbRdzNpmg9XFGUm2RtPmFYj2Y6nU5q7m7tQCAgNWf6kHPt53JT22AwwOHhIY6OjsTwZTabodlsIhaLSVc5N5Tt7e2J2xlw2l3N6JvNZxRxZgQ6nY64zE0mE1l4wk72VULGrvXxeIxIJCIXGJeF5+oKUCQSQb/fl+j7VXReu2nql9lQ97y4mZHbeoyKorwerEUkPpvNsL+/j263K3Pi3W4Xg8EA9+/flyUmAJDL5ZBOp9FsNvH48WNpaHNFi0Yn1lrs7+9LdN1ut8VHnM1eBwcHCAaD6PV6aDabcl8+Hs1amKJeXrU5HA6RTqcRCAQwnU6lK3tjYwPpdHplpMeLB25hczvXL8MqgWY6ntH4qxBxWpoyA3Bb/chVxBVFeVmshYj7fD54nicOY51OR4xU8vm8zIvzvm+++SaSySQeP36M0WiE4XAoaW1anE4mE0SjUXFSY2qdy1Om0ylqtRomkwlKpRKCwaD4mwOnS0m4YpQZAdetjWnjbDaLYDAo+72BU0FbJeKe56HRaMDzvBdyU5tOp3JsJBAISNofgGxGe9m+5Xy+25pKB05FnH93iqIoN8XafMLk83kAwKNHj9DtdmX3NRvS3CUl0WgUhUJBvMMPDw9Rr9clGmbKnLakPp8P+/v7kur2+/04PDyEMQa5XA5+vx+xWAye5+Ho6AgAFixD2TjHxzfGiJd6JBKRzWrAaRrevehYZjQaod1uIxaLSeT/PJzl9811qK5v+8vmLom4RuGKotw0ayPifr8fqVQKBwcH4n8OHIuBMQatVmvhvvF4HKPRCPfv34e1Fg8fPsRgMEC9XgcAZDIZtFotZLNZxONxPHnyRD68W60WptMpyuWyrAzl4pT9/X0ZkXId38LhsIyasQ5PAxngVBCYxuaCk1UiXq1WYa1FLpd7odfqrNExjpqxR+BVCClf4+dZ5PKy4ftymy80FEV5PVgbEadhCpvOyHA4RCKRWBBxGrCMx2MkEgkkk0lMJhNUq1U8evRIrEj7/T6i0aj4mfd6PdTrdalZMwru9Xqw1uLBgwcYDoeoVCqYz+fyIT8YDGS9KI1eut2u+KEDp5HnZDIRa9dVAj6fz3FwcIB0Ov1CQscoe1UkTsMYjtW9ykj8tke5m5ubz91QqCiK8rysjYjXajWMx2O8/fbbiMViUhdaJpExAAAdXUlEQVQfDAZIpVILdXHgVDTZcBYIBBAKhWR0q9vtYjweIxqNYjAYIJ/P48mTJ+j3+7h3755E1sCxiBtjsLm5iUgkgocPH0pzFl3VXO/z2WwmDW1s3qLfOu08udp0maOjI8kCLDfJXQa+BqtEkuWFXq935n1umng8jmw2e+trzVwRqyiKcpOsxacMxTqdTiMWi6FYLMIYI93kqVQKABaicc/zRMiNMTg6OkIsFsM777wDYwweP34s3tiuLavneSLIPp9PIlfOapfLZTSbTbRaLVltypWjjDK73S4AyHEBkN9nh/qqSHw+n+Pw8BCRSAT5fP7aRRw4Tamfd5+bJBQKLVzwKIqirDNrIeI+nw/lclnSm/F4HIlEAtPpFPV6XSxTm82m/M58PkcymUSn05Fub85cl0ol6cweDofodrvwPA/lchnhcHjhYmAymaDf7yMSiUia3efz4ejoSMxcuEyEkXW325XFJ4Td4bPZDL1eb2Uk3ul00O12sbGxsWAc8zysmhF3YXpfF3soiqK8etZCxIFnXbSSySSi0SgODw+ly5ziy5GxVCqFyWQiqXY2mfl8PmQyGRH5UCiEfD6PSCSCTCaDTqcjo1jc581d357nIZ1Oo9/vy6w6AOlqZ9PYcj2V423z+Rz7+/sLET+P+fDwEMFgEJlMBj6fD9bahY1ol+Gi0THaxt72mrSiKMo6sDYi7sI0dz6fx2Qywf7+PlKplHiNj0Yj+P1+ZLNZ9Ho9iaSZauYykFqtBgDY3t5GLBbDaDRCoVCA3+9HrVaTlZl8PgpjNptFKBTC06dPZf6c6fJer/eMQJNAIIBms4l+v49CobAgtK1WC/1+H6lUSi4YADx3NO56pp9FNptdSPUriqIor4a1FHGmgmOxmETgbCBrNpvioJZMJtFsNuF5HhKJhDi7tVotMYLZ2dlBLBaTHeI0kJlMJjg4OFhIO3ueJ53f5XIZ1WoVzWYTfr8ffr9f3NuWU+mEpjP0eCez2Uzm3LkQ5UVF/DLz37FY7Lld4BRFUZTr51pE3BjzRWPMnxpjPjTGfHXFz0PGmN84+fkfGmMeXMfzXgWmhKPRqJirTKdTtFotWSFJY5VIJIJIJIJms4mjoyPs7u5iMpmgXC7LljJ2jNNHPR6P4+DgQLrQ6cTGmvPOzg4A4MmTJwiHwxgOh2g2mygUCojH48+ks1l7j8ViiMfjcmzA8UUF959zrO1FRJzbyzRVriiKcje4sogbY3wA/jaAHwfwKQA/a4z51NLd/hKAhrX2EwD+OwC/fNXnvSrcVuZ5ntSjJ5PJQiTe7/cRDocRDAYxHo/x0Ucfod/vIxaLIZVKIZ/PSwTvRuLAsRkMPde54MTzPBHfZDKJdDqN3d1dNBoNHB4eylayUCj0TKR9dHSESCSCYrG4YL86m82k+S4YDD4j4u7Y3EXwvtqwpiiKcje4jkj88wA+tNZ+z1o7BvDrAL60dJ8vAfj6yde/CeDHzCveXkER50YuNqbt7u5iPB5LrTqZTKLdbqPX62E6naJYLMromWsaQ1Hlz8bjMVKplCw/4ekyXc3712o1tFot5HI5bG1tyWNSSK21ODo6wnw+x9bWFvx+vxiyAJCO+kAggHA4LLPJnudJhuGyvIqlJoqiKMqLcx0ivgXgifP905PbVt7HWjsF0ALwYp6g1wRF3O/3i0f51tYWRqMRjo6OxFaUS0vYzQ4c+6wHAgEZtwKO0900ZAEg7nDFYnGhS7zb7aLRaGB/fx/WWuTzeYRCIUnrL0fDjUYDw+FQLjIozpwVp7MbgGfq1Ku2op2HRuKKoih3i1vV2GaM+Yox5pvGmG9yUchN4dp3ck/3/fv3EQgEUKvV0Ol0YIxBMBhEuVyWOvRwOFxIsxN2tHO0i5asxWIRnudhOp3i8PAQu7u7sNYik8kgnU7jwYMH8DwPlUoFwOkGMWMMer0e2u02ksmkCLTrod5oNBZucy8qeI7PG4m/is1kiqIoyotxHSK+C+Ce8/32yW0r72OM8QNIAagtP5C19mvW2veste+xYeymYLRJU5TJZAKfzyfd5slkEpubm8jlctJoNhwOpYksHo+7xy0iTgOX+XyOWCwmRjOhUAidTgfJZBIPHjxAKpXCaDRCNptFMpnE/v6+eKKzPl+tVhEKhRbWibp7tHu9HpLJJEajEcLh8DPi+7yGL9rUpiiKcre4DhH/lwDeNsa8YYwJAvgZAN9Yus83AHz55Ov/AMDvW3p3viIo4qFQSKxMgeOu8TfeeANvvfWWGJtQjOfzuSwvceek2dTGSLzf78PzPKlv5/N55PN5bGxsIJlMyu2DwQDBYBD37t1Dv99HvV6XSLxSqcDzPLGIJRTx+XwuTXmTyWTlyNeLROKaSlcURbk7XFnET2rcPwfgnwL4EwD/wFr7HWPMXzfG/OTJ3f4XADljzIcAfh7AM2NoLxvP8yRtbYzBaDQCcGxkwhQ3RY2pc2stDg4O4HnegmhOp1PM53OJxJlKp/jG43Gk02nZFc4IeTwei895OBzG/v4+JpMJ2u02JpPJM4YuwHHjXCAQgLUWqVRKnOFW7Q3nhcdlrpd0vExRFOXucS1hl7X2twH89tJtv+h8PQTwH17Hc10nFLlAICD2py5sbvP5fAte66VSaSFi5RhZMBjEcDiUVPqqx2MkzTo8t51tbm7i0aNHcgGwsbGx0P1OKLLFYhGJRAJ7e3sIhUIr69jurPhFETYtZ1XEFUVR7g63qrHtZUNhCwQCEtG6TCYTmSGnNWq1Wn2mgWwymcBaK+NkPp9vpQCPx2MRSc6QM4LO5/MIBoOYTCaIx+Nn2pqyq54XAePx+Ez3tMsYvtBzvdlsLpjFKIqiKLeftRdxprc5suVCkXV3efd6vWcEml3dxphnUumETWvsaB8OhzDGIBQKATieOS8Wi4jFYtjc3Dz3uCn23Ot9lvBeZPgyHo+xt7eH4XCIXC6HQqHwzHEriqIot5e17mKicQrT6W5jF0U3mUxKLRs4Fl93tAw4HQsbjUYwxpyZSgdO09X9fl+WnhA6wFHYz4LHyxT+Wany8yLxTqeDer0On8+Hzc3NC59TURRFuX2sfSQOHIvidDoVoQVORZcuaHRCYyqbsCGMBiznpdIBLETiTNGTWCyG+/fvy3OdBb3YR6PRuYtIuD3NFXFrLarVKmq1GsLhMEqlkgq4oijKHWWtRZyRKg1a3KUibuQcCATE/zwajaJery/cj93fo9HozNT2ZDKR1P18PpclKy9irOIK/0U1bM/zRMS5drXb7SKdTmNjY0ONXRRFUe4wa59OJ8sRtiu6fr9fDFUikQja7baYsnC8jN+fFRmPx2OJwieTCSaTCdLp9AvVoPk4HDe76Bxnsxn6/T6q1SoAYGNj45nmPEVRFOXusdYizijUGAOfzyez4sCp8QmXpIxGI9kr3m63MR6PxVnNnflelUrn41E4+TsvKqS8sHBd4847x8FggMFggFAohEKhoIYuiqIorwlr/Wnupre5Wcy1PWXEyxE0n8+HTCYjZizAaTp9PB4jkUisfJ7ZbCa7xvk7nBF/Uba3ty91PzbvJRIJZLNZ7T5XFEV5jVjrmjiwuAiFHupc9clUNVPtgUAAqVQKk8kE3W4XABYa4pLJ5MrnWO5MHwwG8Pl8z3S53wSpVEo84FXAFUVRXi/WXsTdRSgU5GXRnc1mmE6nCIVCSKVSsNaKw9lkMhFRPqvJbLkznbvKX0Za+6xueUVRFOXuoyLuzIoDWCniNGaJRqMIBoMIhUKo1WqYz+eYTCYYj8eIRqNnjoZxQxq74AeDwTMz4oqiKIryvKx1TRw4FXE6rnHWG1gUcXaC899WqyUNYwDOndceDofyWNx4dp5Ji6IoiqJchrWPxJfnpBmJc1HJeDzGeDyWTWbhcBjhcBiDwQDNZlOc185Kpfd6PfFDdx9fU9yKoijKVVl7EV+eFZ/P5wuRM+1Y4/G4jITFYjGMRiPUajWMRiPE4/GVpinWWjQaDQSDQRFxdsDrohFFURTlqqiIn4i4O242m80WUukAEAqFEAwGMZ/PEQ6HYa1Fu92WxrFVIk5TmGw2K7ct19sVRVEU5UVZexF3fdHZoQ4ci6y1VubDubPbdXGz1oqAL4v4bDZDq9VCNBpdSJ2zk11FXFEURbkqay/iwGk0zu5xAOLSZq2V8TFjDIwx8DwPoVAI4/EY8XhcGuNcms0m5vM5MpnMwu3ama4oiqJcFyriWGxuoxhz3SeF2xXecDiMUCgEYwxSqdQzjzGZTNDpdJBIJBbEmnPoL2tGXFEURXm9UREHpBbueZ44qXmeh8FgIKNn7rKRSCQCn8+HWCwmqXJXxBuNBjzPQzqdXnge2q0GAgEVcUVRFOXKqIjjVMR9Ph/i8ThKpRLm8/kzM+McO/P7/fD5fMjlcgupeOC4Ea7f7yOVSq0cX5tOp7pBTFEURbkWNBzE4pjZdDqFMQb9fh/AqTgHg0FMp1N4nid18uFwKLu6eb96vQ6/37/SR30ymUh3u6IoiqJcFY3EsZgKZ3f6cDhcqI+zLu7+zmAwEBH3PA/dbhfj8fjMPeHcUa5NbYqiKMp1oCKOxUicc+KDwQDhcFhq2O79mFKnmxvFvtlsLhi7LMPxMq2HK4qiKNeBijhOI3FGz8PhUPZ9u3vF2fgGQEbMer0efD7fSmMXl/l8jtFopONliqIoyrWhIo7TyJp0Oh0Ap+Nm7t5vCnAsFoMxBvv7+7KadNnYxUU70xVFUZTrRkX8BLcuPhwOF4TWjZz5dSgUQjKZRKVSwaNHj1Yau7ioiCuKoijXjYr4Ce6sOHBs6DIej59pROPXPp8PpVIJgUAA77///sJO8lWMx2PMZjMdL1MURVGuDRXxE/x+P2azmUTJkUgE4/F4IZUOLEbljL5DoRCOjo4kDb8KLj7RKFxRFEW5LlTET+BCEza3saltObrm957nYTgcYj6f44d+6IdgjMHu7i6azebKx18V1SuKoijKVdCw8ARGyKFQCKFQCMDxJrLlSNzv94vQz2Yz+Hw+7OzsoNlsotFooNFoYDabIZfLye9YazEajeD3+1XEFUVRlGtDRfwEd3QsFothMBgAwDMiDpwK/nw+RyqVgt/vRy6XE7e3TqeD2WyGQqEAY4w0teniE0VRFOU60XT6CRRXOraxhr0qcuZt5XIZ0WgUPp8PkUgE0WgUAJBMJtHv93FwcID5fL4g4hqJK4qiKNeFivgJnufB8zyxUeXyk+UlJsCxiE+nU9k9zvvQ6GU6naJQKGA8HmN/f1/MY4LB4MrHUxRFUZQXQUXcwe/3SyS+qjOdBAIBqXMbY2Qsze/3I51Oo9/vw/M8bGxsYDabodPpwFp75uMpiqIoyotwJRE3xmSNMb9rjPng5N9n3E6MMZ8xxvzfxpjvGGO+bYz5j67ynDeJz+dbSKeflfrm7cPh8JnIOplMIhAIoF6vIxQKYXNzU/zSNZWuKIqiXCdXjcS/CuD3rLVvA/i9k++X6QP4z6y17wL4IoD/3hiTvuLz3giMxCeTybmRM8XYNYchxhhks1lMJhO0220Eg0FsbW0hkUhoU5uiKIpyrVxVxL8E4OsnX38dwE8t38Fa+7619oOTr/cAVAAUrvi8NwJd20ajEYDVnenA4iKUVTVuNrk1m01Mp1Ops2skriiKolwnVxXxDWvt/snXBwA2zruzMebzAIIAPrri894IjJQ5Xnae6Lr2q6tgk1uj0ZAUvUbiiqIoynVyoaoYY/4ZgM0VP/oF9xtrrTXG2HMepwTgfwXwZWvt/Iz7fAXAVwDg/v37Fx3atUNBHgwGCAQCYuqyCgryWSLu9/uRSqXQbDali10jcUVRFOU6uVDErbVfOOtnxphDY0zJWrt/ItKVM+6XBPB/AvgFa+0fnPNcXwPwNQB47733zrwguClcE5eLFpVcFIkDQCqVQrfblW51HS9TFEVRrpOrptO/AeDLJ19/GcA/Xr6DMSYI4B8B+DVr7W9e8fluFFdkL4qaXQ/1szDGiP2qptIVRVGU6+aqIv5LAP6sMeYDAF84+R7GmPeMMX/35D5/AcCPAviLxphvnfz3mSs+741gjBGxvWimOxwOy3/nEYlEkEwmEYvFru04FUVRFAW4one6tbYG4MdW3P5NAP/Fydd/D8Dfu8rzvEw4ZnaRiHueh83NVa0Cz8ImN0VRFEW5TtSxbQmfz7cQkSuKoijKbUWVaol0Oq2pb0VRFOVOoCK+RCAQ0FEwRVEU5U6g6XRFURRFuaOoiCuKoijKHUVFXFEURVHuKCriiqIoinJHURFXFEVRlDuKiriiKIqi3FFUxBVFURTljqIiriiKoih3FBVxRVEURbmjqIgriqIoyh1FRVxRFEVR7igq4oqiKIpyR1ERVxRFUZQ7ioq4oiiKotxRVMQVRVEU5Y6iIq4oiqIodxQVcUVRFEW5o6iIK4qiKModRUVcURRFUe4oKuKKoiiKckdREVcURVGUO4qKuKIoiqLcUVTEFUVRFOWOoiKuKIqiKHcUFXFFURRFuaOoiCuKoijKHUVFXFEURVHuKCriiqIoinJHURFXFEVRlDuKiriiKIqi3FFUxBVFURTljqIiriiKoih3lCuJuDEma4z5XWPMByf/Zs65b9IY89QY8z9e5TkVRVEURTnmqpH4VwH8nrX2bQC/d/L9Wfy3AP7FFZ9PURRFUZQTririXwLw9ZOvvw7gp1bdyRjzZwBsAPidKz6foiiKoignXFXEN6y1+ydfH+BYqBcwxngA/haAv3rF51IURVEUxcF/0R2MMf8MwOaKH/2C+4211hpj7Ir7/WUAv22tfWqMuei5vgLgKwBw//79iw5NURRFUdaaC0XcWvuFs35mjDk0xpSstfvGmBKAyoq7/dsAfsQY85cBxAEEjTFda+0z9XNr7dcAfA0A3nvvvVUXBIqiKIqinHChiF/ANwB8GcAvnfz7j5fvYK39T/i1MeYvAnhvlYAriqIoivJ8XLUm/ksA/qwx5gMAXzj5HsaY94wxf/eqB6coiqIoytkYa29n1vq9996z3/zmN1/1YSiKoijKS8MY86+ste9d9v7q2KYoiqIodxQVcUVRFEW5o6iIK4qiKModRUVcURRFUe4oKuKKoiiKckdREVcURVGUO8qtHTEzxhwBeHTND5sHUL3mx3yV6PncbvR8bjd6PrebdT2fHWtt4bIPemtF/CYwxnzzeebvbjt6PrcbPZ/bjZ7P7UbP53JoOl1RFEVR7igq4oqiKIpyR1k3Ef/aqz6Aa0bP53aj53O70fO53ej5XIK1qokriqIoyuvEukXiiqIoivLasBYiboz5ojHmT40xHxpjbu0uc2PMPWPMPzfG/BtjzHeMMf/1ye1/zRiza4z51sl/f975nf/m5Lz+1Bjz55zbb8U5G2MeGmP+6OS4v3lyW9YY87vGmA9O/s2c3G6MMf/DyTF/2xjzOedxvnxy/w+MMV9+RefyjvMefMsY0zbG/JW79P4YY37FGFMxxvyxc9u1vR/GmD9z8n5/ePK75hWcz980xnz35Jj/kTEmfXL7A2PMwHmf/s5Fx33Wa/OSz+fa/r6MMW8YY/7w5PbfMMYEX8H5/IZzLg+NMd86uf0uvD9nfUa/uv+HrLWv9X8AfAA+AvAmgCCA/w/Ap171cZ1xrCUAnzv5OgHgfQCfAvDXAPzVFff/1Mn5hAC8cXKevtt0zgAeAsgv3fY3AHz15OuvAvjlk6//PIB/AsAA+LcA/OHJ7VkA3zv5N3PydeYW/F0dANi5S+8PgB8F8DkAf3wT7weA/+fkvubkd3/8FZzPvw/Af/L1Lzvn88C939LjrDzus16bl3w+1/b3BeAfAPiZk6//DoD/8mWfz9LP/xaAX7xD789Zn9Gv7P+hdYjEPw/gQ2vt96y1YwC/DuBLr/iYVmKt3bfW/r8nX3cA/AmArXN+5UsAft1aO7LWfgzgQxyf720/5y8B+PrJ118H8FPO7b9mj/kDAGljTAnAnwPwu9baurW2AeB3AXzxZR/0Ej8G4CNr7XmGRLfu/bHW/gsA9RXHeeX34+RnSWvtH9jjT6Nfcx7rpZ2PtfZ3rLXTk2//AMD2eY9xwXGf9drcCGe8P2fxXH9fJxHdvwfgN09+/5Wez8nx/AUA//t5j3HL3p+zPqNf2f9D6yDiWwCeON8/xfnCeCswxjwA8FkAf3hy08+dpGN+xUkZnXVut+mcLYDfMcb8K2PMV05u27DW7p98fQBg4+Tru3A+5Gew+OFzV98f4Prej62Tr5dvf5X85ziOZsgbxph/bYz5v4wxP3Jy23nHfdZr87K5jr+vHICmc4Hzqt+fHwFwaK39wLntzrw/S5/Rr+z/oXUQ8TuHMSYO4P8A8FestW0A/xOAtwB8BsA+jlNQd4V/x1r7OQA/DuC/Msb8qPvDk6vNOzUicVJH/EkA//Dkprv8/ixwF9+PszDG/AKAKYC/f3LTPoD71trPAvh5AP+bMSZ52cd7ha/Na/P3tcTPYvFC+M68Pys+o1/JcQDrIeK7AO4532+f3HYrMcYE8P+3d78vVlRxHMffH1zaxET64QMfBBYoQUE/UFjJwgeyVFiUBUaClT3IoIKeiOQ/IARBUBBFIMQS0Q9rH2UUWWaES8u6avZDe5TVGhaWCSHbtwfne2t2uXeX6O69O9fPCy4799yZuefcMzNn5szZ+ZaNYygi3gaIiImImIyIv4CXKd1l0Lps86bMEXEy/54C9lDyPpHdRo2uslM5+7wvT7odGI2ICah3/aR21cdJpnZdd61ckh4CNgCb86BKdjufzukvKPeNVzJzvlv9Nh3Txu3rNKU7t29aesdlHjYCrzfS6lI/zY7RM+RjzvehC6ERHwFW5KjMiyjdoMNdzlNTeY/oFeBYRDxbSV9Wme0eoDHScxi4X1K/pKuAFZRBEfOizJIWSVrcmKYMODqSeWmMxnwQeDenh4EtOaJzADiTXVR7gUFJl2ZX4mCmdcuUK4i61k9FW+ojP/tN0kBuy1sq6+oYSbcB24G7IuJcJX2ppAU5fTWlPr6bJd+tfpuOadf2lSczHwH35fJdKU9aD3wVEf90Hdehflodo2fIx9zvQzONeuuVF2WE4DeUM7ud3c7PDPlcS+mGGQfG8nUH8CpwONOHgWWVZXZmub6mMopxPpSZMjr2UL6ONvJBuTf3IfAt8AFwWaYLeCHzfBhYVVnXVsrAnePAw12so0WUK5ollbTa1A/l5ONH4Dzlftsj7awPYBWlkTkBPE8+UKrD5TlOud/Y2IdezHnvze1wDBgF7pwt361+mw6Xp23bV+6TB/M3egPo73R5Mn03sG3avHWon1bH6K7tQ35im5mZWU1dCN3pZmZmPcmNuJmZWU25ETczM6spN+JmZmY15UbczMysptyIm/UASZ/l3+WSHmjzup9u9l1m1n3+FzOzHiJpHSXi1Yb/sExf/Ps87Wafn42IS9qRPzNrL1+Jm/UASWdzchdwi0o85qckLVCJrz2SATQezfnXSdovaRj4MtPeUQlUc1QZrEbSLmBhrm+o+l35FKpnJB1RiX+8qbLufZLeVInrPZRPnzKzNuubfRYzq5EdVK7EszE+ExGrJfUDByS9n/PeBFwXJYwlwNaI+EXSQmBE0lsRsUPS4xFxQ5Pv2kgJynE9cEUu80l+diNwLfADcAC4Gfi0/cU1u7D5Stystw1Snt08RgmZeDnlmdQABysNOMCTkg5RYnBfWZmvlbXAa1GCc0wAHwOrK+v+PkrQjjFgeVtKY2ZT+ErcrLcJeCIipgSMyXvnf0x7vx5YExHnJO0DLv4f3/tnZXoSH2vM5oSvxM16y+/A4sr7vcBjGT4RSSszotx0S4BfswG/BhiofHa+sfw0+4FNed99KXArJbiGmXWIz47Ness4MJnd4ruB5yhd2aM5uOxn4O4my70HbJN0jBIR6/PKZy8B45JGI2JzJX0PsIYSpS6A7RHxU54EmFkH+F/MzMzMasrd6WZmZjXlRtzMzKym3IibmZnVlBtxMzOzmnIjbmZmVlNuxM3MzGrKjbiZmVlNuRE3MzOrqb8BvSsGbCrxTqEAAAAASUVORK5CYII=\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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h7lvojUaDQqEQwl8z00VEZD8K8QP4cW0/47zRaIStR8+dOxda1PV6HWBsDDyOY/r9PsVicawr/aDtR/e20BuNBlNTU+EXAYW4iIjsRyF+AL9zmV8i1uv1iOMY5xxLS0t0Oh2q1WoIZD/W7cPfh/jo2nH/ensntY220JMkCfXXPYW4iIjs51hC3MzeYWYvmNl1M/vgPs9fNrPfM7P/bGbPmdl3H8d5X0u+NZ3L5Wi1WmF9eLlcZmpqKkxoA8IOZfl8nna7jXMO51yo4Db6mgd1pcOghd5oNMKmJzCYte6cU4iLiMg9jhziZpYDPgy8E3gceK+ZPb7nsP8F+BXn3DcD7wH+z6Oe97Xmg3V0rXi73Q4z0YHQWvazx6MootvtkiQJlUolrA0Hwoz1/Sq1ja5F393dJZfLUavVALS8TEREDnQcLfEngOvOuRedcwnwUeDde45xgC8UPgO8fAznfc30+32SJAmT1HxZ1SiKmJmZod1uh1npwNikNr+2vFKp3NOVDvsXeRltoe/u7lIul0OXu0JcREQOchwhfgG4MXL/5vCxUf8A+EtmdhP4GPA3j+G8rxm/Pty3rP32oaPbgpbL5RC8fqy73+/T7XYBQqEWIBSJ6fV6oYqb/0rTNJRw9ePhoxujKMRFROQgDysZ3gv8nHPup8zsW4FfMLO3OOf6oweZ2ZPAkwCXL19+SJd2L79zmZ9wFkURWZZRLpepVCrs7OywsrISjveV2nwxmEKhMBbE6+vr3LhxgyRJ7tkPPI5j1tfXSdOUnZ0dsixjZmYmPJ9lGblcTmvERUTkHscR4reASyP3Lw4fG/VDwDsAnHP/0czKwDlgbfQg59xTwFMA165dc8dwbV+TOI7p9Xq0Wi3glS1CR2eijwZtkiRMTU1x9+5d4jhmamoqjGn71zMzlpeXWVhYGDvXzs4OaZpy/vx5Op0O8/PzY9+rmekiInKQ42jefRJ4zMweNbMig4lrT+855qvAnwEws/8SKAPrx3Du10SSJGGWue8mB0Jd836/z+zsLDAI2X6/T6FQoNlsho1R/Ji2H1/P5/MsLCxQr9fHvorFInNzc1Sr1fDLwei4uUJcREQOcuQQd85lwAeAjwOfZzAL/Xkz+zEze9fwsL8D/BUz+wzwS8APOOdOrKV9GD9O3Ww2w2O+O9t3mefz+dBaHt1vfGdnh3w+T6VSCcHru+Xz+fyBk9oKhQJra4NOiaWlpbFlaQpxERE5yLGkg3PuYwwmrI0+9qMjtz8H/MnjONdrLY5jGo0GMAhmvxFJu90ml8vRbrep1+shWH2IJ0lCq9VidnaWSqUSxrCzLAtbjO5dXpZlGVmWhSBfWVkZKwSTZZnWiIuIyIE0W2qPJEnY3NwMreZCoUC/3w9d6VmWUa1WQ9j6Vnaz2aTb7TIzM3NPEMdxPBbsXhzHbG5u0u/3OXfu3D0tdc1MFxGRwyjE9/AzxH3glstlYDC27b9mZmZCl7cv4LK2tkaxWKRWq42Frh8zH10z7q2urtLpdFhaWhqrsT76vaAQFxGR/SnE92g0GvT7faIowjkXusCjKAqbnPjA9UVgisUiGxsboZt9NHR9d/vervRms8ndu3eZn58Pk+T2UoiLiMhhFOJ7dLvdsCQMXpmR7gu+jG4R6gO63++zu7vLwsJCqLfu+bH00S72TqfD3bt3iaKI5eXlA6/FrxEfnegmIiLiKcRH+OVgvkobDPYD90Vf0jTdN8S3t7cBmJubA8Zbzr4amw/xJElYX1/HOcf8/Hzort+PZqaLiMhhFOIjsixje3t7rOXsu8F9mdRarRYe86VZNzc3yefzoUqbD95erxe64AuFAr1ej7W1NcyMmZkZoijad9nZ6PUoxEVE5CAK8RFxHNNqtUIXeqlUCjuW9Xo9zGxscxJfRnVjY2NsstveNeLlchnnHKurq/R6PZaXl0O3+0Eh7WfC7917XERExFOIj/Dj4ZVKhTRNw45l8EqIj05c8xuWJEnC4uJiOMZ3xadpSpZlVCoV1tfXw3HFYvHAvcU9/8uDWuIiInIQhfgIv41oFEUhxP2Yti/IUqlUMDPSNKXf74fyrAsLC/d0fydJQq/XI45j2u028/PzVKtV+v0+aZretysdFOIiInIwhfiIOI7DWvBCoUCxWKTb7eKcC2Pb5XKZJEm4c+cOMJhpXiwWqVar94R4p9Oh0+nQ7XaZnp4OY+ZxHAP77y3uKcRFROR+FOIjms0maZpiZqHF7Lu1ffGXKIpCgE9PT9PtdpmdnaVQKNwT4pubm7Tbbaanp5mfnw+P+xDfu3Z8lA/xvVuXioiIeArxEY1Gg16vFzYx8S1wMwt1zhuNBrlcjvPnz9Nut8myLBR56ff7Y+Plt2/fplKpcP78+bHzxHFMsVg8dI9w/wuB1oiLiMhBFOJD/X6fTqdDLpejVCqFCm2+elu73abT6VCtVjl//nzYtaxYLI6t9c7n82RZxp07d0jTlEceeWTfmumHdaXDKzXZRUREDqIQH0rTlE6ng5lRLBbJ5/N0Oh36/T7NZpPt7W1mZma4dOlSCHg/6a1SqYx1u6+urpKmKdPT0/fURPcT4u4X4lojLiIi96MQH0rTNMxA993YcRyztbVFt9sliqKxrUL97mTFYjGMhzvn2NraIssy5ubmwtj6qAcZD3fOhW59ERGRgyjEh+I4ptvtUq1WMTP6/T6rq6vEcczs7CzVanWsVd3tdsmyLIR4r9dje3ubJElCDXVg3xCPouiBJrUpxEVE5DAK8SFf6KVYLGJmrK6usrW1xcLCAvPz8/T7fWq12tjxvV6PYrFIsVhkc3MzBH6tVgtFYvbWRvfnOIxCXEREHoRSYiiO4zATfXNzE4B6vc709HQI1dFWdRzHOOcoFAokSRK2IvXbivodz0aD2G+i4teLH0QhLiIiD0It8aFWqxU2LPEV2HK5HFNTUzQaDYCxlrgf207TlJ2dHXK53Ni2ot1ul3K5PLZEzL/2g0xq8yVeRUREDqIQH2q1WqHuud91zDnH1NQUrVaLYrE4Fr7dbjfsI57L5Zibm7tnz3C/Zan3IJXaQDPTRUTkwSjEGWw20mq1iKIofPk9xaempmg2m2HsGwbd4nEcs7OzQ6FQYGFhgSiKxrYg9buXjYrjmHw+f98qbApxERF5EEoKBqHZ7XZDS9yHuG99dzodyuVyCF+/dtw5N9aF7oPXT2rbryV+WCvcOUen06HRaFCpVMLriIjI6VQqlU60PLZCnEGI+8D0LWU/pp1lWVg25vnlaMVikVqtds9ENP9aoxPher0eWZYdOqmt0WiwsbHB2toa09PToYCMiIicTktLS/csJX6YFOK8si94Lpcjn8+HfcFLpVLYNnTvpLY0TalWq5RKpbHxdBiMl8P48rIHGQ/3FeOWlpZYXFy8p9qbiIicLic99KkQZxC6SZKQy+Xo9/s450IN9SRJwiYnXqfTIY5jzp07Ry6XI8uyse6UTqdzTxdLHMehpOt+nHNhWRoMWvH3W08uIiJnmya2MQjdJEkAMDOcc6ESm5+FPtoq9sE+NTUVQnz0t7Fut7vveLgvJLMfv2+5f52T/u1OREROP4U4r1Rf8+Ph/X6fcrlMPp+n2WyGWeqjx4+u9x4NcT85be/M9CRJDm1Z+650X7dd+4iLiMj9KMQZrBH3XeitVovt7e0Q6I1Gg3w+PxbKrVaLXC4X9hwf3awkSRJ6vd7Y8X5L0/uNh5dKJW18IiIiD+zMh3iWZWNrxNvtdpgV7kPdd6177XY7jJnvnZnuJ7XtLdEKB09qy7KMNE2pVCpaIy4iIg9MIT5cI+5bwL5IS6fTAQg7m0XR4K/KORdC3IcuHL5GPEkSoiga+0VglA9+hbiIiLwaCvFhSxwI49F+QpufMV6pVMIYdZIk9+wj7r8XBt3i+Xx+LLC73e59u9L98rZ+v68QFxGRB3Lm08IXejGzsFSsUqkQx3HYEKVSqYSWuF+ONjMzQz6fD13lPuQ7nQ6FQiHcT9OUtbU1SqVSmH2+96vT6VCtVsMvBAe12EVEREad+RD3+4hHUUSaphSLRebm5rhz5w67u7thproPcV/oxbfOffe3X5q2d/eyTqdDu91mfn4+nM+HtX+99fV1lpaWwjI3tcRFRORBnPm08C3uKIro9XoUi0Wmp6dDiJvZPaGcZRnVapV8Pj82hp2mKb1eb2w8vNFohF3OfMlVP6M9TVPu3r1LvV5nZmYmzGBXS1xERB7EmQ9x3z1eKBRCq9vPPN/d3SWKorFQbjabAOG4LMvC82majt33G6VUKpWxYPbrwf3X0tLS2EYqIiIiD+JYJraZ2TvM7AUzu25mHzzgmO8zs8+Z2fNm9i+P47xH5Zyj0WjQ7/fJ5XL0ej1qtRq9Xo9qtRpa4qNFWtrtNlEUUS6X71kjHscx/X4/hHin0wmz3fcr9NLv94nj+J7qbiIiIg/iyC1xM8sBHwb+LHAT+KSZPe2c+9zIMY8Bfx/4k865LTNbOup5j0Ov1wvd435meL1eD13iSZLsG+K+pe7Xk48uLxudmd7pdOj1ekxPT+9bgc0vY9tb3U1ERORBHEdL/AngunPuRedcAnwUePeeY/4K8GHn3BaAc27tGM57ZFmWhaAFiKKI6enpEOpZlo21tPv9ftikpFgs7lvoZTTE94b6Xt1ulyiKDl1+JiIicpDjCPELwI2R+zeHj416E/AmM/sPZvYJM3vHfi9kZk+a2TNm9sz6+voxXNrh0jSl2WzS7/dDqVS/j3ev1wt11H1LPE1TkiQJO5SNhrivmV4oFMjn82HjlHw+f2DNdF9j/aBNUURERA7zsIq95IHHgO8A3gv8czOb3XuQc+4p59w159y1xcXF1/yifKEXPx5eKpVCq9hPdisUCqGlnqZpKP7iW+owWCPuJ7WVSiWiKKLT6dDv98Nr7LV3EpyIiMirdRwhfgu4NHL/4vCxUTeBp51zqXPuK8AXGYT6iUrTNKwRd86NrQf3a8YLhUJYv+3Hz/dbI+5D2Y9v+wlwB5Vb9ePhCnEREflaHUeIfxJ4zMweNbMi8B7g6T3H/GsGrXDM7ByD7vUXj+HcR+JrppsZ/X6fWq1Gv98HCNXbyuVyqMrWbDZxzo21xPdbI+43NPHhfVCI+653ERGRr8WRQ9w5lwEfAD4OfB74Fefc82b2Y2b2ruFhHwc2zOxzwO8B/5NzbuOo5z4qX60Nxie19ft90jQN+4hnWYZzjlarFYq/jLbEYRDifia73wSlUCgQRdE9QT1ak11ERORrdSzNQOfcx4CP7XnsR0duO+BHhl+ngt+NzO8wlsvlxkLcrx2vVCqYGd1uN2yUUiwWiaIotNZhfBOTdrsdisfs1wr3m6soxEVE5CjO7C5mfuMTPyaez+eZmZkJa8N9K9t3nbfbbVqtFvl8nlKpFLrd985Mj6IobF862qU+qtPphBa9iIjI1+rMh7hfXlapVJiamiJJkrFKbLlcjmq1SrPZHNv4xE9289uR+tBP0xTnXCgGs9/ysk6nQ6lU0tIyERE5kjMd4q1Wi0FPP9Tr9bATmZ/slsvlKBQKVCqV0J3uJ6P51nSpVCJJEnq9HoVCgTRNiaIoBPTelrif9KaudBEROaozH+I+bH0rHAbj5X6c3Hepd7td2u12KPQyuuXo6JpvP2HtoL3Bu90uoKVlIiJydGc6xOM4xjlHLpejXq8Tx3Eo3OJb036tuK+zPrpj2eht51zomvfj4fvNTPcT4A6q4iYiIvKgzmyIx3FMHMdhLHtmZoY4jikUCsRxTLFYDGVTYVA3Pcuy0GUOr7Sm/Qz30cd9xbe9Rn8REBEROYozG+K+e9w5R7FYpFarhdazD+vRiWl+6ZnvPvfj5c658H1+21F/e2+I792qVERE5CjOZIj3+306nc7Y5DQf1j7EfQ11vw7cB/veiWn+PgzG0qvVauhW3xviKrUqIiLH6UyGuJ/U5iux1ev18Jxf/53L5cIM9X6/T5IklMvle/YA9+VW/a5nlUolhPrecW+/tMzXZxcRETmKM5kmfh/xLMuIooiZmZnQ/e33APez033LPI7jMPt8tEs8SZKx2emjG6aMtsT7/X54DRERkeNwZkO82WyGLm8/M93XPS+VSmPLzPxGKX6vcV+SFV6ZmZ6mKbXBMofoAAAd8ElEQVRaLTxmZmMz0/e24EVERI7qzIZ4q9UKe4hPTU2FSWtJklCpVOj3+2ErUR/i/rhRfjtTX9nNP7a3K73b7RJFURhrFxEROaozG+KdToc4jimVSqF17Lu8p6enwwz0XC4XZrHD+KQ03wJPkoRisRgCer/lZZ1OJxSHEREROQ5nMsTTNKXRaISdxHwdcz+WXalU6PV6Yy1xX8xlamoq1E73E+PiOKZWq4V9yffOTB8dMxcRETkuZzLE4zgO5U+r1WqozLazsxOWm412p3c6nbC5ydzcXHgsTdMw1u1nuPuZ6aMhrqVlIiLyWjhzId7v98cKvczPz4c6551OJ7S0+/1+GNdutVpEURQmtxUKhRDizWaTfD4fQty35v33OufGNk4RERE5LmcuxP0WpH7Mu1arhZ3LkiRhdnY2dInn8/mwvMzPSK/X61QqlVC21W944sfDR2em9/t97ty5QxzHzMzMnPA7FxGR15szGeKtVitMNPPh2+12yefzTE1N0ev1cM5RKBTCzHRfR71SqVCpVHDOsb29Haq7+Va2X2+eZRm3b98mSRIWFxfD8jMREZHjciZDvNls0u12mZqaChXUWq0W5XKZcrkcKrD5bnN/v16vE0VRmGW+sbEBECa1wStj4rdv36bX67G8vMzU1NSJvV8REXn9OnMh7sexR0PcOUen02FmZoYoisJa8Hw+H5aiRVEUWtO+HKvfIMVPWOv3+7RaLTY3NwFYWVlRcRcREXnNnLkQz7IsLC+rVqsUi8WwBGx2dhaAXq8HMFboxXe171WpVEJX+s7ODuvr65TLZc6fP689w0VE5DV1JkN8d3cXMwstb19qdbTi2mjJVV+CdW+r2m9hWigUaDQavPzyyxSLRS5duqSZ6CIi8po7c0mTJAmtVot+v0+9XqfX6xHHMVNTU2Fttw9x3xJP03Rs8lqv1yPLMq5evUqz2aTZbJJlGblcjqWlJZVWFRGRh+JMtcT9MjK/ttvv/R3HcehKB8LyMzOj0WgAhPXjAO12GxiMmW9tbdFqtajVaszOzqoLXUREHpozFeJ+jXiz2aRWq4WtRc3snhCPoogkSeh0OhQKBarVamiJt9ttoihic3OTVqvF/Pw8586dI8uye2qmi4iIvFbOVHe6n9TmZ6JPTU2F9eKjM8x9ydUkSeh2u5TLZYrFIrlcjizLWF1dBQbV2GZnZ1lcXKTf75NlWajcJiIi8lo7kyHux8CLxSLb29ucP38+rPP2a8Lz+Tztdptut8u5c+cwM5rNJnfu3GF3d5crV64QRVHY3Wy/mukiIiKvpTPXnb61tUWWZczNzZEkyT1d6b5aWy6Xo9ls0u/3SdOU9fV1dnZ26Pf7PPLII1y8eBFgrFIbKMRFROThOXMh7oN5ZmaGTqdDFEVjdc193fRcLsfLL78cCsPU63VWVlbCBDb/eqMh7mumi4iIPAxnKnGyLGN7exuA6elp2u028/PzY61nH/RJkvDyyy8zNTXFwsICKysroZXuZ7X7euowWLpWKBRCt7yIiMhr7cy1xDc2NigUCmGjk727i62trbG5uUk+n6dUKnHx4sWwRrzVapHL5SiXy/d0n/uNT0RERB6WMxPivV6PNE3Z3d0N9dLz+Txzc3PhmG63S6PRoFarheIvvl56FEV0Op1Q1a3b7QKE19LyMhERedjOTIinaUqr1aLZbFIul4miiFKpFJaEOefC3t/z8/OhNGuhUCCXy5GmKc65UD+90+mEZWdJkgCo0IuIiDxUZybEsyxjZ2cnVGeL45iZmZkwhr27u8v6+jrz8/PMzMzQbDYpFAohxLvdbgh+X+XNry3XzHQRETkJxxLiZvYOM3vBzK6b2QcPOe7Pm5kzs2vHcd5Xw4+HJ0kSWt+ju5bdvHkTM2NpaSmEdLFYDDXU0zSlWq1iZmFTlNEQ18x0ERF52I4c4maWAz4MvBN4HHivmT2+z3F14G8Bf3jUc34t/Mz0NE2p1+sUCgXm5+eBwWS2nZ0dVlZWmJqaotvtkmVZmPzW6/Uws7GudN8qh1cmtWlmuoiIPEzH0RJ/ArjunHvROZcAHwXevc9x/xD4CaB7DOd81bIsY21tDTOjUqkwPT1NqVSi2+1y69YtarVaWEYWxzH9fp9yuUy/3ydJEvL5fNiK1Jdq9aHtl5eJiIg8TMcR4heAGyP3bw4fC8zsrcAl59y/OYbzfU06nQ53794NS8Tm5uZwznHjxg3SNOUNb3gD+XyeXq9Ht9sll8tRKBRI05Rer0elUsHMSNOULMtCV7pmpouIyEl5zSe2mVkE/GPg7zzAsU+a2TNm9sz6+vqxXUOWZdy6dYs7d+4Ag0Iv8/PzbG9vs76+ztLSUlgv3m63w3h4oVAgSRKiKApd6X5pmW+Va1KbiIiclOMI8VvApZH7F4ePeXXgLcDvm9lLwLcAT+83uc0595Rz7ppz7tri4uIxXNpALpfj0qVLbG1thX3Ea7UaL730EsVikUuXXrn8ZrNJHMeUy2UKhQKdTod8Ph9a3v6+D20tLxMRkZNyHCH+SeAxM3vUzIrAe4Cn/ZPOuR3n3Dnn3BXn3BXgE8C7nHPPHMO5H4iZUa/XQ+DW63Xu3LlDq9XiypUrFItF+v1+mODm13/ncjniOKZer2NmOOfodDoh0EEz00VE5OQcOXmcc5mZfQD4OJADftY597yZ/RjwjHPu6cNf4eFYW1uj1+tRr9fpdDrcuHGD+fl5FhYWSJKE1dXV0FKv1+shsIFQtS2O47GlZTAI8Xw+r5npIiLy0B1L89E59zHgY3se+9EDjv2O4zjnq/XSSy8RxzFXrlxha2uLUqnE2972NlqtFrdu3WJ3d5fp6WkWFha4c+cOnU6HTqdDLpcL68o7nQ5mFsbDYdCd7peaiYiIPExnpg/Yz0JfXFykVCoxOzvLzZs3aTQaZFnG0tISS0tLVCoVbty4QbFYZGNjI9RQh0GIl0olomgwCuFnpvuWuoiIyMN0Zsqu3rx5MywVW1xcJJfL8ZnPfIY0Tfm6r/s6Ll++TKVSodfrkSQJ/X4/VGnzS8+SJLmnKx00M11ERE7GmWmJ37x5M+wF7iuuraysMD8/z/T0dBjT9uvAoygKY+hRFNFsNgH2DXHNTBcRkZNwJkLcF3Xp9/v0ej3K5TJXr15lenqaO3fusL6+zsrKCmYWJq9lWXbP0rJcLjcW2H62u2ami4jISTgT6bOxscFzzz3H3NwcFy5cYGVlhSzL2NzcJMuyMDN9fn6edrtNmqbkcjlKpVLoKu92u2MT2kA100VE5GSdiRD3tc2Xl5d585vfHCamAVSrVeI4DvuMA2HJWLlcJp/PkyRJGE8f5UNcRETkJJyJEF9ZWeFnfuZneO6559jc3OQtb3nL2PPLy8usrq4SxzHVapVisUixWCTLMnK5XFgvPhrizjnSNA3lWEVERB62MzE7PYoi/vSf/tMsLy/z7LPPhglpnpkxNzdHo9HgxRdfpNfrUSgUyOVy5PN5Op1OqOLm+RrqaomLiMhJORMhDoOwfdvb3kaj0eDzn/88MGhNt1otVldXuX37NoVCgSiKWFhYIIoicrlcmOy2txW+ubk5NvFNRETkYTsT3ene1atX+exnP8tnPvMZFhYWwmz1fD7P7OwstVqNbrc7tm1plmX3lFrd3t4mTVOWl5fHxtdFREQepjOTQL54y/LyMjdu3ODTn/405XKZ5eVlLl68yOzsLPl8nlqtxszMTBgPT5IEMwulVZMkYWdnh1qtpla4iIicqDPREu/1eqHYy8rKClevXmV3d5disbhvEGdZRr/fDyFeqVTCLma+hT4/P38C70REROQVZ6IlnsvlmJ2d5fz58zz22GN84zd+I1mW8dnPfnbf43u9XqjalmVZWHq2u7tLkiRhzFxEROQknZkkmpmZCZuX+M1Obt26xdra2j3H+pa4V6lUSNOU7e1tqtUq1Wr1YV66iIjIvs5MiI+q1+tcvXqVfr/P888/PxbYMGiJw2D8O5/PUygU2NjYwMxYWFg4iUsWERG5x5kM8WKxyPT0NI888ggbGxvcuHFj7Plerxfqp1cqFRqNBt1ul/n5+bG14iIiIifpTIY4DFrj58+fp1Ao8MILL5BlWXgujmPSNMXMKBQKbG1tUS6XtW+4iIicKmc2xKempiiVSly8eJGdnR1eeuml8JyvlV4oFGi1WjjnOHfu3MldrIiIyD7ObIibGbVajdnZWWZnZ/niF79It9sN68nTNMU5RxzHzM3NabtRERE5dc5siMOgSz2Xy3Hx4kU6nQ7Xr1+n1+uRJAlpmpIkCaVSienp6ZO+VBERkXuc6eZloVAIa8CXl5d56aWXWFpaotVq0W63qVar6kYXEZFT60y3xIHQyr548SJpmvLlL3+Zra0tnHMsLi5qlzIRETm1znyIVyoVcrkcxWKRCxcucPfuXe7cucPs7CwzMzMnfXkiIiIHOvMhbmbU63WSJOENb3gDzjl6vR4XL17EzE768kRERA50psfEvVqtxvb2Nvl8nje96U3k83ltcCIiIqeeQhzI5/NUq1Xa7Tbnz5+n0+mErUdFREROqzPfne7V63V6vR79fp+5uTmVVxURkVNPIT5UqVTI5/Ps7u4CqLiLiIicegrxEfV6HeccgFriIiJy6inER9RqtTAjXSEuIiKnnUJ8RC6XY2pqikKhoOVlIiJy6mngd4+FhYXQpS4iInKaKcT3MDO1wkVEZCKoO11ERGRCKcRFREQm1LGEuJm9w8xeMLPrZvbBfZ7/ETP7nJk9Z2a/a2ZvOI7zioiInGVHDnEzywEfBt4JPA6818we33PYfwauOee+Afg14B8d9bwiIiJn3XG0xJ8ArjvnXnTOJcBHgXePHuCc+z3nXHt49xPAxWM4r4iIyJl2HCF+Abgxcv/m8LGD/BDwb/d7wsyeNLNnzOyZ9fX1Y7g0ERGR16+HOrHNzP4ScA34yf2ed8495Zy75py7tri4+DAvTUREZOIcxzrxW8ClkfsXh4+NMbO3Ax8C/ivnXHwM5xURETnTjqMl/kngMTN71MyKwHuAp0cPMLNvBv4v4F3OubVjOKeIiMiZd+QQd85lwAeAjwOfB37FOfe8mf2Ymb1reNhPAjXgV83sWTN7+oCXExERkQd0LGVXnXMfAz6257EfHbn99uM4j4iIiLxCFdtEREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIdS4ib2TvM7AUzu25mH9zn+ZKZ/fLw+T80syvHcV4REZGz7MghbmY54MPAO4HHgfea2eN7DvshYMs590bgfwN+4qjnFREROeuOoyX+BHDdOfeicy4BPgq8e88x7wY+Mrz9a8CfMTM7hnOLiIicWccR4heAGyP3bw4f2/cY51wG7AALx3BuERGRM+tUTWwzsyfN7Bkze2Z9ff2kL0dERORUO44QvwVcGrl/cfjYvseYWR6YATb2vpBz7inn3DXn3LXFxcVjuDQREZHXr+MI8U8Cj5nZo2ZWBN4DPL3nmKeB9w9v/wXg/3HOuWM4t4iIyJmVP+oLOOcyM/sA8HEgB/ysc+55M/sx4Bnn3NPAzwC/YGbXgU0GQS8iIiJHcOQQB3DOfQz42J7HfnTkdhf4747jXCIiIjJwqia2iYiIyINTiIuIiEwohbiIiMiEUoiLiIhMKIW4iIjIhFKIi4iITCiFuIiIyIRSiIuIiEwohbiIiMiEUoiLiIhMKIW4iIjIhFKIi4iITCiFuIiIyIRSiIuIiEwohbiIiMiEUoiLiIhMKIW4iIjIhFKIi4iITCiFuIiIyIRSiIuIiEwohbiIiMiEUoiLiIhMKIW4iIjIhFKIi4iITCiFuIiIyIRSiIuIiEwohbiIiMiEUoiLiIhMKIW4iIjIhFKIi4iITCiFuIiIyIRSiIuIiEwohbiIiMiEUoiLiIhMqCOFuJnNm9lvm9mXhn/O7XPMN5nZfzSz583sOTP7/qOcU0RERAaO2hL/IPC7zrnHgN8d3t+rDbzPOff1wDuA/93MZo94XhERkTPvqCH+buAjw9sfAb537wHOuS865740vP0ysAYsHvG8IiIiZ95RQ3zZOXd7ePsOsHzYwWb2BFAEvnzE84qIiJx5+fsdYGa/A6zs89SHRu8455yZuUNe5zzwC8D7nXP9A455EngS4PLly/e7NBERkTPtviHunHv7Qc+Z2aqZnXfO3R6G9NoBx00D/wb4kHPuE4ec6yngKYBr164d+AuBiIiIHL07/Wng/cPb7wd+c+8BZlYEfgP4eefcrx3xfCIiIjJ01BD/ceDPmtmXgLcP72Nm18zsXwyP+T7g24EfMLNnh1/fdMTzioiInHnm3Onstb527Zp75plnTvoyREREHhoz+5Rz7tqDHq+KbSIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLiIiMqEU4iIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLiIiMqEU4iIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLiIiMqEU4iIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLiIiMqEU4iIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLiIiMqEU4iIiIhNKIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE+pIIW5m82b222b2peGfc4ccO21mN83snx7lnCIiIjJw1Jb4B4Hfdc49Bvzu8P5B/iHwB0c8n4iIiAwdNcTfDXxkePsjwPfud5CZvQ1YBn7riOcTERGRoaOG+LJz7vbw9h0GQT3GzCLgp4C/e8RziYiIyIj8/Q4ws98BVvZ56kOjd5xzzszcPsf9deBjzrmbZna/cz0JPAlw+fLl+12aiIjImXbfEHfOvf2g58xs1czOO+dum9l5YG2fw74V+DYz++tADSiaWdM5d8/4uXPuKeApgGvXru33C4GIiIgM3TfE7+Np4P3Ajw///M29Bzjn/qK/bWY/AFzbL8BFRETk1TnqmPiPA3/WzL4EvH14HzO7Zmb/4qgXJyIiIgcz505nr/W1a9fcM888c9KXISIi8tCY2aecc9ce9HhVbBMREZlQCnEREZEJpRAXERGZUApxERGRCaUQFxERmVAKcRERkQl1apeYmdk68MfH/LLngLvH/JonSe/ndNP7Od30fk63s/p+3uCcW3zQFz21If5aMLNnXs36u9NO7+d00/s53fR+Tje9nwej7nQREZEJpRAXERGZUGctxJ866Qs4Zno/p5vez+mm93O66f08gDM1Ji4iIvJ6ctZa4iIiIq8bZyLEzewdZvaCmV03s1O7l7mZXTKz3zOzz5nZ82b2t4aP/wMzu2Vmzw6/vnvke/7+8H29YGbfNfL4qXjPZvaSmf3R8LqfGT42b2a/bWZfGv45N3zczOyfDK/5OTN768jrvH94/JfM7P0n9F7+i5HP4Fkz2zWzvz1Jn4+Z/ayZrZnZZ0ceO7bPw8zeNvy8rw+/107g/fykmX1heM2/YWazw8evmFln5HP66ftd90F/Nw/5/Rzbvy8ze9TM/nD4+C+bWfEE3s8vj7yXl8zs2eHjk/D5HPQz+uT+DznnXtdfQA74MnAVKAKfAR4/6es64FrPA28d3q4DXwQeB/4B8Hf3Of7x4fspAY8O32fuNL1n4CXg3J7H/hHwweHtDwI/Mbz93cC/BQz4FuAPh4/PAy8O/5wb3p47Bf+u7gBvmKTPB/h24K3AZ1+LzwP4T8Njbfi97zyB9/OdQH54+ydG3s+V0eP2vM6+133Q381Dfj/H9u8L+BXgPcPbPw38tYf9fvY8/1PAj07Q53PQz+gT+z90FlriTwDXnXMvOucS4KPAu0/4mvblnLvtnPv08HYD+Dxw4ZBveTfwUedc7Jz7CnCdwfs97e/53cBHhrc/AnzvyOM/7wY+Acya2Xngu4Dfds5tOue2gN8G3vGwL3qPPwN82Tl3WEGiU/f5OOf+ANjc5zqP/HkMn5t2zn3CDX4a/fzIaz209+Oc+y3nXDa8+wng4mGvcZ/rPujv5jVxwOdzkFf172vYovuvgV8bfv+Jvp/h9Xwf8EuHvcYp+3wO+hl9Yv+HzkKIXwBujNy/yeHBeCqY2RXgm4E/HD70gWF3zM+OdBkd9N5O03t2wG+Z2afM7MnhY8vOudvD23eA5eHtSXg/3nsY/+EzqZ8PHN/ncWF4e+/jJ+kHGbRmvEfN7D+b2b8zs28bPnbYdR/0d/OwHce/rwVge+QXnJP+fL4NWHXOfWnksYn5fPb8jD6x/0NnIcQnjpnVgH8F/G3n3C7wz4CvA74JuM2gC2pS/Cnn3FuBdwJ/w8y+ffTJ4W+bE7VEYjiO+C7gV4cPTfLnM2YSP4+DmNmHgAz4xeFDt4HLzrlvBn4E+JdmNv2gr3eCfzevm39fe7yX8V+EJ+bz2edn9IlcB5yNEL8FXBq5f3H42KlkZgUG/zh+0Tn36wDOuVXnXM851wf+OYPuMjj4vZ2a9+ycuzX8cw34DQbXvjrsNvJdZWvDw0/9+xl6J/Bp59wqTPbnM3Rcn8ctxruuT+x9mdkPAN8D/MXhD1WG3c4bw9ufYjBu/CYOv+6D/m4emmP897XBoDs3v+fxh254DX8O+GX/2KR8Pvv9jD7kOl7z/0NnIcQ/CTw2nJVZZNAN+vQJX9O+hmNEPwN83jn3j0cePz9y2H8L+JmeTwPvMbOSmT0KPMZgUsSpeM9mNmVmdX+bwYSjzw6vxc/GfD/wm8PbTwPvG87o/BZgZ9hF9XHgO81sbtiV+J3Dx07KWAtiUj+fEcfyeQyf2zWzbxn+W37fyGs9NGb2DuDvAe9yzrVHHl80s9zw9lUGn8eL97nug/5uHprj+vc1/GXm94C/MPz+E3k/Q28HvuCcC13Hk/D5HPQz+pDreO3/Dx026+318sVghuAXGfxm96GTvp5DrvNPMeiGeQ54dvj13cAvAH80fPxp4PzI93xo+L5eYGQW42l4zwxmx35m+PW8vw4GY3O/C3wJ+B1gfvi4AR8eXvMfAddGXusHGUzcuQ785RP8jKYYtGhmRh6bmM+HwS8ft4GUwXjbDx3n5wFcYxAyXwb+KcOCUg/5/VxnMN7o/w/99PDYPz/8d/gs8Gngv7nfdR/0d/OQ38+x/fsa/p/8T8O/o18FSg/7/Qwf/zngr+45dhI+n4N+Rp/Y/yFVbBMREZlQZ6E7XURE5HVJIS4iIjKhFOIiIiITSiEuIiIyoRTiIiIiE0ohLvI6YGb/3/DPK2b23x/za//P+51LRE6elpiJvI6Y2Xcw2PHqe17F9+TdK/W093u+6ZyrHcf1icjxUktc5HXAzJrDmz8OfJsN9mP+H80sZ4P9tT853EDjfxge/x1m9u/N7Gngc8PH/rUNNqp53oab1ZjZjwOV4ev94ui5hlWoftLMPmuD/Y+/f+S1f9/Mfs0G+3r/4rD6lIgcs/z9DxGRCfJBRlriwzDecc79CTMrAf/BzH5reOxbgbe4wTaWAD/onNs0swrwSTP7V865D5rZB5xz37TPuf4cg005vhE4N/yePxg+983A1wMvA/8B+JPA/3v8b1fkbFNLXOT17TsZ1G5+lsGWiQsMalID/KeRAAf4YTP7DIM9uC+NHHeQPwX8khtszrEK/DvgT4y89k032LTjWeDKsbwbERmjlrjI65sBf9M5N7ZhzHDsvLXn/tuBb3XOtc3s94HyEc4bj9zuoZ81Iq8JtcRFXl8aQH3k/seBvzbcPhEze9NwR7m9ZoCtYYC/GfiWkedS//17/Hvg+4fj7ovAtzPYXENEHhL9dizy+vIc0Bt2i/8c8H8w6Mr+9HBy2Trwvft83/8N/FUz+zyDHbE+MfLcU8BzZvZp59xfHHn8N4BvZbBLnQP+nnPuzvCXABF5CLTETEREZEKpO11ERGRCKcRFREQmlEJcRERkQinERUREJpRCXEREZEIpxEVERCaUQlxERGRCKcRFREQm1P8P7wg3F22fiI0AAAAASUVORK5CYII=\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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Fuq5LkGANe36fw+FQslQAC+n8er0OTdNEGc6s2uVyzbAQrOVbrVbYbDZYrVa43W54vV4JyESlUkG73Ybf70c0GoXNZpMWLk3T0Ol0EIlEUK1WUSgU4PF44HQ65f/D4TDsdrs8r06nM0Pjs75PsWC9Xpdsf3d3F8PhEMFgULZLpVJIpVJoNBp48OABYrEYptMp9vb2YLPZZlTcdFi7f/8+XC4X1tfXsb29jV6vh5WVFQneXEAZF0/NZhOFQgGhUAihUAiKosDhcODWrVsYj8e4d+8ePB4P/H4/dnd3hUon7HY7rl27hi+++EI6BT7++OMZKp1YpK/Y2dlBOp1+LpVOIeSvuyqdMIO4iV8Z+v0+VFU9U7Rk4sWhaRpUVT03q+Z9NpqC+Hy+57b0nIXBYACXywVFUSQIA4uzKOBZj/i8I1c4HAZw4vpG6LoOi8UCi8Uivd2Lgvh8n7vb7cZgMJCFIV/owWAQo9EI4/EY7XYbNptthlInle5yuWCz2YR2t9vtcLvdM6ruer2OyWSCcDgsAR8AQqEQXC4XGo0GptOp3BNm/lxkeDweRKNRNBoNNJtN2Z/H44HNZhMK2Ol0IhQKod/vo9lswmazYTAYYDQaweFwiOtcKpXC8vIyRqMRHj9+LOdPdmPena7T6aDdbuP69etSnw8Gg8Iq8NhutxuapslzffLkiWT2fGbUQvh8PmQyGUSjUaiqinK5vNCo5sqVK+j3+6jX67Db7bh37x4cDgfefvvtmWdJBobH3trawmAweCEqnSzJRXggfB1gBvE3FPSTvszgS/F12yJ+HcB7SYp5EWgQYqSzjXT1lwEd39xutywO+P9nqdTP8ky3Wq0IBoOirOZ+nE6nUNO6rmM0GgmbwH/Pm8V4PB4RrY3HYzSbTXi9XjidTsnc2cLGxQZbzsbjsdwPZuTMjknLt9ttyd5J1/KaSL/3ej202210Oh34fD60Wi243W7ZzuVywe/3SwClYYzb7ZZr5nahUAjT6RS1Wg2NRgM2mw1+vx/tdluCFOvjgUAA2WwW/X5fzpFUPlEsFjGdTpFIJKCqKorFIlqtFkKh0EzGTgYEeEapHx0dweVywePxiAOa3W5Hq9XC0tISFEXB4eEhtre3T1HpwMnnLx6Pw+v14uDgAMPhEIeHh9jY2IDT6TwVdI0q9SdPnsBqtYqQ7iwwMTCp9Gcwg/gbCF3Xkc1mRSF7WcGXtRnEXx68l+fR6WfZkjKYndVjvQgMEsYgzoXEfBZFsL1sEdxuN6bTKXq9HgaDgdDApMstFstMVsihFvNB3O12Q1EU9Pt96dn2+/0SxEkXNxoNCfisoVqtVlgsFlitVlit1hk6n5R6pVJBt9udCWQMzrquIxgMijtcrVbD2tqanCuv3el0IhgMwul04vj4GLVaTY5BJgA4CZA2mw1utxv5fB7FYlFU88BsO10ymYTX6xXjl2q1ikgkApfLJeUSVVVxcHCApaUlrK2toVqtYnt7W1rL5jN2GvhomoZKpYJarSaiO7IFqqpiOBzinXfegdPpxKNHj4RKN1rb6rqOSqUCp9OJO3fu4ODgAB999JFQ6QBOBXHjYvDLUulmEH8GM4i/geDq9bLT1Hzpf5ngYWIxjKzGWc/9LK/0s0RM54FBz+FwyPHYBw5gYa/veDw+M4jTMnUymaBerwtFC5wEZk5J4znOi9oIZp4M4uyJt1gsEtB9Ph/a7TbsdjusVqswAAzgAGYy8el0Cr/fj2aziXw+L4wCgylp/8lkglgsBqvVKipuisqcTqco7I32q/V6Hb1eD16vF5PJZCZj57Z+vx+dTgfZbFYEdMFgEP1+X+5DMplEPB7HaDTCvXv3RMC4srKC0WiEWq2Gp0+fAgA2NjYQj8fRbrextbUFv98Pl8t1yt6VrMB0OsXPf/5zTKdTxGIxqatTdOd2uxGNRpFOp/Ho0SMUCoVTVDp7/WOxGO7evQtN0/DjH/8YXq8Xd+7ckQXU/PFtNhsePHhgUukvATOIv4HgCv0yB0eaSwBmJn4RoCAMWJyNTyYTTKdToT9brZb8jhnniwZxXdehqqpkRcZFw3mU+nmZeK/XQywWg81mk4yPQZaBxGq1CqWuaZq8+Ov1Og4ODuR/5XIZu7u7ePToEdrtNo6Pj3F4eIhMJoODgwP4/X6MRiO02214PB7UajVMp1MJrMCzur2xX73T6YjAjS1oqqoim82Kjzod7GitWiwWoSgKbDYbDg4OUK1WZdQo/4Y/Iw1upOxdLhfcbjd6vR4qlYqYyqRSKdjtdhnAsrp6MnoiFAphe3sb/X4fDocDiUQCwWAQhUIB3W4X6+vrcLlciMfjKJVKKJVKiEajohQ3gjV8RVGwvb0tdH8oFILVapX7lkqlMJlMcOvWLeRyOZRKpRkqndfENrzNzU0oioIHDx5gc3MTFovlzKDr9Xrx8OFDWCyW547z5LhVMwufhRnE3zAYX5yXOYgb+27NIP7y4IQsRVEW1sUZXFVVxdbWFra3t2d+7/V6MRwOz7QYNWI4HM60lhlp+nlKnQsDjoRcVBPXNA3j8Rher1foeWb1drsduq7D4XDMDE/pdDro9Xo4Pj7G3t4ecrkc8vk88vk8Go0Gdnd3kcvlxHHt+PgYmUwGW1tbMuCk0+nA6XSKWIzBFsAMpa0oCux2OwaDAVqtlojagBM3tsPDQ9RqNTSbTQwGA3Q6HdTrdbjdbuzv78u19ft9HBwcoNPpoNvtyv1utVool8sYDAYiTiyXy9A0Tc5vPB5LHZ+MArsC2OPt8/kkQz86OoLFYkEgEIDH44GmaUgkEqLY9ng8qFQqGAwGkl3Pg4G11WqhXq8jEolgNBpJ/3q/30coFJK/vXnzpoj1SKVPp1NUq1Wx2uU9pa3re++9d+40PYfDgePjY1m0nAeTSl+MSzWK1MTzwRes1Wo1g/ivCdj/zYx6USauaZo4cI3HY6Hd+WL0er1oNBpiwHEeBoMBFEWBy+USgRmzW2NW7vV60W63MZ1O5RkvysR7vZ7Q4AzYg8EAmUxG2AWn0ylGLjs7O9A0TXq/A4EA4vH4zLjJyWSCXq+Hu3fvyiAVBvNKpYJYLAZd19FqtcRYhpmn8TzJBnBRMRwO0e/35VhUurvdbgQCAVy9elXU3nfv3sXnn3+OVCqF27dvw+FwSK16NBqJHSqDPIPs6uoqcrkcqtWq9JQDJ5mxqqqyqBiNRvD5fCgUCojH44jFYtjb24PT6UQul8Pt27fh9/tRKpWQTCZPzVvvdrtwOp3iUz8PZshHR0cATtgHiv/Y580SCAC5h8bvdqPRwGQyQSKRmJlKZjSxAU7Xw4lsNovRaIS1tbWFvzeiVqshFAqZVPoczEz8DUO/3xf6bzKZXFqFunGa1mVebLwJ4EuTNdxFmXipVEKn05GaKoAZ4SNbm16EUufUMovFIvPBHQ4HbDbbzAvcSKmf1V4GnLzQXS6XzCTn+bGti9T38fExOp0OBoMBvF4vrl+/LgIxY21c0zQZyjIcDmGz2cSyNBaLQVVVodLL5bKwEDabTWrjDDjG2jVV6+12W/ZD+pa0vq7raDabiEQi8nvgZBHi8/ngdrtRrVZFEOb1ehEIBNBsNqXWbrFYEI1GRVDGMkQwGEQulxMR3GAwQDqdhtPpxPb2NpLJpCwSKpUKLBYLut2u9Mkba87ZbFYydarTF8HlcuHw8BDxeBz9fh8+nw/dbhe6rkvGSyHgkydPkEgk4PF4sLW1BVVV0el0To2cbbfbaLVaSKVSYtd6VuD9xS9+AafTiStXrpz7niCV/jrnhl9WmEH8DUO/34fL5ZIV7mUNkOPxWFbiZib+cmCAZCbO7Bg4obHL5TIajQai0SgCgYB8NuatTL1e70wb11nH0jTtVD2cPdXGIM7A3uv1Fhq9ABBKmcfu9/vSqtXtdpHNZkV45nA4sLy8LAGJQRqYFbjRu5s1awBSI45Go7JYYbZus9lEQT4vvqNCnApy0urRaBTdbheTyQTRaBSRSASDwQCHh4fQNA1ra2uo1+uyKCA9H41GpRQwHA4RjUbhcDigqqqo8oETutvj8SCbzaLT6cBqtWJ5eRm1Wm1msRQIBLC+vi4tdf1+H8vLyxgOh8hkMmg2m6IoN2J7exsejwfLy8uyoFmETqeDVquF1dVV9Ho9YXCCweAMve1wOLC3t4fbt28jHA7j0aNHcq6k0YmPP/4Yuq7jO9/5jpQbFlHltJLd2Ng40xefqFQqYoNrYhZmEH+DwNqix+ORF9FlDeKj0UgyGzOIvxwYSJmJA8/KKsViEf1+X1qThsOhGHksCuKKopw5ghKYbS0zHpvBbl4Zz/Y1Lgzma+Kk0lm3pWDO6/WKj7bP55NJYYqiQFEU6XkfDoeiJCfom02zEg738Pl8iMfj8Hg8GI/HqFQqkn0DJwuUefEdF5mtVgsej0eydNayXS4XnE6n+Jg/fPgQ0+kUb7/9Nlqtliw+eP08V5rXBINBGcgynU5nFlChUAiqqqLVasHhcCAWiwmdr2maLNoikQji8TgqlYpQ7C6XCzs7O1AUBdFo9NRzPDg4QCqVknr2WQu3w8NDAMDS0hJGoxG63S68Xu+pWd6apqFUKuHmzZtYW1uTcaWxWGyGRgeA+/fvw+v14gc/+IEE6kXY2tqCpmn4xje+Abvdfi5LRGvdRZqLX3eYQfwNAleqb0IQH4/HQh2aQfzlwOzR2FNNb25SqQyKFBEFAgHJ3ghmt+e9LJktMnMajUZybAZE4/NkBtjpdKAoyqk2on6/D7fbLQGZ12Kz2bC5uYlkMikvZtqvkr4dDocYDoczqmrW/uPxuJjEsGzg9Xrh8/lm3No47pPCO14PYbVahT5mecDv9yObzUJVVbjdbsnQQ6EQstksXC4XEomEaASM97TX60nWSwqfQddIv/PesCxGCt1isaDVas2wIQCwvr4uhjXVahWJRALVanWmzk8cHh5CVVVcu3ZNzGwWTWoDTgxe6K/ODohoNHoqMO/v70PXdayvr+PmzZsyG31e8d5ut3F4eIi33noLm5ubsNls2N/fX3jsL774Ag6HA3fu3BFdw6L3WbvdxnA4NAVtZ8AM4m8Q+v2+GDTwi/siauPXAVJoZhB/eZDVIBRFwfHxMSaTCZLJpARcBnFSt41GA61Wa0Y3QfXz/JhO4FlrmdEBjBag3D+AU5S63W5Hu90+k0pnMGJWzgDBfuTpdCo+3VyoOhwOEerNU+kAxJ/cbrejVCpJsLJYLAiHw+h2u5LpU6hHFmI+m6N4jVawy8vLyGazcu5klMhS0GWNYjjS+vRJt9vtcDqdUgtnPzZd8Kgz6Ha7MjLW5XKh1WqJJ/t0Op2hyC0WC/x+P+LxOPb29mTsqnF+N7G/vw+r1YpEIgGn04l4PH5qBjrwTEdx48YNFItFcYubD+DASY2d41OTySScTqcMeDHiX/7lXzAej/Gd73wH4/EYa2trKJVKp6jy0WiEg4MDXLt2DXa7/dx58aTSzSC+GGYQf0MwX6tkf+dlzMT5kjJm4pdVgPcmgKwGcBIYOQYzmUyK7zih67pQ0Z1OB/v7+zg+PkapVJrxFF9Eqc+3lgEQWhd4RpWfRanPv/yNVPpkMpFtyChQ9c3PMIM4a7L0Bp8P4sw+WZNvNBrCRABAJBIRVToFaE6nc8a5jZhOp2i323K80WiEGzduoFqtQtM0yTQVRUGpVILb7cbq6iry+bzoE9j6V6vVxO99OBzi2rVraLVa6PV6ImSz2WzodrvSVsa54R6PB6VSCbFYTKh4oxisXq8jGAzi9u3bOD4+htVqRSqVWkhVk0qnnmBtbU3sSo3g316/fh2FQgHBYBCxWOwUU8ORp1evXkWtVoOu69jY2MDe3t6pz8Lnn3+OQCCAd999F5qmYX19HcBJ1m0EqXS6uXFBtoglqtfrCIVCJpV+Bswg/obASKUTl7XNzCjE4gvTzMbPxnn3hmIsCn+KxSLcbjfi8bgETRqjTCYTjMdjKIqCZDKJ1dVVOBwO8Qbn+Mp6vY5MJoNWqzXzEmbnA4M4F2PzQXye/WGQnq+79no9odIpqCPdzuDIgMw535qmYTQayWAQLiK4OCGVPhwOpRWr0+nMiKvC4TCGwyF6vZ4M/WD72Pxio9lsQlEUhEIhyd7J59wwAAAgAElEQVTj8Tgmk4n8myiVSgiFQiIWI0ugaZqMNDW6zt26dQvAs9YoPksOKOE5ceAISxLzk9qAk2zUbrfjgw8+EK/1zc1NZLPZGWMfUuk3btxAp9OBy+WSnu55Sn1/fx/JZBKDwUDOIxAILJwxDpwsBiqVCrxeL95//32ZHU6QSt/c3JTP5fr6OrxeLx4/fjyzT1Lp3BbAQkqdVPqiur+JE5hB/A1Bv9+X1SpxWYO4UYjFl7YZxBej0Wggl8udyVQwYCqKgkqlAofDgdXVVdhsNsm02A/OAGi32+H3+0WoFQgEsLKygtXVVcTjcUSjUQyHQ+TzeelX5thOTi3jfoFnNDptS+eDuMPhkF5sgi9j0qRsC+M+uFBgpwWDMlXk9Ann4iOXywl9axTwqaoqU70ILiqGwyEmkwmCwaAEWQYsgvc0EAig0+lIXdzhcKDb7Uo2TFFZIpGQe8R6Pc8FOCkR1Ot1KRXQgY2mMhTXkX5XFAXxeBx+vx82m00WCuyZB06+O8zE2+229JZTqf3w4UO5np2dHVitVmxubqLT6Uivvc/nm6HUi8UiOp0OVldXZUCL1+tFKBTCeDyeuUd7e3sIh8NiyBOJRGS0qDHDNlLpfOZ2u10WG1yYzFPpBD8rxkWESaU/H2YQfwPA4QbzbSKLXqiXAcwGf12D+HA4xNbW1sI6pBEcZ8mAswh8vsyK2ULFgSHAs7q10QiI06hGo5EEV6vVKjOg0+k0fD6fZLdHR0cyjYswBnF6gC9SqJOCH41Gsqg0GrwAEJEdgzgzcYvFIn3ciqJIfZzbkloej8fY2toSm1IK+FRVRSAQmGEBVFWF3++XhUMgEBCamlQ2z7teryORSEiveygUQqPRQDwen8kKM5kMbDYbksmk3BNS+sPhEKPRCKlUSmh79pmzVk/1vKqq8p2geYrP58N0OkUoFEK73YbP5xPPd+CkhMABK61WCxsbG5hOpxgOh/B4POKZPh6PkclkkE6n5dxp8hKLxaScAJy0oOm6jnA4jH6/j3g8Dl3X4fP5oCiKBNJms4larYZEIgFd1xEIBISduXbtGg4ODuTzcP/+faHSgWde/nfv3sVkMpHFBueNz08sW2QPXK1WTSr9OTCD+BuARVQ6cLkzcX7p+MK6jOd50RgOhyiVSsjn86hUKsjlcuduz75c4Flr1zz4guSAEGaGNH2hOxt7oafTqQRIr9crC0AjFEWB1+tFs9mEpmmIRqMYjUao1+uyqOCxqb2oVCooFAqnDF94bhzswRcw+8H5/DudjqjJjT8HIAGXmRvnl3NhwGDYarVE5U5RGe1GOdebx45EIrJAcTqdiEajcLvdYgQznU7FbSyVSqHRaMBiscioUQZr1uULhYKICMfjsRiP8BwpYGPgZbsY+6jpa8+SAo8Tj8dFNc/SAiel0Wa0UqnI3yuKgrW1NcRiMdTrdXi9XhQKBbRaLaHSb968KYp9Dj1h1s597u/vS3C02+0zw1E4YAY4mTFORza/3y/9/gBw584daJqGL774Au12G9lsFnfv3gVwskAaj8dwOBxYX1+Hz+cTSn0RlU4Y7YGpUeAgGhOLYQbxNwCDwQBWq/XURCe2/Fw20ZjR3OHXIRPXNA3lchmFQkEyP3pinzf/mwGGCupFMGakxnYeThczZqBsEeJ27A5YpESnZWo+n8doNEIgEEAkEsF4PEYul0On05GgOhwOUa1WUSwWkcvlUK/XZ7JxWsLSZIVZIBednOfN/5738eZ4zk6nI0pw1nOZcZIWd7vdKBaLAJ4tbtPptGzHsgD7nhuNhlD28XgcDocD5XJZhpNYrVZEIhE0m025BtqU+nw+NJtN8SC/evUqAMhzdbvdCIfD0HUdjUYDw+EQtVoNgUBAaHZem8fjgd/vx2AwQK/Xk+fG0gDhdrtlKhv3yQUGRYE3btyQrHVpaQndbhcPHjzAwcEB7HY71tfXRSXPZ8CSQa1WQ6FQQLvdRjQalayaJkH0byelfnh4CIfDgVAohFQqJZ93ANjc3BSF/D/90z/NUOnzpZjNzU1ZbBwfH+PmzZsLDWB4vv1+X6h006XtfJhB/JKDtpaLHJcua6+4MRP/OgvbRqMRKpUK8vk8VFVFKBRCOp2G1+uV+uFZxiocysFBFzQtWXQMRVEwGo1mFnFOp1PalAgqoxnEOStbVdVTFDgFWQwqFDatrKzA4XCgVqsJk9DpdKROPZlMRMBULBbR6/Vk34FAAMPhUJTh/MwyILCFa1EQN7ap8b+Nte5qtYpYLCbWozRJ8Xg8YhJDuljXdSwtLYlhC++bx+NBKpVCu91GsViUoR8Uo7EeDpx8p+LxOHq9Hra3t2GxWGSSWLvdFqqYorRSqYRKpSIswGQyESaDCnweq1gsolwuS8mD94ZtZeFwWOxSd3d30Wq1ZPymoihIp9NiY3vt2jWMRiM8evQIBwcHWF5ehs1mE1reiEgkgn6/j88//xyDwQDr6+syOY5mNmwxVBQF2WwWhUIBiURCauJkfADMUOpUpXOcKLchc3Tr1i1MJhP89V//NTRNW5iFc5/UI5iq9BeDGcQvOVRVFQpyHpexV5x+7vN0+tcpiNNwI5fLyZzsdDqNUCgkfuOkKZvN5kKmhAGLk72AxZQ6hVD9fh97e3viwsaXI1um2IJotORlvzLpXyP4jDRNQ6PRgK7rQokzMDEDLxQKkskGg0EsLS3B5/OJK9rR0REajYYsLDhq1Kiep2DNWA8nSO/THtRqtYptqsvlkkVDLBaTQNhqtVCtVhEOh4V96Pf7Urf3+/1wOBwzQZwjPT0eD3Z2diRQ04SFwYvBjJnnwcGBOMHx2VH85vF4kE6noWkaDg4OAJxQ12QF2AdOs5J4PI56vY5arSY0MZkGzkYHIPtkKxb/DZz0qUejUVSrVdy4cQMrKyv4/PPP0ev1cPPmTdECzA89MQrhgsEglpeX0ev1ZjQUFB+63W5sbW2h1+vhrbfekn3ND+C5c+cO+v0+MpmMUOl85kY7WlLqW1tbMq70LHi9XnQ6HZNKf0GYS5xLjn6/P0ORGnEZM3Fjexnxphu+sHVL0zRks1l5mQcCAQSDwVMmJywnUHA1GAxmFmGj0QiDwUBMQ2gFOhgMTmVP3W4XtVpNjH729/fxzjvvCO3carWEktV1/RTlTjqcYi/C2P9dLBYRDodn/tbpdGJpaQk2mw0PHz6UiVwUnXGwh6qqyGQyaLfbqNVqyGaz6PV6M1Op6JwGPLN+5bXxszudTlEul0U5TwrZarXKYBSOvbRarWg2mzg+PkY6nZZWOXqZX7lyRURnZCEcDofU7tfX1/Hxxx/L7OxCoSDb855w8MlgMMDx8TE+/PBDcVRjvZnfy1gshnA4jM8++wx37tzBYDBAs9lEo9EQNqHVakkrHMearqysIJPJIJfLodvtyrPc399HNBrFeDzGZ599hvfffx+dTgfb29sYjUbI5/OSKR8fH2NjYwM/+clPoGkabt26hUePHiGTyaBWq50yg3n06BEePHiA9957Dx9//DGePn0KXdeRy+XEVS6RSEBVVXz66aeiw8hkMgBOhtawvY5sCx3m7t69K+1u1WoViqLMtL+trKwgm81ic3PzXJ/08XiMdrttqtJfEGYQv+SgbeUiFyWuci9TEDe2lxGXfZIZB4pwohbHefJ/DEDVahUHBwf45je/iatXry6c2AWcvIRId/Z6PXS73Zkgzn5gv9+PdrstGeh8i1alUpEpV4FAAIFAANVqFbVaDbFYTMxRbDYbms3mqcUes8pFdXFmXF6vF7Vabaa1bDwei9sbjVzK5TK2t7dx/fp1eYkDJ1R4OByG2+1GKBTC7u4u9vb28K1vfUuuudvtivKcixRm+QRpfVLxDAwUkrEW7vP50Ol0RPxULBalXpzP56HrOpaXlyX4UHSWSCRkiti1a9fwn/7Tf5JadK1WkyDOMsNwOITdbsf29jYODg5mvOE5pxx4VrKw2+14+vQpPB4Pbty4gUqlgm63K+6KdEQjtU4mgWwG+8ZdLpfQ8qzbc8Lb7u4uQqEQMpkMRqMRqtUq7t+/j1gsJtPffvazn6HZbKLb7aLdbp+ywf3iiy9Qr9fRbDbx0UcfIZfLyTAZfp642CsUCnjvvfeQz+dnPpeNRkPEhiwBsP2u0WgAOBHQ+Xw++Tdw0md+//59XL16debnZyGRSJw6fxOnYQbxSwzSbGdNIOLL6zIFSOPYTOKyD0HhS5MgDWi32+F2u8VdzPgiPyuAA7OWs5ydzWx7Op3KkAnWIyku6vV6aLfb4q5FwRm7EKLRKAaDAfL5vPycNPVgMBBhlhFshWKNlpmmsR/78PAQo9EItVpNjkvlOnusDw4O8OjRI6yvr8tiZ/56jbag29vbInJiJm6sh9NYJp1Ow2KxIBgMYm9vD6lUCpPJRDzaOcVraWkJjUZD1PdutxupVArhcFjcy6hm5ihV0sOtVkvmi/MZMGOu1WqoVqsIBAJQFEWCuKZp0kt99epVfP7557h69aoI5yg+Y8sd2Qx6oDO4U8jn8/mQSqWQTqdx8+ZNdLtdXL16VQx8KIhj33YsFoPVasXS0hJCoRCuX7+O6XSKGzduiGivUqkglUohEAjgD/7gD6DrOj788EMpubDVi3jy5Alu3ryJu3fvYnNzE8ViEbu7u4hEIlhaWoLf70culxN3uW63i7W1tZlAOh6Pkc1mEY1G4ff7UalUsLq6Ku11AOQzHYvFZpilq1ev4lvf+tbChGQeV69efaHtTJhB/FJj3kFrES5bmxlFbcYv4GWm0xkAObnJ2Ns+D/78LCU5QScvvsypzg4EAuh2uxKcuC1wwqYwIwuHw6LIzeVyooSmcUgmkxGTEgAyKIR+4kYwqNAX3UgXs82KdW/auDJA0decqvdarYajoyO4XC50Oh1pw2IGyf+OxWIoFApinsL7xVor8GzGuLEk5Pf7ZbHBhUwqlUIymUQoFJK6M8sUa2trIio7Pj4WxkFVVZRKJVgsFoRCIbRarZlRqZqmwel0YjKZoFaroVgsSv3bOMv7wYMHcLlcuHv3Lvb29vD48WNEIpEZ0xqr1YpyuYzBYIBUKgVN0/Czn/0MsVhM1OtsoYtGowiFQhgMBmK7yg4DRVEQDodFS5DJZKDrOt5++23k83ns7e1B13XRBLBt7unTp7h16xbu3r2LcrmMbDYLXddFwU5QJLe8vIy3335bPgM2mw3BYBBer1c83Fk6WiQqM86V7/f7GAwGiEQiM4tHijGdTuepQGwG5ouHyVVcYnB2+HmU0kUavhh7bb8qFs0Ofl1B/EWuhxmpx+ORF/h529KM4rz9krZlXy/VtsCztjJjAK5Wq0JZulwupNNpBAIB6YPm+EmHw4FgMIhAIIB2uy37ZOY4L2QCntXFjUNPGNBJVwcCAXg8HqyuriKRSEhWarfbhdKlW+DR0ZHQwcbrZTAeDoeSRe3u7s44k7HdyjhjnOAihAGOYz4DgQBCoRAAIBgMCo1ss9ng9XrhcrkQjUZRq9XQ6/Vgt9tRLpdRq9UwHo8RDAahqqowLQzinD3OWjSpdOAk0BQKBZRKJaytrWF9fR3JZBJHR0c4OjqamSHe6/VQr9fh8XiwubmJ9fV1ERjG43HE43Fp9eJnzTghjveCCxybzYZ+v49SqYRoNIpUKoVoNCpDRIzB0uPx4PDwUMbQXr9+HZVKRcojxHQ6xSeffAKLxYJvf/vb8nOj6M/oP0BtwaLPE7ft9/uo1+twuVwLx5by82PiVw8ziF9ScDTgWVQ6cVGZOHudzxOcvAjmJ24Br6cmPhqNpB/4PDCwLRIOLtqn0+k81Z9thHH4C7Nw9h63Wi2Mx2PJwjnHWlVVeL1eXL9+XRTePB6PQ1rS7XaLwxfr4M1mc6HqG3gmMKQ/OfAs6LPFjWYpzJIottN1XYZfRKNRLC8vo9PpoFqtinqY2zE4crJaIpFAsVhEPp+XxYLT6ZTAZ2xBY7YfDofR6/VQKpWgqiqi0ag4iAHPTGVY62UAYskDgDAgR0dH4scOnNS9eR80TZOAyVIHF0GapqFer8uglZWVFUQiEayurmI6neLo6Ei+I2zxo9nOtWvXcOvWLTGmabfb0mro8Xig67oYwJA1oBsdR56ShdA0DbFYTMxiVFUVExzeC3ausHSzuroqnwcuGADgF7/4BZrNJt59990ZX3w6xhkDLs99kS8F4XA4pFd/kfDMaNpj4lcPM4hfUvBFcR6VDkCGO7wsuI+X2RfrmJchE2fN9jyzFQBCMZ9X4waeTQcLBAIzVqbzMGoCjK1eiqKgWCzCarVK8OJCjaMY2adsDLbdblesOwGIII5KYiq5jf3hRvDYXEgx+2u1WmJa4vP5JHAY7910OhUldDqdxtLSkvRjM7gbaWqeN7P68XgsojCeH9vHOBiF1wmc9DG3222ZU51MJmcCAcVmnDXO+9vtdhEIBBAOh6FpGlZWVgCcCBHZgkfnNeoQeD6sRfP5t9tt5HI5ERNGo1HY7XYsLS0hGo2i1+uhXC5jOBxKqxlFcT6fTwaucAALxZHGGeN8LrSAZRZut9vFx97j8cjfcPHj9XrFaCeTycDn8yEej6NUKsFut8ssdavVCl3X0Wq1UC6XsbOzg5WVFTGr4XVy38aAS08C4wS1efBzQ7/3efB5m3g1MIP4JQVbip5ndEChzsvS4MZWn6+KRcp04PUYvjCYnpUxE3TVeh4otuKLctHIRONxjUGcmRoDhlEFTraFWT7rsQDE2cvv98NqtaJSqcz8m2B9/Cz60lgmYM3Y2IdND3XjgAr+P6niZDI5kxn3+32h1nm9PG+3241EIoFQKCSDL3g/mL3PU+nAs8DGSWXMQI3b0d+c08sAiLtbJBKRli4OiTk4OBD3MwpBuXAidezz+RAMBqFpGp48eYLBYIB4PC7zyemZTnZlOp3i4cOHYuRCzQLpZ9L+DKSswRuH1rDEQhGezWaTRZnH44Hb7ZbvNBeakUgEiqJgb28PuVwOa2trWFpaQrFYlKDpdrtlAEy5XMbPfvYzOJ1OvP/++zMLIqPfgDHgst5/1ntnOBxKx8yiQD2ZTDCZTMwg/gphBvFLCA7EeF4WDlyc4ctFZOKLlOnA6zF8MQbxsxY4817jz9sfOwWcTueZNL3xHlD8NBqNhKUwBl8e3+/3z7RskeJlryzFVL1eT9qhKDrzer1oNBrn1h/nKXVSy/x71swZhFnTLBQK6Pf7iEajiEQikpmyhlsul1Gv12f2zWtg/7Sxdm+k0o2f7eFwKFarzNLj8biwTCxRMPD4fD6EQiE0m010Oh2Mx2P4/X7JYJvNJlZXV7GxsYFGoyEqczIRNGohdW2325FOp8VmVNd1hEIh0SUwu6W4zuPxoFgsin87AMns2WfNAUCcwmaz2cSKlc+k2+1KO6KiKDIWlWp23k+2+rndbjidTuzs7MiYT/adWywW9Pt9+Hw+BAIBDAYD7OzsIJ/P4xvf+Mapzzjr4dRsABBTIS5o5sE+fbYVLtpm3qnNxK8eZhC/hDhr4MkiXJThCwPsRQTxRXS68RivAsbrOCsb50vyrNqfERw0QkvV4XC4cL8UeTHrodnKZDKBz+ebUbZztrXRntTtdovyt91uSw2c58pg7nK5pN7OtrWzQKMTziRvNBpyjgymNJthoAOAbDYr3uKhUAhut1t84Tlt7OjoSOaZDwaDmaw/GAxKZkYntXkqndfEvmiLxQK/3w+/3y/3kPfaWGLijOzj42MpUYzHYxksoigKbt68iZWVFREOGj3LmQkz86XvOz3YY7GYLJR4Hsyw+czolc/nwEzb7/fLaFO/3y8jUKmI52AQ1vbJKrC+bbVaxTEPOMmaE4kErFYrDg8P5ZnQcY775/6uX7+OnZ0dNBoNpFKpUwGc0/OMvurASVlC13XE4/GFi99GoyEuatSGzMNoyWri1eBCgriiKL+jKMqWoii7iqL89wt+f0VRlH9WFOXniqI8VBTl+xdx3K8rSD++yGr2ogxfLopONwYw4nVMMuOLEji7Lr5oFvVZ4MuJVOciK1Me17g/u90uxhbJZBL9fl/uMenTer0OXdcliAMQE5hIJDJTA3Y4HEIN0wnM2Ne7CLwPbBPj/WAwsNvtYnhDT/dOp4NWqwWfzycWpk6nE263W5gBq9Uq9XGKthaZzZBqJ4VvpNInkwm63a4EaafTKT3d7C3nfSKNS7ta1og5CIiK6XK5PDPLOp1OI5PJIJPJCMtgs9lQr9dhtVrh8/mQz+dhtVoRj8fR7XbFHMb4fWBAp72pqqqiVieVzufEyWXzE9i4DfCs+4RudGydo+aBQkG2J7JH+/r162K7GolEJEPudDqwWq1IJpPY29vDZDLBt7/9bfR6vZnyD7s2jINygGdlCZ/PJxoQ498Y55PP268avydsvTPxavDSQVxRFCuA/xXAvwHwFoDfVxTlrbnN/gcA/6+u6+8B+M8A/G8ve9yvK86aHX4WLioTvyg6fdEK/HXVxJ1OpwTARXjRejjwzAuadVCjAG3+uPNBnBOlIpGIDLQBTjJxKtkpcmPtOJfLYTwez/hrk8ako1owGBTlOIPSoudnpNPpk85pVaFQSBTx4/FYxFjFYlHqz8FgUDJGBgmHw4FqtSr1fA4lMd7P4XAobmDD4RDlcvkUlc7AC0AmlUWjURllSSaDQiwuJmiBSrW5pmloNpsS0HO5nCye3n//fXi9Xnz22WfyLBRFQbValZo2e8XZCsdFhPEzWyqVZELZYDDAysoK+v0+stmsdAxwkcAxpfl8HpFIBA6HQ8R1XJCwvNJsNmfsaH0+nzyTSqUiGXqtVoPT6UQkEkEikZB+bqfTiVKpJLT77u4ubDabtLg5nU5puQOejVfl94MsCssSZKb4+Z5MJqhWqzLNjM+B7JQRzxPFmbh4XEQm/m0Au7qu7+u6rgH4fwD827ltdAAcWBsEkIeJheCL/UWDOMU6F1UTf9lMfFFW+6rpdNYqbTabOHDNgwKrFw3ibA1iPdooUjJiPoizlu5yuUQJzIyZgiXWTo118VKpBKvVKrO+p9OpZMJutxu1Wk2mn7HXm/XXefBF3e/35Zw5dY3OZlyktNttmRDGjItZJlkLh8OBWCyGVqsl2o1OpyO1edLS7XZbjESYcTO7JvL5vNwfTdMQDoeFhiezw7YvUvUMcL1eD6lUCrqui8guFArhypUr8Pv94obWbrfx7rvvQlVVfPTRRzP7DIfDsriIRCIYDAa4du2alCjYQqeqKsrlMpaXlxEIBFAqlWRiXblcls8IAFlgkMqfTqeIxWLS1TAcDtFsNoXS59S1brcrKnV+Lvn3zNbX19dlWh2NY/x+v7TltdttsUul7SkXgrS5pW2scT49s3gOoOHiiX9Hmp0LDf6d8btFNscM4q8WFxHEVwAcG/6d/eXPjPifAPzniqJkAfwtgP/mAo77tQRbYl40uAAX0yv+spk4A+eiTPxVB3GjuIy1u/ljf5l6OPCMJjRmpPP2o/MT3IBns+B5X1jfNpqtAM96pYGTIE5VuFEwxnMNhUJCwzMI8wXc6/UW9vpzvCjrvOPxWFzhGDSp3C4UCtJOx3nnwLMxkaPRCFeuXIGu6zLhzGq1yhCUSqWCbDaLg4MD+P1+BINBmeplrLWyZMAWLQAzrmXD4VAWqNQHMFPu9/vSk26325HJZEShHw6HEQ6HEY1GEQgEZHGRTCZxfHyMp0+fotFoyGJK13Wk02nkcjnY7XYsLy+LUG4wGEDTNFlsJJNJ+P1+tFotaT1zu904ODiY0TtYrVak02lMJhM0Gg2ZJ05WgUYprVZLzFKYCQOQz1m9XoeqquL/fuXKFREhcgSr2+1GvV5HvV5HoVBAKBTCBx98AKfTKZ7tkUhEFme0/WXApQbD2JPvdDrlXOnKZvxuLwriRtGgiVeHVyVs+30Af6brehrA9wH8X4qinDq2oig/VBTlU0VRPq1UKq/o1C4PaAH6Iqp0Iy6iV9wo4Pkq+zqrvQw4qY2+So93YxBf9LIBToK4MbieB9LPzMS53/l+8Xl1Pg1V2FsOQOrBjUZDDDsKhYIEVgBS3zXWWY3nysElzE4DgYDUkxms5xctNCbx+XwiIKOBDKlcXo8xIFLIB0BYA+DZBLdSqYTxeDyT3fp8PlitVtRqNRkoUy6XZ2aF0/KVwjLW5alKJ9PBYA4880xwOp3odDoyUAQ4+cxaLBYxsOHfU1kfj8fFZGdnZwefffaZCMESiQRcLheKxSIikYi49wUCAfR6PWQyGfR6Pfh8Png8Hgl2HFpy/fp1aJom9416DNaX6YAWiUTg9XpRKpXQ7XZnFnYclmL87judTlQqFZl1vry8DI/HI0NYxuMxwuGw+MYfHBzA6XTirbfegtfrxdLSEprNJlRVlXOvVCrCnjDgcjFjdGijCI+LyXn3NrI7xu+VqUx/PbgI7/QcgFXDv9O//JkRfwTgdwBA1/WPFUVxAYgBKBs30nX9TwH8KQB88MEHL9f4/AaC2cqLUunE/Jfpy4J95lx9z7dCvQjOUqYTr9LwxRhMjQpnI7sxX789DxQ4GTPxRSM+eVxFUVCr1UR9HgqFZhY5nFTF7JsLAmapzByNBiFGxoBZcj6fl8EjhUIBo9EIsVgM+XxehmgY/d7Zk879sa5NS1cqpDkwxGazIRAIyDNlACfzs7q6inw+j1qtJqp89nYzwPn9fnS7XRQKBZm17vF4kEqlsLW1hfF4jFQqJfcuGo1KwOfCptvtotFoSMsXp4IFg0Hs7+9Li1U+n8dwOMTS0pII/ex2OwaDgZilsHTwj//4j1BVFe+//z42NjaknS6dTksffDwex/HxMfb29pBOp8WshgH58PAQgUBAstyjoyMAkIUEa+rVahVPnjxBNBqFxWJBNptFtVrF8vIyhsMhjo6O4HA4xAee4CInFApheXlZPq8+nw/NZlOu6/bt27h37x7G4zHW19fFRS2VSuH4+Et1WIcAACAASURBVBiFQgHXrl1DLBaT9kK32y3lnHq9Lg52BI/Fks4izIvbTLvV14OLyMTvAbipKMo1RVEcOBGu/c3cNhkA3wMARVFuA3AB+PVLtZ8DfiG+DJUOvDydzr/ll++iM3Hg1U4y46xjBl3jBDL+/svUwyngob3lIitTbtftdlEqldBsNmUco8vlmqHd2QZFe0vSxMzcK5WKBE/+zBjEWSs21qiZGTKDbLVayOVy6Pf7QvsbX7rsy2YW5na70Wq1RPRElzeXyyXXS1U3F2Qch1oqlXB4eAiPx4O33npLVPMAxLZ0ZWVFauO1Wg0PHjzA7u4uSqWS1NfZB82M32azIZvNot1uiwLfmDmyJ9xmsyEWi4mnO6ec8V7xmjmR7ebNm9LCR6c12oguLy8DgKjKGeyq1Sq63S6Ojo5QqVTgcrmQyWRwcHCA0WiEZDIpA26Y4dL1jYs23meOZWWmn8/nUalU0Gq1kM1mUSwWxbLWYrHgxo0bUvoAnmXM1D+srKzgrbfewp07d7C2tiYLcC4MyuWylDLY784FLr8L85k2HeDi8fiZC3ouPlkeMZ3aXg9eOhPXdX2sKMp/DeAfAFgB/Edd179QFOV/BvCprut/A+C/A/AfFEX5b3EicvtD/WUtxr6GYPD5sjN0GSA5mOHLYj6If5VgSwOQ8yaAvcogbnzxkGEgvoxfOvdnrPczmFEHQDOSXC6HdruNWCwmKm8ab7Bfmu1Rmqah0WjILG6KzlqtFnq9HqLRKJxOpwTV+SlRzKqprnY6nZL9Gtt82G7FujMHsFCNzOsLBoNSE2a2ype98ZlyvjcAqREzQL3zzjvS+nV0dISlpSVcv34dW1tbuHnzJkKhkLjNPXjwALquw+12SwBjAOX41uFwiEwmg7W1Nbz99tsol8uIRqNoNBrSxz0ej8W1jM+dU7UsFosEFk4TKxaLUBQFGxsbmEwmyOfzsujg5DG2u5Gud7vdKBQK0pMdCASQSCSws7MDq9WK69evIxwOS2vXaDTC6uqqCL0CgYC49Q0GA4RCIaytreG9994TT/V0Oo1IJCKti/l8Hm63G++//754ohPUP+RyOWFMfuu3fks+W0akUik8fvxYppt5vV6sr6+Lyx/LEovYv0W+6EZwNoBxgTh/fBO/elzIKFJd1/8WJ4I148/+R8N/Pwbw4UUc6+sMKqq/LIxtZi8TxI3OTV8WZ7WXEaRSXwXmFeKcPMYgqqrqTEb9IvujOpxgANF1XerCtOuMRCLI5/NSV+Z1G/vo2WpmHHyhaRra7baMrWR/8bw1pqZpMhBjdXVVjEQajYYIsVjr7XQ6ePz4MbxeLzqdjtTX2ZpEK9NgMCj1bArnjINFCGOJwvh3DArtdhvNZlOCFuu3sVhMBGmpVAp2ux1ra2uIxWIolUqoVqu4ffu23Nter4dOpwNVVZFMJuUzyWdBhT4d56glcTgcUFVV7Ec5qAWAGMrk83msr6/jww8/xJMnT3Dv3j0ZbcpRm5zPTpe6e/fuIRaLodvtIhgMiqEL6/sApAOBc895zqurq6jX69jb24OqqojH46KWZy5DgRw/R8lkEktLS2eOxqVIjp8tjlKdB0eXPn78GHfv3sXS0tLMJDcuKr4KjHoTLtLNTPzVw3Rsu0SYzyBfFC9r+MKX0MvS6ectQC5qkhmVuudhPogz+JJW/TL1cO4PwMyzYXCuVqsolUpiFcoJT6QjuS2AGUqdHtWkrOmdTfMSDsBgEGfgZD83hXmJREJ+r+u6tCTxehVFQSKRQCQSQblcRqlUkrYkiqTYU88FBFu45hcPvBYq8Oket7q6Ck3T0Ol00Ol0MBgMUCqVEIlEREUejUYl66QgLxKJiHEM8GxOO1uwjPeBiw/WcanAZ988XewCgcDMIBZFUWS+eD6fF9e85eVlRKNRfPOb3xQTnEwmIyUYzminIGw8Hstccvrfe71e6cEmyI5Uq1V53lxcPHnyRNrE6A1gHA4zmUxQKpUwnU6lF/+sRTmtWs8axEOQhaH6nF0VdKbjQJ2vAi7o2KcPmKK21wEziF8iXEQm/lWPy/18FdqbgeW8zPaiauKtVgulUulMP3RjjzhhdG4j/f1lgziNRXiMbrcr1CzHefZ6PQk+y8vLMk2KLzvjdDBmiwyWpH7b7baowunFbXTAYw2S9p6KoiAcDsu5sbYLnCxWOp0OAoEAksmkjPGs1+vS9sUgzpc6AzrVyfPP1KgHYH/1xsYGbDab0OLtdluCRqvVkntEE5N6vT6zuFBVFeFwGKPRCMfHx6IVoFvcYDCYsZ3lzG3S/WQmgsGg0OGk6q1WKwqFAg4PD2GxWLC+vo7JZIJwOCx+5RsbG1hfX8f+/r7UuNvttgj72JnAZ2NkrJLJ5Ew3wHg8RjKZlOEx1Co4nU75HFElb1Skq6oqJYFkMvnc1keWU+ad1YzQNA3FYhHJZBKxWEz62Xl/6AP/Vd3V6LtuDOKmqO3Vwwzilwike78sXnYIitHv+6tkzGcNPjHCYrGIC9bLoNFooFKpnHmti86F1Dlf9sCXEw8atQqqqiKXy2EwGMDr9SKdTssIyVqtBo/Hg6WlJXkJG/UGDOL07I7H4zNaAjp50eyDWZjxnrEeTgU0AKnb0v3LqDqmC1qv15MAEgqFoCgKMpmMLCi63a64r1Est0ioxJc0fcgp3KOqnL7sZCqMBibMXFutFqbTKZaXl6WPPxgMwmq14ujoSCxBqXZvNpszZji0NmUwJDMTCoXEbY1Z5mg0wv7+PnRdx9WrV2cmkwEni55wOIwPPvgAkUgET58+RSaTEaEdqX2jXzz/djqdYmVlRSaGcTFEgxvOJWe9n37q/L42m02h/enQ9yIBnJ8DlhI4GGb+96VSCRaLBel0GslkEtVqVVze6EfxVbNwwhjEKfw08Wph3vFLgkVGIS8Kura9TCbOL99XyZif117GcwRe3vDF6Dh23rnM30cOLWE9/EVpP7IM7EFmpruysoJwOAy73Y5Wq4Xj42O4XC4sLy/PZO1GvQGDOOnXZDIpCwMqhennzqBPcxZiNBqh2+1KlkhQuNVqtdDpdKRmTKq2UqlIdnz16lWk02lomoZCoYCDgwO0222hmtlCxazXCE5l4zEokltaWpJ2qmaziXg8jtFoJEYnxjnXvJ+s/1Kcx2BOtzQOXGEQN06D41hOAKJIJ4PAz0etVkOhUICiKEgmkzJyldk1GYOlpSX4/X5sbGzIlLBisSifWQ5UcblcM4tHi8UiIrpisTiTjYbDYVSrVZTLZVlcRKNRYXFoYBOJRFCv19Hv96Vf/UVgVJrTIc/4GeHnlCNUU6mULDY0TRMx5JfthJkHP5+qqppU+muCGcQvCRbVXb8MXsbwxcgAfJVM/HntZdwvj/VVwXGUfPkugvE+Gv2iSQ8zq3pRUFVus9nQ7XYlq2K9u1ariXkKFdM8vvF6mZky0LEVjPVe1oN5LNacfT7fjEc1X8DzSmSHwyEWrRRzjUYjeUkfHR3B5XKJD3oikRDGoFqtSmmACwqv1wur1SoCs2q1KufYbreh67pM0ur1egiFQjIWkz3Q0+kUzWZTHN0AyAJKURSZHU4Bmq7ruH37ttTayRxQLMeFKsdyAs/mo9P1jPvPZrPY2tqC3++Xmj1d8lZWVsSeVFEU6YNOpVJYXV2Vc2N5gNkz29xYlmHmSctUerVbrSez3202G3w+HywWCzqdjvR6FwoFNJvNmc4GlgJeFGRMAoEAptOpDDih7z1wIpbj55GftWKxiF6vB13XXzoLB56VqkxR2+uDGcQvCfiy/yqZOPByveJGc5evmokbs89FuIhMnAGDteezzoViG86nBmaD+Jel0qfTqQwY6Xa7khG2Wi20/n/23uS3sURL8/tIiRTnmRSpISJy7PfKTnTDKBQK8MbL6o17YcBw/QHuVQM2bBhob7yw4YU33vXG3hsNr4wGbKBX9saAu7sWDVS/epWVWTEoNFCcB5GUOIhexPsdHd6gFJPiVWa+e4BERkZS5L2XV/c75zvf+c5waII2adMQhZ+X7liKq6sro653dnY2KGHcvnj9zc2N8vm8eXcDQgjzgswHx3F1daVOp2NjZlC6+/v7JojC7IVxJcCm3W7bTDSKahKVwWBgC1T8oozJZKJ4PK7Dw0OrvnF6g46W7kyFoMqHw6H6/b6N4iWTSTM7KhQKZphDT5xqr1gs2jkzl+1ZifF4rO+//97m1tPptCaTiSUMR0dHNvtdq9WsXYHpTblcVqFQ0OXlpZrNpi0WoQ2BIt2DeCQSsZ5zq9XSzc2NDg4OVK/XdXl5qclkomKxaL3pdrutq6srxeNxU4x/SNDq4HvEwY0959jR+qjX65pOp2q32xvCy08JD9xhP/zvJkIQ/4mEF5d9TKA6/djP9iD+MZX4u5KPx9hk5r3KeWBue403YfGqWYxTPgbEUSfzEGSsLJvNan9/38aFfFvCtzh4wPX7faN0pTd9XBZcsBuc6gwlNJXcxcWF2u22mXMEV75Ksg1g/X7fhFtU4aVSyXrQOMcBlMz83t7e6vT0VGdnZ1bVHh4eqlAoGOgiCgNABoOBbm9vdXR0pHg8btUrSviTkxO9evVKr1+/NsHY7e2tut2uXrx4oXQ6rW+++caMbmKxmL799lv1+32dnZ0ZKxCNRk3MJskqUJIF6U2P+/Xr10omk/r6669N/T8cDjWbzUzkJ71hdhqNht0juMthCIN73XQ6ValUMrX8eDw2ZzJ65HgDYKfLzHm1WrUd7plMZmNhy+7urur1ugqFwtaNYPeF3/DGcdMaub29Vb1e31oVs5McD4DH6F97fUFYif/dxKPMiYfx6eFdxj4m7gPf0Whk2562BQ9uT3fyd/f9knc6nQ0a8l3KdN5X+vQtaYvFQpFIRMPhcOuoGONlUL88oHHJ+lBXKR6uiHeSyaT++q//Ws+ePTMAQHnsz+3i4sI8r6W7Cp2Vmhw3ynXoWRIQP57E4gq/xtRXngRbwLyq+i//8i+1t7encrlsi3WgrmezmV6+fGkiOURQR0dHevbsmVnAsiqz1+upXC6r0WiYjSoMRaFQUKPRUL1elyRbtYn/9r/+1/9aq9VK0+nU+tH5fN4EarlcTu12W4PBQE+fPjXGJBaL2YKP4+PjjfNm9h/L0MFgoB9//FGVSkXZbHYjMcZ2tlAo2KhVMplUJpMx1mJvb8+q46OjI3W7XfNzByhTqZQtBUkmk/YZjUbDZuXpP0uyuXPOHVq73+/r22+/VTqdtu806Mx3X3BvcB+n02ljSBhN2xYkG5eXl/daqX5MxONxY6vC+P1HeNV/IvGxynQCB7Eg+OJ8dR8o87DxFaSkB0E8OPaEH/ZD8RggznmUy2WNx2N1u10dHm4uzKMSB8yhvklOWMbyvkFyRfUFoEGFk9D4BSaoo+fzuV1fgBr1uZ/th1JGrbxcLm2OHBCjzzkYDJTL5bY6Y5FQML41Go308uVLzWYzu/7JZNLuiU6no9VqZdaoVO+7u7vKZrNqNBr64YcfdHFxYYwAy0G4X9letru7ayYog8HARqCWy6WJ6G5ubnR8fKzJZGK+8qwg5Z/pdGrgzMIPRrjY2kWMx2NjC6LRqF6+fKl4PK7vvvtOzWbTVPqsnUUhL0m//vWvDewQEOKst7e3p3Q6rfV6bUI+BHzM9E8mE9XrdfvOc7mcfvWrX1li4gWY6XTaFqEkk0n96le/Mtpe0sZxfAyIR6NRE0m+K5n+4osvVCgUHtVZDae5MP5uIgTxn0h8rNELcZ9rG7/wbFYKRpDG9wK0+zJrX/FD/b4rC3+XsI2xoYcovpubG5v/Rd1bqVTswQcFTaKQz+fV7XY3qm8EZu9bNTDaNJ1O7Ty//PJLEz/xGu9Ix+cjXPLHT1+X42HV5Hq91snJidLptFGiPGiTyaQWi4Vubm40Ho/vpUsBTmbpk8mk6vW6VWls6aJPzqw6/ee9vT3bS4696MHBgdlpIlZD/IiYaTqdWmLjPber1apGo5Hq9bp6vZ5arZa+++47M7T527/9W/Muf/36tRaLhbmqPX361MRsT58+NWU7AegzSz8ajTQej807PJFImKoc9zU/leBdyhjXGo/H5u+O9WyxWDQ2B2YhnU6bmNF/v96mlL9nuxyLabrdriqVijKZzMZiGXQc7xOY+GwzNHpX7O7u2n7xxwqEmGH83UTYE/+JxMcavRDbDF98dXhfpgzg+J64//ttx8m8twep9xG13Ceau729VbPZvLfPTXiBE71dFm1wbNJdwgI7QBUYi8W0t7f3QRvfADQsUzOZjNLptLLZrPmdUwEz/uTZDURdXCvEXfRTO52OEomEvv32WxvFmkwmajab6na7Ojs7s74sFTRLQoLh7S8BJBIGbD37/b76/b4uLy83HMmYcc9kMnYOkUjErmGpVDIRGIYzvAaQ576oVquq1Wqq1WrKZDJ2zTBMkd6AKNMGh4eHarfbOjs7s+NhRnuxWKhcLltvmYAZSSQSxiqk02mrbtEX4EKHEC841eDbJczUr1YrA/t4PL4xz0/igFDyvqQU/Qa6iVgspkKhoOl0aqJMn4gFN4I9FHiVhxGGFIL4TyYeqxL3YO1tPv2ffQQr8Xe5v/n390Kz90lA7nODo8rFYey+mM1mG+pmqkAefl6EhvkJQh6AP7gM5aFgphlqW3ojIloulyYSGwwGNrbGWJgfc6PKnkwmNiuNBmEwGJiXeDqdNpq8VCopm83aiBCjWKieUZj74LxXq5Vms5kGg4Gy2awlH7FYTE+ePLHNWc+fP9d0OlWlUtF6vdZoNDKgA4xhPbj2XPfpdGrtCWhx7/8O+HMdqFir1aoGg4H5sjO7T485kUioWCxuCLeo+FOplK6vry2JnEwmSqVSWq1WNq5VLpdNa8C/Ly4uzKGNRTM+vBUvy19wsZPufm/4N6wOjEmQbSFWq5XdNzAquVzO/OWlzcTXmwG9KzBWCSMMKQTxn0RQnT12Jf4xIP4u2htqmRWX9Iw/BcQZG5Nk/eFgAPLSG+oQgI5Go1aNA7iIlqS7CgcQBzjeJ3hA01OORqNWqVJxsscaARNAI92Nia1WKxsr49xwVsvn8+bxnc1mrSoE9Gq1mhqNhjnDYQYTDKrjxWKhTCajZDKpq6sr69fzHe3u7pqRC65dgCDAyrggVT/CMOmup47+YjqdKpvNmrnKaDRSMplUOp3ecFhbr9c6ODiwhCEajZpF6r/9t/9WhUJBf//v/32bTWcXOOcGI8C9d3t7q2w2q263q8VioWQyuTH3zHTA5eWlsTJYuAYd8Dg+PNFpuWDwQzLHPbazs2O9b/r3wYChyWQylnBFIhFVKhVz/wtaAz9U2ft70jMFYYQRgvhPID7V6EWSgYx/CFAVoZ7eFlCiPGhwf7uPTl8ul2Z9ilr8fZOPbUYyt7e3thaTKtIvlPCfC/ju7e1ZdZdKpTSZTIy6pP9JjxDQpoL9EDodBzUe6Bi0cN3i8bgqlYpV1L5alGQOYbAFxWLRwBO6m6QAD3RJBuJ8J6yzpPrfZnQzn8+tKi4UCtrb21Or1TLaHvUwtqiFQkHHx8fa2dkx0RzLRlim4heJAH6pVMp81jFEob+NiA4XM7QHfq0nFexgMDD1+2Qy0bfffmu94tlspl6vtwHifuac9ZnRaFT9ft9saoNzz3gFJBIJZbNZG6MjIeE1JEaZTMb64bRfvN3rYrHYSOa497b9bg2HQ0Wj0bcMVfxaVB/bluRsC/5/WImHQYQg/hOITzV6IYJjZqhuH6LqtqniH3JtQ02NkOhDRGLbKvHpdGqVFMfJg90HAE2PFxCHWh4Oh/bABYgkGWgD4ozDvA91yWdyzN7qlAd3uVw2MKHqB/QzmYzW67W63a4ikYhVsdDvvBdisVQqZccbbIvgq10ul83gxIdfT5pMJhWJRNTtdm3Jymq1srE8KONqtWojYvSQk8mkVeKAOCYsV1dXms/n6nQ6Ojk50fn5uTqdjiqVih3/0dGRTQyQiKDQlmRU9Onpqa6urrS3t2dVdCQSsXGuy8tLS0L5rpjRxj620+kY5Y9qnCAJgf5GSBaNRjeSIFa3AuDs3MbWlESVa0zCG4/Hbb4bgSMB84K3eTByudyGYQ3Xhc94KMJtYWEEIwTxn0A8RiXOzwcf/owz8YAKhp8R9+9zXyXuAWY4HNpnbIubmxudnp5uUPbB9wWsqWpLpZLG47HOzs7eUsGj7IYWpieJScdoNDIQI6jEGd8JriV9KAB/+r/xeNze2wv6qADH47FRzDihrddrtdttA/DRaGRrOLn2COM4Xmh5348l8djf39dyuXxLO+CtQDmu8Xhss+ckR8yEIzSj555OpzcEU7QCAEmSgsFgoJ2dHe3u7prq+uuvv1Y6ndZsNtugj5fLpW3M4lrQJuh2u+r1ejo4ONjoVe/s7Ojp06dar9d6+fKlLa6RZDPVJFbeJyA4MkXfHgU9DADfg/QG6HHKQ5UvyZIvevN8Pq0a9BjZbNbaET6urq60Wq0+aE83raH3qcTf5Y4Yxh9WhCD+ewjmYu+LT3VrI3wlzgPIu1lte0Bsq8Qfcm1DFcx88EOVOFQ05x6sxKHPAY69vT3t7++rWq2q3W7r4uLCXguIU3EBFPP53OaHLy4uNvrhkmxVJX1I6OX36YsDyvxMLBYzUZIHcShsfgYQD1q9np2d2WYuSRtzyDAK0M7X19d2jCinV6uVqtWqYrGY0dEEK1ABbZIXmInxeLwBWMyTLxYLq85hNvg+WFfJ3Hm1WtXx8bGePXtmryf5YuTP+wWsVitb4+lbOvSVcVDDZIVIJBI6PDxUv983H3iuNQnZeDw2etzPfxP03em9c08jhiNJYlUrngKSLCnjXuX+9UkO/u+5XM5Am+j3+xsrR9833keh/qFmRWH88iME8d9D4LF9XwCkH2JCsi38EhT/4APE71PRfgid7jdozWYzMy/ZFryHB3Hp7uFI9QWgUOUcHx+rWCzq1atXtlQCJTyrJiVZFcsyEByz/Pmgsvbiovcd58HZjGOPRCJme8q15JpDCaMM99agVODX19eqVqsGaH6mnYoSM5v5fG60OWYlKJ1zuZzNRnNtUGuTCHAtu92uidRubm5UKBQ2dmKjnodOB/T47jylziw4lP9sNjOTF2hlz1TwnQGwtAUmk4n1qNmkxWYvotFo2Ogb14GEj+8ll8uZsM77C3CuVM741DO1EIlEzAp1vV7bWBpugCS+XANYDnQFXpQGpQ4zwp9hOj4k3keh/hDzFcYfZoQg/nsI5ofvi08dLyMwxPA9X+8Odl8lHjRYeWieG6U29Cgio23BQxkgCCrfJ5OJ9Sn9g2lnZ8fWQn7//fdWNQEKCN+oJKFroZ193NzcWA8dQH6fMTPGmGAPGDtC0OcZD767crmsVCplDAKCNfaHp9NpAzRWoiIshCJlVnl3d1etVsvOG0Ygk8nYnDh7uanac7mcHRvUP2s8aQtUq1U7Fg84XA/MTBjx2rby1c+IswwFYPQgDshzzsvlG/95EksSCv6f10Ew246mYDabmdpeklHw6/X6LdqaKhybXMR43OuJRELT6dTEc4jMPKsEi+LvI0kbCZAkY4ZgEsbjsVarlVm7fkig17hPhMp9EFbiYfgIQfz3EN4AZFt8qtEL4WfFqSqoHLYtSLmPxge4gj10bxvKXHRwZMcHnwet6o1koDQBjOD57+7u6te//rXW67W+//77jVEeRG0kBVSFVKLBhy8PXm9XSYV7X+C17a8N7+t1ARw7y08ajYaWy6U6nY4mk4mJzaBoATlAFZre27MmEgnlcjl1u12rKDEZYQwKYBqNRsZWoHT3u6L7/b5dG64DJi8ozJl9JwFiZIxkJ/j94i/uVe/b7hVmvwEd2IhCoaDr62vVajWlUilNp9MNBzwim82qVCppPp/r7OzMwDmdTpuYEQMe/7kkE+PxWJVKZaM9BKVO0sAyF2mzyvXMCP8PtsiDKEtRmEKAqfqYPd3vUqiHyvQwtkUI4r+H+H1W4tIdaNKvlbTR8/PH5X8u+D7BY8bqEv9seo5BJbk/L3qkVJ68L1Q6gqptSUw6ndZXX32l8XisH374YaOq9vafjBJls1nbWEWQKFCZSXcWlQ9V474fDt1MVQpVjFDLCwdxJxsOh/qbv/kb27xFH54qmmNBMIdRCmNwxWJRi8XCDF6WyzfrOhGVsfN7NBqZJ/d6vbbkAdHW2dmZWq2WotGoRqORLi8vLTl49eqVFouFisXiBsixwxzxYLD1AG3OCJZnE/xsOKtUOc92u23nt1wulclkVKvV7DtkZtt///SzOe5kMqnDw0NdXV1ZPzv4veG5MJ/PDcS59wFx7kNfxcM++HuE5ITePnQ74QG72+3a+39MUv4uhXqoTA9jW4Qg/pkDIITmDgZ//xiVuF+qEeyd8cD1cV8lfp9rmzfZgHLHVCQYJC6All/CwQpJqPSHjG4wPGm1WkZ/Ai7SnfgKhXWhUDBKkzEjdmXzEORzH+qLU/VxvN7FyzMMgJ3//8ViUVdXV3r+/LnS6bSKxaKJABOJhH02dDR7xP2oHeDUarWM/YCWpndaKBR0c3Ojy8tL5XI5nZ+fb8w3DwYDm5vP5XJWeUO5T6dTFQoF23jGOVHZkgAGk53xeGyUvyQbmfMVr6+a+W+qb2jwbDZrm8RgdPy9xJheNBrVxcWFBoOBjYqhbse1j3/G47HNeS+XS3Oh8zsEqN5JRvl7fx9yj8BQ+EQzCOJMRMCo+RbWhwSM2UOVOCr2MMIgwrvhM4enGbdR6o81Xubfg0rRgzggs+14ttHp246XLU/5fH7DbAXq1IeffUdt7RXlnkqX7qcIcbmKx+MmfgL46XGOx2Ob9cWTG89sqmi/WUq6Gz3bFtDXUPPQxjxkPeBxnXn4rlYrq9qz2awymYyur69txtqDOAEocz1RfXthF71djh1QgVb26z1JBNhX/c033+iLL75QtVpVLpezlZ7Hs4FSdAAAIABJREFUx8f64osvjJ7Ge53PISHwfXH0CdDzkoz58Ap0TFZIUDBlyWQymk6nNkonvdlzTYsCFoEAhLvdrvnmD4dDXVxc6PLyUldXV2q1WvYPPX20GolEwsSQsAbSm1ntTCazsUEseB9SYTPvTgshqN/gtbRNtolF3zceEl2GyvQwtkUI4p85fPW9rRJ/LKMXSUZp8tD1v/DbFOq+x+zjPjqd0SkebgBkNBp9qxr36m0eojwoUfJCpfO6+8L39dmHjQDIj7phrsFDHMp+m1MbD8tt/fzpdLpBEfNZWJZ6Kh3FsyQDcbQCx8fHKpfLurm5UavV0mw2MyU+CcBkMrFNa9DxRCaT0Wg00mg02ujd+u8StmEwGGy0OViacnBwYP1vSebqNpvNVC6XrQePQhyHP0nWF/cgjjYBwVo8Hle327WVqWgJUKBLsvl0lNwkAdxn0Oa0FHxCSG+/0Wjo7/29v6eDgwNjZ0qlkg4PD3VwcGD/HB0dmS4gkUiYEQwKfa9rCF7L4H2IrwB+7njQ+ykSP+54dHT01v74Dw0StG33ZahMD2NbhCD+mSM4Fx2Mx6zEeR8egsFKXNoUzdzXE3+oEmeEC+U1lClU+7bzAvTpiyOM8hT/Qw89wIrxqmg0avQrSct6vTbwyefzJvryc9M+kWDRxzbqEqEVdDf91b29PRtngq6lavaVuCQ7nv39fbNmbbfbG98T1Tcz1lh/Euwlx2Od4Hsdj8e2chQal2vVbDaVzWZ1dHQkSaa0p+8cjUZtXt37ozM+BXPB6BlJBlX0arWy69Hr9cx5bbVaqdfrWQ//+vraxt+4jlwb7jvo/p2dHV1dXb2VEKbTaX3zzTcbySDb0aiQ+YctcBjf4AcP1e9B3FfVXghKcD8hVpO296MRjfp2wseCOBqMYOsLYA8r8TCCEYL4Z47fZyXO+0Bd+/e8rxLfljxsq8QZL0OVzuw11SMjWYQH8Wg0ahUdI1F+7MhXM9uCirVWq9n7YNcq3VVV/kHLCBwJRFA0xH8HKXVsNr3qGgodb3HocAAY0POg7NmDfD5vfd9Wq7Vh8sL3EARxri3Jg0+o+C5fvnyp8XisL7/80qxKOY7RaGRVOCNQgDBe7PSXATqOh2ocdTnXCaMVFpdIb2hpnOGopllekkgk1O12rWoHgKGeuc8AX/6ehSySLFHb39+XJFOAc15B6pmpBwSA3BOJRGIjyQpWtcH2k3TnX+BbF9sqYe/P8D5J6UMRpPcJP1kRRhg+QhD/zPE+PXFGjR4joA2DtB9Kcv9weKh3t22ZCg9g5tEl2YOS5RT+vT04J5NJ3dzcmGUmfdeHHN8IqlFmnHu9nnl5Q5EGt0JRuQJCXI93idug4IN05u3trdG+koz6Bey9UhsammvObG8+n9disVCz2dzoQS+XSxuLwqiFnj8GLb46jUQiGo1Guri4ULFY1P7+vhKJhDqdjnZ3d3VxcWEuayRdJCZQ47iUlUolM3jxY3uMl/H9UlHf3t4aIALOiL/8YhrmuBeLhbUgPAsiba6/pRefyWQ0HA7tXuJnaIn0+30z1yGZ8N8VPwfg8hnse2dkjkkHYtuEBFU+91dwvIzYJnr8WGaNJCF4Xwbp/zDCIEIQ/8zxPpX4Y1Xh0t0O622/7EGF+kMgHjR8YfVoMplUv99Xr9czkGZcCJtV6W1wBkyZ7fU05rvOn8osl8sZrc570aeX3u5nHh8f22t5IPvKG6Dq9/tmIIMSnETITxVgtAJQ8V6AOFMBAK/0JgGh9ZDJZEwJTs+e95pMJm/1U9k4hvCLz+v3+2aaUi6XDVgikYharZYp8rE0Rc1PC4Bz4PgkGRVO4gZAQpsD4oi7YAhisdhGDxpKOR6PazKZmCCPpMd/9/7eQwBXq9V0e3trrQfPnKRSKXNZi8Vi5gsQ7NlTGXsQ97vQSUZ862JbJc494qvrh+h03udT3BdJPoIgDnPwWMl+GL+cCEH8MwcAEDQhIR5rRpwIGqH4CM6Kb3NrI4L+6fSJJW3YrdK/A4CoGIPnRSWEj7h05/z1EIjf3t6a+tkvP0kkEraykq1T/n1wk/PnEFT+QiHzYKfyhZKGrvUOaJxLEMT57NlsppubG5VKJUl3bnX01lk5Go/HdX5+bp85n883Rshub29t/rtYLNqc92Aw0HA4VCKRsD5zPB7XcDg0wRouYgj9uAadTmdDVS7J/AQAe86X/jPgjO0o351/TTqdNp1DMplUoVDQZDLRzs7OhqUp6nuU/h6QuOaZTEb5fF7tdntjSmB3d9cofu5NeuKwJyRQXD+frHDvYIEL3c+9et+YYz6fN29+nxT44OdgYj41Kd9mv8r3FEYYwQhB/DMH7mT37eh+7Eqcz9gGzl74xGv9Q8kDXJBOp+Ll4QzIeeW2nxkPnhfnDyUvbS4RuS+Wy6X1WHkwSzJDkn6/v+Gn7s9lMBhsbPsK2loiboPiZxuVF/whYmNMTdKGktrT6egCmKUHdLgHEADu7Oxof3/f9mmTIPkNYlTrJANUtsxK0xPmXKDWC4WCrRblmGmF0JLwbAxjS1TIsCkkLH5TGDvVuYYkZlTagDKK+WKxaPfI1dWViSBhgGivMLpIMlUqlTSZTPTy5UuNRiNjCNjgRaJKNc6+9mazaRa+JBn+/iPZmM1mG/u8H3JCQ5j5kN2p92d4n/bQuyKoUEdLEPbDw9gWIYh/5qCiGg6Hb1XiVKKPWYnfpziXNisGaGJet1gsdH5+vrESkveiz0vVTQXEQwZQoD/KrG/wYQaweytLf1zbgtWTAA0mI1CWgGKw309C4seVtonbABzpDU3t2QrOkQrSgzgPbL4/zguTk0wmYzoAXofDGuYg9KPZRc79EYvFbCyrVqvZsULJs/ObpOz8/FyTyUTPnj1ToVCwmXnobhIhNqiRTPkEjCUytE0AQMxiqOwBU64PQOrvqWazqb29PdMlLBYLYwgSiYRdD2a9Ly8v1e/31el0dHp6asfwm9/8Rq9fv9ZgMLCZ8Gw2a8fPcpPpdKqXL19Kkvmt+2kFIplM2t75IJXOdd8W71KG+9+rx2DWgvarod1qGA9FCOKfOfxe4mAlfp/ZyqeEp++D4RXqwc8G2Pi3r8SpONnnzZgXDIMH8Wg0ahWtB2eqqFQqZdXp+yh5cfpinjmbzVrVCyXLCJBnEvwOaM4jqEjnczk/VmlOJhMbMYNG5pylu/6+bzHwepTag8HAHr4kEv7cEdYhEvN90N3dXXOnKxQKZm5zdHSkSqViLQnG9c7Pz5XNZnV8fGzK90KhYAwBrES1Wt1oidCmQCmOgt4b2JDgNBoNlUolS164R1CyUz2ydpcZdK4va0elO1/1SCSier2uRqOh4+NjVatVlctlNRoN/YN/8A8MaHd3dw3cy+Wy/TzTA51OR/P5XI1Gw1ombHHzgekQx+7vTa+WDwYU/n0gzs8hmnuMSlx6+3cyrMTD2BYhiH/mYJFIUIAjPf54GZ/nR158+FnxIIgHs34/ZoY6nNlfv7rSgziLOfCv9g9FeujZbNbEXvTuH0piMHJhrhnalwSCTV3BfjfKb+kORLetIWV8DLqZDVcABG5dVKGDwcB6zh7EJW2Y3viKldclEgkbTQNkoNozmczGcfE5KNZZq8moH0tKWq2Wlsulnj59ap/faDRsJCsWi6nX6+n6+tqMUObzuU5OTjQcDi3xYryNXj/UOfcszEcQxDGXIbHBCtV7mrMylcocx75MJmOqc8b3SApqtZpyuZyGw6Gi0aixWbQDrq+vNZvN1Ol0lMvlTG3P+28Dce7nYKvpIRMV7v+HQByKP5gcfmygnfC/k8GR0TDCIEIQ/8zh+3hQ0sRjG73wnsG5YsLTzkG3NuajgyDOcgp64YVCwWaFSU58jxUwolIi8NfO5/M2L/6u/uFqtdLV1ZVR1vSH6UlLMp/s4KKOxWJh+6+DlHoQxKGCvTWnf5BiJDIcDjUYDKxqo/XgYzKZWNLBw5dRLW8XCxXNgx9xnvQG9G9ubsyljUQDYSBJVL/f13w+VzabVbFYtJWk1WrVetpY0MZiMdVqNfX7fV1eXmo2m6lWq9kucCpxLxRDPBj8TkiQ0CgAvNwn2Wx243sdDocmeqM/HolENvrS0qagKxKJqFwum4gS61qo/VarZczJs2fPDGy5t7eB+HQ6tWTMx0P3IaNxsBr3hWeCPhVsgwr14DKjMMLwEYL4Zw4e5DzUtzm4PVaG7c00toE4n+WpfR500+lUl5eXVjV51zZWaqbTaVNmJ5NJAzmASbrzkPYLTxCBsU+bPvS7xst4eNOTBpgAcW/owcPWty4AjiCI+1Eqzp+qnp4poIvb2M7Ojonk0BJsGwOiiscAxycXVIEkDSQUABoJxHg8tr66/y58MsUIFrakMAhB61Z81flOOJ9yuWw6CEAWgxwP4sF71vd9fd8ZUdx6vTb2gHOeTCZWmftxumBl6w1nJFl1jniR9xqPxxoMBspms6pWq+b9zlx6cLxMkgF8uVzecBckcbsPoLmvuPfuC5gb/vyp4ROa0G41jIfiUUA8Eon8WSQS+T4SifwYiUT+6T2v+U8jkchfRSKR30Qikf/tMT735xC+38b4DgFV+1hbibyZxn0gzsMhCGLMLCPE8jQ7M+FsL2OkzLuO+Wrci5ekOwOOdDptJi9UrDycLi8v1W63Nx7is9nM6Gl6vNKbh/1sNjPhGI5jk8nE1qXyOqo/Kt5gv5H33Nvb2xCeoaYn+fA2r4zmUVETJDzpdFqlUmmDpfDtA+lO9c1oHMc1Ho9teQgjZ3wX9JtJbrLZrFXBe3t7NiPNe61WKw2HQwPv3d1dPX361KxjO52OJNlyEsSDJD0I+LyzHN81540ozlvj+soW5ThUOmN/WL4G702vlYhEIrapbX9/X/F4XD/88IMJ99itDp3P94/mwIMpiRE99devX+vk5EQvXrzQ6empms2mTk5O3vqn3W6bW99D4ZPBx/h9Zm6ef8J+eBj3xSffbZFIZEfSP5P0DyX9kaQ/j0QifxR4zTeS/ltJ/+F6vf73JP2Xn/q5P5fggQ9d6sH1scfLvLvVuypx7xQHjY7Bh+8nj0YjjcdjUztTkWK4sQ3EAQMAeDqdmtlGLBZTLBbTaDTa8CUHaM7OzuzByeavnZ2djR4rnwWVvru7q1wuZ68Pgrh01xcPitug0W9ubpTL5Tbocmh6BFG4hDGLjOiN6Pf7kmRiNMxloEYx4SH5oRLneklveuHT6XSjR0xlicnOzs6OATgg6sf3eK+LiwtdXFzo9vZWpVJJ9XpdxWLRrj9jX/TsoYwRA9LnnkwmlgzA9gBW/ByWvNlsdqOVAniSkAwGAzv+YHhVNp+TzWaVTqdVr9e1WCzU6XSUTCatoiZQyHNOXqhGcsVo3mKxMB0FyRvWuMF/ksmkcrnce1Xi/t+fGlwLzjGsxMO4Lx6jBPwTST+u1+vn6/V6LumfS/pHgdf855L+2Xq97kvSer1uPcLn/iyCnjgUp6d2H9voBfCiEpbu6EKChwHiJY4REOfPHFe329Vq9Wb9KH3Gy8tLMyLhM/1nQE2zu9pXMjs7O9rb27NEAACQpIODA+XzeU2nUz1//lzn5+dWcfpxIWh4qhX6wMx6+x4iVRoPQ0az/DpR3hPdAskV14hzw/SDBIhrC43abrcNfPkeUJJHIhHboQ6Ie092BImDwcDcxDhndA4nJydarVaqVqt2LZjV5rhpc1xcXOjVq1dKpVKqVqsmCGM8jVWt3pQG/3MSoXg8rvF4rOfPn9sIGAALA0DrYj6fm8CM7xnFP6tR5/O5ptOpMpnM1vvesyR8DuwNjAWVeTqd3tCYeBtfb+cqyXzjmWygr18qlZTNZlUoFLS/v69SqfTWP5lMRtls9p2V8GODOJ8HixVW4mHcF48B4oeSXrv/Pv3d3/n4VtK3kUjk/41EIv9fJBL5s21vFIlE/nEkEvmLSCTyF37j0885eKhQiXiF+ueoxKl0ef9+v69ms2mv8SDuKXNP2THSxfhOJpMxFfnt7a263a71z3mtp41vb2/NJ7zX60nShv0pQEEVDYDE43EVi0UdHR1pd3dX7XbbRrU8RQnweatTeubdbvetHqK3EJU2xW2r1cr2ftMCIKG5vr425mJvb0+LxcLenwoePcB4PNZoNNoY4+JnSCag6v0yDq4HfXqMT9LptPVZGd3qdrsqFovK5/MaDAY22iW9qdgQmXW7XbXbbdsZHo/H7TP5HhEaYtZCwoKHerPZVLvdtuQHi1pGw3BQo8fNys9yuaxcLqfb29sNq16qf0l2PwWDYyPxk2RVezQa1eHhoQn4ENbBqGDKwvt4Wpv2BAkUfW5m6P2EBMfd6/V0dnamVqt17+ITH48N4mgy+F5CZXoY98XvS9i2K+kbSf+RpD+X9L9GIpFC8EXr9fp/Wa/Xf7xer//YVxs/12B8iKqRFZrEYxu98GDyNGKn01Gz2XxLdANNzc8tl0ub7yb7pweby+XsPLwg7erqSs1mU51Oxx6mACVVKyYf/jwBLRIJqGqCaj2bzSqXy2m5XKrX66nX6xkYU1XRGlitViqVSrbK0lcu2yh1KsjF4s3Gr16vZw9M5oI5V+h8VN4s3fAOZ+12W6vVSpVK5a1rzRY3qHDADxEcSn9AMhqNqlAoWG/+5uZGFxcXRv82m029fv3axJKTyUSLxUJ7e3sGnLFYTPv7+xtuer71wXFgoMJ5A+Dn5+dKpVKq1+tKp9NKJBK2yQz71UQioevra3NnC9q1eiU995N3vtsWJFheG9FoNHR0dGRtCs+O+N8nqnFPpXNO0PckojAtCN76/b7Oz891cnKiVqul8Xis3d1dFYtFNRqNd/a5+a4f8/eZ6xRS6WE8FI+R3p1JOnb/ffS7v/NxKulfrdfrhaQXkUjkb/QG1P/NI3z+TzaoSqF2/cjOarV6FGMIgooNwZn0BpwZJwIoGTPzIE6vk/ny6XRq1SV9ZcaCUPbSo7y+vtZgMLCKC/BE7ewXexC+h4tBhgfx+XxuzmeNRsOWn4xGI41GI2M2/DpQQPz58+fq9Xo6Pr67Jb1gK5PJ2DHygAcIAVWqTXrDUNBUstDoVKeTyUT9ft9G6OiVA6AIAc/Pz3VwcGAVMwtF/IYtRtdQq9/c3Kjdbmu5XOpXv/qVrfccj8fK5/MajUbmM57L5fT69WszZikUCjo7OzPhG0pzzGugzdPptCaTiZ4/f27bvXK5nPb399VqtTY0ACQtjN2xpKVUKllfXLqbLMCzHEqbe/C+IDFiLp0kgEQINzm+j9lsZiI5JgL8/P54PDZnN+lu0Uk8Hle73dbZ2ZmJ4Pb29lQoFGx2/UNGunZ23vjEv0sA9yHhNRVhhHFfPEYl/m8kfROJRL6IRCJxSf+ZpH8ReM3/oTdVuCKRSEVv6PXnj/DZP+kILvjgoU+FLj1e5u6tGXnP4XBoJhlQmdLdznEP4lRmVCjYftJj5VgB9lKppL29PeVyOZVKJcViMQ2HQ7169cpo41wuZ2DuA/pyvV5bcoALmyTz0EZoFY/HVa/XdXh4qHQ6rWw2a2NMACoP9729Pft8H4ya+bEoqGsSim63axU6x8bDmeSBn4XSZzUqimmvfSBRYo3peDy2ZE56IxpkucmrV6+sNcH8Nc5t7M9+9uyZarWaEomEDg4O9OWXX6peryuVSqlWq1l/nvaAF5xBp08mE0WjUVUqFaPCfYuA1aZ+ZNC3Ffz4GefA9+HtTgeDgY3R7e7uajweWzL0LhD3Y278HZ+JwVA6nbYk0JvP5PN5GwHkeJl/5/ckGo0ql8tpZ2dHyWRSBwcHevLkier1uoH4x8xkM73xWMF5h/3wMB6KTwbx9Xq9lPRPJP1LSb+V9L+v1+vfRCKR/z4SifzHv3vZv5TUjUQifyXp/5b036zX6+6nfvZPPQBr77mNCOixjV62gTh2lNFo1Cw2pTtLVf7t+26ok3u9ngEJVCIWp+zG9gtVSqWS9vf3tbu7q9FopGazqevrazUajbfOkSoLIVcikdDFxYXR+X5rmXS3AjIWi6laraperxvVvLOzY/1khFn0NX0gHvPniqkK9DXGKDAOVMrYkSKwY/47Ho/r6urKqFdEdN1uVy9fvlS73bZNWlSVVNuxWEzT6VSVSkVHR0eazWbqdrvq9XoGfiwHoW/O6OBoNDJxGDPp5XLZrFm/+eYbVSoVYxL29vas1z0cDrW3t2e95W63q3g8rmfPnqnRaFibwP8sI2X++iFORCDm3QAxouF75r1oyzx0zzPHT0LDPc39x9RApVJRLBbTeDzeakjjpyOCy064j6rVqvL5vCn9f2pBwhj0gA8jDB+P0hNfr9f/13q9/na9Xn+1Xq//x9/93X+3Xq//xe/+vF6v1//Ver3+o/V6/d16vf7nj/G5P/WAMg+CuPfzfiw63YM4D7vLy0ujUhl/krShsKYfzqjS7u6uhsOhbm5ulEqlTEDEqNN8PjehUjabfWvDVKlUUqPRsM88Ozvbur2N3iaVvRd1oXz3rlsA+tnZmf7yL//SqmUqeu80B/3vx+y8CQ3vh8MZFTbe4JPJxPr8hULBAAWVMskPNDEJw3Q61XA4NPEiK0Olu9lqjFck2bWExs3lcrq5uVG329VoNLKqmf6zJBujQzjoLX3n87mt/pTufOOh7EkKqJxJKI+Pj5VKpZTL5Tb65hyfv79I4qDSsUz142EwPZIscWH157tAnMQweD8TjCRyvIwmErQLuLeCxjMkGbA3fMZPMfb29nR4eBiCeBgPRujY9hmDBxEPEZZeQAF6Ac6nRtCaMRqNqtVqqVgs2qYnr+T1x0h/l2Olp4jC1y86QW2Njzr0u+9Pp9Np7e/vG8UbrIp50FJV8RBl/eZ0OlWhUNgwR4nH4xoMBnr9+rUuLy/VbDYNUPwmMknmCufXkFI9BkHcL7eAdt7Z2dHz58/N+pO+Pq9DWEXFPhqNdHp6quVyqf39fR0dHSmVStnYF20UnzwBZvF43Hrx2WxWlUpFOzs7+vHHHw3EGeeSNnu8vGcqlVK3231r/pqWCSwGY30475GIAdRQ8CjnveAQncR0Ot0Y7cNiFZta7wYIgNODf58WEkmjB3EfJHbz+dz2srdaLWvF+KU9CCD99ZDesDLexOanrPz+qSYYYfx0IgTxzxjBTN8/gD5VmU6VTwTHqlBp7+/vK5/P2xIT6W7DGQ9LqjXp7uFH9Q1gebtQqN9kMmlg4kGc80qlUpYU+KCK9taunM/5+bn1LP01mk6nGgwGBvrRaFTdbteqTQRXVOIs/vAsgB81g5pmXIkEKBKJqFgs6uLiws6f/eB8l7RJLi8vNRgMdHV1pWQyqcPDQ9Xr9Y395sw0s2kNER70P0tLOJ5EImHjcqlUSmdnZ3YvUW0j7CIBQSTHLL+kDeoekLq5udkQbO3u7pqhDPcn1fj6d7vRSR5QmlOdswKWZTC8H2Iz1PD4nXvP8nfd92hJtu3w5nwQzRWLRUv8uJe4Xzg/AuW/X6n6rh59GGH81CME8c8YwWoCsECQ87EPj/V6rbOzM+sdQyd7EO9230gO6vW6MpmM0dUcBz9HjxNa+vr62lZmQnnzsINi5c84akGzA+K+suG9fMKBAAoQGI/HajabGgwGuri4sJ3RkqxaHw6HRj3v7LzZK87DGOEebAS6gPPzc/3VX/2VCc98VekpfI6NBIt+M5ahtCSkNwkIx3t1daVisWiuYoAr4AxLgdLce6CjCie5yufzmkwmVrkeHByoXq+bn3iz2VS/37cpAM6D7xxBme9Nc42ZC/ez1Dc3NwbAMDSSVC6XbbwO57VYLKbJZGLAyiw3AOmZJkbOSqWSubwxGvYhYk5eG6xEvYOe9MYgaL1e6/Ly0n4Ow6KgKxzjjkxhPLT4JIwwfi4RgvhnjCCIQ20CHh/7AOFhysOXz/FVS7fbNfW4dwwDsOhxU7EwdnZ7e6tCoWB2mVCkUOrYhUqy/iqAR5IQBHGqd3/8gFo6nVa73Vav19PFxYXG47FqtZpVVniFp1IpA0NJthTl4OBAt7e3ev36tYbDoanZZ7OZqtWq5vO5zQB3u11dX18boEky1y/oYKpzFoQgIuO1Z2dn1oOt1Wqq1+sbIjD/feONDgPgjVZQ019cXNgY1Xg8tu1lsVhMs9lMT548UbVatWOJx+MmMuMewqSF+Wd/XowUXl1dmQmLdFeVM8bkvy+U/Ow+px3AfDx9b0R7JCdQ9pIMxKHS+d6lh0Hc35/BxJRJBJIfBIDFYtHm9NE0IPgjaBuhtfCGL2GE8XOOEMQ/YwT73vhpA54fW4n77Ub+3zyQWNtYKpWsYqEfTJ8WUw3Gh/zGrmw2a+DOvLPfEIbRCpUNIMUD3IM4D3pPqUNH397eGnW9WCzUbrc1m83suK+vrzUcDm1bFTaukqzyxx5zsVjo5OTERqr4uXK5bAtJSCaeP39uy1ZgLKCRodvpgbNYBPc6xrNYwAGb4R3v+B6grgFbRulevnypVqtl7QyWhvR6PRsfY/a+UCiY6UomkzGx4WQysaSDcSnAVZL1yxkz41pz/ajE9/b2NvQE0eibve3Q6TARsC2o7L0BEOH1FOl02pTwvOZ9QJyWSHCyw/88mgdc3fAsYERwm7WrX+rC+/sFPGGE8XONEMQ/Y/iHqnQ3WoW47WMrca8g3iYC6nQ6Wq1WqtVq6nQ6Rh8DjFRXuHsB6Ov1WoVC4S1vcVTMVOWFQsEozWg0apQ6Cnh/XgivWJMpbTrZoWJnCxmA0e12ree7v79vTAImIlSiABHU7nQ6VavVMicy9pfHYjEdHBzo2bNnSiaT6vf7evnypc7Pz7W7u2t9bIR7UK5ffPGFrq+v9erVKy2XS1UqFetLZzIZ8y2nsvbfA/+NqHAwGKjX69n2sK+++kqNRkPxeFyXl5eKRCLm5z0YDGzumV497QN2mwNC1Wp1Q8cgaeP+wpKV44VtQMjnK3HpzUhWIpGwFgX9bRigNKlyAAAgAElEQVQIdgEE6WgvVKRN4U180Dg8NM7lBZr+fLjfJb1lYZzL5TYYHSYJfMxmMzN1CSYeYYTxc44QxD9jBB9yQf/vj63E/bIRLCq9Mv3i4kKJRMKWiUB5AnxQv9iKYuiBuhnhGcBA1cPDPp/PG03ufcx7vd7WpS5+RluSiemYuQbkYrGYKa2bzaay2awBiiQzX0FXQF8WI5NEIqH9/X1NJhO1Wi0DQUxT1uu18vm8SqWSvScGJKenp7agBOHW3t6earWadnd3dXp6amN49LAZd6JKhU6nD03b5MWLFxoOh6ZAT6fTKpfLNus8GAzMupSeOoyC/179dMBwODQwBdxJkrzAEDDN5XIbm7G8dapXakuy44RdIcHxDn7oIvz97YWcvV5vY/RMej+bYX4vtoE974/aHhCPxWIqFouazWY29sb3K8m0HvydP4awEg/j5x4hiH/GoFLq9/saDocbtDriro8Jv2UMCpiH0XK5VLfbValUsj43VK50J6rChhNaFbUvQOTHhRC/eaCHKvarQtnAFfSZpidP5c/xe3c11NXRaFTPn78x8/PmI9LdjDIqb847lUrp6urKetnFYlF7e3s6PT212Wl6yiQ0JycnymQyOj4+Vi6X02Qy0Xg8Vjqdtu1dWJP6jV3tdluRSESVSmVDrEV1TmA2ArhWKhU1Gg2bUQasSUCy2awpxWFBAHECWpw962zg4p7y/W5JNscenOXGBMUL9jylzjWNRqM2sw/dn8/nzTnN9+D5XK9Q9/eg9P4g7g2GfADiMCeeQSBJgSnyEbT29ccQVuJh/NwjBPHPGNDpbLjyzmfSXY/vQ8P7R9OP5QHNIg/6hKiJEan5WV+qSCpKRrMQr9FXRZSFcp2kwC/VoI8ddM+SZIYlgLinTNvtti1EoRc/HA5VKBQ2VM8sB/Gfz/uw49sv5zg+PtZ8PrcNW6lUyipenMZSqZT5qnc6HS2XS6voFouFKpWKWq2WFouFvv32WzMQwfqVapdEyivYuZ5ff/210b/pdNraCvTH2VUNCGHcwjXxIA7QjsdjXV9fq16vb7iZwYz4fjmGNbQIcN0jiUDJ7wERyjmdThutzzVpNBrmwsZrJZneIJPJ2H3Fd8hxvy+I+61hPtHlemNdy3WW3jAqJEJ+97wkc70LVuLheFkYv4QIQfwzBpUDfUjGyjzt+aGBQhcrUkCBhx5CLfZHS3f0rl8aAZ2OhSiVCiDO8hKEWVRefsEKiujFYqFSqWT7o7dFKpUy0RE7wq+urqzPyvHncjkDIG/0Mh6PTZnst1ixoARWAWaAsSaSCo7vhx9+MNtR76vd7XbNPha6uVAoqNPpKJ1OK5/PW/UNWFBRB6tSgAXfeIxRisWiJXOIAT37QeK0Wq1ULBYN0HhfWiGXl5dGyS8WCw2HQw2HQ11cXOjs7EzT6dSEZbFYbEOlzbiYZw2C4jZAHK3DaDSyls3Tp0/tWHitJNMpAKBoFfx7vwvE+T1hWgDGhfD0fZBBwKQHO2Af3O/cTyQCIZUexi8hQhD/TMG4izcboT/NYhEe9h8SGK5QRaH6jsfjur29VbvdNhcuaGtei1CITVVerCbJKFRAHEChIl8sFhtVDr1RqHgEV9sC4Vmn0zHzlOFwaDai9XpdlUpFT58+1c3NjVWLnNvV1ZWBOAp/qrxUKmWsw3Q6td3WVMm+Yh4OhyqVSpYY5PN5Syb8tjKvYM7n83YO1Wp1Y30oCYefA6dKpW0Ck1Aulw10/Kyz91NHzFcoFOz+YCnIYrHQYDAwT/Zms6mzszNdXl6aoj6fz+vo6EilUsmWk3jgpE/urTyh+L0VMOOQ3t++VCqpXq/bvcxr+W9Meqh6aRfAkDDydl9wvpFIxD7b/454EAfkvYHRtp63twr2wfx7GGH83CME8c8UVBQ86FlDCpgwQ/yhfXEvHgKIodO9QIoHGQAOhY9gLfhw9H1fbD2Xy6WBJwppP4sOmKHOzmazRnsHgx54p9Mx161+v2/Ob3/6p3+qg4MDpdNpM1ThmAFxeqEYoDA2R3+eat3T5PSQe72eYrGYKpWKjfeRAAyHQ6uKmYfn/xWLxa3VIJoCrplvjcAG+O8fdTkjful02lah+gUjzDJjJ0tLBgbmxx9/1HA4tL5/uVzW/v6+njx5okqlYiNd4/FYi8Xirf4wyaX/HoNVLQC5Xq9t+ct6vVatVrOKlskEEheSp3w+bwYsfF+o4bkP7gt/T6IP8IK74EgbWg7/M8HP8KNlPvb391Uqle49ljDC+LlECOKfKTyIQ6sC2vRj/eKO9w3v9wyYARTdbteoWB54wZEaAhqbfiie4IiTcHm7uroyqtg7fhHs9UaxzXrLbQFgxmJvdlOfn59rsVjoiy++sD3f+LhTQdO3xJ0M+pnqajabbeys9iAO+3B5eanxeKxCoaAnT55osVgYZQ6b4RkJKrxCoWDASwDiJBgo7KW7ChwNgSRjYkgQaBOQ8LDoBLc4bGO9DS59a+6nr776St98842q1aqy2ay5w1G5so0NgZoPjscLxzCQ4fhJ6Eg2hsOhJpOJ9dZRhvuZ9NVqZcALDR6LxTZsW7nf7gu/upXvD2CHgQqCuB+xhInw96j3xvdxn3gujDB+bhHexZ8peLAwSkUlcHNzs2FZGZzRfZfYzQMbalwABSUx1TFgg+EMD2qU4viXMzMMkKCKxunL07rBhyEUtFd2s0s6GIDuzs6OWq2WRqORSqWSqtWqvT9z65FIRP1+3/6OmXBAPDga58GYZSeoqy8uLqyqTqVSpmZHeY/wibEyhH+FQsHcyvz1BywBTu/+Bqh4a1tJNncNGGNY8urVKw2HQ2szQNPDnvi5axaxHB4ebnwP3BMo3WezmW5ubt4yPJFkAOnZBUCbZGU+n5s/frPZNFc5/z3xPUqy68497tkiEhAU8e8CcZ8AoM/w7xkEca67dGdU40fT/BKXMML4JUYI4p8pmGP2W6TojaIuD6qCJ5OJTk9PHwRybyCDIpnKi2UbPJATiYRarZYuLy83RFe4eKFYR41OJQ7A4LTGn7dV4tC3rN1Mp9NmyrLt2FFHt9ttxWIxlUol67P7vn0ymVSn0zErT98P53VUedDjvL8kEzmNRiONRiNTiEtvRG64152fn5vS//Xr1+r1emo2m9aeYDQNxgMQB1xJfqDtAR1fid/e3iqTydgGMvQD6/VarVZL2WxWzWZT4/HY2hi0Lvi+er2e0ehsGyNogSyXSzWbTRuD82s4JW3sQfcMEPfqxcWFXr16pfPzc7vmOzs7qlarevbsmSqViiTZcXkqnWvI+0l3gMtkAt/LtgiyUnzP/rr79+TPtEW2BQxB8J4NI4xfUoQg/pkCOpj+qSQzEQGoeBgSqMWD1Xnwff1MOA/FbrdrPVAebPRFmd0GsEkeEGUx48yDlMrF+617kZkPHNlGo5FSqZT5Wm+j1MfjsWKxmNrttiULWIZK2nho5/N59fv9rTS5f71/Xx8o5Z88eaJsNquTk5ONpSqc22w201dfffWWijuTyajX62kymajdbuv58+d6/vy5Li8vLdlh3A0BG/vJ+QzaHIvFQvl83vqz6CHwJ280GsZ8sASFa02rAqEfbQcCX4BWq2Ub1TKZjAGuB03uNYSA19fXOj09NT94gLlSqejJkyeq1Womsnv27JmKxeLGucE6+HuGe9R/PzAEfuIgGNDlJGGe9eF3SXp7rjvYF/fhRYRhhPFLjRDEP1MgdvIqWCh0byDC0hH+XnqbYieoSHg/v4yk2+2aIng+n6vVaimZTJrVJkIlRE0Ait8o1u12rWrkHKhuefhuq2oymYyur68tMfFjaT6o7kgkmN8ObsFarVaqVquaTCa6vb21vdpUe7ye0bnhcGjg7q/harXS8fGxjo6OdHV1pcvLSxOPXV1dmZMcpi0Is46Pj/Xll19qf3/fKlDvDMdMOrPiADCrQn3/mmvAOljYDOhxXre7u6uvv/7aNtTRVlitVup0OhqNRqZVYEzs8vJSp6en6vf7SiQSqtfrajQaphCXNkGP+wpWAKvXcrmsL774Qo1GQ9lsVplMxmbvZ7OZaSyCPge47fl7m/uSkUbuGRT894VPZum7+/vcz4j72OY4R6CXCGfBw/glR2hX9JmCCtiP8gRVwPw3fWgeZPeNngWrEURPi8VC4/FYpVJJy+VSp6en2tnZ0RdffKFXr17ZQxWxnaedSQygt/1GLP4fP4uqPBj4aLMOEwBlDptjbzabikQiymQyGg6HKpfLJoSCnSD5KZfLWi6XlhwE+/G+Ymu1Wgay9F69M12pVLKVn5eXl7q5udF0OtWTJ0+0Wq10cnKim5sbVSoVaysAhPyZvjuV9XK5VC6XM7Clb4/KHUaBnj0jgMzj4zCXz+fVbrclvVmricXrxcWFCoWC7YXf29uzveRUvru7uyYmJNGA0oeS95Wv10k0m009ffpU9XrdQA5/feluFI3EYds9CYgjLPT3qWdG/IjcfeHfn5/l396UKBh+tar/TPQOQeOXMML4pUVYiX+mgD70lSujZlDZgBJ9cmjr+ypxLxjiMxKJhO2Zxt96uVzq+PjY+u7BRRLYqAJ0LOTwvUxvKUpl7UfVfHgRFlui1uu1AaoktdttW+vJ/8/n8+Yod3Z2Zup66Y3SOBaLaTQabcyhSzI2gSp6PB4rmUza2BYLVP7dv/t35ggHK9FqtfTq1SsD90KhYHoCkgqOjWvFJrPRaKRyuWzn5cFmd3fXFoYgzvIjYlSRfp6exAHzm1gsZhvXpDfsyunpqYkGR6ORrRTd39/X0dGRstmsvf+7QI/7rt/vm3Wsr1K5N3FfI+HAXAdWAZDGxCaogA8u/uEaPVSJ0yYiKeK+I0kN+rT7993WF6c1FVLpYfzSIwTxzxSIrQDZs7MznZ2daTAYqNvt6vnz5yZCevXqlV68eKFms2k90W0PvKBgCJX7aDQyP+10Oq1isWhCLqpEZnoZc2LvMvPTBwcHG5QpqygxgPELJIJBhU5vHQAZjUY6Pz83ARk2o7e3tzZiR1+VcTaUzsyVz2YzDYdD64dLd7vEUYHPZjNz6kKZ/eLFC1PB+34z42089I+Pj3V1daVEIqFGo2EudalUyrQD7Pqez+eq1Wo2343YL5VK2fpTKHXG10hKUKnzvt1u17aWeb9v2i+1Wk3j8VivX7/e2Ateq9V0cHDwlhKcChvv8m3LSbiW8Xhc1Wr1rXYHugjMdqDugyY2gDi6Bw/i21aI+nv2PiAPKtMJ2kP3gbj0tuOcJBNueiYsjDB+iRGC+GcIaFT63iz5iMfjymazBqzxeFyZTMYe8FRpjF8FA9CikgXUWTeaTCZVq9WsfyzdVclQqwiRWPXJ6BUVqF+s4vcys87zvvPlYeldv8bjsdrttl6+fLlhBhOPx1Wr1ayixe0LFTYJATPajAl5EMfxDrMUdm3PZjO1Wi31+31ls1kThUnS+fm5yuWyDg4ODNCYs37y5ImtQ6WPSmsgFouZ2QxLUeit+7nu6XRqqncqWBIa5u+xs+V9a7Wa7XDnunH9J5OJisWixuOxJpOJVd2eDfHXm+/b95CJq6srdTod85UH7H3wHbZaLdMleKtUkizU6OPxWNFo9C2hHcfh7w+SgW0sE9fSt0gIfleCM+I+cJzzCQIjiduYozDC+CVFCOKfIVB8U4mt12uVy2VVq1WVy2XV63Xt7e2pWq3q8PBQ+Xxe6XRajUZDT5480c7Ojl6/fv2W85mvUqA3X716Zb7cVFeequcBDIjPZjNTh5fLZcXjcXU6HZ2fn2/0vKHaC4WCjU89VNUAfN7iFOe1Xq+nQqFgRjCJREJPnjyxqpcEBKEYVSMPcADPV3PYwmKXirHJdDrVixcvFIvFdHx8rGg0qna7beNd+Xze1mmu12u9fv1axWLRRGWYygDi6A0AK/r3fh4cH4DJZKLBYGB9fxgPFNTRaFTlclnD4dBmxSVZxSvdgfGPP/6o5XKpP/mTP7ExPz47eE/4n6Ny9XT6YrHQycmJotGojo+PbYY+COIIBTudjrUfJJm2gxWvZ2dnarfbNpLXbrfV7/ct2fDHw+9DcH2oj2C/3ScFHtAfAnHpjikgiQmp9DD+ECIE8c8Q0LU82AEESRsVqe//sWYzFovp6OhI6/Val5eXG31l32u8ublRp9NRq9XS/v6+0ckYt/h5aUkGxJ1OZ2MrGWNo2WzWEghp0wub87kPxBkNguKOxWJWUfOABdAYgysWizaDvVwuNRgMzNyFPdaIzDxwAaCAMH122IDRaKRms6l8Pm+AcnZ2ptVqpUqlYiNbCLagybE9RZgGON/e3qrT6ahQKJjbHjPeUMAs+pjNZhqNRqZFYBrA+wFQWWNZOx6PJWkj6RoMBmo2m2o0GiY0PD4+3vCzJ6D1vUUtiZCfHb+5udHR0dFGH3+b0IzRt2KxuGH32mg0dHx8rEajoXw+r3w+r729PVvaMhqN1O12NRwO31ouwvF6v/jgZ0oyxsiDddDmd1vwffHe91mthhHGLzFCEP8MsVwuN2xB6RnyUGc7FNUtY0uAZCqVUqFQMMMTKjdfiZ+dnVkv99mzZ0Y5Bvdaz+dzDQYDnZ6emriMRSHlclmHh4fK5XK2I5w+NUBDNQaFui0AWejLSCSi0WikfD6vX/3qV0atT6dT7e7uGoXMLPdwONRgMNCLFy8s6Wk2m8YM+KqRyhPqHBYC8RVrOjmewWBgfWtG6/zmNxbFIKqD7ifxmkwmur6+NmqZa878OmJFT6fn83lbTyrJjo2xKf7sQZzv9ebmRq1WS7u7u6rX62ZUU6/X9e233yqdTtvPcD08uMH+cL2azaZWq5Xy+fxb28yCIE4SQxLItfez7yw1yWazKhaLqtfrOjo60tOnT3V0dKR6va56vb6V8k+n06Z/8AGjgRGND98+uA/Epc2+OKr6h14fRhi/lAhBPBDYVn5KoOzFBIQer3+Y4QcO6AEe0l31gUCt3++r1WpJkol/6NEmk0kTRfFQ9mDb7/f129/+Vs+fPze/9Vwup2KxqFqtpkKhYNUdD73pdKqrqyvrwXJOwQcsAShRgTIGhWf87e2tGZHw8OdcTk5O1Gw2jaoejUYaDAb6/vvv1Wq1NJlMbMkIvVPpbtaZVgWJCZT93t6eATqjWxicMN7F9fMGNXi3ezFXNBo1tfpoNDL6HgMWdn+j7KZfT2uDSQASNgAmmUyq2+1aJblardRsNrVcLg3Ab29vTbPA/DbnzbXfBuI3Nzdqt9v2837lqX+dZzmGw6GNrXF96OfzeX5MkfYHAfMSZGz8fc819QG7QQvKB1X9thlxH8zwM5YYVuFh/KFECOKB6HQ6Nrf7rgj2JwlAHCAfj8cb41O+P8iD3jux+fnxarWqXC6nXq+nbrdrD1WqfYAyEolsmMhIMm/uxWJhhh7ZbNZMU/xMOKNekjQYDDSfzw1soUzvA3G/FYukgyqO0TRo60qlYsrm4XCoZrOpXC6nX//61zo6OtI333yjer2uq6srNZtNA91Op6OTkxOjyGlVAIZUwVx/QLRUKhlQw3h0u90N2rzRaEiSgSagARtBgoGXPGN09Ln9RjpEVlSctBr4nufzubLZrDErs9nM2gG4rlUqFUvsqHpJ0PL5vDECXHsP4iQfJBj7+/sGwEEQl+6YDfaGF4tFGzXjOnijFu67SCSiXC73Xgt8PJ3OhjgftCW2qdr5uXdZp/L/Ya1CEA/jDyVCEHeBbSag9lDM53OdnJxs7fEx3kLvFnGWXyQCde3NNXjYoSjn9aVSSdls1lZqQiNDkyL0QllNxTKZTDSZTFQqlcx3HEqfPirgCwUpvVEns0wCtzcAaVt4dzFo5UwmYwp3PNhxB+v1ejo9PbUZY5Th19fXKpfL+vrrr60FkcvlVKlUlEwmzQaVa4vLGuNwXGNG4/b395XNZk2gF4/HbalHNBpVKpVSLBaztZ6DwWDDlWw4HCqXy1kFzUpUvywGwGBWHXEc9xHXDvOR1WqlUqlkiQ3TBv1+3xiEUqlkVXEsFrOKF5EcvX/u0yBtzHeLgNJvqSO814B0B370un0l7pXfJB6MC2Jq81CgCwguWuHz/c9vSxQRbT4U3Pe+xRFGGH8IEYK4i+FwaH9+V4VBJbTNI5xKXNpU12JRyZYwlNm8ztOMwe1ZyWRSlUpFi8VCL168sM1b5XLZwDDYt768vNR6vVa9XreqH0Cl7+lZAR60jCJROTGjzMOXpSIEFDQVG71ThGeSjJIdDocajUZ2Dfb39011DZ1aLpdVKBRsDKxYLGp/f9+U/fV6fWMOeDgcmj0po2n1et2c1kjIstmsxuOxms2mnR+jaclk0oCR73C1WqlWq2m1WlkCQZXNEhbOGZe5yWRiSnCuAYwMSVo+nzfAwb1uNBppvV7bXD4JIK+X7gRggCfX1o+SkdAdHh5uqLaDFLdXrqMlwHAGNsFvPPMgfn19veHh/q7fFT/uBmsRtBreNl72IQFwI3AM14yG8YcS4Z3+u6AXTt/uIXcpKj9Jb1XiVFz0wv0DlpEqxDr0bQEjD9r0CEkGWKJRq9U0HA6t8oMOB1R8VXZxcaFEIqFMJmOVIWYeADSjU3iWA7S5XM6OH+oduno8Hpu4imoQwdZisTBDl/l8rtFopOl0avPesVhMjUbDRtCOj49NMc5YENVppVLRer1Wp9PZUEpDx8NyjMdjnZ2daTabqV6vWw+Z4+dYcGdjhhxrVXq5gNFisVCr1dJ0OtVwONTl5aXOz8+tN+6pft+Dz+fzGgwG5uzG9aaHDD3N+BnMA9MCKN0Xi4VZnUYiEZsh9wtMdnd31e12Jd3pJLrdrs7OzkwnwM/c3t6+VZl6N7TBYCDpLlnw9sBB33PvlR6s5u8LP2u+bRyM3ynvi/8x4RcNhRHGH0qEIP67YDSGPvBDIA7geTENgQEJVC8+5dDMHtgBT6rHYCXuDV0QMO3s7CiXy9m2KW8UI91VNAAQymhEXVio0kcHdD0VfXNzYyNrgCBqbIA0uCIS5Td9fKrobreri4sL7ezs2Ex8PB7X2dmZUd5c/+Vyaf162IXDw0PNZjM1m03t7u7a5jEWkHQ6HV1eXmo8HuvJkyeqVquWcEBHI/RithsFP8kG38doNFKn09EPP/ygdrtt6ngEgM+ePdN3331n1fl0OtWPP/5oPvCAOiwLlTdiP5I1xH60Vei7810hPvTGM4gj+Y7ZijadTjUajWxaIZvNmh2rdAeW28YDYWCCIkaoaQxq/O8D8/aI+6QPA3EYIL+73Cv2PyVwwwvawIYRxi85QhCXzILU+1A/9GCiL4vHtVezM2fLaksEVIybUdVK2hgvo3cbBGWqeh5yVFaNRkPVatXU01TUAEe327UFEOyo7na7Vn1RdeHbzXlBGVPNkhSwtMP3xv24EONYUPztdlvD4dCA59mzZzo+PtZsNrNq9ejoyK73aDSyxMgnCU+fPtX+/r5OTk7MDW08HtuIXrfbtYr2u+++M6GXV/6jDu/3+zZa5nexd7tddbtdS74k6fDwUN9++6329/ctMYACTqfTKpfLajQaGgwG6nQ66vV6ur29NQGdvzawM95XnuqfJAGRHMtMaLVQuQbX1iaTSQ0GAz1//lyTyUSZTEaHh4cqlUob7A9tkvt8x1erlSUFBNS0d+nj9wEfd1ov25zfguFBnITWgzgLYz4VxOPxuI6Pjz/5fcII4+cUIYhL1o9k49FDyxr85qYffvjhrZE0qkSWWfBwYkzKP9Ak2Qy03+fNMQA+3sry+vraxpy8jSmbrRhlY61oLpczyh3h1mq1splhEghJ5rjl7SoBbMRb/oHtWQiqZ9Zs0gddr9cmzGO96OnpqYGX9IZipb/rvbKpXL/77jvF43FLDFC2d7tdrddrZbNZ7e/vq1QqmcLZj0WRJJAE1Go1M79hYUypVFK9XrcxOT/rTBVLVYs4kH3oPkGDnr6+vrbtcSQ3jHkB6Cxsgc7GGQ0fAZgJjoHr3e/3dX5+bte4VqupXC5vBWq+k20B2Pmd7gRb9Wht3NzcbCScBPfefeHZCIK+uNdQ+AmHMMII4/3jDwLEEVjd59tMdeGXR9z3YJpOp9YH7vf76vf7tjFJkgEYvXUeTr63SCVOFYR4TNJbfXEentKdH/l8PreeNdUZYAYljuNZJpOxYwEooTS9Jzrqb5IBqk4q0GKxaH1tArCFepVkO8Cr1ar1uKGQC4WC+aljNSu9eagPh0NrN7Bnm/9XLpdVq9Wsx95sNtXr9ayvjcIcShoQZ6wrEomo1+vZ6NyzZ8+0s7Ojk5MTjUYj5XI50w7ANnhKlusV7OOyFez6+lrffPONvvzyS1vzSWUOlR50r8Nqlc1ksAL0snG4I4EA4M7OzjQcDpVMJvX06VNVKpV7fQ243+5z2iMR9FU44Y+VsUaEn369J8zOfQr1oLc7783GPenTRW1hhPGHHH8QIC69MT1BlOPj6urKKtbb21tdXl6q3+/fO1KFoxgPnvl8rqurKwMNgDKdTm9U0NC4XqnL2BIPwuCCCKovgHp3d1edTkc7OzumSvfBPDGAiNIbQAJg6XNjFRqNRpXNZs1QBvqdWC6XyufzliAEV0RC/SJgazQaSqVS6vV61gNPp9OmcIfmB5hisZg6nY5OT0/N/IVlLPRn6/X6hpAvHo+byU06nTb2gD44Pf7d3V2rigGh4+Nj5fN5PX/+3BTotEC2LdqgivYgfn19rdlsZq2Xw8NDq4ihokmEoMXRIOCEF4vF7LsiCfNLXvw+cMbaksmkDg4OVK1WFYvFTGgXdEGT3t5bHwzuo21Kbn8c2LdiixucN/faiGBsq8T5eUA82EIKI4ww3j8eBcQjkcifRSKR7yORyI+RSOSfPvC6/yQSiawjkcgfP8bnfsDxbe3dUaEze9vr9eyh5d3BCCjYdDq9MfM9GAw0mUwM5FjG4UVfVFXYo3ojFMxKoDAJxG3MWi+XS/V6Pa3Xaw0GAxKKXtMAACAASURBVAPd9Xpt1f7NzY0Gg4EWi4XS6bQymYx5ezMW5+eeoUxRsCP68pW4JANxBGPQqIjGUJAXCgVTX/d6PbVaLfOL7/f7Rs96MIBZYGf2q1evjP5mXA9b2GKxqCdPnuj6+tqsaVEjz+dzW3GKgC8ajWo0GtlWMMxTGCnzCZXf/x70CYAGp+UxGAw0HA5VKBRsExqsAwkGSRvUOzQ8LAosC0kRokpehyKf7+H4+Fi1Ws3m/dEu+FE+H8G99R8StDI4Dr7nZDL5lkMc129bbANx/964GnJfhBFGGB8WnwzikUhkR9I/k/QPJf2RpD+PRCJ/tOV1WUn/haR/9amf+TGxrc+NiItlGd7IYxulDs2byWRM6V0oFIxCxbqTKouEgPejqpzP5xtLMQqFgq6vrw1UARAevlTVrVZL5+fnBjR+bSfggThtPp9bnxQ6++rqSsvlUrlczmxUAQMezriS+cqODWK4z+EBDktwfn6u29vbjT3XWIOmUikzO5lOp8pmsxvXQ7prITx58kRPnjwxTYH0RqB3enqq2Wxm9qaXl5cGlCQoksy3nCoWJTvLW66vr03BjEkL9qlQ3uVy2ZTnPvy0wHA4VLvdViqV0sHBgfV08WdfLpcaDodvGfxwXJlMRpFIRN1u15IX/N8l2f0B0G0L74KWSqU0Ho/fSjyYD//YdZwkLl7P8RggzntLdz31kEoPI4yPi8eoxP9E0o/r9fr5er2eS/rnkv7Rltf9D5L+J0lvW5z9HmJbJT4ajQyQut2u9vb2DPi8wQVBlQ3YIlTKZDLq9/tqt9v2oENAxsOJShx6149BUaUxc0yPE+U2wPzb3/5Wq9VKX3/9tcrlsqbT6YbdJ+/J7HmlUpF0Z/NK0kLS4MeH+PtKpbIxngZ1zbz4aDQyyvr29lYvX77UdDo1inq1WplneT6ft/dgrj6RSNiecK4NI3uZTMZEZ4zS1Wo1A5N2u63JZKLFYmE98HQ6bSDFZwLSs9nMfNypamOxmK0+ZXXrYDDQYDAwX3dmz3342ennz58rEono4OBgYz0pRi2RSMTYEM6FahZlN8f19OlT5XK5jeUkfDckBNuCv2e96u3t7cbGO5bhPLQ+9l1B7zoSidjnBWewme1+CMT9ljX/3pI2fpfCCCOMD4/HAPFDSa/df5/+7u8sIpHIfyDpeL1e/5+P8HkfFcHeHTPN+XxenU5H6/ValUplwyAk2Be+vr42MRZ/jkajVo3/8MMP2t3dtR60rzapyumXIirb29szAGYd59/+7d+q1WqZa9jJyYn6/b5ubm701VdfmW2nN51JJBKaTqfm+R2Px20EDmMZdoTTT0f0RaW8s7OjJ0+eKJPJqNfr2UIR2AmuG71qZrRRdpO4nJ2dSZKJtLAbpSosFAobmgO84FHXkxhREddqNR0fH6tarRoTAmAWCgVjBGAZ/Gw8vXWEhdDmOMWhLGe+nfcNOvFxX5ycnKjX6+nJkydWodKKYGQMFoAxN58M5XI5a0sgLON7IjBZgbHYFvw9TAsKf39NcS/72OBncfojCQ0GEwXbIjiNQXB+JINhJR5GGB8Xn13YFolEopL+Z0n/9Xu89h9HIpG/iEQif/G+S0jeN4ILH4bDoT0kmTNmrMv3SQke6lTNjIUBcPl83nrUfs4cEKe3SN8aWh2KPZFIqNfrmZ3lbDbTX//1X+s3v/mNer2e9vb2lEwmVSqVrKcNAAEwV1dXNk7F+RAACf1lgI9qbz6f6+uvv1YsFrNkZjweq9/vm7sb1D3VK33Yw8NDu26j0Ujj8dh640+fPjUKnt5vJpMxhgGxW6vV0vX1tabTqRaLhSqViur1uobDoXm5V6tVlUollcvlDVMU6a6aLxQKVnXTbwasb25ubBIhk8nY94dYkS1hWNMG6enb21t1u12l02kdHBzY95rL5azyJcmbz+cbVLQko9tpg1BB+8BR713OgUHVdy6X03K5tDYALYpP8RAHZFerlarV6ltUOrFtrak/zm0gTo/fG8yEEUYYHx6PAeJnko7dfx/97u+IrKR/X9L/E4lEXkr/P3tvFiNZnp33ff9Ybuz7lltlVXX3TA/aHJMaFQgZMAXDGkmkHjh8sGUKNjyCBQxggYAFQQ9jECAEGgZIEYINwoLlgSxg6AeTNA1BA3AIkqIF68VDs2lyZrhNL9NdlVWZGZGx7/v1Q+Z38h+3InKpjMrKnDg/oNGZkZER90ZkxXfP9h38FQDfWNbc5rru11zXfeK67pPLFh5cF9srmjafHG2KRqML6UyvSxUAsdbkBxYjK0a4FFZ+uHKUjGNEvGhg0xhFgh9eFB36agOnH8BMG3/yySdS92RTFJeM8LxGoxH8fj8Gg4HMYPf7fdkqxrQoIyzW2vv9vpQBOJsci8VkKQijdZ47l3WwmY4NWT6fT2a3eTHCx2YfAcWJC1v8fr80FLLezKh8a2sL8XgcvV5P6uCu60ramB3uFD7W4GkYw/eSC0Q4/re1tSWvA/8Otre3pQ4djUZfGqcDIK/f1taWpMd5HGyk4ww1GwfZpMYLDq5BZVf4st3a9E1nWWcZzOzwb4U2qOzAZ1/BTT3EWZfna7xKxFd1qK8ScWL7IiiKcn3WIeJ/AOAzxpjHxhgHwE8D+AZ/6Lpuy3XdvOu6j1zXfQTgWwB+0nXd99fw3FeGYkKh4HyvXTsGFg1M+H8Kv3cfsr07ud1uSyqWDWTAaYTBHdlMffJ4gJcvGCqVCk5OTuC6Lt566y187nOfWxihGo/HODg4EO9wHl+n05FzYlQJYCFi5octP1RZ4x+PxxLZs0ObESZHqyi40+npLnM2iAHndVKmkCORCBzHgeM4aDabkiYHII1unGmfzWZykRGLxaRJjitW4/E4MpkMRqORjP51Oh250LDT5LYPOssP7Pqv1+vy/LxYYce+67pSEuHzjkajl+avmU1gNzrHAvl3wMUgrBPTGpUXMTyuUCgk43Fe4eOFA1Pzl4m4jT1BwFLNTeHfHTMdq0QcWN7cdhURZ/OnoijX58Yi7rruFMDPAPhtAH8O4Ndd1/1TY8zPG2N+8qaPvw5ms5mMBPX7fWnwms1myOfzMuZCJyzOlLMubqfSgfMPWkbiwGk3No1Her3eQuMWU/ZscKIPud2NzIuHg4MDGaViKnY+nyMej2N7exsPHjyQMSqu07SFrd1uSwc4Lz54btxjTZMZRuIUQIo0P6jH4zGy2SwymYyM0dmb1xi982u7jhwIBNButzGdTrG9vY16vS5e7LY73nA4RLPZRDQaRT6fR6PRkHoxX2/HcWQvdr1el/Eyiu5sNltwF+O8PSNzpuQp4BRHu4HMXgbDhi6viDcaDSkl8PVhfwDLJOxvCAQCyOfzaDab8Pv9yGazaDabsoqUouWNxHlM/Fu5SMS9gsqmORrNrGMdJ+vgbChcJuKrtpl599Qvg97piqK8Gmupibuu+03XdT/ruu7bruv+92e3/Zzrut9Yct//6LajcHsj1qeffiof8LTMHA6HODw8RKvVknopN3Ux8qTvNXDeiMU6LtdKcuTJ5/OJaDE9SkcuANLc5jiOOMbZ283s8bNGoyHRJnc45/N5PHz4UCw6OZ/OlDTPlaI6m81kMxmdx4LBoNTT7dl4+0OX5/bw4UOp2XPe2o747U1YjuOg0+mgXq8jHA6jUCggkUhIRExRYvTKi4NUKiXnORgMEAqFFurC4XBY9mPTnx1YLJPYDYmBQACf+9znkM1m8ezZM2liZCMVz4PlCuDcOSwWi8nj8Hh5scFRscPDQ0nFc0acj8FacjgcRrPZlL8LXmDZjYLLRJziy/dmmenQsqjYGCNrSoHVJi/XgdMbbBxcJuK8ePKK+KrxMhsdL1OUm7ERjm0UymAwiBcvXqBarSIajSKVSqFWq4lDWKlUQj6fF8exk5MTlMvlBRtVAOLO5vP50Gg0pMbOhqt4PI7BYCDRtb0IAzg3W6GDF+vtrJnbVq7NZhPJZFJE0/5gZkTKeWQ+Z6lUEic5jv+w2YyZAvqw84PZHiPih6q9v7pYLMqIGUfIaFXb7/fR6XREqOjUtre3tzCnbHdbM33OGe1UKrVQc6VIMW0NnF4gfO5zn8PnP/95uR8je44yUWiTyaSk9rknnHPhbFDz+XzY3t6W15MCzOkCXlC4rouTkxMYY6Thjs149kY6e6yQ1reDwQC7u7viW8/+AT6XLeLetaHLejP4d+RdO0sSiYRkFdYljuFwWMoqqwR5WYf6ZSLOLJM2tSnKq7MRIs70Kv/PCPTw8FDS4LZRSTAYRKlUkpEimoQQRskUGLqV8T726lE+n930Zo8dsVmNzWNvvfUWZrMZTk5OJPLNZrMLjXLAucMY08fGGJTLZcTjcbHipJENa8OMZJkloCOaLUAAFjIOzCz4/X65CGCaPJFIiAnNbDZDu91Gu91GOp3Gw4cPF5r22CBlzzez9sy1o3YKnDvAvZ3Pdkc6H4cizrJJLpcTFzwaqnBrGf8GmJmwd4rzwoz7ukejkUTg/X5fDFlSqZSMydXrddn7zdW0fr8f/X5fhJ9rSm1DFx67LeLejvJVIm6/hsv+1nO5nNTc1wEnI4DVpi7LOtQvE3FtalOUm7MRIg6cfmA8f/5cms8+/vhjGGOwvb2NbDa78OHKmiTnqSnGhJ7cND2x670AJE0LnDqONRoNaaACIP7cruui1WrJSFkwGBTTlHK5jGfPnskaU2/akXV5dnIDQLValdGuXq8n5iL0K9/d3YXjODKKxrpwIpHAfD6Xx7THybwp2Xw+L6LP8+VM+2g0ko1ldu15NpvJAhVejHBDGy8e7A1siUQCsVhsYXXqKii+8/lcGhY5XjcajdDtdrG/vw+fz4dWq4VwOCxrR3O5HIwxiEajCIVCUkpg1oWmLVw4Yvc0uK6LQqEAx3FwfHwsaXC+x9PpFMfHx0in01IesLd/AYuZCb6nfHyeGx/Lxs5mLCMejy9c6NyUcDgsjXbL9g8AkAyHfVFyVRHXSFxRXp2NEPHRaITf+q3fwh/90R+J2QhTwavqhozEYrGYzIAzxc3Ii78/nU4lPc2540gkgkwmI/uugXPh5XgYhY+7uiORCMLhMPb399HpdHBwcCAWnYy47XNi7Zxd0L1eT86NG8E488yGKm7qotkMl5EAp0YuTH3zwsKuF3NsamtrS+blK5WKbBTLZrML9q2BQECyHswm8HsAMqbGVD7XukYiEZRKJYnSaUazDEbivC+zBdFoVKLibDaLWCwmZQc2+fG9LxQKKBQKktmwrXfr9bp0l7P0wCwG3yu/349yubxwkWa/z3ztlx27LXrejnKK33VFfN2wLk5fglX3ARYjdTZQrhJxNgbedAxOUTaZjfjX02q18Mu//Mv4zd/8TeRyOezs7ODx48eSKl0GBQgAHj58iGAwiHK5LL7iTG1PJhMZt6KRCJ3TMpmMmJdw1IwXAYlEQjp+KZC8sGCXO7uhKfR2gxMvKBiJ297WFD3be52jUfRNZ+PbfD6XVZT8UGVd1xYVPhfr9p1OB0+fPsVgMEA+n5e0NG1pgdMGMf7HKJQXF1zswswIzVFoIUtTGx7jRdE4u/DD4bD4vNP1LRaLyRSB3+9Ho9GQ8TKvCDKdTiHn4hROADCL4DiONCaGQiFsb2/DcRzpZQAgDYR0ZVt2sWjPmnsXsPAxlnWoXyaO68YYg1KphK2tLbmo8rKsQ/0q42WaSleUm7ERIs4P4WaziaOjIwCnDUDxeBzNZnNpdMFInN3HtOk8OjpCt9sVI41er4d8Po94PI5qtbowFkZRozDT65zCwIiegszZbqZ4aZ7CzWlMPbNrmqICQBZ6cDSKYtzr9aTZixu8eGHA46SJDc+bIkGTEh4T68qO4+DTTz9FuVzG/v4+dnd3pXmMPu3AuW92LBaTckOv15O0LMsKNMCxPdS5jMQYI2K6jPF4LKNysVhMGuJYEgHODUuYIbC3hNnYohMIBNBsNiUTYr9WvBBjGcPn82Fra0sWkXAzHgCpny/D7lBf5bC2TMRXdYm/TkKh0ELGxgsjaru57TIRV890Rbk5GyHi8XgcP/zDPwzHcfC9730P3/72t6Um6jgOTk5OXvqg5IeR3axEp69qtSrGK+PxGPF4HDs7O7K8hGLHD1suFmEjlL1ekqLLeWXgdMc5U8DD4RAnJyeyGY2d8Pbs+dHREZrNJlzXxfPnz/Hhhx+i3+/j+fPnODg4wMnJiQg1BYUZAru7GnhZNLxiQUe4ZrOJWCyGd955R5ZvsIGNj8n6qT3vzXNltgKA1JsprozaHcdBJpNBt9t9ycucVKtVAJCVnHazn224Q5e87e1tmf23z827epUTCDSa4X5w/j1w7I0YY1AoFKS0YbvOrRIyW8T5Xnoj01Ui/ibMUbjs5aK6+FUi8fl8LuWHdYzBKcomsxEiDgAPHjyQaPS73/0uPv74YwyHQ9DetVKpLKSrbdtKuxs4mUxiPp+j3W7LalLHcbC9vQ1jDI6OjhY2Xk2nUzx+/BhvvfUWjDHir85aNlPqHOOZTCbo9/vY2dmR4+EIGn+v3+/j6dOnqNfraLfbeP78uYx8UZjZIMfaLqNGppebzaakj4FFEbeXk3g/hCkqjKDtPeTGGJmxBs5tXe1GLc5f9/t9MUhhGYEd5vY4XzablQstL5wMSCQSUhJg9E/hZhTOzMPjx48RCARkxIzYTVjtdlvOhXPhrVZLzpmRqHejF0fQksmkjDCWSqWVf5N2zXuVw5r3/eD9bzsSJ6yLL5tdv4qIc3XtcDiUC1VFUV6djRBx13WlsSqTySAajeIv/uIv8OzZM0mHj8djseZkDTaZTIqlJ7Edt5iaZ4SSSqWk7h0IBOTx6KCWTCZRr9cldZrP52Vcizal7LAuFovSIc76tN/vx3g8RqVSwWg0QqlUQi6XQyaTwe7uLn7oh35IRsK4LYsuYSwpcP90o9GQ47S3rdmvGQAxUGFdn2UC2p4y40CHOvs2jo4RCg93jbOj2XEcmUMHsPA7tMXlvnebWq0mc/E8ZooxF7vwQqHf78NxHElvD4fDhcfjhcd8PpfGN6bS6YjHGjgjUfs47b+Pra0tpFIp6eRfhdc8aJnDmrdDfVUp4LagW6DXVx6ALEuhuZFXxDudjvyb2draWmsHvaJsKhsh4hw7CgQCaDQa2N7eFgOUcrmMTqeDRCKBTqcjqVuakXgXO3DePJ/Py5IMils6nZYUO6M9NoIBkAUY3PedzWZfGrvq9XpSG08mk2g0GshkMlJPbjQaqFarIijlchn1eh31eh21Wg2VSgXValUc52yfczZ00TOcCzQmk4k4pFF0eDx25zgXiwSDQeRyOdnzzTo9o1cAkl63hY7z8e12W/yyuaKUHd+8ELBJp9NirEOxpeEM/dX5WBTxSCQizW0sYfB+bDQ7OTmRx+PvceFLsVhcuHhqt9uyzY2e+8sEejwei2UuLwJW4S07XEXEvdvLbht6qS9LqdvNbXxdWSapVquo1WqybEbT6IqyHjZCxAGI+Ui5XJZ0J+eS2+02BoOBNJI1Gg2Zzwbwkojzg7ler8tCC3YW253M9XpdVlsCEOe1VqslPub2SlJGqKlUSprf+Nz5fB79fh/f/e53cXh4COC0654NZbSL3d7exu7uLra2tlAsFsX7nGlhCiZH1Bhlc9UnYQqe58IFMIPBQJrSOHttO5WxpktvePvDmo1y3W4XsVhMrDwZLXOe2pumpgPbaDRCs9nEdDqVpSncWsa0s+06l06nZRafW9l4cZLNZqW2D5xG4L1eD6PRCJlMRsobdFHj6BuABYMcG76WXIe6LFK3YYc5X/9lFwVeEb/I6OU2MMasHDXzGhEBp68Jm0HT6bSYKCmKsh42RsQfP34sdpiDwQDZbHYh3UdB6Xa7ODo6kjotcD42w65kOrXR+5vjXY7jyHgSt6XZgkSXNtavOYLEVHSn01kwSWEndLVaxXg8xsnJCZ4+fYpIJILd3V1sb28jn8+jUChge3sbsVhM0pQ8n+FwKHaj7Dpn5oAi5C0X8DZG3hzhisfjqNVqEmVRVNlIxo5wrgv1ihgzDnyt+FpynSttUr1RZjAYRCgUkgUv3PLGdKzdGEfRpahXKhUZo+PrT7c4jpExe8JFLCx/cLkKm/DYsMipBS+2Te3W1tbCdrxV2B30F/3cK+JvKhIHICONXptV2vfy4ngwGKBSqWA6naJUKq3VRU5RlFM2RsQ5d0yrUS7DoLUoP7S5NpTd4ACksYgfXPSR5u9VKhX54HIcR9LwnU7npQ5oduSyGYx2o7ZbGXCaLuZGr2q1Kg5h6XQa4XBYonrWbMPhsMyfR6NRdLtdEXJGyHZGgaly7jEnFHHWz+1xNtrHptNpySSUy+WXRNxebWrDlDsFl2lXptL5engjXL4PXPPJaJkXExR+vhb2xVm73ZYyAY+N0STFn6UIAJKNoKkL5+nZlMf3yXtuwLmIh0IhqYtfBo9z1cYx76z4m06nA+e9AKui8clkgpOTE9RqNYRCoQVLY0VR1svGiHgkEkEqlcJwOJQomfPNTI02m82FrWMUBgo4m7Vsq9BisShjYIzO/X6/RNh2Fy8XjySTSRlTo084O6JpD3t4eChGKrRwTafT2N7eRrvdXqil2xvSaHBCwbXNSygE7NqmTaZ3thc4T6czmm80GjDGiDAlk0nEYjFUq1VJpQPnPvWcW7fh89A1jtkAXlwx++BNt/IigU2FnFlm0x9n0Fm/txu/7MUnvPgCIKUK2sF2Oh0pO/A8+Nq1Wi3Z1U0RX5Yqp1kO+yCuIrSXiTiwOGbG8bKLau2vG/49LauL84KMI4h7e3tv9IJDUX7Q2RgRdxxH6qCO46BaraJUKiEajeLo6EhMRbhWks5ibAjjbLDtoc7HZKNYq9Va2JkdiUTQaDTk/o1GQ9zL6vW6RHvdbhcHBwdotVpS600kEsjlcnj06BEcx8GLFy/gOI7sP2ddmt3dbBALBAJSs+Rx03SG1qRsHmNZgClo4HyzFADJKBwcHGA2m6FQKEidnM2CnJuPx+Mi0qy32xE1U+x0srMXv7CUwK73ZTVTRng8B2YaaNvKqJmReDAYhDFGoneWEdhVHYlEZO6bTm/eyJk9A/TC53z5qvnm0Wh0bfMSZggu+r1lIv6miUQiS93b2PiWSqWQy+XUUlVRXjMb8y8sEAggn89LJE2v8d3dXTFFefvtt1EsFtFoNCSFajdMMT0NQJZpJJNJaZhqNBoyW95ut1EqldDr9fDBBx+gXC6j3W6jUCiIaLVaLRweHkrafGdnB3t7eygWi5IBoMOava6U27DonW7vwQYgDXNMgScSCRm54spQRqd0SWNK3W4Oi0ajUoNOpVJIJBJidsJIla537AOwnc1sOBseCoUkI8L3gmlqx3FWNoOxHEARrlQqaLfbC05zvOBiOn1/f19WoU6nUyld2F309qieN2LkiB+bDQGIWY1XSFkeuG7XdTKZxN7e3oWRtT0r/iZnxG1WpdQTiQT29/elVKEoyutlo0Sc88R0/zo8PJQ6NheBlEol6VJnVE2DEu6IPjo6wmQyQSaTQS6XA3CeDmUKvdfrYWdnB81mEx9++CE+/PBDSVFzp3mv14MxBplMBjs7O8hmsxJ1UTw4psUVoI7jIBwOS1TMSJsjcTw/dswDp1ETjWS63S6SyaR4v7N+bYu4vTKVs+7FYlGEsNfrSdq8WCyKCPMiYVmnNaPoZDIpFwIc1bIzCqtqp8wkcISLtWweN9PY9iYtijcFkr0IdEZjE5a9ptT7N8OLBrsD3t5YR5iFeBUb0ctS43aH+l0RcWYQlqXU2ZugIq4or5+NEXHapgKQhps/+7M/w3g8xuc//3mEw2E8f/4c8Xhc1lXSL5z7vZ8+fSoCubOzI/u5KWiJRELEvtVqYTgcIplMotVq4Tvf+Q6eP38u3c6FQgH5fB7BYFCMRZiqZ4qbM8mFQgGBQACtVktGxBiZcg2nHflwSQtnwhkZMxpOJBILXeqj0QiTyUTS0byI4JgYjV14TEwpc1lJoVCQuXv6hnsFsdVqAYA0FFL4eYFEX/NVIkgvezbMpdNpaUT0do/btX+aj7COOxqNpNeBFwbAcnexQCCw4JbHUgIFzOYmIn4ZFG1e2N0FEQdOo3Fv3wd5k4Y0irJJbIyIA8D29jYCgQDK5bK4cMViMWxvbyOXy6Fer6PT6SCbzUrU3ev1UC6XpbErnU4jnU5LdMw6bqPRQDwel3r3ixcvEIlE8ODBAxHj2WyGBw8eIJlMiq0qZ8bD4bBEfRRxLjLZ3t4GAKkb88OTYur3n+/Appiy6YsNbqxJT6dTEXE7e2AbdIxGI3Q6HRm34rYp+q3bGQo2DEajUbRaLdTrdVm/adPpdKThj1GvXaNnDX2VCFJwGbFPp1MUi0VEo1FpKiQUcd5mN9Cx+QyAfM9MgPfCg2UXXmDRrWyViLNDf93wMfn3cVfEkX0Fy9zbNBJXlNtho0Sc9eiDgwOEw2Gk02kRxp2dHQQCARweHkrj1Z/8yZ+Ix3culxPjFnYf80OfftpsZmu1WpJuB067yt955x3ZLw5AUuG9Xg+pVGqh6YoLN8bjMbLZLJLJpCwemUwmSCQSIoA0S2GNst1u4+nTpxJx0/CFDm7srGZdlwst7Hp2pVJBMBhEqVSSWux8PketVpOLGJq80E42FotJkxsb4mw3tG63Kw5mrB2z1s9GMXubmhfboAaArB4tlUoIBoOo1+si3oyu7bEsLphhUx5wvhiFUfSqOjftd4PBoFwIeu/LkcPXAbMM/Pu4K+JIBztvXZzTHXflOBXlB5mNEnEA0g2ez+eRSCTEvCQWi6FYLKLVaslt/X4fu7u7Isb02uacMWFkWK/X0Ww2USqVkM1mcXR0JNFlNBpFNpvF8fGx1ILt6I1z3oyY2SxGkeKIFdeSAudixaarRqOBb3/72+j3+3jw4AHefvttMYEJBAKyfIWpZEan/X5fEWgGCgAAIABJREFUOtlrtRqGw6E8L923qtUqfD4fHj16JEtaOOPNaJ2jbd6Z5n6/j9lsJuYs4/FYjGzYF8Ad4Ks++O3GrlarJY1wXBPLbAizGAAkA0FB4QUC07+M+ilC3kicFzY8bo7OAYtCSrF/XWs1bWc34O5E4vx34K2L28tkFEV5vWyMiDMSpWsUDUP6/T7a7TaA0+Ytbil7+PChpH7ZpUxzFc4cE86Yc4Qqn8+jVCqhUqlIWtpxHKTTaYkEG42G1MwZ7XOxBB3aCoWCiB2jXqZ3AYivN2fLeYHw7rvv4uHDh7LHnHXz8XiMWq0m0ft8PpfUPO0xeUx2NzbHuba3txGNRqURjh/iPHam+judjnSJAxChZraAgjeZTDAYDGTMi81py+Ax0h+eo4IApOQQCoVQq9XEt51NbayJe0Wa42kUce9z8/VlxMnmPe/9eLHwOndjU7gp6HcFegksMwy6S8epKD+obISIc493KpXCzs4OZrMZGo2GCBV3UodCIamz0lL04OBARpvY6GV7hLuui6OjI4xGI8TjcYnQaevKrWYUA5/Ph1wuh2fPnmEwGGBrawu9Xk8EoNfroVKpIBwOI5vNwhgj88ccl2KzVrPZRKvVEvtWjkI9fvxYzj0ej6NUKklqu9vt4vj4WOaq6fXe6XRQr9cRi8XEN3w+n+Pk5ATGGGm+6/f70mBmizhvKxaLAE6zAux055IYu0GLUT4Xvti+5svgYhoeNzv1ieM42NrakowDSwR8vXgxZONtbvM+d6/Xk7lnTjCsWq/JY3hd2Otc7xK8MLOjcRVxRbk9NkLEGant7u4in88v2IVGo1HU63X54Mnn89ja2hITl3K5jEqlgoODAxweHsoHPm04y+UyWq0Wstkscrkc2u22dD8z8p5OpwsjTLu7u+h0OpJ6Z5rccRzUajWMx2PkcjmZA6/VarIgpNFo4OOPP8ann34qhjW7u7uy8YzRu00kEhHL1vl8LvvHGR37/X5Uq1UMh0NpdguHwyiXyxiNRsjlcjDGoNvtotFoSCc8m+OY6uemMHtZCVPptie6vV6V5jp8TZd98M/ncxwcHEhJgr7rdvTHmf5CoYD5fI7Dw0MpV7CjfFnzmv1a2c89Ho+lmY1lh1Uiznn3VfX8dcDX7q4JI41qVMQV5c2wESIOnEZJwWAQhUJBjFmGwyEymQzG47GMQNHli81oxWJRZoTpu95oNHB8fIwXL15gNBohFovJ5iqmjgFIw1k8HkcgEJDxKG7r4oUAABH/w8NDtNttdLtdnJyc4OjoSC4e+HvcthWJRPCZz3wGjuPg+fPnAIC9vb2Xzp1NZvv7++I8dnx8LKs/A4GA7DVntDoajWTjWyQSkWxDLpeTyJ5RKp+Dws6NYez2Z8Rrz3HT7pVuadlsVlaFeo+d57+/vy8TAWwgJFxzGgqFZHsZU/yMxLk33e6c95ZFCAWbTXqM5O3udsL6/OvkrkbiACRzZfvu8/1QFOX1slH/ylivDgaDaDabsl4zGAzi5ORk4X4ARGBY74xEItje3pblFsFgEMViUbq8aQ7CTmWmkNnRPJlMkMvlUKvV4DiOGKiwe5t7miORiIglI+j9/X3s7+9jd3dXOpXputbr9VCv15HL5ZY6nnE0K51OIx6PY2dnB8FgUNziwuEwWq2WzIlzfI2vQbPZxGg0woMHD5DJZERIKFz0cI/FYlIvpyUrm9iAcwc04Nz8JZPJiEgui8RrtRparRYymYxsBXNdF/l8HuPxWI6T7xt/n9MENGhh82E4HF4q4rRmJZx/Ztf9qogdUBG3V7QCOl6mKLfJRok4cFqrpjCxGzydTstKUeD8gzIYDCIej8v+ajqWJZNJSbszsubsMGeuk8mkpNVZq51Op0in01JbTyaT0tnN2W5auXLsjAYq1WoV9Xod5XIZz549Q6fTQSqVQrfbRaVSgeu6YmbjhR+u6XRa5rzfffddxGIxfPDBBxiNRuj1etKR32q1ZN96v9+XcTNeIFCw+H/aqbLBzT4PY8xSEedoWaFQkBl67wc/mwXD4bBsZ6PQZjIZOI6DZrO50DHOaN8Yg1KpJI1gfP0p5oTNbd6okal+nhMbC+2/D+B2mtoASAbidT/Pq8CpAv6d3RV/d0XZBDZOxCkGTI1PJhNxHOOyEvvDmilj1s3tpjbCWjLdz7h7mx+69CYPBAKS2qYQFAoFxGIx1Ot1fP/738eLFy/QaDTEOIVGJj6fT+r08XgcW1tb2NnZweHhoQg6u9a9DIfDl0Q2FovhvffekyxEvV6XzniK4cnJCfL5PNLp9EIkyqiZMM0fi8XkXNlvsLe3Jw1r9sIVNqYVCgWJ/u0P/l6vJytheezA+VpSdvuzOY7vG0WbvQt8XPqqMy1uW7N6bVQ5WkY/AAAL0bi3ds7jeZ34/X48ePBgpbf8m4b/pvjaqogryu2wcSLONZaMrpkyDYVC0qXOyIx2pX6/X1ZnekXcdV3pHufXrA/T55y1W8dx0Ov1JP3ID/54PI52u42PPvpIUv67u7uyDOXBgwfI5XLY39+XLWWJRALj8RgHBweSgl9Wg5zNZlI/Z/17MBjI8pJHjx5JU9xoNJLIm0JPL3n7Q7lQKEhtnY5d9qgZm9z4YW77fXNMi+YvnBCgdSoAuZgIh8NIpVKSBgfORTwYDCIajSIUCkk0bjd/2Ra29u50CrEdjedyOWSzWfmeJjr2xcMqEedCldfZ1Ebuco2Z7m2rmv8URXk93N1PhTXiuq5E3UzNsp7KdGg6nUa73V5w76J4cLyIEaYdhXIpBS06aVrCaJwpX3qdM6Xu8/kwnU7x4sULdDodqZvPZjNkMhmkUikRI/4uj8kYg2w2K9F6o9FAu93Gs2fP8OzZMxweHuLk5ASNRgPNZhMARMT9fr8sMKHwP3z4EKlUSlLq7AJnnd+7vzoSiSzsGueoGhsA6Ylu7ybna8bSARsIORrX6/Vk5r1SqSAQCKBYLIoYU0xjsdhCA1w6nZaLArsmbq9Ftd8vW5QJ3eIIzykYDC7cPxqNyutI7HWomwxn6fk3pCKuKLfD3euSeQ24rotKpYJEIoFQKIRcLof5fI5utys17EKhgHK5jGazKc1qs9lsYYSKxiH2hzitMH0+HzqdDsLhsHSQZ7NZjMdjWeXZbDYliubY1M7ODtLpNHK5HA4PD1GtViUNTz9zRmD2xi7bCIbmNFwmwoYy7hzn8g+m8SmYwWBQhPbBgwfIZrMIBoN48OCB3G77mtuwxtzv96UrnNFwr9eTrm6myhkxVyoVcbKbTCZiUMORt3K5LPVsn88ntWlmLaLR6EJKmRmAZrMpTXecrefr4ff7pW6+TMS98Dl5f3a4szfAhhmLTYfjhnZpQ1GU189GiDijzl6vh3w+L01n3DRGa81wOIxKpYJisSid5jRYoa1op9NZKuKsBTM9zBljupIVi0Wpzx4fH8s4F+fBB4OBRHrj8RiBQEBsXikovJ01+kgkgng8jvF4LPPeXuxObM4y2x7cPLdSqSR1bH4Y24tCvOsl2W0/Ho8lCuPoF5sEu90uPv74Y1QqFSSTSbTbbRlVo8kN09itVguDwQCz2UwaAfn6UnhXkU6ncXx8LAJCS1te0LA5EcCChe0y7HWfvHjhBcuy+3Ihi3JeFwfuZhe9ovwgshHpdACyWWs6ncp4GBeVME2ezWYlOmckbq8jjUajkrYlTKG3Wi34/X7E43Hx0mb0C0BEjXvEHz58iGKxKHPHFLrPfvazCAaD6HQ6GA6HIiD8j0YrbCZjQ9myvc728/I4eJHAqJyvCfsEmE3o9/tikMLI1xY+Lk7h60LY4EczG5/Ph0wmg93dXRSLRYRCITx+/Fg86XO5HPL5vMxx22Y1POfLRDwcDiMSich58rx4nnxsb6f6MuzMil1jX3Z/pvpVxE+x9wloJK4ot8PGiDjrv/QG53w1a+UAZLa52WxKCpbNOq7rIplMYjKZLKxe5Nf9fl+iYe8IkuM4OD4+FmevUqmEvb09Eet+v49ut4t0Oi2ZAnu8iu5ktHZlKppOaBeJeLvdRqPRwOHhofiUMwvAbvnJZIJsNise7PSJ588p0raQUcS5jpSEw2FMJhMcHh4iFAohlUpJHXs4HGIwGCCXy0man2IZi8VemnPna3uZiAOn0Thd5SjSjMYp4vas9SoR53tkN6vxosAL96uriJ/CTXGAirii3BYbI+K0GB0MBrK/m3VjRlTxeFz2U5PpdCpz4FzSwYUpFHgatTCaZTMcI1XWix8/fizubUyFd7td1Ot1ABD/8K2tLYzHYzQaDekUt9PBbOAaDoeIx+MikIy2bWi2wnozl5lwPSdnoIPBoBjJfPLJJ6jVaiJmFGmviFPo7Xo5ew1oO8sGs0AggOPjYxhjUCgUpBmQv1soFJBIJBaO3VsPvwiO3rFpj13zNHrh+QKrI2s+J+9vi7jtZme/tpzfVk6JxWIXeuArirJe1vIvzRjz48aY7xljPjLGfHXJz/+hMebPjDHfMcb8njHm4Tqe97rEYjExAmF3db/fX9hOVSgU0Ol08OLFC9nOxBEyAFLbZQ2cO7HZtcx939yoNR6PkUwm8eDBA5RKJRml8vv90uzG3d/cl8269GAwELtV/g4jP45zxWIxRKNRuK77UjQ+n8/F6pUNdFyZ2mg0JNsQDAYlDb27u4vpdIqTkxO0Wi1J4RtjFoSPEbzdH9Dv91Gr1ZBKpZBKpeQ14sgemwtpcHOZAF6lHm7DaJx1WV5M0ODFjsS52c3GnnHn/YDzqNIbjd+GU9t9I5lMysWgoiivnxuLuDHGD+CfAfgJAO8B+DvGmPc8d/sjAE9c1/33AfwGgH9y0+d9FVhPns/nSCaTInz2Mg3uAi+Xyzg4OMDz589RrValozwej2MymUhEy2ibNqCsLweDQXz66adoNpsIBALI5/Myo80PfjsN7vf7JT0bDAal3l2r1aRhi7Vizkc7jiPbzZjetmEUzEg8nU5jd3cXjuOgUqmgUqlgNptJ5DqZTMTcxV6+woY6W8T4etk7uU9OTuA4Dh4/fiyGKTy3TqeDbreLra0taaa7aLb6qvVwG8dxZNMarWyZsrcjcf7fG43bDX8AFiJx7/3p/64ivshdW5WqKD/orCMS/1EAH7mu+33XdccAfhXAl+w7uK77b13XpcJ8C8DLWzpuCY4+0V1sMBjI2krgVAg+85nP4MGDBwBO95BXKhVxBmPE2ul0MJlMRKSz2awsPzHGyN7rXC6H3d1d8fG255abzaZYidoLQTgiVSqV0G63pWmOaeB0Oo1oNCq70YHzzmA7ulzmJhYKhZDP52XvN33RuX+bM+C8QIhEIiiXy+j1egsixvl1+rhXKhUZwWLdnqIYCATw4sULAKcb3LhK9aIO5uvUw23Y7T4YDNDpdBYExRtheyNrGrcwivSKuH1/lmC8G+MURVFuk3WI+C6AA+v752e3reLvAfitZT8wxnzFGPO+MeZ9uy69TrjwhPVnpqxtgaJrGjefRaNRsWbl0pBms4lqtSqpcDqzDQYDtNttWTiytbUl9UHWVH0+H3q9HobDIfb29mQMjfVzNq1xwxojcbqOxWIx2XtOmFJnKhmAdL7bQkafb8dxkM/nxfu9UqmISYfrushms7K1jLXmo6MjEeDhcIhYLIZer4dyuSwCTr/xYDC4MG50fHyMeDyORCIhj3FRJM4JgetGuuFwGLFYTHoV7Bnxq0TiXJDCUb5V9+cF0m04tSmKoqziVrtPjDH/BYAnAH5p2c9d1/2a67pPXNd9UigUXssxcCQrEAjImBk3j9kkk0k4joNnz57B7/fj7bffloUnjuOg3W7ju9/9LkajEZLJJMbjMZ49ewbgtMu9WCxK6p0wSnZdF/V6HY7jYHd3F67rolarATgVIXt0yRgjM+OsXy8TNjbd2Sn1ZTVbXiiwuW1ra0tG3QBI6jmRSMjYFjeI9ft9HB4e4tNPP8XR0RH6/T4++eQTMWfhxYLP50M0GpVoejQaod1uy0ISurldJNCc0b8ugUAAiURCyhNs3uPPgPP5eFuU5/O5NAHS556wpu8Vcc6cK4qivCnW8Qn0AsAD6/u9s9sWMMZ8EcDPAvhJ13VH3p/fJnQmY913Op0urLQETj+4c7kc6vW6bL+isBcKBXFIG41GGI1G0gj38OFD6VJPpVILkTGb6tgYx5Eqx3Fk+UooFJIolIKczWYxHA7R7/dXLjkBTqNxurSx8cwrlNwDDkA812OxmHSH2zPVhUIBgUAA1WoVmUxGusqPjo4wHo9RrVbRaDQwmUxQLpdRr9dl7CyRSEhjYKPRkAsGAJdG4q9SDycc8Usmk/IcTIN7U+u2KNvp+2X1em9PgDa1KYpyF1iHiP8BgM8YYx4bYxwAPw3gG/YdjDF/CcD/glMBr6zhOW9EKpWSufHZbCbz4t4RokQigeFwiPF4DJ/Ph1QqhfF4jPF4LGlhdkD7/X6k02kUi8UF8aX9J3AevdXrddnORX/uXq8nKVxGoVx/Sge5RqNx4RYrO6W+akUmHcboVx6NRsUjnT7mwGm2IBKJoFgsSt9AKBRCJpOR7V77+/t45513kMvlxHa2Uqng2bNn6Ha76Ha7qNVqaDQaiMViYk/qbYrz8qr1cOBcqHmc0WhUOtPtjmnvrDhtX9mpv0zEeX8a5KiIK4ryprmxiLuuOwXwMwB+G8CfA/h113X/1Bjz88aYnzy72y8BiAP4P4wxf2yM+caKh7sVuMaSCze43MRbI2Wq1DaJAU4/8Gu1miw7efToEYBTAUkmk+j1eggGgwv3Z2Rs17uBc4MMu7mMBiVcnBIIBGRpyipTFwDi886Oe56rDR3YOP9OEWd6mdkCXgBwdSv3nff7fYnS9/b2RJy3trawv7+Pra0tpNNpGZn74IMPUK/Xkcvl5Fjs2fFlvGo9nO8BcFqrtp3gvM/lFfHRaCT3XXZsduRud/0riqK8SdZicOy67jcBfNNz289ZX39xHc+zTjKZjNS22VjmTaOOx2O4rot4PC4mMZxDrtVqCIfDSKfTsqmMkexwOJQd3IysuRiEpjN2apc1V64yBc6NZFgXZ1c5d2wvG+PhY1Nol63IpMsbL16i0agYyrDubYs4cFrj53pQpsK52xw4TX+zUz0cDsvr8u677+L58+cyR8/H43rQVaNI150Pt/F2oHOczSu4TI+z9DAajWQ/OfByw5o9W35bO8QVRVEuY2O7ctLptHQij0YjSZvbMEKniQgXjRwfH6Pb7cJxHKldj0YjxGIxSQVzdIymLcPhEK1WC8lkEtFo9KWZazZg0XGMi1ls8dndPW36p8PbMqLRKObzOdrt9lKRoZc458IZvfN8KVR2JEwTnNlshk8//RSO40gED7w8qkUSiQSy2ax0sTOdTUOVZU1hN6mHAxC3MB5bv9+XHgSv9zuP3R4XWxWJ2/dnw5w2tSmK8qbZ2E8h2p5yJzZnxm34veM4Mu4VCARQLpelNj4YDPD8+XNMJhOxP7U9pBn1lstlzOdz7O3tSXRIptOpmMn0+31ZqGKv+IxEIuJFzvG0Vefl8/kuFHF2Z7NWz+9Z6wUgpQLv61WpVGSNKaPeVRammUwGkUgE+/v7MMagWq3K/VdF4jephxOuXuXsfL1eR7VaxcHBAZ4+fYoXL15IU16tVpO+Bja1eevnfD147NrUpijKXWFj9wWGQiFks1lxE5tMJi/Vm+35bC7tqNVq0pGeSCRQLBZxeHgI4DTyZFqaUIwajQbS6TRisZis6iR2oxxwLhRcUgJAutJTqZQ0jO3s7LwkNkyhsy7vhSLunZ/m49gb27zRKEfmGK1TiFeJeDweR7FYlJp0v99Hq9VaOr9OWA+/yfw1H/cLX/gChsMhgsEgcrkcgsHgwka4fr+ParWKWCwmJjurnOT4mHT3u2hKQFEU5bbYWBEPh8Oyy5tuZLaIM83KKJWLHXq9HmazGdrtNvL5PHZ3d/HRRx+h1+uJmNPtDYCk3O0uczsSZwqfomk3t9l+6VxCYoxBNptFpVJBp9OR5jkbdlh7u+15XkyV2w1mtohPJpOlXfC9Xg/xeByxWAyNRgO5XO7CjWCxWEz2p7Ou3mg00Ov1pNbv5Sb1cMLRQZ5vMBhEIpFYEGfWwpPJ5EKPwapUPn9uZ2cURVHeNBubTg+FQpIi5u5udpEDkHQ5P/g5b0yB6Pf7SKVSAE5FMJfLIRQKYTAYoFqtLqTmk8kkstmsLBKxhY9d6YlEQhab0FgkGAzKKlC7/krv9E6ns/TcKDh2yp6wFk6/dftCBTg3e1kmZL1eD7FYTEbveO6rRJzPB5yKHkX/5ORkqYDftB5OuAuej8njtOFYIBv4+Dur5tf5vvG8VcQVRbkLbLSIc2HGdDpFt9uVRjYAkjJnhznr1cViURzeYrGYbAmbTqeIRqN46623ZO1ntVqVkS1anQKngsLnGQwGMMYglUrBdV3pDOccMrMAXrgJzOs0B0A2qXlr/BRUdqhzIQtr+LxQWDbeNZvN0O/3kUwmF1Loq3ZtE9ue1OfzIZfLYTabodPpvJQpWEc9nMfEXfCsvy+7aPBegPA9WTX6xoujVaUARVGU22ZjRZwe34lEYmGbGYVvNBpJ5A1AlmlQhDhqNp1OEYvFxCwml8thZ2dHGtA++ugjfPDBB6hUKguLNSgYvV5PsgLj8Vh81xkR+nw+SaXbsPt9WTTOcSm78xrAQnTKmq69E7xUKknnuHckq9PpwBgjO795oUHBXCXkbBSzZ+65Qc7bZb+OejiwuDp02Yw4WSXiq56fj6NRuKIod4WNFXEAsrErGAzKJjPWxe21lMPhUBaatNtt2SJWr9clUmbDFxukOCfebDblYqBcLi8I32g0kk5nriXlaBlFPBaLLY0ifT6fjG7Zm8s4SpVKpWCMWbCTZZ2cP+d5Upw4Lx8MBl8SMu4fTyaTC6Niq5aJEG8nNz3T0+m0rCcl66iHA1cXcW9THu1mLxJ9QE1eFEW5O2y0iHNnNyPpTqeDfr8vXur8QOcOcFqhplIpbG9vyzpOzhcz2pzNZiiXyxgOh3jnnXfw3nvv4bOf/Szm8znK5bLcr9vtykISjpUB5xFpIBBYmkonzCLYQs30NU1X7GY91sP5c9unnc+7qqmt2WwilUqJqQsAab7j116W+bez7lwoFBAOh2Vf+brq4QAWjsneI+7Fm0XwLj5Zdn9AI3FFUe4OKuKhkIxOcckIm9rYYMbImkJfKBRQLBbh8/mk9szVpsPhEIeHhxiNRigUCshms0gkEkilUiiVSphOp6jVauK7zii62+0iEAiI8NJu9SJRo/e6Hc3abmKxWEzG1YBzEff5fNJENxqNxCCFhjdeEedFTTqdFuFjF/tFkfiy9DRd0kKhEAqFAnw+H05OTuRiY50izuzIZZE1j33VeBlhH4VG4oqi3BU2XsRZW2bjWq/Xk6Y2n88n8+CO46BcLgMACoUC4vE4stmsGIpwh/Xz58/h8/mws7PzUhQdCoVQKpVk3rzT6cDn84lHeqFQEI9yptIvgx7l9sgaa9AUY0bqdBtjutz2bGfGgfvKbbhhjSLOsS1eEHjXdPK5WPO2RW8ymUhnOJ3gptMp6vX6WurhwLlrG/sBLhNxu1fgoud3HAc7Ozva1KYoyp1h40U8HA5L1DuZTNBqtRZmwQOBAPL5PKbTKQ4PDxGPx5HP5xdGphhF9vt9+P1+bG9vrxSDcDiMUqmE2WyGZ8+eoV6vw3VdFItFEWQ6tF1FxFkzZ4ObXYNm81632xWPeFqt8li4+IXnb8+kk2azCb/fj0QiIc1gdlOYt0N9NBrh6OgIo9EI+Xx+QUS9Ri/hcFiWwawjCif2rPgq0bUj8el0umCuoyiKch/YaBEPh8My+sWRpF6vh2azKRu7otEoEokEWq0Wms0misWiiI3P50O9XkelUoHjOMhms4jH45d6akciEWSzWZycnODk5ES2bTmOI81n8Xj8SrVXrttkat5bg85kMggEAqjX6zg4OMDJyYkILhe2MHpnOtlrikLPdzq0sc5sCx8Fvd1u4/j4GACwvb39krMZRdx+jThHz2a7deB1pFuGnUW4rDNdURTlLrLRYUc4HEYgEJBOc3apM3Kl3WowGES5XMZkMsHu7u6COcrHH3+MQCCAnZ0d2WB2FeiRzqUpTGPX63VZAXpV4vG4XHwAi41XoVAI29vbGI/H6Ha7GI/HaLVaC3PU7FAfj8diSEMGgwFGoxG2trYALG4HY1MYsxEnJyeyozyfz69ccMJ0us0y57mbwMdf9lze+zESB1TEFUW5X2x0JE6TE4oyo7JWq4V+v494PC4jaC9evEA8Hpe6MD3Gx+Mx3nrrLamv87aL6Ha7aLVayOfz2N7elm52Rv3hcPhKqXRC4xbWrpdF8Nw8trOzg52dHQSDQXGXe/r0qdTVval0dsyn02l5zQAsjJnN53McHx+j0+kgk8lI098yLtpgtk68K0lXwSzCZetRFUVR7iIbLeLAeYc6LUiDwSCazaY0hoVCIYzHY9TrdeRyOTiOI+KfTqel85z2qAAujMYpnIFAANlsFo7joFAoYDgcolarod/vS+35OsTjcTGKWfW7dGdLp9MolUp49OgRMpkM+v0+Go0G5vP5S53pjUZDegeAl0W82Wzi5OQE8/kc+Xz+wpQ4DWJuw/HsVURc6+GKotw3Nv5Ti7VodmqnUikZMTPGiGHLcDjE9vY2gPOUK5vJ4vE4Wq2WCPxwOFyaHh6PxyJ4xWIRg8FA9pXPZjN88sknmE6nEvVeB47JLfNLJ7SRtc89k8nAcRzs7+8jFAqhWCwuHO9gMFi4qKA4cmc5TXB47hcxn89lLv51w2O5iojP53OMx+O1NtYpiqLcBhqJW5E4/cop1hz9qtVqCIVCyOVyAM6FoV6vS10dgFik2otUyGw2E+vVVCq1sHTD7/cjHo9je3sb0WgU2Wz22ufBFPWqVD7r9V6hCoVCGI1GCIdbE6sIAAAd2ElEQVTDePTo0YLo9ft9ubAhrDG3Wi0MBgOEw2Hs7e0tLB1ZBY1ebsMsxfY5vwh7zEzr4Yqi3DdUxM8EnFvKptMpSqUSEomEOKx1u13EYjGpF4/HY1SrVelet5uowuGwRHbEdV2Uy2XMZjMxfLHH2igk+XweX/jCF14prcsFLD6f76XFJ8B57dpb845EIpjNZksj+E6ns9Q1jp7ufJ3YI3DRNjPgXMRvI23N57hMmO1j0XS6oij3jY3/1LJduLrdLvr9PtrttsyPt9ttNBoNvPPOOxgOh2i322KKkk6nZc84cBqJUzSGw6GkjavVKsbjMYrFoqTt6Xs+m83W0uTFznI6wXnFetWGsHA4LBcvXntUvg7e3ykUCgBOx8nY6X7ZSlLgPJ1+GxEvJwYui/rtSF0jcUVR7hsbH4lTrG3x7Xa7cF1XtnnNZjPUajUcHBxgPB4jm83i4cOHiMfjCAaDYp3K7mbHcUQ0aVmaSqUQjUYxHo8xn89F4L1p91eFNrFsVPOmtvv9vtT4vee/rKOeo2XRaPQlcWNjGm9ns9pVI/Hb8h6/yvMwiwCoiCuKcv/YeBEPhUIivH6/H4PBQHZ8cxSMxiGcE08mk/KB7xVx4FQYWRfnvDkb3egiFg6HRfQvE7+rMBqN4DiOrPm0l6IApxcnPEcb7hH3dtTzQuCi+W1bxK8Sid9mOv06sJ/gdY+9KYqirJuN/9RibToQCMja0X6/j3q9LnXvd999F5/97GcBQPzA7e7nZSLuui4GgwG63e5C3dzeUMbfWYeI026VW9XsPeNce8patg0jalvEXdeVhSwXdZLbK0xpvXpRZuGuzmLTR15RFOW+cbdCojcAo3COSE0mE4xGI7RaLcTjcRSLRTx69Ajz+Vyic+4QB04FgCLMtCxF/MWLF1I/r1aryGQy0gnO+/M5bzLexP3jFKJ4PI5arSYjZZPJRPZ4e0Xcvnghw+EQo9EIkUjkwuNiBGvX0y9a/bnMcvUukM/n3/QhKIqivBJ369P0DUERp6CHQiEkEglEIhEZLePa0VQqhU6ng263K3VuRp+0ND05OUG1WsX3vvc9DIdDBINB9Ho9PH36FK1WS+rsrC1fNNt9Fez1o8DypShsKFsm4rRcZUaB61jpLX8R3g77i7IK3Ll+1yLx2zCfURRFeR2oiGNxzIy7tl3Xhc/nEztVzkFnMhmkUilZONLtdlEul3F8fIyjoyM0Gg3MZjMZSXv33XfF6tR1XTQaDbRarYXa+E3T6RRx1qh9Pp90v8/nc3muZSLOsTh2qAOnTW3cgGb7qC+DK0mvIuK0XFXBVBRFWQ8bn04HzpvM7AiZ3enpdFoMTtjxnclkpGkNOBXReDyOQqGAcDgMv98vI192A1w6ncZwOMR8PsezZ8/ErW0dkbhXoBOJhIzM2TvGl4lyKBRCq9WS42Dt+irOaswy8LmvIuJ3LZ2uKIpyX1ERBySVzgYvjmsFAgHZdW3vpwaAbDaLWCwGv9+PWq0m0TdwKlZcJ8oxLeC01pzP55HL5fD06VNUq1WJhG/CeDx+SXBDoRCCwSA6nc6ltWjb8GU6nUoq/SrHZTueXdRpz41pl20VUxRFUa6OhkSARM+O48AYI+n0UCgkI1bLbEWZhmfqnbTbbfh8PuRyOXFP465v2rRms1lks1n4fD4cHx+jWq2+0sw4xXFZ7TqRSGA0GokZyyrxtFPh/X5/YUb+MphpYEp9lYjb42WXpegVRVGUq6EijvNZcdbDuWY0mUyKOFKs2fxlM5/PRcRZJ4/FYojFYtIwxu5vCiMf/+HDh4hEIqhWqzg8PFyI9q+Ct6nNhg1uPP5VkTgFvtfrYTQayetwlbS3fQHAMbNlzOdzzOdzNVRRFEVZIyriwMJ8te2jzoUnwLk95zKRskWcbm/JZFKsTzmyZTumMf3M7vdsNgvXdXF8fHzpPnKbi0Tc7/eLn/pF6XR2qNOgZpmz2yr4uFeJxHXJiKIoynpREce5iNF9rdFoSMqbXFXE6TfOsTVjDAaDgTimMTKmVSnTy/T6Nsag0Whc+dhZ716VKs/lctja2rrQo53nP5/P4bougsHgter0nJVnQ+Cy14hGMGqqoiiKsj5UxAFpYmNquNfrIZFILAgZRXJZpEkjmH6/j+l0KnV0Nq0NBoOX9lXbpigUQZ/Ph3Q6LdavV4FObRedm+M4mM/nF9bE7WMAcOVInL9/2ZiZRuKKoijrR0X8jFAoJGLe7/eRzWYXBGdVJM5mNJ/Ph3a7jUAgsLBBjHPgbJQDzuvDfEyKIABZ7Vmv1y9tdHNd91IR5/PxGJdhj5MxO3Adf3M7EgdWizgfX1EURVkPaxFxY8yPG2O+Z4z5yBjz1SU/Dxljfu3s579vjHm0juddJ7aIA1iohwOQGWuviFMgp9MphsMhEonEQve1V9CBc0HzRuKsR2ezWUwmE3S73QuPmcJ/mYjz+S5qVHMcB6VSaeE4r4pX8Fel03W8TFEUZb3cWMSNMX4A/wzATwB4D8DfMca857nb3wPQcF33HQD/A4BfvOnzrptQKARjDLa2tvD48WPE4/GX7rOs+5oi3uv1YIxBIpFY+Dm7vG0zFkaqdiRu15Kj0ShCoRCazebSbnjCTvbLUt98jIsElI1ts9nsWql04HzMjHX3ZZH4XfVNVxRFuc+s4xP1RwF85Lru913XHQP4VQBf8tznSwC+fvb1bwD4a+aODQsz+gwGg4hEIktFfNms+Hw+x2w2w2AwQDweXypS2WwW6XRavl8WiQNYcG7LZrOYzWbiCrcM25TmIi5Lp/NYeL/rRuJXWUl6VzeYKYqi3GfWIeK7AA6s75+f3bb0Pq7rTgG0AORwh7BnxUOh0NJodJkj2Xw+l93dq3Zvx+NxcXMDXo7EbRG0jycWi6HVaq2cvb5KPZzHCFwu4rzPdZvPuIubtqoXibhG4oqiKOvjTn2iGmO+Yox53xjz/snJya0+N1eRhkIhFAqFpdHtqki81+st+KRfBmfEmYzg114PdVq+rho5u6qIX6UmzvN9VQtYexGKV8Rd15XGN43EFUVR1sc6RPwFgAfW93tnty29jzEmACAFoOZ9INd1v+a67hPXdZ8UCoU1HNrVYVe2N0r23sfr2tbtdjGbzRbS5Zdhd3ITiqBNIBCQRSZeAxj6s68rEufxXLcebh8r0+nsvrefn/VyjcQVRVHWxzo+Uf8AwGeMMY+NMQ6AnwbwDc99vgHgy2df/ycA/i/3VYzCXyO0Hr2oi9pe9kFarRb8fv/SGvoq7Blxwg51L+l0Gj6f76Vo/CKnNi80o7moDYE71K9zHjbeMTP7NaLRi0biiqIo6+XGIn5W4/4ZAL8N4M8B/Lrrun9qjPl5Y8xPnt3tfwWQM8Z8BOAfAnhpDO1Nw1rwRZajXoEaj8cYDoeIx+PXWurBdLoNI1nvtc0qA5jxeAxjzJVS+Be5tRFjDHK53CuLrPc47AsSNXpRFEV5PaxlFanrut8E8E3PbT9nfT0E8J+u47leJ47jIBQKoVgsLv2518yEnePXEXGOki1Lp7N27BW7RCKBdruNRqMhc+fcIX6V573IrW1dMLPAi5BlIn4dAxlFURTlcrRAaREKhWS15zLsSHwymaDX6yEajV5LnLzjZeQiy1JjDDKZDMbjMTqdDkajEUaj0ZV9yG1v99cFLzxoQesVcfVNVxRFWT8q4hahUAjT6XSliLOu3O/3cXR0BJ/Ph1gsdi2BXNU4t2xW3IZrRT/88EO8ePFiqbHMKm5DxDkDzrq4/Rqy0U0jcUVRlPWiIm4RDocxn89XCilwKrJHR0fw+/3Y3t6+dsf1qkicM+qr3M4qlQqGwyEGgwH8fj92d3ev3El+lZr4OrAXoXgjcbVcVRRFWT8aGllQFGln6qXT6aDRaMBxHGxtbcHv90v6+KpcNMJmL0IBTi8Yms0mer0efD4fSqUS0um07P2+KrdREwdOswnD4RDhcBjD4VBuv8qcuqIoinJ9VMQtOCtuCxBpNptoNpuIRqNIpVIiihyduioXzUsHg0GMRiNMp1M0m010u10YY5BKpZBKpSRSf/HiBRqNBvL5/KXPd5UZ8XXBCJzpdC50mUwmGokriqK8BlTELTgr7jVWqdVq6HQ6iMfjYr5CrltvXmb0Yj9/r9fDixenXjnJZHLhgoH3Ybd6IpG48vKT2xBx1vWZJWBHOpefqIgriqKsF81vWgQCAQSDQQwGA4kkK5UKOp0OUqkU8vm8bByjOF5XxC8atQqHwzDGIB6PY29vD9lsdqnwpdNp+P1+HB0doVqtrmzE4/MBt7PH2yviPC5euGg6XVEUZb1oJG5hjEEymZSZ7NlshuFwiGw2K8tNbNc2n8/3SpG4vWPcJhKJ4OHDh5c+hs/nw87ODlqtFjqdDnq9HuLxOFKp1EsXCLedTgcWRdy2XNVIXFEUZb2oiHtgU9Ynn3yCXC6Hra2thQ1k9qw4v76u0cs6Rq38fj+y2SxSqZSIebfbRSKRWEjB36aIU6htEafRi0biiqIo60dF3IPf70coFEKz2ZR1oN6fA+cGJsDVBZKCus6IlGKeTCbRarXQbrfR6XSQTCaRTCZvvTM8EAiIaFPAOSOukbiiKMp6URH34DgOHMfB22+/jcFggMlksmCDaluvXjfKvWi87KYEAgHkcjmkUik0m02Jzu094bcBewrYqU4Rt1evKoqiKOtB85seMpkM9vb2UCgUlm4Po2sbxYm3XYVVRi/rJBAIIJ/PY3d3F5FIRDrDb0tAg8GgROK80JnP52q5qiiK8hrQSHwJxhhpcms2mxiPxwsixFTxXYrEvQSDQRQKBaRSqWsZw9wUXqDQg143mCmKorw+NBK/gGQyuTQaZ92XIn7VKPdN2I9yM9ttYY+Zua4rK1O1Hq4oirJ+VMQvwOfzIZVKYTAYLFixMhK/bmPbRUYvPyh4SwXj8fjarnaKoijK1VARv4RkMgm/378Qjdv1XuB6NfEf9E1ey8bMeLuiKIqyXvST9RLoXc4NYgBEpK4rUJsQiQNYqH+7rqtGL4qiKK8JFfErkEgkEAgE0Gw2AZw3pk0mk7VZrv4gwZ4Bn8+nRi+KoiivEf1kvQKMxkejEfr9vggxt3NdBdbQNyEi5ZiZMUZsaTfhvBVFUW4bFfErEo/HEQwG0Ww2Fwxf7tKM+F3BPkeKuEbiiqIo60c/Wa+IMQbpdBrj8Xhh3/hdnBF/09hjZnRr24TzVhRFuW1UxK9BLBZDMBhEu92W2zQSfxm7sU03mCmKorw+VMSvSSaTwWQykbnx64r4JqSVae5ijIHruggEAhtx3oqiKLeNfrJek2g0ilAohF6vB9d1r9zYxvGyTVkCEgwGEQgEsLOzo77piqIorwkV8VcgnU7DdV30ej01ellBMBgUQxyNwhVFUV4P+un6CkQiEUSjUbTb7WtH4psCZ8U37bwVRVFuExXxVySbzWI+n+Pk5EQ6zy9iEyNx4NQ7XSNxRVGU14N+ur4isVgMuVwO0+kUh4eHYsm6DO7U3qSI1L5g2aTzVhRFuU1UxF+RQCCASCSCnZ0dBAIBlMtlsWX1sknjZcQeM1MRVxRFeT2oiL8ijuMgGo0iHo9je3sb8XgczWYT5XJZRJtsktELMcbIRYum0xVFUV4P+un6ivh8PhSLRQQCARhjkM/nkcvlMBwOcXR0tLB/fBMjceD8fDfp4kVRFOU2URFfI4lEAtvb2wCA4+NjdDodAJsZiQPnKXWNxBVFUV4PmxUa3gKO42BnZwcnJyeo1WoYDocLDmabhEbiiqIorxcV8deAz+dDqVRCq9VCo9EAgI10LYtGoxgOhwtNboqiKMr6uFGe0xiTNcb8rjHmw7P/Z5bc50eMMf+PMeZPjTHfMcb8Zzd5zvtEKpXC1tYW/H7/Rop4MBhEqVTauAyEoijKbXHTYuVXAfye67qfAfB7Z9976QP4L13X/fcA/DiA/9EYk77h894bwuEw9vb2kMvl3vShKIqiKD9g3FTEvwTg62dffx3AT3nv4LruB67rfnj29SGACoDCDZ/3XmGM0WhUURRFWTs3FfGS67pHZ18fAyhddGdjzI8CcAB8fMPnVRRFUZSN59LGNmPMvwGwteRHP2t/47qua4xxL3icbQD/G4Avu647X3GfrwD4CgDs7+9fdmiKoiiKstFcKuKu635x1c+MMWVjzLbrukdnIl1Zcb8kgN8E8LOu637rguf6GoCvAcCTJ09WXhAoiqIoinLzdPo3AHz57OsvA/jX3jsYYxwA/wrAr7iu+xs3fD5FURRFUc64qYj/AoC/boz5EMAXz76HMeaJMeZfnN3nbwP4qwD+rjHmj8/++5EbPq+iKIqibDzGde9m1vrJkyfu+++//6YPQ1EURVFuDWPMH7qu++Sq91dTa0VRFEW5p6iIK4qiKMo9RUVcURRFUe4pKuKKoiiKck9REVcURVGUe4qKuKIoiqLcU1TEFUVRFOWeoiKuKIqiKPcUFXFFURRFuaeoiCuKoijKPUVFXFEURVHuKSriiqIoinJPURFXFEVRlHuKiriiKIqi3FNUxBVFURTlnqIiriiKoij3FBVxRVEURbmnqIgriqIoyj1FRVxRFEVR7ikq4oqiKIpyT1ERVxRFUZR7ioq4oiiKotxTVMQVRVEU5Z6iIq4oiqIo9xQVcUVRFEW5p6iIK4qiKMo9RUVcURRFUe4pKuKKoiiKck9REVcURVGUe4qKuKIoiqLcU1TEFUVRFOWeoiKuKIqiKPcUFXFFURRFuaeoiCuKoijKPUVFXFEURVHuKTcScWNM1hjzu8aYD8/+n7ngvkljzHNjzP90k+dUFEVRFOWUm0biXwXwe67rfgbA7519v4r/DsC/u+HzKYqiKIpyxk1F/EsAvn729dcB/NSyOxlj/jKAEoDfueHzKYqiKIpyxk1FvOS67tHZ18c4FeoFjDE+AP8UwD+64XMpiqIoimIRuOwOxph/A2BryY9+1v7GdV3XGOMuud/fB/BN13WfG2Mue66vAPgKAOzv7192aIqiKIqy0Vwq4q7rfnHVz4wxZWPMtuu6R8aYbQCVJXf7DwD8mDHm7wOIA3CMMV3XdV+qn7uu+zUAXwOAJ0+eLLsgUBRFURTljEtF/BK+AeDLAH7h7P//2nsH13X/c35tjPm7AJ4sE3BFURRFUa7HTWvivwDgrxtjPgTwxbPvYYx5Yoz5Fzc9OEVRFEVRVmNc925mrZ88eeK+//77b/owFEVRFOXWMMb8oeu6T656f3VsUxRFUZR7ioq4oiiKotxTVMQVRVEU5Z6iIq4oiqIo9xQVcUVRFEW5p6iIK4qiKMo95c6OmBljTgA8XfPD5gFU1/yYbxI9n7uNns/dRs/nbrOp5/PQdd3CVR/0zor468AY8/515u/uOno+dxs9n7uNns/dRs/namg6XVEURVHuKSriiqIoinJP2TQR/9qbPoA1o+dzt9Hzudvo+dxt9HyuwEbVxBVFURTlB4lNi8QVRVEU5QeGjRBxY8yPG2O+Z4z5yBhzZ3eZG2MeGGP+rTHmz4wxf2qM+W/Obv/HxpgXxpg/Pvvvb1m/89+endf3jDF/07r9TpyzMeZTY8x3z477/bPbssaY3zXGfHj2/8zZ7cYY88tnx/wdY8wXrMf58tn9PzTGfPkNncu71nvwx8aYtjHmH9yn98cY8y+NMRVjzJ9Yt63t/TDG/OWz9/ujs981b+B8fskY8xdnx/yvjDHps9sfGWMG1vv0zy877lWvzS2fz9r+vowxj40xv392+68ZY5w3cD6/Zp3Lp8aYPz67/T68P6s+o9/cvyHXdX+g/wPgB/AxgLcAOAC+DeC9N31cK451G8AXzr5OAPgAwHsA/jGAf7Tk/u+dnU8IwOOz8/TfpXMG8CmAvOe2fwLgq2dffxXAL559/bcA/BYAA+CvAPj9s9uzAL5/9v/M2deZO/B3dQzg4X16fwD8VQBfAPAnr+P9APD/nt3XnP3uT7yB8/kbAAJnX/+idT6P7Pt5Hmfpca96bW75fNb29wXg1wH89NnX/xzAf33b5+P5+T8F8HP36P1Z9Rn9xv4NbUIk/qMAPnJd9/uu644B/CqAL73hY1qK67pHruv+f2dfdwD8OYDdC37lSwB+1XXdkeu6nwD4CKfne9fP+UsAvn729dcB/JR1+6+4p3wLQNoYsw3gbwL4Xdd1667rNgD8LoAfv+2D9vDXAHzsuu5FhkR37v1xXfffAagvOc4bvx9nP0u6rvst9/TT6Fesx7q183Fd93dc152effstAHsXPcYlx73qtXktrHh/VnGtv6+ziO4/BvAbZ7//Rs/n7Hj+NoD//aLHuGPvz6rP6Df2b2gTRHwXwIH1/XNcLIx3AmPMIwB/CcDvn930M2fpmH9ppYxWndtdOmcXwO8YY/7QGPOVs9tKrusenX19DKB09vV9OB/y01j88Lmv7w+wvvdj9+xr7+1vkv8Kp9EMeWyM+SNjzP9tjPmxs9suOu5Vr81ts46/rxyApnWB86bfnx8DUHZd90Prtnvz/ng+o9/Yv6FNEPF7hzEmDuD/BPAPXNdtA/ifAbwN4EcAHOE0BXVf+A9d1/3C/9/e3b1KVYVxHP/+0DIxk168EDIsUIKCMhSUTLwQyTApC6wEK7vI6AXqQiT/ASEIgoIoAiFOEVbWucoosswIpcPxLXuxrjI7hoVlQpg9Xaxnap/DzLFonDl7zu8Dw9mz9susNWvPXnuvvc5+gOXAw5IWV2fm2Wat/kUi7yOuBLZmUp3rZ5g61kcrkjYBfwB9mXQUuCIi5gJPAK9Iuujfbq+L303P7F8j3M3wE+Ha1E+TY3RX8gHjoxE/AsysvL8808YkSedRdo6+iHgTICKGIuJMRPwJvEjpLoPWZRszZY6II/n3GLCNkveh7DZqdJUdy8XHfHnScmAgIoag3vWT2lUfRxjedd21ckm6D1gBrMmDKtntfDynP6PcN57D6Plu9d10TBv3r+OU7tyJI9I7LvOwCnitkVaX+ml2jB4lH+f8NzQeGvE9wOwclXk+pRu0v8t5airvEb0EHIqIpyvpMyqL3Q40Rnr2A3dJmiTpSmA2ZVDEmCizpCmSpjamKQOODmReGqMx7wXezul+YG2O6FwAnMguqu3AMkkXZ1fiskzrlmFXEHWtn4q21EfO+0XSgtyX11a21TGSbgY2ACsj4lQlfbqkCTl9FaU+vj1Lvlt9Nx3Trv0rT2Y+AO7M9btSnrQU+CIi/u46rkP9tDpGj5KPc/8bGm3UW6+8KCMEv6Kc2W3qdn5GyeciSjfMPmAwX7cALwP7M70fmFFZZ1OW60sqoxjHQpkpo2P35utgIx+Ue3PvA18D7wGXZLqA5zLP+4F5lW2towzcOQzc38U6mkK5oplWSatN/VBOPo4Cpyn32x5oZ30A8yiNzDfAs+QDpTpcnsOU+42N39DzuewduR8OAgPArWfLd6vvpsPladv+lb/J3fkdbQUmdbo8mb4FWD9i2TrUT6tjdNd+Q35im5mZWU2Nh+50MzOznuRG3MzMrKbciJuZmdWUG3EzM7OaciNuZmZWU27EzXqApE/y7yxJ97R52082+ywz6z7/i5lZD5G0hBLxasV/WGdi/PM87WbzT0bEhe3In5m1l6/EzXqApJM5uRm4SSUe8+OSJqjE196TATQezOWXSNopqR/4PNPeUglUc1AZrEbSZmBybq+v+ln5FKqnJB1QiX+8urLtHZJeV4nr3ZdPnzKzNpt49kXMrEY2UrkSz8b4RETMlzQJ2CXp3Vz2BuDaKGEsAdZFxE+SJgN7JL0RERslPRIR1zf5rFWUoBzXAZflOh/lvLnANcD3wC7gRuDj9hfXbHzzlbhZb1tGeXbzICVk4qWUZ1ID7K404ACPSdpLicE9s7JcK4uAV6ME5xgCPgTmV7b9XZSgHYPArLaUxsyG8ZW4WW8T8GhEDAsYk/fOfxvxfimwMCJOSdoBXPA/Pvf3yvQZfKwxOyd8JW7WW34FplbebwceyvCJSJqTEeVGmgb8nA341cCCyrzTjfVH2Amszvvu04HFlOAaZtYhPjs26y37gDPZLb4FeIbSlT2Qg8t+BG5rst47wHpJhygRsT6tzHsB2CdpICLWVNK3AQspUeoC2BARP+RJgJl1gP/FzMzMrKbcnW5mZlZTbsTNzMxqyo24mZlZTbkRNzMzqyk34mZmZjXlRtzMzKym3IibmZnVlBtxMzOzmvoLOLWc2wjvIl8AAAAASUVORK5CYII=\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"
+ }
+ ],
+ "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=(-0.45, 1.05), \n",
+ " figsize=(8,6))\n",
+ " fig.savefig(f + '.tau.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
--- /dev/null
+worker,iteration,fitness
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--- /dev/null
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--- /dev/null
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--- /dev/null
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--- /dev/null
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
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+2,14500,-6888.798718015873,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqhdelrzjkub,giaonvystwfmxpcqhdelrzjkub,giaonvysthwmxpcqkdelrfjbuz
+2,15000,-6881.963881502184,abcdefghijklmnopqrstuvwxyz,giaonvystfwmxpcqzdelrhjbuk,giaonvystfwmxpcqzdelrhjbuk,giaonvysthwmxpcqkdelrfjbuz
+2,15500,-6876.1311756211035,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrhjbuz,giaonvystwfmxpcqkdelrhjbuz,giaonvysthwmxpcqkdelrfjbuz
+2,16000,-6876.1311756211035,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrhjbuz,giaonvystwfmxpcqkdelrhjbuz,giaonvysthwmxpcqkdelrfjbuz
+2,16500,-6877.823999782115,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrbjhuw,giaonvystzfmxpcqkdelrbjhuw,giaonvysthwmxpcqkdelrfjbuz
+2,17000,-6847.496259414097,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjhub,giaonvystzfmxpcqkdelrwjhub,giaonvysthwmxpcqkdelrfjbuz
+2,17500,-6847.496259414097,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjhub,giaonvystzfmxpcqkdelrwjhub,giaonvysthwmxpcqkdelrfjbuz
+2,18000,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,18500,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,19000,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,19500,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+3,0,-11795.645973287183,abcdefghijklmnopqrstuvwxyz,mnoycrlzaewutvqbpjkhgxifds,mnoycrlzaewutvqbpjkhgxifds,giaonvysthwmxpcqkdelrfjbuz
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+3,1000,-8144.969583574495,abcdefghijklmnopqrstuvwxyz,giodnqjutvzmepcywsalrbxfkh,giodnqjutvzmepcywsalrbxfkh,giaonvysthwmxpcqkdelrfjbuz
+3,1500,-8082.153506146011,abcdefghijklmnopqrstuvwxyz,tikdnjysgfuewpcmbrolhxavqz,tikdnjysgfuewpcmbrolhxavqz,giaonvysthwmxpcqkdelrfjbuz
+3,2000,-8172.929297641168,abcdefghijklmnopqrstuvwxyz,tfrdnwasgvxuypcqzeolmbikjh,tfrdnwasgvxuypcqzeolmbikjh,giaonvysthwmxpcqkdelrfjbuz
+3,2500,-8300.723237618546,abcdefghijklmnopqrstuvwxyz,tzjmnxvsgqafrpcyhoelbkduiw,tzjmnxvsgqafrpcyhoelbkduiw,giaonvysthwmxpcqkdelrfjbuz
+3,3000,-8056.880513510554,abcdefghijklmnopqrstuvwxyz,cyeqnwasthjxmpgobdrluzivfk,cyeqnwasthjxmpgobdrluzivfk,giaonvysthwmxpcqkdelrfjbuz
+3,3500,-8045.692688191328,abcdefghijklmnopqrstuvwxyz,cuevnhystfbjqogmzpdlkaxirw,cuevnhystfbjqogmzpdlkaxirw,giaonvysthwmxpcqkdelrfjbuz
+3,4000,-7574.35752861032,abcdefghijklmnopqrstuvwxyz,cieanbystzvjmpgqkdolrxfwuh,cieanbystzvjmpgqkdolrxfwuh,giaonvysthwmxpcqkdelrfjbuz
+3,4500,-7923.344848982675,abcdefghijklmnopqrstuvwxyz,ciemnaysgzxdfptjkrolhwuqvb,ciemnaysgzxdfptjkrolhwuqvb,giaonvysthwmxpcqkdelrfjbuz
+3,5000,-7972.371199807045,abcdefghijklmnopqrstuvwxyz,nxymgvastfzrepcjkdoliwhbuq,nxymgvastfzrepcjkdoliwhbuq,giaonvysthwmxpcqkdelrfjbuz
+3,5500,-7747.1667416006885,abcdefghijklmnopqrstuvwxyz,nixygqvstkfjepcmzdolrwabuh,nixygqvstkfjepcmzdolrwabuh,giaonvysthwmxpcqkdelrfjbuz
+3,6000,-7149.958223076476,abcdefghijklmnopqrstuvwxyz,gqaxnvysthiempcwzdolrfjbuk,gqaxnvysthiempcwzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,6500,-7087.605863665255,abcdefghijklmnopqrstuvwxyz,gqaxnvystkwompcizdelrfjhub,gqaxnvystkwompcizdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+3,7000,-7213.505637699175,abcdefghijklmnopqrstuvwxyz,gaxonqystkwvmpcihdelrzjbuf,gaxonqystkwvmpcihdelrzjbuf,giaonvysthwmxpcqkdelrfjbuz
+3,7500,-6969.818761951635,abcdefghijklmnopqrstuvwxyz,gxaonvystkfmipcqbdelrzjhuw,gxaonvystkfmipcqbdelrzjhuw,giaonvysthwmxpcqkdelrfjbuz
+3,8000,-7098.16261544264,abcdefghijklmnopqrstuvwxyz,gkaonvystxfmqpcibdelrwjzuh,gkaonvystxfmqpcibdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+3,8500,-6877.347886156307,abcdefghijklmnopqrstuvwxyz,gwaonvystzimxpcqhdelrfjbuk,gwaonvystzimxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,9000,-6910.570144693526,abcdefghijklmnopqrstuvwxyz,gkaonvystzimxpcqhdelrfjbuw,gkaonvystzimxpcqhdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+3,9500,-6877.3329510030935,abcdefghijklmnopqrstuvwxyz,gwaonvystzimxpcqbdelrfjhuk,gwaonvystzimxpcqbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+3,10000,-6923.306595045156,abcdefghijklmnopqrstuvwxyz,ghaonvystibmxpcqkdelrfjwuz,ghaonvystibmxpcqkdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+3,10500,-6923.177651939277,abcdefghijklmnopqrstuvwxyz,ghaonvystizmxpcqbdelrfjwuk,ghaonvystizmxpcqbdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+3,11000,-6827.416548968643,abcdefghijklmnopqrstuvwxyz,giaonvystwkmxpcqzdelrfjbuh,giaonvystwkmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+3,11500,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+3,12000,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+3,12500,-6777.465015879211,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjhub,giaonvystkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+3,13000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+3,13500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+3,14000,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+3,14500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+3,15000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+3,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+3,16000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,16500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+3,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,17500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,18000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,18500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,19000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,19500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,0,-10854.96109003145,abcdefghijklmnopqrstuvwxyz,sqnagbfrptlcdwuoijmzvkehxy,sqnagbfrptlcdwuoijmzvkehxy,giaonvysthwmxpcqkdelrfjbuz
+4,500,-9103.210638626113,abcdefghijklmnopqrstuvwxyz,tiudgqpysbklxvenzorcjwafmh,tiudgqpysbklxvenzorcjwafmh,giaonvysthwmxpcqkdelrfjbuz
+4,1000,-8261.721346045852,abcdefghijklmnopqrstuvwxyz,gawrcfxitzvmednjksplouyhqb,gawrcfxitzvmednjksplouyhqb,giaonvysthwmxpcqkdelrfjbuz
+4,1500,-8364.358194017977,abcdefghijklmnopqrstuvwxyz,gzjscvyutbadmenrkploqxfhwi,gzjscvyutbadmenrkploqxfhwi,giaonvysthwmxpcqkdelrfjbuz
+4,2000,-7912.140597295719,abcdefghijklmnopqrstuvwxyz,gvxmcwistbyajenozdplrqfkuh,gvxmcwistbyajenozdplrqfkuh,giaonvysthwmxpcqkdelrfjbuz
+4,2500,-8112.291013252379,abcdefghijklmnopqrstuvwxyz,cqmugvwstbyexdnohjplrkazif,cqmugvwstbyexdnohjplrkazif,giaonvysthwmxpcqkdelrfjbuz
+4,3000,-8169.681590580379,abcdefghijklmnopqrstuvwxyz,tiomcwhsgbqujpnxzedlrayvfk,tiomcwhsgbqujpnxzedlrayvfk,giaonvysthwmxpcqkdelrfjbuz
+4,3500,-8220.848200151906,abcdefghijklmnopqrstuvwxyz,cqvwgeustfamojnybdplrikzxh,cqvwgeustfamojnybdplrikzxh,giaonvysthwmxpcqkdelrfjbuz
+4,4000,-8070.076516641929,abcdefghijklmnopqrstuvwxyz,gzeacqystuvwmpnobdxlrkjhif,gzeacqystuvwmpnobdxlrkjhif,giaonvysthwmxpcqkdelrfjbuz
+4,4500,-7326.220410795373,abcdefghijklmnopqrstuvwxyz,gzemnvystiwdxpcqbaolrfjhuk,gzemnvystiwdxpcqbaolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+4,5000,-7952.905163059407,abcdefghijklmnopqrstuvwxyz,gieanvbstxydjpckzqolrwfhmu,gieanvbstxydjpckzqolrwfhmu,giaonvysthwmxpcqkdelrfjbuz
+4,5500,-7702.1591972948545,abcdefghijklmnopqrstuvwxyz,gdaxnfystwmeqpchzjolrvikub,gdaxnfystwmeqpchzjolrvikub,giaonvysthwmxpcqkdelrfjbuz
+4,6000,-7554.111339197488,abcdefghijklmnopqrstuvwxyz,gadvnxystfwmopcqbjelrihzuk,gadvnxystfwmopcqbjelrihzuk,giaonvysthwmxpcqkdelrfjbuz
+4,6500,-7452.745028731435,abcdefghijklmnopqrstuvwxyz,gfdjnvystiwqxpcobmelrhakuz,gfdjnvystiwqxpcobmelrhakuz,giaonvysthwmxpcqkdelrfjbuz
+4,7000,-7211.161164898442,abcdefghijklmnopqrstuvwxyz,gfqonvystiwdxpchbmelrajkuz,gfqonvystiwdxpchbmelrajkuz,giaonvysthwmxpcqkdelrfjbuz
+4,7500,-7065.2267640805385,abcdefghijklmnopqrstuvwxyz,gkaonvysthqdxpcibmelrfjzuw,gkaonvysthqdxpcibmelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+4,8000,-7137.361381414664,abcdefghijklmnopqrstuvwxyz,gzaonvystqbdxpcikmelrfjwuh,gzaonvystqbdxpcikmelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+4,8500,-7003.677946454773,abcdefghijklmnopqrstuvwxyz,gvaoniystkwdxpcqbmelrfjhuz,gvaoniystkwdxpcqbmelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+4,9000,-6926.140835705951,abcdefghijklmnopqrstuvwxyz,giaonvystzwdxpcqbmelrfjhuk,giaonvystzwdxpcqbmelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+4,9500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,10000,-6773.9791433305945,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjhuz,giaonvystkwmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+4,10500,-6825.536318656091,abcdefghijklmnopqrstuvwxyz,giaonvystbzmxpcqkdelrfjwuh,giaonvystbzmxpcqkdelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+4,11000,-6816.6877081217735,abcdefghijklmnopqrstuvwxyz,giaonvystbzmxpcqkdelrfjhuw,giaonvystbzmxpcqkdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+4,11500,-6824.767352926178,abcdefghijklmnopqrstuvwxyz,giaonvystwhmxpcqzdelrfjbuk,giaonvystwhmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,12000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,12500,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+4,13000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,13500,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,14000,-6782.9623672536545,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjkub,giaonvystzwmxpcqhdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,14500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,15000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,16000,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+4,16500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+4,17000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+4,17500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+4,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+5,0,-11334.807878100346,abcdefghijklmnopqrstuvwxyz,rysdhwejqgxmfnitkplvuzocab,rysdhwejqgxmfnitkplvuzocab,giaonvysthwmxpcqkdelrfjbuz
+5,500,-8206.075799196873,abcdefghijklmnopqrstuvwxyz,cymunvajrifpxdglksoetwqzhb,cymunvajrifpxdglksoetwqzhb,giaonvysthwmxpcqkdelrfjbuz
+5,1000,-8312.542607460204,abcdefghijklmnopqrstuvwxyz,cwqenuayrbvpsmgxfdoltikhjz,cwqenuayrbvpsmgxfdoltikhjz,giaonvysthwmxpcqkdelrfjbuz
+5,1500,-8083.628231826753,abcdefghijklmnopqrstuvwxyz,cvumnikatbfjepgswdolrxqzyh,cvumnikatbfjepgswdolrxqzyh,giaonvysthwmxpcqkdelrfjbuz
+5,2000,-7803.722611604114,abcdefghijklmnopqrstuvwxyz,cmxjnqwstiyuopgvzdelrhfbak,cmxjnqwstiyuopgvzdelrhfbak,giaonvysthwmxpcqkdelrfjbuz
+5,2500,-7772.393121286164,abcdefghijklmnopqrstuvwxyz,cmaxnuystwqeipgozdjlrkfhvb,cmaxnuystwqeipgozdjlrkfhvb,giaonvysthwmxpcqkdelrfjbuz
+5,3000,-7728.142790652657,abcdefghijklmnopqrstuvwxyz,czvmnuystwfeqpgabdolrxhijk,czvmnuystwfeqpgabdolrxhijk,giaonvysthwmxpcqkdelrfjbuz
+5,3500,-7608.574590813455,abcdefghijklmnopqrstuvwxyz,cajmnvystfbexpgqhdolrikzuw,cajmnvystfbexpgqhdolrikzuw,giaonvysthwmxpcqkdelrfjbuz
+5,4000,-7610.513280137881,abcdefghijklmnopqrstuvwxyz,cxeanuystbvmjpgizdolrkfwqh,cxeanuystbvmjpgizdolrkfwqh,giaonvysthwmxpcqkdelrfjbuz
+5,4500,-7947.337545373064,abcdefghijklmnopqrstuvwxyz,czeqnumstiavkpgxbdolrywhjf,czeqnumstiavkpgxbdolrywhjf,giaonvysthwmxpcqkdelrfjbuz
+5,5000,-7805.865044014742,abcdefghijklmnopqrstuvwxyz,caefnwvstkxjmpgqbdolryhzui,caefnwvstkxjmpgqbdolryhzui,giaonvysthwmxpcqkdelrfjbuz
+5,5500,-7789.858681558045,abcdefghijklmnopqrstuvwxyz,cxevnrysthwqmpgakdolfjizub,cxevnrysthwqmpgakdolfjizub,giaonvysthwmxpcqkdelrfjbuz
+5,6000,-7883.006425069559,abcdefghijklmnopqrstuvwxyz,civdnyjstbfrxpgwzoeluaqhmk,civdnyjstbfrxpgwzoeluaqhmk,giaonvysthwmxpcqkdelrfjbuz
+5,6500,-7741.639564954061,abcdefghijklmnopqrstuvwxyz,cmjdniysthfrxpgakeolwqvbuz,cmjdniysthfrxpgakeolwqvbuz,giaonvysthwmxpcqkdelrfjbuz
+5,7000,-7710.289494706343,abcdefghijklmnopqrstuvwxyz,cqaonvystxhrfpgibdelmkjzuw,cqaonvystxhrfpgibdelmkjzuw,giaonvysthwmxpcqkdelrfjbuz
+5,7500,-8005.737589565406,abcdefghijklmnopqrstuvwxyz,cajoneustbhrvpgyidxlqfwzmk,cajoneustbhrvpgyidxlqfwzmk,giaonvysthwmxpcqkdelrfjbuz
+5,8000,-7858.800038553836,abcdefghijklmnopqrstuvwxyz,cfeonmjsgkwrxptvzdaluqyhib,cfeonmjsgkwrxptvzdaluqyhib,giaonvysthwmxpcqkdelrfjbuz
+5,8500,-7866.202182304893,abcdefghijklmnopqrstuvwxyz,cqjoneusgwkrxptazmdlyfibvh,cqjoneusgwkrxptazmdlyfibvh,giaonvysthwmxpcqkdelrfjbuz
+5,9000,-7521.461491694696,abcdefghijklmnopqrstuvwxyz,cqjonvasgihmxptybdelrfkwuz,cqjonvasgihmxptybdelrfkwuz,giaonvysthwmxpcqkdelrfjbuz
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+5,14500,-7205.711027105895,abcdefghijklmnopqrstuvwxyz,cqaoniystbwmxpgvkdelrfjzuh,cqaoniystbwmxpgvkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
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+5,17500,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+5,18000,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+5,18500,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
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+5,19500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+6,6000,-7486.154161915783,abcdefghijklmnopqrstuvwxyz,guyonvxsthawmpcqbdelrzjikf,guyonvxsthawmpcqbdelrzjikf,giaonvysthwmxpcqkdelrfjbuz
+6,6500,-7228.874661758062,abcdefghijklmnopqrstuvwxyz,gyvonixsthwmfpcazdelrqjkub,gyvonixsthwmfpcazdelrqjkub,giaonvysthwmxpcqkdelrfjbuz
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+6,8500,-6964.620834937658,abcdefghijklmnopqrstuvwxyz,giaonwysthfmvpcqkdelrxjbuz,giaonwysthfmvpcqkdelrxjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,9000,-6844.155318342994,abcdefghijklmnopqrstuvwxyz,giaonvystkfmxpcqhdelrwjbuz,giaonvystkfmxpcqhdelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,9500,-6959.955909675706,abcdefghijklmnopqrstuvwxyz,giaonfystkqmxpcvhdelrwjbuz,giaonfystkqmxpcvhdelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,10000,-6836.571094591385,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvkdelrfjbuz,giaonqysthwmxpcvkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,10500,-6914.09468821816,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcjkdelrfvzub,giaonqysthwmxpcjkdelrfvzub,giaonvysthwmxpcqkdelrfjbuz
+6,11000,-6849.544952184664,abcdefghijklmnopqrstuvwxyz,giaonqystzwmxpcvbdelrfjkuh,giaonqystzwmxpcvbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+6,11500,-6848.46447060062,abcdefghijklmnopqrstuvwxyz,giaonqystbwmxpcvkdelrfjzuh,giaonqystbwmxpcvkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+6,12000,-6861.230511461277,abcdefghijklmnopqrstuvwxyz,gqaoniystzwmxpcvbdelrfjhuk,gqaoniystzwmxpcvbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+6,12500,-6861.891701258794,abcdefghijklmnopqrstuvwxyz,gqaoniystkwmxpcvzdelrfjbuh,gqaoniystkwmxpcvzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+6,13000,-6911.912706543702,abcdefghijklmnopqrstuvwxyz,gqaoniystwhmxpcvbdelrfjzuk,gqaoniystwhmxpcvbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+6,13500,-6850.618922029485,abcdefghijklmnopqrstuvwxyz,giaonqystbwmxpcvhdelrfjkuz,giaonqystbwmxpcvhdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,14000,-6838.8950990066005,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjzuk,giaonqysthwmxpcvbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+6,14500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,15000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,15500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+6,16000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,16500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,0,-12223.523309614231,abcdefghijklmnopqrstuvwxyz,ydxvtzshbpwmrgkucaeinjfoql,ydxvtzshbpwmrgkucaeinjfoql,giaonvysthwmxpcqkdelrfjbuz
+7,500,-8943.029093324887,abcdefghijklmnopqrstuvwxyz,tfprcaxoshymjgekblvnuzwqdi,tfprcaxoshymjgekblvnuzwqdi,giaonvysthwmxpcqkdelrfjbuz
+7,1000,-8502.744232187137,abcdefghijklmnopqrstuvwxyz,cqretaymshjwxgnuzoldpvfkib,cqretaymshjwxgnuzoldpvfkib,giaonvysthwmxpcqkdelrfjbuz
+7,1500,-8723.627506470866,abcdefghijklmnopqrstuvwxyz,cxeotaqsgzykujndirvlpwmbfh,cxeotaqsgzykujndirvlpwmbfh,giaonvysthwmxpcqkdelrfjbuz
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+7,2500,-7646.953661529079,abcdefghijklmnopqrstuvwxyz,gzeonqystbfmxpchkjdlrwauvi,gzeonqystbfmxpchkjdlrwauvi,giaonvysthwmxpcqkdelrfjbuz
+7,3000,-7525.525856979488,abcdefghijklmnopqrstuvwxyz,gveonzystbwumpcikdqlrfxhja,gveonzystbwumpcikdqlrfxhja,giaonvysthwmxpcqkdelrfjbuz
+7,3500,-7596.709325446041,abcdefghijklmnopqrstuvwxyz,gejonfistqkmxpcvbdalrhyzuw,gejonfistqkmxpcvbdalrhyzuw,giaonvysthwmxpcqkdelrfjbuz
+7,4000,-7421.248682912554,abcdefghijklmnopqrstuvwxyz,gfeonixstbamvpczhdylrqjkuw,gfeonixstbamvpczhdylrqjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,4500,-7311.932285994409,abcdefghijklmnopqrstuvwxyz,gieonqhstbfmxpcakdylrvjwuz,gieonqhstbfmxpcakdylrvjwuz,giaonvysthwmxpcqkdelrfjbuz
+7,5000,-7273.304443891469,abcdefghijklmnopqrstuvwxyz,guqonvystkfmipchzdelrajwxb,guqonvystkfmipchzdelrajwxb,giaonvysthwmxpcqkdelrfjbuz
+7,5500,-7333.708893914977,abcdefghijklmnopqrstuvwxyz,gixunoystkfmqpcahdelrwjbvz,gixunoystkfmqpcahdelrwjbvz,giaonvysthwmxpcqkdelrfjbuz
+7,6000,-7177.6760457742475,abcdefghijklmnopqrstuvwxyz,ghaonvystfkxmpcqidelrwjbuz,ghaonvystfkxmpcqidelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,6500,-6997.097878635111,abcdefghijklmnopqrstuvwxyz,gwaonvystkfmxpcqidelrbjzuh,gwaonvystkfmxpcqidelrbjzuh,giaonvysthwmxpcqkdelrfjbuz
+7,7000,-6876.27681367079,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqzdelrhjkuw,giaonvystbfmxpcqzdelrhjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,7500,-6964.685098979927,abcdefghijklmnopqrstuvwxyz,gzaonvystkfmxpcqbdelrijwuh,gzaonvystkfmxpcqbdelrijwuh,giaonvysthwmxpcqkdelrfjbuz
+7,8000,-6911.226376698597,abcdefghijklmnopqrstuvwxyz,giaonvystzhmxpcqbdelrwjfuk,giaonvystzhmxpcqbdelrwjfuk,giaonvysthwmxpcqkdelrfjbuz
+7,8500,-6806.483360239409,abcdefghijklmnopqrstuvwxyz,giaonvysthzmxpcqkdelrfjbuw,giaonvysthzmxpcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+7,9000,-6821.636151666858,abcdefghijklmnopqrstuvwxyz,giaonvystbhmxpcqzdelrfjkuw,giaonvystbhmxpcqzdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,9500,-6893.2594852551365,abcdefghijklmnopqrstuvwxyz,giaonvystbzmqpcxhdelrfjwuk,giaonvystbzmqpcxhdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+7,10000,-6819.064567592876,abcdefghijklmnopqrstuvwxyz,giaonvystbhmxpcqkdelrfjzuw,giaonvystbhmxpcqkdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+7,10500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+7,11000,-6826.9844811703115,abcdefghijklmnopqrstuvwxyz,giaonvystwkmxpcqbdelrfjhuz,giaonvystwkmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+7,11500,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+7,12000,-6892.952205545202,abcdefghijklmnopqrstuvwxyz,gqaonvystbwmxpcjkdelrfihuz,gqaonvystbwmxpcjkdelrfihuz,giaonvysthwmxpcqkdelrfjbuz
+7,12500,-6896.4989059709405,abcdefghijklmnopqrstuvwxyz,gqaonvystzwmxpcjkdelrfibuh,gqaonvystzwmxpcjkdelrfibuh,giaonvysthwmxpcqkdelrfjbuz
+7,13000,-6862.518288727611,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcjzdelrfqbuk,giaonvysthwmxpcjzdelrfqbuk,giaonvysthwmxpcqkdelrfjbuz
+7,13500,-6827.102926162702,abcdefghijklmnopqrstuvwxyz,giaonvystwhmxpcqbdelrfjkuz,giaonvystwhmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+7,14000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,14500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,15000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,15500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,16000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,16500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,17500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+7,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,0,-11189.013667555799,abcdefghijklmnopqrstuvwxyz,wepjrvmkctuhaqnlsybogixfzd,wepjrvmkctuhaqnlsybogixfzd,giaonvysthwmxpcqkdelrfjbuz
+8,500,-8658.726581266917,abcdefghijklmnopqrstuvwxyz,pxuycdksnzhvqogmwaeltjrbfi,pxuycdksnzhvqogmwaeltjrbfi,giaonvysthwmxpcqkdelrfjbuz
+8,1000,-8084.226381315652,abcdefghijklmnopqrstuvwxyz,tkdfcxisnbyoqpgmzaelrvjhuw,tkdfcxisnbyoqpgmzaelrvjhuw,giaonvysthwmxpcqkdelrfjbuz
+8,1500,-7948.468576382365,abcdefghijklmnopqrstuvwxyz,tvaonmfsgzyexpcbhdulwqjirk,tvaonmfsgzyexpcbhdulwqjirk,giaonvysthwmxpcqkdelrfjbuz
+8,2000,-7744.95835350265,abcdefghijklmnopqrstuvwxyz,tafonmzsgiwjypcxbdelrqvkuh,tafonmzsgiwjypcxbdelrqvkuh,giaonvysthwmxpcqkdelrfjbuz
+8,2500,-7922.81814290614,abcdefghijklmnopqrstuvwxyz,tbfonausgyidxpcwzjelrqvkmh,tbfonausgyidxpcwzjelrqvkmh,giaonvysthwmxpcqkdelrfjbuz
+8,3000,-7648.892919071413,abcdefghijklmnopqrstuvwxyz,gauonimstzvxqpcekjdlrfwbyh,gauonimstzvxqpcekjdlrfwbyh,giaonvysthwmxpcqkdelrfjbuz
+8,3500,-7481.906386087625,abcdefghijklmnopqrstuvwxyz,gbeoniystxuqmpcvkdjlrfazwh,gbeoniystxuqmpcvkdjlrfazwh,giaonvysthwmxpcqkdelrfjbuz
+8,4000,-7817.012796330313,abcdefghijklmnopqrstuvwxyz,givenxyqtfwmjpcskdlorbuhza,givenxyqtfwmjpcskdlorbuhza,giaonvysthwmxpcqkdelrfjbuz
+8,4500,-7730.176503685081,abcdefghijklmnopqrstuvwxyz,gijsnvyftkqmxpcowdelrbhauz,gijsnvyftkqmxpcowdelrbhauz,giaonvysthwmxpcqkdelrfjbuz
+8,5000,-7745.611275985948,abcdefghijklmnopqrstuvwxyz,gqainvyjthzmoecskdlprxwbuf,gqainvyjthzmoecskdlprxwbuf,giaonvysthwmxpcqkdelrfjbuz
+8,5500,-7955.038494430985,abcdefghijklmnopqrstuvwxyz,gbmjniaqtfophecykdlsrxvwuz,gbmjniaqtfophecykdlsrxvwuz,giaonvysthwmxpcqkdelrfjbuz
+8,6000,-7515.780773758189,abcdefghijklmnopqrstuvwxyz,gqwonmystxhjapcvkdelrzifub,gqwonmystxhjapcvkdelrzifub,giaonvysthwmxpcqkdelrfjbuz
+8,6500,-7375.579210310022,abcdefghijklmnopqrstuvwxyz,gbionqystkjxapcvhdelrfmzuw,gbionqystkjxapcvhdelrfmzuw,giaonvysthwmxpcqkdelrfjbuz
+8,7000,-7392.982321113399,abcdefghijklmnopqrstuvwxyz,giqonfystakjxpcvhdelrbmzuw,giqonfystakjxpcvhdelrbmzuw,giaonvysthwmxpcqkdelrfjbuz
+8,7500,-7141.94331660892,abcdefghijklmnopqrstuvwxyz,gamonvystkijxpcqhdelrfwbuz,gamonvystkijxpcqhdelrfwbuz,giaonvysthwmxpcqkdelrfjbuz
+8,8000,-7141.901514807881,abcdefghijklmnopqrstuvwxyz,gwaonvystkiqxpcjbdelrfmhuz,gwaonvystkiqxpcjbdelrfmhuz,giaonvysthwmxpcqkdelrfjbuz
+8,8500,-7042.018084162175,abcdefghijklmnopqrstuvwxyz,gmaonvystwbxipcqkdelrfjhuz,gmaonvystwbxipcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+8,9000,-7114.983450424798,abcdefghijklmnopqrstuvwxyz,gjaonvystkwqxpcibdelrfmzuh,gjaonvystkwqxpcibdelrfmzuh,giaonvysthwmxpcqkdelrfjbuz
+8,9500,-7042.018084162175,abcdefghijklmnopqrstuvwxyz,gmaonvystwbxipcqkdelrfjhuz,gmaonvystwbxipcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+8,10000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+8,10500,-6825.446257079837,abcdefghijklmnopqrstuvwxyz,giaonvystwzmxpcqhdelrfjbuk,giaonvystwzmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+8,11000,-6820.812183269051,abcdefghijklmnopqrstuvwxyz,giaonvystzbmxpcqkdelrfjhuw,giaonvystzbmxpcqkdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+8,11500,-6832.520500467258,abcdefghijklmnopqrstuvwxyz,giaonvystzbmxpcqhdelrfjwuk,giaonvystzbmxpcqhdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+8,12000,-6821.582524699286,abcdefghijklmnopqrstuvwxyz,giaonvysthbmxpcqzdelrfjwuk,giaonvysthbmxpcqzdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+8,12500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+8,13000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+8,13500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+8,14000,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+8,14500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+8,15000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,15500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,16000,-6780.520779503972,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjzub,giaonvystkwmxpcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+8,16500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,0,-11375.792208160921,abcdefghijklmnopqrstuvwxyz,regalzqnfsmbhyikuxdctwvjop,regalzqnfsmbhyikuxdctwvjop,giaonvysthwmxpcqkdelrfjbuz
+9,500,-8090.094217579579,abcdefghijklmnopqrstuvwxyz,gjaonmvqtzudwpcefylsrixhbk,gjaonmvqtzudwpcefylsrixhbk,giaonvysthwmxpcqkdelrfjbuz
+9,1000,-8115.2130409629945,abcdefghijklmnopqrstuvwxyz,crmonkfagbwdxptyzelsqujivh,crmonkfagbwdxptyzelsqujivh,giaonvysthwmxpcqkdelrfjbuz
+9,1500,-8323.559739701204,abcdefghijklmnopqrstuvwxyz,tmodnqwfcbyejpgkvrlsuaxhiz,tmodnqwfcbyejpgkvrlsuaxhiz,giaonvysthwmxpcqkdelrfjbuz
+9,2000,-8511.544249583469,abcdefghijklmnopqrstuvwxyz,tqjacyfxnzwpdogvhelsmrkbiu,tqjacyfxnzwpdogvhelsmrkbiu,giaonvysthwmxpcqkdelrfjbuz
+9,2500,-8187.943940162673,abcdefghijklmnopqrstuvwxyz,lqronuamczysjpgvbdxetkfhiw,lqronuamczysjpgvbdxetkfhiw,giaonvysthwmxpcqkdelrfjbuz
+9,3000,-8402.389503015867,abcdefghijklmnopqrstuvwxyz,lfxmnabucwieopgyhsrdtvjkqz,lfxmnabucwieopgyhsrdtvjkqz,giaonvysthwmxpcqkdelrfjbuz
+9,3500,-8548.575146767666,abcdefghijklmnopqrstuvwxyz,nmwrcjixuqhsvpgakeldtfzboy,nmwrcjixuqhsvpgakeldtfzboy,giaonvysthwmxpcqkdelrfjbuz
+9,4000,-8652.84813952722,abcdefghijklmnopqrstuvwxyz,lkrjnzvmchysoegpidxutwafqb,lkrjnzvmchysoegpidxutwafqb,giaonvysthwmxpcqkdelrfjbuz
+9,4500,-8230.934779852802,abcdefghijklmnopqrstuvwxyz,giylnjaurzmevpcqksodtfxbhw,giylnjaurzmevpcqksodtfxbhw,giaonvysthwmxpcqkdelrfjbuz
+9,5000,-8543.425830956896,abcdefghijklmnopqrstuvwxyz,tueanijxchqlmprswdyogzfkbv,tueanijxchqlmprswdyogzfkbv,giaonvysthwmxpcqkdelrfjbuz
+9,5500,-8118.146320251919,abcdefghijklmnopqrstuvwxyz,cxojnkvstbiemprqhdalgwfyuz,cxojnkvstbiemprqhdalgwfyuz,giaonvysthwmxpcqkdelrfjbuz
+9,6000,-7778.768236363806,abcdefghijklmnopqrstuvwxyz,cxodnaystwiqmpgfhveluzjkrb,cxodnaystwiqmpgfhveluzjkrb,giaonvysthwmxpcqkdelrfjbuz
+9,6500,-7885.463885946487,abcdefghijklmnopqrstuvwxyz,cjovndystzwaqpgmkerlifuhxb,cjovndystzwaqpgmkerlifuhxb,giaonvysthwmxpcqkdelrfjbuz
+9,7000,-7749.876864732321,abcdefghijklmnopqrstuvwxyz,cxdoniystzjmvpgukwelrfabqh,cxdoniystzjmvpgukwelrfabqh,giaonvysthwmxpcqkdelrfjbuz
+9,7500,-7631.025793322753,abcdefghijklmnopqrstuvwxyz,cidonqystzwmjpgukxelrvahfb,cidonqystzwmjpgukxelrvahfb,giaonvysthwmxpcqkdelrfjbuz
+9,8000,-7494.6357309626455,abcdefghijklmnopqrstuvwxyz,cqdoniysthfmvpgazxelrwjbuk,cqdoniysthfmvpgazxelrwjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,8500,-7839.107516990975,abcdefghijklmnopqrstuvwxyz,cfadnuostywixpgvhmelrkjzqb,cfadnuostywixpgvhmelrkjzqb,giaonvysthwmxpcqkdelrfjbuz
+9,9000,-7546.139821923209,abcdefghijklmnopqrstuvwxyz,caojniystbfdxpgqkmelrzvwuh,caojniystbfdxpgqkmelrzvwuh,giaonvysthwmxpcqkdelrfjbuz
+9,9500,-7588.045092734749,abcdefghijklmnopqrstuvwxyz,cqjvnaystfbmxpgohdelrzukiw,cqjvnaystfbmxpgohdelrzukiw,giaonvysthwmxpcqkdelrfjbuz
+9,10000,-7576.93160235828,abcdefghijklmnopqrstuvwxyz,cfjunqystkaempgibdolrxvzwh,cfjunqystkaempgibdolrxvzwh,giaonvysthwmxpcqkdelrfjbuz
+9,10500,-7497.935856441699,abcdefghijklmnopqrstuvwxyz,cqavnuysthiempgxzdolrfjkwb,cqavnuysthiempgxzdolrfjkwb,giaonvysthwmxpcqkdelrfjbuz
+9,11000,-7629.595175502085,abcdefghijklmnopqrstuvwxyz,cqamnuysthfdjpgizeolrxbkvw,cqamnuysthfdjpgizeolrxbkvw,giaonvysthwmxpcqkdelrfjbuz
+9,11500,-7583.889975641274,abcdefghijklmnopqrstuvwxyz,cvamnfystzidjpgqbeolrxwhuk,cvamnfystzidjpgqbeolrxwhuk,giaonvysthwmxpcqkdelrfjbuz
+9,12000,-7580.43634633553,abcdefghijklmnopqrstuvwxyz,cfamnvystbwexpgjzdolrqkiuh,cfamnvystbwexpgjzdolrqkiuh,giaonvysthwmxpcqkdelrfjbuz
+9,12500,-7407.5735316208975,abcdefghijklmnopqrstuvwxyz,cfaxnvystzwmepgqkdolrijbuh,cfaxnvystzwmepgqkdolrijbuh,giaonvysthwmxpcqkdelrfjbuz
+9,13000,-7383.56122809986,abcdefghijklmnopqrstuvwxyz,ciaqnxysthwmepgvzdolrfjbuk,ciaqnxysthwmepgvzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,13500,-7322.036228965556,abcdefghijklmnopqrstuvwxyz,cqaeniysthwmxpgvzdolrfjkub,cqaeniysthwmxpgvzdolrfjkub,giaonvysthwmxpcqkdelrfjbuz
+9,14000,-6955.569247142664,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqzdolrfjbuk,giaenvysthwmxpcqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,14500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,15000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,15500,-6958.819108853822,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjzub,giaenvysthwmxpcqkdolrfjzub,giaonvysthwmxpcqkdelrfjbuz
+9,16000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,16500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,17000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,17500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,18000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,18500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,19000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,19500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,0,-11985.044375725463,abcdefghijklmnopqrstuvwxyz,sheprjbkzadcumfytwixglnoqv,sheprjbkzadcumfytwixglnoqv,giaonvysthwmxpcqkdelrfjbuz
+10,500,-8792.054988611566,abcdefghijklmnopqrstuvwxyz,cypltxjqghisdenzavmorkbufw,cypltxjqghisdenzavmorkbufw,giaonvysthwmxpcqkdelrfjbuz
+10,1000,-8421.847282975665,abcdefghijklmnopqrstuvwxyz,calptwfsgkyixenjzdovumqhrb,calptwfsgkyixenjzdovumqhrb,giaonvysthwmxpcqkdelrfjbuz
+10,1500,-8169.37890971503,abcdefghijklmnopqrstuvwxyz,cylatfusgkwxvpnmbedorjihqz,cylatfusgkwxvpnmbedorjihqz,giaonvysthwmxpcqkdelrfjbuz
+10,2000,-8086.516200396565,abcdefghijklmnopqrstuvwxyz,cqlanuxsgwirjptvhedomfykbz,cqlanuxsgwirjptvhedomfykbz,giaonvysthwmxpcqkdelrfjbuz
+10,2500,-8318.58193915894,abcdefghijklmnopqrstuvwxyz,nblecvfsgyumwptihdroqxkajz,nblecvfsgyumwptihdroqxkajz,giaonvysthwmxpcqkdelrfjbuz
+10,3000,-8299.584746507106,abcdefghijklmnopqrstuvwxyz,gyzqnauspbiometjkdclrxfhwv,gyzqnauspbiometjkdclrxfhwv,giaonvysthwmxpcqkdelrfjbuz
+10,3500,-8170.828064369306,abcdefghijklmnopqrstuvwxyz,gavonjhsxbwdymctkpelrfuziq,gavonjhsxbwdymctkpelrfuziq,giaonvysthwmxpcqkdelrfjbuz
+10,4000,-7667.906402684525,abcdefghijklmnopqrstuvwxyz,gijonvyswahmqpcekdtlrfxbuz,gijonvyswahmqpcekdtlrfxbuz,giaonvysthwmxpcqkdelrfjbuz
+10,4500,-7828.271981945134,abcdefghijklmnopqrstuvwxyz,gvaonuysekhmjpcxbdrltwqzif,gvaonuysekhmjpcxbdrltwqzif,giaonvysthwmxpcqkdelrfjbuz
+10,5000,-7528.375878171716,abcdefghijklmnopqrstuvwxyz,gqaoniysuhbmxpcjkdelrfwvtz,gqaoniysuhbmxpcjkdelrfwvtz,giaonvysthwmxpcqkdelrfjbuz
+10,5500,-7581.324329453951,abcdefghijklmnopqrstuvwxyz,gxyonvasuhwmqpcjkdelrfzitb,gxyonvasuhwmqpcjkdelrfzitb,giaonvysthwmxpcqkdelrfjbuz
+10,6000,-7583.119723755514,abcdefghijklmnopqrstuvwxyz,gixonvysuwhmfpcqzdelrjaktb,gixonvysuwhmfpcqzdelrjaktb,giaonvysthwmxpcqkdelrfjbuz
+10,6500,-7611.808743161517,abcdefghijklmnopqrstuvwxyz,giaonvysubzmfpcqwdeltxjkrh,giaonvysubzmfpcqwdeltxjkrh,giaonvysthwmxpcqkdelrfjbuz
+10,7000,-7736.421992618812,abcdefghijklmnopqrstuvwxyz,gqjonvxsukbmapcyhdelrzwfti,gqjonvxsukbmapcyhdelrzwfti,giaonvysthwmxpcqkdelrfjbuz
+10,7500,-7556.0811986741055,abcdefghijklmnopqrstuvwxyz,gixonvwsukqmypcabdelrfjhtz,gixonvwsukqmypcabdelrfjhtz,giaonvysthwmxpcqkdelrfjbuz
+10,8000,-7640.4520895610785,abcdefghijklmnopqrstuvwxyz,gwxonuysibqmvpcahdelrfjktz,gwxonuysibqmvpcahdelrfjktz,giaonvysthwmxpcqkdelrfjbuz
+10,8500,-7484.580624876745,abcdefghijklmnopqrstuvwxyz,gijonqysubamxpcvhdelrfwktz,gijonqysubamxpcvhdelrfwktz,giaonvysthwmxpcqkdelrfjbuz
+10,9000,-7529.433091011639,abcdefghijklmnopqrstuvwxyz,giaonxysubqmvpcjzdelrfwhtk,giaonxysubqmvpcjzdelrfwhtk,giaonvysthwmxpcqkdelrfjbuz
+10,9500,-7159.993707304638,abcdefghijklmnopqrstuvwxyz,gqaonkystbimjpcvhdelrxwzuf,gqaonkystbimjpcvhdelrxwzuf,giaonvysthwmxpcqkdelrfjbuz
+10,10000,-7005.707807479188,abcdefghijklmnopqrstuvwxyz,gqvonaystkbmxpcihdelrfjwuz,gqvonaystkbmxpcihdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+10,10500,-6859.82766134189,abcdefghijklmnopqrstuvwxyz,gqaonvystbhmxpcikdelrfjzuw,gqaonvystbhmxpcikdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+10,11000,-6892.499165418844,abcdefghijklmnopqrstuvwxyz,gqaonvystbhmxpciwdelrfjzuk,gqaonvystbhmxpciwdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,11500,-6966.397161384037,abcdefghijklmnopqrstuvwxyz,gqaonvystihmxpcbkdelrfjwuz,gqaonvystihmxpcbkdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+10,12000,-6820.226150956684,abcdefghijklmnopqrstuvwxyz,gqaonvystbwmxpcihdelrfjzuk,gqaonvystbwmxpcihdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,12500,-6809.02684283223,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjzuk,gqaonvysthwmxpcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,13000,-6808.321587597205,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjkuz,gqaonvysthwmxpcibdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+10,13500,-6808.321587597205,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjkuz,gqaonvysthwmxpcibdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+10,14000,-6811.218558472054,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjkub,gqaonvysthwmxpcizdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+10,14500,-6817.153112127838,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjbuz,gqaonvystkwmxpcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,15000,-6817.153112127838,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjbuz,gqaonvystkwmxpcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,15500,-6819.714946490342,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjzub,gqaonvystkwmxpcihdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+10,16000,-6816.659182865581,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcizdelrfjhub,gqaonvystkwmxpcizdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+10,16500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,17000,-6808.646974398072,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjzub,gqaonvysthwmxpcikdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+10,17500,-6809.361979344573,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjbuk,gqaonvysthwmxpcizdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+10,18000,-6809.361979344573,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjbuk,gqaonvysthwmxpcizdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+10,18500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,19000,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,19500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+11,8500,-7074.007478627474,abcdefghijklmnopqrstuvwxyz,gixonvysthqmjpcabdelrkfzuw,gixonvysthqmjpcabdelrkfzuw,giaonvysthwmxpcqkdelrfjbuz
+11,9000,-6995.969980082593,abcdefghijklmnopqrstuvwxyz,gixonvysthamqpcjkdelrfwbuz,gixonvysthamqpcjkdelrfwbuz,giaonvysthwmxpcqkdelrfjbuz
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+11,10500,-7079.067415325465,abcdefghijklmnopqrstuvwxyz,gqyonvxstkfmipcabdelrwjhuz,gqyonvxstkfmipcabdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+11,11000,-6954.020485107367,abcdefghijklmnopqrstuvwxyz,gixonvysthfmqpcakdelrwjzub,gixonvysthfmqpcakdelrwjzub,giaonvysthwmxpcqkdelrfjbuz
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+11,12500,-6899.086627439154,abcdefghijklmnopqrstuvwxyz,giyonvastkwmxpcqzdelrfjhub,giyonvastkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+11,13000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+11,13500,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+11,14000,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+11,14500,-6779.174934617763,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjkuh,giaonvystbwmxpcqzdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,15000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,15500,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+11,16000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,16500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,17000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,17500,-6777.125986315301,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjhuk,giaonvystzwmxpcqbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+11,18000,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+11,18500,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+11,19000,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+11,19500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+12,0,-10806.551792432667,abcdefghijklmnopqrstuvwxyz,wofhnbdcrugtzxljqaymivekps,wofhnbdcrugtzxljqaymivekps,giaonvysthwmxpcqkdelrfjbuz
+12,500,-8964.579002433638,abcdefghijklmnopqrstuvwxyz,mfqudxrylwvtescizgnpjkahob,mfqudxrylwvtescizgnpjkahob,giaonvysthwmxpcqkdelrfjbuz
+12,1000,-8758.37902280364,abcdefghijklmnopqrstuvwxyz,gedqsvhoczfyumtpwlnrijakxb,gedqsvhoczfyumtpwlnrijakxb,giaonvysthwmxpcqkdelrfjbuz
+12,1500,-8861.687824847297,abcdefghijklmnopqrstuvwxyz,crmvgajspyhxtondiqlekbuzfw,crmvgajspyhxtondiqlekbuzfw,giaonvysthwmxpcqkdelrfjbuz
+12,2000,-8225.279500438777,abcdefghijklmnopqrstuvwxyz,cvqagfxsnbhouetykdplimjzrw,cvqagfxsnbhouetykdplimjzrw,giaonvysthwmxpcqkdelrfjbuz
+12,2500,-7708.54527058356,abcdefghijklmnopqrstuvwxyz,cxumnvysgkidjptqheolrwfzab,cxumnvysgkidjptqheolrwfzab,giaonvysthwmxpcqkdelrfjbuz
+12,3000,-7883.9599890747595,abcdefghijklmnopqrstuvwxyz,cfaunymsgqhevptxbdolriwzjk,cfaunymsgqhevptxbdolriwzjk,giaonvysthwmxpcqkdelrfjbuz
+12,3500,-7720.420330640724,abcdefghijklmnopqrstuvwxyz,caqmnuysthixvpgokdelrzwbjf,caqmnuysthixvpgokdelrzwbjf,giaonvysthwmxpcqkdelrfjbuz
+12,4000,-7585.746437570252,abcdefghijklmnopqrstuvwxyz,cfxuniysthqempgvbdolrkjzaw,cfxuniysthqempgvbdolrkjzaw,giaonvysthwmxpcqkdelrfjbuz
+12,4500,-7785.266542967011,abcdefghijklmnopqrstuvwxyz,cxemnvusgbirjptfhdolqawkyz,cxemnvusgbirjptfhdolqawkyz,giaonvysthwmxpcqkdelrfjbuz
+12,5000,-7755.376609084259,abcdefghijklmnopqrstuvwxyz,cfemniysgbqrxptvhdolujazkw,cfemniysgbqrxptvhdolujazkw,giaonvysthwmxpcqkdelrfjbuz
+12,5500,-7828.1955476042385,abcdefghijklmnopqrstuvwxyz,cvaynwustzfrepgjbdolmxihqk,cvaynwustzfrepgjbdolmxihqk,giaonvysthwmxpcqkdelrfjbuz
+12,6000,-7927.268808659725,abcdefghijklmnopqrstuvwxyz,cvyhnurstkfoxpgazdelmijwqb,cvyhnurstkfoxpgazdelmijwqb,giaonvysthwmxpcqkdelrfjbuz
+12,6500,-7688.842243012094,abcdefghijklmnopqrstuvwxyz,cuamnvfstiydxpgqkeolrzjbwh,cuamnvfstiydxpgqkeolrzjbwh,giaonvysthwmxpcqkdelrfjbuz
+12,7000,-7718.269060377488,abcdefghijklmnopqrstuvwxyz,cmjdnuystfiqxpgvkeolrabhwz,cmjdnuystfiqxpgvkeolrabhwz,giaonvysthwmxpcqkdelrfjbuz
+12,7500,-7808.945075022989,abcdefghijklmnopqrstuvwxyz,cxdknvystiumapgjzoelrqfhwb,cxdknvystiumapgjzoelrqfhwb,giaonvysthwmxpcqkdelrfjbuz
+12,8000,-7855.769546133595,abcdefghijklmnopqrstuvwxyz,ckxdnvustzyrmpgaweolifqhjb,ckxdnvustzyrmpgaweolifqhjb,giaonvysthwmxpcqkdelrfjbuz
+12,8500,-7776.922239071419,abcdefghijklmnopqrstuvwxyz,cbxdnuystzfivpgakeolrqjhmw,cbxdnuystzfivpgakeolrqjhmw,giaonvysthwmxpcqkdelrfjbuz
+12,9000,-7867.539242113955,abcdefghijklmnopqrstuvwxyz,cfarnuystkbmdpgqzoelixvhjw,cfarnuystkbmdpgqzoelixvhjw,giaonvysthwmxpcqkdelrfjbuz
+12,9500,-7451.388330525821,abcdefghijklmnopqrstuvwxyz,cijxnvystkzempgqbdolrfahuw,cijxnvystkzempgqbdolrfahuw,giaonvysthwmxpcqkdelrfjbuz
+12,10000,-7653.869163066524,abcdefghijklmnopqrstuvwxyz,cxyfneastzivmpgqbdolrhjkuw,cxyfneastzivmpgqbdolrhjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,10500,-7417.201515367322,abcdefghijklmnopqrstuvwxyz,ciqxnvystkhmepgazdolrfjbuw,ciqxnvystkhmepgazdolrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+12,11000,-7503.509767019793,abcdefghijklmnopqrstuvwxyz,cqijnvysthkmapgozdelrfxbuw,cqijnvysthkmapgozdelrfxbuw,giaonvysthwmxpcqkdelrfjbuz
+12,11500,-7538.06887264318,abcdefghijklmnopqrstuvwxyz,cqjinvysthkmepgawdolrxfzub,cqjinvysthkmepgawdolrxfzub,giaonvysthwmxpcqkdelrfjbuz
+12,12000,-7365.29308377004,abcdefghijklmnopqrstuvwxyz,ciajnvystzwmxpgokdelrfqhub,ciajnvystzwmxpgokdelrfqhub,giaonvysthwmxpcqkdelrfjbuz
+12,12500,-7379.204816494988,abcdefghijklmnopqrstuvwxyz,ciavnqystbzmxpgohdelrfjkuw,ciavnqystbzmxpgohdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,13000,-7366.545837961791,abcdefghijklmnopqrstuvwxyz,ciavnqysthzmxpgobdelrfjkuw,ciavnqysthzmxpgobdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,13500,-7407.222964498532,abcdefghijklmnopqrstuvwxyz,ciaqnvysthzmepgxbdolrfjwuk,ciaqnvysthzmepgxbdolrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+12,14000,-7399.394989149296,abcdefghijklmnopqrstuvwxyz,ciaqnvystbhmxpgekdolrfjzuw,ciaqnvystbhmxpgekdolrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+12,14500,-7321.999880873114,abcdefghijklmnopqrstuvwxyz,ciaxnvysthwmopgqkdelrfjbuz,ciaxnvysthwmopgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,15000,-7337.160572826894,abcdefghijklmnopqrstuvwxyz,ciaxnvysthwmqpgokdelrfjbuz,ciaxnvysthwmqpgokdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,15500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,16000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,16500,-7164.430294927732,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjkuz,ciaonvysthwmxpgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+12,17000,-7164.430294927732,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjkuz,ciaonvysthwmxpgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+12,17500,-7164.038036413549,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjzuk,ciaonvysthwmxpgqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+12,18000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,18500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,19000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,19500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,0,-10592.285209197502,abcdefghijklmnopqrstuvwxyz,plctsjzqobudxgnyefihwmkrav,plctsjzqobudxgnyefihwmkrav,giaonvysthwmxpcqkdelrfjbuz
+13,500,-8699.142771774483,abcdefghijklmnopqrstuvwxyz,cbldtfysgwxpionuhvrejmaqzk,cbldtfysgwxpionuhvrejmaqzk,giaonvysthwmxpcqkdelrfjbuz
+13,1000,-8394.094996073993,abcdefghijklmnopqrstuvwxyz,cmrutxysgfvdapnikebloqwzjh,cmrutxysgfvdapnikebloqwzjh,giaonvysthwmxpcqkdelrfjbuz
+13,1500,-8282.322851138519,abcdefghijklmnopqrstuvwxyz,tqhmnjuacwyrfpgvzdlsexibok,tqhmnjuacwyrfpgvzdlsexibok,giaonvysthwmxpcqkdelrfjbuz
+13,2000,-8023.819079559551,abcdefghijklmnopqrstuvwxyz,tmwynuxqgbidapcvheslrfokjz,tmwynuxqgbidapcvheslrfokjz,giaonvysthwmxpcqkdelrfjbuz
+13,2500,-8088.404553328683,abcdefghijklmnopqrstuvwxyz,tqysnevaghwmbpcukdolrjxfiz,tqysnevaghwmbpcukdolrjxfiz,giaonvysthwmxpcqkdelrfjbuz
+13,3000,-8002.478595910352,abcdefghijklmnopqrstuvwxyz,tieanxuvghqmjpcoydlsrfwbkz,tieanxuvghqmjpcoydlsrfwbkz,giaonvysthwmxpcqkdelrfjbuz
+13,3500,-8077.266023177461,abcdefghijklmnopqrstuvwxyz,tfjenxmygiqdhpcabslorkvzuw,tfjenxmygiqdhpcabslorkvzuw,giaonvysthwmxpcqkdelrfjbuz
+13,4000,-8237.539655571029,abcdefghijklmnopqrstuvwxyz,tzuenfvqghapymcdwsolrixbjk,tzuenfvqghapymcdwsolrixbjk,giaonvysthwmxpcqkdelrfjbuz
+13,4500,-8105.498383295998,abcdefghijklmnopqrstuvwxyz,tifanueqgzvmxpcdhsolrwjykb,tifanueqgzvmxpcdhsolrwjykb,giaonvysthwmxpcqkdelrfjbuz
+13,5000,-7814.909998577451,abcdefghijklmnopqrstuvwxyz,gmxonaqjtbzeypcwkdslrvuhif,gmxonaqjtbzeypcwkdslrvuhif,giaonvysthwmxpcqkdelrfjbuz
+13,5500,-7669.766303021351,abcdefghijklmnopqrstuvwxyz,gxfonmyjtkqdvpcabselrihwuz,gxfonmyjtkqdvpcabselrihwuz,giaonvysthwmxpcqkdelrfjbuz
+13,6000,-7243.2857029419965,abcdefghijklmnopqrstuvwxyz,gimonvystbuxfpcqzdelrkjwah,gimonvystbuxfpcqzdelrkjwah,giaonvysthwmxpcqkdelrfjbuz
+13,6500,-7218.6895238042425,abcdefghijklmnopqrstuvwxyz,gwmonvystkuqapcxbdelrfjzih,gwmonvystkuqapcxbdelrfjzih,giaonvysthwmxpcqkdelrfjbuz
+13,7000,-7083.552469714443,abcdefghijklmnopqrstuvwxyz,gioanqystkfmxpcvbdelrwjzuh,gioanqystkfmxpcvbdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+13,7500,-7035.025614178066,abcdefghijklmnopqrstuvwxyz,giaonxystkvmfpcqbdelrhjzuw,giaonxystkvmfpcqbdelrhjzuw,giaonvysthwmxpcqkdelrfjbuz
+13,8000,-7080.19595516654,abcdefghijklmnopqrstuvwxyz,giaonqystkfvmpcxbdelrwjhuz,giaonqystkfvmpcxbdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+13,8500,-7155.272195915266,abcdefghijklmnopqrstuvwxyz,giaxnfystzwmopcqhdelrvjbuk,giaxnfystzwmopcqhdelrvjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,9000,-7080.273801424978,abcdefghijklmnopqrstuvwxyz,giaxnvysthwqmpcozdelrfjbuk,giaxnvysthwqmpcozdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,9500,-7057.965607160112,abcdefghijklmnopqrstuvwxyz,giaxnqysthwmopcvzdelrfjkub,giaxnqysthwmopcvzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,10000,-7028.028707143459,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcibdelrfjzuk,gqaxnvysthwmopcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,10500,-7028.028707143459,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcibdelrfjzuk,gqaxnvysthwmopcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,11000,-7027.648838709301,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcikdelrfjzub,gqaxnvysthwmopcikdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+13,11500,-7025.087004346797,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcikdelrfjbuz,gqaxnvysthwmopcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,12000,-7063.607728737813,abcdefghijklmnopqrstuvwxyz,gxaqnvystkwmopcihdelrfjbuz,gxaqnvystkwmopcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,12500,-7062.116806672987,abcdefghijklmnopqrstuvwxyz,gxaqnvystzwmopcikdelrfjbuh,gxaqnvystzwmopcikdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+13,13000,-7070.581179817706,abcdefghijklmnopqrstuvwxyz,gqaxnvystzwmipcohdelrfjkub,gqaxnvystzwmipcohdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,13500,-7041.617089191307,abcdefghijklmnopqrstuvwxyz,gqaxnvystzwmopcihdelrfjkub,gqaxnvystzwmopcihdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,14000,-7064.066781823115,abcdefghijklmnopqrstuvwxyz,gqoxnvystzwmipcahdelrfjbuk,gqoxnvystzwmipcahdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
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+14,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+14,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+15,11000,-7235.265287491639,abcdefghijklmnopqrstuvwxyz,cxaonvysthwmipgqkdelrfjzub,cxaonvysthwmipgqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+15,11500,-7235.448512766212,abcdefghijklmnopqrstuvwxyz,cxaonvysthwmipgqbdelrfjkuz,cxaonvysthwmipgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+15,12500,-7327.537783719275,abcdefghijklmnopqrstuvwxyz,cqaoniystwvmxpgjbdelrfkzuh,cqaoniystwvmxpgjbdelrfkzuh,giaonvysthwmxpcqkdelrfjbuz
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+15,15500,-6838.189843771575,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjkuz,giaonqysthwmxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+15,16000,-6850.406596521406,abcdefghijklmnopqrstuvwxyz,gqaoniysthwmxpcvkdelrfjbuz,gqaoniysthwmxpcvkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,16500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+15,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+16,2500,-7830.381254842843,abcdefghijklmnopqrstuvwxyz,cfmxnqystzaejpguwodlrhvkib,cfmxnqystzaejpguwodlrhvkib,giaonvysthwmxpcqkdelrfjbuz
+16,3000,-8050.874769792883,abcdefghijklmnopqrstuvwxyz,cmdfnoystaweqpgvkjrlihuzxb,cmdfnoystaweqpgvkjrlihuzxb,giaonvysthwmxpcqkdelrfjbuz
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+16,4000,-7842.342164909286,abcdefghijklmnopqrstuvwxyz,cxydnvwstbuofpgihmelrqjkaz,cxydnvwstbuofpgihmelrqjkaz,giaonvysthwmxpcqkdelrfjbuz
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+16,5000,-7536.166534313907,abcdefghijklmnopqrstuvwxyz,cxjoniqstywmvpgakdelrfhbuz,cxjoniqstywmvpgakdelrfhbuz,giaonvysthwmxpcqkdelrfjbuz
+16,5500,-7584.921575468528,abcdefghijklmnopqrstuvwxyz,guavnfwstzjmxpcqbdelryikoh,guavnfwstzjmxpcqbdelryikoh,giaonvysthwmxpcqkdelrfjbuz
+16,6000,-7378.644602383526,abcdefghijklmnopqrstuvwxyz,gijonvasthzmypcxkdelrbuwfq,gijonvasthzmypcxkdelrbuwfq,giaonvysthwmxpcqkdelrfjbuz
+16,6500,-6929.2703535578,abcdefghijklmnopqrstuvwxyz,giaonvystbqmxpckzdelrfjhuw,giaonvystbqmxpckzdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+16,7000,-6981.181682303161,abcdefghijklmnopqrstuvwxyz,gwaonvystbqmxpcjzdelrfihuk,gwaonvystbqmxpcjzdelrfihuk,giaonvysthwmxpcqkdelrfjbuz
+16,7500,-7087.442796023412,abcdefghijklmnopqrstuvwxyz,gyaonvwstzxmqpcibdelrfjhuk,gyaonvwstzxmqpcibdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+16,8000,-6869.659772099494,abcdefghijklmnopqrstuvwxyz,gwaonvysthimxpcqkdelrfjzub,gwaonvysthimxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+16,8500,-7113.1264848549445,abcdefghijklmnopqrstuvwxyz,gqaonxystkzdvpcihmelrfjbuw,gqaonxystkzdvpcihmelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+16,9000,-7121.559982711116,abcdefghijklmnopqrstuvwxyz,gqaonxystzbdvpcikmelrfjwuh,gqaonxystzbdvpcikmelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
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+16,12500,-6817.551332331679,abcdefghijklmnopqrstuvwxyz,giaonvystkzmxpcqhdelrfjbuw,giaonvystkzmxpcqhdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
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+16,13500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
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+16,14500,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+16,15000,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+16,15500,-6777.465015879211,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjhub,giaonvystkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
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+16,16500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,17000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+16,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+16,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+17,6000,-7560.549672647597,abcdefghijklmnopqrstuvwxyz,gvxmnwysthadipcebqolrzjfuk,gvxmnwysthadipcebqolrzjfuk,giaonvysthwmxpcqkdelrfjbuz
+17,6500,-7215.7761755749625,abcdefghijklmnopqrstuvwxyz,gwjonvysthieqpcxbdmlrfakuz,gwjonvysthieqpcxbdmlrfakuz,giaonvysthwmxpcqkdelrfjbuz
+17,7000,-7288.959596859586,abcdefghijklmnopqrstuvwxyz,gkwonjysthqmapcibdelrxvzuf,gkwonjysthqmapcibdelrxvzuf,giaonvysthwmxpcqkdelrfjbuz
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+17,8500,-6920.5260146898545,abcdefghijklmnopqrstuvwxyz,gfaonvystzwmipcqbdelrxjhuk,gfaonvystzwmipcqbdelrxjhuk,giaonvysthwmxpcqkdelrfjbuz
+17,9000,-7026.097420387102,abcdefghijklmnopqrstuvwxyz,gbxonvystwqmapcikdelrfjhuz,gbxonvystwqmapcikdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+17,9500,-6947.39892153771,abcdefghijklmnopqrstuvwxyz,gxqonvystzwmapcikdelrfjbuh,gxqonvystzwmapcikdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+17,10000,-6932.39372230853,abcdefghijklmnopqrstuvwxyz,gqxonvystkwmipcabdelrfjhuz,gqxonvystkwmipcabdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+17,10500,-6937.045804819328,abcdefghijklmnopqrstuvwxyz,gqxonvystbwmipcazdelrfjkuh,gqxonvystbwmipcazdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+17,11000,-6936.784472462843,abcdefghijklmnopqrstuvwxyz,gqxonvystzwmipcabdelrfjkuh,gqxonvystzwmipcabdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+17,11500,-6943.4788458326775,abcdefghijklmnopqrstuvwxyz,gqvoniystzwmxpcabdelrfjhuk,gqvoniystzwmxpcabdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+17,12000,-6944.748612743564,abcdefghijklmnopqrstuvwxyz,gqvoniystzwmxpcahdelrfjbuk,gqvoniystzwmxpcahdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+17,12500,-6870.56254674176,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcabdelrfjkuz,giqonvysthwmxpcabdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+17,13000,-6871.563470407481,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcakdelrfjzub,giqonvysthwmxpcakdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+17,13500,-6871.2678019767845,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcabdelrfjzuk,giqonvysthwmxpcabdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+17,14000,-6869.108090616184,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcazdelrfjbuk,giqonvysthwmxpcazdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+17,14500,-6878.493408093771,abcdefghijklmnopqrstuvwxyz,giqonvystzwmxpcakdelrfjhub,giqonvystzwmxpcakdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+17,15000,-6878.493408093771,abcdefghijklmnopqrstuvwxyz,giqonvystzwmxpcakdelrfjhub,giqonvystzwmxpcakdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+17,15500,-6874.840347722399,abcdefghijklmnopqrstuvwxyz,giqonvystkwmxpcazdelrfjbuh,giqonvystkwmxpcazdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+17,16000,-6869.108090616184,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcazdelrfjbuk,giqonvysthwmxpcazdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+17,16500,-6871.2678019767845,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcabdelrfjzuk,giqonvysthwmxpcabdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+17,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,17500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+17,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,0,-11255.194946655854,abcdefghijklmnopqrstuvwxyz,umtbgvoinlcesfzhqkdxarpywj,umtbgvoinlcesfzhqkdxarpywj,giaonvysthwmxpcqkdelrfjbuz
+18,500,-8525.233685148844,abcdefghijklmnopqrstuvwxyz,giuhnxrjoyasfpcmzedltvqkbw,giuhnxrjoyasfpcmzedltvqkbw,giaonvysthwmxpcqkdelrfjbuz
+18,1000,-8185.381525031353,abcdefghijklmnopqrstuvwxyz,gqoenryvjbixmpcuzdsltfakhw,gqoenryvjbixmpcuzdsltfakhw,giaonvysthwmxpcqkdelrfjbuz
+18,1500,-8216.35363538976,abcdefghijklmnopqrstuvwxyz,tidonhywrbjmxpcfkeslgvqzua,tidonhywrbjmxpcfkeslgvqzua,giaonvysthwmxpcqkdelrfjbuz
+18,2000,-8684.728903107756,abcdefghijklmnopqrstuvwxyz,guatnykqpfwdercvhsojlbximz,guatnykqpfwdercvhsojlbximz,giaonvysthwmxpcqkdelrfjbuz
+18,2500,-8334.689334384744,abcdefghijklmnopqrstuvwxyz,gfdrnbuytwxjmpcvhoelqazksi,gfdrnbuytwxjmpcvhoelqazksi,giaonvysthwmxpcqkdelrfjbuz
+18,3000,-7953.492722592557,abcdefghijklmnopqrstuvwxyz,gjxqnvasthkdupcwzeolmyrfib,gjxqnvasthkdupcwzeolmyrfib,giaonvysthwmxpcqkdelrfjbuz
+18,3500,-8195.760673110371,abcdefghijklmnopqrstuvwxyz,cqrjnyistzfompguhdlewaxbkv,cqrjnyistzfompguhdlewaxbkv,giaonvysthwmxpcqkdelrfjbuz
+18,4000,-7816.018066263147,abcdefghijklmnopqrstuvwxyz,cyjfnivstkzmepgqwdolrbahux,cyjfnivstkzmepgqwdolrbahux,giaonvysthwmxpcqkdelrfjbuz
+18,4500,-7987.055709061973,abcdefghijklmnopqrstuvwxyz,cyjmnehstvirxpgakdoluqwzfb,cyjmnehstvirxpgakdoluqwzfb,giaonvysthwmxpcqkdelrfjbuz
+18,5000,-7780.724004599253,abcdefghijklmnopqrstuvwxyz,cxefnuysthvqmpgrbdolawjzik,cxefnuysthvqmpgrbdolawjzik,giaonvysthwmxpcqkdelrfjbuz
+18,5500,-7937.2984405859925,abcdefghijklmnopqrstuvwxyz,cvdjnwystfhempgxioalrzubqk,cvdjnwystfhempgxioalrzubqk,giaonvysthwmxpcqkdelrfjbuz
+18,6000,-7695.582967444653,abcdefghijklmnopqrstuvwxyz,cvdqnkystzuaxpgmheolrfjbiw,cvdqnkystzuaxpgmheolrfjbiw,giaonvysthwmxpcqkdelrfjbuz
+18,6500,-7500.868883063215,abcdefghijklmnopqrstuvwxyz,cxjmniystwheqpgvkdolrfabuz,cxjmniystwheqpgvkdolrfabuz,giaonvysthwmxpcqkdelrfjbuz
+18,7000,-7491.994342883085,abcdefghijklmnopqrstuvwxyz,cxevnqystzkmfpgihdolrajbuw,cxevnqystzkmfpgihdolrajbuw,giaonvysthwmxpcqkdelrfjbuz
+18,7500,-7526.3810464889875,abcdefghijklmnopqrstuvwxyz,ciejnxystzhmupgqkdolrfabvw,ciejnxystzhmupgqkdolrfabvw,giaonvysthwmxpcqkdelrfjbuz
+18,8000,-7838.8656025200025,abcdefghijklmnopqrstuvwxyz,cfexniastzbjmpgqhdolrvwkyu,cfexniastzbjmpgqhdolrvwkyu,giaonvysthwmxpcqkdelrfjbuz
+18,8500,-7626.879397625257,abcdefghijklmnopqrstuvwxyz,cqewnuystihmapgxzdolrfvbjk,cqewnuystihmapgxzdolrfvbjk,giaonvysthwmxpcqkdelrfjbuz
+18,9000,-7520.4438641345405,abcdefghijklmnopqrstuvwxyz,cqjenvistbymxpgahdolrwfkuz,cqjenvistbymxpgahdolrwfkuz,giaonvysthwmxpcqkdelrfjbuz
+18,9500,-7461.223335814239,abcdefghijklmnopqrstuvwxyz,civenbystwamxpgqhdolrfjkuz,civenbystwamxpgqhdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,10000,-7424.988389640291,abcdefghijklmnopqrstuvwxyz,cwevniystbqmxpgazdolrfjhuk,cwevniystbqmxpgazdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+18,10500,-7241.591518974776,abcdefghijklmnopqrstuvwxyz,gifenqystbwmxpcakdolrvjhuz,gifenqystbwmxpcakdolrvjhuz,giaonvysthwmxpcqkdelrfjbuz
+18,11000,-7151.466800457897,abcdefghijklmnopqrstuvwxyz,giejnqystzwmxpcahdolrfvkub,giejnqystzwmxpcahdolrfvkub,giaonvysthwmxpcqkdelrfjbuz
+18,11500,-7123.340920392927,abcdefghijklmnopqrstuvwxyz,gqeinvystwzmxpcabdolrfjhuk,gqeinvystwzmxpcabdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+18,12000,-7143.603837219207,abcdefghijklmnopqrstuvwxyz,gieqnvystbwmxpcahdolrkjzuf,gieqnvystbwmxpcahdolrkjzuf,giaonvysthwmxpcqkdelrfjbuz
+18,12500,-7042.381658273,abcdefghijklmnopqrstuvwxyz,gieqnvysthwmxpcakdolrfjbuz,gieqnvysthwmxpcakdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,13000,-7043.92552125934,abcdefghijklmnopqrstuvwxyz,gieqnvysthwmxpcabdolrfjkuz,gieqnvysthwmxpcabdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,13500,-7081.769113930297,abcdefghijklmnopqrstuvwxyz,gqaenvystkwmxpcjhdolrfizub,gqaenvystkwmxpcjhdolrfizub,giaonvysthwmxpcqkdelrfjbuz
+18,14000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,14500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,15000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,15500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,16000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,16500,-6958.610075614212,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjzuk,giaenvysthwmxpcqbdolrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+18,17000,-6958.819108853822,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjzub,giaenvysthwmxpcqkdolrfjzub,giaonvysthwmxpcqkdelrfjbuz
+18,17500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,18000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,18500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,19000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,19500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,0,-12327.161132844483,abcdefghijklmnopqrstuvwxyz,wsvhflxqdrjkuymancbepzotgi,wsvhflxqdrjkuymancbepzotgi,giaonvysthwmxpcqkdelrfjbuz
+19,500,-8446.348050959614,abcdefghijklmnopqrstuvwxyz,cqlitjxsrbaeuonykpdvgwmzhf,cqlitjxsrbaeuonykpdvgwmzhf,giaonvysthwmxpcqkdelrfjbuz
+19,1000,-8703.534740990768,abcdefghijklmnopqrstuvwxyz,tbwdcoaxrvisupnfzelmgkyqjh,tbwdcoaxrvisupnfzelmgkyqjh,giaonvysthwmxpcqkdelrfjbuz
+19,1500,-8589.281652639467,abcdefghijklmnopqrstuvwxyz,rfqznmdjshvouptxkeclgiywab,rfqznmdjshvouptxkeclgiywab,giaonvysthwmxpcqkdelrfjbuz
+19,2000,-8323.240953077544,abcdefghijklmnopqrstuvwxyz,txmunwqsvybjdpgehoclrfaikz,txmunwqsvybjdpgehoclrfaikz,giaonvysthwmxpcqkdelrfjbuz
+19,2500,-8214.947843692982,abcdefghijklmnopqrstuvwxyz,rbmdnjystfheqpgakuolcviwxz,rbmdnjystfheqpgakuolcviwxz,giaonvysthwmxpcqkdelrfjbuz
+19,3000,-8024.390088069485,abcdefghijklmnopqrstuvwxyz,cheqnmystzvdjpgakorlbfwiux,cheqnmystzvdjpgakorlbfwiux,giaonvysthwmxpcqkdelrfjbuz
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+19,14500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
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+19,15500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
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+19,17500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+19,18500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,19000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,19500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+20,11000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+20,11500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+20,12000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+20,12500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
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+20,13500,-6777.465015879211,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjhub,giaonvystkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
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+20,14500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+20,15000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,16000,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,16500,-6782.9623672536545,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjkub,giaonvystzwmxpcqhdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,17500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,18000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,18500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,19000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+21,7000,-6988.892960921234,abcdefghijklmnopqrstuvwxyz,giaonvqstkbmxpcyhdelrfjzuw,giaonvqstkbmxpcyhdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+21,7500,-7086.820866936655,abcdefghijklmnopqrstuvwxyz,gyionvqsthbmxpcakdelrfjzuw,gyionvqsthbmxpcakdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+21,8000,-6968.228891025217,abcdefghijklmnopqrstuvwxyz,gijonvystbzmxpcakdelrfqwuh,gijonvystbzmxpcakdelrfqwuh,giaonvysthwmxpcqkdelrfjbuz
+21,8500,-6991.79036323328,abcdefghijklmnopqrstuvwxyz,gqionvystwzmapcxkdelrfjhub,gqionvystwzmapcxkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+21,9000,-6897.603688397943,abcdefghijklmnopqrstuvwxyz,gqionvystzwmxpcakdelrfjbuh,gqionvystzwmxpcakdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+21,9500,-7077.889966618538,abcdefghijklmnopqrstuvwxyz,giqonvystkwexpcazdmlrfjbuh,giqonvystkwexpcazdmlrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+21,10000,-7032.932829033336,abcdefghijklmnopqrstuvwxyz,giaonvystkweqpcxhdmlrfjbuz,giaonvystkweqpcxhdmlrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,10500,-7085.605245515468,abcdefghijklmnopqrstuvwxyz,gzaonvystiwexpcqkdmlrfjhub,gzaonvystiwexpcqkdmlrfjhub,giaonvysthwmxpcqkdelrfjbuz
+21,11000,-6874.453717066578,abcdefghijklmnopqrstuvwxyz,ghaonvystiwmxpcqkdelrfjzub,ghaonvystiwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+21,11500,-6913.810750176848,abcdefghijklmnopqrstuvwxyz,gfaonvystiwmxpcqzdelrkjhub,gfaonvystiwmxpcqzdelrkjhub,giaonvysthwmxpcqkdelrfjbuz
+21,12000,-6896.39518245705,abcdefghijklmnopqrstuvwxyz,gwaonvystikmxpcqbdelrfjhuz,gwaonvystikmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,12500,-6939.981942665649,abcdefghijklmnopqrstuvwxyz,gqaonvystkimwpcxhdelrfjbuz,gqaonvystkimwpcxhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,13000,-6897.977433592121,abcdefghijklmnopqrstuvwxyz,gqaonvystkimxpcwbdelrfjhuz,gqaonvystkimxpcwbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,13500,-6927.501234106497,abcdefghijklmnopqrstuvwxyz,gqaonvystkimxpcjbdelrfwzuh,gqaonvystkimxpcjbdelrfwzuh,giaonvysthwmxpcqkdelrfjbuz
+21,14000,-6986.353201970632,abcdefghijklmnopqrstuvwxyz,gqaonvystikmxpcjhdelrfbzuw,gqaonvystikmxpcjhdelrfbzuw,giaonvysthwmxpcqkdelrfjbuz
+21,14500,-6886.924610371378,abcdefghijklmnopqrstuvwxyz,giaonvystkqmxpcwzdelrfjbuh,giaonvystkqmxpcwzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+21,15000,-6773.9791433305945,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjhuz,giaonvystkwmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,15500,-6780.520779503972,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjzub,giaonvystkwmxpcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+21,16000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+21,16500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+21,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,0,-11329.390337846044,abcdefghijklmnopqrstuvwxyz,kaeopsqmygluwintbzvhrxdjcf,kaeopsqmygluwintbzvhrxdjcf,giaonvysthwmxpcqkdelrfjbuz
+22,500,-8292.414981945522,abcdefghijklmnopqrstuvwxyz,gomecuystzbkxpnavdjlrfwiqh,gomecuystzbkxpnavdjlrfwiqh,giaonvysthwmxpcqkdelrfjbuz
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+22,2000,-8576.48775177555,abcdefghijklmnopqrstuvwxyz,giaocluktqyedpnmwsjxvhbfrz,giaocluktqyedpnmwsjxvhbfrz,giaonvysthwmxpcqkdelrfjbuz
+22,2500,-8350.8191632218,abcdefghijklmnopqrstuvwxyz,guifcyjmtkasdpnqwolerxzhvb,guifcyjmtkasdpnqwolerxzhvb,giaonvysthwmxpcqkdelrfjbuz
+22,3000,-7971.949266185522,abcdefghijklmnopqrstuvwxyz,gxuocvwstizmapnqkdelrfyhbj,gxuocvwstizmapnqkdelrfyhbj,giaonvysthwmxpcqkdelrfjbuz
+22,3500,-7939.620762943653,abcdefghijklmnopqrstuvwxyz,gbjqcoystaxmwpnvidelrfkzuh,gbjqcoystaxmwpnvidelrfkzuh,giaonvysthwmxpcqkdelrfjbuz
+22,4000,-8008.53897413134,abcdefghijklmnopqrstuvwxyz,gfvmciystqbxupnehodlrajzwk,gfvmciystqbxupnehodlrajzwk,giaonvysthwmxpcqkdelrfjbuz
+22,4500,-7796.471756020192,abcdefghijklmnopqrstuvwxyz,gijocvystzbexpnqwdmluakhrf,gijocvystzbexpnqwdmluakhrf,giaonvysthwmxpcqkdelrfjbuz
+22,5000,-8111.503099040583,abcdefghijklmnopqrstuvwxyz,gbuocmysthxvfpnqkdelzjiarw,gbuocmysthxvfpnqkdelzjiarw,giaonvysthwmxpcqkdelrfjbuz
+22,5500,-8051.916054776788,abcdefghijklmnopqrstuvwxyz,tzvocqmsghaxjpnwkdelryfiub,tzvocqmsghaxjpnwkdelryfiub,giaonvysthwmxpcqkdelrfjbuz
+22,6000,-7456.018385766752,abcdefghijklmnopqrstuvwxyz,tmyonvasgzijxpcqhdelrfubwk,tmyonvasgzijxpcqhdelrfubwk,giaonvysthwmxpcqkdelrfjbuz
+22,6500,-7195.5422476622225,abcdefghijklmnopqrstuvwxyz,tiaonvjsghwmxpcqkdelrfybuz,tiaonvjsghwmxpcqkdelrfybuz,giaonvysthwmxpcqkdelrfjbuz
+22,7000,-7372.034180499189,abcdefghijklmnopqrstuvwxyz,tajonuqsghwmxpcizdelrfvkyb,tajonuqsghwmxpcizdelrfvkyb,giaonvysthwmxpcqkdelrfjbuz
+22,7500,-7373.817134561343,abcdefghijklmnopqrstuvwxyz,tvoxnqysgwzmipcahdelrfjbuk,tvoxnqysgwzmipcahdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+22,8000,-7415.751761645764,abcdefghijklmnopqrstuvwxyz,tfeunvisghymxpcqzdolrwjbak,tfeunvisghymxpcqzdolrwjbak,giaonvysthwmxpcqkdelrfjbuz
+22,8500,-7555.423766205434,abcdefghijklmnopqrstuvwxyz,tveunqfsgbamxpcihdolrkjwyz,tveunqfsgbamxpcihdolrkjwyz,giaonvysthwmxpcqkdelrfjbuz
+22,9000,-7528.890992481262,abcdefghijklmnopqrstuvwxyz,gaeqnvustzfixpcmhdolrwjybk,gaeqnvustzfixpcmhdolrwjybk,giaonvysthwmxpcqkdelrfjbuz
+22,9500,-7239.599647965271,abcdefghijklmnopqrstuvwxyz,gqaonuystkhmfpcxbdelrwjziv,gqaonuystkhmfpcxbdelrwjziv,giaonvysthwmxpcqkdelrfjbuz
+22,10000,-7084.5377922481375,abcdefghijklmnopqrstuvwxyz,giaonqystbxmupcvzdelrfjkhw,giaonqystbxmupcvzdelrfjkhw,giaonvysthwmxpcqkdelrfjbuz
+22,10500,-7026.99589134861,abcdefghijklmnopqrstuvwxyz,giuonvystkamxpcqbdelrfjzhw,giuonvystkamxpcqbdelrfjzhw,giaonvysthwmxpcqkdelrfjbuz
+22,11000,-6981.578848586177,abcdefghijklmnopqrstuvwxyz,gzionvystkamxpcqhdelrfjbuw,gzionvystkamxpcqhdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+22,11500,-7001.7813030072375,abcdefghijklmnopqrstuvwxyz,gixonvysthqmkpcazdelrfjbuw,gixonvysthqmkpcazdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+22,12000,-6920.898317509977,abcdefghijklmnopqrstuvwxyz,gixonvystkzmapcqhdelrfjbuw,gixonvystkzmapcqhdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+22,12500,-6973.829434976554,abcdefghijklmnopqrstuvwxyz,gxionvystkhmapcqbdelrfjzuw,gxionvystkhmapcqbdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+22,13000,-6932.734225444814,abcdefghijklmnopqrstuvwxyz,gixonvysthzmqpcabdelrfjwuk,gixonvysthzmqpcabdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+22,13500,-6913.077099996776,abcdefghijklmnopqrstuvwxyz,gixonvysthzmapcqkdelrfjbuw,gixonvysthzmapcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+22,14000,-6928.479955664819,abcdefghijklmnopqrstuvwxyz,gixonvystwzmapcqkdelrfjhub,gixonvystwzmapcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+22,14500,-6885.074177301919,abcdefghijklmnopqrstuvwxyz,gixonvystzwmapcqkdelrfjbuh,gixonvystzwmapcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+22,15000,-6890.686589847449,abcdefghijklmnopqrstuvwxyz,gixonvystzwmapcqbdelrfjkuh,gixonvystzwmapcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+22,15500,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+22,16000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+22,16500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+22,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+22,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+23,0,-11296.41935520555,abcdefghijklmnopqrstuvwxyz,yvazrfbxmuhledptwnqskjogic,yvazrfbxmuhledptwnqskjogic,giaonvysthwmxpcqkdelrfjbuz
+23,500,-8694.058526316026,abcdefghijklmnopqrstuvwxyz,gyjmcfieqhzsurnvbdptoxaklw,gyjmcfieqhzsurnvbdptoxaklw,giaonvysthwmxpcqkdelrfjbuz
+23,1000,-8538.78916848974,abcdefghijklmnopqrstuvwxyz,gaekcumxsbzdvrnyiotlpjqhwf,gaekcumxsbzdvrnyiotlpjqhwf,giaonvysthwmxpcqkdelrfjbuz
+23,1500,-8739.730419110181,abcdefghijklmnopqrstuvwxyz,gvemysfwtubpxrndzjolcqahik,gvemysfwtubpxrndzjolcqahik,giaonvysthwmxpcqkdelrfjbuz
+23,2000,-8587.185345248852,abcdefghijklmnopqrstuvwxyz,nmfjgqdylkivtacobepsrwxhuz,nmfjgqdylkivtacobepsrwxhuz,giaonvysthwmxpcqkdelrfjbuz
+23,2500,-8191.804971120131,abcdefghijklmnopqrstuvwxyz,guxqnwjilafpmecobdtsrzvhyk,guxqnwjilafpmecobdtsrzvhyk,giaonvysthwmxpcqkdelrfjbuz
+23,3000,-8519.177025895924,abcdefghijklmnopqrstuvwxyz,gaimnujflwkxepcohsdtrybzvq,gaimnujflwkxepcohsdtrybzvq,giaonvysthwmxpcqkdelrfjbuz
+23,3500,-7856.457549050138,abcdefghijklmnopqrstuvwxyz,gfaonlxjtkwmdpcvzseyrqibuh,gfaonlxjtkwmdpcvzseyrqibuh,giaonvysthwmxpcqkdelrfjbuz
+23,4000,-7704.695623311122,abcdefghijklmnopqrstuvwxyz,gvlmnzastkjxipcyhdeorfqwub,gvlmnzastkjxipcyhdeorfqwub,giaonvysthwmxpcqkdelrfjbuz
+23,4500,-7835.9694231973635,abcdefghijklmnopqrstuvwxyz,gjlmniqstbhdwpcazeoyrfxkuv,gjlmniqstbhdwpcazeoyrfxkuv,giaonvysthwmxpcqkdelrfjbuz
+23,5000,-7879.425948138227,abcdefghijklmnopqrstuvwxyz,gmlxnzvsthywepcqbdjorfaiuk,gmlxnzvsthywepcqbdjorfaiuk,giaonvysthwmxpcqkdelrfjbuz
+23,5500,-7800.603071313545,abcdefghijklmnopqrstuvwxyz,gvljnywstkzeupcabdmorfqixh,gvljnywstkzeupcabdmorfqixh,giaonvysthwmxpcqkdelrfjbuz
+23,6000,-7272.6096837216855,abcdefghijklmnopqrstuvwxyz,gxaonvystkbmupchzdelrijqfw,gxaonvystkbmupchzdelrijqfw,giaonvysthwmxpcqkdelrfjbuz
+23,6500,-7019.679089647932,abcdefghijklmnopqrstuvwxyz,giaonvystbhmupcqkdelrfjwxz,giaonvystbhmupcqkdelrfjwxz,giaonvysthwmxpcqkdelrfjbuz
+23,7000,-6917.377455365078,abcdefghijklmnopqrstuvwxyz,giaonvystbwmqpcfkdelrxjzuh,giaonvystbwmqpcfkdelrxjzuh,giaonvysthwmxpcqkdelrfjbuz
+23,7500,-6872.167268069481,abcdefghijklmnopqrstuvwxyz,giaonvystbwmfpcqkdelrxjhuz,giaonvystbwmfpcqkdelrxjhuz,giaonvysthwmxpcqkdelrfjbuz
+23,8000,-7030.448074112584,abcdefghijklmnopqrstuvwxyz,gjaonvystkfmxpcqbdelrihwuz,gjaonvystkfmxpcqbdelrihwuz,giaonvysthwmxpcqkdelrfjbuz
+23,8500,-6924.505230656204,abcdefghijklmnopqrstuvwxyz,gwaonvystkfmxpcqbdelrijhuz,gwaonvystkfmxpcqbdelrijhuz,giaonvysthwmxpcqkdelrfjbuz
+23,9000,-7005.386440066218,abcdefghijklmnopqrstuvwxyz,gzaonvystkfmxpcqbdelrhjiuw,gzaonvystkfmxpcqbdelrhjiuw,giaonvysthwmxpcqkdelrfjbuz
+23,9500,-6911.218151970474,abcdefghijklmnopqrstuvwxyz,giaonvystkfmqpcxbdelrwjzuh,giaonvystkfmqpcxbdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+23,10000,-6879.080943861247,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqkdelrhjwuz,giaonvystbfmxpcqkdelrhjwuz,giaonvysthwmxpcqkdelrfjbuz
+23,10500,-7052.2513174275455,abcdefghijklmnopqrstuvwxyz,giaonvystfbmjpcqhdelrxzkuw,giaonvystfbmjpcqhdelrxzkuw,giaonvysthwmxpcqkdelrfjbuz
+23,11000,-6965.538656056189,abcdefghijklmnopqrstuvwxyz,giaonvystbfmjpcqhdelrwxzuk,giaonvystbfmjpcqhdelrwxzuk,giaonvysthwmxpcqkdelrfjbuz
+23,11500,-6962.330889547609,abcdefghijklmnopqrstuvwxyz,giaonvystkfmjpcqbdelrxwzuh,giaonvystkfmjpcqbdelrxwzuh,giaonvysthwmxpcqkdelrfjbuz
+23,12000,-6876.162800110879,abcdefghijklmnopqrstuvwxyz,giaonvystzwmfpcqbdelrxjhuk,giaonvystzwmfpcqbdelrxjhuk,giaonvysthwmxpcqkdelrfjbuz
+23,12500,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,13000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+23,13500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,14000,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,14500,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,15000,-6825.446257079837,abcdefghijklmnopqrstuvwxyz,giaonvystwzmxpcqhdelrfjbuk,giaonvystwzmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,15500,-6782.9623672536545,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjkub,giaonvystzwmxpcqhdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+23,16000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,16500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,17500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+23,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+23,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+23,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+23,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
--- /dev/null
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
+0,0,-12289.221279735573,abcdefghijklmnopqrstuvwxyz,fjlrvybxhdkcuqzwimtaesopng,fjlrvybxhdkcuqzwimtaesopng,giaonvysthwmxpcqkdelrfjbuz
+0,500,-9955.112812648546,abcdefghijklmnopqrstuvwxyz,crelnsiqdfayxomujpwhgbktzv,crelnsiqdfayxomujpwhgbktzv,giaonvysthwmxpcqkdelrfjbuz
+0,1000,-9411.252392463568,abcdefghijklmnopqrstuvwxyz,nwrsgboucyvlqdteamifpzkxhj,nwrsgboucyvlqdteamifpzkxhj,giaonvysthwmxpcqkdelrfjbuz
+0,1500,-10881.167034671047,abcdefghijklmnopqrstuvwxyz,dwazhxgbsoitfqpyvnremucljk,dwazhxgbsoitfqpyvnremucljk,giaonvysthwmxpcqkdelrfjbuz
+0,2000,-9827.513753464993,abcdefghijklmnopqrstuvwxyz,jmcpstaknbrezgluqywdoifxvh,jmcpstaknbrezgluqywdoifxvh,giaonvysthwmxpcqkdelrfjbuz
+0,2500,-10290.858258635366,abcdefghijklmnopqrstuvwxyz,nkoqxawzeumrcgsbfjhlpdyvit,nkoqxawzeumrcgsbfjhlpdyvit,giaonvysthwmxpcqkdelrfjbuz
+0,3000,-10193.088186291132,abcdefghijklmnopqrstuvwxyz,nzgrcyjopkvwqfubesdtaxhmli,nzgrcyjopkvwqfubesdtaxhmli,giaonvysthwmxpcqkdelrfjbuz
+0,3500,-9458.535655217693,abcdefghijklmnopqrstuvwxyz,pmrlsbkhczueoitfyngdwajxqv,pmrlsbkhczueoitfyngdwajxqv,giaonvysthwmxpcqkdelrfjbuz
+0,4000,-9954.236186227696,abcdefghijklmnopqrstuvwxyz,rtigoduhxzfcymelvabnsqpwjk,rtigoduhxzfcymelvabnsqpwjk,giaonvysthwmxpcqkdelrfjbuz
+0,4500,-9931.108180066714,abcdefghijklmnopqrstuvwxyz,oirknayugzwqmetvhdbxpfsclj,oirknayugzwqmetvhdbxpfsclj,giaonvysthwmxpcqkdelrfjbuz
+0,5000,-9884.724020260244,abcdefghijklmnopqrstuvwxyz,nitwcbufojmeagykqxdpvlszrh,nitwcbufojmeagykqxdpvlszrh,giaonvysthwmxpcqkdelrfjbuz
+0,5500,-9505.837676309015,abcdefghijklmnopqrstuvwxyz,cgalespxnzvjqodwirtuyfmhbk,cgalespxnzvjqodwirtuyfmhbk,giaonvysthwmxpcqkdelrfjbuz
+0,6000,-8407.134375095731,abcdefghijklmnopqrstuvwxyz,gjhityosnkxqepcbumdlrfazwv,gjhityosnkxqepcbumdlrfazwv,giaonvysthwmxpcqkdelrfjbuz
+0,6500,-9593.155543532066,abcdefghijklmnopqrstuvwxyz,owtdnrxqizvfpbscueglmyjahk,owtdnrxqizvfpbscueglmyjahk,giaonvysthwmxpcqkdelrfjbuz
+0,7000,-9487.582822882681,abcdefghijklmnopqrstuvwxyz,nxcysrejwbudtpmqiglokvfzha,nxcysrejwbudtpmqiglokvfzha,giaonvysthwmxpcqkdelrfjbuz
+0,7500,-8857.711318276437,abcdefghijklmnopqrstuvwxyz,cwaonseuqfrydpgivxlmtbhzjk,cwaonseuqfrydpgivxlmtbhzjk,giaonvysthwmxpcqkdelrfjbuz
+0,8000,-8552.777711996641,abcdefghijklmnopqrstuvwxyz,tjydgafsnwbpreqikmoluxvzch,tjydgafsnwbpreqikmoluxvzch,giaonvysthwmxpcqkdelrfjbuz
+0,8500,-9234.426514323766,abcdefghijklmnopqrstuvwxyz,tixeouqkcvhpafgdznlsjrbwym,tixeouqkcvhpafgdznlsjrbwym,giaonvysthwmxpcqkdelrfjbuz
+0,9000,-9421.661720855805,abcdefghijklmnopqrstuvwxyz,lvecgmkijfqptdruyhnsobazxw,lvecgmkijfqptdruyhnsobazxw,giaonvysthwmxpcqkdelrfjbuz
+0,9500,-9515.580343527383,abcdefghijklmnopqrstuvwxyz,tvqclgafxhmdepnwiksjrbuoyz,tvqclgafxhmdepnwiksjrbuoyz,giaonvysthwmxpcqkdelrfjbuz
+0,10000,-9486.116132869565,abcdefghijklmnopqrstuvwxyz,nwomgkzfybiseutrqldchxjvpa,nwomgkzfybiseutrqldchxjvpa,giaonvysthwmxpcqkdelrfjbuz
+0,10500,-8810.32355867934,abcdefghijklmnopqrstuvwxyz,vrujnemagizlxotwbdpschfqky,vrujnemagizlxotwbdpschfqky,giaonvysthwmxpcqkdelrfjbuz
+0,11000,-8559.347191840678,abcdefghijklmnopqrstuvwxyz,nyaetvuishrdmocxqpljgfkwzb,nyaetvuishrdmocxqpljgfkwzb,giaonvysthwmxpcqkdelrfjbuz
+0,11500,-8637.825762291388,abcdefghijklmnopqrstuvwxyz,nvdomwyegfijupcskxlatzrhqb,nvdomwyegfijupcskxlatzrhqb,giaonvysthwmxpcqkdelrfjbuz
+0,12000,-8885.067868253967,abcdefghijklmnopqrstuvwxyz,nlxytrqwczapvmgubedoshjkfi,nlxytrqwczapvmgubedoshjkfi,giaonvysthwmxpcqkdelrfjbuz
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+2,12500,-8693.953258419822,abcdefghijklmnopqrstuvwxyz,gjamlehbnziydxcqwpostuvkrf,gjamlehbnziydxcqwpostuvkrf,giaonvysthwmxpcqkdelrfjbuz
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+2,13500,-8265.413203044052,abcdefghijklmnopqrstuvwxyz,lmxegjiwnhfyudcazsporqvbtk,lmxegjiwnhfyudcazsporqvbtk,giaonvysthwmxpcqkdelrfjbuz
+2,14000,-8527.382552678031,abcdefghijklmnopqrstuvwxyz,galptqhjnzkuwdcmbeosrifvxy,galptqhjnzkuwdcmbeosrifvxy,giaonvysthwmxpcqkdelrfjbuz
+2,14500,-8127.816064375171,abcdefghijklmnopqrstuvwxyz,gmqlnwjutzfeypcvisodrxhabk,gmqlnwjutzfeypcvisodrxhabk,giaonvysthwmxpcqkdelrfjbuz
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+2,15500,-7903.5830779474745,abcdefghijklmnopqrstuvwxyz,gfljnvystkqmdpcohxueraizwb,gfljnvystkqmdpcohxueraizwb,giaonvysthwmxpcqkdelrfjbuz
+2,16000,-7759.358133553037,abcdefghijklmnopqrstuvwxyz,gilvnjystwfexpcqbdourkmhaz,gilvnjystwfexpcqbdourkmhaz,giaonvysthwmxpcqkdelrfjbuz
+2,16500,-7310.688954182871,abcdefghijklmnopqrstuvwxyz,gilonvystfwmxpcqbdejrkahuz,gilonvystfwmxpcqbdejrkahuz,giaonvysthwmxpcqkdelrfjbuz
+2,17000,-7264.582401655572,abcdefghijklmnopqrstuvwxyz,gilonvystkwmfpcqbdearxjzuh,gilonvystkwmfpcqbdearxjzuh,giaonvysthwmxpcqkdelrfjbuz
+2,17500,-7254.683627794459,abcdefghijklmnopqrstuvwxyz,gilonvysthwmfpcqzdearxjbuk,gilonvysthwmfpcqzdearxjbuk,giaonvysthwmxpcqkdelrfjbuz
+2,18000,-6867.575332732646,abcdefghijklmnopqrstuvwxyz,giaonvysthwmfpcqbdelrxjkuz,giaonvysthwmfpcqbdelrxjkuz,giaonvysthwmxpcqkdelrfjbuz
+2,18500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+2,19000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+2,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+3,0,-12290.771781321762,abcdefghijklmnopqrstuvwxyz,iolbqycsrfdzatkmxehgwupjvn,iolbqycsrfdzatkmxehgwupjvn,giaonvysthwmxpcqkdelrfjbuz
+3,500,-9206.346359502639,abcdefghijklmnopqrstuvwxyz,ckgrlxitnympwseaqdjovfubhz,ckgrlxitnympwseaqdjovfubhz,giaonvysthwmxpcqkdelrfjbuz
+3,1000,-10418.798706901342,abcdefghijklmnopqrstuvwxyz,avmgsjzfrywbdtuiklcpoxnehq,avmgsjzfrywbdtuiklcpoxnehq,giaonvysthwmxpcqkdelrfjbuz
+3,1500,-10203.729680937433,abcdefghijklmnopqrstuvwxyz,tkdsyprugbwmqczainvolxehfj,tkdsyprugbwmqczainvolxehfj,giaonvysthwmxpcqkdelrfjbuz
+3,2000,-10676.28457811159,abcdefghijklmnopqrstuvwxyz,imrlvdhacwutnogyzbqxfejspk,imrlvdhacwutnogyzbqxfejspk,giaonvysthwmxpcqkdelrfjbuz
+3,2500,-9889.718248112547,abcdefghijklmnopqrstuvwxyz,uwtrjiyhmkpngaeszdoclvbqxf,uwtrjiyhmkpngaeszdoclvbqxf,giaonvysthwmxpcqkdelrfjbuz
+3,3000,-10598.628238022826,abcdefghijklmnopqrstuvwxyz,oxhfgczlsbrevnkpamityqwdju,oxhfgczlsbrevnkpamityqwdju,giaonvysthwmxpcqkdelrfjbuz
+3,3500,-9867.457896101238,abcdefghijklmnopqrstuvwxyz,dwehjcqxrzpgyosnfltmvibauk,dwehjcqxrzpgyosnfltmvibauk,giaonvysthwmxpcqkdelrfjbuz
+3,4000,-9725.8130784954,abcdefghijklmnopqrstuvwxyz,mxokdveqlhprsbnwucgtjayifz,mxokdveqlhprsbnwucgtjayifz,giaonvysthwmxpcqkdelrfjbuz
+3,4500,-9847.059781387334,abcdefghijklmnopqrstuvwxyz,gdptbxmveaijworfqnlcsuzkhy,gdptbxmveaijworfqnlcsuzkhy,giaonvysthwmxpcqkdelrfjbuz
+3,5000,-9670.211686492352,abcdefghijklmnopqrstuvwxyz,pfjzrwgbnxydkslmioaecuqvth,pfjzrwgbnxydkslmioaecuqvth,giaonvysthwmxpcqkdelrfjbuz
+3,5500,-9625.898599564816,abcdefghijklmnopqrstuvwxyz,pufsgeiyxhwzvmdqbncloktarj,pufsgeiyxhwzvmdqbncloktarj,giaonvysthwmxpcqkdelrfjbuz
+3,6000,-9279.079553899228,abcdefghijklmnopqrstuvwxyz,gfpmshzutbdyrlnekvxjciqaow,gfpmshzutbdyrlnekvxjciqaow,giaonvysthwmxpcqkdelrfjbuz
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+4,19500,-7517.163932480202,abcdefghijklmnopqrstuvwxyz,cxaonvysrhimupgjkdeltfqbwz,cxaonvysrhimupgjkdeltfqbwz,giaonvysthwmxpcqkdelrfjbuz
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+5,9500,-8936.271226917595,abcdefghijklmnopqrstuvwxyz,cfmdnboktwepjqglzsrxyuhaiv,cfmdnboktwepjqglzsrxyuhaiv,giaonvysthwmxpcqkdelrfjbuz
+5,10000,-9330.388768647095,abcdefghijklmnopqrstuvwxyz,covytmhsnrkjepxdfiglbaqwuz,covytmhsnrkjepxdfiglbaqwuz,giaonvysthwmxpcqkdelrfjbuz
+5,10500,-9450.3159836931,abcdefghijklmnopqrstuvwxyz,tshknfabrmijwecvuqploxdzgy,tshknfabrmijwecvuqploxdzgy,giaonvysthwmxpcqkdelrfjbuz
+5,11000,-9435.518509004109,abcdefghijklmnopqrstuvwxyz,nydmsifrobxgwueazjtlpvqchk,nydmsifrobxgwueazjtlpvqchk,giaonvysthwmxpcqkdelrfjbuz
+5,11500,-8927.583288727294,abcdefghijklmnopqrstuvwxyz,cjoygqmunkbrsvtwixpeldahfz,cjoygqmunkbrsvtwixpeldahfz,giaonvysthwmxpcqkdelrfjbuz
+5,12000,-8340.720391956436,abcdefghijklmnopqrstuvwxyz,cmowgxfktbqeipnyhdslravujz,cmowgxfktbqeipnyhdslravujz,giaonvysthwmxpcqkdelrfjbuz
+5,12500,-8560.24389890542,abcdefghijklmnopqrstuvwxyz,cxkogqyjtfmrzpniwdelvsahub,cxkogqyjtfmrzpniwdelvsahub,giaonvysthwmxpcqkdelrfjbuz
+5,13000,-8529.291388928961,abcdefghijklmnopqrstuvwxyz,txqucsvkgzypmenrwdlobjafih,txqucsvkgzypmenrwdlobjafih,giaonvysthwmxpcqkdelrfjbuz
+5,13500,-8449.376560381039,abcdefghijklmnopqrstuvwxyz,tdercqmigkjwvpnyzolsaxbhuf,tdercqmigkjwvpnyzolsaxbhuf,giaonvysthwmxpcqkdelrfjbuz
+5,14000,-8816.450908688706,abcdefghijklmnopqrstuvwxyz,nuedtvmrgkwajzciblospfyqxh,nuedtvmrgkwajzciblospfyqxh,giaonvysthwmxpcqkdelrfjbuz
+5,14500,-8360.723658467894,abcdefghijklmnopqrstuvwxyz,turynzajcwqmeogibsdlpfvkxh,turynzajcwqmeogibsdlpfvkxh,giaonvysthwmxpcqkdelrfjbuz
+5,15000,-8119.921813977764,abcdefghijklmnopqrstuvwxyz,rvxqcamynzwesogjbpldtfihuk,rvxqcamynzwesogjbpldtfihuk,giaonvysthwmxpcqkdelrfjbuz
+5,15500,-8134.613063128143,abcdefghijklmnopqrstuvwxyz,tixyneascbvufpgohmdlrjzqkw,tixyneascbvufpgohmdlrjzqkw,giaonvysthwmxpcqkdelrfjbuz
+5,16000,-7536.496986347564,abcdefghijklmnopqrstuvwxyz,caeunvystwbmjpgqkdolrfxzih,caeunvystwbmjpgqkdolrfxzih,giaonvysthwmxpcqkdelrfjbuz
+5,16500,-7534.39407839289,abcdefghijklmnopqrstuvwxyz,caevniystzwmqpgjbdolrfuhxk,caevniystzwmqpgjbdolrfuhxk,giaonvysthwmxpcqkdelrfjbuz
+5,17000,-7345.8291999681205,abcdefghijklmnopqrstuvwxyz,cievnaystzwmxpgqbdolrfjhuk,cievnaystzwmxpgqbdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+5,17500,-7386.614210783603,abcdefghijklmnopqrstuvwxyz,ciejnaystzwmxpgqbdolrfvhuk,ciejnaystzwmxpgqbdolrfvhuk,giaonvysthwmxpcqkdelrfjbuz
+5,18000,-7348.890399029144,abcdefghijklmnopqrstuvwxyz,ciejnvystzwmxpgqhdolrfabuk,ciejnvystzwmxpgqhdolrfabuk,giaonvysthwmxpcqkdelrfjbuz
+5,18500,-7295.041605682348,abcdefghijklmnopqrstuvwxyz,ciaenvystzwmxpgqhdolrfjbuk,ciaenvystzwmxpgqhdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+5,19000,-7286.752771553805,abcdefghijklmnopqrstuvwxyz,ciaenvysthwmxpgqzdolrfjbuk,ciaenvysthwmxpgqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+5,19500,-7286.752771553805,abcdefghijklmnopqrstuvwxyz,ciaenvysthwmxpgqzdolrfjbuk,ciaenvysthwmxpgqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+6,0,-11097.22273163865,abcdefghijklmnopqrstuvwxyz,ceswltkhqxnpvmyagjudrbfozi,ceswltkhqxnpvmyagjudrbfozi,giaonvysthwmxpcqkdelrfjbuz
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+6,18500,-7162.19341552994,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqzdelrfjbuk,ciaonvysthwmxpgqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
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+7,11000,-9026.189280244964,abcdefghijklmnopqrstuvwxyz,ljcityokezfsapgqbmndruhxvw,ljcityokezfsapgqbmndruhxvw,giaonvysthwmxpcqkdelrfjbuz
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+7,12500,-8136.986860222584,abcdefghijklmnopqrstuvwxyz,tkyenjmzgafwopcxbdlsrivhuq,tkyenjmzgafwopcxbdlsrivhuq,giaonvysthwmxpcqkdelrfjbuz
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+7,13500,-7790.087633476038,abcdefghijklmnopqrstuvwxyz,tieqnzxsgwvompcahdjlryfkub,tieqnzxsgwvompcahdjlryfkub,giaonvysthwmxpcqkdelrfjbuz
+7,14000,-7914.102743675393,abcdefghijklmnopqrstuvwxyz,nuqmghystxwdapcfbeolrzjkiv,nuqmghystxwdapcfbeolrzjkiv,giaonvysthwmxpcqkdelrfjbuz
+7,14500,-7849.865631086757,abcdefghijklmnopqrstuvwxyz,niqvguystfwdxpcbkeolrjazmh,niqvguystfwdxpcbkeolrjazmh,giaonvysthwmxpcqkdelrfjbuz
+7,15000,-7629.435714717839,abcdefghijklmnopqrstuvwxyz,gzijnvmsthkoypcqwdelrxfaub,gzijnvmsthkoypcqwdelrxfaub,giaonvysthwmxpcqkdelrfjbuz
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+7,16500,-7130.231343697075,abcdefghijklmnopqrstuvwxyz,giaonmysthwqvpcjbdelrfxzuk,giaonmysthwqvpcjbdelrfxzuk,giaonvysthwmxpcqkdelrfjbuz
+7,17000,-7087.8337736462645,abcdefghijklmnopqrstuvwxyz,giaonmysthwjxpcvbdelrfqzuk,giaonmysthwjxpcvbdelrfqzuk,giaonvysthwmxpcqkdelrfjbuz
+7,17500,-7016.066277240144,abcdefghijklmnopqrstuvwxyz,gmaoniysthwqxpcvbdelrfjkuz,gmaoniysthwqxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+7,18000,-6838.189843771575,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjkuz,giaonqysthwmxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+7,18500,-6836.571094591385,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvkdelrfjbuz,giaonqysthwmxpcvkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,0,-11522.805963955641,abcdefghijklmnopqrstuvwxyz,cbqmthlfkwsgjpuievzdoyaxrn,cbqmthlfkwsgjpuievzdoyaxrn,giaonvysthwmxpcqkdelrfjbuz
+8,500,-9575.489361776308,abcdefghijklmnopqrstuvwxyz,novucfqaebyxzrmphlisgjkdtw,novucfqaebyxzrmphlisgjkdtw,giaonvysthwmxpcqkdelrfjbuz
+8,1000,-10010.421725081897,abcdefghijklmnopqrstuvwxyz,iysxqeubjavcmfgdzolntkrpwh,iysxqeubjavcmfgdzolntkrpwh,giaonvysthwmxpcqkdelrfjbuz
+8,1500,-10098.901328194903,abcdefghijklmnopqrstuvwxyz,nacfpxgrovizktuqbljhdsmyew,nacfpxgrovizktuqbljhdsmyew,giaonvysthwmxpcqkdelrfjbuz
+8,2000,-9917.55652026218,abcdefghijklmnopqrstuvwxyz,gaylnurbmdpqosejktcfhivzwx,gaylnurbmdpqosejktcfhivzwx,giaonvysthwmxpcqkdelrfjbuz
+8,2500,-9452.957162072546,abcdefghijklmnopqrstuvwxyz,ixmoncwrsuylqgtzhdjevabkpf,ixmoncwrsuylqgtzhdjevabkpf,giaonvysthwmxpcqkdelrfjbuz
+8,3000,-10331.688928305322,abcdefghijklmnopqrstuvwxyz,lfuzobcmqewvktnjisydpahrgx,lfuzobcmqewvktnjisydpahrgx,giaonvysthwmxpcqkdelrfjbuz
+8,3500,-10387.063449469684,abcdefghijklmnopqrstuvwxyz,xmlskfpqchrgdzeownytijuvba,xmlskfpqchrgdzeownytijuvba,giaonvysthwmxpcqkdelrfjbuz
+8,4000,-9944.638512598183,abcdefghijklmnopqrstuvwxyz,gsarcfbvdtxkyplqioejnmwuhz,gsarcfbvdtxkyplqioejnmwuhz,giaonvysthwmxpcqkdelrfjbuz
+8,4500,-9625.611828440546,abcdefghijklmnopqrstuvwxyz,nhxvkrtiguaolmpqfesdczjbyw,nhxvkrtiguaolmpqfesdczjbyw,giaonvysthwmxpcqkdelrfjbuz
+8,5000,-9611.362417610688,abcdefghijklmnopqrstuvwxyz,gmaxnubqpycvkdelfjtosiwzrh,gmaxnubqpycvkdelfjtosiwzrh,giaonvysthwmxpcqkdelrfjbuz
+8,5500,-10298.6343265753,abcdefghijklmnopqrstuvwxyz,tzaqpkrcnwojmuflvsgyihdexb,tzaqpkrcnwojmuflvsgyihdexb,giaonvysthwmxpcqkdelrfjbuz
+8,6000,-9519.424779597217,abcdefghijklmnopqrstuvwxyz,toeygwhuxamqjickzdnlfspvrb,toeygwhuxamqjickzdnlfspvrb,giaonvysthwmxpcqkdelrfjbuz
+8,6500,-9125.631189304564,abcdefghijklmnopqrstuvwxyz,nepitsmyakwqxdljvucogrzhfb,nepitsmyakwqxdljvucogrzhfb,giaonvysthwmxpcqkdelrfjbuz
+8,7000,-9306.500369779049,abcdefghijklmnopqrstuvwxyz,lbdzgemfnqxpwoivhsrctajkuy,lbdzgemfnqxpwoivhsrctajkuy,giaonvysthwmxpcqkdelrfjbuz
+8,7500,-8862.716351124222,abcdefghijklmnopqrstuvwxyz,gfzwnjsqthxlipcdbmoueyakrv,gfzwnjsqthxlipcdbmoueyakrv,giaonvysthwmxpcqkdelrfjbuz
+8,8000,-9293.316997237762,abcdefghijklmnopqrstuvwxyz,nitosxzrewyldugphajcbqfmvk,nitosxzrewyldugphajcbqfmvk,giaonvysthwmxpcqkdelrfjbuz
+8,8500,-9330.640879850785,abcdefghijklmnopqrstuvwxyz,nsatlyjcdzbowxgmhurpvieqfk,nsatlyjcdzbowxgmhurpvieqfk,giaonvysthwmxpcqkdelrfjbuz
+8,9000,-9256.238287325192,abcdefghijklmnopqrstuvwxyz,cazlnwqxdhrpftgmkiosjevuyb,cazlnwqxdhrpftgmkiosjevuyb,giaonvysthwmxpcqkdelrfjbuz
+8,9500,-9332.845954471106,abcdefghijklmnopqrstuvwxyz,lmjxnyirgzvtpwhokcsedabufq,lmjxnyirgzvtpwhokcsedabufq,giaonvysthwmxpcqkdelrfjbuz
+8,10000,-9329.338217119355,abcdefghijklmnopqrstuvwxyz,nivxsqrymfbotdekuglacwhzpj,nivxsqrymfbotdekuglacwhzpj,giaonvysthwmxpcqkdelrfjbuz
+8,10500,-9315.138893519194,abcdefghijklmnopqrstuvwxyz,pjolnkghtfivsxrwbemdyauzcq,pjolnkghtfivsxrwbemdyauzcq,giaonvysthwmxpcqkdelrfjbuz
+8,11000,-9156.191097313058,abcdefghijklmnopqrstuvwxyz,qveonmshtbujdpglkyacwxifrz,qveonmshtbujdpglkyacwxifrz,giaonvysthwmxpcqkdelrfjbuz
+8,11500,-8501.195920442253,abcdefghijklmnopqrstuvwxyz,tqdinpmuczayovgjhslerwfbxk,tqdinpmuczayovgjhslerwfbxk,giaonvysthwmxpcqkdelrfjbuz
+8,12000,-9047.34874558199,abcdefghijklmnopqrstuvwxyz,tesqxipmnbyhadcokjglrvfzuw,tesqxipmnbyhadcokjglrvfzuw,giaonvysthwmxpcqkdelrfjbuz
+8,12500,-8352.83367627849,abcdefghijklmnopqrstuvwxyz,ouednxysthajvmgfirplcwqkbz,ouednxysthajvmgfirplcwqkbz,giaonvysthwmxpcqkdelrfjbuz
+8,13000,-8374.018170115189,abcdefghijklmnopqrstuvwxyz,tiemndvsrjwufacykpolgqxbhz,tiemndvsrjwufacykpolgqxbhz,giaonvysthwmxpcqkdelrfjbuz
+8,13500,-8438.316470216874,abcdefghijklmnopqrstuvwxyz,tweonmvsrizujpcxhqdlkaybgf,tweonmvsrizujpcxhqdlkaybgf,giaonvysthwmxpcqkdelrfjbuz
+8,14000,-7743.913969337039,abcdefghijklmnopqrstuvwxyz,gayenqusrzbmipcxhdoltfjkvw,gayenqusrzbmipcxhdoltfjkvw,giaonvysthwmxpcqkdelrfjbuz
+8,14500,-7893.262735504971,abcdefghijklmnopqrstuvwxyz,gqyxnajsrzfdvecwkpoltimhub,gqyxnajsrzfdvecwkpoltimhub,giaonvysthwmxpcqkdelrfjbuz
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+9,19500,-7632.553272920104,abcdefghijklmnopqrstuvwxyz,gqaonvyxrzwmepcjkdlstfihub,gqaonvyxrzwmepcjkdlstfihub,giaonvysthwmxpcqkdelrfjbuz
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+10,18000,-6913.077099996776,abcdefghijklmnopqrstuvwxyz,gixonvysthzmapcqkdelrfjbuw,gixonvysthzmapcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+10,18500,-6913.077099996776,abcdefghijklmnopqrstuvwxyz,gixonvysthzmapcqkdelrfjbuw,gixonvysthzmapcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+10,19000,-6913.077099996776,abcdefghijklmnopqrstuvwxyz,gixonvysthzmapcqkdelrfjbuw,gixonvysthzmapcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+10,19500,-6806.483360239409,abcdefghijklmnopqrstuvwxyz,giaonvysthzmxpcqkdelrfjbuw,giaonvysthzmxpcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+11,0,-11258.642780758171,abcdefghijklmnopqrstuvwxyz,gqhmblnpuvfsajotdkxczyweri,gqhmblnpuvfsajotdkxczyweri,giaonvysthwmxpcqkdelrfjbuz
+11,500,-9982.49310125277,abcdefghijklmnopqrstuvwxyz,ftimdvboehxcnplaqgyrsjkzwu,ftimdvboehxcnplaqgyrsjkzwu,giaonvysthwmxpcqkdelrfjbuz
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+11,2000,-9926.029448926869,abcdefghijklmnopqrstuvwxyz,nraoixvchpfzuslektgdywqjmb,nraoixvchpfzuslektgdywqjmb,giaonvysthwmxpcqkdelrfjbuz
+11,2500,-9232.63111259647,abcdefghijklmnopqrstuvwxyz,ukmyneqrczhvsgtbfdoplxiajw,ukmyneqrczhvsgtbfdoplxiajw,giaonvysthwmxpcqkdelrfjbuz
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+11,6000,-9283.872923748408,abcdefghijklmnopqrstuvwxyz,gfmuyzdstkopqcnahelxibjwvr,gfmuyzdstkopqcnahelxibjwvr,giaonvysthwmxpcqkdelrfjbuz
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+11,7000,-9024.262298562157,abcdefghijklmnopqrstuvwxyz,lfqsnzxumbrevdgakicptjhyow,lfqsnzxumbrevdgakicptjhyow,giaonvysthwmxpcqkdelrfjbuz
+11,7500,-9296.882613839689,abcdefghijklmnopqrstuvwxyz,numedjzrlwxksypqfoctghbavi,numedjzrlwxksypqfoctghbavi,giaonvysthwmxpcqkdelrfjbuz
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+21,17000,-6914.672123825981,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcizdelrhjbuw,gqaonvystkfmxpcizdelrhjbuw,giaonvysthwmxpcqkdelrfjbuz
+21,17500,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,18000,-6887.396348119796,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjzuh,gqaonvystkfmxpcibdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+21,18500,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,19000,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,19500,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
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+22,2000,-9288.757006068863,abcdefghijklmnopqrstuvwxyz,cwfxgtulpqmadonrkzesjyivhb,cwfxgtulpqmadonrkzesjyivhb,giaonvysthwmxpcqkdelrfjbuz
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+22,3000,-9576.145089935355,abcdefghijklmnopqrstuvwxyz,nxqhmfdbajuptcgswrliezvyok,nxqhmfdbajuptcgswrliezvyok,giaonvysthwmxpcqkdelrfjbuz
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--- /dev/null
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
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--- /dev/null
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--- /dev/null
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--- /dev/null
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projects / cipher-tools.git / commitdiff
