"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.4.5"
+ "version": "3.6.7"
}
},
"nbformat": 4,
"import csv\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
- "%matplotlib inline"
+ "%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",
+ " return {'time': dt, 'worker': worker, 'iteration': iteration, 'fitness': fitness, \n",
+ " 'cipher_alphabet': ca, 'plain_alphabet': pa}\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):\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",
+ " workers = list(sorted(set(trace.index.get_level_values(0))))\n",
+ " if verbose:\n",
+ " trace[['fitness', 'plain_alphabet', 'cipher_alphabet']].to_csv(filename, header=True)\n",
+ " else:\n",
+ " trace.fitness.to_csv(filename, header=True)\n",
+ " return workers, trace"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
"outputs": [
{
"data": {
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 4,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 6,
+ "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": [
- "'yearningforrespiteth'"
+ "'theadventuresofsherl'"
]
},
- "execution_count": 6,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "pt = sanitise(open('../2017/8b.plaintext').read())\n",
+ "# 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": 8,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "-5449.621442375638"
+ "-542391.5369482826"
]
},
- "execution_count": 8,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "-14681.308607565503"
+ "-1471429.4753165497"
]
},
- "execution_count": 9,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "def commonest_alphabet(text):\n",
- " counts = collections.Counter(sanitise(text))\n",
- " return cat(p[0] for p in counts.most_common())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'etaoinsrhdlumcgfwypvbkxqj'"
+ "'etaoihnsrdlumwcyfgpbvkxjqz'"
]
},
- "execution_count": 6,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'guefwqwydaffujhqlulmufanewjjsddufutejtegjlsfwutqwlabuupjewtbuupjqwlanawlmjbqlmxeiyexsjewtlmuxeiutawq'"
+ "('qlkwrmaznifhoxjgspvudybtec',\n",
+ " 'jogqxexjbnmejdqprbrhhdgnxejdph',\n",
+ " 'ompanynowifyouarewellupinyourl')"
]
},
- "execution_count": 44,
+ "execution_count": 16,
"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[:100]"
+ "k, c = random_ciphertext(30)\n",
+ "k, c, keyword_decipher(c, k)"
]
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'uleaqwjfmtisnxydbghkvprczo'"
+ "'yearningforrespiteth'"
]
},
- "execution_count": 45,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ct_alpha = commonest_alphabet(ct)\n",
- "ct_alpha = cat(deduplicate(ct_alpha + string.ascii_lowercase))\n",
- "ct_alpha"
+ "pt = sanitise(open('../2017/8b.plaintext').read())\n",
+ "pt[:20]"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 44,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'guefwqwydaffujhqlulmufanewjjsddufutejtegjlsfwutqwlabuupjewtbuupjqwlanawlmjbqlmxeiyexsjewtlmuxeiutawq'"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "logger.setLevel(logging.DEBUG)"
+ "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[:100]"
]
},
{
"recs[:5]"
]
},
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "def log_parse(text):\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",
- " return {'time': dt, 'worker': worker, 'iteration': iteration, 'fitness': fitness}"
- ]
- },
{
"cell_type": "code",
"execution_count": 46,
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 113,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('z', 25), ('g', 23), ('n', 1), ('q', 1), ('w', 1)]"
+ ]
+ },
+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "def dump_result(starttime, filename):\n",
- " parsed = [log_parse(line) 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",
- " workers = list(sorted(set(trace.index.get_level_values(0))))\n",
- " trace.fitness.to_csv(filename, header=True)\n",
- " return workers, trace"
+ "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": 46,
+ "execution_count": 114,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-5439.653663160256\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 114,
+ "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)\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": 115,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-2494.5491330863815\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'yxhursvdtwgbjmeoqcpkizfnla',\n",
+ " 0.05230769230769231)"
+ ]
+ },
+ "execution_count": 115,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 47,
+ "execution_count": 116,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ ]
+ },
+ "execution_count": 116,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 48,
+ "execution_count": 117,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-uniform.csv')\n",
+ "workers, trace = dump_result(start_time, 'hillclimbing-given-trigram-uniform.csv', verbose=True)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 49,
+ "execution_count": 118,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 118,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 50,
+ "execution_count": 119,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-5439.653663160256\n"
+ "-2494.5491330863815\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'yxhursvdtqgbjmeoncpkizfwla',\n",
+ " 0.015384615384615385)"
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 51,
+ "execution_count": 120,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ ]
+ },
+ "execution_count": 120,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 52,
+ "execution_count": 121,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja', 'eolbrvxtpqzuhdyswcmkigfnja', 1.0)"
+ ]
+ },
+ "execution_count": 121,
+ "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')\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": 122,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6762.002908994096\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 53,
+ "execution_count": 123,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503\n"
+ "-6762.002908994096\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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sLOB2u6lWq1QqFabTqQaNQCBAtVolGAzy4z/+45TLZXw+H8Fg8IHvJJfLceXKFUzTpNVq0W63VXcRiURwu936d/nOZrOZakBGo5GWGSVLtPHpww4cLxGkhzAfOF4UCNdfFtWz7nM8LuOwLIt+v6+19HT6k8FnsthLU1d23K+++iper5fRaMR0OiUej1Ov1+l0Olr7F0qsBMbBYEA8Hqff7zMajfB4POzv7xMMBvF4PJTLZXq9HpFIRNlEAO+//76ytTY2NqjVarpLj8fjfPTRR8xmM958803C4TAOh4OtrS2i0SgXLlzAMAz29vbY2NjA6/WyvLzM3t6eLugOh4NWqwXAwsKCsqEymQxut5tgMKiMokAgQK1W4+7du6TTaRW1SbB0uVzHaL/1eh3DMMhkMvj9fr3XEnjy+fwTfYeSgQmtWs4RCoU0oMh3IXC73cRisReOev6yww4cLxFkoZLF89NqQj8LRqORahrg0wkcIn572PtLqazX6+H1eolEIrqwBoNBfvCDHyi7SnbloqoWfn84HNY+hTxWrVZxOBwsLCyoyrrRaKgOQ4Lm1tYWpVJJF2lpaKfTafx+P7PZjFKppArz8+fPI2ORc7kcly9fJhwO62L58ccf88EHH+iO/ObNmzgcDhKJBP1+n0gkwvLyMvV6XRlWoVAIn89HLBZjcXGR1dVVyuUye3t7x+6XlLhM09SF2eFw0Ol0yGQyep8jkcgxQSKgAToUCj319+hwOIjFYkQikWMBBND3CIfDKn78vNFgXxTYgeMlwng8JhgMqmr3Rck4hO8eiUS0rHLW1zaZTB5ZphoMBgBkMhmq1aou2hLAptMp1WqVVqvF66+/riU1aXrHYjESiYSW/8Rewuv1YpqmZi3dbpdqtUqv11OLi3K5rHoCv9/P2tqaKsSFQRQIBJhMJnznO9+h3+8Tj8f5U3/qT2FZlmYHS0tLeL1efD4fo9GIXC7H9vY2H330EdFo9FiDXzQPS0tL3L59m42NDUKhEOvr6wyHQ+LxuNqOLCws0Ov1VLgogUDYV5lMBjgUlgYCgQcIACdLUN1uV8WPz4r5ADIej1VYaOPFgB2uXxJI81l2fS9S4JAyjiwk0rg9SzyuZzIcDvH5fDgcDlKpFG63m0qlQqfTwel00ul06Pf7uFwuhsMhsViMfr9Pr9djNpsRCoW0qe/3+/F4PEwmE2UzBQIBWq0WlmWxv79Pp9PB5/Nx//597St4vV7y+Twul4vLly+TSqVwOBxsbm7idDopFovs7u4yGAy0TCa9geFwiNfrpVAosLKyQjabZXFxEcMwuHfvHrVajWAwyHg8JhwOa6N5d3cXr9fL6uoqX/rSlwiFQhiGQTqdJhgM0mq1cDqdxONxotEowWAQn8+Hy+VSSqsEWuCxin8JRqf1M54F8/5bNl4c2IHjJcFpi/OLEjiGw6GWdeDsr02sMR5GBBCzPmn6OhwO3UXv7u7i8/kol8sMh0MtDYllRrVaVdVwu91W8zppApdKJXq9HrlcjlKpxI0bN/j444/xer3UajXu37+P1+tlMpmQSCTw+/04HA68Xi9+v59sNstsNuP69evs7OzgcDgIhULEYjEsyyKZTBIKhfD7/SQSiWPlH6fTyfLyMqlUiul0SqVS0WxTSlXxeJx8Ps+rr75KJBKh1WppQJL3kN7HSbhcLuLxOMPhkH6/TywWeyyhQcpKZxU4bLyYsEtVLwnECkP+Y8vi8SJgNBodE5LJrv6s8LjGuIjPpLEqfYJoNMr29jbdbpf79+/j9/u5evUqd+/e1WZsrVbj4sWL6pgqDrYLCwskk0nu3r2rDq5er5etrS0lJgwGAxX/OZ1OFhcXaTQaRCIRdYQFNLMByGaz2huR5nm32+X8+fNkMhl6vZ72T4LBIG+99RaLi4tsbm4SCAS4cOGCZh2FQuFYz0f6L5I1uN1uQqEQnU6HSCRy6v0Lh8MMBgMtNT4O3W4Xj8dzKm3WxssDO3C8JDhtcRZfqLOkvbZaLZrNJuFw+KGLzTzE8ycej+tjZ12qehwVdzAYMBgM6Pf7Wi9fWloCDpu7lUqF/f19rl69itfrJR6P0+l0aDab2t8olUpq810ul3G5XMoa6na77OzsYFkWS0tLdDoddnd3WVtbo9/vq3Ps1taWiug2NzfJ5/O8//77zGYzrl69yvb2Ns1mE7/fj8/n0wAjini5Bo/Hc0wvsri4iNPp1Kb+zs6OlqTm0Wq18Hg8x3oUsVhMg5H0oE76bYlO43GCzclkwmg0OvZd23g5YQeOlwAi/JsvY8gietaBo9/vYxjGMZO6SCRyLGjNQzKL04KaOJs+KWSBEw2B4HEZhwSO8XiMy+Xi7t276q4aDod1wQ4EAvR6PXWhrVarqqFot9skEgkymQw/+MEPdKaDZVn0ej0++ugjZbTFYjFWVlYwDIOPPvqI9fV1crkczWaT9fV1bt68SblcplgsUq/XeeWVV+j3+6r7WFlZIRAIsLOzoyaHCwsLGIZBMpkkHA4f+3yBQIBMJoPP52MwGGBZ1gOMpn6/rzqLebhcLi1hSdYjmHdj9fl8xOPxRwYPOf5Z2FQ2PluwA8dLAOlvnFyc4Wxpr1LuicVihMNh2u02nU6HXq+nO+STjBsZhDN/bRIsxMp7HsJOOrlAjUYjHWbU6XSONWmn06nulAEV2I3HYy1DlctlotEo+XyeRqPBzZs3tawiiudisUgsFuPChQu43W7N4iSwhMNhstmsqpOloTwej9ne3sbv93Pp0iVSqRRer1fLWGK5HYvFyOfzbGxssL+/T6FQYHl5mcuXL/POO+9QrVbJZDIawISKmkgkKBQK2tw/DXLfhdF0MpC3Wi3Va5yEsLrmnWHnbc/F0kR6Ow8L0PJ7YDeyX37YgeMlwMN29XC2ZofyPmKRLQtnt9ul3W5TLpdxu926EMkxMg/h5LWdDGrD4ZCDg4MH/Iim0ynlcpnpdEqr1WI2m6muAD6h4jabTfb3948FL/Fh8vv9XLhwQW0rer0ee3t76k21vLyMYRjcuHGD8+fP02w2VaH87rvvsrq6itfrZTAYkEwm2dra0vtdqVQIhUIkk0lWV1dxOBxsb2/Tbre5dOkSly5d0oymWCxy+/ZtJpMJV65cIZFI0Gq1+Oijj7AsS/saoVCIVqtFo9FgZWXlkUFDIIymeasQ0WOMRqNHKqsfljEK+v0+1WqVYrFIOp1+gGo7Go2YTCYP2JTYeDlhs6peAojwb35xloE1Zxk4BoPBMXYUoOKzfD6vZRCxoJCd/8lF5mEiQBnCNN84N02TcrmMZVlKF22328fKKpK5bGxsaB0/k8lQKBR0VkOhUFADvUwmw2Qywe/3s7q6SrPZVK+mSqXCH//xH7O5uakDe7rdLpcvXyYUCjEYDMhkMgwGA7a2tnQmxZUrV7h27Rrnzp3j7bffxu12q5BP5oPs7+/zne98B8uyCIfD6in1wQcf0O/3OX/+vFJsLcuiXC6zvb1Nv99ne3ubYrGoBoin4SSjSYKjNL+fp4QUCATUCffg4OCBgVm9Xg/DMB7IOG28nLAzjpcAIvw7ibMOHKKFOK3ObRiGDvzZ29uj0Wjo4nhyNzs/CEcwnU61fzIfOKrVKuPxmIWFBfr9Pl6v91iDXo7tdDoMh0MtI4mFuVh1i3YDDmvw5XIZp9NJu93GNE2Wl5dVa/HBBx9oyUoWeWlQ93o9DSadTodWq0UgEOCtt95Se5LNzU39bA6Hg1u3blGpVAgGg6TTaVZXVzk4ODimkF5fX+fVV19laWkJt9ut5aFKpcLi4qLabuzv76tdyckMpNfrqbfTwcGBBq6HmQM+LdxuN4uLi6rrGI/HmsXIZEJbyf35gP0tf8Yx7zp7EmcpAhRrjsepgV0ulzaXRR8wf8xJ91ZBu93GMAxisZgysRqNhtb4/X4/k8lE2UPNZlMFeaZpUiqV1LVVqLODwYBKpaLqbEGj0aDb7TIcDtnY2CCRSPDn/tyfIxqN8tprrxEMBqnX6/j9fjqdDisrK9RqNQ089+7dU2+oRqPBF7/4RZLJpLKp7t69q8H10qVL5PN5wuEw6XSaXC7H0tISk8mEXq/H7du3MU2TfD5/zFRwfsaFw+HQ/oz0lvb29o7NVxf672w2Y29vj9FoRCKRIJfLnSk1VjQwsVhMXYS73S6z2czWbnyOYAeOzzhOa4wLzjJwzPc3HgeZs1wqlXRmMxw2rT/88ENVSsu1maZJt9tVQzs4tPButVpK+wW0vBSPxxkMBrTbbSaTCZVKhdlsxvLyMsFgUPsdYv0hDWc4NDD84IMPtBfT7/dZWlrSnoZkSKZp8uGHHzIej3nllVcYj8dUq1VVYw+HQyqVCul0mrW1NXq9nu7sw+EwKysrxONxVlZWSKfTnDt3TvskMgdb9CIyK3zeqE+cX7PZrP7d4XCQTCbJ5XJqCVIqlVRvcnBwwHg8JhAIkM/nn0h38ayIxWJa8qvVamqnYuPzATtwfMZxUvg3j3na6/NC5ko8iU27YRgkEgnVIAi63S79fp+9vT3NFuCwzGGaphrmmabJ3t4ePp9P2VNCORbmjtfrpV6v0+/3KRaLRCIRksmkZi3j8ZjNzU1cLpeqxMvlMjdu3GA6nXL16lXNLDweD6PRiFQqpeWvQqHAnTt3aLVa+P1+wuEwGxsbakW+u7tLLBbj0qVLVCoVDZZCf7YsC7/fj8vlUnfa+Tnn3W6Xbrer3mILCwvHMjNx183lcsecbeGTSXw+n49iscg777zDxsaGOtGm0+kfCrNJ+h4ej+eY7bmNlx/P3eMwDOM3gUtH/4wBTcuyrh09978Afx2YAf+jZVnfOHr8zwL/J+AE/l/Lsv7e0eNrwG8ASeBd4K8ezTW38RCcFP7NY5699LwLyXA4fKodpcvlwuPxaPnE6XTSaDS08bu3t6ejV9vtNl6vF6/Xqx5Ls9ns2PjPyWSiamvTNOn3+zqJbzwes76+riWqaDTKZDJhc3OTixcvEg6HqdVqfPjhhzgcDlZXV/H5fGxubtLv948NVLIsi0QiQTab5e7du+zt7amFiOgstre3GY1GXLhwAa/Xi2VZShMOBAJaQorFYsxmM2V9id+UzP0Oh8M0Gg3NOOYhTX6xY282m3S7XcbjMYPBQEWPiURC55ucNoP704aMq7Xx+cJzZxyWZf2sZVnXjoLFbwH/BsAwjKvAzwGvAH8W+L8Nw3AahuEE/i/gvwKuAj9/9FqAvw/8A8uyzgMNDoOOjYdAFqXHBY7nLVeNx2Nms9lTuZ2K3kMWPdM06XQ6BINBlpeXtf/Q6/V0Mp0wqDweD4lE4limNJ1OGY1GOm86Ho/TbDb57ne/i2maeDweNjc32dnZ4d69ezSbTXq9HqlUimazycHBgY46lXnXkikUCgU8Hg/D4ZDhcEggEGA2m/HVr36VRCLB17/+daX5bm5u0mw2yWQyLC0tEQ6HmUwmbGxs0G63cTgczGYzLZFNJhNlo4m25P79+2SzWUKhkDa/57/D2WymJoliIy5mg51OB5fLpf2LlZUVLl26xJUrVz7V0pQNG/M4M1aVcbg1/CvAnzl66GvAb1iWNQLuG4axAbx19NyGZVn3jo77DeBrhmHcPDr2vz16zT8F/nfg/zmra3zZ8Kj+Bpxd4JD+hgSOJ7GfkAwlEAjQbreVmhsOh1lYWODg4EBNAKPRKG63m93dXcrlMuvr67Tbbd2hy2cV2/BwOMyFCxfY3d1V+/L/9J/+k860bjQaXL9+nV6vx+bmJu12m2azqU3iu3fv4vF4cLvdnDt3TmeB1+t1ptMphmHQ7/c5d+4cDoeDP/iDP9BsSUa+RqNRotEog8FAWVbyUxhHq6ur9Pt9ms0msVgMn8/Hzs4OpmnyhS98gd/5nd9hMplQKBSO3TtRuc+bCmazWe2/nHbvbTaTjR8mzpKO+xXgwLKsO0f/zgPfmXt+9+gxgJ0Tj7/NYXmqaVnW9JTX2zgFjwscDofjAdrrs2AwGOB2u3G5XEqFDQaDOlDnNAh1V7yQ9vb21ApDJtsdHBxwcHCgLrMyIElmTA+HQxWUtdttZVRJWahWqzGbzXRXPl+mqdVq2oDudDqqSL937x5er5dr167RaDRUm9BsNtWgsFgs4vP5WF1d5dzlTVVyAAAgAElEQVS5c3S7XTY2NvB4PNrMlgVctAvdblcHH81mM3Z2dojFYtqzyWaz2mCXEpdQWE9mclLem88gHifQs2Hjh4kn2qYYhvFNwzCun/Lna3Mv+3ng1z+dy3zgen7ZMIx3DMN4p1Kp/DDe8oXEacK/k3heZpVlWcf6GzKfW5rSMntCGr9wmOFIaUsEgp1Oh8lkos118T2q1Wrs7+8r06jX61EsFvF6vTpICaDT6WjPZHd3l48++gjTNFlZWcE0TWUwxWIxOp0OCwsLrK2t6SyL+Ya6zLSeTqcsLCwQCoXY39+n2+3qa3q9Hr1ej/F4rI3fwWBAKBQiGAwqDRgOyQChUEiZTcFgkHg8rkaEk8kEy7I4ODggEomwvr6unzmdTh/TrUjj/DTbEBs2XhQ8UcZhWdZPPep5wzBcwF8EvjT38B6wNPfvwtFjPOTxGhAzDMN1lHXMv/7k9fwa8GsAb775pnXaa152WJbFaDR6rBr4WQLHeDzWss5oNMKyLN0Vi9gwHo/T6/V0599oNNST6WQmZBgGDodD51XDIa23UqkoBVeazmKPIeJBuRYZuNRsNrXBfunSJfb396nX65TLZdLptC7QXq+XH//xH6fZbPLOO++QSqVIp9M6y3tra4t+v08ymcTj8ahmZDKZEI/HOX/+PD6fTxf4ZDKpU/ReeeUVAoHAA4u/sMAkKJ0/f556vc6HH37I9vY20+mU5eVlvF4vOzs7ShOeH3wko2Yl0Nmw8SLirAqjPwV8bFnW7txjvwv8nGEY3iO21AXgPwPfAy4YhrFmGIaHwwb671qHW8v/CPylo+N/CfidM7q+M8fu7i6dTudH9v6yi30SQd7TBI5ut8v+/r5aesz3NyaTiU4ZdDgchMNhcrkc2WxWxXIbGxvcv3//mDVJt9tVIZsszvfu3dMpc6lUilu3bnH79m38fj/j8Zj9/X0ajYYOEZI51sJgkj9SOiuXy8qeKhaLakgYjUYJh8P0+30ODg5wu92srKxo30WyChH0dTodncwXCAR47bXXeO2119Sfa2lpidXVVaLRKD6fj2g0yv379+n1euTzeQqFApPJBMMw1G5FBiIVCgVSqRTFYpHBYKDN9fnfI7F+lymDNmy8iDirwPFznChTWZb1EfCvgBvA14H/3rKs2VE28TeAbwA3gX919FqA/xn4m0eN9CTwj87o+s4UpmnqsJ0fFR7X3xC4XC51On0S1Ot1KpWKiuoGg4EGioe9p8/nI51OUygUGI1G3L17V+m/k8mE8XisJZ7hcEixWKTT6ajK++DgQBvhFy5cYHl5GafTydbWFjs7OzQaDdVTVKtV3nvvPXq9nnpYnTt3Tkey7uzsEAgEWF5eplgsapM7lUpRq9V05sRsNiOXyzEcDrl7964q3U3TVOvyhYUFXdiTySSvvfYa2WyWg4MDAPL5PCsrK4zHY7UwEftzp9NJt9ulVqvhcrnw+/34/X6l487P1Oj3+xrcZTb6w6xdbNh4EXAmzXHLsv7aQx7/u8DfPeXxfwf8u1Mev8cnzKsXFrIIn/Xc7KfBo4R/85jXcjyOeTOdTrX8MhqNKJfLSquV95RF8TTIiFbRHMAnMxrcbreWcXq9nhoTut1unYHtdrt1l57P5xkOh9y6dUub0F6vlzt37tDpdFhcXGQ0GrG0tMT6+jrb29u88847AKytreHxeNjb2yMSiZBIJJhOp3g8Hi5evKj9jGvXrimV9t69e4xGIwqFAleuXKHb7TKZTGi1WuqIm06nKRaLlEolLly4cGzIkswd9/l8+Hw+PB4POzs7TCYTstks7XabbDZLr9dTG5VIJMJwOKTX62kfSRTidpnKxosMm8P3DJCA8aMMHJIJPA5PSsm1LIvd3V2m0ymhUIhAIKABYL6/Icrv+Wb4/DVVKhVarRa1Wk1LQT6fT5vlPp9P+xT5fJ7V1VVmsxndbpe1tTVcLpcGm2vXrmEYBrdv38YwDIrFIuVyWRvns9lMF/RSqUSxWCSbzap+Qii8wWAQ0zRxu9243W52dnaoVCoMBgOl6fp8PtbX10mn06pAF6NAv99PMBgkmUwSDAZ1Qt481TgajbK+vq4q8aWlJcrlMt1uV/s+fr+fg4MDnE6nlrpCoRDT6ZThcKg0XBFD2rDxosJ2x30GfNoZhxgKPkwFXCqV2NraIhaLqfGfy+U69lMYTfNDkx6FZrNJs9nUxVGcYFutllJkZWb3bDY7VUnebrdpNBra/L18+TKTyYRIJEK9XsflcvHtb3+bwWDApUuXGAwGahvSarVYWFjAsiwtb8loWqHabmxsMBqNmM1mbG5uEovF8Pv9/Mmf/Ik23ieTCQsLC5RKJWV/ScknnU4zGo2O2YiISNDhcKjafTQa0e12GQwGnD9/XgkCMrdD5oPk83m63a66/YqOAw4dgMPhMK1WS5vdMhtEdCterxePx4PD4VAG2Ww2O5Wia8PGiwQ743gGfNoZR7Va1fr9aRDrjUQigdvtVsqs7PRlLKlYXTxOyyELtyiSvV6vNmh9Ph+1Wo3xeKyW4nKMwDRNms0mN27cULPBdrvN+++/j2EYeo3b29tUq1VCoRC5XI5QKMRwOMTtduN0OrVRLRbp4iMllFmh5J47d07tNcQFVwwG6/U6xWIRl8ulQbRcLmOaJufOnSOXyxEMBllYWKDVatHv91WouLy8TCQSYWdnR3suUk6aDz6xWEwDgmwiXC6X3iO5N2tra5rVyAwPYUtJ0PV4PKpa7/f7GsDsKXo2XmTYgeMZIIuFzK0+S4xGI919Pqz5LmWqxcVFMpkMi4uLFAoFVldXWVpaIpPJMJvNKBaLDIfDR87lmEwmVKtVFdcJm0cWxcXFRYbDIeVymX6/TyAQUAqpuLLu7u6yu7tLs9kkl8vx1ltvkUgk2NjYoNPpaCmqVCrh8/nIZrN4vV61Sy8UCiwtLRGLxej3+2obPhgMVHHdarUol8vqjptKpTTYvf7661y5coXLly+zsLDA/v4+4/FYdS5S3goEApqByEzvUCiEx+PRLM3lcnFwcIDP51M2lijlZaZ4KpVSI0av16uZynA4pNFoqMW4x+MhEAjo/e/1eoRCIdxu97HA4fV6lSXndDrtMpWNFx524HgGzGcaZ511NJtNbWILi2kekl08zHrC6XQSCATI5XI4nU4ODg60xHTauURAGQqFMAxDA4cY6aVSKVV2i4GgaZrs7++zubmpdugej4d4PM7S0hLxeJx8Pq+N8lKppHO9l5eXicfjtFotpaHKDA9hF9VqNe7cucNkMmE6ndJut9W6OxgMav9EfLri8Tjj8ZiVlRUKhQKLi4tqgigGgLPZDLfbTavV0tKQOPKKCaMwx4QBJd+H6EbkMa/Xe6xXI0Gl3++zv7+v88Xr9TqZTIZoNIphGESjURVsSilK+i4iKLQDh43PAuzA8Qz4tAKHOJ9Go1FlNp323o/qfwhcLheLi4u6W69Wqw+8RkpQ6XSa8Xisi5jU+cU8MJlMalmn0+mo35LP52NpaUmHGMksCsleRMR38+ZNqtWq2oWEQiGdoxEMBpW51e/3dbZ4qVTixo0bOpPDsixWVlZULCiDlcTuQxbmQCDApUuX9HW7u7uYpqlZXL1e19JdMpnUkafCbvJ6vayvr2sfRwZMATrTQ/oS8zRnmQEymUzI5/M6jnZpaUmzDilBiX0LHNrCyD2X4GUHDhsvOuzA8QyYL0+dZalKdsPiAXVa4HjUxL+TmJ/W1mq11M4bDi08ut2uloLmm90ul0vpvvPn8vv9XL9+nf39fRYXF3VIkzSSI5GIWpNLKarT6aj1OaAN63q9rvMohIIqZoNSohIm1rwNRywW4/z581oeknncYvkxHA7xeDyk02kWFhbUnbbT6VCpVFSDEYvFCAQC9Ho9tRiJRqNks1lisRher5dqtapivvlMQN43FAphWZZmiPJYMBjU0bliDS9TCE3TfCDou91uDbSSvdiw8SLDDhzPACl7yN/PAjKkKBwO665TSizzOOlUexrErhwOF2opl3Q6HS05yWjUWCymu3FZ0KbT6TFGVqPRwOPxsLi4yP7+vu7gxW5dyl2RSAS3262zroUmC2jwkmDT6XR08t90OtUBSJLFJBIJUqkUyWSSarVKsVjE4/EQCoV0LOqVK1cwTZPt7W1Vj89mM+7evatW7qlUSpvb9+/fp1ar4ff7WVpaot/vUyqVVC1eKBTUGDIajergqZOLvajCZeiTlKuEXivfUSQS0YmEk8lEg+rJwOHxeJhMJhr0bOGfjRcdduB4BogmAM4ucLRaLQzDUEdU2d2ebJBLFvKwUpXMgmi32/qYUEOTyaRSSR0OB6lUCkAbxhKMxA1XFrB6vY7T6dR54KI5gEOGlzClXC4XbrebXq+nGYoEl0gkoo6wontwuVzs7e0p/dg0TdLpNCsrKwyHQ13QJYj2ej0toUWjUWKxGNlslmAwyM2bN6lUKkQiEZ28B4eDjur1Op1Oh06nw3g81jncYkEiKu55SDbRarWwLEvLVHAoavR4PMxmM6LRKMFgUNlUkhGKMaI0wuWezd9ngWQYIn60YeNFhx04ngHSTHU6nWcSOGTqnfQH4JPF5GS5SnbPDytnyGS4+Ya4LKJut5tsNstkMiGZTOp7ichNAoUMMzIMg9FoRLvd1h24LMz7+/sYhqF26PF4XN9LmtxioS4DktLptI47zefzLC0t0Wg0KBaLmKapnyscDqsoTqYBJpNJzVZEgS427IVCAdM0cTgcmlG5XC4KhQKvvPIKKysrzGYz4vG4lq+kqZ9Op5lMJmoyKBAdyWAwYDQaHVvQe70ewWBQxXqpVOqYBUooFNLehRAOZJDVaaSG+e/S7m/Y+CzADhxPCaHgSiPzLALHyWwDUJPA0wLHo8oZ8xmKlKvm1ePT6RS3263nFeaSZDCyy5Z/NxoNXURbrRbRaJRz587R6/VoNpvs7e0pk0vONxwOVZgow4ikJNXv97VfkcvlCIfD7O7u0m63VfwmMzgsy2J/f59+v088HieZTLK+vq625jK3IhgMqoWHz+dTLUi/32d3d5dkMqklKyk7iUGj2KRI2Wn+3sm8c8mg5PONRiPi8bhasEhQk/ka8Xj8mIW8BOXTylTy/cj57cBh47MAO3A8JaS5LD2AZwkco9GIvb09HfrT7Xa11DOP0xrkj5v9LbtwKQsB2tyVcg98ElSk5DQfKA4ODuh0Ouzt7XHz5k1GoxGDwUAzjtXVVR2j2mq1NGjI4tlutwkEAjgcDl1Et7e3qVQqDIdDXC6X7uQLhQIul4tisajHSTN5MBiwv78PHM7vkNKQjJGVHpDH49Fmusfj0bGuS0tLuN1uzbA6nQ4Oh4P19XUCgYAyuYQ9JhCVeCAQwO/3a7CYv29CARYPLbG3l8FQ84Fjvjz1sO9ONCK28M/GZwF24HhKSOB4nlKVaCTE/sKyrFPnRXs8HkzT1PLTbDZjOp0+clcq8yuklCLHirJZyjhSCur3+7pojcdj7t69S7VaJZvN4nQ6abVaKiYsFos0m00ajQbBYJDNzU01HdzZ2aFer7O9va33RZrVvV5PF0SHw8HCwoI+73A4yGazTKdT6vW6ZnSi2C4Wiyr6E6GclPbG4zEul0u9tWazmYoZE4kEoVCISCSiJasLFy7w6quvqqAvHo+rHcj8MKV5KrJoVJrNJnDY0/H7/TgcDmVUSU9oaWlJbdXl+xNEIhE912kQzy0bNj4LsAPHU0ICRa/XYzabPVPgkN6DNICDwaDuTucxP28b0EbzwxqoIoqTBQ8+sQaRbMCyLJLJJA6Hg3a7rT5MpVKJ3d1dHYIktfpwOMzy8jKJRELLQaLtkM8hu3ah8c5mMzVCjEajLC8vE41GGY1GNBoNLY1Vq1XVU0hfoNPpUCwW1aKjVCoRDAZ19y9NZhEPyk5fGGkSqORxCaRiVZLP5+n3+wSDQXw+H6PRSPswAtF2AEqTHQwGtNttptOpUohllOzBwQF+v58333xTMxzg2Hfq9/vJZDIP/Z0Q7yobNj4LsAPHU0IUvs1mk8FgoAOFngaysFSrVV1c5zEajVRQJ01gOe5RgWM6neq8bhk9Ot/naLfbOhvC5/Oxvb3N3t6e9h88Ho8ykur1upaxxJI9Go2yuLhIOp0mnU6TyWTI5XK66Mk4WI/HQyKR4Pz581pGgkPtiCiuI5EI3W5X9RPT6ZRAIIDX66Xb7WJZlgYIKe9IFiKuvWKZ3mw2tfkeDoeV5iv3TBZwn8+noj1RykuPRD4rHAZC8euSQOlwOFQ8KNYl0ucJhUKqa5n/fk/bDNiw8TLADhxPCdM0tY8gAeNpsw6hntbr9QfKF5ZlUa1WqdVqWrOfzzjg4QuSPC/nmy9XSUnF6/XSaDRoNpscHBwwm83I5/Pk83lVUKfTaW0ui4Jd9A2j0Yjd3V1lXqVSKcbjMcVikUajgWma2qx2Op3aK3A6nUwmE1V6NxoNdYOVHoDb7VbRoliWy+5/Op0Si8Xo9Xrs7+8f84wqlUrHbE8ymQy1Wk21IvP3SwwifT4fg8EAl8ultuvibyWB0rIsDURSSpSS2Pb2Ni6Xi0gkopYi89/vPJ3Zho2XDXbgeErMZjPG47FaTshjT3O8aZra5zjJ5pEBQoBaYIzHY92BS3mkXq8/cG5p1spCKeUq0T/AYeBrtVrEYjHdsYuortFoqCJbPptc5/xAqF6vR61WY2FhQZ1eW62WMqxkVOpoNNIyViwWw7IstYIvFouqkp9nlUmAkHkVpmnq7Ay3280HH3zA1tYWyWSSSCSiOpDFxUV6vR6RSERNFPf397WkBJ8wvqSMJdmMzAvZ399nZ2dHlfDzAcPn8+nApt3dXSaTCWtra4TD4Qe0NmLfYsPGywo7cDwlZGys0Cvh6QKHuKDK7O75XamUwGSCnJRMxClXGEmlUonNzc2HLlhyTlFi9/t9tRCR7CEajeqiOJvNVCAnVFeHw0EkEqFarWIYhlKPZThTu90mEokQCoU0GApTTBxnu92u9lBEyBcOhwkEAmxtbTGZTMjlcrTbbXXbrVarOtdDsodut6uNdxnCVCgU6Pf7VKtVnfAnn0vU8pK9CaR8Nd8XEd+sYrFItVrVEp24/crwqFKphNPpVEV6JpNRO5H578GyLKU827DxssIOHE8JYTaJzcRptiCPwmQyodlsqunf/KIjWoZ4PE4gENBAAei4VRGSySS+k+c+ydoRC3QpGckuW0pNPp+PdrtNp9Oh1+sxGAwoFovs7+8r00m8nKSHEggEsCwLj8dDJBJRK3QJSpJddLtd1X64XC6SySSTyYR4PE6lUlG33Xq9zu7uLg6Hg8uXLzMej7lz546Wo+CwuSymjJJVidVJPB6n3+8TiUSUveV0OonH4zidTm3CCyNKymbymWQKYDQaJZPJsLKyQiqVIpfLEYvFtGkvIs1YLKZ9HRl3K5B7ZPtN2XiZ8VwTAA3D+E3g0tE/Y0DTsqxrhmH8NPD3AA8wBv4ny7J+/+iYPwAWAelG/peWZZUNw/AC/wz4ElADftayrM3nub5PA7JIiBpYmE5PislkQr/f13q+nG82m9FqtQgGg3i9XhwOhzZ9nU6nKqglMzBNU0elyrWcttMNBoNsb29rrb/b7VKr1bQk5HQ62draUlsOoYRKucrpdLK/v6/CwEgkogpwOb802C9evEgqlaJcLhMKhbScFovFKJVKaiUiIr1KpcLdu3fVmiSVSqmyW4JYMBjUmRhOp5N0Oq325W63W/UUTqfzAUqzZVlks1lmsxlbW1sq1rMsS4ddLS4uEo1G8fv9mkE6HA58Ph+ZTEat1p1OJ5lMRkfYSrYoFvQnfz/sjMPGy4znyjgsy/pZy7KuWZZ1Dfgt4N8cPVUF/mvLsl4Dfgn45ycO/QU5zrKs8tFjfx1oWJZ1HvgHwN9/nmv7tDAcDnUuhLByniZwiHpbmq+y0IhOQBhIYnEu5ar56XjirdTv99nc3AQebIwLnE6nBjjLsuh0Orjd7mNzMu7du0ev11OmVCKRYHFxEcMwePXVV4nH41iWpYOepGkui2i73SYejxOJRFSNvbOzw82bN7UHYlkWuVwOr9fL7du3NZC1Wi0uXryoY1xN02Q0GikVOBqNUqvV2NnZAeD8+fOMx2OlwAqrTTKDeYgRYSaToV6v6/yM/f199alaX18nmUwCnwj1xEpEzicUWylPCoVX7vf874DNqLLxecCZlKqMw6L6XwF+HcCyrO9blrV/9PRHgP8oo3gUvgb806O//2vgJ40XkJYyGAzUYkMWkqfNOMSOQxZ0CQjhcPjYghMMBo8prZvNJuPxmFAoRCKRIBAIUKlU9HF4MHBIkJKmuojbAB3P2ul0iEaj2tAWenC73SabzRIIBLT3ks/ntZnc6/W4d+8e8XicXC6n7C0RwXU6HVwulzKQpOktFNYvfvGLNJtNHd06GAyo1WoaQLLZLOvr6wwGAzY3NzEM4xgDSkSUIgKch/RdJAAHAgGd7ifltoWFBXw+n1q3RyIRIpEI4/H4mKmh2+3WEpSQDCTjOukpZjOqbHwecFY9jq8AB5Zl3Tnluf8GeM+yrHnvjH9iGMb7hmH87bngkAd2ACzLmgItIHlG13dmEEqrYRi4XK6nGh8rC48ECgk6BwcH2tidhyxe4sskjrexWIxUKkU2m2U8HnP//n0tp5y0rJCZ2i6XSxvdzWYTr9fLtWvXWFlZweFwUC6XaTQaOJ1OUqmUKrOFOSViRbfbrVbs5XIZwzBYXFxUerI47bbbbRKJBGtra6rXaDabLC4uEovFCIVCFAoF7aPICFZhgE2nU8LhsBolimVKt9vVwVPValUZXCcX6vmdv8z9WFpaIhqNsrCwABwu+kLNldeKqHHeGmTevVaEgvMZhzwnP+1sw8bLjscGDsMwvmkYxvVT/nxt7mU/z1G2ceLYVzgsOf3K3MO/cFTC+srRn7/6tBdtGMYvG4bxjmEY70iD9IcB2enODzx6moxD7MNFzdxqtWi329o7kEVfavyysElDXYKWDBqKRCLE43GazSbb29s6Ve+9997TORi9Xk9LOjJNbzQaaeZgWRZra2sqCBTrb+kriKJbNByTyUR7MVLaEZO++UZ7pVIhk8kQDAaVgTSZTLh16xamaapOI5VK0el0GA6HutsXOBwOZT6l02kN2OfOndMmfjgcfsDZFo73GoQQEI/H1TtLrFskI3E6napKl8cE8nfJcKQ/JdcoDXKbUWXj84LHBg7Lsn7KsqxXT/nzOwCGYbiAvwj85vxxhmEUgP8P+EXLsu7OnW/v6GcH+JfAW0dP7QFLc+eMctgkP+2afs2yrDcty3rzh+nvI9TSZw0cEjTm9QG3b99mOp0eyzba7TaVSkXtvmVhFXW3zIqQRbtarfLee+9RrVZpNBoMBgOdXjcajQgGgyp8k+uIRCLKpMpms6qQjkaj7O/vq+GglNYMwyAUCrG9vc1wOCSXy+nMCRHxyfuUy2WGw6Gyq3w+H6lUinw+z87OjrrIlkolCoUCHo+Hcrl8jBhgGIZqKWQErjS7FxYW6PV6ygx72L0W8sFsNjumlxGRn8/n02Dt9XoZDAanmki6XC4Mw9D7edo8jfF4fEy5b8PGy4yzKFX9FPCxZVm78oBhGDHg94C/ZVnWt+YedxmGkTr6uxv488D1o6d/l8NGOsBfAn7felovj08Zwp6ZL23AJxTMx0HGmAKaLYh1xfzxUmaRxbvRaGgNXSi1W1tbaugnQUcGNvn9fp1eJ4+LIlwaxF6vV9lZMv8iEAiwsrKijCbpO8wHu3a7rdmGZBTSp5H5FdLA9/l82l+Rmdwyc3s4HOp41UQiQbfbpd1uq7BSnGxlBK2MeXW5XMfmdT8saEuvodPp4HQ6jwWD02aaSN/m5NAmQOm/0ns56Snl8XjUNFL+bcPGy4yzCBw/x4Nlqr8BnAf+t6NexvuGYWQAL/ANwzA+BN7nMMv4h0fH/CMgaRjGBvA3gb91Btd2pjgZOKREIx5Sj8N0OlXVuSxk81P5JHhInV0Ea6ImFyHe9vY27XabhYUFrl69ytraGpFIhEajQa1WIxQKMZ1OqVareL1eKpUKTqeT1dVV6vW6OuFKYLIsS5vXUseXKXvSi5FBS7Loj0YjHUk7nU61xCM7dwlOMjvE7XZTKpVwOBysrKwcm8gn4sC9vT11DBa6sFize71e9ZnqdrtqL9Jut08N2vM2KzLLG1Amm8PhOGZjL8FAgtVJzPc/Tgsc8Inlup1x2HjZ8Vw6DgDLsv7aKY/9HeDvPOSQLz3kPEPgLz/v9XyakB6DlDdkfoLQMU/O0ziJeRaQaCRyuRyGYdDpdDAMg3Q6rQ6svV6Pvb09XfTG4zHlclnpsRJ8hGXVarVwOBxcu3ZNlc/xeJzd3V1isRjJZFJZYVL+ymazWs6SLGQymWg/QTQfQsFdXl6mUqnQbrfJZDLa6G61WgyHQxKJBHfu3NEFWDQa3W6XjY0NUqkUa2trHBwc0Gw2mUwmhEIh4vE4jUZDM6xwOKwloEgkoq/tdrt0Oh0KhYJmAeJ2K5DvQ7K0ecaVsMok8xGIkeH8JMR5yGtPHifHAsqAsxlVNl522MrxJ4RlWQyHQ22kAtokfVL1+HA4VLGaNINFVS3W3aVSSYOC1+vVsarj8Vi9qhKJhKrW4XAxE2GbsLam0ymdTofRaMRoNCKbzWpDt9vtqlpaduCimajX6+ot1e/3aTabWiKSnkU2m9V+h5zb5/NpRiFzNsQupVKpaFP88uXL5HI5EomEChqFgSUUX9M0tZkuQ5JEQyLZxfr6uhpASmYmEFuX0Wh0bP44oA1+IR4IDMMgm83q1L+TkOBwWjYi/lzzr7Nh42WGHTieEFKOmheGSZ38SQKHCNuEWluv13VBFJZVIpFQnyYpg/V6PUqlEl6vV6fW9Xo9LfMAyvRKJBJ4PB5qtZqWk+r1OsFgUK1B3G431WqVSqWivlRutzUCZiUAACAASURBVPtY6afZbOoc7Xq9znA4ZGFhQed9xONxVlZWtMTm8/koFApUKhW15pjNZqrwltLX5cuX1UJEZnvItYiNh8/n0/kkkm1I2cvr9Wp2kU6n8fv9Gmzm77+YGcokwXnI4w/LHB42gW/emv00SMCwy1Q2Pg+wA8cTQhb9kztOr9erYrNHQRhV/X5fS0r1el2zhtFopKaB/X6fer1OqVTSrOHy5cs4nU5VkA+HQ2q12jHbk5WVFYLBIAcHB/pe3W5XA4pQfCXjkQAoZR65pmq1qte5s7OjTfNWqwWgFuaS+VSrVVZWVjAMg5s3b1Iul3WuuBgeBoNBcrkccLh4e71elpaWACgWi4zHY3w+n9qgSGYmluxut5toNIrb7SadTqvPltPpZDAYaH8B0M8upbKT3+O8IvxJ4Xa7WVhYeCAQCezAYePzBDtwPCFkd38aFVNmhz8KQmsVn6NLly6pc62UawDtNdy4cYNWq0UqlSIWi2mDt1Y7ZCiHw2HK5TK9Xk8X6UKhoCUeERlOp1Ol/srwI6HPCpNKxIzSZ/H7/YxGIzY2Nuh0OmphLkpwWYzF9VZYXJFIhI8++kjFe+fPn8fn8+lccmF/SclPSkP1el3puNPpFJfLpZbzos53u92aaYTDYXXvNQwD0zSPBY7BYKAU3JNzMkzT1Mb40/YiHtb/gE9+L+wpfjY+D7ADxxNCmton/ZBEyyGZw8MwmUzY39+n1+uxvr5OKBRiYWGBTCbDZDJhZ2dHqa+j0Uj9n8SmYzgcap8lEAiQz+eZTCZqMBgOh/F6veTzeZ1u1+12dWKd2KGLxYaYIgqTCg4XXJlmJwJFYUtJliJlLXHqNQyDpaUl3G43o9FICQQy4Kler2sfRBZdofo6nU6y2Swul4vd3V3t9Qji8bgGZHlf8QkDjhEVhsOh0pibzeapNiRClxXR3lnC5/PpfbBh42WHHTieANJAPs3SQ5hVwuB5GNrtNtvb20QiETKZDPv7++zt7TEYDPD5fOzs7PC9732P733ve7RaLeLxuFJ98/m8Zg9SEpFmtjCc4vE4cLgrTqfThEIh7auIZYjM2XC73bogezyeY/oSwzCIRqM67CkUCukgpclkotmGqK+dTqdO75Nehxgd3rlzh83NTfx+vxoJyiAsWdQ9Ho9+PnEDFqW3zNkwTROfz6eBURrREgTl/otNuswKOclyE6dh+HRKSg/rj9iw8bLBDhxPANmRz2ccjUZDm81ix/EwTKdT7t27x2w2IxqNqp2Hx+NRp9t4PM5gMKBcLuP3+3UxlV6CjGWV5rjMB5fG8HwmJJ5TPp9PdRiiBZGgIdoLYWCNx+NjSngJEvl8Xm3IJeuCT3o2YonS6/VYXFzk1Vdf5e2332ZtbY1qtcru7qEuVNhQsusPBoOq7BYrkHK5TLVaZTwea8lOekciypOsAtCGuWma+hnb7TamaWognf8O+v2+MsnszMCGjWeHHTieAGI1ItmF+D6JLcijMg7Lsjg4OFCKqgwYyuVypNNp0uk0S0tLqo6WIULi/irlHelVCLNI3lP6DNVqVctPrVYLy7JIJBIMh0OGwyHdblcV7ouLi+RyOfr9Prdv3+bg4EBr/kL5lXKXzA6XxVnoutKQF6t20UC8/vrrnD9/nlQqhWVZeL1ekskkpVJJm+bzanIJJGtra8xmMyqVCoZhEIvFNCsyTVMznXkvK6fTqQJD6dnIfT45m2O+sQ92E9uGjeeBHTieAKPRSCmcsogKarWa7tBPUzBL41cWyFQqpbMuBDJmtd/vs7a2prRcUUqLK63sopvNJrVaTV9z7tw5ZrMZtVqNVquF2+0+tuuu1Woq7BNF+KVLl8hkMvR6PYrFovZVZGCSjIANBALKRFpdXdXXy+fpdDrAJ41jYXs5HA4ajQbBYJCrV68Sj8fVRNDn82lDXhhi6+vrpNNpGo2GOvAKW00MFKV0Nw8pVYlYcDgcPmBPL6664vEFduCwYeN5YAeOJ8C8VbZ4KcH/396bRkmaXnV+vyf2NSMyIpeqysqsXiXRgNVIPY3ACBiQQZKxG/BYEtYZxLDIwGCDOHNs2Rwzmz+wzbHheAasAYzkI5AGBEgfBoSEh204LWikRi0x6q7qRV2ZVbnHvi+PP8R7b74ZlVlVWZm1dOf9nROnIt+IeOOJyKznvnf730nyNhaL0Ww2tZInTLPZpFKpcPXqVZxzOuFuOsG+u7urgoXS/Dcej4nFYlQqFUajEZlMRpVwW60Wly5d0tDLzMyMhrDW1tZ0GFG5XCaVSmkvxWAw0FyBqOuORiOKxSLZbJaXXnpJcynNZpPFxUXd3Gu1GhcuXKBcLtPtdrl69SrValU9Gzn3cDhUIzQajTTkVCgUOH/+vCb8YbJ5dzod9aYefvhh0uk0c3Nzei6RDonFYmocwoisiYTrBoOBnl8Qb0PkUcTzMwzj1jDDcQPG4zGDwUBj+yIxAnu1/aLuGg5XyZS6tbU1IpEI8/PzzMzMXNNXUK/XabfbOghJBAVF30n0pmROtkiSS2Jd+jIKhQKRSIT19XXVtJKmvs3NTd08JSktZbU7OzvMzs6ysrKi+Y+XXnqJjY0NEomE6l/t7OzsM2y1Wo3V1VXy+bwaKhEK7PV6OlM9PFddZo5Igl/mbwCaT3nooYd0BkhYykWkzg/yOERNN5FIUCwW933H0kGfz+e1zNe8DcM4HmY4boBsenKFGvY4RGpCBhJduXJFwytf+tKXeOmll4hEIjoyVTbr0WhEpVLRCXxSXitd5aPRiHQ6Tb1e18T7zs4OiUSC8+fPs7CwoMORwpuplNlKEluGHDUaDa5cuaLyHTL2VWQ5MpmMzpFYXFzUMNX8/DzRaFQnDEpz4OXLl1lfX9fEvEh+iEGQCqlisUgmk1GV3mlksmE453Hu3Dmd1icd+RLWkp6ZcOmzfE75vUzP0hA1YOkhCV8EGIZxa5jhuAHiRYRF7sTjkJBTPp+nWCzS6/V0jvezzz6rOQjpZJayUukMv3z5MrFYjLm5OU3adrtdtre3qVaruumtra0Ri8VYXl6mXC6zuLioIogiaS49HnNzc8TjcXK5HJ1OR4cjbW9vk8vliMfjunHWarV9k/ck3BSPx1laWmJlZYWlpSVKpRJLS0ua1PfeqyDj5uYmTz31lEqciCER45PP569rOCTcJj/DXhNd2GhIY6Jzjt3d3X3nEUFGQc4nooj5fF6LGmzQkmEcH7v0ugEy8U2SqtMeB+yVhcpcCxnO9NBDD1EoFLh8+bKOR61UKiSTSXZ3d4nH4zq6FVDJcpHRuHLlCg888ACj0Yhyuazx/Fwux8rKCs8995wONJKEtoxRbbfbenUtwoeyAcuVfqfTYW5ujtFopJ3r0rMiooPSyS3hKMlZnDt3joceeojRaMTTTz/N1tYWvV5P31e0tWTi4EEhInkvCS2Fv09AezjEoIgHtbu7q8lumHharVZrX5c5TAzjtLch37NhGLeOGY4b0O/3tVdAYumSg5CrXNmInHPMzs4i42wLhYLOnqjVajqGVbqpRTo8HH7Z2tqiVqvpkKW5uTkN5whnzpwhHo/rqNdKpaLlwtJZLfMvROpEEsKSM5CSXUnwi5SJNPbNzs5q70OpVNL8h+RepOIqGo3ywAMP6NhYyXMAmrjf2tqi3W5fM1NdPpd8f5KjEIMg5b7hjV7EGsMFBeH532JoxNsoFAr7RvKGf1+GYdwaFqq6DnLFLYla2bynG+6kv0PCRqlUikKhwPz8vHZKJxIJyuUyy8vLzM3NEYlEqNfrPP/887z88ss6knV7e5srV65oeEikw6Uxbzrx7b1ndXVVx7HKxplOp7XCSWZeiGLtaDTSEamZTIZIJEKtViMWi6nCLezNPpdubSnBlRyECCcuLCzoHBExFuIBiTz8QeEqGcgUzjmIyKEo8YqHFEYUdre3t4G9WRoSYoNJbmO6n8MMh2GcDGY4roPkN+RKVq5cw/dhT15dNv5cLsdrXvMa8vm8ynlI0jYajVKv1zVsJF7K7OysTvJLJBI8+OCDzM/P02q19hkO2USHw6EK/klpbHgyoWymkg8oFAraXd1ut3WjleeJsahWq+RyOU1wj0YjlpaWiEQiGoqSgUWAzkUvFovqbUyXyEovyLSeV7vdVh2taaQ35iD581gsps2NEmJLpVL6++r3+7RaLc1thH+fNmjJMI6PGY7rIBVV4nGEQx67u7v7rqKTyaQq1crVviTGu92uDg6STbpYLHL+/HnS6TSFQkFzJBL3FykSCRcBqg1Vr9e1jPbMmTM6Q0M2YClfjcViXLlyRaXN5cpfNlWZxRGJRHQGuHgYyWSSF154gVgsxuLiIplMRstjZRCSXMFnMhntnyiVSszPz2unOezJtoe/LxFznJ7vLUhFVXhIUphcLkc6naZSqWhORWamiGy9hMbG4zEbGxsq4mgYxvEww3Eder2eSlrI1bNIiIionpBMJqnX6/R6PVKplF7Ziy5VWDtKVGnlSlxCYoJULc3Ozmo4KBqNqtRIrVZjZ2eHQqGgoaawNLtsuOPxWPspxAsZDodqyKR8VUJgL7/8MolEgkceeYRSqaRz0MW4ARqOkzLbdDqtPSYACwsLlEqlfYYjHNYSZLhTOp3WKYph5Ds5yOMQ5ubmdB6I5DkajQatVouZmRltCJRO93K5fE1zoGEYR+dYhsM591Hn3NPB7SXn3NPB8fucc53QY78Ses0bnXPPOOcuOed+yQVxA+dcyTn3KefcxeDf2cPe904hhgPQ5PjGxoZuvOEu5kQiwfb2tuY7pA+h0+logjcWi1GtVkkmk6RSKa0marfb6qHAXpmvdFxLnkTGqoqxEQMjI12vXLmiQonVapV2u62bfC6X03VLaTDs9VKIkOG5c+eYmZnZZ1BkBnokEtG1yecTbyKcP5DvKkzYSMJeYjybze4bgysMh0PNmRwWWpKRuSLn7pzbl9vodDo6evd6Q5gMwzgaxzIc3vt3eu8f9d4/CnwM+N3Qw8/LY977Hw4d/2Xgh4CHg9tbg+PvB/7Ye/8w8MfBz3cN2cilomo8HusY1UKhwMzMjHZyw95oWFHLlQomCc8kk0kti5XYuySGRbJc5DCkrDcej2up73A4VNlw2aRFQ0vmia+urqrIX9jbSaVS2tcRLlWFSX5GQm/j8Zj7778fmOQ6RNp8a2tL8yGJRIL5+XlNXIdVayV/IGv33h8YrpLGw2g0uq/0NoyExW40GEm606VZEiaVV81mU8Ubz549e+jIV8Mwjs6JhKoCr+EdwG/d4HlngRnv/ZN+sqN8CPjO4OEngA8G9z8YOn5XkESrGA4poRVdJ9mIxOuQK2SR5RD1WrnKF+XZsGAfTK7ExXDIxi5Jddnk5Uq5UqnsG2ErSfaFhQXi8TgbGxs0m03Onj1Lr9ej2WyqMGM2m9WqqHw+r0lzUdOV0lXJAcjc8wcffFCrq6TDXF4X/hzh9cr9cAhKigOkaXE8HmveRc4XRn6+mS7vcrlMJBJRr0O63DOZjA6KMgzj5DipHMebgQ3v/cXQsfudc59zzv2pc+7NwbElYDX0nNXgGMCi9/5qcH8dWDyhtd0ScjUfj8fZ3Nyk0+lQKpX0yjlsOCSUFIvFdIysNPGFZ0CI6B/sNbuJoGE4sV4qlVRYUbrNpVNcEr/5fF7vl8tlzYOEO9vb7baGzmQsa6/X0/COSK5fuXIF7z0XLlzQ3ESlUiGVSunYWJndIaKHzjn9LHCw4YjH4/vCeZlMRiXe5TsQyZBpw3GU0tlIJMLc3Jx2kLfbbYrFIgsLC9eEzAzDOD43/F/lnPu0c+4LB9yeCD3te9jvbVwFVrz3XwP8JPCbzrn9AxKuQ+CNXFujubem9zrnnnLOPSXNdieNVDZVKhXq9Tr5fF6TvoCGmSRJPhqNVCtKykilq1s6wmX4EuwZDnlNq9VSI7O8vEw+n1ejJKGm8XjM+vo63nutZBIpc0D7Q0QzS0JcIiUiYSkxJt1ul/X1dba2tsjn8ywvL2t4TSqvpFtbKphERkTKbAGd8yGb/HA41KR32HCIoalWq/rcwwyHdMPfbM9FOp3WqrSFhQVLghvGbeSGhsN7/xbv/VcdcPs4gHMuBnw38NHQa3re+53g/t8AzwOvAdaA86HTnw+OAWwEoSwJaW1eZ00f8N4/5r1/bH5+/iif96YZjUa0Wi3q9TqZTEbVZ8MJbEmQy3AiETCUaiWRDJfmwEKhoF3nYjjEq6nVavT7fZVIj8VivPTSS1y+fJlWq8X6+jr9fp9Lly6poRqNRpr8XVpa0sFLkiQPy4hLZdhgMGB1dVVzES+++CKDwYBCoaA6V5LLkXkezjkWFhaIRqNsbGyoCGM4TAXc0OMQJV+RWwH2FRKEfr/7hBpvlnK5zMrKyqElvoZhnAwn4ce/BfiS915DUM65eedcNLj/AJMk+AtBKKrunHtTkBf5XuDjwcs+AbwnuP+e0PG7gsT9c7mcXr1OCxxKial4FZlMRgX+KpUKtVptXzJ7dnb2mq5zQLuyW60WhUKBYrHImTNnmJmZ0eY6mCTgr169ysWLF3nmmWfY3t7WjnPRthoOh1QqFdbX1ymXyxrzl/eVyYJyf3NzU2eFiIcRzoUIiUSCubk5LScOb86HGY6D5mfE43ENA8p3KoZDEulSiitzOI6CNfcZxu3nJAzHu7g2Kf6NwOeD8tzfAX7Yey+Spj8K/CpwiYkn8gfB8Z8B/gvn3EUmxuhnTmBtt4SMQ5UYf1jqQzyOdrut8fRwUlu8gVgsRr1e16R5NpvVburpIUISyhqNRuTzeZxzOnApl8tx/vx5LaOVWRXD4ZDz589z4cIFZmdnWVxcVGXbVCrFzs4OW1tbpFIpOp2OrltmfsikQBnwNDc3p0n8559/XjvCw5TLZU3+TxsO0cLqdDpqXGAvBySIIRDjFPYq5DVhqRfLURjGvcexy0289993wLGPMSnPPej5TwFfdcDxHeBbj7uek0AS3JIXCHsJUporKrftdltj/oVCgdXVVS1brVar5PN5xuOxeg0HGQ4RORwOh/s6m6XSajAYsLW1xXA45A1veIOKKD744IO0223i8TilUonFxUXS6TQrKys0m022t7dxzu1Lqnvv6XQ6WlbsnNNBUZKMFy9JNndB9Lakiim8zkQiQb1e5+rVq1QqFe35kHVns1mi0SjD4ZBCoaAhwHBnuJTxStf4jUpxDcO4O1id4gFInkI2tLA2VXgOtug7iTHIZrOqySTVQyJJLlfoo9FImwoFkQQXqRCYeDSXL1+mXq9rSWk+n+fBBx+k0WiQy+XIZrOMx+N9Ho94F2KoJAfz7LPPqqEQ7StJ4udyOW12lFxMKpWi2+2yubnJ/Py85mIkXxImXKGVSCRYXFzk7Nmz+v6pVEpHwUYiEc6cOcPa2tq+sbCw3+OQhL5hGPceZjgOQDYw2eCnPY5wKEoqq8JqtK1Wi83NTa1CmpmZ0c3xII9DDEc2m2UwGLC+vk61WmU4HDI3N0e5XObixYvk83nS6bTqNIWlP8RbCQ92SqfTpNNpisUiL774ok4MlOPSLLiwsKC5iH6/z3A4ZGFhgYWFBXZ3d1lfX9f549OVUjK8SnomxuMxtVpNO8JnZ2dJJpOqaAuoom+n0wHY1zgoa5DmS8Mw7j0sgHwAsjHK1f+0xyFd5d1uV/WQZDZEt9ul0WjgnKNer5NIJPQxifWHDYdUb8l0ukuXLnHp0iVqtZqKC8pAonK5rFfpsk4p75UeEHnMe69DnzKZjJbvylCoTCbD5uYmxWKR2dlZotGo6mvBpOdiZmaG+fl5+v0+V69e1VBSWEzwueeeUw9oPB5r74h4JWExREFyOOH8h4SxgFuqqDIM485hhuMApquEDspxyLHwLHJJqsNeg6CU34YNh5TE1ut1Njc3efHFF2k2m6qwKx6B5BqazSbZbFaT7+GmQclNiOCgTMEDVI6k2+1qLqNUKlEul2k0GnS7XZVDL5VK1Go1tra2VEMKJr0Xi4uLWvoLk8T2F7/4RZ555hm2trb0s9Xrdbz3+/I0YmimpdNTqZQaK3meGI6j9nAYhnFnMcNxAGI4pON7ehbHaDTSCX7hhG6z2aTb7aqgn4SepJdDDEer1eLy5cs888wzrK2tMR6PWVhY4HWvex2JRELLYGX+xXg8JpvNUi6XaTabzM7OkslkWF9fV2l0ySXI1EC5Whcdq7BulRgOCY+JWGC1WmVnZ4disbgvTJRKpThz5gyAJusjkQjLy8u89rWv5fz58zzwwANcuHCB8+fP72u+k+9w2uuQvhcxHOFeDtGxMo/DMO5NzHAcQL/f16qg6fniomEFEzE9SSr3er19V+vVapXl5WUAVc0VwyGhp7m5Oe3klp4LQL0NKWuVYUvFYpFer0ckEmFpaYnhcMiVK1c0FyPaUOH+iXQ6zezsrCbNo9Eo1WqVer2uirfRaFQHNTnn9uVkhEQiwdmzZ0kmk8TjcZaXl7lw4QKxWEyl3Q9C1hbOi4iyb7FYZDAYaGhKCg9ELNJKcQ3j3sT+Zx5AuC8h3CkuQ5ZEXkM2RZFU7/V6GutvNps6+nVra0s9DpnCVywWefDBB+l2u+zu7qoEiHRrS+hHYv3JZFL1psbjMfl8nmKxqHM4woKCotor0iIytAkmhmR1dZVoNKohL5lBnslktILqoKt9UZpdWlrS+RxhjaqDELXgsOGQdUoZc6PR0PeTqjSrqDKMexczHAcgKrfSwwF7XeOyKUvPg2x4Ozs7KhPe7XZVSXd2dpZms6mJ4E6nw2g0UlkRMUASdpJ8ggyFymazmgSX5jup6srn8yQSCTU8rVZrn2cjG3okEtEphlJmm8lk9DPIgKVisajVT9Mlw4KMnAU0oX+jXMR0B3l4fZlMhlarpd6FzEi3iirDuHcxw3EA0tAGe5uchK0ktCTVVDMzM1SrVZ07LlfQ3nudCQ6TcJV4IjDZpEVQcH5+Xo1KNpvV++Hku0iaS/e59FXkcjktkZWKKOm1EO0s773O9ZDy4VKppJpQnU5HK6tKpRJLS0s3lV+4WQXbwwyHGD9ZB6AhNfM4DOPexQzHAfT7/X3JcEDDVhKakZCRlJum02ntzpaEdS6XI5lMkslkdJ6HVEWJZyLNe6VSSYcmyTwP8TZgEmKSK3HpeZD3LhaLpNNptra29iX2k8nkvpLXUqlELBbjwoULrKys0Ov1NNchG7jMRr8ZjmI4pCMdJh6dCD1KzkRmaYhhNcNhGPcuZjgOINzdHfY4wsOaZEMXpViRYJcwEky8hFgsRqFQoNfrsbGxoV6KSIFIs1uhUODChQsAqlYrQ54kzyGGQzSmZLzreDzm7NmzjEYjbRxMp9NabSVeUiaTIZlMMjMzUbhvt9saHjvK/AvhKIYD2PedhXtZ8vm8drOLcbFQlWHcu5jhmELkysPNfxL6kXCKNKu1Wi3tih6NRmxubqruk/RYSLNbLBZjY2NDtZoAdnd31YMpl8vE43HOnDlDLpdjfn5+32yPaDSqjYbh+R5ShSTzQmQ2ucwN73Q6dDodkskk6XRajUej0dAkey6Xu2XDIcnv6yHnDE9LDBsO6TIXwUXr4TCMexszHFNIg19YIkQSt2GJjHa7zWAwIJ/PUygUqNVqNBoN5ubm2N7eZjAYqMigNPSJR+Kc48qVK/q8bDarTXPxeFwrl2Seh+QmZKMWxVsJmclkPukIz2azlEolEomEGg5R25U+j+3tbZUvkXNLWe7NIlMKb4Qk1A/zOKTCS+ROrBTXMO5t7H/nFOEcAeyXG5EeCu896+vrwGTGRiqVolqt0u12NUk9NzdHr9ejVquRSCRUxwrQHo2XXnpJm+/CG7CElSQ0JgOQwgOSpBFPwjuyxnPnzjEajbRqSsbXShWXyIcMBgMWFyfTeSXRf5Sr/JutqBKkgxzYF84TpIig3W5bfsMw7nHMcEwxrVMVvjru9XoqC1KpVBiPx2xubmqHd1hscHFxkVwux2g0otFo0G63tSy23W7r2NZ0Oq3hpzCyMYd1n6QMuN1uU61WtYw13JVdKBSYnZ0lm83qZi0DokTio1arkU6nyWaz2rEdriS7GabHxd4ISeRLTmZa6FG8MrD8hmHc65jhmOJ6OlXdbleb5SKRCKVSiV6vx3PPPcfa2prqNM3MzGjYp1wu66S9SCRCLpdjd3dXJUCkWmv6ClwaDcNGQ9YlV/r1el0rrCSJPzMzg/de53RI3qBYLBKPx2k2m6qSK8l7KYG9HYlxQYxSONw3jeR+zHAYxr2NGY4ppjdEuToWVdx4PK5J8YWFBQqFgk796/V62qznnKPT6TA3N0cqlaLVammfRq/XY3t7m7m5ObLZLI1G45orcFGZDVdOwV4/icipiyCgDF2SnMX29ja7u7tsbk5Gt4vhaLVaqgUlEuvSAHgnDIf0mkx/XpiE/fL5vHbPG4Zxb2KGY4p+v6+SG+PxGO+9NthJbF4GNCUSCZ5//nkKhQIPPPCAzhyv1WqMRiO63a4mtjOZjM7KkNvc3JyW6oan7Y1GI3Z3d9VwSA9EWPk2mUzqlD6p4pKGwXPnzjE7O6u5mK2tLTU+IroIe53b4gUc1XAcJZkuTZPhkbHTxONxXv/61++bdW4Yxr2HGY4pJNE8LXAoUiMyVzuXy/Hiiy/S6XR44IEHcM4xPz+vM8rb7Ta7u7taTZTL5SgUCmxtbekGLoZDZoSLUahUKrz88ss6ulbUZcMJZhEWlJkgUmUF6Bjbc+fOafltq9VidXWVarWqBiYajarhCHep3wxHTabDXiOgfKeGYbwyOZbhcM591Dn3dHB7yTn3dHD83aHjTzvnxs65R4PH/sQ592zosYXgeDI43yXn3Gecc/cd98PdCtIsF9apCivHSvnrcDhka2tLBf9qtZpWWOXzeVKpFLVaTTf68XjM4uKi9iuUSiXtX5ifn2cwGFCr1YCJ7LrM0BBZ97DhcM6Ry+VUlTc8QCmMlP4uBG2esQAAIABJREFULi6yvLysEiTxeFw/o3hCRy1/vVXDId/njXo/DMO4dznWwAPv/TvlvnPuXwG14PiHgQ8Hx78a+H3v/dOhl77be//U1Ol+AKh47x9yzr0L+Fngndxhwhti+OpYOrX7/b5WUa2srLC8vEyz2aTT6fDa176WTqeD955CocDa2poqv47HY2ZmZhiPx2xvb2vjXCwWY2Zmhna7raW7MoNDwmRSYSWzwSU3EZYil/WFkbBQJpPR2RsXLlygVCqp1tVBE/puhLznrRoOm7NhGK9sTiRU5SaXj+8AfuuAh78H+MhNnOYJ4IPB/d8BvtXdhcvSsOGY9jhkU5d+joWFBWKxmE7GW1lZUcE+kQff2dkhm81qYnw8HpPL5ZidnVVRRNGqksZAKfsVjyNcIhzu1g57RpLwDiO6T/l8nmazSTQa1YqvaDSq7++9v2ZC342+IzhcQfcw5PkWpjKMVzYnleN4M7Dhvb94wGPv5FqD8v8EYar/LWQcloDLAN77IRPvpXxC67tpDvI4ZOqfJMalckoUZre2trTKCtB+jk6nQ6PR0EoqGQ4ViUS0bBbQuRmlUolqtcru7i6lUkl7NKQ0V3ou5IpdmgGlgmt68280GjpYSmZ75HI55ubmSCQSqrR7K2Eqef+jEDZ4hmG8crnhjuGc+7Rz7gsH3J4IPe17OMDbcM59LdD23n8hdPjd3vuvZmJs3gz8w6Mu2jn3XufcU865p7a2to768kOZDsFIjkCUcOPxOI1GQ/siEokErVaLRqNBPp/XpjupmpINPR6Pa0+G6FeFw2CycUsoSrwT8TDCVVWwt2HfyHDU63VV6BUDFo1GtYN92oO5WSQnclTPwTlHuVy2qinDeIVzQ8PhvX+L9/6rDrh9HMA5FwO+G/joAS9/F1MGxXu/FvzbAH4TeDx4aA1YDp2zAOwcsqYPeO8f894/Nj8/fzOf86YQnarp5j9RsJXpfaJGC5Or+n6/Tz6f10l9kqwW70JCRiLDLqGi6c5rmTyYSqVoNptkMhlNjAP7ymiD70lFFSXPEabZbJJKpbSPJKyYC3tzMsLVTjfDrSTGBUnqG4bxyuUkQlVvAb7kvV8NH3TORZjkPT4SOhZzzs0F9+PAdwDijXwCeE9w/x8A/58/SuD9BJANVUIpUn4rG3qv16NarZLJZFhYWNBEOewloCU3ITmRVCpFpVLROR0yJ2PaewC0kfDChQt0Oh2dxS1Nc9MhIkmYy+CjarWq5xoMBnQ6HTKZjJbziuEA9inuioGSnM6NOI7hMAzjlc9JGI5rvIqAbwQue+9fCB1LAp90zn0eeJqJl/Fvg8d+DSg75y4BPwm8/wTWdiTkij48i0M8jlgsRrfbpVarUSgUyOVy1Ot1DWflcjktnZUr+Hg8TrFY1GY+Ob8kyafj/dvb20SjUc6fP08ul6PT6ewzTtNNd8PhUOeJJ5NJ6vW6nktEEGdmZnQKoDQUwp7xEYMCe4bzeoiBMcNhGKeXY2cpvfffd8jxPwHeNHWsBbzxkOd3gf/2uOs5DuEQDqAaUtIU2O12abVaLC4u6qxuCTnJVbts5pFIRGeCt1otfUz0qsKSIsLOzo4OeSoWi0QiEarVKvV6XZVyw4l7KfEVNVwpExY5EvFIZI5H+PVi3EajETMzM9Tr9X1G5DBuNTFuGMarB+scDzEdqpKhTjAJ7ezs7DAajTh37hzNZlOv4kejkV7593o93fSlcmowGKjURywWY3Z2lsXFxX2GQzZu6TyHiXZTqVSi2+3qWFhZm3gvEh7LZrPApOsc0PLb8DCp8PyMcP9GOp2+RmX3MMxwGIZhhiOEVC7FYjENO8km7pzTCX/z8/Nsbm7qACSYJH1l5sbZs2c5c+YM2WxWvRUxKtJ0J4gh2NnZ0aqjcK6hXC5TKpXY2NigUqnsy28IIssej8ep1Wp472k0GvrcWCymM8sTiQSLi4v75pnLa2/GcEgHvZXUGsbpxQxHiHAOQaqMJM8hifF8Pk86nWZ9fZ3hcEiz2VRjIPO95+fnuf/++3HO0e/39cpfSmZlk5YGvvF4zO7urs4Cl+ooqQ1YXl4mEolocyDsGQ7vvU73kzxMo9HQ0bLee03Shz0M55zKl4hg441yHPJ5c7mcSYYYxinGDEcI2eTDOlVSCVWtVmm328zOzuqmLYORUqmU9keE53hLP0cymdSOcuecbtqSN7ly5QpXrlyh2+2ytram8zIkj1Eul3UoVK1Wo9VqaaWXJMaTyaQ29FWrVe0+H41GpNPpA6VFwtVR8n7Xq6ySqq1isXg7vn7DMF4hWLwhhBgJYJ/HEY/H2d7eZjQaUS6XVd5jOBzqqNNYLEaj0QDQpjsxLOIViOEYDAasra0Rj8fp9Xqsrk4qmRcWFiiXy1quu7q6qsOhJHyWy+XY3t5mPB6TTCY14Z1MJtnd3dWwmISlZOZ5r9fTHhSpyhoMBjo0KVxldVBjX7/fp9ls6iRBwzBOL+ZxhAgnj2VwE0zyG5VKhWg0Sj6fp9PpaLJZhjpFo1Ha7TbRaFRDR6Je2+v1SKVS6nXU63V6vR6lUkmHF913331ahhse3iShJqnako71zc1NNRCSw5Awm3S6i3eTTCb3GQZAq7zEUE4/Po30osiUPsMwTi9mOEJMl7vK1bdcradSKU0qp1IpbdITefR2u625Bpj0a4SrqeLxOJ1OR/Mi8/PzuvlPX8mL4RIRxPBUQdHE2t3dVUmTVCqlOQ0xGrCXz5g2DNPVUTJo6SDD0e126XQ6FAqFI+taGYbx6sN2gQC5Ag97HJJHEA8hk8movIckm8VwAOp9yOYqZa7S+S1Gp9FokEgkVDRRhAjDSN+GjHgVz0HGvJbLE/3H7e1t9Szy+Ty9Xo+ZmRmduZFKpYA9gUFJgB9UVhuWIwkj3pYk7w3DON2Y4QgYDofalwF7HdLShCd5ClGyFeFCMSJSipvJZPadc2ZmhlarxXA4JJPJMBgMqNfranhEFkQ2eEE8DvFCJEwm3k8sFlOPZXd3V+eQw8QTkaR8uKEvXHIbrqg66HFBZOSLxaJVUhmGAZjhUKZnTEjz32g0otFoaDJaQk7SUS7Jc5kKKJu3zNEoFAraBCjGQlRrG40Gw+FQhQjDiExIPB5XT0iaDEVaJJFIMDc3x3g8ZmtrS/s5xEOSfIkwbTikHDj8uORWBOkdyeVyt+FbNwzjlYgZjoDp0I1soOIVSC+GGA/pv5Dpfp1Oh/F4rCGnwWCA914T0zLXGyZX8YlEgk6noz0U05VKYYl32eSlUU9KZkXqZGFhgU6nQ71eJ5PJaJhrOpGdSCQ0cS5VV2Gm8yDNZlMl5M3bMAxDsHLcgGnD0el0gP2yIzKbo9lsUqlUNKch+RCZqgd78iUyslU269FoRDQa1cFK4TxEmPAMkHDuRXpMpEkx7IlISE2qw6Z1p+Qc0qg4nVeRtYtRqVar++RMDMMwwAyHEg5Vee9VXVam+NXrdbz3mq+IxWK0Wi2y2Syj0Yhut6sVUIAOcopEIqTTaT2neCnhwU4HGQ7pFYnH47RaLfVyZJysyJ1IH0axWFSjJqGw6fPK2iRZP603Je8h80eGwyFzc3Mn+0UbhvGKx0JVAbLRS2Pfzs4Oq6urbG5u6tjXYrHI8vIy586dIx6P0+12VZVWpNfDhkNCQ7FYjGw2S6vVotvtks/nNU8CXLPBi9cghkg6vCWvUiqVmJmZ2eeJwKTSSjZ6EVoMI4bhMMMhx3q9HrVajXQ6faBRMwzjdGOGI0B6JmS4UaVSIZFIUCwWKZVK5PN55ufnNUksV/7JZJJer0e329V8BaBDmCT5LWGjarVKuVxmZmZGQ1vTG/xwONTQl5xD8hvD4ZBsNqueRrgqyjnHwsICb3rTm3jkkUeu+YzSzzE9STCMGI7RaMTs7OwJfLOGYbzaMMMRENZtkivuUqmk5bf9fv+ayiLxCIbDIZ1Oh0QioR6CCBSKjIncGo0GyWSSUqmkjYTTSCmuaE/BnoKtrPWwzT8SiXD27NlD8xJhbaqDEt7yeDabtRGvhmEciBmOgLDhqNfraiikLFZ0qmRTl/xFMpnUUlypvAor145GIy2TlaFP3W6XXq+nvSHTyHtIfwhcazgkJ3NUefPpCYDTiHSJCRkahnEYZjgCwkOSarWalqJKY18kElFlXKl4EjkP6dMIz/EG1JiEE9upVIp2u63S6YcZjnDfB7AvfyLrktDaUbiR4UgmkywvL9ugJsMwDsUMR0BY8G9nZ0fDT845zVcUi0Utz5WejbBSrmzkcl8S7lKpJaNcpfopLE8SRqqaksnkvhkh0uktHsetDFOSz2hhKMMwbhUzHOzXqRqPx+zs7GjSW4QFpcJIPI5IJKJVUzIXA1DZdBn+JBpT4Rnh8n6HVSzVajVtHAyH0ADNqUwfv1ni8ThLS0vWm2EYxi1zbMPhnHvUOfekc+5p59xTzrnHg+POOfdLzrlLzrnPO+feEHrNe5xzF4Pbe0LH3+iceyZ4zS+5O9SuHNap6vf7VKtV0um0btCdTodSqaQ9DqPRSOdchOU5wucTrSvxEiRUlU6ndU75Yf0bUuZ7kOEQj2O6FPcoWBjKMIzjcBIex88B/9x7/yjw08HPAG8DHg5u7wV+GcA5VwL+KfC1wOPAP3XOSd3nLwM/FHrdW09gfTdEEtBS9dRut8lkMvsaAWdnZzWxLf0eYjjCo2blfJIYh70KJnlNOp0+UNgQ9kQFM5mMyppMexzyXjb32zCMu8FJGA4PiN52AbgS3H8C+JCf8CRQdM6dBb4d+JT3ftd7XwE+Bbw1eGzGe/+kn9Syfgj4zhNY3w0ReZB4PE6tVqPf75PP53WG93A41MS4zPyORCJaquu9JxKJaB7De6/luGHEcHjvKRQKB5bDrq+vaw/FQSW3h903DMO4U5zEJetPAJ90zv0CE0P09cHxJeBy6HmrwbHrHV894Pg1OOfey8SLYWVl5dgfIKxTtbOzo419iUSC3d1dAAqFAqPRSOdvyHQ+mewXNhwwyZvI7I7pSX6VSkWfF6ZWq7Gzs8PS0hLFYpFms6nrEqbDVoZhGHeam/I4nHOfds594YDbE8CPAO/z3i8D7wN+7XYuGMB7/wHv/WPe+8fm5+ePfb6wTtXOzo4mvmXKn3gKIg4oyW4xHBKqikQidDod9TjCBiUejxOJRLTEVsJYwnA45OWXXyYej7O8vKzrkhCXIPmSWynFNQzDOAlu6pLVe/+Wwx5zzn0I+PHgx98GfjW4vwYsh556Pji2Bnzz1PE/CY6fP+D5t52wku3u7q52eUtPhsz0Fo0nkUSXXo5+v6/GodVq0W63yWazajjG4/G+LnCpuBLG4zGbm5u0223Onz+vnsRBMzPAQlSGYdxdTiLHcQX4puD+twAXg/ufAL43qK56E1Dz3l8FPgl8m3NuNkiKfxvwyeCxunPuTUE11fcCHz+B9d0QadTrdDqqeOu93zd9Txr3wh7AaDTSnAVMNvRqtUqz2dTmQPFEwiq40WhUjRBMxr82Gg0KhcK+GRqHldzOzs6ajpRhGHeNkwiS/xDwi865GNAlyD0A/x54O3AJaAP/CMB7v+uc+5fAXwfP+xfe+93g/o8CvwGkgT8Ibrcd2aCbzSatVotz584RiURU2VYkRtrtNqlUivF4rHMxRKRQ7r/wwgssLCwwPz/P2tqajpeNx+MkEgk1PNI5Xq1W9bzANaNnwz8L03M2DMMw7iTHNhze+78A3njAcQ/840Ne8+vArx9w/Cngq467pqMihkMS4+JFSA9GeD64zN8QL0W6v2VWR6vV4uzZsypDIqGqZDKpneDJZFK9m2q1Si6Xo9vtah4E9kp6LSxlGMa9hnWOs5dL2NnZASY5DPEqIpEI2WyWRqOhm75IgogXIf0ektuQ8a6S3JabVGNJV/rq6irJZFJlSMLd3NMTCQ3DMO4VzHCw1wBYq9VUiDCc0C4UClSrVTUWvV5PDYB0d4vREI9EZlqI0RAjAxNhw2g0yu7uLjMzM5o7CYelblX91jAM43Zz6ncl0Y0aj8fU63UdkCSbvHOOmZkZGo2GeiAynS+dTjMajdja2iKbzZLP52k0GtphLgq3cr6wMu3CwgLeexVUzGaz+wQPJcxlJbeGYdxrnHqPIzxvo9FoqIxIKpXSx8JegbxG5oFvbGwwGAw4d+4c7XabZDLJaDSi0+no+FiZDCgqt7FYjPvvv5+VlRUGgwHr6+vXqNXeqoihYRjG7ebUGw4JCfV6vX19E6JCG4lEyGQy2oMhQ5tisRitVotOp0OhUCCfz+vc8cFgQLfb1VJckVYHNLQFkzBULpfDOUej0djXTW6GwzCMe5VTbzgk0d1sNjVvAZM8hBgCGdDkvdfnDwYD1bRKJBKa4I7H43jvaTQa+0JN4TkYYjhgYiDOn5/0PW5sbOisj9FoZIbDMIx7klNvOGQokngI6XRaR8J2Oh2VF5HqqXa7zXg8ptVqkc/nmZmZYTQaaVJcDEW9XldjEYvFNH8hFVeSQBcBxYWFBYbDIRsbG9rJbolxwzDuRU694ej3+/T7fZrNpvZjZLNZKpUKm5ubKmMu3eQSUkomk8zOzqqHIDPFo9Eoo9FI8xvhMBXsldcOBgNarZZWU6VSKRYWFhgMBmxubu57rmEYxr3EqTccMtFPxsNK0rvb7dJqtYhGo9qDAZN5Gf1+n3Q6rQ19gOZFxuMxnU5Hu75FFVcIG452u60eDkw6wufm5nTehhkOwzDuRU59LESUamVAUyQSUbFCyWWIQfDeU6vV9mlFSVgJJvkLSbKLuq4cFyT53mw2GQ6HFIvFfesRz0bmlRuGYdxrnHqPo9PpaK5BPI7xeKwb92g00iR3JBLReeDlchmYGA4JT4nBkSZCyVFMl9qKgZlu+hNyuRylUun2f3jDMIxbwAxH0G8hXkIymaTb7ZJMJnU2eCwW014PqbQSb2IwGFxTcSV9INLUN53klhBUOExlGIbxSuHU71rNZpN+v68VUeI9xGIxDU+F8xLAPk0p6fUQEUR5zVd+5Vdq4980cr6DvA3DMIx7nVNvONrtNoPBQCulRM221+tRr9cBVFq91WqRSqXU24C9UNXu7i7dbpdsNksqldIBTwcZjkwmozfDMIxXGqc6OS4GQjq2pVtcqqVkDsdwOKTdbtNoNCiXyzjnVHZ9OBwyGo2o1WokEgnm5uZUYn26okoQrSrDMIxXIqfa42i321oFJUlw5xyDwUCb/mKxGJ1Oh2q1ynA4ZHFxkXg8ruGt4XDIzs4O9XqdxcVFzp07B0Cj0QDQTnTDMIxXC6facDQaDW0ADHd3D4dD0um0JsHb7Ta1Wo1oNMr8/LxO8BuNRtTrdXZ3dykUCpw7d04bAaVqyrq/DcN4tXGqDUer1VLNKdngpfkuk8mQSCRIp9M0m01Vzi0UCtog2O/3+fKXv0w0GmVpaUlHuoal2a0XwzCMVxun3nCIRpV0fne7XXK5nFZEZTIZ1Y/K5XKaHO/1ejz//PP0ej1WVlZ0OBPsFzQ0DMN4tXEsw+Gce9Q596Rz7mnn3FPOuceD4+92zn3eOfeMc+4vnXOvD73mpeD40865p0LHS865TznnLgb/zh5nbTdiNBrRbrfpdrv0er19g5vm5uZotVrkcjlyuRxbW1v0ej2KxaJ2hDcaDa5evapd5OGQ1PQwKMMwjFcTx/U4fg745977R4GfDn4GeBH4Ju/9VwP/EvjA1Ov+vvf+Ue/9Y6Fj7wf+2Hv/MPDHwc+3jX6/r+EmSYyLrHoul6PT6TA7O0s8HqdSqRCNRrVBMJFIUKlUiMfjmgwP60qlUikKhYKV2xqG8arkuIbDAzPB/QJwBcB7/5fe+0pw/Eng/E2c6wngg8H9DwLfecy1XZder6eGQzq9+/0+5XJZE9/FYlHlR0RqPRKJMBqNmJmZ4ezZs9ooGPY4nHPMzs7a2FfDMF6VHLfk5yeATzrnfoGJEfr6A57zA8AfhH72wB855zzwf3vvxRtZ9N5fDe6vA4uHvalz7r3AewFWVlZuaeGieivaUt570uk0mUyGer1OLpcjm83SbrfVG5Hkd6/XY2ZmBu891WpVhRENwzBOAzc0HM65TwNnDnjop4BvBd7nvf+Yc+4dwK8Bbwm99u8zMRzfEHrdN3jv15xzC8CnnHNf8t7/WfjE3nsfGJYDCYzNBwAee+yxQ593PfL5PJFIhHa7rZpSmUxGZ3Kk02ktu5U54pK76Ha7xONxlRixslvDME4TN9ztvPdvOewx59yHgB8Pfvxt4FdDj/1nwc9v897vhM63Fvy76Zz7PeBx4M+ADefcWe/9VefcWWDzFj7PkdjZ2aHT6Vwz/jWVShGJROh0OmownHMqZtjr9chmsypJEo1GzXAYhnFqOG6O4wrwTcH9bwEuAjjnVoDfBf6h9/45ebJzLuucy8t94NuALwQPfwJ4T3D/PcDHj7m26zIYDKhWqxqKymQy5HI5HeSUTqe1VDeTyTAej1XMUHIiInpohsMwjNPEcXe7HwJ+0TkXA7oEeQcmFVZl4N8EDXDDoIJqEfi94FgM+E3v/R8Gr/kZ4N85534A+DLwjmOu7br0er19woTpdJp0Oo33nvF4TL1e18FO0sjXbDZV4FBmh8PecCbDMIzTwLEMh/f+L4A3HnD8B4EfPOD4C8Drp48Hj+0wyZncEdrtNltbW4xGI/L5PPPz8ySTSdbX1zWnkc1mVeE2mUzSbDbJZDJqKEajkTYOGoZhnBZObee4c45KpcJ4PKZUKrGwsMDW1ha1Wo3hcEg8Hicej+ugplKpRK/Xo9FokEqlGI1GeD/Jy1uYyjCM08SpNRyRSISdnR1isRhLS0u0222+/OUv0+v1tFqqUqnQbDaJx+OcOXOGVqtFu91WwyFGxQyHYRiniVNrOF5++WV2dnYoFovEYjE+97nPsbu7y+zsLGfPnuXcuXP0+322t7cZDoeUy2VVw00mk9oYGIvFLFRlGMap4tReKv/d3/2dDl+6enXSd/j617+e173udSQSCYbDIYVCAZjMJZcu8E6nQzwep9ls6pxy8zgMwzhNnNod7w//8A/Z3t7mvvvu48EHH2R2dpalpSUVJuz1egAUCgWi0SiVSoXRaMR4PGYwGDAYDPDeE4lEzHAYhnGqOLU73sWLFwF4/PHHGY/HbG9vk06nNSne6/V0GNN9992nx2SMbL/f19GwMgDKMAzjNHBqd7yPfexj/OAP/iBbW1t471lcXNTJfdVqlU6noz0dMzMzFAoFraxaW1tTcUTLbxiGcdo4tR7H0tIS3/Vd38WTTz7J7u4ujzzyCPl8HgDvPYPBgG63i3OOdDpNv9/X6qvV1VWWl5fx3mtDoGEYxmnh1HocAA8//DCpVIparcbm5ibtdhuY9HgkEgkVM5TJgJlMhpWVFUajEf1+H9gb2mQYhnFaONWGIxqNsrCwQDwep9VqsbW1RafTASZeR6PRUIHDwWBAMpmkUCiosm46nTbDYRjGqeNUG45ms8nKygqZTIbBYMBoNGJzc5Nut8tgMKDX65FOpxkOh8Bksl+xWARQuXWrqDIM47Rxane9fr9Pr9djZWWF4XBIpVKhXC4TjUbZ2NgglUqpxLrM3BCxw0QiQa/XIx6Pm+EwDOPUcWo9jkajoSNeFxYWiMVi1Ot1FTGs1Wp478lkMvT7fQ1ZAZpEj0ajNh7WMIxTx6k1HPl8nnK5TCQSoVwu65jYer1OuVxWSfVYLEa/399XPSUd5ZbfMAzjNHJqDYdM/APIZrMUCgWduVGv11lYWGBmZka9jIMMh3SZG4ZhnCZOreEI45xT7wNQFVwZ1OSc2+ddZDIZisUis7Ozd2W9hmEYdxPL7Abk83ny+Tz9fl8rrCKRCKPRiHQ6vW/Cn3OOr/iKrzCpEcMwTiW28wUkEgkKhYLO2BiNRkSjUZ0vPk00GrVxsYZhnErMcITI5/NkMhmGwyHOOWKxGNFo1GRFDMMwQhzbcDjnHnXOPemce9o595Rz7vHg+Dc752rB8aedcz8des1bnXPPOucuOefeHzp+v3PuM8Hxjzrn7mj2OZPJ7JszHo/HiUajVj1lGIYR4iQ8jp8D/rn3/lHgp4OfhT/33j8a3P4FgHMuCvxr4G3AI8D3OOceCZ7/s8D/4b1/CKgAP3AC67tpIpEI2WxWQ1TD4ZBkMmm5DMMwjBAnsSN6YCa4XwCu3OD5jwOXvPcveO/7wEeAJ9wkYfAtwO8Ez/sg8J0nsL4jkc/nSafT9Hq9Q/MbhmEYp5mTqKr6CeCTzrlfYGKIvj702Nc55/6WiTH5J977LwJLwOXQc1aBrwXKQNV7PwwdXzroDZ1z7wXeC7CysnICH2GPRCKhoanwfcMwDGPCTRkO59yngTMHPPRTwLcC7/Pef8w59w7g14C3AJ8FLnjvm865twO/Dzx8Eov23n8A+ADAY4895k/inGGkLNcS44ZhGNdyU4bDe/+Wwx5zzn0I+PHgx98GfjV4TT30+n/vnPs3zrk5YA1YDp3ifHBsByg652KB1yHH7zjZbJbd3V2tqjIMwzD2OIkcxxXgm4L73wJcBHDOnQnyFgSVVhEmxuGvgYeDCqoE8C7gE957D/wH4B8E53oP8PETWN+REf0q6ww3DMO4lpPIcfwQ8IvOuRjQJcg9MDEAP+KcGwId4F2BcRg6534M+CQQBX49yH0A/M/AR5xz/zvwOSZhr7uC6FgZhmEY+3GTvfyVy2OPPeafeuqpu70MwzCMVxTOub/x3j92K6+1BgXDMAzjSJjhMAzDMI6EGQ7DMAzjSJjhMAzDMI6EGQ7DMAzjSJjhMAzDMI6EGQ7DMAzjSLzi+zicc1vAl2/x5XPA9gku5ySxtd0atrZbw9Z2a7yS13bBez9/Kyd+xRuO4+Cce+pWG2BuN7a2W8PWdmvY2m6N07o2C1UZhmEYR8IMh2EYhnEkTrvh+MDdXsB1sLXdGra2W8PWdmucyrWd6hyHYRiGcXRPsEH3AAAHmElEQVROu8dhGIZhHJFTazicc291zj3rnLvknHv/HXi/Zefcf3DO/Z1z7ovOuR8Pjv8z59yac+7p4Pb20Gv+l2B9zzrnvv12rt0595Jz7plgDU8Fx0rOuU855y4G/84Gx51z7peC9/+8c+4NofO8J3j+Refce05gXa8NfTdPO+fqzrmfuJvfm3Pu151zm865L4SOndh35Zx7Y/C7uBS81h1zbT/vnPtS8P6/55wrBsfvc851Qt/hr9xoDYd9zmOs7cR+j24yHO4zwfGPusmguOOs7aOhdb3knHv6Tn9v7vB94+7+vXnvT92NyQCp54EHgATwt8Ajt/k9zwJvCO7ngeeAR4B/BvyTA57/SLCuJHB/sN7o7Vo78BIwN3Xs54D3B/ffD/xscP/twB8ADngT8JngeAl4Ifh3Nrg/e8K/t3Xgwt383oBvBN4AfOF2fFfAXwXPdcFr33bMtX0bEAvu/2xobfeFnzd1ngPXcNjnPMbaTuz3CPw7JgPjAH4F+JHjrG3q8X8F/PSd/t44fN+4q39vp9XjeBy45L1/wXvfBz4CPHE739B7f9V7/9ngfgP4T8DSdV7yBPAR733Pe/8icClY951c+xPAB4P7HwS+M3T8Q37Ck0xmxZ8Fvh34lPd+13tfAT4FvPUE1/OtwPPe++s1fN727817/2fA7gHve+zvKnhsxnv/pJ/8r/5Q6Fy3tDbv/R9574fBj08C5693jhus4bDPeUtruw5H+j0GV8nfAvzOSa8tOPc7gN+63jlux/d2nX3jrv69nVbDsQRcDv28yvU38RPFOXcf8DXAZ4JDPxa4lb8ecmEPW+PtWrsH/sg59zfOORn/u+i9vxrcXwcW79LahHex/z/vvfC9CSf1XS0F92/XOr+fyVWlcL9z7nPOuT91zr05tObD1nDY5zwOJ/F7LAPVkIE8ye/tzcCG9/5i6Ngd/96m9o27+vd2Wg3HXcM5lwM+BvyE974O/DLwIPAocJWJS3w3+Abv/RuAtwH/2Dn3jeEHg6uRu1aCF8Sr/2vgt4ND98r3dg13+7s6DOfcTwFD4MPBoavAivf+a4CfBH7TOTdzs+c7oc95z/4eQ3wP+y9Y7vj3dsC+cazzHZfTajjWgOXQz+eDY7cV51ycyS//w9773wXw3m9470fe+zHwb5m44tdb421Zu/d+Lfh3E/i9YB0bgSsrbvjm3VhbwNuAz3rvN4J13hPfW4iT+q7W2B9KOpF1Oue+D/gO4N3BRkMQBtoJ7v8Nk9zBa26whsM+5y1xgr/HHSZhmdgBa75lgvN9N/DR0Jrv6Pd20L5xnfPdmb+3m0nQvNpuQIxJcuh+9hJsX3mb39MxiR/+n1PHz4buv49JXBfgK9mfHHyBSWLwxNcOZIF86P5fMslN/Dz7E3A/F9z/L9mfgPsrv5eAe5FJ8m02uF86oe/vI8A/ule+N6YSpCf5XXFtsvLtx1zbW4G/A+annjcPRIP7DzDZMK67hsM+5zHWdmK/RybeaDg5/qPHWVvou/vTu/W9cfi+cVf/3m7bRnmv35hUHzzH5Grhp+7A+30DE3fy88DTwe3twP8LPBMc/8TUf6SfCtb3LKFKh5Nee/DH/7fB7YtyTiZx4z8GLgKfDv2hOeBfB+//DPBY6FzfzySReYnQRn/M9WWZXFEWQsfu2vfGJGxxFRgwiQn/wEl+V8BjwBeC1/xfBI26x1jbJSbxbfm7+5Xguf9N8Pt+Gvgs8F/daA2Hfc5jrO3Efo/B3/FfBZ/3t4HkcdYWHP8N4IennnvHvjcO3zfu6t+bdY4bhmEYR+K05jgMwzCMW8QMh2EYhnEkzHAYhmEYR8IMh2EYhnEkzHAYhmEYR8IMh2EEOOf+Mvj3Pufcf3fC5/5fD3ovw3glYuW4hjGFc+6bmSi2fscRXhPzezpJBz3e9N7nTmJ9hnG3MY/DMAKcc83g7s8Abw5mLbzPORd1k5kWfx2I8f33wfO/2Tn35865TzDpzMY59/uBUOQXRSzSOfczQDo434fD7xXMT/h559wXgpkI7wyd+0+cc7/jJrM0PnxTcxIM4w4Qu/FTDOPU8X5CHkdgAGre+7/nnEsC/9E590fBc98AfJWfSH8DfL/3ftc5lwb+2jn3Me/9+51zP+a9f/SA9/puJgJ/rwfmgtf8WfDY1zCR3rgC/EfgPwf+4uQ/rmEcDfM4DOPGfBvwvW4yAe4zTOQeHg4e+6uQ0QD4H51zf8tk7sVy6HmH8Q3Ab/mJ0N8G8KfA3wude9VPBACfZqKlZBh3HfM4DOPGOOB/8N5/ct/BSS6kNfXzW4Cv8963nXN/AqSO8b690P0R9v/VuEcwj8MwrqXBZEyn8EngRwJ5a5xzr3HOZQ94XQGoBEbjdUwUR4WBvH6KPwfeGeRR5pmMMP2rE/kUhnGbsCsYw7iWzwOjIOT0G8AvMgkTfTZIUG9x8HjNPwR+2Dn3n5gouj4ZeuwDwOedc5/13r87dPz3gK9jokzsgf/Je78eGB7DuCexclzDMAzjSFioyjAMwzgSZjgMwzCMI2GGwzAMwzgSZjgMwzCMI2GGwzAMwzgSZjgMwzCMI2GGwzAMwzgSZjgMwzCMI/H/A9svXn7fi1kWAAAAAElFTkSuQmCC\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')\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": 124,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6762.002908994096\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
" plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
" workers=24)\n",
"print(score)\n",
- "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian.csv')\n",
+ "workers, trace = dump_result(start_time, 'sa-given-trigram-gaussian.csv', verbose=True)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020')"
+ " 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": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-6762.002908994096\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 'rkyepdtmcbuihfjlvxsogznqwa',\n",
+ " 'eolbrvxtpqzuhdyswcmkigfnja',\n",
+ " 1.0)"
+ ]
+ },
+ "execution_count": 125,
+ "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)\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": 25,
+ "execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 127,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-5439.653663160256 -8354.182366165229 hillclimbing-results/sa-random-unigram-uniform.csv\n",
- "-5439.653663160256 -8259.44168109899 hillclimbing-results/hillclimbing-random-unigram-uniform.csv\n"
+ "-2494.549133086381 -3935.561885011543 sa-random-unigram-uniform.csv\n",
+ "-2494.549133086381 -3862.1721721032586 hillclimbing-random-unigram-uniform.csv\n"
]
}
],
"source": [
- "for f in glob.glob(\"hillclimbing-results/*unigram*.csv\"):\n",
+ "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": 62,
+ "execution_count": 128,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-14681.308607565503 -27211.09615617547 hillclimbing-results/hillclimbing-random-trigram-uniform.csv\n",
- "-14681.308607565503 -17464.568516864027 hillclimbing-results/hillclimbing-given-trigram-uniform.csv\n",
- "-14681.308607565503 -21515.898852481398 hillclimbing-results/sa-given-trigram-gaussian.csv\n",
- "-14681.308607565503 -17464.568516864027 hillclimbing-results/hillclimbing-given-trigram-gaussian.csv\n",
- "-14681.308607565503 -28346.7456787418 hillclimbing-results/sa-random-trigram-uniform.csv\n",
- "-14681.308607565503 -21065.204759662218 hillclimbing-results/sa-given-trigram-uniform.csv\n"
+ "-6762.002908994095 -12382.205332762649 hillclimbing-random-trigram-uniform.csv\n",
+ "-6762.002908994095 -8523.074815108963 sa-given-trigram-uniform-50.csv\n",
+ "-6762.002908994095 -12897.908909587839 sa-random-trigram-uniform-50.csv\n",
+ "-6762.002908994095 -8347.978847763903 hillclimbing-given-trigram-uniform.csv\n",
+ "-6762.002908994095 -11531.53274337052 sa-given-trigram-gaussian.csv\n",
+ "-6762.002908994095 -8347.978847763903 hillclimbing-given-trigram-gaussian.csv\n",
+ "-6762.002908994095 -12999.784533122312 sa-random-trigram-uniform.csv\n",
+ "-6762.002908994095 -8612.777635758275 sa-given-trigram-gaussian-50.csv\n",
+ "-6762.002908994095 -10935.574066404368 sa-given-trigram-uniform.csv\n"
]
}
],
"source": [
- "for f in glob.glob(\"hillclimbing-results/*trigram*.csv\"):\n",
+ "for f in glob.glob(\"*trigram*.csv\"):\n",
" df = pd.read_csv(f)\n",
" print(df.fitness.max(), df.fitness.min(), f)"
]
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"cells": [
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"import glob\n",
+ "import math\n",
"import pandas as pd\n",
"import csv\n",
"import matplotlib as mpl\n",
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-5439.653663160256 -8354.182366165229 sa-random-unigram-uniform.csv\n",
- "-5439.653663160256 -8259.44168109899 hillclimbing-random-unigram-uniform.csv\n"
+ "-3935.561885011543 -2494.549133086381 sa-random-unigram-uniform.csv\n",
+ "-3862.1721721032586 -2494.549133086381 hillclimbing-random-unigram-uniform.csv\n"
]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(-4000, -2400)"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
+ "unigram_ylim = None\n",
"for f in glob.glob(\"*unigram*.csv\"):\n",
" df = pd.read_csv(f)\n",
- " print(df.fitness.max(), df.fitness.min(), f)"
+ " 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] / 200) * 200, math.ceil(unigram_ylim[1] / 200) * 200)\n",
+ "unigram_ylim "
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "-14681.308607565503 -27211.09615617547 hillclimbing-random-trigram-uniform.csv\n",
- "-14681.308607565503 -17464.568516864027 hillclimbing-given-trigram-uniform.csv\n",
- "-14681.308607565503 -21515.898852481398 sa-given-trigram-gaussian.csv\n",
- "-14681.308607565503 -17464.568516864027 hillclimbing-given-trigram-gaussian.csv\n",
- "-14681.308607565503 -28346.7456787418 sa-random-trigram-uniform.csv\n",
- "-14681.308607565503 -21065.204759662218 sa-given-trigram-uniform.csv\n"
- ]
+ "data": {
+ "text/plain": [
+ "-3800"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "for f in glob.glob(\"*trigram*.csv\"):\n",
- " df = pd.read_csv(f)\n",
- " print(df.fitness.max(), df.fitness.min(), f)"
+ "math.ceil(-3935.561885011543 / 200) * 200"
]
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 17,
+ "metadata": {},
"outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-12382.205332762649 -6762.002908994095 hillclimbing-random-trigram-uniform.csv\n",
+ "-8523.074815108963 -6762.002908994095 sa-given-trigram-uniform-50.csv\n",
+ "-12897.908909587839 -6762.002908994095 sa-random-trigram-uniform-50.csv\n",
+ "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-uniform.csv\n",
+ "-11531.53274337052 -6762.002908994095 sa-given-trigram-gaussian.csv\n",
+ "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-gaussian.csv\n",
+ "-12999.784533122312 -6762.002908994095 sa-random-trigram-uniform.csv\n",
+ "-8612.777635758275 -6762.002908994095 sa-given-trigram-gaussian-50.csv\n",
+ "-10935.574066404368 -6762.002908994095 sa-given-trigram-uniform.csv\n"
+ ]
+ },
{
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- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th>fitness</th>\n",
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- "<p>960 rows × 1 columns</p>\n",
- "</div>"
- ],
"text/plain": [
- " fitness\n",
- "worker iteration \n",
- "0 0 -23391.198596\n",
- " 500 -16429.246383\n",
- " 1000 -15210.110480\n",
- " 1500 -14895.824563\n",
- " 2000 -14681.308608\n",
- " 2500 -14681.308608\n",
- " 3000 -14681.308608\n",
- " 3500 -14681.308608\n",
- " 4000 -14681.308608\n",
- " 4500 -14681.308608\n",
- " 5000 -14681.308608\n",
- " 5500 -14681.308608\n",
- " 6000 -14681.308608\n",
- " 6500 -14681.308608\n",
- " 7000 -14681.308608\n",
- " 7500 -14681.308608\n",
- " 8000 -14681.308608\n",
- " 8500 -14681.308608\n",
- " 9000 -14681.308608\n",
- " 9500 -14681.308608\n",
- " 10000 -14681.308608\n",
- " 10500 -14681.308608\n",
- " 11000 -14681.308608\n",
- " 11500 -14681.308608\n",
- " 12000 -14681.308608\n",
- " 12500 -14681.308608\n",
- " 13000 -14681.308608\n",
- " 13500 -14681.308608\n",
- " 14000 -14681.308608\n",
- " 14500 -14681.308608\n",
- "... ...\n",
- "23 5000 -14681.308608\n",
- " 5500 -14681.308608\n",
- " 6000 -14681.308608\n",
- " 6500 -14681.308608\n",
- " 7000 -14681.308608\n",
- " 7500 -14681.308608\n",
- " 8000 -14681.308608\n",
- " 8500 -14681.308608\n",
- " 9000 -14681.308608\n",
- " 9500 -14681.308608\n",
- " 10000 -14681.308608\n",
- " 10500 -14681.308608\n",
- " 11000 -14681.308608\n",
- " 11500 -14681.308608\n",
- " 12000 -14681.308608\n",
- " 12500 -14681.308608\n",
- " 13000 -14681.308608\n",
- " 13500 -14681.308608\n",
- " 14000 -14681.308608\n",
- " 14500 -14681.308608\n",
- " 15000 -14681.308608\n",
- " 15500 -14681.308608\n",
- " 16000 -14681.308608\n",
- " 16500 -14681.308608\n",
- " 17000 -14681.308608\n",
- " 17500 -14681.308608\n",
- " 18000 -14681.308608\n",
- " 18500 -14681.308608\n",
- " 19000 -14681.308608\n",
- " 19500 -14681.308608\n",
- "\n",
- "[960 rows x 1 columns]"
+ "(-13000, -6600)"
]
},
- "execution_count": 6,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"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"
+ "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] / 200) * 200, math.ceil(trigram_ylim[1] / 200) * 200)\n",
+ "trigram_ylim "
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 576x576 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
"source": [
- "fig, ax = plt.subplots()\n",
- "for w in workers:\n",
- " trace.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-22000, -14000), figsize=(8,8))\n",
- "fig.savefig('test.png')"
+ "# 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": 4,
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# trace.fitness.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "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": 21,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
" 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=(-8400, -5400), figsize=(8,6))\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": 5,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "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>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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lZidCSZK2giMGrkG9XufMmTO0tbXR1dVFR0cHHR0dlEql5sh5MzMzLC0tsXv3bgYGBqhWq5w7d46+vj570UuStpQhYA3OnDnD/Pw87e3tdHZ2UiwW6erqol6vMzMzw9mzZ+no6GDv3r3NEfSmp6cBzru3gCRJW8EQsAbPPfcclUqleRqgq6uL3t5eTp06xfHjx+nq6uKGG25oDhVcrVaZnZ2lr6/Pm+tIkracIWANTpw4QaVSoaenpxkC6vU6Y2NjtLe3s3///vMumVu+7M9WAEnSdmAIWIPjx483bx1cKpVoa2ujUqlQKBTYtWsXpVKpednf0tISs7Oz9Pf37/hLASVJLw22Sa/B8ePHSSlRKpUoFosUCgVSSvT09NDW1nbeHQOnpqZoa2vb0jv8SZLUypaANRgfHyci6OzsbI6ZXy6XaWtro1gsNsf8X1xcZG5uzlYASdK2Ygi4SiklTp48SaFQoLOzs3l1QK1Wo1gsEhHNlgBbASRJ25Eh4CpVq9Xmh3uhUGBgYKDZAhARFAoF2tvbqVQqzM/PN+dLkrRd+Kl0lU6ePMnCwkLzVEBHRwdtbW10dHS8qBWgUCg0bxcsSdJ2YQi4Ss8//zyLi4uUSiU6Oztpb2+nXq9TKpVIKdHZ2Um5XGZhYcFWAEnStuQn01UaGxtr3jFwuTWgWq02hwIulUq2AkiStjVDwFU6duwYi4uL9Pb20tnZ2ewHABAR1Go1yuUyg4OD3iRIkrQtOU7AVTp58iQA3d3ddHd3n9cfoKOjg+npaYrFIr29vVtcU0mSVmZLwFU6ceIEEUF7ezs9PT3NSwXr9Tr1ep1KpWIrgCRpWzMEXIV6vc74+DhtbW10d3fT399PrVZr9gcol8vNcCBJ0nZlCLgKS0tLnDt3rvlB397e3uz9Xy6XiQhbASRJ254h4Co8//zzlMvl5jn/5X4A9Xq9edmgrQCSpO3OEHAVjh07RrlcprOzk+7ubgqFAoVCgWq1SqFQcHhgSdKOYAi4CkePHmVxcZGenp7mHQOLxeJ5wUCSpO3OEHAVnnvuOarVKv39/fT19TXvH1CtVpuhQJKk7c5Pq6tw9OhRIoK+vj76+vpob29ncXGRYrFoK4AkaccwBFyh5VsIp5To6+trjhJYq9U8FSBJ2lEMAVeoWq1y9uxZCoUCw8PDtLe3UywWWVxcpL+/n2LRQRglSTuDIeAKzc3Nce7cOYrFIv39/c3z/8sDB0mStFMYAq7Q888/z/z8PJ2dnfT09FAsFqnX654KkCTtOIaAK/Tcc89RqVSaNw6CRn+A5Q6CkiTtFIaAK/T0009TrVbp7e1laGiIiGh2EpQkaScxBFyho0ePUqvV2Lt3L+3t7dTrdbq6ujwVIEnacTYsBETEqyLioYh4NCIORcRrs/KIiI9FxJGI+F5EvLplnbsj4unscXdL+Wsi4vvZOh+LLbwzz9jYGCkldu3aRUTQ1tZGT08PpVJpq6okSdJV2ciWgH8F/C8ppVcBv5U9B7gDuDl73AN8AiAihoF/Afw08FrgX0TEULbOJ4BfbVnv9g2s96pabyHceipgaGjo0itLkrTNbGQISMDynXQGgOPZ9J3Ap1PDQ8BgROwD3gx8NaV0NqU0CXwVuD2b159SeiillIBPA2/dwHqvamlpibNnz9LR0UF/fz+1Ws1TAZKkHWsjR7b5deDBiPjXNMLG67Pya4GjLcsdy8ouVn5shfJNd/bsWc6dO0epVKK/v5+IoLu721MBkqQdaU0hICK+BuxdYdaHgJ8H/klK6U8j4heBTwK3reX1LqM+99A4xcCBAwfWffs/+tGPKJfL9Pb2NscIGB4eZgu7KEiSdNXWFAJSSqt+qEfEp4F/nD39E+D3s+kx4PqWRa/LysaAn7ug/C+y8utWWH6l+twH3AcwOjqaLm8vLt8TTzxBrVZjZGSElBI9PT1eGihJ2rE2sk/AceC/zabfCDydTT8AvCe7SuBWYDqldAJ4EHhTRAxlHQLfBDyYzZuJiFuzqwLeA3xxA+u9qqeffpp6vc4111xDoVCgp6eHrq6uraiKJElrtpF9An4V+HcRUQTKZM30wJeBtwBHgHnglwFSSmcj4n8Dvp0t97+mlM5m078G/AHQBXwle2y6Z599llqtxvXXX097e7unAiRJO9qGhYCU0l8Cr1mhPAHvX2WdTwGfWqH8EPCT613HK5FSYmxsjLa2NoaHh+nu7vbSQEnSjuaIgZepWq0yMTFBe3s7XV1dDA0NeSpAkrSjGQIu09LSEjMzM3R2djIwMMDIyEjzNsKSJO1EfopdpuXLA5fHCBgeHt7qKkmStCaGgMv0ne98h6WlJfr6+hgZGfHSQEnSjmcIuEyPPfYY9XqdXbt2sW/fPgqFwlZXSZKkNTEEXKblMQJuuOEG9uzZs9XVkSRpzQwBl6Fer3P8+HEigltuucVLAyVJLwmGgMuwsLDAxMQExWKRn/iJn6BY3MgxliRJ2hyGgMswOzvLzMwMpVKJl73sZVtdHUmS1oUh4DIUCgXK5TJ9fX3s27dvq6sjSdK6MARchqeeeopqtcru3bsdJVCS9JJhCLgMDz/8MIVCgVe84hVbXRVJktaNIeAyPPzww6SUeP3rX7/VVZEkad3Yzf0yvOENb+DYsWO84x3v2OqqSJK0bqJxZ9+XntHR0XTo0KGtroYkSZsiIh5JKY1eyTqeDpAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknNqwEBARfzMi/r+I+H5E/L8R0d8y7zcj4khEPBkRb24pvz0rOxIR97aU3xgRD2fln42Ijo2qtyRJebGRLQG/D9ybUvobwBeA/xEgIm4B7gJeCdwO/G5EFCKiAHwcuAO4BXh3tizAR4CPppReBkwC793AekuSlAsbGQJeDnwzm/4q8I5s+k7gMymlSkrpR8AR4LXZ40hK6ZmU0iLwGeDOiAjgjcDns/XvB966gfWWJCkXNjIEHKbxgQ/wLuD6bPpa4GjLcseystXKR4CplFL1gnJJkrQGxbWsHBFfA/auMOtDwK8AH4uIfw48ACyu5bUusz73APcAHDhwYKNfTpKkHW1NISCldNslFnkTQES8HPiFrGyMF1oFAK7Lylil/AwwGBHFrDWgdfkL63MfcB/A6Ohouvw9kSQpfzby6oDd2c824H8Gfi+b9QBwV0SUIuJG4GbgW8C3gZuzKwE6aHQefCCllIBvAO/M1r8b+OJG1VuSpLzYyD4B746Ip4AngOPA/wWQUjoMfA74AfBnwPtTSrXsW/4HgAeBx4HPZcsC/AbwwYg4QqOPwCc3sN6SJOVCNL5ov/SMjo6mQ4cObXU1JEnaFBHxSEpp9ErWccRASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJAkKacMAZIk5ZQhQJKknDIESJKUU4YASZJyyhAgSVJOrSkERMS7IuJwRNQjYvSCeb8ZEUci4smIeHNL+e1Z2ZGIuLel/MaIeDgr/2xEdGTlpez5kWz+wbXUWZIkNay1JeAx4O3AN1sLI+IW4C7glcDtwO9GRCEiCsDHgTuAW4B3Z8sCfAT4aErpZcAk8N6s/L3AZFb+0Ww5SZK0RmsKASmlx1NKT64w607gMymlSkrpR8AR4LXZ40hK6ZmU0iLwGeDOiAjgjcDns/XvB97asq37s+nPAz+fLS9JktZgo/oEXAscbXl+LCtbrXwEmEopVS8oP29b2fzpbHlJkrQGxUstEBFfA/auMOtDKaUvrn+Vrl5E3APcA3DgwIEtro0kSdvbJUNASum2q9juGHB9y/PrsjJWKT8DDEZEMfu237r88raORUQRGMiWX6mu9wH3AYyOjqarqLckSbmxUacDHgDuynr23wjcDHwL+DZwc3YlQAeNzoMPpJQS8A3gndn6dwNfbNnW3dn0O4H/lC0vSZLWYK2XCL4tIo4BrwO+FBEPAqSUDgOfA34A/Bnw/pRSLfuW/wHgQeBx4HPZsgC/AXwwIo7QOOf/yaz8k8BIVv5BoHlZoSRJunrxUv1SPTo6mg4dOrTV1ZAkaVNExCMppdFLL/kCRwyUJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKKUOAJEk5ZQiQJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKKUOAJEk5ZQiQJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKKUOAJEk5ZQiQJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKKUOAJEk5ZQiQJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKKUOAJEk5ZQiQJCmnDAGSJOXUmkJARLwrIg5HRD0iRlvKRyLiGxExGxH//oJ1XhMR34+IIxHxsYiIrHw4Ir4aEU9nP4ey8siWOxIR34uIV6+lzpIkqWGtLQGPAW8HvnlBeRn458A/XWGdTwC/CtycPW7Pyu8Fvp5Suhn4evYc4I6WZe/J1pckSWu0phCQUno8pfTkCuVzKaW/pBEGmiJiH9CfUnoopZSATwNvzWbfCdyfTd9/QfmnU8NDwGC2HUmStAab3SfgWuBYy/NjWRnAnpTSiWz6JLCnZZ2jq6wjSZKuUvFSC0TE14C9K8z6UErpi+tfJUgppYhIV7peRNxD45QBBw4cWPd6SZL0UnLJEJBSum0dX28MuK7l+XVZGcB4ROxLKZ3ImvtPtaxz/SrrXFjX+4D7AEZHR684REiSlCebejoga+6fiYhbs6sC3gMstyY8ANydTd99Qfl7sqsEbgWmW04bSJKkq3TJloCLiYi3Af8HsAv4UkQ8mlJ6czbvWaAf6IiItwJvSin9APg14A+ALuAr2QPgt4HPRcR7geeAX8zKvwy8BTgCzAO/vJY6S5Kkhmh00n/pGR0dTYcOHdrqakiStCki4pGU0uill3yBIwZKkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknJqTSEgIt4VEYcjoh4Roy3lfzsiHomI72c/39gy7zVZ+ZGI+FhERFY+HBFfjYins59DWXlkyx2JiO9FxKvXUmdJktSw1paAx4C3A9+8oHwC+Lsppb8B3A38Ycu8TwC/CtycPW7Pyu8Fvp5Suhn4evYc4I6WZe/J1pckSWu0phCQUno8pfTkCuV/nVI6nj09DHRFRCki9gH9KaWHUkoJ+DTw1my5O4H7s+n7Lyj/dGp4CBjMtiNJktZgM/oEvAP4TkqpAlwLHGuZdywrA9iTUjqRTZ8E9mTT1wJHV1lHkiRdpeKlFoiIrwF7V5j1oZTSFy+x7iuBjwBvupJKpZRSRKQrWSd7vXtonDLgwIEDV7q6JEm5cskQkFK67Wo2HBHXAV8A3pNS+mFWPAZc17LYdVkZwHhE7Espncia+0+1rHP9KutcWNf7gPsARkdHrzhESJJe+q9GAAALM0lEQVSUJxtyOiAiBoEvAfemlP5quTxr7p+JiFuzqwLeAyy3JjxAoxMh2c/W8vdkVwncCky3nDaQJElXaa2XCL4tIo4BrwO+FBEPZrM+ALwM+K2IeDR77M7m/Rrw+8AR4IfAV7Ly3wb+dkQ8DdyWPQf4MvBMtvx/yNaXJElrFI1O+i89o6Oj6dChQ1tdDUmSNkVEPJJSGr30ki9wxEBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk4ZAiRJyilDgCRJOWUIkCQppwwBkiTllCFAkqScMgRIkpRThgBJknLKECBJUk6tKQRExLsi4nBE1CNitKX8tRHxaPb4bkS8rWXe7RHxZEQciYh7W8pvjIiHs/LPRkRHVl7Knh/J5h9cS50lSVLDWlsCHgPeDnxzhfLRlNKrgNuB/zMiihFRAD4O3AHcArw7Im7J1vkI8NGU0suASeC9Wfl7gcms/KPZcpIkaY3WFAJSSo+nlJ5coXw+pVTNnnYCKZt+LXAkpfRMSmkR+AxwZ0QE8Ebg89ly9wNvzabvzJ6Tzf/5bHlJkrQGG9YnICJ+OiIOA98H3peFgmuBoy2LHcvKRoCpluCwXE7rOtn86Wx5SZK0BsVLLRARXwP2rjDrQymlL662XkrpYeCVEfETwP0R8ZWrr+bliYh7gHuyp7MR8aJWijW4BphYx+1tNfdne3N/tr+X2j65P9vb5ezPDVe60UuGgJTSbVe60QvWfzwiZoGfBMaA61tmX5eVnQEGI6KYfdtfLqdlnWMRUQQGsuVXeq37gPvWUt/VRMShlNLopZfcGdyf7c392f5eavvk/mxvG7U/G3I6IOvpX8ymbwBeATwLfBu4OZvfAdwFPJBSSsA3gHdmm7gbWG5leCB7Tjb/P2XLS5KkNVjrJYJvi4hjwOuAL0XEg9msNwDfjYhHgS8Av5ZSmsi+5X8AeBB4HPhcSulwts5vAB+MiCM0zvl/Miv/JDCSlX8QaF5WKEmSrt4lTwdcTErpCzQ+5C8s/0PgD1dZ58vAl1cof4bG1QMXlpeBd62lnutkQ04zbCH3Z3tzf7a/l9o+uT/b28ac6rZlXZKkfHLYYEmScsoQcBlWG+p4u4mI6yPiGxHxg2w453+clX84IsZahnJ+S8s6v5nt15MR8eaW8m2xzxHxbER8P6v3oaxsOCK+GhFPZz+HsvKIiI9ldf5eRLy6ZTt3Z8s/HRF3r/Z6G7wvP95yDB6NiJmI+PWddHwi4lMRcSoiHmspW7fjERGvyY73kWzdDR0YbJX9+Z2IeCKr8xciYjArPxgRCy3H6fcuVe/V3ptN3p91+/2KVYZ33+T9+WzLvjwbjb5nO+X4rPY/euv+hlJKPi7yAArAD4GbgA7gu8AtW12vVeq6D3h1Nt0HPEVjeOYPA/90heVvyfanBNyY7WdhO+0zjatKrrmg7F8B92bT9wIfyabfAnwFCOBW4OGsfBh4Jvs5lE0PbYPfq5M0ruvdMccH+Fng1cBjG3E8gG9ly0a27h1bsD9vAorZ9Eda9udg63IXbGfFeq/23mzy/qzb7xfwOeCubPr3gH+02ftzwfx/A/zWDjo+q/2P3rK/IVsCLm3FoY63uE4rSimdSCl9J5s+R+MKjGsvssqdwGdSSpWU0o+AIzT2d7vvc+tQ0hcOMf3p1PAQjbEn9gFvBr6aUjqbUpoEvkrjnhZb6eeBH6aUnrvIMtvu+KSUvgmcXaGeaz4e2bz+lNJDqfHf7NMt29q0/Ukp/Xl6YfTSh2iMW7KqS9R7tfdmQ6xyfFZzRb9f2TfK1YZ33xAX25+sPr8I/PHFtrHNjs9q/6O37G/IEHBpqw11vK1F426LPwU8nBV9IGtO+lRLk9dq+7ad9jkBfx4Rj0RjREiAPSmlE9n0SWBPNr0T9mfZXZz/z2unHh9Yv+NxbTZ9YflW+hUa36aW3RgRfx0R/zkifiYru1i9V3tvNtt6/H5dbHj3rfAzwHhK6emWsh1zfC74H71lf0OGgJegiOgF/hT49ZTSDPAJ4MeAVwEnaDSh7RRvSCm9msadJ98fET/bOjNLuzvqEpfsPOrfA/4kK9rJx+c8O/F4rCYiPgRUgT/Kik4AB1JKP0VjzJL/OyL6L3d7W/jevGR+vy7wbs4P0jvm+KzwP3pL6gGGgMux2lDH21JEtNP45fqjlNJ/BEgpjaeUaimlOvAfeGE8htX2bdvsc0ppLPt5isaYFK8FxrNmr+WmvlPZ4tt+fzJ3AN9JKY3Dzj4+mfU6HmOc3/S+ZfsVEf8Q+DvAP8j+KZM1m5/Jph+hcd785Vy83qu9N5tmHX+/msO7X1C+6bI6vB347HLZTjk+K/2Pvkg9NvxvyBBwaSsOdbzFdVpRdo7sk8DjKaV/21K+r2WxtwHLPW0fAO6KiFJE3AjcTKNTybbY54joiYi+5WkaHbYe4/yhpC8cYvo9WY/aW4HprIntQeBNETGUNYW+KSvbKud9g9mpx6fFuhyPbN5MRNya/S6/p2VbmyYibgf+GfD3UkrzLeW7IqKQTd9E43g8c4l6r/bebJr1+v3KwtBqw7tvttuAJ1JKzabvnXB8VvsffZF6bPzf0MV6Dfpo9uh8C41enD+kcffELa/TKvV8A41mpO8Bj2aPt9AYvfH7WfkDwL6WdT6U7deTtPQi3Q77TKN38nezx+HletA4N/l14Gnga8BwVh7Ax7M6fx8YbdnWr9Do+HQE+OUtPEY9NL5RDbSU7ZjjQyO8nACWaJxvfO96Hg9glMaH1A+Bf082oNkm788RGudbl/+Gfi9b9h3Z7+GjwHeAv3upeq/23mzy/qzb71f2N/mt7D36E6C02fuTlf8BjVvUty67E47Pav+jt+xvyBEDJUnKKU8HSJKUU4YASZJyyhAgSVJOGQIkScopQ4AkSTllCJByLiL+a/bzYET8/XXe9v+00mtJ2h68RFASABHxczTuNvd3rmCdYnphLPmV5s+mlHrXo36S1p8tAVLORcRsNvnbwM9E417s/yQiChHxOxHx7ezmM/9dtvzPRcR/iYgHgB9kZf9PNG7ydDiyGz1FxG8DXdn2/qj1tbIR0H4nIh6Lxr3Pf6ll238REZ+PiCci4o+ykc8kbYDipReRlBP30tISkH2YT6eU/lZElIC/iog/z5Z9NfCTqXELWoBfSSmdjYgu4NsR8acppXsj4gMppVet8Fpvp3FDm78JXJOt881s3k8BrwSOA38F/DfAX67/7kqyJUDSat5EY9zyR2nc7nSExnjsAN9qCQAA/0NEfBd4iMaNTW7m4t4A/HFq3NhmHPjPwN9q2fax1LjhzaPAwXXZG0kvYkuApNUE8N+nlM672VLWd2Dugue3Aa9LKc1HxF8AnWt43UrLdA3/T0kbxpYAScvOAX0tzx8E/lF261Mi4uXZ3RwvNABMZgHgFcCtLfOWlte/wH8Bfinrd7AL+FkaN6aRtIlM2JKWfQ+oZc36fwD8OxpN8d/JOuedBt66wnp/BrwvIh6ncTe6h1rm3Qd8LyK+k1L6By3lXwBeR+MOkQn4Zymlk1mIkLRJvERQkqSc8nSAJEk5ZQiQJCmnDAGSJOWUIUCSpJwyBEiSlFOGAEmScsoQIElSThkCJEnKqf8fwUnCxtwsFkYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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5fJ5cLsf9+/eZzWbcvHlTmgAdHR2haRq5XI5CoUAymZQZhnq9LvUBiheHCgIUCoXiBROGIbZtk8/nP1d7nKi1G4bBaDQik8nQbDZptVo8evSI0WhEGIaUy2WCIGA8HjOdTonjWAYAuq6TTCZpNBqsrKzw5ptvEgQB77//PoZh8PWvfx3XdQmCgG9961ssFgs++OAD5vM59XqdRCJBu92m0WhQKpXI5/NS8Nfv91ksFlQqFSzL+kV9fIrPgerFUCgUihfMdDplOBzSbrcJw/AzXWO5XDIej0mlUgwGAwzDkMFFsVjk+PiYdrtNPp+XnQLz+ZzpdEq5XObmzZtsbW2RyWQwTZPpdEomkyGfz/Phhx8SxzFvvvmmDACuXLlCLpeT3QbCc2A8HlMoFLhy5QqlUkkGAEJEWCqVKBQKv7DPTvH5UEGAQqFQvGA8zyORSOB5HsfHx7iu+0yvD8OQXq9HEASy/r69vY1pmvT7fUajEYZhkEwm6ff7hGGI4zj0ej0pHEwmkxQKBb72ta9RKBQoFApsbW3x05/+lMViwfb2NrquEwQB29vbcvpfLpcDTvr9RZlhfX39TL//dDplMpmQz+elXbDiy4EqBygUCsULxnVdLMsin8/T7XZpt9tUq1W5wD6Nfr/PdDqV43ZXVlbI5/OkUikePnxIJpOhUqkwm804Pj4mk8nQ7/cZj8dcvXqVRqNBFEVYloVpmrRaLSkqLBQK7OzssLq6ymKxIJVKoes6s9mMRCKB67pMJhMuX74s/QZOp/rn8znD4RDLsqhWq8/l81N8dlQmQKFQKF4gvu8TRRGGYciRu+l0Wu7gn8ZkMqHdbgPIHXwmk0HTNCaTCalUCs/zcBwH13Upl8scHx9z7949KpUK165dw3VdoiiiUChw69YthsMhtm3jui7VapVCoUAul6NerxPHsWz1i+OYIAjI5/N8/etfJ45jqTEAWCwW9Pt9MpmMGgj0JUUFAQqFQvEC8TwPQLbKJRIJGo0G+XyeyWRCp9MhiqJzX+s4jrT+XV1dpVar4XkemUyGXq+H7/tsbGzI/v0oilhbW+Pu3bsEQcCbb74JnLQNRlHEvXv3+NGPfiTr+5ZlMZ/P5bTBTqfDcDhE13Usy2JtbQ3f9zFNU84ByOfz9Pt9bNuW5YZ6va7mAXxJUUGAQqFQvEDELtx1XbmD1jSNarVKtVpluVzSarXkkB+B7/t8+OGHeJ7Hzs4O1WpV2gIHQYDjOJTLZZkRaLVaVKtVOQjo6tWrLJdLHj16RCKRwDAMHj58iOM4/NIv/RK//uu/TqlUYmdnh8uXL9NsNkkmk5TLZRqNBmtra8CJ4G9lZUXe36VLl2SrYjKZZGVlRc0D+BKjvhmFQqF4gXiex2Kx4Pj4+BOiwHw+T6PRIAxDWq0WjuMAJ0LA27dv4zgO165do1KpACeZgTAMWSwWRFEkpwAeHR3h+z4PHz6k1+tx8+ZNbty4QbvdluN7P/roI3784x+zu7vLd7/7XensV6/XSaVS8r7E2GFN02i1WsRxTKPRwLZtdF0nn89LD4BGo6HmAXzJUcJAhUKheEGI/nzhoa9pGr7vUyqVKBaLaJomjXy63S6dTodisUir1WI+n3P16lUZAMBJELBYLKQ7YKfT4fbt29i2jed5HBwccOXKFdLpNPfu3cN1XXK5HIPBgJ/+9Kfous6v/dqvkUgkmE6nZLNZDMMgjmPG4zGmaUqDnziO6Xa7FItFMpkMg8FA/g5iVLDiy4/KBCgUCsULwvd9ptMpy+WSUqmEYRiYpsl4PKbVakm9QDKZZHV1lWw2S7fbZTKZcOnSJVZWVuS1wjBkNBoRx7EMJnzfl+ZAtVqNlZUVdnd38TwP3/flTv3w8JBkMsl3v/tdOWEwiiLZzieEgKfb+waDAZ7nsba2huu6hGGoDIBeQlQmQKFQKF4QruvK3f36+jq9Xk8utr1ej/F4jGVZWJZFFEUEQcBisaBer9NsNs9cazabMR6PaTabshRw//59PM9jZWWFIAio1Wqy80CUEVKpFO+99x6XL1/mO9/5DoPBgL29PS5duoRhGPJawkRI0G63SaVSVCoVxuOxzAAoXi5UEKBQKBQviMFggG3bbG5uMhgMmM/njEYj2ZInnARTqRSZTAbf95nP55imieM4Z3beYjefTqc5ODig0+kwGo2oVqtkMhniOObSpUu8++67lMtl1tbW6PV6RFGE53m88cYb5HI5bNsmDEMpMjwvCyDcCTc3N9F1Hdu2ZSlA8XKhggCFQqF4QTx69IgoikgkEiSTSdbX18lmsyyXS2q1GhsbG/T7fR49esR0OsWyLAzDoNVqyXp+tVplsVjQbrepVCp88MEHzGYzOTugUqkQRRHNZhPP8+TwnsPDQznNb3V1lcuXLxOGIcvlks3NTaIootPp4Hke2Wz2zLS/VqsFQKPRkKWAbDb7oj5GxedABQEKhULxAlgsFhwcHMgRvisrK2iaRqFQ4PDwkIODA7nT39raIggCHjx4wGg0kv37s9mMVqvFYrFgMplwcHDAcrmUFsQ7Ozskk0lSqRTZbJYPP/yQer0uffwvX75MLpcjl8thmibD4ZA4jmk2mziOw97eHnEcc+PGDXnfURTR7XYpl8uYpsloNELTNBUEvKQoYaBCoVC8AG7fvs10OmVnZ0cGAGEYMplMcF2X0WjEYrGg2WzSbDZlFkC4/wHU63V6vR737t2j3++j6zqXL1/GsizeeOMNyuUyANVqlePjY8bjMbVaTSr933jjDTKZDJZlEYYhs9mMXC5HKpXCsizpOSAEioA0IRI+AbZtY5qm8gJ4SVGZAIVCofiCGQwG3L17l2q1yvXr13Ech4cPH0qFfalUolQqydY+UZs3DIPt7W0sy+L4+JijoyNp9HN8fEwcxxwcHMghP77vUywW6fV6PHjwgGw2S6lUIo5jCoUCy+WSOI7JZDJMJhPiOJa1/+l0SqFQIJlMMhgMSKVSGIZBp9PBNE3K5TKe5xEEAcVi8QV/oorPigoCFAqF4gtkNptx584dwjDkrbfeIpVKsb+/z2g0IpvNEkURcRyTz+cJw5DBYCAFd5qmkU6nKZfL3Lt3j06nwy/90i/JQT5xHDMajeSYX9d16fV6snXw+vXrcr6Apmm0220KhQKJREJmAZLJJGEYMp1OyefzVCoVWq0W3W6XfD7PdDrl0qVLaJrGYrEAUKWAlxgVBCgUCsUXxGw2o9vtMp1OWVlZkUN1BoMBlUqFq1evylr/YrFA13W63a7c2Xueh67reJ5Ho9FgNBrxzjvv0Ov1WF1dZXNzkziOWV1dpVAo8OGHH0r73p2dHd544w050Mc0TY6OjigUCkynUwCZBTidFdB1nWq1yr1792TmoV6vA39WClCugC8vKghQKBSKL4DZbMZgMGC5XGKaJvl8HtM0mU6n+L5PtVollUpRLpcplUpS7DebzZjNZkRRJFvxBoMBQRCQy+V48OABqVSKq1evsrq6KrMGt27dotfrUalUsCyLr371q4RhKKcFxnFMFEUySyCyAEEQyKyA53kMh0McxyGZTMqAwDRNaUYk3AkVLycqCFAoFIrnjAgAMpkM4/GYZDJJqVQinU7TbrfRNO2M/a+maViWxXK5ZGNjgyAI+MlPfsJwOKRarVKv11kul9LfP5VKSSFhoVDA931pElSv16UNcb/fxzAMkskkjx49wnEcoiiiWCzKLEC/32cymRBFEfP5nEQiQaFQoNlsEoahFACqUsCrgQoCFAqF4jng+74c+mMYBpZlkUqlmM/n1Go1dF0nmUwyHA4pFAqkUqkzr/c8j9lsJnfe7733HlEUkc1m8TyPKIqwLItGo0GlUuHSpUscHx/jOA7pdJrd3V3pOVAsFuWibhgGh4eHdDodVldXZWnAcRyGwyGPHj0il8thWRa5XO6MCdDpe1wsFqTTaZJJtYy8zKhvT6FQPHeEn/3rgO/7jMdj5vM59+7dYzweUy6X+drXvsbe3h6GYVAsFqUxjzAGGo/HcmgQnOgEEokEuVyOn//858RxLP0B6vU6jUaDyWRCpVKh0WjQ6/WYz+f0ej1KpZLUG1iWRTKZ5P79+4zHY9bX18lkMnKWAMBwOGS5XDKbzSgWi1y/fh3DMJ74OwZBgOu6sgVR8fKiggCFQvFccV2XdrtNs9n8xG73VUIs/rZty+l/pmly+fJl4jjm1q1btNttrly5wnQ6pVQqSXMeYfpTLBYpl8tyMc/n8xwfH/Po0SPgxK53sViwtrbGYrHg8PCQer1OPp/n7t271Go1Njc35SCiIAgYDAbS/39jY4PNzU3m8zmLxYJsNksikSCOYynuKxaLnxoAgCoFvEqoIEChUDxXRJ+767pfeBAQxzH9fl+mtZ8HnucxmUywbRtd1ykWixQKBVnrv3HjBrqu88d//Mcynd/r9aT//mKxII5j2RVg27bc9eu6TjqdplKpSJHfzZs3pVp/c3OT69evMx6PyefzFItFOQPg8PCQbrcrywlra2usr6+j6zqLxYJUKiVT+cJLQNd1CoXCU3/nxWKBYRivdFD3uqAsnhQKxXPF933gJIX8It7btm16vd4Z17vzGI/HtNttoii60LU9z6Pb7co6fLFYZGNjg3K5TCKRYDgcYpom2WwWXddJpVJsbW3JIT/JZJIHDx6wWCyYTqdks1k2NzflfWcyGTKZDOl0Gtu2Adjc3OTNN9+UAr/19XVs22Y0GlGv18nlchiGQTqdJpfLUa/XuXr1KnEck81mSSaTRFGE67pndvGe52HbtvQM+DREGUNlAV4NVBCgUCieKyIIEH9/kZxe+LvdLmEYnnteEARMJhOWyyXdbpc4jp94zTiO6fV6HB8fs1wuKZVKcvEXynlxvWq1CsDx8TGapvGNb3yDZDKJ67oy/X/t2jVc10XTNNmeJ8oDrusym80wTZNCoUCj0aDdbktdwHQ6lQN8NjY2WFtbYzwes1wucRyHer0unxc7fMdxpEugYDweP1MWAFQp4FVBBQEKheK58iKDANd10XWdRqNBGIZPXODH4zEAlUqF5XJJr9d7YiDgOI7cNW9sbEhDndP0+30AarUaYRjS6XQol8vkcjkKhYKc0JdOp7Esi3q9Tq1WYzQaMRwOz8wREGl34ef/6NEjSqUSrusSBAHL5RLDMLh06RK1Wo0gCNjb2yORSFAqlZhOp3IUsbh/XdcxTVN+RovFgmKxeCH/f1FKeJpuQPFyoIIAhULx3BADaODFlAM8z5PpcbErFgu0wPd95vM5+XyeQqEgR/MOBoNzrymCmfMWf8FgMMAwDHK5HJ1OB9/3WV9fB04G8ARBQK1Wo1gs8ujRI4IgoFKpcHh4iG3bJBIJLl++TKlUotPpMJvNsCxL6gyKxSKTyQTTNPE8j83NTdLpNKZpEkURg8GAYrEoVfzC0CeOYykIFIgswEVMf6IoUqWAVwwlDFQoFM8NsWCapinNbb4oi9k4jvE8Ty5u2WyWcrnMaDQilUpJc5zxeCwXVkB69ovF8bSJD5wo9IfDoZy2J3bqQmQnSgHCWvf4+JhsNkuhUGAwGNButwEol8sUCgXef/99dF3nvffeIwgCLl26RKPRkO2B8/kc27Zl1kAEKYlEgiAIyOfzNBoN+d4AhmFIwyBN08jlcsDJrj+KIpkVcF0Xx3HOlDI+DSFiVEHAq4MKAhQKxXNDBAGZTIblckkQBL+QIEBY3n7atXzfJ45j0um0PFYsFmUrn1jAbdumWCyeuVapVCKKIqbTKbquy4ABTnz1wzDEcRzm87k8rmkahmEwnU6ZTCZsb2/z0Ucfsbe3x87ODnfu3OHw8JDBYEC5XGY2mwHIgUGO4/Crv/qrJBIJfN8nCAI5VGg4HNJqtXjzzTdlQCVsg1dWVmRqfjgckkwm2drakveWy+XkAu84DpqmySBgPB6TSCQubP27WCyksFHxaqCCAIVC8dw4HQSMRiN83/+FLCCz2YzRaMTGxsYTAwEhCvx47bparRIEAf1+n0QiIdv6xGIsrlepVIii6BML5XQ6JZPJsLm5SRRFeJ4nffQ9z5OCvsFgwP3798nn82xsbNDv96VVcD6fJ5PJoOs6juPQbDbJZrOsr6/jOI4sIXQ6HcbjMaZpYlkWURSxWCx19lZ6AAAgAElEQVTkYlwoFOQuXxwX2oOjoyOiKDqzwC8WC0zTRNf1Z84CeJ4ntQOKVwelCVAoFM8N3/elt734+ReBGJsrdtNPOke05p1G0zRWVlaIoohHjx7JFj6h+D8tCKxWq2SzWQaDAbZt4/v+mZq4ENiJkbuVSoVUKkWlUsH3fVKpFG+88Qae51EsFllZWZHte5lMRp6TSqXkYp7JZLAsC8dxGI1GHB8fY5om3/jGN2TQ4HmebEW0LIs4jhkOh6RSKdnmV6lUKBQKMggSgYrIAoxGIzkX4CKI8ogKAl4tVBCgUCieG2KR0zSNVCr1VHFgq9Wi1Wo9sZVPIHb58/n8iSp+IQo8D13XMQwDTdNwHEfuisMwlGN14SRgqNfrmKZJv9+X7Xniz2mWyyX379/n+PgYwzDkrrnVatHv96lWq8xmM1KplDQBmk6n8h4ty5LXqlQq2LZNu90mjmO5669Wq5TLZarVqhwypOs64/GYIAjkcTgpA5zWMziOAyDnCYiZAhexc37WDgLFy4P6NhUKxXNDBAEAyWTyUzMBQsnuui7Hx8e4rnvueVEU4fs+hmEQBIFc3E4jRIFPCgJc18X3fS5fvkwURTx48AA4ETCKCXoCkTlIpVLcvn2b8XhMLpdjMBjg+z6O49But2m32xweHqJpGvl8nkQiQSaTIZvNks1mOTo64vj4WI7kDcOQIAhIp9Nyst9pxAjfarVKsVik2+1imialUok4jmX2QDgW5nI52fZ3HqddAp9VC/CsWQPFy4MKAhQKxXMhCAK5WAFPzQQsl0vgpLde0zTa7fa56f7TLXqJROKJ53xcFHgakdoWY3YHgwGe50kdwGQyOXO+rutks1npM9BoNPA8T84DmE6nzGYzPM+jWq1SqVSkp//m5ia7u7tyxz6dTplOpywWCxkEnM4CABwdHTGZTCiVSmSzWWq1GoPBgFQqJTMWYj6AGDT08S6G05xu7XvWLIDjOM90vuLlQgUBCoXiuSAW69OZgCiKnpjqXy6X6LpOLpej2WzKBW4wGJxJ+Z8W/OXzeRzH+URw8SRRIPxZW5xIbZ9uoVsul1iWxXQ6PXOfIjUv6v7vvfcetm0zHo/pdrvyd7Qsi2vXrpFIJIiiCMMw5JAegHq9TqFQwLZt7t+/L+cpnA4CbNtmf38fz/PY2NigVqvJz3Jvb4/FYiE/p9lsJqf5fVqa/nQp4LNkAZLJ5IXPV7xcqCBAoVA8Fz4eBDxNHLhcLmU6W9d1VlZWKBaLzGYzOp2OXJRFr7vjOHJh+ng24EmiQPhkans6nUpHwY8++ghN04jjWGYDHMeh3+8TRRGWZUlh3HQ6le5/2WwWy7LI5/Nks1m56CYSCZmNGI/HVCoVisUi6+vrLJdLbNtmOBzK0ofnefR6PSaTCclkknq9Tr1ep9vtEgSB/Oyy2azsuDBNUwYxT0L4CsRx/Ey7+sViged5lEollQV4RVEtggqF4rng+z66rstdsFiQzysJBEFAEARnas6aplEulzEMg36/T6vVYmVlBc/zZAueqLfP5/MzC9WT9AAiFV6pVNA0Tabkk8kkpmmyWCzodrskk0lmsxmGYcg0vCg9lMtlTNNkOBxSrVZJpVKMx2Nc15U7+jiOz/TjO44jRwALf4NisShb/w4PDwnDkDAMsW2b+XwuAwux269Wq2xvb0vHv+l0ShzHcj7BkxAeBNls9pl39cJY6WlBhuLlRWUCFArFc+G0KBBOdsWapp2bCRB6gPPG/VqWxdraGnDivjeZTGR5wPd96fAnBtsIUeB5egCRBTidQRD18kwmw+rqKnEco+s6x8fH3Lt3j2QyiWVZtFotLMuiVquRTqfZ3d0FThwGRfCQyWRkQCPMiMIwZDQaoWmavKflcik1CIVCAd/32d/fp9fr0e12abfbBEHARx99xOHhIY1GA8uy8DyPQqFAJpNhPp9TLBafOs5XZE40TcN13QtnAebzOb7vUy6Xn3qu4uXluQUBmqZ9XdO0H2ia9lNN097VNO3bj49rmqb9PU3T7mma9jNN07556jV/TdO0u4///LVTx7+ladr7j1/z9zSVl1IovvSIICAMQzmQ50kdAsvlkkQi8cQFzTAM1tbW0HWdbrfLeDwmjmPZ9y527uJ94zj+RCZAtAKKjIHv+zLdLUSCxWIRy7IwDIPxeMzh4SH5fJ6DgwOiKGJ9fR1d19F1nVqtJrMAqVRKmgYtFgu5yE4mE/b397lz5470GEilUkynU5bLJePxWAYy5XKZtbU1PM+TGQ4xXKhYLBKGIXt7e3Q6HR48eEAURRfq2Rf3s1wuSSaTF9rVx3HMeDyWmgbFq8vzzAT8d8B/Ecfx14H/7PHPAL8FXH3853eBvw+gaVoF+DvALwPfBv6OpmkiBP37wF8/9brffI73rVAoPidCAJhKpbBtG9u25QJ4XjnAcZxPbW+Dk0xCuVwmlUrJQUBCAJjP51kul/i+L+vrH88EjMfjM4ugUPSnUilqtRr9fl8GF51Oh+3tbSzL4p133mE2m0mjH0B6H9RqNWazGfP5nEqlIscRw4kQMgxDGXDEcUy73ebBgwf85Cc/kW19a2trsg1xf3+fo6Mj1tbWWF9fZ3V1lZ2dHW7cuMGNGzdYXV3F8zzm87nUD5wel3weYnSw7/sXzgLMZjOCIFBZgNeA5xkExIAo8BWB48eP/xLwj+MTfgCUNE1bA/5V4J/HcTyM43gE/HPgNx8/V4jj+AfxSQ7wHwP/+nO8b4VC8TkRC71oaYOTOv15mQDf9wnD8KlBgDg3m81KIZ+Y9JfL5dA0Tbbp6bp+pu9+sVicyQJEUUS/3ycIAjltT7TCCXvj1dVVyuUyw+GQ+Xwue/lFqh9OAg2hFRDzB/r9vhTgDYdDmSmoVquEYchsNpPivFQqxZ07dxgMBmiaxp07d9B1nd3dXbLZrLw/Yba0ublJsVhkd3eX1dVVlsslx8fH9Hq9czMswiVQODdeNAsgJhSeV55RvFo8T2HgfwR8T9O0/56TYOM7j4+vAwenzjt8fOzTjh+ec1yhUHxJEQtSMpmUO2Pf9zFNkziOz0wTFM9fJAjwPI8oiqjVaui6LpX16XRaCgQTicQnSgEiCyCEe9PplOFwyOrqKvl8nna7LQWIYRjSaDQ4ODigUCiwubkpWxVPux8ChGEozX7m8zmZTIbxeMxoNKJarcp5BP1+n263K++tVCqxtbUlhwMZhsHh4SG5XI5arQac7OBFG6QgnU6zvr5OMplE0zQKhQKTyYTpdIpt2+RyuTM6gcViIcsAF1X4i/bIlZWVp56rePn5XEGApmn/Alg956m/BfzLwH8cx/H/rWna7wD/EPiNz/N+F7if3+WkxMDW1tbzfCuFQvEpiCBAGAbpuo7neXIn6vv+mSDg0/QApxH1bdM0qdfrDIdDer0e6+vrFAoF5vM5s9mMZrN55jWe50kTIoD9/X2SySTNZpPhcIimadKHX9d1lssl0+mU1dVVgiCQ7n79fl8GMpZlyQxDMpnk+PhYOvIJM590Ok2/35cdBdVqlYcPH0rXQLGDr1QqOI7D1tYWpmlKIaFwKjzN6Z91XZcjiYUJ0Xw+J5fLUSqVZFfCysrKJwyJzkMYJWWzWTUp8DXhcwUBcRw/cVHXNO0fA//h4x//L+AfPH58BGyeOnXj8bEj4Nc/dvz/e3x845zzz7uf3wN+D+Dtt98+31BcoVA8d4Qo0HVdacYzm81kil5kBeCsP8CnIVL2qVRKTsITi+doNJJtfyJ1L/h4m1u322U2m3H58mVpU1yr1ZhMJlSrVbrdrqzxizS6MCVKJpMcHh7K4EAsukKv4Hkem5ubLJdLDg8P0XWdQqFAo9EglUrJyYGXL19md3eXo6Mj2QbZ6/Xk7rvb7QLIrMDTEO8vMgOz2YzZbEar1ZKZh4tkAYRl8unRyYpXm+epCTgG/qXHj/8CcPfx438G/NXHXQK/AkziOG4B3wP+oqZp5ceCwL8IfO/xc1NN037lcVfAXwX+6XO8b4VC8TkRi6fjODJdLtr6NE2TmgGhB7hI7Vn4A5imiWEYMhgwTVOq7Q3DOFMbdxwH3/flohYEgZwcWKvVGI1GUonveR6O48hMQ7VaZTKZyFa+0/V527Y5OjqS/fvr6+tsbW1RKBTo9/u4rsvBwQFxHHPp0iUSiYQsjSyXS6rVKovFAsMw2NjYkLbEYiKh53ksl8tn9uoX9sHimt1uVwoznzSLQSCGJ4nuCMXrwfPUBPx14O9qmpYEljxO0wP/D/CvAfeABfDvAMRxPNQ07b8CfvT4vP8yjuPh48f/HvC/Ahng/338R6FQfEkRmQAxr14sKh8XBwrR4EX1AK7ryoVRpMVzuRy2bdPv9+WEPsdxpP1vIpEgm80Sx7EcTHT9+nUpxqtWq3iex+HhIb7vc+3aNeBkUfR9nyAIaDabJBIJhsOhrOeLVH4+n5diw3Q6zf7+PkEQsLOzw+XLl+n3+9KMSLgQFotF2ecvgg8hPBRmQplMRpr8PA0xfEl8Rp7nsVgsqNVqbG9v47ourVaLdDpNsVg895rCf0FlAV4vnlsQEMfx94FvnXM8Bv7GE17zj4B/dM7xd4Gbv+h7VChedjqdDul0+kv1D7fQAYjdfiaTOWMZnEqlZBAgRGsfn6B3HrZtn3HhE26EYRhSq9Vot9uMx2PK5TK2bcsUvkiFj8djBoMBlUoFXddxXZd6vY6u67RaLdrtNltbW4RhKJ36wjBE13W5YLdaLUzTpFarMR6PpSYgkUgwGo3k4zAMeeONNyiVSrz//vu4rks2m6XX61EoFKStcbFYpN1uy2xIHMfYtk02m6VcLjMejz+xYIdhKM2GxIIvph4K0aIQKm5ubrK+fqKjns1mTKdTOeugUCjIroogCJjNZuTz+QtpMxSvDso2WKF4SQnDULa1WZb1qf94C1c8QNaGNU078/j0sYssyk/itCjwtFJfZABEmQCQk+0ugujpP501EL4DpmlSKBQ4PDxkc3OTOI5ptVry91ksFgyHJ4lFMY/AsixM06TT6XB8fEw+n+fGjRtSaW/bNkEQyCmDpVKJvb096cFvmia2bcvxwIZhSEMh27bluONKpSJdANvtNm+88Ya8rvj+xO5f0zTpmdBsNuW0QfEZeZ5Hq9WStsRi+JAQIaZSKaIootVqkc/nWV1dld9toVCQ7oaTyYTBYMB4PKZQKEivgYuYDyleLVQQoFC8pIhFXbi71ev1J547HA7pdrsXXnBrtdpn9osXQUAYhmeuYRiGtL2N45jFYkEURRcqBQhP/dNZBTgJAoRdsGVZsu6ezWZptVpyBK8IIMSCl0gkyOVytFotaWqUSqXo9XrSG0D4CFy6dIkHDx5ILUI6nabb7RJFEa7r0m632dzclLa+lUpFjjkWExA3Njbo9/tMp1MmkwmVSoV8Ps/x8THT6ZRyuSwzDWEYUiqVKJfLOI4jswFxHNPr9eRwJcMwPiH2i6KIbrdLGIasrq5+IjDUNA3LsrAsi+VyyWQyYTQaASdBwucJ/hQvJ+obVyheUsTo3UKhIHd0T2rr6vf7zGYzdnZ20HVdivTO+3swGLBcLj9XEHB6KI9AaATEQjOfz4Fn0wM0Go0zx0U7XhRFcgEWqXnbtkmn00RRhG3b1Go1mZ0wTZNut4uu6zQaDX7+858zGo1Ip9Ny1y92y5lMhuFwyGg0Qtd1TNPk+PhY7tzL5bJ8D2E7nEgkSCQSzOdzORgpDEMqlQrJZJLFYsHx8THtdpt8Pi/HBdu2LYcLaZpGsVik3++zWCxYLBbSxOi871kECa7rnnE3fBJCVCn0A88qQlS8GqgBQgrFS8pyuZRCLyFa+7Rzxc4xnU7LBSCTyZDJZM541afT6ada0X4aQvEPZwcCiQ4BEXDM53PZV/805vM5URR9YqE6rTXwPA/TNCmXy/R6Pfb29jg8PJTpciF8E4utYRg0m03a7TadTod8Ps/m5qYMFprNJpcvX6bX6xGGobQVTqfTUhC4urpKsVhkOBzi+z6NRkPehwhIAJkVsCyL7e1tKpUKf/qnfyoNiyzLklbA4juBP8tuHB8fS13Ck4KmwWCA4zhUq9Vn8vsXLYS6rpaD1xH1rSsULyFCuW6aptyNuq6LbdufOFfYxop0/NMQbXZisX5WRCbAMAy5CMKfLdiinj2fzy+UBYATPYBQ+cNJZkD0/5/+eTab0e12abVasu6+sbGBZVm0223ZLZDP52k0GgwGAw4PD9E0jUqlQhzHNBoN4jjGdV3eeustKSQ0TZOVlRV2d3f5xje+wcrKCq7r4vu+tA8W6XnhB1Cv1ykUCtJ8qFQqUa1WZUakXq8zm82kZuF0qyAgPRY6nY4sE5zHeDyW45QvOiZYoQAVBCgULyUft9rN5XIYhsFoNPrE4i1GyYpJd08jnU7LcbzPShRF+L5PFEWf6P0/vWsX6ftnCQKy2azMGozHY8bjMbPZjOFwyMOHD2m32/K6jUaDr371q6TTaWzbZj6fM51OieOYer1OuVym0+mwWCykdkE46tm2LUV0QjG/XC5lav+0W2C/30fXdba3twmCQLofnm6J1DSN0WiE4zg0m00cx6HVarG7u8vNmzdJJBJ0Oh0ZFAl1PyC1E8lkUloWf5z5fM54PJYugQrFs6CCgAsg/mFRKL4sCD3AaVMXYWgznU7PnCtayJ4lEyBe96yIKX7JZFIGAUEQyJ2sCESEDe9FgoAoipjP53KHG4ahVPQfHh7KVsR6vc7m5iaLxYJms8nVq1exbZvvf//73L9/n2azSalUIp1O02q18DyPYrEoyypCMCcU+ZcuXaJQKEjbYF3XCYKA4+NjwjCU12g2m/K1nU7nzO8kHA4PDw9lyeXg4IBcLsf29rYckZxMJmWGIp1Oy8V+PB7jeR7b29tEUSRFkKev3+/3yWQyVKvVZ/6+FAoVBFwA0QZ03ghUheJFIBau0ztDUeOfTCayJi/OFQNnLpLmFwvS0xzmzkMEAalUSgrTFosFjuMwnU6lR4AYsXu6XPAk5vM5cRyTz+eJ45i9vT056MeyLC5duoRpmnJxn81mZDIZ2ed/+/ZtgiDg5s2bclKfGBIkpvqJEcVCoDeZTLAsSyr9xWjkcrnM0dERt27dkq8Tor9yuSwzNOJzF2N8W60WpVKJ2WwmXQRPayE0TWN9fZ1EIiE/N8dxmEwm5PN5VlZWSCaTjMdj+RrXdel2uxiGQb1ev5AtsELxcVQQcAHE/6wqCFB8GTitB/g4lUqFKIrkYhHHsdyNijT/eSNnP85FswYfx/d92VkgFiURTIi6vud5UqNwkf+nRGYjk8nQarXodrtyKp7v+2iaRr/f5/DwkNu3b8t0fKFQYGdnh0ajwZUrVxiNRnQ6HWzbZnV1FdM0abVacrpgJpORwsnT2T9N01hbWzuzOL///vsy2BDk83kSiQTL5VJ2WSSTSXq9nhTsiUFGp/vxJ5MJQRDIbgzTNKUQMZVKyZkIpVJJKvmDIJBTCRuNhhL1KT4zqkXwAohapgoCFF8GPm30biqVkrVs0Y8vRHqZTIblcikX4E/jtJr+WXaY4t5Oq9Nd15VBhXC6i+NYquyf1h0gds/D4VBmNUSafn9/n+l0Kl33CoUC3/rWt+Qi2263WVtbo16vS02AYRgsl0s0TaPb7ZLJZDBNk2w2K017CoUCo9EIwzBYLBaYpsnVq1dxXVd+hslkkvl8Ln0JhDFQGIYcHx/j+z4rKyv80R/9EVEUSXfCcrksF+0gCGTWQZBOp+n1ekRRRKPRkJ+/ZVlSCyG6LFZXVy+UTVEonoQKHy/A6VSqQvGiOU8PcBrR7iVsbIUeQHQSXFQcCM+uCxCTAsUOWdT+c7mcDEJEZiCdTj81sD7t959MJslmszKoEe56YkHNZDJcu3ZNBgDCRCmbzdLtdllbW5NufY8ePZKDfoTWwHEcOp0OcRzTbDYJgkAGHmJHLroEstmsFCuKoUAPHz6U1zk8PCSXyzGZTNjb2+Py5cvS0e+0el+MMa5UKrKNczab4TgOlUrlzHd8OhsQBIGcTKhQfB5UEHABOp0O3/ve987U+xSKF8V5eoDTCLMZYQ8bx7H0579oh8BnFQfOZjOpcAfOLPjFYlEGJ+J+Pi2wjqKI/f19hsMhKysrNBoNer2e9DUolUrs7OxIIV8mkznjmjidTnFdV/bdFwoFVlZWaDabjMdj3n33XRaLhVTXi9G7uq5TKpWkoZAIAubzOdlslkwmI8sJtm0TRZEcIOT7Pu12W77u3XffJZlMcu3aNYIgoFwuy+9NGACJz0WMXRaBy3mtfpZlSY3A08yAFIqLoIKAC/C3//bf5m/+zb/Jn/zJn7zoW1G85nyaHuA0wgJW1M8BmT24yML+WcSBp/UAApH+b7VaDAYDbNs+Y9X7pCDA8zyOj48ZDocUi0W2t7cZDofYtk2z2ZQtiKVSiaOjI2zbplQqnUmrDwYDfN+nWq1K0Z7v+1iWhW3b/OxnP5M78WazSa1Wk6OE4URfMZlMmM/nzGYz6c4ozt/c3CSdTssdu8gWilHEf/zHf8zR0RHNZlNaDov7E+WN01bGQqSYSCSo1Wrnfi5i6uFFRi8rFBdBBQEXYH19nSiKePfdd1/0rShecz5ND3AakTpeLBayd13TNAzDIAzDM90DT+JZxYG2bRPH8RlXP9d1CYJADrsR7X6Hh4d0Oh1arRaTyUQO0YGTboBWqwUgF/p0Os2jR4+kE18YhqTTaXRdZ7lcyk4BsYDHcSwzDiIrsbe3x9HREePxGNM0KZVK0mq5VqvJwUDiGuKz6nQ6ckxwMplkc3OTVCpFs9lksVhIxz0xbrhUKsk5AKPRSIr4XNel1+sxHA45ODhgOp1iWZZc/EejEYlEQmoHFIovAiUMvABvvfUWcPKPSBiGSoijeGE8TQ9wGjHZbj6fyx7y02n+p+0m0+m0FKFdRBwoVPwijS0Mh8SuXQy9OTw8xDAM8vk8g8FA7sYBmR0Q43oHgwGmaTKZTHAch6tXr8rAROyec7kcvV7vTHpctCWapsl0OiWZTEqTH+HHv7W1JTUJg8EAXdfPlFniOGY6ncophLquU6lUyGQyciRwOp2WgZlw9FtZWeHWrVvoui5T94VCgUwmI8WRrVaLTCbDeDyWWZJcLketVlNpfsUXigoCLsDOzg6apkljEhUEKF4UT9MDnEaY4QwGAwaDgeyDF889LQg4HTBcZGGazWZS/CZe57ruGbvf5XJJs9mU9fVkMkmz2SQMQ1zXxXVdLMuSY3Y9zyOfz7O/vy8tdXu9HoPBgMlkItvtbNs+080wGo3kaw3DYGtri263SyqVwrZtlssla2tr7O3tsbKywtHRkVTjCx+D4+Njlssl1WpVmhWJLEez2WQymVAsFnFdl+PjYxqNBuVymX6/T7vd5vLly5imydbWFpcuXZKf5+nBRWEYcnh4SK1WY21tTY3yVXzhqCDgAmxtbWEYBsPhUP5Dp1B80Qg9wEWn+4kFdbFY0Ov1pKgskUhc2CtAXOdp/80LN7vTYjbRTid68IUff6PRkKLFTCZDGIZSvCd89MXu+ODggHw+z3Q6ZXNzk8FgQK/XkwJBYYdcr9fp9/v4vk8qlWI0Gp1prctms6TTaRzHkf8Pi2l/o9GISqWC4zhSw9Butzk6OiKVSlEqlZhOp59I0S8WC9lW2Ov12NrawnVd7t27h2mabGxssFgszqj8HceRxzKZDO12G8uyaDabaoyv4oWgCk8XQNQVZ7MZvV7vRd+O4jXlonoAgejPz+VyhGHIdDqV0/OeRRx4kXOF6O48UaBlWURRhOu6xHFMsVgkl8vJnb4ISKIo4u7du/R6PXRdJwxDTNMkkUiwsbHBtWvXWF9fJ5/Pk0wmyeVyUmxYq9WkgE849QmvfSHGE+l3MXZZnDsajYiiiGw2i23bdLtd3nvvPTkXwDAMdnd3ZZAg7tV1XbLZLPP5XLY/3r17F9/3pYvh9va2LMUIAyEhBhyPx7iuS7VaVQGA4oWhgoALkE6nKRQKuK7L4eHhi74dxUvK6TG6n4Vn0QNEUUQQBGdq4R+37r3IvVw0YBCiwNNBgG3bcjd+dHTEaDQCkON+xXAcUZe3bZvFYkEqlSKXy5FKpUilUliWxfr6uhyOc+fOHdlLr+s6tVoNy7IYDAa0Wi3m8zmO40gLXlGKEJmG8XjMdDrlT//0T0kkEjJIWl1dJZ/PSzOjwWAgpw5WKhWSyaT8HQaDgXQVFHMG7t69y2g0YmNjQ6b1T5dchDNgpVLBdV0mk8mZwUUKxYtABQEXQKQEwzDk/v37UsWsUDwLg8GAbrf7mV//LHoA0dqXTCalIU6xWDwzCe8iJYF0Oi0XxY+zWCwYj8cyy5BOp2WAEgQB8/lcGgLN53OOj48xDEMK8MS1HccBToblCDOeo6MjudDm83m5i3/nnXc4ODig0Whg2za9Xo/d3V02NzcxDIOf//zn7O3tydS99f+z9yYhkuT5mthnvpubufm+hXvsGblVdVU33fWapk9PCGmEDk8gDcycBDOgg6STQOgJdJ2DTkIHCTFICN1Gg0BoBFqQQCDot6jn1atXS2ZkZKy+7+7m5ru5u+kQ9f3KIzIyMzK761XWa/sg6erISA93cw/7/5Zv0TSEQiHMZjMMBgOcn5+jUqmgWq0iEAjgs88+w8cffyxFB90UFUWBqqrY29vDbDZDu93GarXCeDxGo9FAqVRCvV7H2dkZgO9CmhgS5PF4RCrI60FnwEAggHa7Db/f74b+uPjB4RYB94DX60Umk4HjOCiVSnLTcuHiXbA5Tn5X3NcfgGARQK0/w3Dm8/kNdv3b8CbToF6vh8FggMvLS7TbbQQCgRsmQbPZDKqqotvt4vT0VEb99Xr9Rhper9eD4zgwTROhUAiZTAaWZeHy8hLA9YRgMBigUqmgUqlga2sLn332mfAdVqsVkskkjo6OMBwOcXp6KhbBqqqiUk5itKgAACAASURBVKnIjp+Tht3dXRwcHEjXrigKLi8voes6EokEarUadF1HsVhENpuVzr7b7eLLL7+UAKR2u41yuYx6vY5Hjx7B5/NhvV7La2fB1uv1AECIg7QRdkN/XPzQcIuAe6JQKEBRFNRqNRkJunBxXziOg3a7jVardS+N/m28Kx9gsVjA7/cLGU/TNOi6LpLB+8ZjkxB42zRoOp3ecMDr9/swTVPWApPJRKx+O52OHI6bBDnu59mdDwYD0frX63U0Gg0Mh0Mx2VEUBYZh4OOPP8ZkMkE8Hhd5oOM4SKVSCIfDWCwWGI/H6HQ66Ha7AIBoNArbthGNRrGzswPHcRAOh+H3++H1eqFpGs7Pz0UGzKkA/Q3y+TwKhQKi0aiM9WnIBFzLIieTCWzblrUGVwEkA9K34S5LYBcufii4bJR7YmdnRyw9O50OisXiD/2UXPyIsFgsRNdu2/Y7y0zfhQ8AQOxyJ5OJcAL4x7Kse2cIeL3eO8mBo9FIHPRIbgsEAmK/2+12EQgEMJ/PMZlMkE6nJWY4lUohmUzC4/HAtm2cnZ3h7OwMvV4Pqqri9PQUk8lEnPGKxaLI+qLRqETy6rqOTCYjXIdIJCISXqoVxuMx8vm8TB8ODg7g9/tRr9exv78P4Hqt0Wg0cHV1JXp+v9+PcrmMZDIpFsyBQADhcBhHR0fw+XywLAu2bePx48d48OABzs7OxMEQALa3t284AwaDQTSbzddaArtw8UPALQLuiVwuB5/Ph16vJxpkt5J3cV8w9AWAmNi8C96FD7BcLsVRr9vtQlEU2VNHo1H5/N43EIuHOcEDlil60+kU4XBYTHH6/T7K5TK8Xi8mk4nkBnA3X6/Xkc/nEQqFEI1GRbaXzWaRTqfR6/WQy+WwXq+xWq1kTB8OhxEKhbBcLmWqkEwmMZvNxGxnvV7DsiwAwK9//WtZLVBBYBiGdObBYBD1el2CgwqFAo6OjuR3fDabodFoIBgMotPpYDgcYjgcIp1OYzQaYbFYQNd17O/vw7ZtxONx5HI5LJdL1Go1XF5ewjAM2LYtEsY3WQK7cPFDwF0H3APtdhumaSIYDGI0GmE4HLq8ABfvBH5eFEXBeDx+p3/7rnwAdu0c/QeDQZk86LqOUCgkdsL3WU0w8peEWI78edgtFguR0fJgpxFQqVTCcDhEs9lENBoVPX6z2QQAiRTm2D8QCMBxHEk8pKphsViIWRB9C2iNzFyAZrMJy7IwGo2g6zpyuRzy+TwMw0AikUAoFJJCpNvtwrIsIUnquo6f/vSnePToETKZDNLpNMLhMBzHQTKZRD6fF7Mlvg5a/DK6WdM0+Z7Dw0M4jiN2xlRBuJbALj40uJ/Ge4AyIr/fj9lsBtM0pdtw4eI+GI/HInl71wLyffwBuMueTqc3JGiqqsrYfDKZvBc5cDQaCQGQvw+bpMDBYIBAICC2uh6PR+K4VVUV3wDTNLFYLKAoCpbLJSzLEs6E4zgYjUZIpVIS5OP3+2UiwdAdFjU+nw9XV1cYj8cIBoPIZDIyeeFun9HDlPkahiGSxk2XwkAggO3tbcTjcUwmE1SrVTE22t/fRzabRSAQgNfrxdbWFizLEv8DBhBtb28jHA4jGo1CVVWMx2PE43HXaMzFBwd3HXAP6LoOXdfFJ7zT6cCyLKzXa7eq/0DALPYP9f3giNnj8bzzc3wfPkAgEIBt21gul6KTJ6LRKFqtFizLuneGAADpxufzOXRdx3A4hGma8no2iwCS8wKBAB4/fixjeY/Hg+VyiUwmg8FggEajIemDlUoFrVYL0WhUPA4ymQz6/b7YAtOPn4S8QCCA5XKJi4sLjEYjKTCYCFgqlbBarcRIiBOB3d1dUSTQeIgZBTRJYnDYdDrFb3/7W3z66aeSp2BZFuLxOMLhMDqdjpAMB4OBRDnP53MMBgMAkAmJCxcfGj7MO+YHBnqJB4NBsQilBMrFD4/RaIRGo4FyuSyM8vvuu9+E38XYh5hOp6hWq6jX60IOY5LdffEufAAAwlfZTNfbBItaEurehk1y4Gg0gqIo8Hg8qFQq6Ha74gNANcJwOBS1QD6fx/b2tozPaVLESN9SqYTj42PYti1Kgi+++AKXl5fY3t4GcP0+MErYsiwYhiG/e4qiYDgcwrIsJJNJ8R7wer2ixiAHwDAMpNNpkUvStyAcDsPr9SIQCGA6nUJVVVm/RKNRZDIZKf43Cx9+33q9lgOe/x64jiIGriOc0+n0/d5sFy7+luEWAfeAoiiy51yv1xiPxxiPxy4v4AMB3eEMw8B6vUav10O1WkWlUkGv18N0On3nA304HKJSqbx3IUACXLPZxGw2g67r2Nvbw+7uLrxeL5rNJprN5lt38m/jA9we6fNQCgaDQt67PUGg+RUNbO4DTsHG4zFUVUWv10On05HHuLq6EuVMp9NBv99HMplENpuFx+NBqVSCqqqYz+dotVp4+fIl1uu1yBaZAUC+AlcMvV4PoVAIkUhEZI0+n0+KF5ruGIYhUxZmJcRiMZEAUhrIdQIdFcknIFeAfATKBBkvfHh4CNu28fz5cwyHQ4RCIQQCAckhCAaDmM/nkpgIXBs1ZbNZ5HI5N3TMxQcLtwi4BzguZAgKd5nvSvBycX3zZTrb7wu8icfjcWxtbaFYLCKZTEreQ7PZRKlUkhH4fRwf2UXfZ2e+ifl8jkajgUajgeVyiWQyiUwmI/a3hmEgFoshHA5jNpuJgc2bngdwNx+AOfU0ouHPB+4mBW6CLnw0rnkbeODZtg1VVVGr1bBer6FpGvL5PHw+H+r1Or744gv8zd/8DQKBAIrFonTXdAzsdrsYjUZiwEVDnUqlgqurK6iqiq2tLeTzeZRKJdRqNWiaJrv+VCqF8/NzjMdjkVqmUimEQiE0Gg3M53PxLsjn81gsFrLPD4VCGI1GQixMJpMYj8cy5WOHz+vF6zKZTPDw4UPoui5coPV6LYUEpwB8HzfXK6FQSNYkLlx8iHA5AfcAOw2ODZmxTnMQ95f8/iDTu9/vI5/P/86PR+395o3X5/MhEokgEonAcRzMZjMxaeF7xlHtmx4X+G4Uf5/n0e/3ZSqRSCQQiUSgKAo6nY6417Er93q9yOVyMrKmU91tvsCb+AD0wCeBzufzyd6ezHQG8EynU8znc/Hf1zQN0WgU9Xodw+FQvv46BAIBjMdj+Hw+MfpZrVZC+tvZ2YHX65U430wmI5MCJgOyI18ul+j1euLFT1MhXdfx5MkTked5PB4sFgv0ej30ej2JBP7666+xXq+RTCZxcHCAer2Odrst8cRPnjyBZVmo1+vwer2iXFgul2JFvLW1hel0in6/D8dxxAAsmUwKoZCugKFQSN4XXdeRTqelAPD7/cK5oPTzQ+WluHBxF9xP6z2gKAp0XYdhGCLx4hjWXQm8G3i95vP57+XavY05T0Z6MpmUzvRtfAHe4Dcf/03odDqo1WrShRYKBfmsABCrWkrgeJDSiY6e/vV6/RVnvtfxAZbLJYbDIRaLBQaDAS4uLrBarYQUyEmG3+/HcDjEy5cv8fXXX+Pi4gL1eh29Xk9IbvV6/a3TAJ/Ph9lsBkVRJLlP13UhGaqqimq1iuFwiAcPHuDjjz9GLBaD4zioVCpyGNOdz+v1QlEUJBIJ6LqOeDyOhw8fyv8PhUJQVRXZbBaz2QyXl5eiIqD/gWVZ+Oabb1Aul6GqKsLhMJLJJBKJBKLRKEqlkuz8w+Ew+v2+xAYzyrderwthM5fLQdd1WanQ9c8wDDSbTXk+tm3L6olTgOVyeS+SpQsXHxrcIuCeUFUV0WgUHo9HdqOr1cotAt4R3M97PJ53Ise96fH8fv+9o1h9Pp8c8K8DpwCUpL2JF0CyXCQSER/6253gdDqVbpTJdhwdK4oiJjOO46Ber8t1eRMfwDRNTKdTxGIxJJNJ4UEwyGc6nQo/YjAYwLZtkespiiKd9nw+x/Pnz3F5eYlSqYRqtYrT09NXPtdM7BuPxxgOh5jNZkilUojFYqKWAa6nE9lsVmyKebj+7Gc/w97eHuLxOA4PDxGNRmFZFubzuXTwu7u74tNv2zZisZj4CvA9uLq6EqIjHTw3bXjpT0AToclkgmKxCE3TUKlUEAwG5VqPx2M0m00EAgFsbW3JxIeqitFoJI/LaU2hUMBqtRIrZD4XXq/bSgwXLj50uEXAPREIBBCNRuHz+WDbNlqtFhzHeS/S2R8qbNvGYDCQsfLvOg3gqP9d3Pc4Fn4TWARsktFeB04VIpHInWNghslsFirMnt/83IRCIWxtbUHTNPT7fZyfn0uhcPv1UfJGhnqxWJTDst1uw7IsOfxXqxV8Ph/S6TRSqZSY6BSLRTx69AgPHjyAz+dDMBiEz+dDq9VCo9HA6enpjekA2f/T6VQK4L29PYTDYQyHQ3lPF4sF0uk05vM5VqsVTNOUAzaRSGC1WsHr9SIcDqNcLss0bdNgaDabSdpeMpmEZVk3SIOVSgWZTAaFQgEHBwfweDwol8viTEifAU3TpEOv1Wpi1uP3+8VYSNM0ZDKZG7wJ27alqEmn05jNZpI7wPsAgFemPSz0XLj4McEtAu4Jdhc+n09ubuykXKng/UC3xVAoJIfO7zINYJf+LiPY2Wz2Vqc8SszY5b3p/WUR8Lqbv23bsG37RoeoquoNG2GCUjK/349arYaXL19CUZRX+ACmaYptbjgclgMzGAwiHA7j6uoKJycnopjweDxIJBJCRiQURcHW1hbW6zVGo5HY2xaLRZimiXa7DeD6OtNwZ7FYiJbfMAwMBgMZ+7fbbRnlc99Ok55GoyEH5Xg8RiQSwWAwkFF8sVjEarXCZDLBaDRCPp+H1+tFv9+X4oDWv/RcGI/HKJfLWK/XaDabUoiYpikd/mq1wtXVFfr9PiKRiCgOGKqUzWZvFGMMXOK6g5+TSCQi73UsFkMmkxH/fxaj7hTAxY8RbhFwTzD7m51kp9OBoiiwbdtdCdwT9XodPp9P/N9pqPK+1+9dnfRs25bD7U3FB3X2Xq/3hkvd6x6Tbniv+/vlcnmjUNE0TQ6OuzCbzdDr9dBoNIRoR6xWKwkAYkfNiQAz71kMANcSulAoJIczPS+IaDSK2WyG09NT+Hw+bG1tYWtrS/bgo9HoRj7AarVCt9tFLBbDYDCAoih4+PAh+v0+6vU6Dg4OYNs2ut0u5vM5lsslPB4PNE0Tv/3pdCoSwG63K0z95XKJdrstjnuKoqDZbMLv90vcb6lUkv8/n8/R7XbRbrdRq9XQ6XTw/PlznJ+fo1wuy/UiF2AymUiwEYuMeDyO5XIpBzy5Fo7jIB6Po9frQdd1RCKRG94E4XBY3nNOdVw+gIsfI9wi4J7gJIA3QsuyhCjlFgFvx3Q6Ra/XQzqdRigUEsvXN00DTNN842E9nU5lz30f0A0uGAyi0Wjc+diO49wIh6J+/HV4mzrkLvUCD+i7JKbT6VRWTey+G42GHNwsCjb5BcD1YVepVMSN78mTJ7JvX61WohQAvpMRsijy+/3i008lAm13qfm3bRu6rqPVasE0TcRiMTHdMQwDpmliNpthe3sbo9EI5XIZ4/EYmqYhl8shnU4jHo8DuHZPvLq6klE/lRqO46DT6SAajSIYDIp1MHkRwWBQwoR++ctfIpVKYX9/H3t7e9jf38cvf/lLJBIJdDodmKaJdDqNTCaDo6Mj2LaNq6srrNdrKTDoE8Drzv8lR4FBTKlUCqqqvvb3fDKZiIrAhYsfG9wi4J7w+/3iFQBcj7b5y89uz8XdcBwHtVoNXq8X2WwWfr9f9rZvmgZYliWj79tYr9cSl3sfLJdL8W+nrpzmNpudNvf/PFxDodAbeQFvKwLuMuyhdv+u19xsNtHr9eQA3Nragm3booHnHpt2wKvVCs1mUxQIiURCpgR+vx/b29sS9EPJ22w2E92+z+fD3t4eQqGQyOSA6/F3NBqFaZq4vLyUycjFxQX8fj8ODg6QSqWwWq3EWpe8iE6ng1arhVAohIODAzkco9EoUqkU+v0+SqWSBPr4fD6ZjIzHY5Ercp8/HA5lRJ9MJrG1tSWZAzys0+k0fvazn+GP//iPRf8/mUxgWRbOz8+hqqr4EnS7XeFbRCKRG3kO3W4Xq9UK4XAY0+lU7MLpDnjX7zldAu/r6OjCxYcEtwi4JxRFgWEYorvmiJRsc3ca8HpQyx6LxW7cLNld3jUNWK1WkvB2V8f8rqsAjnhJ7mQu/Wg0QrPZlEJjM4EP+K4YuGsawOf3piJgUxnA13RbIbD5eDxwaY3rOA5yuRxWqxVevnwpUwrHcRAOh9FoNDCbzRCJRLC1tSWEvPF4DK/Xi93dXeTzeXg8Htnxc3QeDAZRLBaRTqcRCARgmqa43oXDYYkQpu/+y5cvMZvNcHR0JON78gkWiwVyuRxarRZarRbi8biYI22CQVwM8tnd3ZXCpNPpwLZtJJNJeR/4fXzNT548QTqdlnWDx+OBaZoSzqMoCvb29pBOp8XpMxQKIZvN4vDwEJlMBuPxGJeXlwCuJ3wkapK4Gg6HMZlMEAgEZFLAYvP27zm5He4qwMWPFW4R8A6gYZDf78dkMpFIVVcqCDlMb2O5XGIwGMDj8SAWi2E+n0vnynE3pwGbBy1H1q+L3mVa232MfJgxz4KDhVssFkMqlRKXP3aeNMABIN9/VxHwNlIgO2SmB7bbbbEyvqsIoKPe3t4ekskkFEWR781kMhiNRmJZ7fF4REKYSqUQDAZlQtBqtbBerxGPx8WfQNd1VCoVXFxcCEkum83C6/UKZ4AmQMxg8Hq96HQ68Hg8GA6HKJVKKBQKyGazWK/XsG0b4/EYo9EIoVAIjuPIDn9/fx/Aq/kLjOROpVIYDAZIpVISwkOLYFVVxZWTHIFkMimTpEwmI+8PXR3pzb8p1+Tkg6+fKyhN09BsNlEul3F1dQXTNFGv13F+fi7BRfP5HOl0WlQDXL/c/hy40kAXP3a4RcA7gExsRVGEIEXXtNuSrz800JHvthFPr9cTP3WavPAmy+/VdV2cGInNyNjZbPbKGJbSwPuMYDkFYFe66RWg67rsv+v1Okaj0Sts/NfxAu6jDFgulzKtoFSQITSmacrzWK/XePHiBTRNw/b2NgKBABKJBJrNpozKk8kkIpEIrq6u4PF4RDqnaRoWiwU0TZM9fzgclqkVANnZU52xSWwLBAJib1sqlcQsqVQq4cWLFwgGg/D7/RiPxxLAs1gsxJKXKo3hcIhEIoFUKgW/3w9VVW9EbvN3hgVYIpEQUiWDnxhzXKvV0G63xX643+9L3K/H40E2m0UqlRJiIXkFLAKoBIjH41iv12i1Wmg2m+j3+0IO5JqKCZR0mqTdMqcAxF28AEYPu9kALn6scIuAdwCDTBh4Uq/XAVx3q9xR/6GC49vNa0CbXsoByRandIuHqKIoiMViIt/j4wQCAZFhbU4DyOa+zwjWcRxYlnXDspcKDxZtqqoil8tBURTZnW/idbwA27ZveM3fBpn4m4dHKpVCPp+HruuyGydpbTAY4OHDh2Lsw+7fNE0Mh0NJtKMVsWmaUtjM53P4/X6MRiMA18UNAAnAaTabCIfDyGazovUnKC8MBAJoNptySDNAiQmCAGQSRvIfO3iPxwPDMJDJZKBpmhgZDYdDWbUMBgMZu0ciEbkOiUQCl5eXkhB4dnYmh/7e3h6Aa1fGzQkA3QcHg4Gw91lYRiIRGIYhksKDgwPhgtBTYXd3F7/+9a9xdHQknw1OfMgxuA1VVW/8ntMDwp0CuPgx43srAhRF+VRRlD9XFOUrRVH+V0VRjI2/+08VRTlVFOWFoij/+sbX/963XztVFOVPN76+ryjKX3779f9RUZT7Bav/nkFpEiOF2eV6PB4Z/X4feFvS3A+Nu2x2HcdBt9uVcTQz48PhsOyQN7vr29OAxWIhxQODX4h34QOQHb+Z5b45SiYCgQBSqZQ4GW7+vM1OfhNvIwVyEkCSGbkAwWAQBwcHMAwD/X4flUoFv/3tb6FpGnZ2djAYDKBpGorFImzbxuXlJdbrNWKxGBaLhRQC1OGTa0ADoWQyKasGau3n87kEK61WK9RqtRuvXVEU+P1+dDodnJ6e4s/+7M9gWRZ+9atfwePx4JtvvpH0vqurKxwfH+PZs2c4Pz+HZVnIZDIi42OhzN+L0Wgkz28+n2OxWEisr6qqKBQKGI/HqFQqqFQq6HQ60DQN8XgciUQCk8lEJHubGI/HsCwL2WxW3muqHGjry8lAMBhELBYTeaqqqhI+lEwmAVyvY0ajkbgd3gY/B5tKAgAuH8DFjxrf5yTgvwXwp47j/ATA/wzgPwYARVGeAvgHAD4C8PcA/NeKongVRfEC+K8A/BsAngL4h99+LwD85wD+C8dxHgDoA/jH3+Pzfi38fr/c4BRFgWVZGI/HMlb9fRYB1IpXKhWUy2W02+17pb39EGBnRPMkADLqTiaTMhHYdM3jPpndOLkBs9lMkv647+eYe5Msxvz3N4GJj8Fg8EbBsPkcNrFarZBOp2EYBjqdjhQkr+MFvK0IoDWvz+cTH3pCVVXouo5YLIZWq4V2u41kMolarSYHHkmMdMMLBAKYTCYykUokEri6ukKj0cB6vUa/34eu68jn8zBNU4x6uKfPZrPiF2CapozqN0fyPKy5ulAUBS9evBB1B9n69XodoVAIqVRKrkU8HpeoYboGsnDo9XpiBkQTI5omkQzJNUAoFIJhGBLPS/nd7aKv0WiIdJcEUvom6LoORVFEUklCJTkEm+9FJBLB3t6efBYZQXwbLOL4OeBruQ8vxYWLDxXfZxHwEMD/++1//18A/u1v//tPAPwzx3HmjuNcADgF8Eff/jl1HOfccZwFgH8G4E+U6xP2XwHwP3377/8HAP/W9/i8Xwt6hfMwG4/HMj7kDfJ9u3ZaEHe7XSFmWZYlTPHxeCw36Q8Nmza77PhN05SgmH6/L8l64/FYbsZcDxCRSARerxetVgsAbhQBiqJId35fq+DJZHIj6pVgEXD7WtIpsFAoIBgM3lgN3OYFrNdrCeh508/3+XwSO7t58LCI4QG5v7+PZDKJUqkEy7JQKpWEHNfv92Wdsqkw2N3dhWVZuLi4EIvgTCYjJL/1ei3EvcVigc8//1wKj9VqJf4Dq9UKrVYLw+EQxWJR2Po7OztIJBJwHAfJZBKFQgG5XA6WZeH58+dwHEc4AJqmwTRN9Pt9MePhdarX63j27Bmm06msZgaDgRQGjUYDOzs7+MlPfiLJgeQ0cC0Qj8dvFNk0FlJVFbFYTF4vO/hAIABVVTEcDmHbNhzHkVhj4NXuXdd1mZQEAoHXvq/8HHDy504BXPzY8X0WAd/g+sAHgL8PYPvb/y4AKG98X+Xbr73u60kAA8dxlre+/rcOdhjAd9GqHEG+zzSAccTtdhvlclmsT0OhENLpNLa3t5HJZJBIJJDNZqVT+tCUCIvFAj6fT3ajtVpNEuIsyxLCGA9OTdMQDAZhWdaNPTunAUzHm8/nGA6H4og3Ho/lILzPzZdGOLd3tux87yoCePNvtVo4PT3FcDgE8CovYJMUaJrmK1OFzcwA/t3t5xwOh3F6eorJZIKPP/4YoVBIrhMJgbTfLZfLaLVacmjruo7ZbAZVVdFoNORzE41GoWma/PzNMKLlcgnTNKXYmk6naDQaqNfrmEwmEpCj6zpSqRR+/vOfQ9d1ZLNZfPrpp9A0TaYQ9PBfLBZIpVJ4+vSpEPBs25aD9OLiApeXl5hMJvjyyy9RqVSEk5FOp3F0dARFUZDP51EsFkWPv1gsUKlUJPWPP5OgBTUZ/KPRCF6vV66x1+sVRYBpmgAgwUqvmyJRAgzgtVMmPj79K9wiwMWPHb9TEaAoyv+tKMrXd/z5EwD/CMC/ryjKXwGIAHh9CsvvCYqi/HuKovxLRVH+JTXRv29wRMuxIPeyTMa77wE9Ho9RKpXQarXEkjWbzWJ7e1sY2JtOeKqqYmtrCz6fD81mU25sHwI4amWELfPpvV4vqtWqjKKZt0AN++0iALieBqxWKznAer2eSLtWq5Ucam+bBEynUywWi1emAITX672zCACAk5MTCeDh7vwutz3guiOlZe4mKZJ8APIh7sqZX61WKJfL4uu/XC6xt7eHWCwmxLednR1ks1n0ej1cXFygXC5Ltz0ajaCqqlji8hDj+oJfJ5EVuDYjSiQSotW/vLzEeDwWrkswGISu69jZ2YGmaRLHu7OzA9M0EY1GcXR0hMePHyMajYoBUDgclh1/u93Gy5cv0e12xSWyWCyKNwE/4yTfrVYrRCIR2cUz5vfy8lLef8uyUKvVMB6PxXFQURTxUGARswl+Zriy42t+3cEdi8WE1/C6VEp6EQyHQ4mpduHix4z75a++Bo7j/Ktv+ZZ/DQAURXkI4N/89mtVfDcVAIDit1/Da77eBRBTFMX37TRg8/tvP59/CuCfAsAvfvGL70WvR7MT4HrcS4tXx3Feqye/C/V6HePxGI8ePbozL56g9CoSicDn8yGfz4uV62KxQDKZlMOFmmruaV8HmqKkUqnf2eWM9rb0w2eqYiQSEVZ7sVjEYrGQIB0qBhjDe5vwFQqFxCEuGAyi1+shm82KGx0PSYI+AJupbqZp3ggBuo3bkcI8zDnmDYfDWK/XKJfLePLkyQ1ewGaYDCcWNO6hKx2Dg5hPf/uAYhytbdtiYMPce+B6StBqtVAoFLBer2WczcO8Wq2i1+uJaY/H44HH45EVSjAYRLPZhGEYMqlJpVLodDpYLpeihNjd3RUSJtMBi8Ui4vE4LMtCu91GNpsVPgJXEQcHB0in0wiHw3AcR8ih0Wj0RlDU06dPEQgEYFkWCoUCUqmUZB8Eg0HU63VxJ2Qhc3h4iPV6Db/fj93dXWxvb8OyLNTrdXzxxRfodDrwer3I5XKIxWKidLh9jcn453/TCOlNB/fbeB48+MnNuK9ltQsXHyq+T3VA5tv/9QD4zwD8N9/+1b8A8A8URQkqirIPuDnC6QAAIABJREFU4AjA/wfgtwCOvlUCBHBNHvwXzjVb5/8B8O98++//XQD/y/f1vN+GSCQimmpFUdBut29I3bjrfhNI4gLwxgIAuO48+/2+jKUVRREf9ts8Adquvs2vgBKx38daYdNhb/PgtW1bktxSqRSGw+ENEhU1/r1e75XHIwdgOByKTwAP5sFg8AoRy7IsCYnhNZvNZtLV3YXNSGHbtlEqlUTOxkPP4/GgWq3K427yApbLpWj+6S3g9/vRarUwHo+FH8Kff/vg6XQ6YpHLa5hIJLBYLERxMplMRHI3HA6Fhf/06VMhO65WK1ED8LPEwgyAdMmRSATb29vweDw4OTmRoiGXy2EymYjPBddT4/EYL168uJHct+liyMyAcDgMr9cL0zRRrVbFfIjcBMoFS6USNE3D06dPMZ/P0el0sF6vMRwOZZLAtRqfw3w+x/7+PtLpNHZ2dmDbNjqdjqwf9vb2EAwGRdd/+/D2+/2i5HkTH2ATbysC+DkAXIMgF3838H2Wsf9QUZQTAMcAagD+ewBwHOcbAP8cwDMA/weA/8BxnNW3Xf5/COD/BPAcwD//9nsB4D8B8B8pinKKa47Af/c9Pu83IhaL3WCb0750kxfwtmkAtdKUK70JPCA2JWvA9VpikydAKRy78TfhtpzvdwGfHw/tRCIhpLrZbIZ4PC77Z8MwxGqWo+dut3vj8Xgt2W1Tw93r9UTzflslwV3xcDiUhLpN/sYm2FVvRkLXajU5RGltTJIdXf4AyKHLLp8HLH0AOFJvt9vodrvCO7idHTCbzYQFr+u6jONJ/uNqicVOLBYTh0qPxwO/3w+Px4O9vT35XDAZkal/fC+63a5YDLNzLZVK2NraQiaTEUfCwWCAZrMppMzFYoHnz5+LaVCz2YTX60W9XheJH42JBoOBMPw5Xdra2sLTp0/l+nKNo+u6vNbz83OMRiOkUinxO2BB8dVXX8Hr9SKdTsOyLHzzzTcwTROpVAq/+tWvcHBwgEwmI/yBu95rv98v6xEWI28KnOI0422qE03TxDjMhYsfO763IsBxnP/ScZyH3/75U2ejPXUc5584jnPoOM4jx3H+942v/2/ffv+h4zj/ZOPr547j/JHjOA8cx/n7juP8YK48mxpoSr843mQX8bZJwGg0ku7kbUUAH+uufIJNnkC1WpVpwduKADL4f1+TAO75uaOdTCYwTROhUEgiZHmwTyYTNJtNzOdzkaptXoP5fC4Tg3A4LIcZI169Xu8NBcZyucR8PhdZF13/GGZzG19//TUuLi7gOA7a7TaazSZCoZA4y6mqKv+uWCxC0zR8/fXXmM/nN3IEuPPn5MLv96Pf78uIvNFoiD5+s/Okcc94PEYikRBuArkLnGKs12sYhoHpdApN026oUEajkRRD9XpdDq9Wq4VOp4Pj42Nh/pdKJQwGAyHt8QDzeDyIx+O4urrCcDjEYDDAYrFAKBTC/v6+dNHZbBbxeBzxeFy6dE47aLvLg5OdfyQSEeIiQ37oI9BoNNDv95HP5zEYDDAYDKCqqqy7+N53Oh0sFgtcXV3hxYsXWCwW+MlPfoJCoXDj/d/0BrgNEkDJ+H9b4NTbHCAJr9eLTCbjugS6+DsBd6H1jjAMQ3azZKyz8+QY921FgGVZcqDcZpXfBjXNHo/nlWkAcH2jy+VyIjebTqdvPdwbjQaePXsm+fO/C8ion0wmMtLlbpkj8vF4DF3XJeyFUcK0iN1Mr2NRQXMcFgvckRuGIQoB4LspgKZpSKfTcqDdDq4BrsmYw+EQl5eXOD4+xnw+l4kK7YwTiYTYyOZyOezv76PX6+Hk5EQOKR7CdAwMh8NIpVKSk5BKpUQfPxwO5eBxHAeDwUBsa71er0wPOEWaz+dot9sipWP2wGw2k88M9+1UC2SzWcRiMcTjceRyOfh8PmQyGenWmdK4WCywv7+PbDaLy8tLTKdTVKtVTKdT7OzsIJ/Pi/yyXC7Dtm3k83lsb2+Lqc+jR4+QyWSElc9Cgb4EdHj84osv8OzZM8znc+RyOezs7OCnP/2pWAnzs0eViMfjET7BYDAQzsDZ2RmGwyH29vaws7Nz4z2nN8Bm4bYJHua2bd97FbD571y4+EOAWwS8IzYlZ+FwWJjLBGVwrztcl8slJpMJFosFms3mG4sAHjQMh5lMJncaBtGylTdDdqivA21eq9XqneE89wVNWBgnq2majJf9fj8cxxF73k0HN3ZQPDA4gmYozaZpC7/GgoD/ls+b7HcGvHi9XiiKcmch1O12YZomptOpdPYkeXE3ven3T1Y8SXbtdlvcC+lxwI45GAwiGo2KJFLXdYTDYdi2Dcuy4DgOKpUKnj17JsmD6/UayWRSVhTr9Vr28fRYWC6X6HQ6EmNN9YXP50OtVpN9Ool9/LutrS14vV5sbW0hm81ib28P29vbsqKo1WoYDodiIETzIbLvLy8vJcfAtm1Zl0SjUcTjcfh8PhiGAZ/Phy+//BL1eh1er1cCogaDAfL5PI6OjrC9vY3Hjx/LZIiOhyxmZrMZGo0G4vE4HMcRzkKhUMDBwQG2trZuvDYWAdPpVOSSd4EsfxYBHo/nlVE/zYNoaPUmZYALF38X4X7a3xEkvnHMSWc5et0TZIzfxmbIDm+EtC29jU3SHSV14/FYDs9NkKHPbHYGm9wGO2+S8k5OTvCLX/ziva4FD2x2m0wRTKVSaDabYr5Dv3nLsrBcLmW87fF4EAqFhBew6cnOmzf3wB6PB5FIRDpm2rvOZjPJn99UUTCRjjd02hiv12tsb2/DMAwJqQEg7HlOW2zblpG6bduo1WqSZUADGrL5GSfL3T1fu6ZpyOVymE6nOD09RbvdRr/fRzabFSvjcDiMq6srsdOtVqs3XicP7Ewmg2AwKNK04XCI2WwmSYCJRAKdTkeek9/vR7PZFPUAJ0S2bcthT97DZDLBarWCYRjw+/34/PPPYZomPvnkE0SjUZTLZVmB8TPN95JKlWKxiAcPHoiNr9frxd7e3isdOn9PON2gpwHjnMmLSCQSiMfjyGazYi40HA5FXspchU1vgLvAmGq6F256LdxVqN83lMqFi78rcCcB7wgSzuhORtkax7bsYl/Xic9mM7kR3k7Ouw0eiuw0qQ2/Czx02Cm/biVAJj3lU1988QVevnyJfr//zkTBxWIhUcoApBvMZrOYz+cyueBonq+VBxoLJZrtbBYB7BAnk4mMs6PRqFjNbprAhMNhrFYrWJYlBy9wzcAn6DsQi8WQTqfh8/kQjUZxdXWFdrst3S3JY8PhUJzvyODn+JlJdFRZjEYj4WTQJrndbsPv9yOTySAWi+H58+fodrvQdR2DwQCO4yCXy8m14Y6d/IbpdIparYZ+vw/TNPHgwQM4jiPvP5n4LAwLhQIGg4FYB3PaRD4F/Q7S6TQODw8Ri8VkQsHuulqtYj6f4y/+4i+wXC5RKBQwn8/F/ZHST8Mw0Ov10Ol0xNvi4cOH8vkpFovQdf3OtRhXObPZDIlEAoeHh3LQX11dyYogGo0in8+LX0YikUA+n5fCu1QqCV/idYf2eDwW3semaRILh2g0imQyiUwmI2ZFzCFw4eIPBe4k4D0QiUSE2OfxeNDr9W5IxzgWvQuTyUS6SF3XhW19V9fOTpoHu67r6PV6r8iYOI6PRCISL0ty2e1OrNvtiqTt4ODghi88uQ3hcBiqqr6ya+WBT3Z8u92Wg5+FQDQaheM4wg3IZrOipCAfgAl6lK5RAsnVgaIo8pg+nw+j0Qg+nw+qqkoWPN0DNU3DarXCixcvZI/P3T6T9uhCyN03I3rpVUCnQhZu7BJTqRR0XcfR0RHOzs5E9tZutxEOh1EsFiUSlxJFvi+DweCG9z8ji23bxtnZGbLZLAzDkOtGdzx+DmzbFi2/ZVnI5XI4OzuTdRILCuD6YI3H41itVsJX4MSAn8n1eo10Oi2PHw6HMZ/PxX9/swhjqmK/3xdSIcOcAoEA+v2+TEmSyaRIIn0+n8grLcsSR0OCjotUVmiaBlVV5XchEAjIxGVvb++VDj8YDGJvbw+TyUQ8Eu5aBdDEiyufVCqFUCiEYrHojvpduLgF9zfiPcDxM/0CuK/kgcld+W3M53ORgNGatV6vYzAYIJPJvPL9t4sDTdPQ7/dfMdjhzyITn7tkdkoEGfFk8ieTSWHgh8NhRCIR2Y2SdU3fevrNb3oQ0M2NLHdK1+jjzhEzX/tsNhNDn017Vp/Ph3a7fSfDm/I1ZsTrui7TDCbqWZYlUwBeL3bD9BVgJ0gTIrL0OV0YjUbodDpCsOTzpZXu+fk5+v0+MpmMSAv5OtjxM/thNBqh1+sJG940TTx8+BC5XE723bwONC3qdDoSB0ySHC1u2SVTCbFYLFAul3FwcICdnR2MRiMJICJnwLIsRCIR0dVT4+/1ejEcDtFut7FcLtHtdvH48WMkEgk0Gg2Zljx8+BAAxFyIBEcGHMViMVkpWZaF/f19IajyfbtdCLMAACBW0CxU/H4/Dg4OEI1G0Wq1Xuv0SAVKv99HKpW68fth27YUl1zv+Hw+NBqNG+FVLly4+A7uOuA9wMOGxigklgGQmxq92jcxm81kYhCNRhEIBBAOh8WpbhObyWcEDwR2e8Qmq5kJh16v94bXOnB9ANLXP5vNIp/PS4zrixcv4DgOUqmUZBYsFgvUajVUKhXRtadSKeRyuRu5BsViUUyUKD9kuA47Y+6gWRSEQiF4vV5x4uMhyPE0yY2O48CyLPEMACChNjzYSXQk05wgl4BhPHR5G4/HqNfrQriLRCJQVRXVahXr9RqlUgkAJHiH5Dvq8JlQRxtcQlVV5PN5OcjL5TKOj4/lmq1WK/T7fezu7sr7wYOdz4/682AwKIfX3t4e6vU6arUavvnmG5ycnMg+PR6PI51Oo9Pp4ODgAI7j4Pz8XMKH/H4/9vf3Za/OVEo+LtMKAcha6+DgQFj8dKSkHJBhQqlUCqqqolQqIRqNolAo3PissgjY/JxyReQ4jpAyb4MTqDdp9cPhMHw+nxTddF+sVqviTcEMBH7+XHtfFy7uhlsEvAcMw5BumyYk3F/TSRB4lRdAVjqjVGlislwuX2Hp89/edsejH/rmzt+2bVkbMLCG8rJNUONtGAZ0XYfjOHjw4IFotr/++mv0ej202220221Mp1MkEgmxlqWXO41rLMuCz+e74eNPMh896NkNcqS/6RjIUB76BXCCwAOLOnuS0HhDp1piPp+LWVMikUAsFkO/35cRu8fjQSqVgmmaOD09hc/nQ7FYRDqdFuVCo9EQcqHjOPj666/R7/elq6Z1MXf9dDhMJpNiyrOJ5XIp3gCUzrGIYXHx5MkTeDweDAYDURyQoBiNRmXd8uzZM/FGmM1mKBaL4sFA5nwmk5EDMRaLwTAMfP3112JAxFG4YRjCZ2E2AMl3nU5HnCfD4bCQCU3TFAfMZDIp16jZbAqp0+v14vHjx6902aFQ6JWJGPkwlFredTC/7nN/+7HpTdHv91GpVDAej2EYBorF4g2nSK/Xi1Qq9drJggsXf+hwi4D3ACVZjDzluJRjSLoHbo5D1+u1jHLZ6fBQ5Ih2E5vKgE2oqipa9c3vpeTM7/eLRp8/k+h2u5hMJkin0yIVU1UViUQCuq7j5OQEf/7nf45utyt+7ru7u3jy5Ak++eQTaJqGbreLfr+ParWKi4sLWJYl42jq2ymRi8ViMv2gUYuiKCiXy7I+cRxHphZUCaxWKzSbTZkS3LZCdhxHEvcuLi5EJsZc+U3fAYbGtNttCbwZDodCZuv1eqjVamg0GlgsFuh2u2IfbFmWkA/z+TzW67V8Xzweh2EYsnIghsOhcAA+/fRTbG1tYblc4vj4GMfHx4jH41BVFYZhiKGQx+MRkyPu8m3blh37/v7+jYS/aDQKwzDQbDZlWpHNZqUYJGmQeQuBQACapklKH42uAoEAstksGo0GLi8vkUqlkM1m4TgOWq0W6vU6yuUyVFXFp59+isePH8vP7ff7sCwL6XT6zqyKTWMlgrbSnNrcZbZDj4Y3MfTp30+PjnA4jEKhgEQicadfgK7rrrGPCxevgbskew+oqiopgmSYb/qvs2u93QWRVJfJZEQXzk6aY3R21TTNofkQb6p0R7MsS5jOlAe2Wi05VNiZUd9t2zaq1apE/C4WC3Q6Hfh8Punci8UiPB4PFEUR/T+7NcMwcHR0JDJAHtCGYeDy8lIOPrrEUZNOBv1qtUIoFMJgMEC1WhXyGm1f+dyB72SMsVhMdtebfgrUfG9vb+Pzzz+Hqqrw+Xzw+/0wDAOmaULXdTHUsW0bkUhE+A+z2UxIZS9fvkS5XMbJyQk0TbvhYx8IBDAYDGDbNrLZrMjuSPhjV91oNBAIBOA4Dmq1GpbLpYz8nz59ik6ng+fPn4unwOXlJSzLwldffXVjnURt/Pb2Ns7Pz5HNZsWb33EcvHz5UpLutre3JYkyEokgn8/jxYsX6Pf7IstkMciC1LIs6cRZMMZiMZm6PHr0SIidXI20Wi08fvxYZKnhcFiIla1WC9vb25LrsHlwcyq16Xg5HA7FtndTPkv/CJJD79O1c61kGMYbpwYuXLh4M9xJwHuATObVaiUWrCTssWO9rRDguoAucYypZUfm8XgwHA7FfKher6Pb7eLy8hJfffXVjehgjvLH47Ewv6mvJlmLhjdcCdCpjpnwrVYL/X4fqqoik8ng4OAABwcHkmff6XTEL54IBoPI5/PweDyoVCrQNE3Y/7lcDuFwWLgF8XgcwWBQxsq0SO71eohEInj48CEymYwoGHhAUiJ2cHCAXC4Hx3Fkt0yOBT30k8kkvF6v7Ks51qdPwHQ6RblchqIo2N3dlUOfpMlerydTif39fezv70tXyXQ8TjpobTsYDOD1erFer2Wk3e/3cXx8LAVLJBKR1L9IJCIrhE8++USmPnxeJBhuEtfOz89xdXV1wy55NBqh2+3i0aNH8Hq9iMViKBQKIp+jJHC5XMqkh86EwPWEot/vSwTvZubBJjmPcsjd3V189NFH8vNZ0PJxvF4vDg8PUSgU0G63US6X0e12bxS+LJQBSJHMaZCqqvJ5qFQqkg2RyWReSZW8C8FgEOl02i0AXLj4HeFOAt4DJAau12sxZqFCgEWAoiji6U79Obt7Gs6QLT0ej0VKlsvl4PF4hJTFfXC/35cOKRAISHoa9+R0nYtEImg2m+h0Okgmk+j3+1gul+LXzw6Rh382m5WRezQalcKFITa8ObNz8/v9yOVyePbsmaS9UdI1Ho/xm9/8Bo8ePZIJB8lv0WhU5I2FQkH0816vF6enp0JiZEIiPes3HQDJp2DnOZ1Ooes6jo+PEQqFZMy+WCzQbrdxfHwsEwR6DVxcXGB/f19UDDTIefr06Y2OlPtmPhbH/5x02LYtyYmKouDq6grJZBLBYBDT6VSkkPV6HR6PB8ViEc1mU3b49OcnmY3kwUgkIuZBkUhEJKTkVOzs7Ij8jc57s9kMlmUhHo9LNgCVHZxIMHuASgxFUeDxeGRCQ8klbX7z+TxKpZJ4LtTrdRiGgfPzcymaDg4OJF6ZxZJlWVL80NeCrH0AskYzTVN4MJqmuR29Cxc/ENxJwHvA7/dLR0P/9M1DHYDsJnkI0uCGq4R+v496vY52uy17TXbpZO7zBnwX01/XdTkcgOsigDHDhmGg0+lIh8ekN464WZBwfbFJ0AuHw1iv1zBNE7lc7k6+ArX8iqKILwHXA4zApTqAr5/2ueQKAJDUuXg8LjGxpmlKAcGxcSgUkjE+/Q9CoZDI7/hz+/0+2u02Go0Gjo+P8dd//dfo9XpotVryWHTp83q9iEQi2Nvbg9frFSe6fD4vB7Vt2+h2uyLPozEN1zOU2LEgcBwHvV5PPBtM05SUPBrv0BJYVVX4/X4h5qXTaZnCaJqGhw8f4ujoSBL1eMiv12tEo1HxzOe0wjAMRKNReDweKdpIWKUVsuM42NvbEzVGs9mUFVQmkxH2fzqdht/vx2AwwM7ODlKpFObzOT7//HOcnp4il8thd3dXJhehUAjpdBrb29tIJBIArvknrVYLvV4Pg8EAvV4PiqKg0WiIZ0M0GhWiplsAuHDxw8AtAt4DvMmyW6an+2KxkJE/ADkw+HeKotwI0vH7/XJA5PN5IZ+R3c5/Z5qmRMISPJA4nubBpCgK8vk8gO8c+srlstzsOX5nQh3XBsA1D4H6b3aF4XBYDl6i1WqJi12xWESn05G1RSwWk86P5kIejwfdbhfL5RKpVOrGDZ8scgCIx+Pw+/3yfGezmRAU6V1AkmCtVsPV1RV0Xcdnn30mUrfDw0Pk83l89tlnePLkCba2thCJRMTUxrIsscHdfC6TyURc8VioMCnu4uICl5eX8hxN0xTnQlr15vN51Go1VKtViRzmteUEh2sKGgExWllRFMTjcQwGA8lCUFUV6XRarg+thM/OzoRwyWIjHo8jFotJUBO5GZx28Npx5RIIBOQ5vXjxAoZhiFSVxSjzEQqFgpAkZ7OZmDbdRcDj52prawtbW1uIx+NYLBZ4+fIlzs7OhBdTKBRQLBbFpdGFCxc/HNwi4D3AkT4AyTJfLpeYzWZissN4VYaTsAiIRCLSnVHvzO+PRCJYrVZyeDMgZTQaidZ98zlQu+7xeCQGFrgeubK7tixLiHgsTjiNmEwm4nAYCATEHIfFDR8X+C65bblcitzu6OhIDGKurq7QarVkX06nOxIku92udKubCAaDEiecz+dlHzwej3FyciKug7PZDL1eD91uF4PBAOVyGZFIRPbSND7a7OhJdIxEInjy5Ino04FrKR6JmmSaa5omeQjr9RoPHjzARx99hOFwiN/85jfiIkgnR5LtGNjTarXQarVuqD44rbm4uJDOneZM6/Ua0+kUqVQKfr9fZILMp6hUKuJFsbOzIxJBRVFk4pFMJqVI4lQnHo9jPB7LyooqDqYKMvI4nU4Lj4TGUuRd9Ho98XngOioUCuGjjz5CKBRCvV5/ZTrFsCd+3n0+n6ynNE2TYjedTt9ZRLhw4eJvH24Z/h7gTZo71Wg0imq1KpMAhuroui5FATtwjrbpBkcyIYOBmLceCATEfpV76nK5jNFoJDp/6vB5w/d4PGIp7Pf7EYlEZCxbLBYlVIiJdNyBq6qKUCgkRjvU8HPfSyKdqqoiZdvd3RWyHztDSsVIQNwMCJpMJjg8PHwlVInkRl3XhbWeSCSgaRpqtZqMzB3HwfHxMbLZrEjBdnd3hZw3HA7FA2FnZ0diggeDgUwAFosFDg8P0e125eeSpMb3kl8Droulx48f4/LyEn/5l38JXdfFWc9xHBn/G4YhccTVahWHh4eYzWYitZzP59B1Hfv7+7i8vBRN+/Hxsez5z8/Pb0TkrlYrkTWapilmTLlcDltbW6jX6zg/P4eqqojH4/I5A4BCoYAXL16IxfD5+TkePHiAdDqNr776Cn6/H4lEAsfHx7Ie4b/vdrtIJBKyZuLUg5/fo6Mj4RW0Wi0Eg0HhvmxOqgjmN9AbwQ3oceHiw4Jbjr8nSL6ybRvRaFQ0+cwGIHucpCl2aTzYWSRwPEtzHTLiubOm6QylVRwpk9XO4JzFYiH7bzLC6cjHlQK7PkoGmesOfDeWJ1t8s2Nfr9cYj8doNpuS1JdOpwFAGN6apuHjjz/GL37xC0QikRuxuTzcuC8mSKbkrh6AxOz2+33s7Oxgd3dXEvAuLy/FjCkcDsu1YpIfVQi0DKY+fLVa4eLiArqu4+DgQGyEOUUhic80TZkCULEQCATwR3/0R1BVFefn52g2myKr45pjNpvh9PQUp6enMjmhl8DBwQHi8TiKxaIUeul0GhcXF8IX4AqCZL71ei3rFI7necDSo+Lg4AB+vx+TyQSVSkUIiPTzV1UV7XZbzIZisRg6nQ4sy0I+n8dsNhPTn3w+j5/85CcwDAMXFxcol8vo9/syJeEagSRYn8+HXC53g6jKtUQ6nUYul0OhUEAsFkMul8PR0ZHEQrvOfS5cfFhwi4D3BD3jOdb3eDwYjUYSksKdLL3cyR0gE58SNzrdMc+d6gD6AcTjcTx48AAejwfNZlM6QYbwjMdjXF5eotFoAICQwKj/p4Ss1WrJjp8/X1EUXFxcoFQqYTwey8gdALa2tuTxAMiBwkOBwS3U9NP9MJPJ4KOPPoKu6zg9PcXJyYk8HxICAcg+nSsS8hU4Zh8Oh0gkEvD5fLAsS1jl5ElsbW3Jwbher8USWFVVmcb4/X4JS6JJEg8zFgFchbD7pePfJm9B0zQcHh6KPS2zAyiJGwwGePbsGfx+P46OjmAYBjRNw87ODhaLhTw/mvqkUilcXFzAcRxomobhcIidnR0J0CEfg+udbDYrqxtmCnCfTgXFeDxGq9XCdDqFz+cTT4TpdIp8Pg/LsnB1dSXmUO12G71eTxQJmUwGDx8+hOM44t5Ih0DHcZDJZGRiAEB4DBzvJxIJRKNRIbdyrRWPx0UNA7j2vS5cfGhwi4D3RDAYlH03O3ruh+lrT407CVVknNMelxOCzZwBar2522bnmEwmbyQOJpNJZLNZ8Y3vdDoiN+R6gCQ07pIp31qtVkgkEjg6OpLDnIY1z58/l8ORO3KGsnCCEA6HZdpgmqYk9cViMVFOPHjwAKqq4uTkRGSGHAPThIb7esb68nVvatJ5QB4cHIiigmRB8iyazSYsy0IsFsN8Ppc0v1arJXI2kuWA78h9g8EAgUAAhmEgFAphuVzKemazCJhMJjg6OhL9PwBcXV3h5cuXYoEbCARQLBaxvb0N0zQxm82k2BiPx1iv13KQ0vaZiYQ+nw+FQgHBYFAif2ezmUgh8/m8OAPyNbIYGw6H8Pv9su7pdrv48ssvZaJwdXWF0Wgkcsfd3V30ej1ZJRweHkqHnslkhOPBcB6qIlRVRTKZvCGDfR24yiDxlSsDumS6cOHiw4FbBLwnOBqlFI57aboFckxO8hn39NS7sxMn251FAK1zKZGjBLEXOVufAAAgAElEQVRYLGI2m8khAUAeO5vNYm9vD7qui74dgCTokajGA5Pj22g0Kp3xzs4OCoWCxLyy8zdNE51OB9FoVAiNmwEvzWZTCgTLsqAoihQ2TKJrtVpyPYDrqcJqtUImkxECZTwex2w2E939arXCy5cvsV6vsbW1JfI5uvNpmiZdeLPZRCQSwXg8xmg0krF+uVyGpmnI5/MwDEOIeNFoVFYhhmHIhMLn82EwGNzIQ1iv15jNZsjn82ISlU6ncXp6iufPn6NYLAKAdMP0giDRr9VqyepCVVWsVivUajUJN2q1WhLxu+mouJkWGY/Hb8T8At9ZJzMQiMmH8/kc5+fn8rmggdLe3h7y+TyCwSDK5TLm8zmKxaK8znA4jHg8LkUR1yjJZFI+46lUCqvV6hVC4G20222JLua6ZfO5u3Dh4sOBWwS8J1gEkPRHyRjZ4KPRCF999ZXsdukKRwc/xtByN8+wFR7SyWRSOmJG1VIbz4621WphMpmgUCiITIzkQqbIcbzOXTnjZDd33hzxRiIRGIaB7e1tZLNZxGIxOfgMwxDZGEmDjuPg7OwMi8VCxvWbHvz7+/vY3t4WbkS1WkWtVrsxzh6Px5Inz5E5O2WaHk2nU1iWhaOjI/R6PSGxVatVdDodYf8rioJarSbj7MVigZ2dHdi2jXg8jnA4jG63KxON0WgkUcJcAdDGmEUOVwu6rsMwDFnp2LaNXq+HQCCAXC4n/IPJZCIcka+++grBYBDb29syWeDhvr+/L+N6Kg7IK2Eo0nw+RyqVEo4Cpw4kgJKYGAwGkUgkpED55JNP8POf/1yKkvl8jq2tLRSLRVxdXYlSoFAoiCSRtsskk1qWhUQiIRLRTW+D274RmxgMBmLLzGtIT427oqJduHDxw8ItAt4TmqbJTZnxpbRFjUQi2NnZgWmacijV63UZq9PEhdG6lmWJjS3d6XZ2djAejyVIJhKJQNd1+T7LstDr9aCqKra3t8Wkh4deqVSCx+OREbemafLz/H4/er2e7I4pY6QXABnzyWQSjx49kiQ+Pmfe3KvVKk5PT5FKpbC/v49sNovlcolSqSQ/c3d3F5FIRA44drlMAaS/AS2OqX/flK6dnJxgvV7jV7/6FZbLpdjq0nyoWCzC5/MhnU5L5C7XGXT520zHazabQoDkpIS8BRobUcJG3wd2tOy+qc4YDAYIh8OS5cBrSiXH4eGhXK/5fI5WqyWHIgszcg1oAETzIf6hlbLP5xO7X9M0ZcS+t7cnEtVYLIZ8Po/d3V1xnLy6ukKv10On08FgMICmaYhEIuI3sNmhk7zJ9cCmqx9w7dXPFddtTKdTDAYDuTZEMBgUzoMLFy4+LLhFwHuCWnvK++LxuEiyyLhOp9PQdV126+VyGV9++SWOj4/R7/cxGAwkjKbRaAhZjMxqxrgCkC5tvV5jOBzi7OxMdulkkLOrZhSvbdsiIaR2nEqDZ8+eydQBgBADdV2/EdZDYxmuKTjubjQa+Oqrr+D1eoU9T+c4SvBWqxVisRj29/ehKIrIxbxer4TZkFNBLgD30CxYWEAlEgmxGj47O0O1WkUwGEQsFsNyuUS9Xpc9/2KxkL015W08wBOJBHq9Hnq9njg8ck/NKcdqtRKVAPXzNFbilCIWiyGZTELTNElAZHpfq9XCYrGQoKjZbCZxvdzz89pQaXB6egoAUqQZhiGZAFSSABACJLkER0dHWK1WaDQaUigyj0LXdZH0nZycoFQqiSvkZle+Kds0DAPpdBqFQkHWVYFAQOypaXZ1V4QyLaSTyeQrvy+uLNCFiw8TbhHwnuBolKPZTWIbbYIBCEt/Op2KiU88Hkcmk8F0OsVoNEIymUSz2cTZ2RkSiQRSqZR0ijx4WATwZktpnd/vF4nbpu6fHvs86L1e743umJGzjUYDPp8Po9FIxvQcyRPsCOm/Tx7AcDhEsViUw45+ApFIBMFgUNzzMpkMMpmMPG+uFjh98Pv9qNVqclDTTTGZTMq6hZMCds60CWYug9frvfFav/nmmxvkvs00RBY2uq7jxYsXkmZIxz1K76bTqcj0ms2mTAgcx0EymRQ+gKZpYuPMCF6a5ZycnIixDmWg5I3w2pTLZVxeXgopb1MpQrtdvtfz+VxUDFQGkByYyWQkWZKHNkmlg8FAijTKF5nFsHmdgsGgTGaWyyXm8/mNgoFqDqoVgGt+AqWmDC9y4cLFjwMuVfc9QSc3ABLlGwgE0O/3MZ1OYZomqtUq4vG4sP+z2ayQ+RhiQ2073QBpnUsTHt70GQzz8uVLkdRx785unhMF7oibzSZKpRIeP34M0zRhGIYY8lArfnJyIp2ez+dDsVhEv9+XPTAPP1rPBgIBsSVerVbY2dmB1+sVLkCr1UI0GkUkEoFt22J04/P5cHp6KtMNTk0CgcANFv9wOESv1xN/fwCSbz+fz3F4eCgJi5PJBOPxWKYmnLyYponz83N4PJ4bHgvAtXlNpVIRsiAP/0qlIq6FlMKRmLlarVCpVGRqwUOUyXgcqReLRXi9XrTbbXS73Rvyw52dHUk2JCmz0+lAVVVcXV1hsVggmUyiVqtB13Vh7bPj5zVk8E4qlboR10s5JVcEm9MQxjmTHOn3++U13t7Ts5PflAPe/h5K/ijjZKARMwdcuHDx44E7CXhP0KmOBi3s7FqtlujtvV4vjo6OsL29LYoA3pij0agUCAxu4Y6WjoPU47daLdi2LfIsTdNEX755043FYjK257rCsiw5rBiMw1367u6uyOXoVBiJRMTfgJ0/g33IKqe/ADtLMtNp6ENHv0KhIIx/Tk5YbIxGI3Q6HUwmE9RqNSSTSXHC4wG8vb0NVVXR6XRQr9cRDAbx05/+FH6/H/V6/UacMvMAOJkIh8OYz+d48eKF2C/bto1qtYpKpSLPLxgMIpvNIhAIoNPpSOdNpQFwTcDkbpzSTDoSLhYLHB8fo16vw+/3I5vNQtM0CdnJZrOo1Wr4q7/6K5RKJdHXA9fFzcXFBTye/7+9dw9uNL3OO58D4koQd4DgnT3dw+numVmNZ9SxR17LlbIVeaRKokusRN5USRurok0c7W7WlUqUVW0q/6TKXteuK9547VVWKUsuJ7biRCtVSY4sKU6UyB7JLWlmNPdm33lpXkEABIgb8e4f+M6Zjxiye7rJ7mYPnl8Vq8EX3/fhu7DxnvdcnhOwUs9sNmv3SPMBtNPf7u4uKpUKut2unUM+n0c8Hre8Bc3ZWFtbs3ukeQJbW1uoVqsmdHWQeE8ikTA1S81F8KN5D5oAq94dJv4R8uBBI+AOUTeqZsmrq313d9cy3wuFgqnhaRWAuonVJT08PIyFhQUEg0Hkcjlr36vx6nK5jBdffBHf+c53TK72+vXrliW/trZmrnoAliCo3gSVA97Z2cHY2Jgll2lZ48TEhHkcSqUSyuUyotEoGo2GKfo1Gg2cOXMGExMTGB4exqVLl3Dx4kWr91d53G63i0gkYhOmageo1v3Y2Jjdg06nY1r7Q0NDyGQyWFtbQ71eRz6fx8TEhB1Lk/Oy2SwymYwl56luvir11et11Ot1qxiYmJgwl/bCwgIWFxetOkCvWZMiNb6vGfVqLCwvL2N1dRVXrlxBo9FAJBLB2tqaqT4653Dt2jV0Oh1MTk5ibGwMZ8+eteqO0dFRE3CKx+PWNbHZbGJlZQUbGxsoFouWcFcoFLC7u2uiU1qJsbu7i5WVFYvp6+StyZSRSMQMt42NDTOatKGSNoxaW1uz/AZNAN0P/fvzJ/j5Ua/C+vq6hbkIIQ8eDAfcIVpip/FPjdvqZNxoNKy9rLbD3d7etpWaSrGq/GwikUCr1UI2m0W1WrVwgk6ipVIJU1NTaLVa5jKPxWIolUq4du2afZlns1nTK9DSPU0Q1PI2TTZzziGTyVi2fqfTweLioq0UV1dXsbCwgEQigXe84x2o1+sIBoOmPJjJZLCxsYFYLGYd/k6ePGkTfaPRQCgUQiqVwtLSEtLpNFZWVky45vr165iZmUEoFML6+jpCoRBmZmZQLBbRbrdx9erVfXMD/PH7VCqF1157DePj45Yl//zzz1sf+1gsZuVtr7/+OqrVqlUzqHdleXnZjLmZmRkEAgHT8h8dHbVEv3e84x1IJpOW+DY9PW1VBfl83pLyHn74YVy8eBEvvvii9VRQISUtTVTjScM8qo0QjUbN8Ol0Opa0t7a2Zl391NWvSoHqNbp+/Trq9Tqmpqasc6L2HohGo4jH46ZyePny5ZvG79WQ6+/1oGjeQKvVYh4AIQ8w9ATcIVrnLyLmhtU48cLCAtbX1xGNRtFsNtFut5HNZi2BSrvWzc/Po1arWYmbTgrLy8s4f/48hoaGTIFO+wCoZ0FEcPbsWczNzVmCWS6Xw/T0NILBoPUVAGBSrs1m03oPbGxsYGFhwYwVLevSBL9XX30VV65c2VNDnk6nUa/XUSqVTGVvZmYGZ8+eNQPDP/lcv37d3NkTExOWE1EqlfDqq6+aAdTtdpFKpVAsFpHL5RAKhdDtdrGysmJ69MAbfQq0L4BmqWvDoWw2i0KhgEwmY8mHmiehPQ90Ek+n05ienkYymcTVq1exsrICoCcOtLm5iZMnT+LJJ5/E9PS0dRR84oknEIlEbP+hoSF0Oh3zsCwvL0NE7D7oSvnUqVMmUxwMBnH9+nWcP3/e9Ae0JfDExIR14lOvhoZ1SqUSIpGIhWv8pYKqGKlelLGxMZuktQxS8wBGR0cxOTkJoDfRLy8vm+HqR8sVNS9jP/RYVAEk5MGFRsAh0HpvoFe6lU6n97TGrVQqFmtPpVKmYa+qa1euXEEgEMDJkyetM9sPfvADtNttm7AuXryISqViXgXNqteEO10l6z4qyqLNjPT8tBRxa2vL9OU10Uzr3jOZjOUZrK6umhJfJBKxFb+K8Ggp5NjYmOUlaIJeKpWyxj9Xr161pD0VNVpfX8elS5eQTqetB0A8HreSv62tLXPDa6Kkejh+9KMfmZSuJuBNTExYgqSKIakhcvLkSQwPD+PVV1/FtWvXMDw8jEQiYd6YRx55xAyFlZUVS8Q7ceLEnkqFqakpdLtd7O7uWjmklvtpdv329rbpIKTTaTz11FOo1+tWGqjSwSqKFAgEcP36desJMDk5ab0PVOxJ3fyatd9utxGJRLC6uopyuWxeinw+b5UlOqlr4qoaA+otCofDGB0dNU/G8vKy9UQAYImbt4rxa+IkIeTBhUbAIdAMdlW+SyaTlrylE161WrWmMOpOV7GfcrmMTCZjmeIrKyvY3Ny01WylUrEyu1arZROyir5obFuV8LSLoIrLOOcsyS+VSqFQKGB1ddUkZ8fHx01atlwuIx6PY2try0oV/clhGh/XBjPdbhfdbhdbW1umAhgMBhEIBKzVcSqVsmvVyVIn3eHhYZw9e9ZUBuv1unW1U0NDM+sBIJ/Po1KpYGFhwVbwmpTW6XSwvr5u8f1QKIShoSF0u11kMhk8+uijJhqkanhaUZFOpy05cmdnB6VSyTLeNUFRJXNVNllLGRuNBsbGxixJTs9Bu+ydPn0awWAQL7zwgtXmLy8vo1ar4dSpU0in09jZ2TGpZm2jrPF/AFb+ODExgUqlgqWlJfPkAD3jTiWjtaJEwzC6QldjQA08NS7U8EilUqjValhcXESlUjFFxoNCAYSQtw/04x2CSCRiWdmNRgOTk5NWLqdf5tvb29ZC+OLFi3tq47Xc7MqVKyiVSpYEVqlULM66vLxsNdsa49ZtqtWqSdTqytmvNqdSxuVyGVNTU8jn8+Yibzab1iinUCjYe9vb21ZTrnH/VCqFS5cuWULcysoKdnd30Wg0MDc3h0gkgmQyaTK6qpGvx9fM+0KhgFQqhVQqhVAohFqthvX1dZNM1sTDVqtlE3W1WrU2x51OB4FAwGrmNRFOuxtqkyTtI+Dvcz82NgYANpH7n6Hey7Nnz1qOQTAYtHutOgD67CKRiE3a4+PjVh6ZTqet7HB3d9fkkP05G9oYKh6Po1wuY3p6GpOTk+h2u1hcXDSPyMLCAkZHR80Yajab2NraQrfbxaOPPopgMGjhj3A4vEfZT1UB/dforwbQskqgt5rPZDIYGRkxESUA1hmTEPL2hkbAIdCELpXnjUQiyOfzCAaDmJmZQaPRsMlMXemlUslK7HK5HNbX1zEyMmLle9rUR7/ENQ6u+zvnbJJ/5ZVXTEAnl8uZK1pX/prp/uKLL1qYQisSNjY2TO9eY/5DQ0M4efIk5ufnTQ54ZmYGo6OjuHDhAq5du4Z6vY5cLofZ2VmEQiGTLNbWtOl02pTpbty4YbLG2npXG/LoZBmPx23ynJ2dRbfbhYjYqlaNIw0NiIiV8WkpnxoH5XIZzWYTiUTCPBNacqnaCToJq/LeysqKifdokx9/KaZ6N1QiWM9N4/6aM5HJZPD444+j1WqZnn8sFkMymbRWwGr8RCIR0384c+YMZmdnAfQ6MmofiY2NDVy4cMGElrTMT70bqrOg8X0V61GtAF39A2/kr2jfCv3b9aPljRqKSCaTd/X/DiHkeEAj4BBofbY26QkEArbqUkW6eDyOyclJZLNZm9QKhQJeffVVBAIBk5+dmZnBpUuXEA6HLSlOV/nRaNSqANLpNC5fvox0Om0NizRJTSmVSlhaWrImMn/2Z39mk5P2NdBcBVU2XF9fx+zsLKanp8370O128frrr6NUKmFtbc0MkMcee8w64NVqNctwV31+neBWV1fNw9DpdHD58mWIiK1em82mlfypMaXdFXVi1gm5Xq/joYceQiKRwA9/+EMMDw9bjN45Z4mQ3W4XIyMjltSmHe+082Aul0O9XrcVr3oJVLBnc3PTdO5brZbJ5gIwA0WNGL3WWCxmCn/6TC5fvoxEIoHZ2VnTKNDP005+8XgchULBnl02m0UymUStVsPVq1fR7XYxNzeHZDJpCZQXL15EvV7H8PCwtYpWr4j2PgCwxwgAepN+u91Gt9u1EtX90OdICBkM6O87BOqWVrepc856zqt2fqfT2ZOIls/ncfr0aTzyyCN48skn8a53vQvJZBKpVApjY2OoVCoYGhqyEkERwZkzZxAOh/HCCy/g9ddfR71ex4kTJ3Dq1CkkEglcvnwZ5XIZMzMz1k2w2WziwoUL2NraQigUwuLiIprNJpLJJJLJpOUXaFJYKBRCoVCwsrkTJ07giSeewMbGBl555RUsLi5a18GVlRWUy2Vsbm6iXC7vmVw0YVAz/nV1rUbDwsICnHO2ItaOdurpAGCNmUQElUrFXOKhUMiUDrUEUXMUNEyh7n+N2+v+mryo/e11kh0bG0M0GjXZYRXu8Us7RyIRdDodCy90u127h1tbW1Z5oCGeYrGIra0trK6umidAFRhHRkZMYW9iYuJNK+5gMIhTp07h3e9+t+n+69+XliaqoiIAM3J2dnbsHqpXx08ikTDxJrb0JYQoNAIOgSrgKa1WC0899RTi8TguXbpkJWFaz62rtWAwiNHRUTzxxBMW9+10OigUCmg0GtaOVbPz1SUMwFZ6Gi7QtraNRgM7OztIpVIYHR3Fk08+iXQ6jRdeeAHVahWXL1+2pDaV0dVa9HA4bCvwxcVF6wWv/eNVYS+bzWJyctK60GWzWXQ6nT1Gxe7uLqrVKq5cuWKufzUYCoUCpqenrde9rnpVz19d4SrJ3Gw2TSeh2+1aAp6uwBcXF6280TlnHRur1apVTCwtLVnMXxMJVa5YP7fRaEBE0Gq1kEqlbNLV8k7VJuh2uxZG0BLJra0tq4gQEctvmJycRDgcxuXLlzE6OgoRwfb29h5p5ampqX3r6yORiOUnlEol6+6o3oxSqWSSxPV63e6zhhn6vQCKvxcCIYQADAccCv0i1i/pRqNhGe+vvPIK2u22xb41ZptMJlGpVKx2Wye4TqeD0dFRdLtdXLhwAVNTU9ZPYHh4GD/5kz+JRqOB1dVVAMCNGzcwPj6OWq2G6elpa+wTDAYRiUQwPj5uynRLS0u4ceMGXnjhBbzzne+0lrpXr17F2NgYMpkMFhcXsbm5ifn5eWQyGUs21Fa/ExMTGB8fx+TkpJXwnTp1ypT8/MbQ9vY2SqWSuZa17ay2to1Go5icnMT3v/99BAIBy5kol8vWaEcTLmdnZ7G6umpx/42NDWSzWVy5cgXVatVkgjWWrWEFzfhfXV0140Q9C+l0GsPDw1bit7KyglwuZwaBokaAVgZoB8ETJ04gEAigWq1iaGjIYv0AsLW1hWazibm5OWxsbODatWuIx+NWAaItf8fHx29agiciyGazWF5etnMGetUMq6urdu5a8qmNg/rzAfzs7OxYS2RCCAHoCTgUWj6mGfmNRgOBQACnT59GOBzG/Pw8hoeHLQt+eHgYyWTSeq77VeK0rK9Wq2FtbQ2FQsEmL004nJmZMRGXTqeDCxcuYHt7G8lkEsPDw0in0+aW106Bo6OjmJubw9jYGNbW1qxzoHbOm5qaQrFYRCgUwp/+6Z/i5Zdfxu7uLra2tlAqlZDJZHDy5EmLz9frdesipy1xtUWwUqlUzNuhCXxzc3M4deoUTpw4gTNnziAUCpnAkrbrBXoJbtqHQXX2tbpic3MTy8vL2NnZQTKZxPj4OJxziMViyGQypj44MTGBM2fOoFAooFgsmqFw8uRJzM7OolAoIJFIoNlsmhzwmTNnLHlS6+XVQwD0Qj3VatUkcpvNJqrVKkZHRy1U4ddviMfjmJ6eRjabxdWrV62kcGFhAclk0joQ3gxNEPWfUyqVshwIv5qg6k9oKGQ/VGCI6n6EEIVGwCHQLm76xaua7Ol02jLRAVhTHF0x6kQK9EIIsVjMyrw0G167wYXDYTMyxsfHEYvF0O12TXeg2WxaaWCxWISIWJxZcxNmZmbw2GOPmddBhWpCoRDK5TJWVlawtbWF733ve1hbW8PMzAwef/xxxGIxm0zz+TzGx8etqY3WqquW/vb2Nm7cuGHx+mg0ahn7Kh3sv2+ahzA+Pm4rWW0WpFn5nU4H1WrVVu7nz5+3ksGzZ89icnLStAs0lr+7u2uGkj4XTczTpE3gjVK6paUlq5cfHh42oSfnnNXo6/47OzvIZrMQEesSODExAQBWIeHXNhARnD59GrFYDDdu3LCQg2r5vxVUk79UKgHoGQbDw8OoVCrWbnptbc2aQK2srGBpaQnLy8tYW1tDqVRCtVpFtVq1e0wIIQrDAYdAXdudTscqBDRbWzXrNaaey+UsE1zDBAAsaU1E8PLLL2NoaAgzMzNYW1szhblOp4NSqYSNjQ1bka6trVk8/tlnn0WxWMTs7KwlJ2pm/M7Ojunhb25uWvxYNQx0olPvxLvf/W7kcjnLHRARaziUzWYxNTVlUr0bGxtvUiu8ceMGhoaG9qyc+yc85xzW19eRy+WQzWZNUc8vdAPAPCWRSMSU906cOGF17cFgEM8995yVPo6MjOxpfqTCRXr+quwHwCoWtF9DOBxGJpPB/Pz8nhwBTQpUAZ18Pm+9EUZHRy30ouI9/Tr6Q0NDOHv2LJ5//nnTX3jooYfe8t+YenW0bE/zAhqNBra3tzE+Pm4KhNFoFJlMxjxFaihq58qbNQwihAwm9AQcAtVlB2Cd3mq1GpxzCAaDSKfT5s7VGnNNOtP9ms2mJQ5ubW2Ze1mb/IyOjiKVSmFoaAg7OztmFOiKU8vWVHNe2/iGQiFTndP4cyaTwfDwsLny8/m8JYpppvzTTz+NYDBoLmytw1fxIL3mU6dO2blWKhX88Ic/RKlUspX8+vo6RATj4+Pmyla0q2E+nzeXdq1W26O5EAgETBRJwwVqcKn6oOYkqG5ANBq1xD5VWlSlQFXy088qlUqWowDAKje0OkK9OqFQyNoka5WHP98BgE3C2vegn+HhYTz88MOIx+P2PG8HvabNzU1TAtSW0FomGYlErDJB+wdMTU1Z2ef4+DjGx8cp80sI2QONgEOi5W8q0qKtd1W/fmdnxzoI+rsIajKhquM1Gg2MjIwgmUyiWq0C6K2Yk8kkRkdHMTY2hkQigUwmg6mpKSSTSZw+fRrdbhfxeByzs7NWr++cM0lflfAFgJGREUxNTaHdbmN+ft56C6iyYLFYtJ4FmkinseaRkRGb9FQYSWWH9Zx1Rb+9vY1ms4nR0VHE4/E9Cn0avgiHw+bm1/ujan87OzuWaR8KhZBIJEwLQe+bqhnmcjlsbGxYPwb1YCwuLlqJpkrhVioVrKysYGFhAZFIxBoa7e7umuBPMBjE0tKSVXZ0Oh1LqPM/G3X5N5vNPXkAB6GdC2dnZw+s0T8I1ZPQChANE3W7XZRKJdNHOCjpT9te3+7nEkLe/hzKCBCRj4jISyLSFZFzfe/9YxGZF5HXROTnfOPPeGPzIvJp3/hDIvJdb/wPRCTsjUe83+e9908c5pyPGk200hW+rnJFBCMjI6bqpvK9jUbDWg53u11r7aqKdsFg0Eq5/Elcftfu3NzcntI+La3L5/M2EW1vb6Ner6NQKCAYDNpKudlsWlxfKxUuXbqEUChkZYj1et06+un2GvoA3jACYrGYhT6AN8oVl5aWbJJWIRvVCFheXjb1PJ2wtYKgVCohn89bDwAAKBaLdk9UTbFarZrxpboB6+vrWFpaQqPRwObmJtbX13Hjxg3T9N/a2sLrr7+OCxcuWHxdwwRq8ITDYQwPD+Py5cuW9a8Tr95XbRSlXoXNzU0MDQ1Z7P4gRARTU1OYnp6+o78z1SHY3Ny0stNQKGRhDc1/4EqfEHI7HNYT8CKADwP4tn9QRB4F8FEAjwF4BsD/LSJDIjIE4DcBvA/AowB+wdsWAH4VwK875x4GUALwCW/8EwBK3vive9sdG3QyUpf89va29W9Xt/709LTF6FXopdVqWTObUCiEeDyOfD5v9eS6+tZVXrVaRaVSQTKZxIkTJ0wSF4C533VF2+12US6X91QJqPb+2toaUqkUnnnmGZw+fRqVSgUXL17cY2xoApyWBaoCn26jsrl6jZqsqB8H+BkAACAASURBVAl0tVrNktdu3LhhCWrhcBj5fB75fN5a4oqIaf3X63VTx6tWq1buqLoJyWQS8XjcJIGBXqhDdQ+y2SweeughxGIxTE5OYnR0FNls1sIY0WgUp0+fxtzcnPVs0NI6Fd3RXIZUKoXd3V2Uy2WEw2FEo1EzGjTHoVarmerhW9HZ10qJO0ErJdrtNlqtlvUB0PfeStc/Qgjp51BGgHPuFefca/u89QEAv++cazrnLgOYB/Dj3s+8c+6Sc64F4PcBfEB634w/A+APvf0/D+CDvmN93nv9hwB+Vo5RjZNKBwOwiVnDATr5aDy72WzapF4qlXDjxg3r866u/E6nYwlrxWIRAKybYCQSsYlNy9nUA6B1/apGV6vVrH2xGhztdhu5XM4S6KLR6B4DpFar4aWXXkK9XsfIyAjC4bCp2vkFZtQI0AS0RCKBVCplsXGtFNje3sbIyAiy2SyKxeKe8IDfba2TmXYsDIVC1qWwWq1axYT2ZdAWv0DPza4SxMlkEmNjY3DOoVAomHyvJlBqcmYul8Pk5KR5AVT3YGNjA/F4HLFYzKSP/SWRwWDQDDXnnBk2Gm6522joRAWC/I2BWP9PCLkT7lZOwCSA677fF7yxg8ZzALacc52+8T3H8t4ve9sfC3QC868o2+22VQBo6WAikTC3fyQSwYULFyzJTUSQTqfNLa0x9FwuZ/0GKpUKisWiaeJrxriuWMPhMDqdDlZXV9FoNGySaDQaWF5eRiAQsPbGWiGg1QGxWAyPP/44MpmMKRveuHFjT2jDn1Xu9wRojF7lgf0u/unpactl0Bp2bWXsNyq0nE/PS7ssArAa+WQyaW7wbDZrbvBYLGbKeloOWK/Xsba2ZivvdDqN0dHRPQmKflnjTCaDixcv4rXXXkM2m7WWv2tra2bsVKtVM74AWAtjzQ24V2QyGQwNDaFaraLT6ZjGg3pNCCHkdrilESAi3xSRF/f5+cC9OMHbQUQ+KSLnReS8KvTdbbQeHoBNuuoa16ZBW1tbtmpTt7oq3GkDHo2da2xaNd6TyaRJwWp2v8rbqoSuehd2dnawsbFhk3StVrPWwcVi0RLfRATr6+vW4VB7y6t4j2bdb2xs4OLFiwCwpz+Chh20fK7RaOCxxx7DE088gVOnTiGXyyESiZiBoD3sVelOSxB9zw3hcBgiYgp4uVwOgUAAW1tbSKfTtr2qAeq22pAonU6j0+lgfn7eJIYfeeQRy6zXckM1sNQrMzIygtnZWQSDQZMsbjabuH79OjY3N5HJZEzhUbX7NUygK/N7iZZc7uzsWCKklgcyH4AQcrvc0ghwzr3HOff4Pj9fvsluiwD8GVBT3thB4xsA0iIS7Bvfcyzv/ZS3/X7n+lnn3Dnn3LlCoXCrSzsStFxLBX20453GyjXbXWVwdbUdi8WwsbFhDWiWlpawtrZmYYR2u21GQyaTsT7zagTE43GLC2ti3c7OjsWpdSWcz+dtEtVJW934es66gleXdyqVwvj4uBkYtVrNJnRd0WtMXkSsfa+2utVqie3tbbtHS0tLVhaoQkmKeiNisRg2NzdRr9cxMTFhqoHj4+NWNqjGQiKRMG+Aqi9qFv/p06dNZleFmNQ7o3kU2nxIREyQaHZ2FtlsFru7u3jttdfQaDSQSCRMGVANoa2tLTjnbpkMeLdIp9MIhULW2VFLPgkh5Ha5W+GArwD4qJfZ/xCAOQDfA/DnAOa8SoAwesmDX3E9NZM/AfDz3v4fB/Bl37E+7r3+eQD/0an6yTFA2wfv7u4iEAggkUig0+lYz/dUKmUNggBY6+FkMol8Po8TJ07Yqn5xcdG+2LXhjbrJtc1uPB5Hp9PB7u4u0uk0tre3kU6nzaioVqumZqfufxUk0rIydeNrxr9qGQDY4/Z3zllfAG29q9ehRoCel4YydMWtk+fu7i5KpZKt7veLn6sOfjKZxI0bN8yLMj09jampKRPH0fwK9YSoN6BQKFg+gLb0BWAr5XQ6bYaMGgGqz7CxsYFAIICJiQlT3lNZ4Ww2ayV56gXQkk7N1r8fBINB5HI5VCoVlMtl83wQQsjtctgSwQ+JyAKAdwH4qoh8HQCccy8B+CKAlwH8BwB/zzm368X0PwXg6wBeAfBFb1sA+EcAfllE5tGL+X/OG/8cgJw3/ssArKzwOOBvIqSegE6ng3w+b13wVIJWBV4mJiYsofDEiRPI5/PWwCabzSKRSKDb7eLatWu4du2aTVg6ke/s7KDb7Vp5nKoElkoliwtrjF4VClXfHoDJ+GpMWw0IzfZXtDQun89b/kC/EQBgT+OdYDCIVquFdDqNdruNK1eu2OccVKeu5X8jIyNYXV01D0ixWMT4+Li1DdbM/Ha7jaGhIasqiEQieOyxx+Ccs9LFoaEhVCoVAMDExAS63a7lO6h+gMrpanhG2yDPzc3hxIkTFsJJp9N2X0ulktXt3080XLK0tAQArAwghNwRh5INds59CcCXDnjvnwH4Z/uMfw3A1/YZv4Re9UD/eAPARw5znncTdVHrRLu9vY1oNGoJfYlEwuLz8XgczWbTegCoDj7QS4BTD0E2mzVXtTa68fcSqNVqCIVCGBsbw/Xr11Gv1xGPxzE5OYlkMonLly9je3t7j6JdLBZDMBi0xjc6aWs732q1aiVoQM8LoO7wdDqNer1u2fPAG5oAGr7Q5Ef1DKjCHQDMzc2hVCqZfr+fVqtlmvYqzKMufwAm36uhhJGREVQqFTjnkEqlUK1WTaxHJYCBXq7GysoKRkZGTGZYGyJVq1Wsrq5iZWXFqhESiQRisRh2d3fN2FBDw98gSMsn30pJ4N3Er4bY39KaEELeKlQMPCSqxiYiCAaDprjnnLNEM+006Jyz1fDo6ChOnTplx1F3vCbq6YQcj8dRLBZNClgT82KxGCKRCKLRKKrVKmq1mtXGb29vo1aroVKpYGtry/IO1tfXsbm5ievXr6PVapkOfbPZtNCFluaph0ETGbX98Pr6OoaGhiwXAIBNRno/AoEArl27ZsfXCgi/cqCiokCxWAw7OzsIhUIIBAKWgwD0DAXtT6D3QPs1jIyMmDaDhguAN5I0VcipWCxa970LFy7g2rVrJj08NTWFdDptyZF6L6ampqyawzlnsr39OQ33g1AohJGREau0YFIgIeROoBFwSNQT4I/bBwIBmyC1VE8z/LVJjp92u41yuWzH0kqATqeDra0tmzxVIU7DAmp0qNpesVhEoVDA6OgoJiYmMDU1hYmJCUxMTGB2dtZep9NpJBIJm+BUfVBXk7oiV4EdoLfyTCQS2NraslK7ZrNpcrra2VBX7bVazYR7tELhICNAFQlVOln7JCiVSsU8DmpE6bFUh1+TLXUyjEajZngBsOTKSqWCjY0NTExM4JFHHkE6nTavw/DwsD07bd+s6ojb29tot9tWmXAc0IoFbRhFCCG3C42AI0BXYjo5OuesXa9mpXe7XXMx9xsB5XLZkvdUxCedTptLvdVqAYCFGzQbXsMHqo8fCoWsnE3PQydyDSVovb1Obrr6jsfjNmGqEaDZ+Ypmw6s7vtFomDcCgPUP0DI27TdwkBGghkMsFjOlwYmJCbTbbVPw0+OqcaSGit6TYDBoyYb+uLgqJ+o1hcNhpFIpxONxJJNJnDx5EgD2uNFFxKovtA2zbqM6BMcpAU8NIv1bIISQ24VGwBGg0sEak9bJVVvgbm5uWgJe/yoXgK2udbWrx9QJVN3aWueuk7FO8pqToC1v4/G4dePT1saK6hFoWZmWx+mkCfRW5+12+01tZ3XVr2p5GuPX5Eht5KNJdc1m06SPVQnRX9jhDzloe97x8XHrHgj0DJJarYZkMmnVBxpeUTKZjGkoKBru8IcVVEFRdQyAvQmOQK/JUiAQMG+G3o9ut3vPhYFuhRoBNAAIIXcKjYAjQFfCzjmbRKrVKiKRCCqVCmq1Gqanp21SajQaNonpxN1utzE8PGwTthoBrVYLtVrNvACqIa+ft729vae5zPb2tqkCaqzf70Ivl8tYW1uzev9ut4tcLmdGhp67noMf9R4kk0msra2ZAiIA0y3QSgcA1ixJExI1lq9oXb+259UmStrCWOWPVTFQUfEhJRAIWMmgoi59AGYIRKNRjIyMmOECvNkIUE9MrVZDrVZDIBAw78tx68Knfys0AgghdwqNgCNAE7R0smm32zYJLS0tIRAI4OGHH7bJUFX2gF4sWydDjUkHg8E97u92u72nwiAUCllb3Vqthlwuh3g8jrW1NRPu8TcYAoC1tTUsLi5agp32CtDP0ZW7ivzsl3GuE3ihUEC73TYlRKC3yi4Wi3tCD/r5IyMj5qnwr+A15KBNi+LxuLnrdWxrawsA9hgB6vm4mVxEq9WyMI3mZ6ixpsmFwJuNAP0s7dqoYYn7JQx0M+gJIIQcFhoBR0A0GrVqAFX60yS5UqmE4eFhFItFay2s8XSgZwS0Wq09XeJUC17d7DqBdrtdi39rqKHdbiOVSiGbzWJ9fd28Edp+d3V1FWtra9a+d3p6Gvl83lz+OrlqoyHtf9DvBQDeMAJUuVA9Ef73+9sWq4ZBKBRCrVYzI0CvSRMHtY9CMBjc0w5Z2wb7V+FqnOyXaKi0Wi0kEgmIiN1rbb2syZBaydCP3j/1QqRSqWM50WrTIPYMIITcKTQCjgD/ylwTArvdLtbW1tBoNJBOpxGPx5FOp/fI1qqMrSYFqsCOGgGhUMi+4FWvX1ez/vBAOBzG2NiYKROqlsDKygoqlQqy2Sympqas+Uw4HLYcBJ1wVehoZ2cHrVbrpkaASiVr4x4d9+cfqGGkQkcjIyN2rcAbpYFqzPivbXh42EIp29vbe7wAeq76efuhxlgkErEOg0AvgU4bBql35aDnOTw8jN3dXcTjcatAOI6MjY0d6/MjhBxvaAQcAX7VQHVTdzodbGxsQESsm6CqzKlqnZb/aS8AbWKj5Xo6wau6n19yVxMMtf1wsVjE0NAQarUalpeXrcVvoVBANpvds5LVSVRXygDM2PBnxPejq2f1SoyNjVkzIr1mvxGg16qfFQgELOFPqxK0kY/f4IlEIojH46jX69YG2I96G/x5AX781RR+j4SO6TUcZAQAPfd/LBaz1sGEEPJ2hEbAEaBGgD/prdVqmes/mUzaSl9r/bUETRMFC4WC7a+eAAB7RHb8RoCubuPxONrtNqLRqK32Y7EYxsfHkc/n942ba8Mgv+iNGh31et16IfSjE6f/szOZDBqNhjXVUSNAE/50W/3MUqlk4RANBajcr9+tnUql0G63rR+Dn/0qBPz4jQAV+tHzAPAmg2U/RkdH8dBDD+3b64AQQt4u0Ag4AlTNTyfxSqViYjXatx6AydGqcQDAVqn5fN4mL52Q/THraDRqhoG67VUKWEvvzp07h5/4iZ+wcjptL9u/YtbwQX+cW1fX0Wh0j0Gj+I0AveZEIoFoNGqKh/6JNRqNWhkg0JvYG40GyuWydSJsNpu2j98IiMViSKfTSKfT+2bl91cI+NHz03bHOua/DmD/pEBFKxUIIeTtDI2AI8AfDuh2u9Yxb3t7G91ud0+zmVwuZ0aAiFiGvuYD+Cd+TQ4E9noBdnZ2sLu7i0wms0fgJxAI7HHXa3VBvy7BQej5q45/P5qX4C+/02tSl7nfCNBVuE7WOqmurKxYSaLuEwwG9yTpaYmkJun1o0aXXwdA8Zcuqmyzv1LirRgBhBAyCNAIOAI047zb7Vp8u1gsolqtvsmdXSgUrJxwdHQUpVLJGtLsJ+wjIpiamtpjBFQqFQSDQaTTaVPF87vG/W2L4/H4bRkBqt3fbwSot0FFkfxGQCgUQjabtRJHpT8vQGvwNXyhUr+qP9B/TzWEsB8HJQfqvfB7DzQvoP/+sOkOIWTQoRFwBKgnQNv2ptNpm+T6Y92aF1Aul7G7u2vd8QC8yQhQV7/fba8VBar9r5/ZbwRoL4ORkRHrQngztDGRZvXvZwQAsNV7/6SdSCQwOjr6pvviX4Vrr4NOpwMRsRLB3d3dfcvcCoUCCoXCvud7UJlgf6MmPVet3NBtKLVLCCE0Ao4MrZs/efIkTp48aaJAGpdXVO+/VCphZWUFAFAsFrG7u2srcUXd1f4JuVqtQkRMwU7LEf0tgHXVHg6HEYvF3pQYtx+NRgPBYNAm5f7J9VZGwEH0Z+cnEglT99PwxUHHU5ng/VAvSX9egD8p0H8OwBt5AbeqDCCEkEGBRsAR4V/R+isAVDvfTy6XQ7VaxfLyspUA+jsFKv6ufsAbMsGqhKcToT8coJ+lBoW2Ob5VSEBVCxOJhIU1/PiNAA0ZvBWi0eieVbjG/+v1OuLxuAkl3Ykk734VAv6kRUVzK9QjcavKAEIIGRRoBBwR6gnQiWZra8uy5/u7Bubzeezu7mJjYwOZTMbyAYC9K1hdrep7mmjYL6HrNwI6nY71AAiHw1YlcCsjoF6vm/qc5hn4PRAaltDqgbdK/yo8FApZ34J4PI5ms2nnebuoyqEfbRy033nQE0AIIXuhEXBE9CfBra2tYWRkBMlk8k1GgOYFtFqtPfkAfvc40AsdaOwceKOlrt91rkaArt5Vn189BQCsVe9+Gf/62SrbG4lEzCjpNwL0c25HprY/L0DPSRUCD5q03wpqUPjzHQ46nkoFt1otdLtdGgGEEAIaAUdGNBq1GPXu7i7K5bLVuvcbASrUEw6HrWxOpYP70VI47UXQL5zjT0hUA2A/IwDAm85DUS+BavT7j6eohwF46/kA/uvtNwJGRkZsQr5T7Xud7P0Jf/1Jgf5zAGC9DmgEEEIIjYAjQ+PO2v62Xq9jZGQEiUQC7XZ7T4x9aGgI+Xwe+XzeSv/6KwP8x+10OqhUKpbt7ycSiSAYDNrkryt2v8aA9jY4KCSgEr7ar0C9FH4jQFfc/fH2t4I/Oz8cDqNQKCCVStnkfadGQH+FwH5Jgf5tA4HATWWRCSFk0KARcERoDL5er2N7exvNZhO5XO7AVXg+n0exWHyTvkA/OsGrUdEfO9dJW70AagT0HysWi+1rBPglfIFeRr6ekz8ZUEsI72TC7g+VxONx67R4J0aFogJDOvlrkuF+x9PrUmOMngBCCKERcGSoVsDOzg7K5TK63S6y2azF2PuNAK0i0Eke2H91qk2FtCVvPzrpaZmgagT0r4ZjsRi63e6bSgVV1tffNVDVD9UI0GPeqeteuw7234N+5cE7wV8hoBLEByUZ+lUE2RSIEEJoBBwZqhqozXS0HS2AfbPzk8mkdai7mRHg78p30IpZkwNbrZa17u3ftn81ruzs7FgFgf94gUAA9XodACyhbmho6I4nbX9eAAA738MaAf4KgVsdT6+RoQBCCOlBI+CIUE9Au91GqVRCJBLZYwR0Op09MfZwOIx4PA7gDQW7/VzUOiHfrGe8btNsNi0psN8T4PdU+KnX64jFYntWxppnoF4CNQL8DXlul369APVI3GllgKJeEFVFvNnxVDOBoQBCCOlBI+CI0FWyxu+1fTBw8CpcabfbCAaD+7qoh4aGMDMzs8dd3084HN6THKgJfv3EYrE9EsIaPug/tj9MocZLp9MxY+NO6NcL0H+PwhMAvJH1fzMjQESQz+f36CwQQsggQyPgiNDEQJXoTSaTtuLUyfNmRsBhVsRqBLRaLbTbbctD6EclhPU8/KWBfjQ8oBUCWh54mAm7Py9APQuH1e9XY0ez/m91H+Px+KG9D4QQ8naBRsARoROnCuokEok9q/H+mLiian+HiVMHAgEMDw+bRsFBXgN1h/uNAF3196N1/J1OxySFb0cp8KDP188+iqRAoOcpGRoaMplkJvwRQshbh0bAETI8PGylfvF4/E1tdfvzAgDcNCnwdohGo1bLf9BK1y8h3F8a2I96DXZ2dlCv1w+VD9B/jo1GY9/2wXeK3juu8Akh5PagEXCExGIxSwjsn1wPygs4KiNAQw4H5QP4z7HdbluDo4OMAA0xVKtVK707CkMFAMrlMoDD5wMoOvkf1fEIIWRQoBFwhESjUVMJ7Hexqxzv3TQCcrkcstnsTVfEOulvbW29qTSw/3jBYBC1Wg2tVssqHQ5Dv3LhUa3c6QkghJA7g7VSR0goFEI6nUYqldp3Ut8vL+BmlQG3gz9z/2YGheYAaMOggz5XDYR6vY52u23ljIclGo2iVqvdcefA/YjH44fqQUAIIYMKPQFHiJbzZTKZfZPtNC9AV//AwT0D7uSzVSToVpOrrv5vVnYI9CZXres/SiMAOFrXveooMCmQEEJuDxoBR4hOxAcJ0uyXF3BURgDQUyHcT1q4H9Xuv5URoO8fRWWAosc5quMRQgi5cxgOOEL81QD7GQEaE280GkgkEgc2+7lTbqYq6CcWi2F2dvaW2/kVD+9UJKifUCiEqakpqvYRQsgxgJ6AI8QvfHPQJOfPC9CwwHFNaNMQwFEkBfqhAUAIIccDGgFHiK6Wb5bop7Xy7Xbb4u3HtaHN0NAQxsbGUCgU7vepEEIIuQtwSXaEqCfgZitdf16ANvs5Klf73eDUqVNMuCOEkLcpNAKOkLdiBPjzAjqdzrH1Aig0AAgh5O3L8V2CPoCICIaHh28ZQ9e8gKOsDCCEEEJuF3oCjpjR0dFbbhOLxazrHY0AQggh9wt6Au4D/hp5GgGEEELuFzQC7gPBYNDyBmgEEEIIuV8cyggQkY+IyEsi0hWRc77xnIj8iYhsi8i/6NvnnSLyIxGZF5HfEC/zTESyIvINEbng/ZvxxsXbbl5EXhCRpw5zzscFFeBhzTwhhJD7xWE9AS8C+DCAb/eNNwD8bwD+wT77/BaAvw1gzvt5xhv/NIBvOefmAHzL+x0A3ufb9pPe/g882WwW4+Pj9/s0CCGEDDCHMgKcc684517bZ7zmnPuv6BkDhoiMA0g65551zjkAXwDwQe/tDwD4vPf6833jX3A9ngWQ9o7zQBMIBBgKIIQQcl+51zkBkwAWfL8veGMAUHTOLXuvbwAo+va5fsA+hBBCCLlDbhmQFpFvAhjb563POOe+fPSnBDjnnIi4291PRD6JXsgAMzMzR35ehBBCyNuJWxoBzrn3HOHnLQKY8v0+5Y0BwIqIjDvnlj13/6pvn+kD9uk/188C+CwAnDt37raNCEIIIWSQuKfhAM/dXxGRp72qgI8BUG/CVwB83Hv98b7xj3lVAk8DKPvCBoQQQgi5Qw5VnyYiHwLwfwEoAPiqiDznnPs5770rAJIAwiLyQQDvdc69DOCXAPwOgBiAP/J+AOBXAHxRRD4B4CqAv+6Nfw3A+wHMA6gD+FuHOWdCCCGE9JBekv7bj3Pnzrnz58/f79MghBBC7gki8n3n3Llbb/kGVAwkhBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIByKCNARD4iIi+JSFdEzvnG/5KIfF9EfuT9+zO+997pjc+LyG+IiHjjWRH5hohc8P7NeOPibTcvIi+IyFOHOWdCCCGE9DisJ+BFAB8G8O2+8XUAf8U5998A+DiA3/W991sA/jaAOe/nGW/80wC+5ZybA/At73cAeJ9v2096+xNCCCHkkBzKCHDOveKce22f8R8655a8X18CEBORiIiMA0g65551zjkAXwDwQW+7DwD4vPf6833jX3A9ngWQ9o5DCCGEkENwL3IC/hqAHzjnmgAmASz43lvwxgCg6Jxb9l7fAFD0Xk8CuH7APoQQQgi5Q4K32kBEvglgbJ+3PuOc+/It9n0MwK8CeO/tnJRzzomIu519vM/7JHohA8zMzNzu7oQQQshAcUsjwDn3njs5sIhMAfgSgI855y56w4sApnybTXljALAiIuPOuWXP3b/q22f6gH36z/WzAD4LAOfOnbttI4IQQggZJO5KOEBE0gC+CuDTzrnv6Ljn7q+IyNNeVcDHAKg34SvoJRHC+9c//jGvSuBpAGVf2IAQQgghd8hhSwQ/JCILAN4F4Ksi8nXvrU8BeBjAPxGR57yfUe+9XwLw/wKYB3ARwB95478C4C+JyAUA7/F+B4CvAbjkbf8vvf0JIYQQckikl6T/9uPcuXPu/Pnz9/s0CCGEkHuCiHzfOXfu1lu+ARUDCSGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDCo0AQgghZEChEUAIIYQMKDQCCCGEkAGFRgAhhBAyoNAIIIQQQgYUGgGEEELIgEIjgBBCCBlQaAQQQgghAwqNAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhBBCyIBCI4AQQggZUGgEEEIIIQMKjQBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKgHMoIEJGPiMhLItIVkXO+8R8Xkee8n+dF5EO+954RkddEZF5EPu0bf0hEvuuN/4GIhL3xiPf7vPf+icOcMyGEEEJ6HNYT8CKAhwFMmwAACdZJREFUDwP49j7j55xzPwbgGQD/j4gERWQIwG8CeB+ARwH8gog86u3zqwB+3Tn3MIASgE94458AUPLGf93bjhBCCCGH5FBGgHPuFefca/uM151zHe/XKADnvf5xAPPOuUvOuRaA3wfwARERAD8D4A+97T4P4IPe6w94v8N7/2e97QkhhBByCO5aToCI/ISIvATgRwD+jmcUTAK47ttswRvLAdjyGQ46Dv8+3vtlb3tCCCGEHILgrTYQkW8CGNvnrc8457580H7Oue8CeExEzgL4vIj80Z2f5ltDRD4J4JPer9si8iYvxSHIA1g/wuPdb3g9xxtez/Hn7XZNvJ7jzVu5ntnbPegtjQDn3Htu96B9+78iItsAHgewCGDa9/aUN7YBIC0iQW+1r+Pw7bMgIkEAKW/7/T7rswA+e5jzPQgROe+cO3frLR8MeD3HG17P8eftdk28nuPN3bqeuxIO8DL9g97rWQBnAFwB8OcA5rz3wwA+CuArzjkH4E8A/Lx3iI8DUC/DV7zf4b3/H73tCSGEEHIIDlsi+CERWQDwLgBfFZGve2/9FIDnReQ5AF8C8EvOuXVvlf8pAF8H8AqALzrnXvL2+UcAfllE5tGL+X/OG/8cgJw3/ssArKyQEEIIIXfOLcMBN8M59yX0Jvn+8d8F8LsH7PM1AF/bZ/wSetUD/eMNAB85zHkeEXclzHAf4fUcb3g9x5+32zXxeo43dyfUTc86IYQQMphQNpgQQggZUGgEvAUOkjo+bojItIj8iYi87Mk5/8/e+D8VkUWflPP7ffv8Y++6XhORn/ONH4trFpErIvIj77zPe2NZEfmGiFzw/s144yIiv+Gd8wsi8pTvOB/3tr8gIh8/6PPu8rWc9j2D50SkIiJ//0F6PiLyr0RkVURe9I0d2fMQkXd6z3ve2/euCoMdcD2/JiKveuf8JRFJe+MnRGTH95x++1bnfdC9ucfXc2R/X3KAvPs9vp4/8F3LFenlnj0oz+eg7+j793/IOcefm/wAGAJwEcBJAGEAzwN49H6f1wHnOg7gKe91AsDr6Mkz/1MA/2Cf7R/1ricC4CHvOoeO0zWjV1WS7xv73wF82nv9aQC/6r1+P4A/AiAAngbwXW88C+CS92/Ge505Bn9XN9Cr631gng+AnwbwFIAX78bzAPA9b1vx9n3ffbie9wIIeq9/1Xc9J/zb9R1n3/M+6N7c4+s5sr8vAF8E8FHv9W8D+Lv3+nr63v8/APyTB+j5HPQdfd/+D9ETcGv2lTq+z+e0L865ZefcD7zXVfQqMCZvsssHAPy+c67pnLsMYB696z3u1+yXku6XmP6C6/EsetoT4wB+DsA3nHObzrkSgG+g19PifvKzAC46567eZJtj93ycc98GsLnPeR76eXjvJZ1zz7ret9kXfMe6Z9fjnPtj94Z66bPo6ZYcyC3O+6B7c1c44PkcxG39fXkryoPk3e8KN7se73z+OoB/c7NjHLPnc9B39H37P0Qj4NYcJHV8rJFet8UnAXzXG/qU5076Vz6X10HXdpyu2QH4YxH5vvQUIQGg6Jxb9l7fAFD0Xj8I16N8FHu/vB7U5wMc3fOY9F73j99PfhG91ZTykIj8UET+s4i82xu72XkfdG/uNUfx93Uzeff7wbsBrDjnLvjGHpjn0/cdfd/+D9EIeBsiIiMA/h2Av++cqwD4LQCnAPwYgGX0XGgPCj/lnHsKvc6Tf09Eftr/pmftPlAlLl4c9a8C+Lfe0IP8fPbwID6PgxCRzwDoAPg9b2gZwIxz7kn0NEv+tYgk3+rx7uO9edv8ffXxC9hrSD8wz2ef7+j7ch4AjYC3wkFSx8cSEQmh98f1e865fw8AzrkV59yuc64L4F/iDT2Gg67t2Fyzc27R+3cVPU2KHwew4rm91NW36m1+7K/H430AfuCcWwEe7OfjcVTPYxF7Xe/37bpE5L8H8JcB/E3vSxme23zDe/199OLmj+Dm533QvblnHOHfl8m7943fc7xz+DCAP9CxB+X57PcdfZPzuOv/h2gE3Jp9pY7v8zntixcj+xyAV5xz/6dvfNy32YcAaKbtVwB8VEQiIvIQgDn0kkqOxTWLSFxEEvoavYStF7FXSrpfYvpjXkbt0wDKnovt6wDeKyIZzxX6Xm/sfrFnBfOgPh8fR/I8vPcqIvK097f8Md+x7hki8gyAfwjgrzrn6r7xgogMea9Povc8Lt3ivA+6N/eMo/r78oyhg+Td7zXvAfCqc85c3w/C8znoO/om53H3/w/dLGuQP5bR+X70sjgvotc98b6f0wHn+VPouZFeAPCc9/N+9NQbf+SNfwXAuG+fz3jX9Rp8WaTH4ZrRy05+3vt5Sc8DvdjktwBcAPBNAFlvXAD8pnfOPwJwznesX0Qv8WkewN+6j88ojt6KKuUbe2CeD3rGyzKANnrxxk8c5fMAcA69SeoigH8BT9DsHl/PPHrxVv0/9Nvetn/N+zt8DsAPAPyVW533QffmHl/Pkf19ef8nv+fdo38LIHKvr8cb/x30WtT7t30Qns9B39H37f8QFQMJIYSQAYXhAEIIIWRAoRFACCGEDCg0AgghhJABhUYAIYQQMqDQCCCEEEIGFBoBhAw4IvKn3r8nROS/O+Jj/6/7fRYh5HjAEkFCCABARP4iet3m/vJt7BN0b2jJ7/f+tnNu5CjOjxBy9NATQMiAIyLb3stfAfBu6fVi/19EZEhEfk1E/txrPvM/eNv/RRH5LyLyFQAve2P/n/SaPL0kXqMnEfkVADHveL/n/yxPAe3XRORF6fU+/xu+Y/8nEflDEXlVRH7PUz4jhNwFgrfehBAyIHwaPk+AN5mXnXN/QUQiAL4jIn/sbfsUgMddrwUtAPyic25TRGIA/lxE/p1z7tMi8inn3I/t81kfRq+hzRMA8t4+3/beexLAYwCWAHwHwH8L4L8e/eUSQugJIIQcxHvR0y1/Dr12pzn09NgB4Hs+AwAA/icReR7As+g1NpnDzfkpAP/G9RrbrAD4zwD+gu/YC67X8OY5ACeO5GoIIW+CngBCyEEIgP/ROben2ZKXO1Dr+/09AN7lnKuLyH8CED3E5zZ9r3fB7ylC7hr0BBBClCqAhO/3rwP4u17rU4jII143x35SAEqeAXAGwNO+99q6fx//BcDf8PIOCgB+Gr3GNISQewgtbEKI8gKAXc+t/zsA/jl6rvgfeMl5awA+uM9+/wHA3xGRV9DrRves773PAnhBRH7gnPubvvEvAXgXeh0iHYB/6Jy74RkRhJB7BEsECSGEkAGF4QBCCCFkQKERQAghhAwoNAIIIYSQAYVGACGEEDKg0AgghBBCBhQaAYQQQsiAQiOAEEIIGVBoBBBCCCEDyv8PjU9DwlZoUBMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
" 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=(-22000, -14000), figsize=(8,6))\n",
+ " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=trigram_ylim, figsize=(8,6))\n",
" fig.savefig(f + '.png')"
]
},
--- /dev/null
+worker,iteration,fitness
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projects / cipher-tools.git / commitdiff
