{
"cells": [
{
"cell_type": "markdown",
"id": "a17294c0",
"metadata": {},
"source": [
"# Diffusion of 2 chemicals\n",
"\n",
"### Identical to experiment `diffusion_2_a` EXCEPT for some extra rows of bins at the top of the system (high y-bin values), which breaks the previously-perfect symmetry of the 2 chemicals: now, one of them (`A`) is more \"hemmed in by the walls\", compared to the other one"
]
},
{
"cell_type": "markdown",
"id": "c92be03c",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"### TAGS : \"diffusion 2D\", \"basic\""
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "bc08b315",
"metadata": {},
"outputs": [],
"source": [
"LAST_REVISED = \"Jan. 20, 2025\"\n",
"LIFE123_VERSION = \"1.0.0rc2\" # Library version this experiment is based on"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3f7a47c6",
"metadata": {},
"outputs": [],
"source": [
"#import set_path # Using MyBinder? Uncomment this before running the next cell!"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6a9573f0",
"metadata": {},
"outputs": [],
"source": [
"#import sys\n",
"#sys.path.append(\"C:/some_path/my_env_or_install\") # CHANGE to the folder containing your venv or libraries installation!\n",
"# NOTE: If any of the imports below can't find a module, uncomment the lines above, or try: import set_path \n",
"\n",
"from life123 import BioSim2D, ChemData, check_version"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1fa648a2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OK\n"
]
}
],
"source": [
"check_version(LIFE123_VERSION)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "34f12ee2-eb77-418b-9949-12399e7ee0b2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"id": "bc92402f-b59d-4d12-8179-60265670d9ca",
"metadata": {},
"outputs": [],
"source": [
"# Prepare the initial system, with two concentration pulses, at almost-opposite ends of the system, with the same diffusion rate coefficient\n",
"chem_data = ChemData(names=[\"A\", \"B\"], diffusion_rates=[0.05, 0.05])\n",
"\n",
"bio = BioSim2D(x_bins=7, y_bins=10, chem_data=chem_data) # 3 more rows, compared to experiment `diffusion_2_a` \n",
"\n",
"bio.set_bin_conc(bin_address = (1,1), chem_label=\"A\", conc=10.)\n",
"bio.set_bin_conc(bin_address = (5,5), chem_label=\"B\", conc=10.)"
]
},
{
"cell_type": "markdown",
"id": "73f4e032-a191-4e67-8098-b4e70b8ad5f3",
"metadata": {},
"source": [
"### Different ways to visualize the system \n",
"Notice the bin with the initial concentration of `A` and the other bin with the initial concentration of `B`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ab1f0bc3-3a8b-4491-9ff9-d933b4b3736b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SYSTEM STATE at Time t = 0:\n",
"Species `A`:\n",
" 0 1 2 3 4 5 6\n",
"9 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"8 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"7 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"6 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"5 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"1 0.0 10.0 0.0 0.0 0.0 0.0 0.0\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"Species `B`:\n",
" 0 1 2 3 4 5 6\n",
"9 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"8 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"7 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"6 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"5 0.0 0.0 0.0 0.0 0.0 10.0 0.0\n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0\n"
]
}
],
"source": [
"bio.describe_state()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "93f31fa3-9597-4b2b-93b7-f7369b35b002",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bio.system_heatmaps()"
]
},
{
"cell_type": "markdown",
"id": "256e2cf8-cffb-4764-9493-0d209c80e05f",
"metadata": {},
"source": [
"Notice that the bins with the initial concentration pulses lie on a diagonal from each other, but one is closer to the system \"walls\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "76e58a51-8c55-4d7e-8f04-77de1c616a08",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "0030125c-8902-4109-8d18-066f35484708",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "b97c6600-c848-45ed-94d2-70d6be2900be",
"metadata": {},
"source": [
"## Request history-keeping for some bins"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cc18ab3e-541b-4eea-b832-92af38439f22",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"History enabled for bins [(1, 1), (3, 3), (1, 6)] and chemicals None (None means 'all')\n"
]
}
],
"source": [
"# Request to save the concentration history of all chemicals at selected bins \n",
"bio.enable_history(bins=[(1,1), (3,3), (1,6)], frequency=5, take_snapshot=True) # Taking a snapshot to include the current initial state in the history"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e894f296-a303-4c25-98fc-7227c3fa2832",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "ba8c620e-5823-4c01-8761-b7f40448e348",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "90623e6e",
"metadata": {},
"source": [
"# Initial Diffusion Step"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "cc91b70d-0e23-4f1a-b2c7-0796a0046e33",
"metadata": {},
"outputs": [],
"source": [
"delta_time = 2.5"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f40829d2-ee31-4a87-af38-b4f4ded3120e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" {'steps': 25}\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
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"data": [
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"title": {
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x bin: %{x}
y bin: %{y}A",
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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"status = bio.diffuse(total_duration=delta_time, time_step=0.1)\n",
"print(\"\\n\", status)\n",
"\n",
"bio.system_heatmaps(title_prefix=\"Diffusion\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "e7323a1a-be0e-40cd-ae79-ba48f796405e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# MASS-CONSERVATION CHECK. Verify that that sum of all the entries in each of the above matrices is still the initial 10.\n",
"bio.check_mass_conservation(chem_label=\"A\", expected=10.) \\\n",
"and \\\n",
"bio.check_mass_conservation(chem_label=\"B\", expected=10.)"
]
},
{
"cell_type": "markdown",
"id": "c749c890-735d-40c1-9462-b8fdc8e984e1",
"metadata": {},
"source": [
"# A second step"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "298c954c-605c-4011-882a-f765d0783af7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" {'steps': 25}\n"
]
},
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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"status = bio.diffuse(total_duration=delta_time, time_step=0.1)\n",
"print(\"\\n\", status)\n",
"\n",
"bio.system_heatmaps(title_prefix=\"Diffusion\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4ac463c9-a952-49ab-ad6a-bb1b0334ebfe",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "8cfdb2ca",
"metadata": {},
"source": [
"## This is still an early stage in the diffusion process; let's advance it more... (Visualization from results shown at selected times)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f5526fe1",
"metadata": {
"lines_to_next_cell": 2,
"tags": []
},
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cnNLE7Zd9S45Y/VO9+Kup5axdEDq5e71lXSW07eWDcLILFKusXVS5rRvptb6vVU9jhYuz76qXo6li0NlGq/3ONSHd4smPgWptSVnG64V0Vl/iaoPbA9i+Jq8l6XXJWa84DcJClle1N8oPF5WAc6tPtQazKp6CvCDKr81ea1w761f9cSWMnPVb4zXoeqiqcRdknWe/THEnM3udjX1WNPabEfZr268bdHyq7ofzZ4nbMwE56zdaOA4BCEAAAhCAAAQgAAEIrK0EkLNr653PUL8b8zXrDHWbrkAAAhCAAAQgAAEIQAACEIAABCAAAQiknAByNuU3cG1vvmoph7WdCf2HAAQgAAEIQAACEIAABCAAAQhAAAIQSAcB5Gw67hOtdCFgZc2q1qIFGgQgAAEIQAACEIAABCAAAQhAAAIQgAAEipkAcraY7w5tgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABDJLADmb2VtLxyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFiJoCcLea7Q9sgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBzBJAzmb21tIxCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoJgJIGeL+e7QNghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCCzBJCzmb21dAwCEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoZgLI2WK+O7QNAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyCwB5Gxmby0dgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABIqZAHK2mO8ObYMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQySwA5m9lbS8cgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBYiaAnC3mu0PbIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgcwSQM5m9tbSMQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKCYCSBni/nu0DYIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgswSQs5m9tXQMAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQKGYCyNlivju0DQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMgsAeRsZm8tHYMABCAAAQhAAAIQgAAEIAABCEAAAhCAAASKmQBytpjvDm2DAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEMksAOZvZW0vHIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgWImgJwt5rtD2yAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHMEkDOZvbW0jEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgmAkgZ4v57tA2CEAAAhCAAAQgAAEIQAACEIAABCAAAQhAILMEkLOZvbV0DAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEChmAsjZYr47tA0CEIAABCAAAQhAAAIQgAAEIAABCEAAAhDILAHkbGZvLR2DAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEipkAcraY7w5tgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABDJLADmb2VtLxyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFiJoCcLea7Q9sgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBzBJAzmb21tIxCEAAAhCAAASSJnBF5TQx6+FnC5qxRaf2omr6uKSbxvUhAAEIQAACEIAABNZCAsxPi++mI2eL757QIghAAAIQgAAEMkBgxwOGCJWIlRPi0vZtxLCBvTPQS7oAAQhAAAIQgAAEIJAWAsxPi/NOIWeL877QKghAoIgI9D/1clG98FNxyP7dROXlI4uoZTQFAhAoVgJSwL761oJAGbKT75kjKifdm+/K6OHHFYjbUyquFx1L2hrHrSxcN+lrz9K99pIRolePPYoVEe2CAAQgAIEQBK6bOEtMmfW4suTjM8aJ33VsH6JWikAAAmsDAeanxXuXkbPFe29oGQQgUAQEPlv8heg56Hyx+WabiC+/+kYsmHdXEbSKJkAAAsVOQGYlOCWrqs2WmLU/W5xlpZx96fX3hV229hp8vthztx3FpaPLjWqdk+3apV+JO2Y8lj9e7LxoHwQgAAEIBCNgyVmniLWSCRC0wThyFgTWRgLMT4v3riNni/fe0DIIQKAICFgT4IvPOl5cdePdQv47oE+PImgZTYAABIqVgBSjB/c7W0yfcJHo2nlrz2bKSbIzw7Vq7mvivCsn5v8YZGXOWiJWViil7hvvLBS3jz9HNOZ6xcqMdkEAAhCAQDACbnL25dwf8Ybn/pjHXDUYR86CwNpGoDHzReanTR8dyNmmZ84VIQCBFBGQWQhym3XbZWL/Y84UHdptZvyfDQIQgIAbgaCTX+u8Z2bfIEpyzxZrc+73k7Pzqz8Wg0ddTWY/IQkBCEBgLSDgJmdnPjTXSCSYlPuj3d7du6wFJOgiBCDQGALMTxtDq+nPRc42PXOuCAEIpISAtaSBlYHgNhlOSXdoJgQg0IQEgnxtDDnbhDeES0EAAhDICAG3+ahMIpDb8w/clJGe0g0IQCBuAsxP4yYaX33I2fhYUhMEIJAxAtbk11oL0pK1Q/v3FOeO6J+x3tIdCEAgTgJ+L1yQyxIMG9hb8LWxOKlTFwQgAIHsE/B6IRgvr83+/aeHEIhCgPlpFHp6yyJn9fKldghAIMUEZAbCrl22EZWXj8z3wr7MQYq7RtMhAIEmICDF6xad2ouq6ePyV7OWILBeFhb0hWAdS9oWvNzLvuasrFwuffB5zdL8tewvBLOu6VzbtgkQcAkIQAACEIiZgNc3ueTPHfkSW7JnY4ZOdRDIEAHmp8V5M5GzxXlfaBUEIJAwAbeXKrC0QcI3hstDIGUEZIbCrIefLWi180VhlqC1TrLErfXZb81Z+3kv5V4IY23WdZCzKQsamgsBCEDAg4DXXJR1ZwkdCEAgCAHmp0EoNe05yNmm5c3VIACBlBAYfdkt4qnn33BtLUsbpORG0kwIQAACEIAABCCQIQJectYtuSBD3acrEIAABDJJADmbydtKpyAAgagEVEsaWHXKpQ2WLP2Kr4xFhUx5CEAAAhCAAAQgAIFGESBztlG4OBkCEIBAKgggZ1Nxm2gkBCDQlASsrINJ488Re3fvssal+cpYU94NrgUBCEAAAhCAAAQgYBFwk7PWi2t5KRixAgEIQCB9BJCz6btntBgCENBMQGbGVi/8VCyYd5fySkx+Nd8AqocABCAAAQhAAAIQUBKw5Kzq4MVnHS8G9OkBOQhAAAIQSBkB5GzKbhjNhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABLJBADmbjftILyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGUEUDOpuyG0VwIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgGwSQs9m4j/QCAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSBkB5GzKbhjNhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABLJBADmbjftILyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGUEUDORrxhNXU/RKwhnuLNmzUTHTZbX6z+9Vex5Ksf46k0Y7Vs2mo98ePKVeKHn1ZlrGfxdGfzTVqKb7//Wfz0y+p4KsxYLe03XV98+c1KsWr1rxnrWTzdKW2zgSiW52E8PYqvlhbNmwk5vr74mmeziup66zYXrTdYV3z57cr4oEesqW3ufq27TvMItTSLUDZKUZ5PUehlqezPuZ/ly3I/s4pha5kb421atxQrf14t6oponBcDG6sNzDG87wZzDHc+zDG8Y2e93M/y1hvl5hhF8jwspueObMsG67UQ67dsIb5e/lOxNa0o2rPx+uuI5i2aGb8jF8smn4dht2aXJzM//fUy5qdB7hlyNgglj3OkjChts27EWrJZvKbOfIjBR31/G/isl80AiNirmjpzklDapmXEmrJZvKbO/KW7tM362exghF7V1JkSNMrkJcLli76oJdHh4/Zs/kFEl7NRxG6UEOKPa1HoZamsJWd3nbJllroVW1/eHvqpUdfOd/4utjqzVNG7J35mdGfHyaVZ6lZsfVkwrMaoa5tJbWOrM0sVfTR8mdGdLSf+JkvdiqUvn474n1HPb2/ZOJb6slbJ5yO/M7rUccKGWetaLP1ZPGpFpN9vml+RzPx09aXMT4MEAHI2CCWPc5Cz7nCQs97BhZz144Oc9SKEnPV69iBnvWPH/MYHclZNSf5cjy5nW0ScXYQtzjdDwpLLWjnkrPcdRc5680HOevNBznrzQc6680HOescOctabT1Q52+KKZOanqy5lfhpknomcDUIJORuKEnLWTz5amcVkzqpIkTnrFz9kzroRInPWL3aQs37yOrqcXSfUz83ohX6JXgU1ZIIAchY5GyWQkbPI2Sjxg5xFzoaNH+SsXjm7zhXJzE9/uZT5aZAxgZwNQgk5G4oSctZPkCBnvQUJmbPefJCzyNlQj+b82sBkzqr5xZM5m8zkVwgmv+FGRfZKIWeRs1GiGjmLnI0SP8hZ5GzY+EHOapazVyYzP/3lEuanQcYEcjYIJeRsKErIWeRsqMCpL0TmrF/8IGeRs+FGGGvO+o2tOJY1SGot+uJ5YUW46KRUXASQs8jZKLGEnEXORokf5CxyNmz8IGf1ytl1r0xmfvrzJcxPg4wJ5GwQSsjZUJSQs34CgMxZL0LIWb/4Qc4iZ0M9msmc9cEWT+ZsUsvVrPm25VMqrhcvvf6+0et9uncRt48/xzdwqua+JiZMeUBUTR/neq4857wrJ4rpEy4SXTtvnT+v1+DzxX8XfZH/vGDeXb7X44T4CSBnkbNRogo5i5yNEj/IWeRs2PhBzuqVs+tdmcz89KdL1pyfho2RLJdDzka8u7wQzB0gctZPriFnkbPhH0C8EMzr2cMLwbzHFmvO+vGJvuZsy/CDO1JJ84821nZF5TSxuHZZXshKUduxpK24dHS58irzqz8Wg0ddbRzbolN7VzlryVspYe1y1lm/8/qRukbhRhFAziJnGxUwjpORs970eCGYNx/krDsfXgjmHTvIWW8+UV8I1vKqZOanKy8unJ9G+fmU5bLI2Yh3FznrJUgs+ZhM+nzEW6u9eIO8TuYvWNo7GPECZM56A0TOej17kLNe0cOyBn5jK45lDZKZ/ApROPmVWaxXjxmWz2yV8vWiayZ7ZsRKOl6Zs/ZjOx4wpEDOyuuNGnqM6NVjDwNykAzciD8qKO5CADmLnI0yOJCzyNko8YOcRc6GjR/kLHI2bOxkoRxyNuJdRM4iZ8OGEHLWT5DwQjBvwcayBm58auqQs8jZsE9mYSz7ED1zdv3wDYhU0ox9udUu/Uoc3O9s8czsG0RJu81c96ku5yZVnfudcnbyPXNE5aR7xejhx4lhA3sLmUnbbZftjP+zNS0B5CxyNkrEIWeRs1HiBzmLnA0bP8hZvXJ2/auTmZ/+eFHD/DRsbKwN5ZCzEe8ychY5GzaEkLPI2bCxI8uROev17EHOesUWmbN+z5445OwGUYZ3hLLmkhVyi1vOqoStU85a15RLIljrzrLmbITbGaEochY5GyF8BHIWORslfpCzyNmw8YOc1StnN7g6mfnpDxc1zE/DxsbaUA45G/Eu65azFRUXiPnz3zFa2bXrLmL8+L/6tnju3GfF1Kl3i2nTprieK8+55pprRWXldaJz5x196wxzQlOsOZsNPvqWNaioGOOIn2t8b2Xw+Bmfi5/rNcaP/szZiorzHXzcX35jgTP5TMuNr7t8xte4ej6dfZmHOUG3nDXZzK9/9nTNPXuCsJlbz2aqB5u5uWePZHNDLnZ0sdEvZysqKhx8xvvexrlzJZ+pudiZ5sPnmhyfSo189K85m3Y+0TNnN/SNBz0nrMhXG7eclevHznr4WWWzr71khLGUgVsmLYJWz932qrUp5GzVoCqxa8muRjPern1b9JrRy7ejw3cbLkZ0GyG63tbV9Vx5zhUHXiVA9yoAACAASURBVCGGPjRUPP7J4751hjnh7aGfGsV2vvN3YYoHKvPE4CfEbiW7Gee+VfuWOGz6Yb7lTtntFDGy+0ix08SdXM+V51x10FXihIdOEFUfV/nWGeaEppCzTx//tNi9dHejeW/WvCnK7i7zbeqI3UeI07ufLna4dQfXc+U5f+nxFzH4gcFizsdzfOsMc0JTrDn73AnPiW6l3YzmvVHzhjhw6oG+TR3ZbaQ4c48zxTYTtnE9V54z7uBxYsD9A8SjHz3qW2eYE3TL2ReHvii6d+xuNO31xa+Lfafs69tMGTdn/+lsseVNW7qeK8+57pDrxHH3Hice+dcjvnWGOaEp1px95aRXxB4dzeWFXlv8mtjr73v5NlXGzTl7nSN+V+n+TJTn3HDoDeKY2ceIhxc+7FtnmBOaQs6+OuzVAj57Tt7Tt6ln7XmWOHevc0WnGzq5nivPqTy0Uhw962jx0MKHfOsMc0LUNWc3vDqZ+emKixrmp2H6vbaUQc5GvNM65Wxl5U2itnZJXshKEVlS0kGMHn2mstXV1Qtyx841jsnz3OSsJd9k3WmWs9nho0fOmnxqc/FjClkpaktKSnzix3yLtzzPP35qUy1nKytvrOdjSkcpI00+Z7mMr+rcMTufu5TnWfJWsjfltS4BqW9Zg3BszrbFjlrOmnJymsE9zXJWilNzbJlCVopIM3ZGe8SOecwcW2o5a8lbk0965WwW+GRBzsp407HmrD3I7TI2igyOOBWjuIKAbjk7+cjJorRVaV7ISlFbs7xGDHtkmPJ+9PxjTzGlj5k0UPtdraucteRtycYlqZazdx55pyhtXZoXslLU1nxbI0585EQln15b9xJT+5g/OyUfNzlryVvJJ81y9q4+d4mOrTrmhawUtYuXLxZDHhqi5NN7695i+jHTTT7La13lrCVvS1qVpFrOTj96uujYumNeyEpRu/jbxWLwg4OVfI7Y5ggxs+9M45gch25y1pK3cuymVc7KfnZq3SkvZKWoXfTtIqM/qu3IbY8U9x53b56Nm5y15K1kk2Y5O/vY2aLTJp3yQlaK2kXfLBL97uun5HPUdkeJB/o9YByTY9BNzlryVo7bNMtZGQu/3eS3whKyUtR+/s3nxj1XbX226yMe7P9gno+bnLXkreRT1HL2LwnJ2QuRs0Emq8jZIJQ8ztEpZ8vLh+Z+6T83n5ko5ev48dd5ZsTKpnplPtqPlZX1TLWczQ4fPXJWP5/DUi1ny8uH1I8vU55WV1fXj6+7PJ8KXpmz9mNlZYemVs6Wl5+QY3NeXiybbK7NPXvcM2LNZ4975qz9WFnZIamWs+Xl5YaQtcS7yWe8Z0ZsAx915qw9q7asrCzVcjYLfKLL2Y0izi7CFv++oKDMdl1cu0zcPt78w5JcA7ZjSVtx6ejy/Gf5H+u4VTjoi7ycmbLyc/+jDsrXL9egfaDqBd8XkIXtLeXcCeiWs/NPnS8ufObCfGarlK9/OfgvnhmxsrVembP2Y0vOXZJqOfveiPfEmGfG5DNbpXy95uBrPDNijTHqkTlrP7bsvGWplrMfnPaBOO/p8/KZrVK+Xlt2rWdGrOTjlTlrP/b1+V+nWs5+NOojcc5T5+QzW6V8vf6Q6z0zYiUfr8xZ+7HvLvgutXL20zM/FWc+cWY+s1XK15sOu8kzI1ay8cqctR+Tb5VPs5z9bPRn4vTHT89ntkr5+reef/PMiJV8vDJn7cdWXboq1XJ20dmLxKiqUfnMVilfJ/Sa4JkRK/l4Zc7aj/162a9FLWc3+ksy89PvLyycnzJ/UxNAzkaMDF1ydunSpWLQoBPEjBlTRbt27YxWqvapmu8mZ5370yxns8Unfjlr8inPxc80R/wU7osWP+mVsyaf43N87nbwKdznzmfNZQ2c0jatctZkMzjHZrqDTeE+NRu1nHVK2zTLWZPPoByfGQ4+hfvc+awpZ53LHaRZzmaFT3Q5u3HE2UXY4t+tUVAK2Zdef9/Yv0/3LgUiVh6TmyVn51d/LAaPurqgDuvlXqoWOeWsPEfusza59mzVdP8lUcL2lnLuBHTK2e02307MGzJPHHDXAWLhlwuNRqj2qVrnJmed+9MsZ7fffHvxwtAXxH5T9hMffvmhgUG1T8XHTc4696dZzm7fdnvxyomviL3u3Et8uKyej2Kfio+bnHXuT7Oc3aHtDuL1Ya+L7pO7iw+WfWBgUO1T8XGTs879aZWzO7bdUbx9ytti19t3FQuWLTAQqPap2LjJWef+NMvZzu06i3dPfVfsfNvOonpptYFBtU/Fx03OOvenWc5KFu+PeF90mdilgI9zn4qPm5x17i92ObvxX5KZn3534ZrzU+ZwaxJAzkaMirTIWZWwRc42rMmbLJ/il7NqPshZ6/GhyqZFzpp0VNm0yNmGZQ1U69AiZ5PnE13Otoo4uwhbfHnYgpTLGIE0yVmVsEXONqw5qxK2yNmGNWdVwhY527DmrErYImfNB75K2CJnG9acVQlb5GzDmrMqYVvscrbVX5OZny6/gPlpkGkmcjYIJY9z0iJn5fqjVVVPKHsyZsx5okePgyKSWLO4zheCxZ05myyf4pezJh/1SznGjKnQFD/6XggWd+asXKPVnc/5mvjoWXM27sxZk436hSVjxkg2PTQ8e/S9ECzuzFC5Pqs7nzGa+Oh7IVhW+CBnYx+WVNjEBNIkZ+X6tYdvc7iS0KXPXSomvTUpdno6XwgWd+asXL/2iG2PUDK4+NmLxe1v3R47H50vBIs7c1auX3vUtkcpGVw490Ix8c2JsfPR+UKwuDNn5fq18qvbqu38Z84Xt7xxS+x8dL0QLO7MWbl+7THbH6Ps/7lPnSv+9vrfYmej84VgcWfOyvVr++7QV8ng7CfPFje9dlPsfHS+ECzuzFm5fu2xOxyrZDD6ydHixldvjJ1P1BeCIWdjvyWxVoicjYhTl5yVzdKxZqi9u2nOnM0Wn/jlbNPwSW/mrMkn/jVnC8cXa866PV7TnDlrxk78a84Wxg5rznr9aG6KzOLocrZ1xNlF2OLfhi1IuYwR0ClnJSoda87ab0GaM2dlP3SsOWvnk+bMWdkPHWvO2vmkOXNW9kPHmrN2PmnNnJV90LHmrJ1NmjNnZT90rDlr55PmzFnZDx1rztr5FHvmbOtrkpmffjuG+WmQaSZyNgglj3N0ylmZrVhbuyT3opm/Gi2oqLgg96bvDrk3gp+Z/yz/Yx23mun1QjB7V9IuZ7PDR4+cNfnIN8pfUx8vY+rfKG/Fzxhjv3W88fGTbjkrMzpNPuZ6iBUV59fzOSv/2eRTuF6i1wvBCsdXeuVseDbuLwQrZJPuF4LJbFczdsbXx0pFfeyMzn82Y8c83jC2JB/1C8EK+aRbzmaBT3Q5u0nBvW+6D9803aW4UlET0C1nZbarfKt5rxm9DA5Vg6qMt8QPe2RY/rP8j3XcguX1QjA70LTLWZntWtq6VBw2/TCjW08MfkLUfFsjTnzkxPxn+R/ruNV3rxeC2fmkXc7KbFf5VvOyu8uMbj19/NPGm+KHPDQk/1n+xzpu9d3rhWB2PmmXszLbtWPrjuLAqQca3XruhOfE4m8Xi8EPDs5/lv+xjlt993ohmJ1PmuWszHbt1LqT2HfKvkaXXhz6olj07SLjBWfWZ/mvddzqt9cLwexs0i5nZbZrp006ib3+vpfRrVdOekUs+maR6Hdfv/xn+R/ruNV3rxeC2fmkXc7KbNffbvJbsefkPY1uvTrsVfH5N58bL4GzPst/reNW371eCGbnU+xydpNrkpmffjOG+ak9Ttz+j5wNQsnjHJ1yVl5WCtn5898xWtC16y4FIlYek5slZ6urF+TE7bkFrR0ypDz38hrzh5VzS7uczQ4fPXLW5DPGET+mqLWOmfFj7jPjx3yjt7WZ8TPQJX7SLWdNBuc7+DSIWHnM5GPuq66uVvA5wYNPeuVsA5v5Rt+7du1aIKnVbM52xI5kM8gldtItZ00+FbnYsfNpELHymBk75j4zdkxx2zC2hnjwSbeczQKf6HL2N8rY17/zf/ovwRVSQUC3nJUQpJDdtWRXg8fbtW8XiFh5TG6WnO35x55iSp+Gtf7lMblcgVy2QLWlXc7KPkkhu1vJbkb33qp9q0DEymNys+Rsr617ial9phagkMsVyGULVFva5azskxSyu5fubnTvzZo3C0SsPCY3S8723rq3mH7M9AIUcrkCuWyBaku7nJV9kkK2W2k3o3tv1LxRIGLlMblZcvaIbY4QUlraN7lcgVy2QLWlWc7K/kgh271jd6Nrry9+vUDEymNys+TskdseKaSQs29yuQK5bIFqS7uclX2SQnaPjnsY3Xtt8WsFIlYek5slZ4/a7ijxQL8HClDI5QrksgWqLe1yVvZJClk7H7uIlcfkZu2TS4I82P/BAhRyuQK5bIFqK3Y5+5trkpmf/m8M81NlwDh2ImeDUPI4R7ecjdi8RIvrXHM20Y7FdPEGPvrkbExNTaSamjp9a84m0qGYL1pTp2fN2ZibmUh1NXX61pxNpEMxX1T+3JJbaZsNYq45G9VJPsjZbNzLtbkXTSFn08xX55qzaeZitV3nmrNZ4KNzzdks8NG15mwW2OhcczYLfHSuOZsFPlHXnP3NuITk7PnI2SDxh5wNQgk5G4oSctYbG3LWjw9y1osQctadDnLWb2whZ73HVhxydtNQPzejF/o6ehXUkAkCyFnv24ic9eaDnPXmg5z15oOcdeeDnPWOHeSsN5+ocnbTccnMT+W3Gdj8CSBn/Rl5nkHmrJcg+dk4WNpm3YiUs1kcOesnkJCzyNlwYx856ze2kLP65exm4YI3cqmvItdABdkggJxFzkaJZOQscjZK/CBnkbNh4wc5q1fObjYumfnpV+czPw0yJpCzQSh5nIOcRc6GDSHkrJ9AQs4iZ8ONLuSs39hCzuqXs23CBW/kUnWRa6CCbBBAziJno0QychY5GyV+kLPI2bDxg5zVK2fbjE9mflpXwfw0yJhAzgahhJwNRYllDfwEiZVZzJqzKlKsOesXP6w560YIOesXO8hZ5GyoH+sUShEB5CxyNkq4ImeRs1HiBzmLnA0bP8hZ5GzY2MlCOeRsxLtI5qw7QOSsnyBBznoLEjJnvfkgZ5Gz4X6A8UIwv2dzHGvObh7u5kQu9WXkGqggGwSQs8jZKJGMnEXORokf5CxyNmz8IGf1ytnNr01mfvrlecxPg4wJ5GwQSh7nIGeRs2FDiGUN/AQJchY5G250kTnrN7bInPUeW3HI2bbhgjdyqWWRa6CCbBBAziJno0QychY5GyV+kLPI2bDxg5zVK2fbXpvM/HTZecxPg4wJ5GwQSsjZUJTInPUTJGTOegsS5CxyNtSjRyBn/Z49yFn9crZduOCNXGpp5BqoIBsEkLPI2SiRjJxFzkaJH+QscjZs/CBn9crZdtcmMz9deh7z0yBjAjkbhBJyNhQl5KyfIEHOImdDDS2jUE0dyxq40UPO+j17kLPI2fDPHkqmgwByFjkbJVKRs8jZKPGDnEXOho0f5KxmOXtdQnL2XORskDGBnA1CCTkbihJy1k+QIGeRs6GGFnLWBxty1u/Zg5zVL2fbhx/ckUp+Eak0hbNDADmLnI0SzchZ5GyU+EHOImfDxg9yVq+cbX9dMvPTL85lfhpkTCBng1BCzoaihJz1EyTIWeRsqKGFnEXOhg+cXEleCOb3bI5jzdkOke5R+MJLwhelZKYIIGeRs1ECGjmLnI0SP8hZ5GzY+EHO6pWzHa5LZn665Fzmp0HGBHI2CCUfORuxiliKN2/WTHTYbH2x+tdfxZKvfoylzqxVsmmr9cSPK1eJH35albWuxdKfzTdpKb79/mfx0y+rY6kva5W033R98eU3K8Wq1b9mrWux9Ke0zQZ56RdLhRmqpEXzZkKOry++5tmsuq3rrdtctN5gXfHlt+ZSHcWwtc3dr3XXaR6hKSURykYpWhulMGUzRMCSs8XQpZa5Md6mdUux8ufVoq6IxnkxsLHawBzD+24wx3DnwxzDO3bWy/0sb71Rbo6Rm8OzrUlgg/VaiPVbthBfLzff9cFWSGDj9dcRzVs0M35HLpZNPg/DbiXXJzM/rT2H+WmQe4acDULJ4xwrAyliNZGLI2f9ESJnvRkhZ7358IsTvzj5P2XUZ/CLk88vTsjZsKGlKMfkN0aYqa4KOZuu28ccgzlG2IhljuEzx0DOegJCznrHD3I27JOpsBxyNhhH5GwwTq5nSTlb2oa/xKkA1dS1NHbDRx0+DXz4S6U6ftarj5/i+UtlxMdFrMVr6tat5/NLrPVmobKaunVg43EjG/jwLQL1s6eFiJ45W5rQUKpJ6LpcttgIWHJ23xmdi61pRdGeFwdVG+3Ye/oORdGeYmvEy4M/MJq0x7Rtiq1pRdGe18o/Mtqx65Qti6I9xdaIt4d+ajSpy987FVvTEm/P+yctMtqw/R3JfL08cQA+DfjwZPPr79tMalvsTU2kfXLJkCiZs6U3JDM/rTmb+WmQgEHOBqHkcQ5y1h0OctY7uJCzfnyQs16EkLNezx7krHfsWHyQsypONXVxyNmOEWcXYYsvDluQchkjgJz1vqHIWW8+yFlvPshZbz7IWXc+yFnv2EHOevOJKmc73pDM/HTx2cxPg0wzkbNBKCFnQ1FCzvrJRyuzmMxZtSBBziJnQz16cmvfImeRs+FiR5aKR84mlS1kZuSwQQA5i5yNMgqQs8jZKPGDnEXOho0f5KxeOdvphmTmp4vOZn4aZEwgZ4NQQs6GooScRc6GCpz6QjV1yFnkbLgIQs76PXvInPUeW3FkziYz+RWCyW+4p0b2SiFnkbNRoho5i5yNEj/IWeRs2PhBzmqWs5XJzE8XjWZ+GmRMIGeDUELOhqKEnPUTJGTOegsS5CxyNtSjh8xZH2ysOev3bI5Dzv42XPBGLvV55BqoIBsEkLPI2SiRjJxFzkaJH+QscjZs/CBn9crZ31YmMz/9fDTz0yBjAjkbhBJyNhQl5KyfAEDOImdDDS2jEGvOurMjc9bv2UPmrPezJw45+7vwgztSyc8ilaZwdgggZ5GzUaIZOYucjRI/yFnkbNj4Qc7qlbO/q0xmfvrZaOanQcYEcjYIJeRsKErIWT9BgpxFzoYaWshZH2zIWb9nD3JWv5zdIvzgjlTyv5FKUzg7BJCzyNko0YycRc5GiR/kLHI2bPwgZ/XK2S1uTGZ++t+zmJ8GGRPI2SCUkLOhKCFn/QQJchY5G2poIWeRs+EDJ1eSZQ38ns1xZM4mM/kVgslvpMGRocLIWeRslHBGziJno8QPchY5GzZ+kLPI2bCxk4VyyNmId7Gm7gdR2mZlxFqyWRw56ycAkLPI2fBjn2UN3NmROev37CFz1vvZE4ec/X34wR2p5P9FKk3h7BBAziJno0QzchY5GyV+kLPI2bDxg5zVK2d/f1My89P/O5P5aZAxgZwNQsnjHOSslyCx5CPyWkWpQV7/FDEKs1m8po4XgnkLpHWNw6VtfslmAEToFXIWORshfHKZxXHI2S2jNCFC2U8jlKVolgggZ5GzUeIZOYucjRI/yFnkbNj4Qc7qlbNb3pTM/PTTM5mfBhkTyNkAlHoNPl/8d9EX+TMXzLsr/3/dcrai4goxf/77xvW6du0ixo+/1LfFc+e+KKZOnSWmTZvgeq4855prbhaVlVeKzp23860zzAlNkTmbDT765GxFxeWO+LnM91bOnftCffzc4hE/L9THz1Ua40e/nK2oGOvgMzYgn3/kxtetPnxuyo0vyWd73zrDnKA7c9Zk8179s2en3LMnKJuZOTYTfdjcmGNztUY2VmaoPnGdDT6rwoReoDIVFZc54udy33Jz5z6fe/bI+LnNI36ezz17ZPz8RWP8xCFn/+DbXz0n/EdPtdRatATc5qhNIWfv73e/2KXDLgabd5a8I/rO7uvLaeguQ8XJu54s9rpzL9dz5TkX73exOHXOqeLpfz/tW2eYE14cVG0U23v6DmGKByrzYP8HC/gcPeto33Indj3R4POnv//J9Vx5ziX7XSJOeewU8dS/n/KtM8wJTSFnHxnwiOjaoavRvPlL5osjZx7p29Rhuw4Tp+x2iuh2RzfXc+U5l+1/mRj2yDDx5L+f9K0zzAmvlX9kFNt1ij7RUTWoSuxasqtxnbdr3xa9ZvTyberw3YaLEd1GiK63mVxVmzznigOvEEMfGioe/+Rx3zrDnKBbzj51/FNit5LdjKa9VfuWOOTuQ3ybeerup4pR3UeJzrd2dj1XnnP1QVeL4x88XlR9XOVbZ5gT3j9pkVFs+zs6hCkeqMzc8rli99LdjXPfrHlT9JjWw7fcad1OE6d3P11sf4v77y3ynL/2+KsY9MAg8dhHj/nWGeaEppCzz53wnOhWaj5D3qh5Qxw49UDfpo7sNlKcuceZYpsJ27ieK88Zd/A4MeD+AeLRjx71rTPMCR8NX5ZLzNkgTFGjzB9uSmZ++p8zmZ8GuWnIWR9Kp1RcLzqWtBWXji43zryicppYXLtM3D7+HOOzTjlbWXm7qK39Ii9kpYgsKWkvRo8+Rdnq6uqFuWOXGMfkeW5y1pK3su40y9ns8NEjZysrb6uPH1PISlFrxs+pHvFzsS1+1HLWkrdm/KRXzlZWTqznM7aez9h6PiNc+HyYY2fno5azJp9/GHWnVc6GY3ORLXbUctZkM7OeTXrlbHb46JGzlZW31o8tU8hKUWs+e07zGFsX2uJHLWcteWuOLeSsevrC5DfI5Dcr53jNUXXL2Qm9JoiSjUvyQlaK2trvasWoqlFKvGVblYnbeptj+4vvvnCVs5a8bb9x+1TL2Vt73SpKWpUIS8hKUVu7vFacVqV+Dh6y1SHi9sNvN/gs+W6Jq5y15G2HjTukWs7edvhtorRVaV7ISlFbs7xGnPqYeo566FaHislHTs7zcZOzlryVfNIsZ2VfJR9LyEpRK/nIPqm2nn/sKab0mWIckuPQTc5a8laO3bTK2SlHTREdW3fMC1kpahd/u1gMfXiokk2vrXuJu4++O8/GTc5a8laySbOcndZnmsHHErJS1Eo+5Q+ZLsO5Hb7N4WLGMTOM3TLG3OSsJW9lXKZZzk4/errBxxKyUtRKPoMfHKzkc8Q2R4iZfWfm+bjJWUveSj5FLWdvTkjOnsH8NMjcEznrQ0lmJIwaeozo1WMP48yqua+JCVMeEFXTx5mDVOOas+Xlo3K/1Ob+wlef2Srl6/jxEzwzYmWbvDJn7cfKyo5LtZzNDh89cra8fGQufk53xM/fcvHjnhFrxo975qz9WFnZsamWs+Xlp9XzMf9CXF39YW58ST7uGbENfNSZs5aYlXWUlfVNrZwtLx+RY3NGPjPRZHOzZ0ZsAxt15qwlZmVWbVnZManOnM0OHz1ytrz81Fz8nOmIn5s8M2LN+HHPnLUfKys7OgVydqsgczAN5/xbQ51UWawEvOaouuXsKye+Ii57/rJ8ZquUr5fvf7lnRqzk6JU5az/27zP+nWo5+8+T/ikum3dZPrNVytfLD7jcMyNW8vHKnLUfk18RTXPm7BsnvyEufvbifGarlK9XHXSVZ0as5OOVOWs/9vnoz1MtZ+efOl9c+MyF+cxWKV//cvBfPDNiJR+vzFn7sSXnLkmtnK0+rVpUPF2Rz2yV8nV82XjPjFjJxitz1n6srqIu1XL2w5EfivOePi+f2Srl67Vl13pmxEo+Xpmz9mPfjPkm1XL2o1EfiXOeOief2Srl6/WHXO+ZESv5eGXO2o99d8F3RS1nt7o5mfmp/JnO5k8AOevDaPI9c0TlpHvF6OHHiWEDewuZpdBtl+2M/8tNl5xduvRLMWjQCDFjxkTRrt3mxrVU+1TNd5Ozzv1plrPZ4hO/nDX5nJqLn9sc8VO4Tx0/ajnrlLZplrMmn1NyfG538Cnc585nTTlrF7OyXFrlrMlmeI7NJAebwn3ubNaUs3Yxa7JJr5zNFp/45ezSpcts8dO2/mfXmvvU8aOWs05pmw45+0f/GZiWMz7RUiuVFicBrzmqTjm7TZttxOODHhc9Z/QUH9WZX+9W7VNRc5Ozzv1plrOSxZODnxSHTj+0gI9zn4qPm5x17k+znN22zbbimfJnxMHTDhb/qvuXgUG1T8XHTc4696dZzm63+XZi3pB54oC7DhALv1xoYFDtU/Fxk7PO/WmVs9tvvr146cSXxD537iM+/PJDA4Fqn4qNm5x17k+znN2h7Q5C/mFILovywbIPDAyqfSo+bnLWuT/NclayeH3Y66L75O4FfJz7VHzc5Kxzf7HL2T/enMz89JMzmJ8GmUkiZ30o1S79Shzc72yxRaf2+XVn7WvOLl/xs2i14fdBWDfqnLjlo0rY6pazy1dsZPQZPupb38BnRaNiI8jJcctZVTatbjm7fMWG9fHzQ5AuN+qcuOWsU8zKxuiWs8tXmOsNtdrwx0b13e/kuOWjU8yabPTK2eUr1tfCRlaaLT7xv6wxbjmryqbVLWeXr2gpNmjZQqzTornfcPE4vnWEslGKfhylMGVTRsBrjvrLqtXih5WrxC6T43+vQNxyViVsdcvZd4aZ0munO9zXDwwbDnHLWZWw1S1n3zvZlO473B7/V2DjlrMqYatbzn5wivkV3a1v/W3YMHEtF7ecVQlb3XL249M+N/r3+wnxrqsat5xVCVvdcvb/Ri0x2HS62Uy+inOLW86qhK1uObvojC8NJCU3bRonGvN5FrOcVQlb3XK29syvc7/7mS+FDrNt/bdk5qcfn878NMj9Qs76UNrxgCFi+oSLRNfOZiBbWQqWoE2LnJXrs1ZVPaPs7ZgxZ4gePfYNEi+NOidNcjZZPsUvZ+X6td7xs1+jYiPIyWmSs3INUnc+Z+bGlw4+6ZCzJhv1C13GjDlLE5v0yNlk+RS/nJXr13rHz/5BHieNOgc52yhcnJwgAa85aprkrFy/Vn5tW7Vd9cJVYso75lqacW5pkrNy/dqeW6v5hmkmdAAAIABJREFUXPnCleLO+XfGicaoK01yVq5f23tr8xuNzu3y5y8Xk98216qNc0uTnJXr18qvtqu2S5+7VEx6a1KcaIy60iJn5fq1R26rfhHdRc9eJG570/0FpWGhpUnOyvVrj9ruKGVXL5h7gbj1De+l4MIwSpOclevX9tmuj7Kb5z9zvrjlDe+lBMPwQc6GoZaeMshZj3tlZSQ8M/sGUdJuM+NM5z5dyxrIa+lYU9XeXd2ZszV1LY3LlbaJXwBki0/8yxqYfOJfc7Ywflhz1utRrztztqbO/KtpaZtfYv+Jo2NN1cLY0Zs5W1O3jjY25tiKf03eZPjEv6yBySf+NWcL+aRhzdn4s/GCDXQz240t+wT85qibb/YbseyblWLfGe5vJo9CSceas/b26M6cfXFQtXG5vafvEAWDa1kda87aL6Y7c/blweZXoveYpudZpmPNWTsf3Zmzr5Wbz9pdp2ypJX50rDlrb6juzNm3h35qXK7L3zvFzkfHmrP2RurOnH3/pEXG5ba/I96sYqsPOtactfPRnTn74clmZvE2k8ylseLedKw5a2+j7szZj4Yvy/3uZybohNm2+ZueZ7pfWz46nfmpHyN5HDnrQ0lmJfQ/6iBx6WjzDYcyc/aBqhea5IVgMptTvpV6/PhLjWtXVFxR/8brU/Kf5X+s41ZXvF4IZu9u2uVsdvjokbMy29WMn8vq4+Xy+vgx34RbUWG+Sd063hA/7i8EK4yfdMtZmbFo8hlbz2NsPZ8R+c8mH/N4IR/1C8EK+aT3hWDR2KhfCFbIJt1yNjt89MhZme1qji3zGVNRcVn92DLfUi4/m2PLPN4wttxfCFYYP2mQs9sW9K3pPpjrN7KtHQS85qg615yVdGW2q3yred/ZfQ3Y9/e733hL/KiqUfnP8j/WceuOeL0QzH7X0i5nZbZrSasScfSso41uPdj/QVG7vFacVmU+B+VnuVnHrb57vRDMziftclZmu8q3mh8508xafGTAI8ab4k99zJyjys9ys45bffd6IZidT9rlrMx2lXx6zehldKtqUJXBZ9gjw/Kf5X+s41bfvV4IZueTZjkrs107tu4oDrn7EKNLTx3/lFj87WIx9OGh+c/yP9Zxq99eLwSzs0m7nJXZrpJPj2k9jG7NLZ9r8Cl/yHQZ8rPcrONW371eCGbnk3Y5K7NdJZ8Dpx5odOu5E54z+Ax+cHD+s/yPddzqu9cLwex8il3Objshmfnpv0YxP7XHidv/kbMBKMnJr7XJtWerpo/Lf9aZOSsvIoXs/PnvG9fr2rVLgYiVx+Rmydnq6oVi9OhLCno0ZMifcy9nMSfOzi3tcjY7fPTIWZPP5Y74MaWIdcyMH3OfGT8XK+LnWJf4SbecNRmMdfAZa+Nj/t+Ss9XVHyr4DMiNLzc+6ZWzDWzeMxh07bpTgaSW3NZkc5EjdiSb41xiJ91yNjt89MhZk89lubFlj58GEeuUs+bYutARPwM94icNcjb+dT6Vg2mNneY6mmxrDwG3OapuOSsJSyG7S4ddDNjvLHmnQMTKY3Kz5GzZVmXitt6FXxGWyxXIZQtUW9rlrOyTFLB2PnYR65Szh2x1iLj98NsLUMjlCuSyBaot7XJW9kkK2K4duhrdm79kfoGIdcrZQ7c6VEhhad/kcgVy2QLVlnY5K/skheyuJbsa3Xu79u0CESuPyc2Ss3JZkCl9Cpf/kMsVyGULVFua5azsjxSyu5XsZnTtrdq3CkSsPCY3S8722rqXuPvouwswyOUK5LIFqi3tclb2SQrY3Ut3N7r3Zs2bBSLWKWflkhczjplRgEIuVyCXLVBtaZezsk9SyHYr7WZ0742aNwpErDwmN0vOHrHNEWJm35kFKORyBXLZAtVW7HJ2uwnJzE8XjmJ+qgwYx07kbBBKHufolrMRm5docd3LGiTauRgu3sBHn5yNoZmJVVFTt55x7dI2PyfWhmK+sM5lDYq530HapntZgyBtKOZzGvjok7PF3H+/ttXUtRBtN2kp1l0nygvBkpn8CsHk1+/+ri3Hm0LOppml7mUN0sxGtl33sgZp56N7WYO089G5rEHa2ehe1iDtfHQva5B2PlGXNdjulmTmpwtHMj8NEnvI2SCUkLOhKCFnvbEhZ/34IGe9CCFn3ekgZ/3GlrUmL3JWRSoeObt9qJ+b0Qt9GL0KasgEAeSs921EznrzQc5680HOevNBzrrzQc56xw5y1ptPVDm7/S3JzE/lWshs/gSQs/6MPM8gc9ZLkOh9IVjEW5d4ceSsn0BCziJnww1T5Kzf2ELOeo+tODJn9bxkyH9EmC/xYYMAchY5G2UUIGeRs1HiBzmLnA0bP8hZvXJ2h1uSmZ9+MJL5aZAxgZwNQsnjHOQscjZsCCFn/QQSchY5G250IWf9xhZyVr+c3TFc8EYutSByDVSQDQLIWeRslEhGziJno8QPchY5GzZ+kLN65eyOtyYzP11wGvPTIGMCORuEEnI2FCWWNfATJFZmMWvOqkix5qxf/KxrnFDa5pdQ4zPLhZCzfrGDnEXOZvkJQN8kAeQscjbKSEDOImejxA9yFjkbNn6Qs8jZsLGThXLI2Yh3kcxZd4DIWT9Bgpz1FiRkznrzQc668UHO+j17kLP65WzniLOLsMWrwxakXMYIIGeRs1FCGjmLnI0SP8hZ5GzY+EHO6pWznW9NZn5afRrz0yBjAjkbhJLHOchZ5GzYEGJZAz+BhJxFzoYbXchZv7GFnNUvZ7uEC97Ipd6PXAMVZIMAchY5GyWSkbPI2Sjxg5xFzoaNH+SsXjnbZWIy89P3RzA/DTImkLNBKCFnQ1Eic9ZPkJA56y1IkLPI2VCPHoGc9Xv2IGf1y9mdwgVv5FLvRa6BCrJBADmLnI0SychZ5GyU+EHOImfDxg9yVq+c3WliMvPT90YwPw0yJpCzQSghZ0NRQs76CRLkLHI21NAyCtXUsayBGz3krN+zBzmLnA3/7KFkOgggZ5GzUSIVOYucjRI/yFnkbNj4Qc5qlrO3JSRnT11Tzp5Scb146XUzo3af7l3E7ePP8Q2bqrmviQlTHhBV08e5nivPOe/KiWL6hItE185bG+dNvmeOqJx0b76M83rO49aJC+bd5dumOE9AzkakybIG7gCRs36CBDnrLUjInPXmg5xFzob7AdYgr1eFqyDjpWrqWoi2m7QU667TPEJPd45QNkrRd6MUpmyGCCBnvW/mi4PM9e/2nr5Dhu56fF1BznqzfK38I+OEXadsGR/0DNWEnHW/me+ftMg4uP0dHTJ0x+PrCnLWm+VHw5flXga9QWjgO9+WzPz03VML56dXVE4Ti2uX5YWsFLUdS9qKS0eXK/s2v/pjMXjU1caxLTq1d5Wzlrz976IvCuSsrN8uf53Xk3L2jXcWBhLEoeEHKIicDQDJ6xTkrDsd5Kx3cLHmrB8f5Kz3swc568aHzFm/sUXmrPfYikPO7hJxdhG2+DthC1IuYwSQs943FDnrzQc5680HOevNBzmLnA37IxU5q1fO7nJbMvPTd04tnJ/2Gny+uHrMsHxmq5SvF10z2TMjVpLxypy1H9vxgCEFctZJ1SljkbNhR2yRlZNythi25s2aiQ6brS9W//qrWPLVj8XQpKJrw6at1hM/rlwlfviJbDHVzdk8lyn27fc/i59+WV10964YGtR+0/XFl9+sFKtW/1oMzSm6Nsi/4hbL87DY4LRo3kzI8fXF1zybVfdmvXWbi9YbrCu+/HZl0dy66JmzXRPqy/yErstli42AJWeLoV0tc2O8TeuWYuXPq0VdEY3zYmBjtYE5hvfdYI7hzoc5hnfsrJf7FkzrjXJzjNwcnm1NAhus10Ks37KF+Hr5T+BRENh4/XVE8xbNjN+Ri2WLkjnb9fZk5qfzT2mYn9Yu/Uoc3O9s8czsG0RJu80MrKp9Kt5ucta530/OSjm852475jN1ncsaeGXn6owDMmcj0i0WGYGc9b+RyFlvRshZbz784sQvTv5PGfUZ/OLk84sTcjZsaCnKIWdjhJnqqpCz6bp9zDGYY4SNWOYYyNmwsSPLIWe96SFno0RXQ1mdclYlbN3krJSycskDvzVu5bIHcguyDm48hMxakLMRaZrLGvw3Yi3ZLF5Tt4XRsdI2n2WzgxF7VVP3O/h4MGzg83lE0tksXlP32/r4MdeuYmsgUFPXqZ7NYrAoCNTUdYSP57OnYwxrzu6aUOy9ndB1uWyxEbDkbN+HDiq2phVFe+7v86zRjj4P7l8U7Sm2Rjx09PNGkw6/f+9ia1pRtOexvi8b7Th0dveiaE+xNeLJfq8bTTroH8lk6RUbD3t7nv2z+UfU/e7pUszNTKxtLwysf0HU9B0Ta0MxX/ilwQsirTm76+3JzE/fPqVhfhp35qxcv3bWw+bPdOd27SUjRK8ee6yx37nmrfMEa41bXghWzKNB0TbkrPsNQ856BzNyNigf5KyKFHLW69mDnPUaXchZv2dPHHJ2t4RmM28ldF0uW2wEkLPedwQ5680HOevNBznrzQc5684HOesdO8hZbz5R5exuk5KZn741vHB+qmPNWTs5v2UN/OSr33Fdcz4yZyOSRc4iZ8OGEHLWT5BYmcXIWeRs40YZmbN+Y4vMWT95HX3N2d0bF7Sxnf1mbDVRUboJIGeRs1EiGDmLnI0SP8hZ5GzY+EHO6pWzu09KZn765vDC+akzc1UuI9CxpG1+DVi3ZQW8XgjmJWelDK6aPi5/irN+53HnmrRh47mx5ZCzjSXmOB85i5wNG0LIWT+BhJz1Fkgsa+DGBznrN7aQs2uTnJUT0Jder/+aYPcugdbPCjL5leecd+VE5dtwZcaCtbl9pSzsz07KBSOAnEXOBosU9VnIWeRslPhBziJnw8YPclaznL0jITl78prJA17zU6c8tTJZ7XRGDz9ODBvYWwnMmTlrv5Ys4Fxz1nm8/1EH5UVx2FgOUw45G4aarQxyFjkbNoSQs34CCTmLnA03upCzfmMLOatfznYLF7yRS71RUINfZoLzcvbJr9ebai15K1+qMH3CRaJr562Nqqx1xBCykW9k5AqQs8jZKEGEnEXORokf5CxyNmz8IGf1ytludyQzP33j5ML5adj4yHo55GzEO4ycRc6GDSHkrJ9AQs4iZ8ONLuSs39hCzuqXs0m9JMZ8CYu16VjTy55V68xMkDK4tH0b10yGcCOaUmEIIGeRs2HixiqDnEXORokf5CxyNmz8IGf1ytnudyQzP3395ML5adj4yHo55GzEO4ycRc6GDSHkrJ9AQs4iZ8ONLuSs39hCzuqXs2u+GTZcNDe21Gv5AnG/DVdW7FzuwCln5WeZcSszaq3tmdk3iJJ2mzW2I5wfkQByFjkbJYSQs8jZKPGDnEXOho0f5KxeObvH5GTmp68Na5ifho2NtaEccjbiXUbOImfDhhBy1k8gIWeRs+FGF3LWb2whZ5Gz3sJUteasap9dzloy2L7MweR75ojKSfeKBfPuCjeYKRWaAHIWORs6eHIFkbPI2Sjxg5xFzoaNH+QscjZs7GShHHI24l1EziJnw4YQctZPICFnkbPhRhdy1m9sIWf1y9k9wwVv5FKv5muIO3NWLlkw6+FnlS2Ua8x27bK1OLjf2cKZKevMro3cRSoIRAA5i5wNFCguJyFnkbNR4gc5i5wNGz/IWb1yds/JycxPXx3WMD8NGxtrQznkbMS7jJxFzoYNIeSsn0BCziJnw40u5Kzf2ELO6pezfwoXvJFL/bOgBh1rztovoFrWwJ45K89Fzka+qaEqQM4iZ0MFTn0h5CxyNkr8IGeRs2HjBzmrV87+6e/JzE//eVLh/DRsfGS9HHI24h3WLWcrKv4m5s//yGhl167biPHjT/dt8dy5b4ipU6vEtGmXuZ4rz7nmmmmisvIs0bnzVr51hjmhpm4Lo1hpm8/CFA9UxuTzr3o+2zaCz5wcn7E+fKbm+IzWyMeSj/BR3YgGef15oFgIc1JFxc2O+DnDtxpzfD2Wi5/LfeLnrlz8nK0xfn5bP74W+bY5zAkVFTc52JzpW83cua/Xs7nCg83ruWePZHOORjad6tks9m1z2BMqKm508DnLtyqTz6O52LnSh8+Uej5/9K0zzAk1dfrlbNr5tN2kpVh3neZh8NaX2StC2ShFXykoLLNdF9cuE7ePP8fYf0rF9aJjSVtx6ejy/Gf5H+u4VVi1hIGqVaoXgr361gJRNX2ccbpc1uCBqhfyn6P0jLKNI9AUcnbykZPFjm13NBq2YNkCMeyRYb6N7L9jfzFop0HiyJlHup4rzzlrz7PE+c+cL1747wu+dYY54f4+ZhZ4nwf3D1M8UJk7j7xTdG7X2Ti3emm1OPGRE33LDeg8QAzuMlj0ntnb9Vx5zug9R4vznj5PPP/f533rDHNCU8jZaX2mFfApf8h8LnltA7sMFOU7lYvDZhzmepo859w/nSvOeeoc8dz/PedXZajjj/V92Sh36Gx9L9eZccwMsVP7nYzrvPfFe2LQA4N823r8TseLIbsMET2m9XA9V55TsXeFOPOJM8Wzn6q/DeF7IZ8TdMvZWcfOEju339loxbtfvCv639fft8kn7HyCOLHriWL/u9zHvDzngn0uEKMeHyWe+c8zvnWGOeHZP883iu13T5cwxQOVuf+4+8XOHer5LHlX9L23r2+5obsMFcO6DhN7T9nb9Vx5zkX7XiRGzBkhnv7P0751hjmhKeTsA/0fELt02MVo3jtL3hHHzDrGt6kydobtOkzs9Xf3+Z085+L9LhanPnaqeOrfT/nWGeaElwYvyLmVDcIUNcp4tT90pQEKvnJS4fw0QJG18hTkbMTbrlPOVlbOFLW1X+aFoxSRJSWbi9GjByhbXV3979yxG41j8jw3OWvJW1l3muVsOD6VNj5jlRxNPnMM9mmWs9nho0fOVlbeUz++TCErRa05vgZ6jK8bbPGjlrOWvDXjJ51ytrJyRj0bU8hKUWuyUf9iYD57rrexUctZS96abNIrZ00+y3LPZlPIShFZkhNe7nw+cfBRy1lL3jbwSaeczQKfrMhZGZ9SyL70+vtGrO7TvUuBiJXH5GbJ2fnVH4vBo64ueAaOHn6cGDZQLYpUWbH25Q/ky8EsURtxukXxRhLQLWevPuhq0X7j9nkhK0XtF999IS569iJlS/fbYj8x7mBT2i9bscxVzlrytu2GbVMtZ//a46+i/Ubt80JWitovvv9CXDD3AiWf/bfYX1xbdq3J5/tlrnLWkrdtN2qbajk7/uDxosPGHYQlZKWoXfLdElHxTIWSz4G/P1Bcf4j5vFr6/VJXOWvJ23YbtUu1nJV9lXwsIStFreQjhbNqO2jLg8RNh92U5+MmZy15K/mkVc7Kfko2lpCVolaykf1RbQf/4WAxoecE45Acg25y1pK3ctymWc7KvpZsXJIXslLU1n5Xa/RJtZX9oUxM7D3R5JN7hrvJWUveyud+muXsLb1uESWtSvJCVora2uW1YmTVSCWfQ7Y6RNx2+G3GMRlnbnLTkrcyNotazt6ZTPLAKyciZ4NM45CzQSh5nKNTzpaXX577pX9wPrtMCpDx46d7ZsTKpnplztqPlZWdnmo5W14+NsfneAefuz0zYhv4qDNnLTErs2rLykalWs5mh48eOVteflkufsod8TPNMyO2IX7UmbP2rNqyspGplbPl5Zfm2JzgYDM1x8Y9I9Zk4545az9WVnZaquVsefkl9XxMeVpd/Unu2Sz5uGfENvBRZ87as2rLykakOnM2C3yiy1n3zJOI0w6f4mY2FxsEdMvZRwY8Iq575bp8ZquUr+fuda5nRqy8K16Zs/Zj8iuQac6cnTNgjhj/yvh8ZquUrxV7VXhmxEo+Xpmz9mOvD3s91XL2iUFPiHEvj8tntkr5ev7e53tmxEo+Xpmz9mNvD3871XJ2bvlccfWLV+czW6V8lRmLXhmxko9X5qz92Psj3k+tnH1+yPPiyheuzGe2Svl6yX6XeGbESjZembP2YwtHLky1nH156Mti7PNj85mtUr6O3X+sZ0as5OOVOWs/9snpn6RazsoMzrHzxuYzW6V8HXvAWN+MUq/MWfux/5z5n6KWs3vfmcz89OUTmZ8GmZkiZ4NQ8jhHl5xduvRrMWjQpWLGjCtEu3abGi1Q7VM1zU3OOvenWc6aLC7J8bnSwadwnzufNeWsXczKcmmWs9niE7+cXbr0K1v8bFY/vtbc5x4/a8pZ53IHaZWzJpuLc2PrqtzYsrMp3Kdmo5azTmmbZjlr8rkox+dqB5/Cfe581pSzzuUO0ixns8InupzdJ+LsImzxl8IWpFzGCOiUs3/Y9A9CZvLJrL7/fP0fg5xqnwqpm5x17k+znN1q063EzL4zxYD7B4h/f/1vA4Nqn4qPm5x17k+znP3jZn8Us4+dLfrd10988tUnBgbVPhUfNznr3J9mOStZPNj/QXH0rKML+Dj3qfi4yVnn/rTK2a0321o8OuBRccTMI8THX31sIFDtU7Fxk7PO/WmWs9u02UZUDawSve7pJT6qM5dFVO1T8XGTs879aZazksUTg58Qh00/rICPc5+Kj5ucde4vdjm7z53JzE9fOpH5aZBpJnI2CCWPc9IiZ1XCFjk7Nn9nnWJWHkDOFguf4pezqnVokbPm8FJl0yJnGzJsVevQImeT5xNdzu4bcXYRtviLYQtSLmME0iRnVcIWOduwlIhK2CJnG9acVQlb5GzDmrMqYYucNR/4KmGLnG3IrFQJW+Rsw7IAKmFb7HJ23ynJzE9fHMr8NMg0EzkbhFIG5Kxcf7SqSr3Wx5gx5aJHj24RSaxZXOcLweLODDX5qNPtx4w5QRMffS8Eyxaf4pezcv1a9/jJvZhBy/jS80KwuDNn5fqj3mzif5lGTZ2+F4LFnRlq8lH/NXnMmKG52NHBR98LwbLCBzkb+5SACpuYQJrkrFy/Vn5tW7Xd+OqNYtaCWbHT0/lCsLgzZ+X6tT22VL/gqfLVSjGzembsfHS+ECzuzFm5fq38artqu+6f14l73r8ndj46XwgWd+asXL9WfnVbtY1/eby4+727Y+ej64VgcWfOyvVrD93qUGX///rSX8XUd6fGzkbnC8HizpyV69ce9kf1y/fkshtT3pkSOx+dLwSLO3NWrl/bc+ueSgZXvXCVuHP+nbHzifpCMORs7Lck1gqRsxFx6sqclc3Sseasvbtpzpw1+cS/5mwhH9ac9RoeTZdZHL+cNeMn/jVnC+OHNWfd4ifNmbNm7MS/5mxh7LDmrPezRz+f6HJ2v4izi7DF9bzZPmxrKJccAZ1yVvZKx5qzdlppzpyV/dCx5qydT5ozZ2U/dKw5a+eT5sxZ2Q8da87a+aQ1c1b2Qceas3Y2ac6clf3QseasnU+aM2dlP3SsOWvnU+yZs/tNSWZ++sJQ5qdBZoTI2SCUPM7RKWdlNqd8a/f48acbLaio+Fv9G9MH5D/L/1jHrWZ6vRDM3pW0y9lofNQvBCvkk245mx0+euSszHY1x9cZ9ePp5vrxNTD/2Rxf5vHC8aV+IVhh/KRXzspsTpON+ebbioqb6tkMyn822RS+GdfrhWCFbNL9QjCTz7Jc/8+q53Fjjk9bMXq0xedGY791vCF25Jq86heCFfLRLx/l9UrbLC6I7bg+ZIFPdDm7f1w4G1nP8408n9OzSkC3nJXZrvKt3cMeGWYgnHzkZONN3xc9e1H+s/yPddzi7PVCMPu9SLucldmu8q3vJz5yotGtO4+803hT/AVzL8h/lv+xjlt993ohmJ1P2uWszHaVbzUvf6jc6Na0PtOMN6FXPFOR/yz/Yx23+u71QjA7n7TLWZntKvnIdZ3lJtd4lnzOeeqc/Gf5H+u41XevF4LZ+aRZzspsV8mm/339jS7NOnaWwebMJ8w5qfwsN+u41W+vF4LZ2aRdzsps15KNS0Tfe/sa3br/uPtF7Xe1xkvOrM/yX+u41XevF4LZ+aRdzsps15JWJeKYWccY3Xqg/wOidnmtGFk1Mv9Z/sc6bvXd64Vgdj7FLmf3vyuZ+an8owqbPwHkrD8jzzN0yll5YSlk5883F/Tu2nWbAhErj8nNkrPV1f/OyQFTCljbkCG9cy+vUX8dIe1ytoHPv+r5bBuAT6WDz+EefNItZ7PDR4+cNfncnBtf9vhpELHymDm+zH3m+LpBET/qr7Okdc1Zq4NSyBayaRCx8pjJxtxnsrneweaI3NhyY5NuOWvGzo0OPqaotY6ZfMx91dWfuPDpVcDM+pDmNWftDArjJ118osvZA5T3Vv/OefovwRVSQUC3nJUQpJDdse2OBo8FyxYUiFh5TG6WnN1vi/3EuIPHFbCTyxXIZQtUW9rlrOyTFLKd23U2fw4srS4QsfKY3Cw5u/8W+4try64tQCGXK5DLFqi2tMtZ2ScpZO187CJWHpObte/A3x8opLC0b3K5ArlsgWpLu5yVfZJCdqf2Oxnde++L9wpErDwmN0vOymVBpLS0b3K5ArlsgWpLs5yV/ZECduf2Oxtde/eLdwtErFPOyiUvpLC0b3K5ArlsgWpLu5yVfZJCducO9XyWvFsgYuUxuVlytuwPZWJi74kFKORyBXLZAtWWdjkr+ySF7C4ddjG6986SdwpErDwmN0vOyiVBbjv8tgIUcrkCuWyBait2OXvAXQco261757wh83RfIhP1I2cj3kbdcjZi8xItrnPN2UQ7FtPFa+r0rTkbUxMTraaBjz45m2gHI168pk7PmrMRm1UUxXWuOVsUHYzYiJo6fWvORmxaURSXfJCzRXEraEQEAk0hZyM0L/GiOtecTbxzMTRA55qzMTQv8Sp0rjmbeOdiaICuNWdjaFriVehcczbxzsXQAJ1rzsbQvMSriLrm7AFTD0ikD/NOmJfIddN2UeRsxDuGnHUHiJz1Di7kbFA+yFkVKeSs17NH3wvBIv7IKIriyFm/Z08ccvbAhO71cwldl8sWGwHkrPcdQc5680HOevP7U9qFAAAgAElEQVRBznrzQc6680HOescOctabT1Q5e+DUZOanz53A/DTIPBE5G4SSxznIWeRs2BBCzvoJEiuzGDmLnG3cKCNz1m9skTnrRSiezFn1m+cbF8lhzn42TCHKZJAAchY5GyWskbPI2Sjxg5xFzoaNH+SsXjl70NRk5qfPnsD8NMiYQM4GoYScDUWJzFk/QcKyBt6CBDnrzYdlDdz4IGf9nj3IWf1ytkeon5vRC82NXgU1ZIIAchY5GyWQkbPI2Sjxg5xFzoaNH+SsXjnbY1oy89O55cxPg4wJ5GwQSsjZUJSQs36CBDmLnA01tIxCLGvgzg456/fsQc4iZ8M/eyiZDgLIWeRslEhFziJno8QPchY5GzZ+kLPI2bCxk4VyyNmId5FlDbwEyRbGwdI2n0WknM3iLGvgJ5DInPUWSGTOuvFBzvqNLeSsfjl7cEI/uJ5J6LpcttgIIGeRs1FiEjmLnI0SP8hZ5GzY+EHO6pWzB09LZn76TDnz0yBjAjkbhJLHOchZ5GzYEELO+gkk5CxyNtzoQs76jS3krH45WxYueCOXejpyDVSQDQLIWeRslEhGziJno8QPchY5GzZ+kLN65WzZ3cnMT58+nvlpkDGBnA1CCTkbihLLGvgJEpY18BYkyFnkbKhHT27Jh05GwdI2i8NVkPFS8oVX8HG/yfG8EOyQhKLoqYSuy2WLjQByFjkbJSaRs8jZKPGDnEXOho0f5KxeOXvI3cnMT586nvlpkDGBnA1CCTkbihJyFjkbKnDqCzVkFn8epZrMlmXNWS+5hpz1FvvIWT8+bTdpKdZdp3mE50cyk18hmPxGuGmZKoqcRc5GCWjkLHI2SvwgZ5GzYeMHOatZzk5PZn761GDmp0HGBHI2CCXkbChKyFnkbKjAQc4GwoacRc4GChTFSWTO+j2bO4rocvbQsLcnYrknI5aneFYIIGeRs1FiGTmLnI0SP8hZ5GzY+EHO6pWzh05PZn765GDmp0HGBHI2CCXkbChKyFk/AcCyBl6EyJz1ix9eCOZGiGUN/GKHzFnvZ08ccvawUD83oxd6InoV1JAJAshZ5GyUQEbOImejxA9yFjkbNn6Qs3rl7GHTk5mfPjGY+WmQMYGcDULJR85GrCKW4s2bNRMdNltfrP71V7Hkqx9jqTNrlWzaaj3x48pV4oefVmWta7H0Z/Pc13i//f5n8dMvq2OpL2uVtN90ffHlNyvFqtW/Zq1rsfSntM0GubVef4ilrqxV0qJ5MyHH1xdf82xW3dv11m0uWm+wrvjy25VFc+ujZ872TKgvjyd0XS5bbAQsOVsM7WqZG+NtWrcUK39eLeqKaJwXAxurDcwxvO8Gcwx3PswxvGNnvdwSRa03ys0xcnN4tjUJbLBeC7F+yxbi6+U/gUdBYOP11xHNWzQzfkculk0+D8NuPWckMz99fBDz0yD3DDkbhJLHOcUiI5Cz/jcSOevNCDnrzYdfnPjFyf8poz6DX5x8fnFCzoYNLUU5Jr8xwkx1VcjZdN0+5hjMMcJGLHMM5GzY2JHlkLPe9JCzUaKroSxyNhhH5GwwTq5nSTlb2ub5iLVks3hN3f5Gx0rbvJDNDkbsVU3dfvDxYNjA58WIpLNZvKZu3/r4eSmbHYzQq5q6ferZvByhluwWranbGz6ez569Y1hztldCAVSV0HW5bLERsOTsWc+eUGxNK4r23HjQVKMdZ8w9vijaU2yNuLnH3UaTTnt6QLE1rSjac2vZTKMdJz95bFG0p9gacceh9xlNGlJ1VLE1LfH23NXrYaMNgx/rnXhbirEB0w+fYzRr4KPJZHgWIxN7m+454vGcWwmfOdtrRjLz06pBzE+DxBZyNgglj3OQs+5wkLPewYWcDcoHOasihZz1evYgZ71GF3LW79kTh5xN6pcu85caNgggZ71jADnrzQc5680HOevNBznrzgc56x07yFlvPlHlbO97kpmfzhnI/DTIzBQ5G4QScjYUJeSsnwAgc9ZbIFl8kLPI2cY9gsic9Xv2kDnrJ6+jrzl7eOOCNrazH4utJipKNwHkLHI2SgQjZ5GzUeIHOYucDRs/yFm9cvbwe5KZnz42kPlpkDGBnA1CCTkbihJy1k+QIGeRs6GGllGIzFl3dshZv2cPchY5G/7ZQ8l0EEDOImejRCpyFjkbJX6Qs8jZsPGDnNUsZ2cmJGcHIGeDjAnkbBBKyNlQlJCzfoIEOYucDTW0kLM+2JCzfs8e5Kx+OXtE+MEdqeSjkUpTODsEkLPI2SjRjJxFzkaJH+QscjZs/CBn9crZI2YmMz99dADz0yBjAjkbhBJyNhQl5KyfIEHOImdDDS3kLHI2fODkSrLmrN+zOY41Z4+MdI/CF34kfFFKZooAchY5GyWgkbPI2Sjxg5xFzoaNH+SsXjl75Mxk5qePDGB+GmRMIGeDUELOhqKEnPUTAMhZ5GyooYWcRc6GDxzkrC87Ka+jrzmb1BuqzbdAs0EAOYucjTIKkLPI2Sjxg5xFzoaNH+SsXjl71D+SmZ8+/Gfmp0HGBHI2CCXkbChKyFnkbKjAqS9UU8cLwbzl9b7G4dI2L0XBnMmyLGvg9+xhWQPvsYWczeSDYS3rFHIWORsl5JGzyNko8YOcRc6GjR/kLHI2bOxkoRxyNuJdrKn7ISdHno9YSzaLI2f9BAmZs96CBDmLnA33bETO+j17kLP65WyfcMEbudRDkWuggmwQQM4iZ6NEMnIWORslfpCzyNmw8YOc1Stn+/wjmfnpQ39mfhpkTCBng1DyOAc56w4HOesnSJCzyNnwD6CaOjJn3eghZ/2ePchZ/XL26PCDO1LJByOVpnB2CCBnkbNRohk5i5yNEj/IWeRs2PhBzuqVs0fPSmZ++mB/5qdBxgRyNgil3Dk7HjAkf+a1l4wQvXrsYXzWLWcrKu4V8+d/Zlyra9ffifHjj/Nt8dy5H4qpU18W06YNcz1XnnPNNVWisvLPonPnjr51hjmhKeRsRcVsB59+vk2dO/eDej4ne/D5oJ7PAI189MvZbPB50feehj2homKWI376+1Zlxs9LufE13Cd+5uTGl4yfTr51hjlBt5w12fy3/tmzRe7ZEyebx3JsBmpks4/R7tI2L4dBG6hMRcU/HHz+7Ftu7twF9bFzikfsLMg9eySfQRr56JezaecTfc3ZY3zjQc8JD+ipllqLmoBqjtoUcnb5Y8vFLzW/GGzWKV1HtDq8lS+nnz7+Sfzw5g9ikwGbuJ4rz/n+ue9FqyNbiXU6rONbZ5gTbjxoqlHsjLnHhykeqMx3c74Tq2pWGee2KG0hNu69sW+5nz75Sfz45o+i9Z9bu/PJnfPDcz+IjY7YSBufppCzPzz+g1hds9roZ/PS5mKDnhv48vnlk1/ET2//JDbst6HrufKclc+vFOsfvr5o0b6Fb51hTri1bKZR7OQnjw1TPFCZGw69QWzbZlvj3H/V/Uuc/eTZvuWO2u4o0Xe7vqL8oXLXc+U5w3cdLq564Srxz0X/9K0zzAm65ezNPW8W222+ndG0hV8uFGc8foZvM4/Z/hhx7A7HioH3D3Q9V55z6u6nirHzxopXPn/Ft84wJ9zVy1x7c/BjvcMUD1Tmlt63iO03394498MvPxQj54z0Ldd3h76i/479Rb973X+XlueM7DZSXPrcpeKlz/Qsq9YUcnZi74li+7b1fJZ9KEbMGeHLR8bOnzv/WRw7233My3NGdR8lLn72Ym187jni8dzvN/7PSrcOHTMrmfnpA/2Zn/oGWe4E5KwPpdqlX4mD+50t7ELWXkSnnK2sfErU1n6TF7JS1JaUbCJGjz5E2erq6sW5Y/8wjsnz3OSsJW9l3WmWsyaf/+X4mD9EpIgsKfmNDx9zMmXyUctZS96afNIrZ7PDR4+crax8sj5+TOkoZaQZP4e6jK9FuWP2+FHLWUveNsRP+uRsODb31I+t37iK6wY2/0u1nK2sfKI+dkwhK0WkGTuHecTODBsftZy15K18rqVZzmaBD3I2yBSSc5Im4DVH1S1nV7ywQqz6dlVeyEpR26J1C7Hhfmpp9suSX8TyR5YbyJq3au4qZy15u3r56lTL2R9e/MHgYwlZKWolnw32Vf9SLfl8/+j3Bp9mrZq5yllL3v66/NdUy9mVL60U8h5bQlaKWhkXLfdpqRxWq75YJX587Mc8Hzc5a8lbySfNcvaCfS4QbTdqmxeyUtQu+36Z+OtLf1Xy+VOnP4mL97vYOFa3os5Vzlryts2GbVIrZy/Z7xKDjSVkpaiVbK584Uolm71+u5cYe8BY49iXK750lbOWvN18w81TLWcvO+Ay0W6jdnkhK0Xt0u+XisvnXa7ks8/v9hFXHHhFno+bnLXkreSTZjl7+QGXG3wsIStFreRz2bzLXPlcddBVeT5uctaSt5JPUcvZ2QnJ2X7I2SBzRuSsD6UrKqeJ0vZtxLCB6r9u6ZSz5eWTc7/098xnbkr5On78454ZsbI7Xpmz9mNlZdenWs6Wl9+R49PLwafKVbpat9orc9Z+rKzsulTL2ezw0SNny8sn1cePKU+rqxflxpeMH/eMWHN8uWfO2o+VlV2b2sxZ/WzGp1rOlpffnoud3vnMVjN25uRixz0j1owd98xZ+7GysnGplrNZ4BNdzvYNMgfTcM79GuqkymIl4DVH1S1nv5n5jdjowIbMTUMu5rJdvTJiJUevzFn7sa8nfZ1qOfvtP74VGx6wYT6zVfJZMW+FZ0aswccjc9Z+7Js7cvxTnDm7YvYK0XL/lvnMVilfZbarV0as5OOVOWs/9v3fv0+1nJ3WZ5qY+ObEfGarlK8jdh/hmREr+XhlztqPzRk4J7Vy9p6+94gJr0/IZ7ZK+SqzFb0yYiUbr8xZ+7Gnjn8q1XJ29nGzxc2v3ZzP3JTy9Yw9zvDMiJV8vDJn7ceePeHZVMvZ+/rdJ2589cYCPmfteZZnRqzk45U5az82b8i8opazfWcnMz+9vx/z0yBzSeSsDyX5VbEtOrUX/130Rf7MZ2bfIErabWZ81iVnly79VgwadIeYMeNk0a6d+dUm1T5V893krHN/muWsyWJSjs9wB5/CfWo+6mUNnNI2zXI2W3zil7Mmn9tz8XOKI34K97nHz5rLGjilbVrlrMnmthybUx1sCvdFY5NeOWvymZjjM8LBp3Cfmo9azjqlbZrlbFb4RJez+r7q6j1tuS/I3I9zMkLAa46qU86u/m61+Oaeb8QmAzcRzTdubtBU7VNhdpOzzv1plrOSxfKZy0WrAa0K+Dj3Kfm4yFmntE2znP31u1/FilkrxIb9NxTNNm5mYFDtU/Fxk7PO/WmWs1v8Zgtxa69bxWlVp4n//s9cXkq1T8XHTc4696dVzv7+N78Xk46YJIY/Olz83//+z0Cg2qdi4yZnnfvTLGe3/M2W4u9H/V2c9PBJ4tP/fWpgUO1T8XGTs879aZazW266pZhy1BQx9OGh4tOv6/ko9qn4uMlZ5/5il7NeyzLonBpJKc7mTwA568HI+rrY9AkXia6dtzbOnHxPbh3JSfeKBfPuMj4vX/GzaLXhXH/SjTwjbjmrEra65ezyFT2MXrfa8NlG9t7/9LjloyqbVrecXb7iIPh43OoGPs/5B0Qjz4hbzqqyaXXL2eUrDqyPn3mN7L336XHLWTUbvXJ2+YoD6tk8HysbWVnc8lGVTatbzi5fsT98PJ89+4sNWrYQ67QwpVO4zX99+HD1+pW61+8EjmeEgN8c9ZdVq8UPK1eJk+YMir3HcctZlbDVLWf/3ttcamboYwO08IlTzqqyaXXL2SmHm8s4Hf9I/M+yuOWsStjqlrN3H2k+a//8UPxvPo9bzqqErW45+48+5pvZ+94f77qqcctZlbDVLWfv7zvHYHPUvepl1KI8kOKWsyphq1vOPnzckwaCI2aXRUGhLBu3nFUJW91y9tF+T+fcyrqh2Rx3b/zP9CCNufc45qdBOCFnPShZE197pqw8XWYqWMI2LXJWrj9aVfW+srdjxvQSPXqYi2LHuaVJzpp83vPgs0OcaIy60iRnk+VT/HJWrtHqHj+9c+NLR/ykQ86abN51GVuHa2JzgHG9VhsWv5yV67N689lRw7MnPXI2KT7I2djDjgpjJuA3R+2y/VapkbNy/dqVC1cqCcmlE9bber2Y6QmRJjkr16/9aeFPSgYbHLiBWO+P8fNJk5yV69f+8i/zxXTOTS6dsM4f43+pXJrkrFy/Vn61XbVNenuSeHih+YKqOLe0yFm5fu2+W+yr7Pptb94mHvgw/nUy0yRn5fq1+29hzhmd2y1v3CLu/yD+r6qnSc7K9Wv3/72aj1x6474P4s8WRc7G+aQqvrqQsz73xC5irVPt+3QtayCvpWPNWXt3dWfO1tSZD6vSNi9oiXwda6oW8mHNWa8bpzuzuKZuv/r4iX9ZA3N8xb/mbGH8sOasW/yUlenNnK2pM38JKW3zsqZnT/xrzhbGDmvOej979POJvqyB+9uOtQRlvtLZequn9qIi4DVH7bzdVmLZNyvFWc+eoKXNOtactTdUd+bsjQdNNS53xtzjtfDRseasvaG6M2dv7nG3cbnTno4/s1jWq2PNWTsf3Zmzt5aZmcUnP6lnCRsda87a+ejOnL3jUFNKDak6KvbxpWPNWXsjdWfO3tXLlOGDH4s3q9jqg441Z+18dGfOTj/czCwe+GjP2GNHVqhjzVl7Q3Vnzt5zxOO532/UL5YMAszthW9BykY5R8Ylmz8B5KwPI/myhVffWiCqpo8zzpTLGjxQ9UL+s045K7MV5Rvfx483088rKu7NvRF8k9wbwQ/Jf5b/sY5bXfF6IZi9u2mXs//P3nkHVlFsf/xQA0hNCJgAgiKCiiX47FgBCxbsFSMq4tOHBXlGfqI8n6gPscTC0weiAoKKiooFC2DFiopoVFBQami5oXcCvzu7d+/dvdmdXWZ27t5dv/tX7u6c2ZnvntmcfHLuGV2fNfH5638El5S8nNgx3dBHfwkY11P62NecTXeFzMFHNfA6OvqogbMso1P3n4sT/jMx4T/614xKSiYm/Ee/bvWf6jVnq/tPeOGsem3CDWdZNqfuO5ckfOWlhO+clvysv3v06ynfcd4QzPpuVg8f2f1Uweso6CMPZ63vjfT3g7rP+nsLx19DAV6MqrLmLFOXZbtWrauiRmc20sRe//Z6qtW4FjU4vkHyM/vBuG48Ed6GYOanFnY4y7JdmT4Nz2ioTWvDOxs0feofp/9RzT6zw7ie1IezIZhZn7DDWZbtunP9Tqp/uq7H5nc3U81GNSmna07yM/vBuG7MnbchmFmfsMNZlu2av0c+3fr+rdq0Hjn1EVq1cRX9Z8Z/kp/ZD8Z1Y+68DcHM+oQZzrJsV6bNTe/epE3p8dMf17QZ+unQ5Gf2g3HdmDdvQzCzNmGHsyzbtcUeLegf7/xDm9Z/z/gvrdy4kv798b+Tn9kPxnVj7rwNwcz6hB3OsmxXps/171yvTeupM57S9PnXx/9KfmY/GNeNufM2BDPrk+1w9uJXg4lPJ16A+NTsJ04/A856UIkFvxMn63VT2eZgBqhln1XCWdY/A7KzZi3S7l1UtJcFxLJr7DDgbFnZ0ji4fckyoz59jo1vXnOU7SzDDmd1fV5O0yeVrcSu6fro53R99P90G4euz9EO+oQ7czY6+qiBs7o+E9P8J/ULKx3OlpUtsfGfrhz/CS+cTWmjb0RRVNQ2CbGNa/ra0vXStXkhbW0xbY5xWFvhhrO6Bi/FfcesTwrEsmu6Pvo5XR+9vmHq3XMcR59ww9ko6CMPZ61g3nYhKDlpjQGU3AKdZpUCTjGqajjLRGBAdke5/nXy2oW1LSCWXWOHAWd3LN9B69/UzxlHvb/Vo/pd7DOAwg5n2RwZgK0qr9KmW6uwlgXEpsNZps/GtzZa9Mk5LIfqdaln629hh7NsUgzI7izfqc2vZmFNC4hl19hhwNmqFVW05e0tFi3qdKlDdYvsSzqEHc6yiTIg2zGvozbnubG5FhDLrrHDgLNHtz6a7jz+Tos+rFwBK1tgd4QZzrL5MCDbqXknbWpzKuZYQCy7xg4Dzh7T5hi6+8S7LTKwcgWsbIHdEXY4y+bEgOz+zfWShb9W/GoBsewaOww4y0pe3HPSPRYpWLkCVrbA7gg7nGVzYkB2//yEPqt+tYBYdo0dBpxl+tx78r0WKVi5Ala2wO7Idjh7yavBxKcvXYD41NZh0k4CznpRidNGNZyVHF6g5qrLGgQ6OR9unvravprMWR+GGGgXqssaBDo5H25eHtNrZBXmzfCht2h1obqsQdjVKo8dm/AdNWUfoqAP4GzYnyLGnwk4G2aVVZc1CLM2bOyqyxqEXR/VZQ3Cro/KsgZh10Z1WYOw66O6rEHY9ZEta3DJpIDg7PmAs158D3DWi0qAs0IqAc7yZQOc9aqPusxZIcfOEiPAWecHATjrtrYAZ3kKMXgtD2fV1Gl0f/1Yvx3i3h4toqoA4Cz/yQLO8vUBnOXrAzjL1wdw1lkfwFm+7wDO8vWRhbOXTgomPn3xfMSnXuJNwFkvKgHOCqkEOOsGSIwNr5A5a6cUMmfd/AeZs04KAc66+Q7grHo4e5nQ7015I2t5Efn+0ENYFQCcBZyV8V3AWcBZGf8BnAWcFfUfwFm1cPayScHEp2wjPxzuCgDOumvEbYGyBs7yAM66ARLAWT4gMfRB5qw9vAacBZwV+wWGsgZu72Y/MmcvF3s40lbW2sbS3aGD0CoAOAs4K+O8gLOAszL+AzgLOCvqP4CzauHs5a8FE59OOA/xqZc1ATjrRSVOG8BZwFlRF0JZAzdAAjjLh9eAs4CzYm8fwFm3dw/grJhnwSqbFACcBZyV8UfAWcBZGf8BnAWcFfUfwFnAWVHfiYId4KzkUwScBZwVdSHAWTdAAjgLOCu2ulDWwG1toawBf235AWd7izmvtNV46R7QQTQUAJwFnJXxZMBZwFkZ/wGcBZwV9R/AWbVwtvdrwcSn489DfOplTQDOelGJ0wZwFnBW1IUAZ90AEuAs4KzY6gKcdVtbgLPq4ewVYs4rbfW8dA/oIBoKAM4Czsp4MuAs4KyM/wDOAs6K+g/grFo4e8XrwcSnz5+L+NTLmgCc9aIS4KyQSqg56wZIUHOWD0gAZwFnhV49BDjr9u4BnFUPZ4vFnFfaapx0D+ggGgoAzgLOyngy4CzgrIz/AM4Czor6D+CsWjhb/How8em4cxGfelkTgLNeVAKcFVIJcNYNkADOAs4KLS3NqDyGmrNO6gHOur17AGcBZ8XfPbAMhwKAs4CzMp4KOAs4K+M/gLOAs6L+AzirGM6+ERCcPQdw1suaAJz1ohLgrJBKgLNugARwFnBWaGkBzrrIBjjr9u4BnFUPZ68UX9xSlmOlrGEcHQUAZwFnZbwZcBZwVsZ/AGcBZ0X9B3BWLZy98o1g4tOx5yA+9bImAGe9qAQ4K6QS4KwbIAGcBZwVWlqAs4Cz4o4TtyyPAc6qh7N9pJ6RuPEYcVNYRkoBwFnAWRmHBpwFnJXxH8BZwFlR/wGcVQtn+7wRTHw65hzEp17WBOCsF5Vc4KxkF76Y16xRg/bMrUc7d+2i5ZVbfOkzap00a1SXtmytos3bqqI2NV/m07xJDq3buJ227djpS39R66Rls3pUsXYrVe3cFbWp+TKfwrz6cei32Ze+otZJrZo1iK2vFavxbrZ7tnXr1KTG9etQxbqtWfPo8+PPq07tmhLjuUrCVsb0ORlj2EZIAQPOZsOUcuJrPK9xDm3dvpNiWbTOs0EbYwyIMfhPAzGGsz6IMfi+Uzf+u7zxHvEYIx7D46iuQP26taheTi1avX4b5LFRoGG92lSzVg3tb+RsOdj7UPS4anIw8elzvRCfenlmgLNeVOK0yRYYATjr/iABZ/kaAc7y9cEfTvjDyf0tY98Cfzi5/OEEOCvqWjZ2CH59FDPUXQHOhuvxIcZAjCHqsYgxAGdFfYfZAc7y1QOclfGulC3grDcdAWe96eTYisHZwrynJXuJpnl57FptYoV5o6M5QclZlcf6JvR5RrKnaJqXx66BPpxHm9Ln2Wg6gMSsymNXJ3wHoMpOxvKY/l/zwrwxEipH17Q81ofkM2d1H8z8gfdB5jXPzjsacPaJH+7JzgEGPKobDx2ijeCxWXcHPJLsvP3NRbouD393Z3YOMOBRDTzsXm0Ew765PeCRZOftBx3xgDawoV/dmp0DDHBUdx31iHb3f31xU4CjyN5b//uYx7XB3fV5/+wdZIAjG3rsiHj8Lp45e/XkYOLTZ3shPvXiNoCzXlTitAGcdRYHcJbvXICzbvoAzvIUApzlvXsAZ/m+AzjL18cPOKu/vzJ/VP9n33UlD9OMb37ShtL1iINo5PCBrsOaMv1rGvHcazRlvP4Htt3B2tw29CkaP2IwFXXuUK2J23XXQaCBlAKAs3z5AGf5+gDO8vUBnOXrAzjrrA/gLN93AGf5+sjC2WveDCY+feZsJKN5CeoAZ72oxGkDOOssDuAs37kAZ930AZzlKQQ4y3v3AM7yfQdwlq+PH3BW/2ZE5g/rN1XuKR1HS5etSgJZBmpbFeTTkAHFtkObVfY79e5/n3atbeuWjnDWgLcLl6ywhbNu1zOvy1/vjoCzgLMyXg84Czgr4z+As4Czov4DOKsWzvZ9M5j4dPTZ+Ca1lzUBOOtFJcBZIZUAZ93gI8oaeIOP+E+bnU6As4CzQi/muBHKGri9m6MDZ3v2vp3uG9Q3mdnK4OvgYaO5GbFMHV7mrPnagSf2qQZn3a6L+i3sdk8BwFnA2d3zGGtrwFnAWRn/AZwFnBX1H8BZwFlR34mCHeCs5FNE5iwPkKDmLB8+As4Czoq/gABnAWdFvQdwNhNwVv/9l/kjVQN/2cpK6n7RrTTt5UeooEWuNhS7c3ZjdIKz6efT4azb9czr8de9I+As4KyM9wPOAs7K+A/gLOCsqP8AzqqFs9e+FUx8+vRZ2KPJy7sP9fUAACAASURBVJoAnPWiEqcN4CzgrKgLoayBGyBBWQNv8BoF1tN1woZgbmsLZQ34a8uPzNl+or8aJO1GJe39hrN2wNYMZ92uS04M5rupAOAs4OxuuoylOeAs4KyM/wDOAs6K+g/grFo42++tYOLTUWel4lNR3/gr2AHOSj5lwFnAWVEXApx1A0iAs4CzYqsLcNZtbQHOqoez14k5r7TVSGVwltWvnTj5Q9sRPnjX9fTtj3O513t2O1J6dujAuwKAs4Cz3r2lekvAWcBZGf8BnAWcFfUfwFm1cPa6t4OJT0eemYpPRX3jr2AHOCv5lAFnAWdFXQhw1g0gAc4CzoqtLsBZt7UFOPtXgLNsjipqzpq1s6s5uzvXxVY4rLwoADgLOOvFT5zaAM4Czsr4D+As4Kyo/wDOAs6K+k4U7ABnJZ8i4CzgrKgLAc66ASTAWcBZsdUFOOu2tgBn1cPZv4s5r7TV/yw9sGzXpctW0cjhA7Xz15U8TK0K8mnIgOLkZ/aDcd0w5m0Itjvw1Q3eSk8XHTgqADgLOCuzPABnAWdl/AdwFnBW1H8AZ9XC2b+/HUx8+r8zrfGpqH9E3Q5wVvIJA84Czoq6EOCsG0ACnAWcFVtdgLNuawtwVj2cvV7MeaWtnqrWAwOyM775STvf9YiDLCCWXTPD2Vllv1Pv/vdZ+hjQ70Lqe9kZtiNzg69u16Wniw4AZwV94MZDh2iWj826W7CHaJsBzvKf78DD7tUaDPvm9mg7guDsAGedhbvrqEe0i//64iZBdaNtBjjLf75Djx1BhXn1hZ3g+neCiU+fOqN6fCo8iQgbAs5KPlzVcLak5EuaNatCG2VRUXMaPvxo1xFPn76Exo6dS+PGdXNsy9oMGzaLSkuPpc6d9V2c/T7KY/pugIV5o/3uOtlfSckXafoc43ovXZ85cX26u+jzfVyfrgr16ZvQ5xnXMYs2KCn5PE2fY1270vX5Na5PDxd9vkvok+fap0iD8ph6OBsNfdRsCFZSMiPNd7q6Psbp0xcnfOcUju8sjr97mO8cF19bqnzn6sTaes51zKINdH1WJd7N+fF3s1d9fomvrVNd9Pk2rs/xCvVRD2dLSj5L0+c4V6mnT1+U8B+ePovi/sP0OUGhPn5sCHaD63zVNHhSTbfoNXQKZCJzdu6Lc2n9wvWaNo3aNqKOl3Z01Sn2c4yWfraUDv77wY5tWZs/3/qTOvXuRA1bN3TtU6RBJuDsby/9RhsWbtCG17BtQ9rvkv1ch1r5cyWVzyinztd1dmzL2ix4ewHtd/l+yvTJBJydP3E+bVy0UZvnHnvtQe0vbu+qz+pfVtOKGSuoU79Ojm1Zm8XvLKb2l7anPVrv4dqnSINMwNmFry6kTYs2acNrsFcDantBW9ehrv11La36YhXte82+jm1Zm/J3y6ntxW2pQasGrn2KNFANZ5dOWkqbF2/Whla/TX1qdX4r12Gun7OeYl/GqN1V7RzbsjYr3ltBrS9qTfUK67n2KdIgE3B2+WvLacuSLdrw6rWuR3uet6frUDfM2UBrvlpDrfu0dmzL2lR8UEF7XrCnMn0yAWdXvL6Cti7Zqs0zp3UOtTy3pas+G+du1PRpdaWzr7E2sQ9i1PL8lpRTmOPap0gDWTh7wzvBxKdPnoH41MvzBpz1ohKnjUo4W1o6m5Yt25QEsgzUFhQ0oAEDDrEdUVlZZfza59o11s4JzhrwlvUdZjir67Mxro8OZBmoLSjYw0WfGSZ97OGsAW91fcILZ0tLf0joowNZBiJ1fQ518J9Y/JpZH3s4a8DblD6qAJtaOBsdffyHs7o2G5LAkYHIgoKGLr7zmWlt2cNZA97qvhNeOFtaOiuxtnQgq+vD1lYRZ219atLHHj7q+vyivffDDGdLS79P6KMDWQZqdX26cPT5JKHPHo7w2oC37L0POOsUmCD4lQzrImOuGs4ufHchbVmzJQlkGait17QetT3dHiBtWLKB5oyfo+lbt2ldRzhrwNtta7aFGs4uem+Rpo8BZBmoZfrsddpetj7G9Pltwm9JfZzgrAFvmT5hhrNL3l9CW9dsTQJZBmpzmuZQ61PtwdDGJRtp/ovzdX2a1HWEswa83bZ2W6jh7LKpy4jNwQCyDNSyeRf0KLD1n01LN9HCiQu1a3Wa1HGEswa83b52e2jh7MppK4mN3wCyDNSyObfo3sJWmy3lW2jJy0u0a7Wb1HaEswa83bF2R6jhbOzDGG1fsz0JZBmordO0DuWdbP/3GtNn+avLdX0a13aEswa83bFuR6jhbOWHlZr/GECWgVrmP7kn2yerbS3fSismrdD0qdW4liOcNeBt1boqwFmblQg46y28BJz1ppNjK5Vwtrh4evyP2qJk5iaDr8OHz+JmxLKB8jJnzdd69Hgr1HC2uHhaXJ8uafp8z82ITeljnzlrzqrt0ePNUMPZ4uKpCX30X8ZlZbG4/zB9nDNiU/rYZ86as2p79Jgc6szZ6OjjP5wtLv4g7juHJTMTdd/5Lu47zhmxuu84Z86ar/Xo8Uao4Wxx8ftxff6Wps+33IzYlD72mbMGmGVZtT16vB5qOCuuj3PmrDmrtkeP10IAZ/8hGV2Imv9X1BB2EVNANZz98X8/0j5n7pPM3GRw8Y+3/+BmxDKJeZmz5mvfxjPkw5w5WzayjNqd0c6iz4J3FnAzYpk+vMxZ87XvH/g+1HB2zqg51KZnm2RmK4Ovi6cs5mbEMn14mbPmaz8++GOo4ey8Z+ZR4WmFycxWBl/L3yvnZsQyfXiZs+Zrvz7ya2jh7ILnFtCep6YyNzW4+P5ybkYs04aXOWu+Nu/ReaGGs0vGLKHmpzRPZrYyfVi2Ky8jlunDy5w1X1vweFz/EGfOLh27lJr3aJ7MbGXwtWJqBTcjlunDy5w1X1v0xKKshrP/mBJMfPrfnohPvYSZgLNeVOK0UQVnV67cTJdfPo0mTOhOLVrodUXsztkNzQnOpp8PM5zVtZga16dHmj7Wc876VIez6eUOwgxndX0+iOtzSpo+1nPO+lSHs+nlDsIMZ6Olj79wVtfm/bjvnJrmO9Zz9r5jD2fToW2Y4ezKlZtM+uhfB7Q756xPdThrBrPMLsxwVtfivbj/nBb3H7M+1nP2+tjD2fRyB+GAs/0lowtR8xGihrCLmAIq4ey2ddvoxyd/pINvOJjqNq6rKWd3zk5SJzibfj7McJZpUfZUGXW+vrNFn/Rzdvo4wdn082GGs9vXbadfR/5K+1+3P9VpXEeTwe6cnT5OcDb9fJjh7Pb122ne0/No32v3pTqNEvrYnLPTxwnOpp8PK5zdsX4HLXhmAbW7ph3VblRbk8DunJ02TnA2/XyY4SzTYslzS6j1Va0t+qSfs9PHCc6mnw8znGX6lI8pp8I+hRZ90s/Z6eMEZ9PPZzuc7T8lmPh0RM/q8SlvTwSnkMzLhrWszW1Dn6LxIwZTUecOWlejX3iHSke9kuw2fQ+GbAkBAWcln0RY4KwdsAWcTZU1sKtDCzibyrC1q0MLOJst+mQ3nLXLpgWcTZU1SAezgLPsH0NmfaoD23DA2RslowtR8ydEDWEXMQXCBGftgC3gbKrmrB2wBZxN1Zy1A7aAs6mas3bAFnBWf+HbAVvA2VRpETtgCzibqjlrB2yzHc7e+G4w8ekTp1vj03tKx9HSZauSm9QyUNuqIJ+GDCi2jcbMG9a2bd2Spox/wLadAW8XLllhgbOs/5HDByZt3O4XVEiYdXC2Z+/biYlpd/z88ZigdHK8b1jgLKvPOmXKItt5DBpURN26ORf/FhVd5YZgfmfO6vrotZrSj0GDuijSR92GYH5nhrIapM76HKZIH3U1Z6OlT3bDWd13FjisLeY7bURfMZz3sroNwfzOnGX1a531+ZsifdRtCOZ35iyrX8vXx75+o4xTlcf82BAsmOCXCHBW5tm72YYpRg0TnGX1a1fN1jdYTD/2PmtvyjvQ/9r2KjcE8ztzltWvrZitbw6cfrQ7sx3lHuj/xr4qNwTzO3OW1a+t/LHSVp82Z7ShZgc0c1vau31d5YZgfmfOsvq1a35aYzvHwtMLqcn+TXZ7/m4GqjYE8ztzltWvXVe2znY6LU9rSY06NXKb6m5fV7khmN+Zs6x+7foyfdPH9IOVTmjYyf8NG1VuCOZ35iyrX7vhZ33Tx/Qj75Q82qOj/xsSym4Ili1wlsVT9w3qm8xsZfB18LDRjtDV0JeXOWu+duCJfSxwNv35sEzamT/MsQDb3V7MCgyyCs5mK8Hm6a4KzrJ7qqg5a55LmDNndX38rzlr1Qc1Z3m+H+bMWd1//K/Ja/WfTNXk9RfO6tr4X3PWqg1qzvLXFmrO8vUJQ83ZmxSEbF66fNxLI7QRUCBsMapKOMvkU1Fz1vxYwpw5y+ahouasWZ8wZ86yeaioOWvWJ8yZs2weKmrOmvUJa+Ysm4OKmrNmbcKcOcvmoaLmrFmfMGfOsnmoqDlr1ifbM2dvejeY+PTx01Px6bKVldT9oltp2suPUEEL/Z+LdufsQjUnOJt+3g3OMjh81GEHOmbqCoSJvphkFZx1E9GXGfvciUo4y7I52a7dw4cfrY26pOTL+I7XDeI7Xh+S/Mx+MK4bU+NtCGaeftjhrK7Pxvj8j0no8UViR3BDny+088Z1qz72G4JZ9Qk3nGUZi7o+xyb0+Tyhz6HJz7o++nWrPvYbgln1yRR8fMbnVat3Fx19/IezujYb4r7RNeErM+K+0zD+7jF8Z0ZibenXU77jvCGY1XfCDWdZtqu+tsz67BHXpyipl7627PSx3xDMqk+44SzLdtX1OS6hx2eJd0+X5GddH/16yn+cNwSz6hMGOHuzkveWe6ePuTdBCyEFwhajqoazLNt1y5ot1PHSjpqec1+cS/Wa1qO2p7dNfmY/GNcN0XkbgpkfTNjhLMt2Zfrsd8l+2rR+e+k3TZ+9TtOz/dlndhjXjbnzNgQz6xN2OMuyXbeu2UrtL26vTWv+xPmU0zSHWp+qf5OPfWaHcd2YO29DMLM+YYezLNt129pt1PYCfT0tfHUh1W1Slwp6FCQ/sx+M68bceRuCmfUJM5xl2a7b126nVufrXy9fOmkp1WlSh1p0b5H8zH4wrhvz5m0IZtYm7HCWZbtuX7Od9jxvT21ay19bTnWa1qG8k/VvILDP7DCuG3PnbQhm1ifscJZluzL/aXluS21aK15foflP7sk6JGSf2WFcN+bO2xDMrE+2w9mb3wsmPn3stFR86jectQO2TjGb8Q0o1Jw1e63Dz2ELfNk0VMJZ1j8DsrNm6V9lKipqbgGx7Bo7DDhbVlYZhwOfW9Tt06djfHMWPTBMP8IOZ3V9vkjTRwe1xjVdH/2cro8OlYyjT59OHH3CDWd1DT5P0ycFYtk1XR/9XFlZzEEf/Q+v9CPsmbPR0cd/OKtrMyPNd1KgkV3TfUc/p/vOZ2lra//42nLynXDD2ZQ++tdwi4ryLSDWXp9PbfRJ1cwzXwzzhmDGPEpKPov7j1mfFIhl13T/0c/p/vNJmj4HxP3HSZ8wwNlbbN+b6k8+qv4Wf9E7hC1GVQ1nmRswILt+of6V10ZtG1lALLvGDgPObliygeaMn2PxnsLjCqnw2EJbjwo7nGWTYgB2w0L9K68N2za0gNh0OMv0+W2CDmyNo+C4Aio4Rodx6UfY4SybDwOwGxdt1Ka2x157WEBsOpzduGQjzX9RB7bG0bJrS2p5tA5Y0o+ww1k2HwZkNy3apE2twV4NLCCWXWOHAWc3Ld1ECyday7M1P6Y55R+Vb6tPmOEsmxADspsXb9bmVr9NfQuIZdfYYcDZLeVbaMnLSyw65B6dS7lH2pcDCTucZRNlAHbLki3anOu1rmcBselwlumz/FUd2BpH06OaUtMjmtr6TtjhLJsUA7Bbl2zV5pfTOscCYtPh7NbyrbRikrXkZpOjmlCTw+3LgWQ7nL3lvWDi00dPS8WnfsNZVr924uQPbf31wbuup57djqx2Lb3mra1xACezKnOWfWWs16ldbQUMQBtPt1QNZz0NIksbqaw5m6VT3q1hlcfU1ZzdrYFkaePymLqas1k65d0aVkofNXB2twaTZY3LY+pqzmbZVIWGUx5TV3NWaEBZZuRPzdlggl8iwFlV7hS2GDUTcFaV1pnoV2XN2UyMX/U9VNacVT32TPSvsuZsJsav+h6qas6qHncm+ldZczYT41d9D5U1Z1WPPRP9y9aczQY4y3RSUXPWrL/bP9SNDcaybU+rrIKzXgsBZ8Lxvd4DcNZZKcBZvhcBzrrpAzjLUwhwlvfuAZzl+w7gLF8fPzYEG+A1jPC5XanP/aE7Q4GwxaiAs3zfBZzl6wM4y9cHcJavD+Cssz6As3zfAZzl6yMLZwe8H0x8WnqqNT5Nz1xNr+vPPrNj5PCBFkF4G4Lx4CyDwVPGP5Bs4tR/0FFvVsFZRrh5R7aRbTZWwFnAWdFFDDgLOCvqO/q7x4DXyJxN1xGZs25rC3CWp5A/mbO3yixvCdtHJGxhylMgbDEq4CzfnwFn+foAzvL1AZzl6wM466wP4CzfdwBn+frIwtlb3w8mPn3k1OrxKQOkM775SZtweg3YdHhqZLqa1RnQ70Lqe9kZtoKlZ86a72V3v2yJgLMKzmaLKLszDsBZwNnd8RdzW8BZN4CEzFk+QAKcddIHcNZtbQHOqoez1v/0i/6e2H07PdMABxQAnOX7AOAsXx/AWb4+gLN8fQBnnfUBnOX7DuAsXx9ZODvwg2Di04dPQXzqJTIFnPWiEqcN4CzgrKgLAc66ASTAWcBZsdUFOOu2tgBnAWfF1haswqMA4CzgrIy3As4Czsr4D+As4Kyo/wDOAs6K+k4U7LICzrK0Y7aT2m1Dn+JqirIG4XI51Jx1AyTYEMwbfHwmXI6fodGirAHvH0OoOctfW4Cz6uHsPzP0Jki/zUMB3Te6tw1rjAo4CzgrsyoBZwFnZfwHcBZwVtR/AGfVwtl/fhBMfPrQKYhPvayJrICzXgaarW2QOcsDJNdqFwvzRmfr4wt0XMicdYPXyJz1Bq9RczZdJ2TOuq0twFn1cPa2gH6/PBjQfXHbbFMAcBZwVsYnAWcBZ2X8B3AWcFbUfwBn1cLZ26YGE58+2APxqZc1ATjrRSVOG8BZwFlRFwKcdQNIgLOAs2KrC3DWbW0BzqqHsyVizittNVy6B3QQDQUAZwFnZTwZcBZwVsZ/AGcBZ0X9B3BWLZwtmRpMfDq8B+JTL2si6+DslOlfVytvMO3lR6igRa6X+WS8DeAs4Kyo0wHOugEkwFnAWbHVBTjrtrYAZwFnxdbWX90qTDEq4CzgrMx6BZwFnJXxH8BZwFlR/wGcBZwV9Z0o2GUVnB39wjtUOuoVMteWXbaykrpfdCuNHzGYijp3yDrNAWcBZ0WdEnDWDSABzgLOiq0uwFm3tQU4qx7O3i7mvNJWD0j3gA7sFQhbjAo4Czgrs5YBZwFnZfwHcBZwVtR/AGfVwtnbpwUTnz7QHfGplzWRVXC2Z+/b6b5BfatBWJapMOK512jK+Ox7qICzgLNeFppdG8BZN4AEOAs4K7a6AGfd1hbgrHo4O0jMeaWthkn3gA7sFQhbjAo4Czgrs5YBZwFnZfwHcBZwVtR/AGfVwtlB04KJT4d1R3zqZU1kFZxlO+LaZcjOKvudeve/z5JR62VymWjD4Gw2HDVr1KA9c+vRzl27aHnllmwYUtaNoVmjurRlaxVt3laVdWPLhgE1b5JD6zZup207dmbDcLJuDC2b1aOKtVupaueurBtbNgyoMK8+Zcv7MBv0MI+hVs0axNbXitV4N9s9m7p1alLj+nWoYt3WrHl0+fHnVad2TYnx/J+ErYzpf2SMYctRIGwxqgFns+Gh5sTXeF7jHNq6fSfFsmidZ4M2xhgQY/CfBmIMZ30QY/B9p278d3njPeIxRjyGx1Fdgfp1a1G9nFq0ev02yGOjQMN6talmrRra38jZcrD3oejxf9ODiU//0w3xqZdnllVw9rqSh6nXqV2pZ7cjLWMHnHV/lICz7hoBzvI1Apzl64M/nPCHk/tbxr4F/nBy+cMJcFbUtWzsEPz6KKalq7DFqICzqjxBTb+IMRBjiHoWYgzAWVHfYXaAs3z1AGdlvCtlCzjrTcesgrOsfMHk92fQyOEDLaNndb7KV8RoyIBib7PKYCu9rME/M3jH8NyqPPaQNljoY//MUvrcFp6HmsGRlsceTPhPMLtKZnCqQrcqj+m7XhbmBVM7SGjQGTIqj+klcKCN07vH0CeYrzZlyA2Eb1MeG0bymbN3CN9fzvB+OXNYOyoQthjVgLPvLXoRT9VGgdP2ulQ7O2XhBOhjo0DPtpdrZ9/8cyz0sVHg7L2v1M5Omj8a+tgocH77vtrZl357CvqkKXDJftdrZ8bPeQLa2CjQu9ON2tlxvz4GfWwUKN7/5vjfN+KZs3dMDyY+vb8b4lMvDh04nGVfE/N6mDcK82qjuh3grLPCgLN87wOcddMHcJanEOAs790DOMv3HcBZvj5+wNnBqsMPh/7vC+i+0bxtmGNUwFm+TwLO8vUBnOXrAzjL1wdw1lkfwFm+7wDO8vWRhbODPwwmPr3vZMSnXiLlwOGsl0FmcxvAWcBZUf8EnAWcFfUdZgc4Czgr6j+pzGJkztpp6E/m7J2ij0fS7l5Je5hHRQHAWcBZGV8GnAWclfEfwFnAWVH/AZxVC2fv/DCY+PTekxGfelkTgLNeVOK0AZwFnBV1IcBZwFlR3wGcdfMdZM7yFAKcdfMfPzJngwl+iRD8yrxXo2QLOAs4K+PPgLOAszL+AzgLOCvqP4CzgLOivhMFO8BZyacIOAs4K+pCgLNugARlDfiADTVnnfRBzVm3tYWyBvy15QecvUv0V4Ok3VBJe5hHRQHAWcBZGV8GnAWclfEfwFnAWVH/AZxVC2fv+iiY+HToSYhPvawJwFkvKnHaAM4Czoq6EOCsG0ACnAWcFVtdgLNuawtwVj2cHSLmvNJW90j3gA6ioQDgLOCsjCcDzgLOyvgP4CzgrKj/AM6qhbNDPgomPr3nJMSnXtYE4KwXlQBnhVTChmBugOQhrUFh3m1C+kbdqDwGOAs4K+blgLNu7x7AWfVw9l9izitt9W/pHtBBNBQAnAWclfFkwFnAWRn/AZwFnBX1H8BZtXD2Xx8HE5/++0TEp17WBOCsF5UAZ4VUApx1AySAs3xAAjgLOCv06olvloaas3zfAZwFnBVbW7AKjwKAs4CzMt4KOAs4K+M/gLOAs6L+AzgLOCvqO1GwA5yVfIooa+AsIOAs4KzM8kLmrJv/oOask0KAs26+AzirHs7eLfP6k7AN6r4SQ4apEgUAZwFnZRwLcBZwVsZ/AGcBZ0X9B3BWLZy9++Ng4sS7TwzmvqJ+GJRdVsHZA0/sQwP6XUh9LzsjKD12+76As4Czu+00CQPUnHUDSMic5QMkwFnAWbG3TwpeDxLrIOJW5TE/NgQL6utbwXxdLeIuoU0vbDEq4CzgrMy6BJwFnJXxH8BZwFlR/wGcVQtn//1JMPHpv05AfOplTWQVnJ0y/Wu6behTyXFf3OtkGjKg2Ms8MtLGGN/4EYOpqHMH7Z6q4WxJyWKaNWuzdq+iovo0fHgb17lOn76Oxo6N0bhxezu2ZW2GDVtOpaVtqHPn+q59ijTIROZsNPRRV3NW12dTwn8a7Ib/VMT9Zx8X/1kW95+9FPqPejhbUrIoTZ+9XF19+vS18fXF9GnP0WdtfH0xfdoq1EctnC0pWZimTVuP2qyKa7OvizblCW0auPYp0iATmbPR0EcdnC0pWZDmP+1cH6W+tlbG/Uf//Wp3sDbDhi2N+0+7+NpS5T9+wNmgNj4IZqMH14cbgQZhi1EzAWc/HPUhrZi3Qnu6LfdtSSf3O9n1SS/4fgH99MFPdNagsxzbsjZfvvQldb+hO+W3y3ftU6TBaXtdqplNWThBxNyTzUdPf0Qr563U2rbYtwWddO1JrnYLZy3U9Dnz9jMd27I2X730FXW7vhs1b9fctU+RBpmAs5+O/pRWzV+lDS+/fT4d3/d416Eu+mER/TL1FzrtttMc27I2MyfOpBOuO0GZPmfvfaV2/0nzR7uOWbTBF89+QRXzKzTz5u2b0zFXH+Pa1ZIfltCc6XOo+8Dujm1Zm+9f+Z669utKuW1zXfsUaaAazn4z5huK/RHThpa3Tx4d0ecI12GWzy6n3z78jU4ccKJjW9Zm9qTZdNQ1R1Gzts1c+xRpcMl+12tm4+c8IWLuyea7sd9R5Z+VWtvcvXPpsCsPc7Vb9uMymv/RfOp6c1fHtqxN2WtldPjVh1PTvZq69inSIBNw9vtx39PqP1drw2u2dzPqUtzFdajLf1xOf3z8Bx1zk/M6ZG1+fv1nOuyqw5TpU7z/zfH9asTZzT2fBBOfDjkB8amrk8UbZBWcTR8wy1IwjqBBLQvKRzz3Gi1csoIyBWdLS1fQsmXbkkCNgbaCgro0YEBL22dbVrY5fm2xdq2goI4jnDXg7bJl20MNZ6Ojjxo4W1q6PO4/29P8p07cR/bk+M8ik//Yw1ndfyq0vsMMZ3V92PrSgSwDtfr64umz0KSPPZw14K2uTzjhbGnpsoQ2OpBlIFLXpsDBdzbFr5m1sYezujarEr7DtFEF19TWnI2OPmrgrK7P1vjaapfwnwVx/8lx8Z8FprVlD2cNeKuvLcBZ+yAPwa+X4NePNtkeo6qGs99M+oY2xDYkgSwDtQ3zGtIR59tDklULVtG0J6dp0jfMbegIZw14u6FyQ6jh7MxJM4nNwQCyDNSyeR9+/uG27lexoIKmPzVdu7ZH7h6OcNaAtxsrN4Yazn7/2veaPgaQZaCW6dPlPHtIwvT5ZOQnSX2c4KwBb5k+YYazs9+YTWwOBpBloJb5xSHnHGLrP5ULK2nGqBnatQa5DRzhrAFvN1VuCi2cLZtcRptWb0oCWQZqGzRrQJ17dbbVZvXC1fTV4n8sGgAAIABJREFUM19p1+o3q+8IZw14u3n15lDD2V/e+oU2V25OAlkGauvn1qcDzjrAVp81i9bQzGdnJvVxgrMGvGX6hBnO/vrWr8TmYABZBmqZX+x/1v6O+nz33HdJfZzgrAFvWd+As9WlBJz1FnlmLZxdtrKSul90q+0suh5xEI0cPtDbDH1oZYDZKeMf0L7Wlik4W1z8ZxyK7JnMvGPwdfjw5dyMWDZdXuas+VqPHr+FGs5GRx81cLa4+I+4/xSk+c8ybkZsyn/sM2cNMMuyanv0mBtqOFtcPD+uT2GaPuXcjFhdH+fMWfO1Hj3mhBbOFhfPS2ijw9Oysk3xdw/TxjkjNqWNfeasAWZZHz16/BrqzNno6KMGzhYX/x73n1ZJ+K77z1JuRmzKf+wzZ81ZtT16/BICODvUh+hDpIu7RIxgs5sKhCFGVQ1n3xr2Fh11yVHJzFYGX1k2Jy8jlsnMy5w1X3ux5MVQw9m3H3ibjrr4qGTmJoOLX038ipsRy/ThZc6ar028fWKo4ex7D75Hf7vwbxZ9vn3lW25GLNOHlzlrvjbp/yaFGs5Oe3gadbmgSzKzlcHX71/9npsRy/ThZc6ar705+M3QwtmPSz+mQ847JJnZyuDr7NdmczNimTa8zFnztXeHvBtqODvjsRnU+dzOycxNBl/LXi/jZsQyfXiZs+ZrU++eGmo4+8XjX9AB5xxg0eeXN37hZsQyfXiZs+Zr0/89Pavh7NBPg4lP7zoe8amXUDOr4Ow9peNo4uQPk+N2ypZlgPTnj8d4mZ90GzOYZZ1lCs6uXLmDLr/8D5owYR9q0aK2Ng+7c3YTdIKz6efDDGejpY//cHblyu0m/6mT8J/q55z9pzqcNYNZZhdmOKvrMz++vtrH15dZH+s5e33s4Ww6tA0rnNW1mRfXZt80baznnLWpDmfNYFb3nfDC2Wjp4z+c1fX5Pe4/HdL8x3rO2X+qw9n0cgfhgLP3SscfYh3cKWYGK1cFwhajqoSzm9Zsosn3T6Zed/SiBk31f+LZnbMT1QnOpp8PM5xlWrz1n7forP87y6JP+jk7fZzgbPr5MMNZps+7D7xLp99+ukWf9HN2+jjB2fTzYYazm9dspqkPTqUet/Wg+k31ry/bnbPTxwnOpp8PK5zdvHYzffzwx3TiwBOpfpOENjbn7LRxgrPp58MMZ7es3UKflX5Gxw04juo1qafJYHfOTh8nOJt+Psxwlmnx+aOf07G3HGvRJ/2cnT5OcDb9fLbD2Xs/DSY+vfN4xKeugWa8QVbB2WzbbCEdzDJB0+Hs+k3bqVGDW7xovVtt/IaPdsBWNZxdv+lRbc7Qx/7Rp/QZsFu+4aWx33A2HcyyMaiGs+s3lSb8xz6D3osOTm38hrN22bSq4ez6TY8k9PH3WwR+w8d0MKv7jlo4u37Tw0q0YZ1GS59/yiwjW1u/4axdHVrVcHb9poeofk4tql2rpoQ+90nYypgOljGGLUeBsMWoO6p20uatVfTK3Od9f65+w1k7YKsazl7Y8QpNl4lzxirRx084awdsVcPZizvpNVUn/PKMEn38hLN2wFY1nL38gGs0XcaU/c93ffyGs3bAVjWc7dP575ouT8/2t66q33DWDtiqhrPXHnKjps1Ts/S/c/w8/IazdsBWNZy9vkj/u/i/3+uxvJ+H33DWDtiqhrP/6DIwzlb0xCKR477PgolPBx+H+NTL88oqOOtlwJlsk54lYb73g3ddTz27HUlhgbOsPuuUKWtt5Rs0aE/q1q2x79KGCc4Gq0/2w1lWn9XZfwoU+U944KyuzxqH9cX0aaJgfYUDzrL6o87aFCrSJjxwNlh9sh/O6vromzakH4MGtVLkP4Czvr+w0KHvCrjFqKeceHho4CyrXzv/6/m2Gh19ydHUrks73/ULE5xl9Wv/+OYPWw1YaYm2Re4bdu6ugGGCs6x+7Z8z/7Sd4uEXH057Heq+2evu6hMmOMvq1y6cqe8LkH50ubALtT609e5O37V9WOAsq1+7+Dt9v5b045DzD6HCQwpd57q7DcIEZ1n92qXfLbWdYufzOlPBwfZ7UeyuJub2YYKzrH5t+fflttM98NwDac+D7fcxkdEHcFZGvey3BZzdzWeUqbIGbFgqaqqap6s6c7Y89pB2u8I8/wFAtPTxv6yBro//NWet/oOas7zXh+rM2fLY8MT6un0332LuzVXUVLX6jtrM2fKY2g3BoqOP/2UN9HeP/zVnrf4Thpqz97svNCUt7lDSKzoNhwLmGFVlWQOmhoqas2aVVWfOnrbXpdrtpiycoOThqqg5ax6o6szZnm0v12735p/+ZxazflXUnDXrozpz9uy99cziSfNHK/EfFTVnzQNVnTl7fvu+2u1e+u0p3/VRUXPWPEjVmbOX7He9drvxc/zNKjbmoKLmrFkf1ZmzvTvpmcXjfn3Md99hHaqoOWseqOrM2eL9b46zFb2kh8hx/2fBxKd3HIf41MvzApz1opKpTSbhLMvm1HeTb6ONoKRkcWLH9JbJz+wH47oxTN6GYObphh3ORkcfNXCWZXOyXc2t/lMnvmO6/l885k/O/mO/IZjVf8INZ3V92PrSMypKShYl1pehz6KEPtaMC96GYFZ9wrshGMtW1LXRs3FKShYmtNH/Q84+675jzdaxK2Fg94pVXdZANZyNjj5q4Kyuz9a4f7RL+MuCuP/kxN89hv8sSPiPft047EoY2PtPGODsf+yGnoFz/5eBe+AW2apAJuEsy3bdENtAJ/c7WZPjw1EfUsO8hnTE+UckP7MfjOuGZrwNwcy6hh3OsmzXDZUb6KRrT9Km9dHTH1HD3IZ0+PmHJz+zH4zrxtx5G4KZ9Qk7nGXZrkyf4/ser03r09Gfavp0Oa9L8jP7wbhuzJ23IZhZn7DDWZbturFyIx1z9THatL549gvaI3cPOuScQ5Kf2Q/GdWPuvA3BzPqEGc6ybNdNqzfREX30d803Y76hBs0aUOdenZOf2Q/GdWPevA3BzNqEHc6ybNfNlZvpsCsP06b13djvqH5ufTrgrAOSn9kPxnVj7rwNwcz6hB3OsmzXzas3U5di/V3z/bjvqX6z+rT/WfsnP7MfjOvG3Hkbgpn1yXY4+58ZwcSn/9cV8anZT5x+Bpz1opKpTSbhLLstA2izZm3WRlBUVN8CYtPhWlnZ5vgfv9avZvTpkxffnCXPdpZhh7PR0UcNnE3psynhPw08+I8OJI1D95/mDv4Tbjir67Movr7M+qRALLvGDgPe6uvL+rWwPn2ac/QJL5zVtVmYpk0KxKbD2bKyTQ7a5Dv4TrgzZ6Ojjxo4q+uzIM1/2iV9gV3T15Z+Tvcf/Vzq3ZMfX1tO/hMGODvM1vfVn1T3TNWPHXeQVSCTcJaNlQHZFfNWaMNuuW9LC4hl19hhwNlVC1bRtCenWaZ40KkHUeduOlBJP8IOZ9l8GJBdOW+lNrUW+7awgFh2jR0GnK1YUEHTn5pukaHzKZ3pwG4H2uoTdjjLJsWA7Kr5q7T55bfPt4BYdo0dBpxl+nwy8hOLFgf0OID2P1kHKulH2OEsmw8DshXzK7SpNW/f3AJi2TV2GHC2cmElzRg1wyJDp+6daL+T9rPVJ8xwlk2IAdnYHzFtbnn75FlALLvGDgPOrl64mr565iuLDh1O7kD7nrivrTZhh7NsUgzIVv5Zqc0vd+9cC4hl19hhwNk1i9bQzGdnWrRof1J72ueEfWz1CTucZZNiQHb1n3rJrGZ7N7OAWHaNHQacZfp895yumXHsc9I+tPfxe9vqk+1wdtiMYOLTQV0Rn9o6TNpJwFkvKnHalMc2K/vavuTQAjdXXdYg8AlKDiCljzo4KznEQM3LYw9q9y/MKwl0HNl6c5VlDbJ1zl7HpTpz1us4srVdSh8ESnbPqDw2jPKb5FCd2jIbggUT/BLhmWbrusv0uFSXNcj0fPy+n+qyBn6PN9P9qS5rkOn5+H0/1WUN/B5vpvtTWdYg03Px+36qyxr4Pd5M96e6rEGm5+P3/WTLGgDO+v1E/O0PcFZST8BZZwEBZ/nOBTjrpg/gLE8hwFneu0dtzVnJXxuBmwPOur17/ICzug9m/vC/BnXm54A7+qEA4CxfRcBZvj6As3x9AGf5+gDOOusDOMv3HcBZvj6ycPaBz4OJT28/FvGpl9gOcNaLSpw2gLOAs6IuBDjrBkgAZwFnxVYXMmfd1pYBr5FlaaeUP5mz+oZ9mT/wTYPMa56ddwScBZyV8UzAWcBZGf8BnAWcFfUfwFm1cHb458HEpyXHIj71siYAZ72oBDgrpBIyZ90AyUNag8I8lDWwBySAs4CzQq8eApx1e/cAzvLXlh+Zs/r7K/MHfp9kXvPsvCPgLOCsjGcCzgLOyvgP4CzgrKj/AM6qhbMPfhFMfHrbMYhPvawJwFkvKgHOCqkEOOsGSABn+YAEcBZwVujVAzjrIhvKGri9mwFnxVYerLJJAcBZwFkZfwScBZyV8R/AWcBZUf8BnAWcFfWdKNgBzko+RZQ1cBYQcNYNAADOAs6Kv4BQc5b37kHNWf7aQuYsXx8/4Kz+fs/88c/M3xJ3zEoFAGcBZ2UcE3AWcFbGfwBnAWdF/QdwVi2cfeiLYOLTfx6D+NTLmgCc9aISpw3gLOCsqAuh5qwbvEbmLB8g6TWDCvNQYD1dJ5Q1cFtbgLPq4ezDor8aJO0GStrDPCoKAM4Czsr4MuAs4KyM/wDOAs6K+g/grFo4+/CXwcSnA49GfOplTQDOelEJcFZIJWTOugESZM7yAQngLOCs0KsHZQ1cZENZA7d3sx+Zs4+IOa+01a3SPaCDaCgAOAs4K+PJgLOAszL+AzgLOCvqP4CzauHsI18GE5/eejTiUy9rAnDWi0qAs0IqAc66AQDAWcBZoaWlGaGsgbN2yJx1e/cgc5b/7gGcFX8zwTJbFACcBZyV8UXAWcBZGf8BnAWcFfUfwFnAWVHfiYId4KzkU0RZAx4gMeAjaozYqYSyBm4ACZmzfICEsgZO+gDOuq0twFn1cLZUMroQNR8gagi7iCkAOAs4K+PSgLOAszL+AzgLOCvqP4CzauFs6VfBxKcDjkJ86mVNAM56UYnTBnAWcFbUhQBn3QAS4CzgrNjqApx1W1uAs+rh7KNizittdYt0D+ggGgoAzgLOyngy4CzgrIz/AM4Czor6D+CsWjj76FfBxKe3HIX41MuaAJz1opILnJXswhfzmjVq0J659Wjnrl20vHKLL31GrZNmjerSlq1VtHlbVdSm5st8mjfJoXUbt9O2HTt96S9qnbRsVo8q1m6lqp27ojY1X+ZTmFc/Xmphsy99Ra2TWjVrEFtfK1bj3Wz3bOvWqUmN69ehinVbs+bR58efV53aNSXG85iErYzpzTLGsI2QAgaczYYp5cTXeF7jHNq6fSfFsmidZ4M2xhgQY/CfBmIMZ30QY/B9p278d3njPeIxRjyGx1Fdgfp1a1G9nFq0ev02yGOjQMN6talmrRra38jZcrD3oejx2NfBxKc3H4n41MszA5z1ohKnTbbACMBZ9wcJOMvXCHCWrw/+cMIfTu5vGfsW+MPJ5Q8nwFlR17Kxqx78XlfyMM345ietbdcjDqKRw913zJ0y/Wsa8dxrNGW8nmVtd7A2tw19isaPGExFnTtoTe4pHUcTJ3+YbO71fj4KgK4SCgDOhssVEGMgxhD1WMQYLjEG4CxXIMBZvv8Azoq+max2gLPedASc9aaTYyu9rMHZkr1E07w89qY2Mehj/3xT+vSKpgNIzqo8NjnhP+dI9hRN8/LYGwl9zo3mBCVmVR57PaHNeRK9RNe0PPYa9OE8XqaPfObs4wE50E2W+zJYunTZqiSQZaC2VUE+DRlQbDu+WWW/U+/+92nX2rZu6QhnDXi7cMkKC5zt2ft2iw37fF7P46nvZWcEpMdf97YGnP19wzd/XRE4M+/Q8Ajt6tz1X0EfGwU6NjpKO/vz2hnQx0aBA5t01c7+UPkR9LFR4NDck7SzMys+gD5pChze/BTtzJcrp0AbGwWObtFTO/v5irehj40Cx7Y8M85WxDNnH/86mPj0piOt8Skerr0CgLOSngE46ywg4CzfuQBn3fQBnOUpBDjLe/cAzvJ9B3DWTR95OPuEZHQhan6jxZDB0fsG9U1mtjL4OnjYaG5GLOuAlzlrvnbgiX0scDZ91KNfeIdm/jDHU7au6IxhZ68A4CzfMwBn+foAzvL1AZzl6wM466wP4CzfdwBn+frIwtknvgkmPr3xCGt8itgNcFaJDwDOAs6KOhbgLOCsqO8wO8BZwFlR/0HmrNu7x4/M2RGij0fSrn/SftnKSup+0a007eVHqKBFrnbe7pzdDZ3gbPp5NzjLMnUPP7QTMmcln6qIOeAs4KyI3xg2gLOAszL+AzgLOCvqP4CzauHsiG+CiU/7H5GKT0V9469gh8xZyacMOAs4K+pCgLNugASZszyFAGcBZ8XfPcic5a8twFk7OGt3jgdnWdZs6ahX6OePx4i6KuwkFACcBZyVcB8CnAWclfEfwFnAWVH/AZwFnBX1nSjYAc5KPkXAWcBZURcCnAWcFfUdZgc4Czgr6j/InHV79/gBZ/8r+ngk7f6RtPc7czZ9sy/zQB+863rq2e3I5CljszBz1q7kxGC+mwoAzgLO7qbLWJoDzgLOyvgP4CzgrKj/AM6qhbP/nRlMfPqPw1Pxqahv/BXsAGclnzLgLOCsqAsBzroBEmTO8hQCnAWcFX/3IHOWv7b8gLNPij4eSbsbLPYqas6ab2CXOYuMWclH6JM54CzgrIwrAc4Czsr4D+As4Kyo/wDOqoWzT84MJj694XBrfCrqH1G3A5yVfMKAs4Czoi4EOAs4K+o7zA5wFnBW1H+QOev27vEDzj4l+ngk7a632LNs16XLViU35GI1YFsV5NOQAcVaO/aZHSOHD7TY8TYE48FZp/4kJwVzAQUAZ/miYUMwvj6As3x9sCEYXx/AWWd9sCEY33cAZ/n6yG4I9tS3wcSn1//NGp8KhDV/CRPAWcnHDDjLAyRvahcL886WVDma5oCzboAEmbM8hQBnee+e1xPvnvOi+fKQnBXgrNu7Jzpwls2UAdMZ3/ykTbrrEQdZQGw6TJ1V9jv17n+fRaAB/S503NDLnDlrlFGwU3f8iMFU1LmDpOfCfHcUAJzlqwU4y9cHcJavD+AsXx/AWWd9AGf5vgM4y9cHcHZ3IqHwtQWclXxmgLM8QAI4y4drhj69JL0wmublMcBZwFkx3y6PAc7yfQdlDdz0yW+SQ3Vq1xRzQM3qfxK2MqZ/lzGGbYQUAJwFnJVxZ8BZwFkZ/wGcBZwV9R/AWbVw9n/fBhOf/v1viE+9rAnAWS8qcdoAzgLOiroQMmf5ygHOuunzhtagMO9cUReMrB3grJvvAM6qh7MjA1pf1wV0X9w22xQAnAWclfFJwFnAWRn/AZwFnBX1H8BZtXB25HfBxKfXHYb41MuaAJz1olKAcLakZBfNmlVDG0FR0S4aPlz/mXdMn040duwuGjfO2nbChF00Zkx1+6lT3XoUu56Cj+rKGkRDH3WZsyUlO9P8xz0TbPr0XQn/sbbV/ae6L0yd6u6TIh6UCTir66OPrqiI4utLRp+dDvq49ymmj1o4W1JSlaZNLddh6r6zM/7usbadMIFps6ua/dSp7n263tSmQSbgbEnJjjR9arsOdfr0nQl9rG0nTKhy0Me9T9eb2uqjHs6GXR/5zNlRIo/GB5t+PvSBLqKgQCbg7PiHx9OCXxdocrXbvx31HtjbVbqfvvqJPpn8CfX/T3/HtqzN5NGT6crbr6Q2Hdq49inSIBNlDV54+AVaMCehT6d2dNnAy1yHWvZVGX365qd0w/3Om6ewNm8+8yZdcfsV1GZfNfpkAs5OLJ1IC+cs1DRp26ktXTzgYld9fvn6F5rx5gzqd5/zu461efvZt+my2y6j1vu2du1TpEEmyhq8+tirtHjuYm14bTq2oQtuvsB1qL9+8yt9+faXdPU9Vzu2ZW3eG/MeXTTwImrVvpVrnyINVMPZN554g5bMXaINrXXH1nTOjee4DnPuzLn09TtfU/Hdes11u4O1mTp2Kp0/4HwqaF/g2qdIg0yUNXhrxFu09Lel2vBa7deKzup/lutQf//2d5r5zky67F/O7ynWZvq46XTOLefQnvvs6dqnSINMwNm3//s2lf9Wrg2vcL9COvMfZ7oOlc392ynf0qVDLnVsy9p89PxHdPbNZyvTR7aswajvgolP+x2G+NTVyeINAGe9qMRpozJztrSUaNmyFJBlILKgoAYNGGA/oLIySl4rKLCHs7NnMwClBqalj0o1nI2OPmrgbGnproT/6HCQgUjdf+yfv+4/OkDT/ac6nJ09m/mjGthY3X/UljUQ02dnQh+y0Wcn6esrU/qog7OlpTsTvqPDUwZqdd+xn1tZ2a74NbM21eGs7jtqYGx131Fb1kDXZ2d8Pjo8ZSCyoKCmiz5VJt+pDmd1fdTA2Or6qIWzUdAHcFYyOIJ54AqohrPvjHuHVq9anQSyDNQ2y29GZxSfYTv3xb8vprEPjNWuNc1v6ghnDXi7ZtWaUMPZKeOmEJuDAWQZqGXz7lnc016feYvp+QeeT+rjBGcNeMv6DjOcfX/8+5o+BpBloJbpc2rvU231WTJvCb3w4Au6Ps2bOsJZA96uqYhrH2I4O23CNGJzMIAsA7Vs3t0v726rz9L5S+nlh1/WrjVp3sQRzhrwdm3F2tDC2Y9e/IjY+A0gy0Atm/NJl55kq82y+ctoUukk7Vrj5o0d4awBb9dVrAs1nP3kpU+IzcEAsgzUsnmfcMkJtvos/2M5vfGo/jdF47zGjnDWgLfrYutCDWc/felTYnMwgCwDtWzex19yvKM+bz6mlyJslNfIEc4a8HZ9bD3grI2SgLPewkLAWW86ObZSCWeLi3fF/+ivQZ0767dn8Gz48OrQNX1wvMzZKMHZ6OijBs4WF++M+0/NNP9hWY18eMjLnI0SnPVfn+jA2eLiqoTv6CCfwdfhw6tnxFZ/9zhnzkYJzhYX74jrUyu+tsz6VMXXFh+u8jJnowRno6CPPJx9WjK6EDW/VtQQdhFTQDWcHfF/I6jX1b2Sma0Mvk5+djI3I5ZJzMucNV+7t++9oYazT97xJJ119VnJzNbFcfj61rNvcTNitd+3nMxZ87X7r70/1HB21OBR1POqnsnMVgZfpzw3hZsRy/ThZc6arw2/bnio4eyzQ56lU688NZnZyuDr+2Pf52bEMn14mbPma6U3lIYWzo67exz1uKJHMrOVwdepz0/lZsQybXiZs+ZrI/qPCDWcfeHfL9DJV5yczNxk8PXD5z/kZsQyfXiZs+Zr/7vpf6GGsy/e8yKd1Pskiz4fjf+ImxFr6OOUOWvOqh1186ishrNPfx9MfHptF8SnXsJMwFkvKnHaqIKzK1cSXX450YQJRC1a6AOwO2c3NK9lDeyyayXlsJirzJyNlj7+w1ldn11x/6mR5j/Wc/b+462sgV12rb/+oy5zVtdnZ1yfmmn6WM/tnj7WsgYF8W9DuYFwGb3KY2oyZ3VtquLa1ErTxnrOWRv3sga6NuqyaFWWNdD12RHXp3aaPtZz9vp4K2ug66Mui7Y8pi5zNir6yMPZ0TLLW8K2r4QtTKOkgEo4u7ZyLT1R8gTdOPxGapLbRJPN7pydnk5wNv18mOHsusp1NOL2EdT/gf7UOLexJoPdOTt9nOBs+vkww1mmxf/+73/09//83aJP+jk7fZzgbPr5MMPZ9ZXrafSdo6nvvX2pUW4jTQa7c3b6OMHZ9PNhhbPrV6+nsXeNpSuHXkmNmiW0sTlnp40TnE0/H2Y4u2H1Bhr/r/HU+9+9qWGzhpoMdufs9HGCs+nnwwxnmRYv3P0CXXb3ZRZ90s856WMHZ9PLHWQ7nB39fTDxad8uiE+9xJiAs15U4rQJE5xNnwYrk8AOVWUOwgZng9MnHHC2uj7619hVfY1fZc1ZFXA28/qEB85W10b/ir+qMgdhg7PV9dmR0EcNoA0bnA1CH3k4+4xkdCFqfo2oIewipkCY4KwdsAWcTdWctQO2gLOp+oV2wBZwNlVz1g7YAs7qL3w7YAs4m6o5awdsAWdTNWft6tBmO5x9ZlYw8ek1RYhPvYSZgLNeVIoonDVq1IZxQzAVmbPpjzlz+oQTzho1asO4IVgm4Kyuz06aOlVNDdowZc5WX1t6jdowbgimIjPUXp+quD6As3a/fvUax2r1AZyVDI5gHrgCYYKzrH7trE8Tu3OmKderby866KiDfNdT5YZgfmfOsvq1P3z2g60GZ19zNnU+KlH/zEeVVG4I5nfmLKtfO/uzeNF/m+PMq8+kA448wEdl9K5Ubgjmd+Ysq1/70+c/2WpwWp/TaP8j9vddH1UbgvmdOcvq1/78+c+28+9xZQ/qeHhH37VRuSGY35mzrH7tr1/8aqtBt+Ju1OFvHXzXR+WGYH5nzrL6tXO+nGOrwUlXnKREH9kNwQBnfXdZXzsEnJWUU1XmLBuW3zVVg4OPZ0uqbG8eHX38h7O6//hbc9bef3bFAZKaDeZUZs5mTp/wwVldG39rzlb3nfDCWV0ff2vO2uujFj6yexbmnafo3Rx+feTh7LNKtHXv1HmHbndbtIiSAirhLNNJRc1Zs/5hzpxl81BRc9asT5gzZ9k8VNScNesT5sxZNg8VNWfN+oQ1c5bNQUXNWbM2Yc6cZfNQUXPWrE+YM2fZPFTUnDXrk+2Zs8/OCiY+vboI8amXGBNw1otKnDYq4WxpKSV2TNfhFytDoO+Yrg/IqSyBU81ZBjPHjUuBNPa5qCjVn6QU1cxVljVgN4uOPmrgbGnproT/6JmbJSU7E/5j+JN9WQKnDcEY7DXXUGWfdf8JJ5wNvz5qyhroa2tnwnf0urAlJVUJ3zF8yb4sge471WvOMthrrjHLPuu+oyqr+HVt3Krgo67PznhZBj3vPqvCAAAgAElEQVSztaRkR1yfmsn5sM/sMK4bL0enDcEY7DXXmGWfi4pS/fn/blZXczblP+HWRx7OPuf3Y/PY31Ue26FZ1BVQDWdZtuvqVaup98DempTjHx5PzfKb0RnFZyQ/sx+M64bevA3BzM8k7HCWZbuuWbWGLhuof0X4hYdfoKb5Talncc/kZ/aDcd2YO29DMLM+YYezLNuV6XPxgIu1aU0snajpc2rvU5Of2Q/GdWPuvA3BzPqEHc6ybNc1FWvogpsv0Kb16mOvUtPmTan75d2Tn9kPxnVj7rwNwcz6hBnOsmzXtRVr6Zwbz9Gm9MYTb1CT5k3opEtPSn5mPxjXjXnzNgQzaxN2OMuyXddVrKOz+p+lTeutEW9R4+aN6YRLTkh+Zj8Y14258zYEM+sTdjjLsl3XxdbRmf84U5vW2/99mxrnNabjLzk++Zn9YFw36+O0IZhZn2yHs8/9EEx8etWhiE/NfuL0M+CsF5U4bVTCWXZbBmBnzdLhV1ER2zE9BcLS4azxNXzzcPv02RXfvCYFd42+WJue8fjQAL2SMtiaq4az0dFHDZzV9dmZ5j8pGMauscOoGWuUKbD6D9v8KAVzq/uPGjDLxqA6czaljz7joiJr/Vx7fXTNjKNPH6ZPCn7PMn0rs2dPdeBa10cdnNW1qYr7jlmb1AZe7JruO/o5/Wvm6drUMGmT6ou117VRA2Z1bdTCWV2fHWn6pEoQpMNZ42v4Vt9h+hjwO9WXro86MKvroxbORkEfeTg7xvKuyNyH+EsJBxSIK6AazjKRGZBd8OsCTe92+7ezgFh2jR0GnF38+2Ia+8BYy7M54ZwT6Lgzj7N9XmGHs2xSDMgumJPQp1M7C4hl19hhwNnF8xbT8w88b9Hi+F7HU9czu9rqE3Y4yybFgOzCOQu1+bXt1NYCYtk1dhhwdsm8JfTCg7pmxtH17K50zBnH2OoTdjjLJsWA7OK5i7X5tenYxgJi2TV2GHB26fyl9PLDL1u0OOasY+jI04+01SfMcJZNiAHZJXOXaHNr3bG1BcSya+ww4Oyy+ctoUukkiw5HnnkkHX7a4bbahB3OskkxILv0t6Xa/Frt18oCYtk1dhhwdvkfy+mNR3XNjOPwMw6nw049zFafsMNZNikGZMt/K9fmV7hfoQXEsmvsMOAs0+fNx960aPG3nn+jLqd2sdUn2+HsmB/G2I5b9ck+h/ZRfYtI9A84K/kYVcNZyeEFap4JOBvoBCVvntJHHZyVHGKg5pmAs4FOUPLmquGs5PACNc8EnA10gpI3zwSclRxioOZMH8DZQB8Bbu6DApmAsz4MM7AuVNacDWxSPt5YZc1ZH4cZWFcqa84GNikfb6yq5qyPQwysK5U1ZwOblI83Vllz1sdhBtaVbM1ZwNnAHp2nGwPOepLJuRHgLE8b/b9MhXlqas5KPrrAzQFn+Y8AcNZNH7WZs4EvEIkBAM66+Y76zFmJxxe4qT9w1pohmLlJXZm5W+FOWa0A4Cz/8QDO8vUBnOXrAzjL1wdw1lkfwFm+7wDO8vWRhbNjZwcTn155COJTL0Ej4KwXlThtAGcBZ0VdCHDWDSBNTsB9vaYUDqsCyJzlvXvUlzUIsz8ic9bt3eNH5uy4gFykOKD74rbZpgDgLOCsjE8CzgLOyvgP4CzgrKj/AM6qhbPjZgcTnxYfgvjUy5oAnPWiEuCskEooa+AGAIzMYpQ1sFMKmbNu/oPMWSeFkDnr5jvInOUp5E/mrLV2pNAvUSGjK4SsYBQ9BQBnAWdlvBpwFnBWxn8AZwFnRf0HcFYtnH1+djDx6RWHID71siYAZ72oBDgrpBLgrBsgAZzlAxJkzvL1AZwFnBV6NWdkQzCxkWWHFeBsdjwHjEJOAcBZwFkZDwKcBZyV8R/AWcBZUf8BnFUMZ38MCM4eDDjrZU0AznpRCXBWSCXAWcBZIcdJGCFz1s1/AGcBZ8VWGMoauK0tP8oa6DvVZ/7onflb4o5ZqQDgLOCsjGMCzgLOyvgP4CzgrKj/AM6qhbPjfwwmPu19MOJTL2sCcNaLSoCzQioBzroBAGTO8hQCnHXzH8BZwFmhVzMyZ11k8ydzdoLYw5G2uly6B3QQDQUAZwFnZTwZcBZwVsZ/AGcBZ0X9B3BWLZyd8FMw8enlByE+9bImAGe9qAQ4K6QS4KwbXAOcBZwVWlqaETYEc9YONWfd3j2oOct/9/iROfuC+OKWsrxMyhrG0VEAcBZwVsabAWcBZ2X8B3AWcFbUfwBn1cLZF34KJj697CDEp17WBOCsF5UAZ4VUApx1AySAs4CzQksLcNZFNsBZt3cP4CzgrPi7B5bhUABwFnBWxlMBZwFnZfwHcBZwVtR/AGcBZ0V9Jwp2gLOST7E8tpkK886W7CWa5oCzboAEcBZwVnztI3PWWTvAWbd3D+Csejj7ovjilrK8VMoaxtFRAHAWcFbGmwFnAWdl/AdwFnBW1H8AZ9XC2RfLgolPL+2M+NTLmgCc9aISpw3gLA+QGPAR8NpOpRS87iXphdE0R81ZN8CGmrNOCgHOuvkO4Kx6OPtSQC/mSwK6L26bbQoAzgLOyvgk4CzgrIz/AM4Czor6D+CsWjj7Ulkw8eklnRGfelkTgLNeVHKBs5Jd+GJes0YN2jO3Hu3ctYuWV27xpc+oddKsUV3asrWKNm+ritrUfJlP8yY5tG7jdtq2Y6cv/UWtk5bN6lHF2q1UtXNX1Kbmy3wK8+rH6+Bu9qWvqHVSq2YNYutrxWq8m+2ebd06Nalx/TpUsW5r1jz6/PjzqlO7psR4JkrYypheLGMM2wgpYMDZbJhSTnyN5zXOoa3bd1Isi9Z5NmhjjAExBv9pIMZw1gcxBt936sZ/lzfeIx5jxGN4HNUVqF+3FtXLqUWr12+DPDYKNKxXm2rWqqH9jZwtB3sfih4Ty4KJTy/ujPjUyzMDnPWiEqdNtsAIwFn3Bwk4y9cIcJavD/5wwh9O7m8Z+xb4w8nlDyfAWVHXsrFD8OujmKHuCnA2XI8PMQZiDFGPRYwBOCvqO8wOcJavXuTg7M8BwdkDq8en15U8TDO++Ul7AF2POIhGDh/o6spTpn9NI557jaaMf8CxLWtz29CnaPyIwVTUuYPW7p7ScTRx8odJm/T7jX7hHSod9Uq1Pn/+eIzrmPxsADgrqaZe1uBgyV6iaV4e+1GbGPSxf74pfQ6JpgNIzqo8NjvhP4dK9hRN8/LYDwl9iqI5QYlZlcdmJbTpItFLdE3LY99DH87jZfrIZ86+HJADXRTQfXHbbFPAgLNbay3PtqFlxXhyqvbUxrG5RnlWjCfbBlF/V6E2pPW7FmXb0LJiPI1q7KWNo7JqflaMJ9sGkVurvTakFdvnZNvQAh9PyzqdtDEs3VoW+FiycQCtcjprw1q8WecIOKwKtKl/cJytiGfOvvxzMPHpRQda41MGS5cuW5UEsgzUtirIpyEDim0f+ayy36l3//u0a21bt3SEswa8XbhkhQXO9ux9u8WGfT6v5/HU97IztD4ZnJ35wxxPgFilTwLOSqoLOOssIOAs37kAZ930AZzlKQQ4y3v3AM7yfQdw1k0feThb/b/vkuGGR/MLPbZDs6grADjLf8KAs3x9AGf5+gDO8vUBnHXWB3CW7zuAs3x9ZOHsK78EE59eeIA1PmVw9L5BfZOZrQy+Dh42mpsRy5ThZc6arx14Yh8LnE1XNR3GAs5GJCoGnAWcFXVlwFnAWVHfYXaAs4Czov6DzFm3d48fmbOvij4eSbsLJO1hHhUFAGcBZ2V8GXAWcFbGfwBnAWdF/QdwVi2cffWXYOLTCw5IxafLVlZS94tupWkvP0IFLXK1Cduds1PCCc6mn3eDsyxT9/BDO1kyZ81lDXjZuaK+7cUOmbNeVOK0AZwFnBV1IcBZN0CCzFmeQoCzgLPi7x5kzvLXFuCsqG/BLnsUAJwFnJXxRsBZwFkZ/wGcBZwV9R/AWcBZA9h6hbN2wJYHZ436srx6sgzessNLHVxRX7ezA5yVVBNwFnBW1IUAZwFnRX2H2QHOAs6K+g8yZ93ePX7A2Umij0fS7nxJe5hHRQHAWcBZGV8GnAWclfEfwFnAWVH/AZxVC2cn/RpMfHr+/qn41O/M2fTNvswKPnjX9dSz25HJU8ZmYeasXTvFjRq32BBMdCUHZAc4Czgr6nqAs26ABJmzPIUAZwFnxd89yJzlry0/4Oxroo9H0u48SXuYR0UBwFnAWRlfBpwFnJXxH8BZwFlR/wGcVQtnX/s1mPj0vP2t8amKmrNm5ewyZ71kzBp9AM6KruCA7QBnAWdFXRBwFnBW1HeYHeAs4Kyo/yBz1u3d4wecfV308UjanStpD/OoKAA4Czgr48uAs4CzMv4DOAs4K+o/gLNq4ezrvwYTn567vzU+ZdmuS5etSpYNYGUEWhXk05ABxZoATmUFeBuC8eCsW5kCBounjH8g2QX7fNRhBybHI+rPu2uHsga7q1hae8BZwFlRFwKcdQMkyJzlKQQ4Czgr/u5B5ix/bQHOivoW7LJHAcBZwFkZbwScBZyV8R/AWcBZUf8BnFUMZ+cEBGc7VU8eYMB0xjc/aRPuesRBlvqu6TDVyGQ1qzOg34XJDb3SVTNnzhplFOyUHT9iMBV17qDBYGMsrN3FvU7OOJhl9wWcFX1zJOwAZwFnRV0IcBZwVtR3mB3gLOCsqP8gc9bt3eMHnH1D9PFI2p0jaQ/zqCgAOMt/kjlVe2oNNtcoj8oj93UegLN8ORvV2EtrUFk131fdo9IZ4Kzzk2xZp5N2cenWsqg8bl/nATjLl7NN/YOpMK++sOZvzAkmPj2nE+JTLw8NcNaLSpw2gLM8QPKjdrEw72BJlaNpDjjLf67lMWTO8hQCnOW9e2Yl3j1dovnykJwV4Kzbu8cPODtZ8imJmvcSNYRdxBQAnOU/UMBZvj6As3x9AGf5+gDOOusDOMv3HcBZtXB28txg4tNeHRGfegkzAWddVErf/S095Vo1nC0paUmzZun/HSkq2kzDh69wfa7Tp+9BY8c2pXHjllraTpjQhMaMaVbNfurUBa59ijRIwUd1cDYa+hwiIq8nm5KSFmn+s9LVTvefJnH/sWaTTJjQ2MF/Frr2KdIgE3C2pCQ/TZ9VrkOdPr1BQp9laeuL6dPUZn0tcu1TpIFqOFtS0jxNmwrXYeraNI77zvI0bRo5aLPYtU+RBuUx9XBW16de4t28Jf5u9qpPo7g+1vf4hAlMnyY2vrNEZPquNpmAs2HXJ79JDtWpXdNVS+cGb0rYypieLWMM25ApwItRMwFnH7nnEZrz0xxNtU4HdaJbh9zqquDXn31NkydOpvtH3O/YlrV55vFnqGRoCe3baV/XPkUaZALOPjr0UZpTltCncye65a5bXIfK5v7WK2/RvY/fy9XnuRHP0T///U9l+mQCzj5x3xM0t2yuNs+OnTvSjYNvdNVn5oyZ9M4r79Ddj93t2Ja1GfvfsTTg7gHUvmN71z5FGmQCzj55/5P0+8+/a8PrcGAHuuGOG1yH+t3n39G7r75Ld5be6diWtRn/5Hi6cciNtE/HfVz7FGmgGs6OGjaK5v08TxvavgfuS/0G9XMd5vdffE8fTPqABj08yLEta/PSUy/RDXfdQO32a+fap0iDTMDZZx54hub/omd1tz+gPV1z+zWuQ/3hix9o2mvT6J8P/dOxLWvz8siXqd/gfsr0yQScffbBZ+mPX/7Q5rnPAfvQ1bdd7arP7C9n07TXp9HA4QMd27I2r4x6ha6941pq26Gta58iDWQzZ9+cG0x8enZHxKdenjfgrItKdsWBz+t5fLK+hUo4W1qaR8uW1U4CWQYiCwp20IABMdtRl5XVi1/Tv6ZVULDdFs7Onl3PE+D14jxubVTD2ejoowbO6vrUij9vHcgyUFtQUMXxn5w0/6kOZ3X/cQe8br7h5bpqOFtampvQRweyDNTq+lQ6rC+mT0vT+qoOZ2fPzonr4w54vczfrY1KOFta2iyhjQ4cGWjTtVnN0aaFSZvqcFbXxh1gus3by3XVcFZMn3yTPtXhbGb1UVtzNgr6AM56WWloE7QCvBhVNZx9fuTztGrFqiSQZaA2v2U+XXHdFbayzJszj4bfNVy71rxlc0c4a8DbihUVoYaz40eNJzYHA8gyUMvm3btfb0d9HvrXQ0l9nOCsAW9Z32GGsy8+/SJVrKxIAlkGapu3aE6XXnuprT7z586n0rtLdX3i7ZzgrAFvWd9hhrMvj35Z08cAsgzUsnlf1PciW33+mPsHPXHPE9q1vBZ5jnDWgLexlbHQwtlJz0yi2KpYEsgyUJuXn0fnX3O+rTYLfltATw59UruW2yLXEc4a8LZyZWWo4ezrz71ObA4GkGWgls373KvsNwxl+oy6b5SuT36uI5w14G3lqspQw9k3xrxBbA4GkGWgls37nD72X7tf+PtCevr+pzV9muU3c4SzBrxdvWo14KzNSgSc9RYxAs560ynZavQL79DMH+YkCxarhLPFxa3iUCRGnTtv0e7P4Ovw4XnVoGv6FHiZs1GCs9HRRw2cLS4uTPjP1oT/MDjG/IdfX42XORslOFtcXBDXpzK+vsz65Mb1sULX6uvLOXM2KnC2uHjPuDar07RpVi0j1l4b+8zZzMJHtZmzxcUt4/qsSdOHfVuB/80GPbPYPnM2s/qohbNR0Ecezr61m9GFX83P8qsj9BNCBcwxqmo4e0f/O+jq/lcnMzcZfH12xLPcjFgmKS9z1nyt34X9Qg1n77zpTupzQx+LPmOeHMPNiDX0ccqcNWfV/v3iv4cazt598910xQ1XJDNbGXx9/snnuRmxTB9e5qz5Wv9L+4cazt474F667O+XJTNbGXx94X8vcDNimT68zFnztQGXDwgtnB02cBhdct0lycxNBhdfGvkSNyOWacPLnDVfK7miJNRw9qF/PkQX9LvAos+ro17lZsQyfXiZs+Zrd1x5R6jh7MPxjZ8uuPaCZGYrg6+vPv0qNyOW6cPLnDVfu/OqO7Mazr71WzDx6Vn7IT71ElYCznpRydSG7eR2+KGdlGfOrlxZmy6/vDVNmLCEWrTYoY3A7pzd8L2WNbDLrt1NObjNVWbORksf/+Gsrk+ruP8sTfMf6zln/3Eva6D7j7qNNFRmzur6FMb1KU/Tx3rOXh9vZQ10ffigV2a9qcqcXbmylkmbqsS7p/o5Z23cyxro2liza2W0SLdVmTmr61MQ951lcd8x62M956yPe1kDXR/3EjaimqksaxAVfeTh7Nuij0fS7kxJe5iHWQFzjKoSzlZWVNKg6wfRsKeGUW7zXE0yu3N2WjrB2fTzYYazTIs7/nEH3f/f+y36pJ9z0scOzqaXOwgznF1dsZruuvEuGvrEUGrWXC+3ZnfOTh8nOJt+PsxwdnVsNd1z0z005PEh1CwvoY/NOTt9nOBs+vmwwtk1sTV0/y330x2P3kFN8/RSYnbn7LRxgrPp58MMZ5kWw28dTiWPlFj0ST9np48TnE0/H2Y4y/Rh8JqVbjD7T/o5O32c4Gz6+WyHs2//Fkx8euZ+iE+9xJeAs15USrRhGQml8ToiP388Jmm1ftN2atTggN3oxVtTFfAx/c6sTAI7vNSx9TZqa6v1m37RTkAfe/VS+hwoIi/XRgWcre4/+tfYVZU5WL/p54T/dFakj79wtro++tfYVZU5WL9J3+W1UYODfNVHBZytrk3zhDZqyhys3/RTQhv/612rgI+Z10ffrLFRA+hjt3jWb/qR6ufUotq1ZGrOvuPruvTe2Rnem6JlpBRIj1F3VO2kzVurqGKb/7Wr/YazdsBWNZxtXre19vxXbvG/LrzfcNauDq1qONui3l6aPuWb9LqMfh5+w1k7YKsazhY20Gu1Ltyg18z18/AbztoBW9Vwtm3Djpok89bpsapfh99w1g7Yqoaz+zbW/66Zs+YHv2RJ9uM3nLUDtqrhbKemh2rz+aVS/5aXn4ffcNYO2KqGswfkdonH73WEZXnnt2Di0zP2Q3zq5aEBznpRKd5myvSv6bahT9G0lx+hgnjdFuMIM5w1atSq2hAs7HA2c/qEE86Wlek1aqdOVbMhWNjhrK5Py7g+/v/hx94/YYazujYt4tqo2RAs7HBW1yc/ro//UEX3nXDD2UzoAzjrMThCs6xQwC5GDROcZfVrP5v2ma2W19x0DR153JG+6xwmOMvq186YPsNWg6v6X6VEnzDBWVa/9vMPP7fV58p/XEmHdz3cd/8JE5xl9Wu//OhLWw1639CbDjv2MN/1CQucZfVrv/74a9v5X3L9JdTlmC6+axMmOMvq1878eKatBhdddxEdeowOUv08wgRnWf3abz/51nb6F/a7kA452v9vx0rD2d8DgrMdAGe9rBPAWQ8q2WXMGmZhqjmbPlXV8FFlWQM2F79rzganj/8vbl0ff2vOVtdHLZxVWdZA18ffmrP2+qiDs6rKGuja+Ftz1l4bdXBWZVkDXR9/a87a66MOzqosaxAVfeTLGkzxEF2oaNJTRafoM4sVcIpRVZY1YHKoqDlrlll15mxOlb6B7uYaasozqag5a9ZHdeZs/V2F2u3W71LzD2YVNWfN+qjOnG1UQ88srqyar+TtoKLmrHmgqjNnc2u11263Yvsc3/VRUXPWPEjVmbMt63TSbrd0q79ZxcYcVNScNeujOnO2VY6eWbx4s55I4PehouaseYyqM2fb1D+YCvPqC8sy5fdg4tOeHRCfenlogLMuKrH6XewYOXygbUuVcLa0NC++Y3rtZNkBVoagoGBHPKMqpo3FqSyBU81ZBjPHjVuanAf7XFS0JdmfF4fZnTaq4Wx09FEDZ3V9aiXLDpSUtIj7T5XJf+zLEjhtCMZgr7nGLPtcVLRVof/M1tytMM///8qyfktLcxP6rEqsp/yEPpXJz+yH9LIE+qZOrCavtZ4sg73mc+yzro/en9+HSjhbWtosoY1edqCkpHlCm9XJz7o21rIEujbVa84y2GuuMcs+69ro/fl9qIazcvpUrznLYK+5xiz7XFS0TaE+ajcEi4I+8nD2Xb/d2mN/p3tsh2ZRUIAXo6qGsyzbddWKVXTrkFs1KR+55xHKb5lPV1x3RfIz+8G4bujN2xDM/EzCDmdZtmvFigq65a5btGk9OvRRat6yOfXu1zv5mf1gXDfr47QhmFmfsMNZlu1asbKCbhx8ozatJ+57gpq3aE6XXntp8jP7wbhuzJ23IZhZn7DDWZbtyvS54Y4btGk9ef+Tmj4X9b0o+Zn9YFw35s7bEMysT5jhLMt2ja2KUb9B/bQpjRo2ivLy8+j8a85PfmY/GNeNefM2BDNrE3Y4y7JdK1dW0jW3X6NN65kHnqHc+Ld+z73q3ORn9oNx3Zg7b0Mwsz5hh7Ms27VyVSVdfdvV2rSeffBZys3PpXP6nJP8zH4wrhtz520IZtYn2+Hsu/OCiU9P3xfxqdlPnH4GnOWotCz+Yut+kR50ph/jRwymos4dSCWcZfdkAHbWLP2/I0VFmy31YdPhrJEJax5rnz6r45vXrNVOmftin3v2XK8MrLH+VcPZ6OijBs7q+rRI85+VSfdg19hh1Iw1yhRU9591Cf9J9aX7zwbF/qMWzur65Kfpo4Na45quj37OKFNg1WdNfH0Z+qT6SumjBszq60uvVVWYV2Qekm8/MyBrffekQCy7pmujnzPKFFTXZn1Cy1RfKW3UgFldm1kJbfz/OlrKP9ic6mkf2T+5zKDaXh+9BrFx9OmzNu47Zn30vnR9NioDs7o+auEsu4fuP+HVRx7Ovmd53pn7cFrmboU7BaqAW4zauVN7WrV2K22tpW7zRQZk5/ykZ8Z1OqiTBcSya+ww4Oy8OfNo+F3DLZr1uqQXnXG+/Vcdww5n2UQZkJ1TltCncycLiGXX2GHAWabPQ/96yKLP2RefTT3Ps882CjucZRNlQHZumV6ztWPnjhYQy66xw4Cz8+fOp9K7Sy36nHnRmXTaufbvvLDDWTZRBmR///l3bc4dDuxgAbHsGjsMOPvH3D/oiXt0zYzj9AtPp1POOcVyzvgQZjjL5sCA7Lyf52nT2ffAfS0gll1jhwFnF/y2gJ4cqutlHKdecCp169XNVpuww1k2KQZk5/+iZ3W3P6C9BcSya+ww4CzTZ9R9umbG0eP8HnTS2SfZ6hN2OMsmxYDsH7/o9bT3OWAfC4hl19hhwNmFvy+kp+9/2qJF9/O604lnnWirT7bD2ffmBROfnrYv4lNbh0k7CTjrRSVOG9VwVnJ4gZpnAs4GOkHJm6f0UQdnJYcYqLnqsgaBTs6Hm6uGsz4MMbAuMgFnA5ucDzfOBJz1YZiBdcH0AZwNTH7c2CcFVGfO+jTMwLpRXdYgsIn5dGPVZQ18GmZg3aguaxDYxHy6scqyBj4NMbBuVJc1CGxiPt1YdVkDn4YZWDeyZQ0AZwN7dJ5uDDjrSSbnRoCzPG30WjGFef7vCC752LLCHHCW/xgAZ930UZs5mxWLRHAQgLNuvqM+c1bw0WWFmT9w9v2A5nJqQPfFbbNNAcBZ/hMBnOXrAzjL1wdwlq8P4KyzPoCzfN8BnOXrIwtn358fTHx6anvEp17iRMBZLypx2gDOAs6KuhDgrBtAUl/WQPTZZYMdMmd57x71ZQ2ywQdEx4DMWbd3jx+Zsx+IPh5JO/uvsEp2CvMQKgA4Czgr47aAs4CzMv4DOAs4K+o/gLNq4ewH84OJT09pj/jUy5oAnPWiEuCskEooa+AGAIzMYpQ1sFMKmbNu/oPMWSeFkDnr5jvInOUp5E/m7FSh35vyRj3ku0APkVAAcBZwVsaRAWcBZ2X8B3AWcFbUfwBn1cLZqfODiU97tEd86mVNAM56UQlwVkglwFk3QAI4ywckyJzl6wM4Czgr9GrOyIZgYiPLDivA2ex4DhiFnAKAs4CzMh4EOAs4K+M/gLOAs6L+AzirGM7+ERCc3Qdw1suaAJz1ohLgrJBKgPZf3LcAACAASURBVLOAs0KOkzBC5qyb/wDOAs6KrTCUNXBbW36UNZgm9nCkrbpL94AOoqEA4CzgrIwnA84Czsr4D+As4Kyo/wDOqoWz0/4IJj7tvg/iUy9rAnDWi0qAs0IqAc66AQBkzvIUApx18x/AWcBZoVczMmddZPMnc3a62MORtuom3QM6iIYCgLOAszKeDDgLOCvjP4CzgLOi/gM4qxbOTv8zmPi0296IT72sCcBZLyoBzgqpBDjrBtcAZwFnhZaWZoQNwZy1Q81Zt3cPas7y3z1+ZM5+KL64pSxPlrKGcXQUAJwFnJXxZsBZwFkZ/wGcBZwV9R/AWbVw9sM/g4lPT94b8amXNQE460UlwFkhlQBn3QAJ4CzgrNDSApx1kQ1w1u3dAzgLOCv+7oFlOBQAnAWclfFUwFnAWRn/AZwFnBX1H8BZwFlR34mCHeCs5FMsj22mwryDJXuJpjngrBsgAZwFnBVf+8icddYOcNbt3QM4qx7OfiS+uKUsT5KyhnF0FACcBZyV8WbAWcBZGf8BnAWcFfUfwFm1cPajBcHEpye1Q3zqZU0AznpRidMGcJYHSAz4CHhtp1IKXh8i6YXRNEfNWTfAhpqzTgoBzrr5DuCsejj7cUAv5hOr3fe6kodpxjc/aee7HnEQjRw+0HVsU6Z/TSOee42mjH/AsS1rc9vQp2j8iMFU1LmDa59okFkFAGcBZ2U8DnAWcFbGfwBnAWdF/QdwVi2c/XhBMPHpie2qx6eiPhJlO8BZyafL4Gw2HDVr1KA9c+vRzl27aHnllmwYUtaNoVmjurRlaxVt3laVdWPLhgE1b5JD6zZup207dmbDcLJuDC2b1aOKtVupaueurBtbNgyoMK9+vA5udrwPs0EP8xhq1axBbH2tWI13s92zqVunJjWuX4cq1m3NmkeXH39edWrXlBjPJxK2MqYnWIzvKR1HS5etSgJZBmpbFeTTkAHFtjeZVfY79e5/n3atbeuWjnDWgLcLl6wAnJV5XAptDTir8Baeu86Jr/G8xjm0dftOimXROvc8gQw0RIzBFxkxhrM+iDH4vlM3/ru88R7xGCMew+OorkD9urWoXk4tWr1+G+SxUaBhvdpUs1YN7W/kbDnY+1D0+GRBMPHpCe2s8ano+KNuBzgr+YSzBUYAzro/SMBZvkaAs3x98IcT/nByf8vYt8AfTi5/OAHOirqWjZ01+O3Z+3a6b1DfZGYrg6+Dh43mZsSyTnmZs+ZrB57YB3DWx6fnZ1eAs36qqb4vxBiIMUS9DDEG4Kyo7zA7wFm+epGDswsDgrNtAWe9rFPAWS8qcdroZQ1aSPYSTfPy2EptYoV5LaM5QclZlcdWQB/u2jL02VNS6Wial8eWJ/ynIJoTlJhVeWxZQptCiV6ia1oeK0/o0yq6k5SYWXlsKclnzn4qMQIZ0+OTxstWVlL3i26laS8/QgUtcrXzdufs7uYEZ9PPA87KPCu1tgacbdII34axU3rtej0zvmHD7MmGUusRu9f7hg11NIN6DfCNGDvltmzSM9dq1Vu3e8L+RVpXbWmszXRXncq/yIy9T7PGdv338fZa+t/JOKwK1KnSucqWmnosj8OqQL2dBXG2Ip45++nCYOLT49um4lM8U2cFAGclvQNw1llAwFm+cwHOetUHcNZOKcBZ3rsHcJa3ugBn3d49fsDZzySjC1Hz45KGfsNZO2ALOCv6nNTbAc7yNQac5esDOMvXB3CWrw/gLAe+AM5ynQdwlr+2ZOHsZ4uCiU+P2ysVn6qPgMJ7B8BZyWcHOAs4K+pCgLNugASZs3zAhsxZJ32QOeu2tpA5y19bfsDZGaK/GiTtuiqDs6x+7cTJH9qO78G7rqee3Y6UHDvM/VQAcBZwVsafAGcBZ2X8B3AWcFbUfwBn1cLZGYuCiU+77pWKT0V9469gBzgr+ZQBZwFnRV0IcNYNIAHOAs6KrS7AWbe1BTj7V4CzbI4qas6atUPmrNg7KhNWgLOAszJ+BjgLOCvjP4CzgLOi/gM4Czgr6jtRsAOclXyKgLOAs6IuBDjrBpAAZwFnxVYX4Kzb2gKcVQ9nPxdzXmmrYy09sGzXpctW0cjhA7Xz15U8TK0K8mnIgOLkZ/aDcd0w5m0IBjgr/ZAy0gHgLOCsjKMBzgLOyvgP4CzgrKj/AM6qhbOfLw4mPj22jTU+FfWPqNsBzko+YcBZwFlRFwKcdQNIgLOAs2KrC3DWbW0BzqqHs1+IOa+01THVemBAdsY3P2nnux5xkAXEsmtmODur7Hfq3f8+Sx8D+l1IfS87w3ZkyJyVfmDKOgCcBZyVcS7AWcBZGf8BnAWcFfUfwFm1cPaLxcHEp8e0qR6fivpIlO0AZyWfLuAs4KyoCwHOugEkwFnAWbHVBTjrtrYAZ9XD2S/FnFfa6mjpHtBBNBQAnAWclfFkwFnAWRn/AZwFnBX1H8BZtXD2y8XBxKdHt0F86mVNAM56UYnTBnAWcFbUhQBn3QAS4CzgrNjqApx1W1uAs4CzYmsLVuFRAHAWcFbGWwFnAWdl/AdwFnBW1H8AZxXD2SUBwdnWgLNe1gTgrBeVAGeFVCqPrdTsCvNaCtlH3Qhw1g0gAc4Czoq9BQBn3dYW4Kx6OPuVmPNKWx0l3QM6iIYCgLOAs//f3pmHWVHdCfuwg8giTW/oRJOJsi8dJ9FMTEzizDffo/kSR+MSJR2MYA8ISoO2AtJhIIK0QrsQHKJGQsBnkszkeTLPM0xGxT0TNZNBoKFBTaKZSNPNooALi8B3zz23bt+llkNVna5bxVt/9b11zqk6b/1O3d99+9xTQSIZOYucDRI/yFnkrN/4Qc6albMv/zma/PTCs8hPdcYEclaHEnLWFyXkrJcgseQj8tqOVKe8rvIVf0mvtHPvrsw/P6qT3tWT7h9y1uveg5w1L2dfOem4DafCBeE0QyuxJ4CcRc4GCWLkLHI2SPwgZ5GzfuMHOWtWzr7yTjT56QVnkp/qjAnkrA6lCOVsQ8MIsXHj4PQZ1NS8J5qatnue8YYNQ8WPf3yWWLPmtbyy69YNE6tXf6Ko/lNPmfkPSlfI2YaG4QV8dmjwKcvw2WTD5y9s+Ji5iXXFzNlk8DEnZxWfQZnxtT81vnTj58zU+NpcED/VqfFlFz+vesaknwKm5WxDw3kFbF73PM0NG+TYGpZiox4+ZG3r1kk2Z9mMrd96tumnQFfI2YaGcwv4vOF5qhs2DMnwaSngU+XA57892/RTYOde83JW8RmYGVsHUmNLl091Kn622vA50yZ+fuen+551du59R5QP6iN69ezuWda5gJlx731Cn/MuQolTgkBXyNnGuY1i8yb1WThu/DixcPFCT7bPP/u8eGLtE2LVY6scy8oyzfc1iyVNS8TI0SM92/RTYP9BNb5PP/2on+padRbMWyC2bFKfh2PHjxUL7l7gWe+FZ18Q/7zun8XKR1c6lpVlHlj2gPh+0/fFyFFm+HSFnF00f5Fo2aQ+D8eMHyPmL5rvyefF514UP3/i5+LBHz7oWFaWWbF8hfjHe/5RjBg1wrNNPwUOfdgvXa1H3wN+qmvVWdK4RGzdrD4PR48bLeYsnONZ79fP/1r86xP/KpavWu5YVpZ5uPlhMX/JfDF85HDPNv0UMC1nmxY0iW1btqVPbdTYUaJhQYPnaf7mhd+IX/zzL8S9K+91LCvLrHpglZj7/bnivJHnebbpp0C3o0PS1Y72UL8wNbEtW7hMtG5pTTc9cuxIMbtxtudhXn7xZfHLn/5SLFmxxLGsLPPog4+KOxbdIc4dca5nm34KdIWcbV7YLLa3KKcyYswIUd9Y73mqr7z4ivi3n/2buPuh/Iem5laUZX700I/E7QtvF58e8WnPNv0U6Hu8OvWrZHX/8bO9+k40+ennziQ/1bleyFkdSi5lTK4529z8KdHW1jsrZKWora4+Iurr/2B7Ri0tA1L7Rqf3VVcfspWzmzYN1BK8AbGkq5uWs83Nn8zwUUJNijbF548ufEbl8CmWs5s2DdASdOHwMTtzNjl8zMhZf3zUlyA1vorlrBpf3oI3nPgxN3O2ufmczNhSQlaKWjW23nIYW6en9uWyKZazamx5C95w2LSlmxlWNiyM5oraaG4+O8NHCUcpIhWft134qC+IKnaK5azi4y0ww+iQaTnrj4/6gqj4FMvZruWDnA0jzmgjWgKm5ezKh1aKXW27skJWitqq6ioxbcY02463bm0VcxqUXKqsqnSUs5a8bd/VHms5+/BDDwvZB0vISlEr+z11xlR7PttaxV0Nd2X5OMlZS97KtuMsZ3+44oeivb09K2SlqK2srBQ3Tb/Jls/2bdvF9+78XpaPk5y15K3kE2c5+9jKx0THro6skJWitqKqQtw47UZbPjtad4hFcxal91VUVjjKWUvedrR3xFbOPv7w42J3++6skJWitryyXNww9QZbNq+3vi4W37U4vU+Wc5KzlryVbcdZzq5ZtSbNxxKyUtTKftfW1dryeWP7G2Lp/KVZPk5y1pK3su04y9m1q9am+VhCVopayWdi3URbPm9uf1Pc26iE/tDKoY5y1pK3e9r3IGdtSCJn9XJC5KweJ8dSJuVsbe2E1Jf+34sxYw6mjy/la1PTXxZJ18KTc5s5myQ5W1s7PsXnDwV8PpXiky9di/k4z5xNkpxNDh8zcra2dlwqfv5YED+fLJKu9vFjP3M2KXK2tnZshs37mXvP6al7j2STL13t2djPnE2SnK2tHZPi81YqdnL5nFMkXYv5OM+c7Vr5aHbmbG3t6BSftwv4nF0kXe352M+c7Vo+YchZM7PCvVOWz3oXocQpQcC0nK27sU7MnDUzO7NVytf7l9/vOiNWgnebOZu77/LLLo+1nJ02eZqYMWtGdmZra0q+PrT8IdcZsZKP28zZ3H1Xfu3KWMvZW266RUybOS07s1XK15X3r3SdESv5uM2czd13zdevibWcnVU3S9TNrMvObJXyddX9q1xnxEo+bjNnc/dNvHxibOXs7dNuF1NmTMnObJXy9ZGHHnGdESvZuM2czd036cpJsZazc6bPEd+d/t3szFYpX3+04keuM2IlH7eZs7n7Jl81OdZydt6MeeKGm2/IzmyV8vXxHzzuOiNW8nGbOZu7r+7qupKWs7/dGU1++tlh5Kc6ySdyVoeSSxlTcrajo4+4/voasW7dRlFRcTh9Bnbv2Z2a7rIGdrNrA+LIq25y5mxHR+8cPkcyfIrfs+ejt6yB4uMueoPwMrmsQbL4hC9nFZ8JqfH1Wmp85cZP/nvO8eO9rIHd7Nog8VJY19SyBorN+BSbTQVs8t9zZuO9rIFi4y56g7AyuayB4jMuxWdzAZ/89+z56C1rYDe7NgiP4tgxJ2cVn7EpPlsK+OS/58zHe1kDu9m14fIJQ86aWZLCu59/5V2EEqcEAZNydvfu3WLKpCnikdWPiPLy8jRPu/fsQDvJ2cL34yxn9+zeI+puqBOrHl8lhpYPTWOwe8+Oj5OcLXw/znJWsrj5xpvFDx77QR6fwvfs+DjJ2cL34yxn9+7eK26dcqt44JEHRFl5WRqD3Xt2fJzkbOH7cZWze/fsFbPrZotlq5aJsqEZNjbv2bFxkrOF78dZzu7bs080TG0QTQ83iSFD1fIJdu/Z8XGSs4Xvx1nOShZzps0RS1YuyeNT+J4dHyc5W/h+qcvZ/94ZTX76V8PIT3WST+SsDiWXMnGSs4XdkMskyE1nHVs/mOImZ4v5qJ/ZmvqZetzkbHR84iFnu56PmWUNTMjZYjZqHS9TyxzETc4W81HreJla5sDksgYm5GzX8wlDzppZD9f7s/h87yKUOCUIxEnO2glb5GznmrN2whY527nmrJ2wRc52rjlrJ2yRs+pjwE7YImc715y1E7bI2c41Z+2EbanL2d/tjCY/PX8Y+alO8omc1aGUUDlrrVEbxweCmZgZWniZFZ9R4qmn4vdAsGTxiaecVfEzMhU/ZhZej9PM2eKxpdaofeopMz+tibucbWmRfEak+Jj573bc5aziMzzFx0yCGc4Dwcycm3fKQvLrzejUKBEnOSvXr33yV0/aXpj62+rFxV+5OPSLZvKBYGHPnJXr1z79n0/bMrh19q3iS1/5Uuh8TD4QLOyZs3L92g1PbrBlMH3WdPHFL38xdD4mHwgW9sxZuX7ts08+a8tgav1U8YWLvxA6H1MPBAt75qxcv/b5p5+37X/drXXi81/6fOhsTD4QLOyZs3L92heefsGWweRbJosLv3hh6HxMPhAs7Jmzcv3aFze8aMvguzO+Ky744gWh8wn6QLDftUWTn55fTX6qEwzIWR1KEchZeciw15y1l4+jU19wXw5Iwb66yZmzik+4a84mSc4mi0/4clbxCXfNWfv4iZ+cVWzCXXO2mE185aziE+6as/Z84ilnFZ9w15y151PqcvZ/jHyuejf6Ge8ilDglCJiUsxKgiTVncy9MnGfOyn6YWHM2l0+cZ87KfphYczaXT5xnzsp+mFhzNpdPXGfOyj6YWHM2l02cZ87KfphYczaXT5xnzsp+mFhzNpdPqc+c/Z+2aPLTz1STn+okn8hZHUouZUwtayAP2dz8qcwTwbenz0AuQ6CeCP6H7Gv5R+GyBE5rzkrZu2bNa9neyNc1NQey7QVEUVTdtJxtbv5khs+ODI/hGT5/zL5WfNR+a9uwwX7NWSl7c9eYla8VH9Ve2JvJZQ1U/CSFjxk5G4xP8ZqzUvauWbM5Z3yNS8XPQYPxY2ZZAxU752TG1uuZsXReZmy9lX2txpbanz+2iteclbI3d41Z+VqxUe2FvZmcOav4nJ3h80aGx7kZPm9nXys+an8nH/s1Z6XsXbOmJVtOvlZ8VHthbyZnzgbnU7zmrJS9a9ZszeEzOsXnfYN8wljWYGPYl02zvRrNchRLOgHTclbOdt3VtkssXLwwjbJxbqOoqq4S02ZMy76Wf1j7Ld5uDwTLvSZxl7Nytmv7rnax4O4F6W4tmLdAVFZViqkzpmZfp9/P7Lf67vZAsFw+cZezcrZre3u7mL9ofrpbi+YvEpWVleKm6TdlX8s/rP1W390eCJbLJ+5yVs527djVIeYsnJPu1pLGJaKiqkLcOO3G7Gv5h7Xf6rvbA8Fy+cRZzsrZrrvbd4uGBQ3pLjUtaBLlleXihqk3ZF/LP6z9Vr/dHgiWyybuclbOdpV8ZjfOTndr2cJlaT61dbXZ1/IPa7/Vd7cHguXyibuclbNdJZ/6xvp0t5oXNqf5TKybmH0t/7D2W313eyBYLp9Sl7Mbd0WTn9ZUkZ/mxonT38hZHUouZUzK2fQHS0rIbtw4OH0GNTXv5YnYwjVjrWUK8j5gJv0p9XAW9fCX3Lbk60sv7TAmZmX7puWs6tPwAj6dIlbuk5slZ61lCvL5/G8On862OvmYEbOKT3v6VIaVVQaMQufqyeBjRs52xs+gzPjanyfy7eNnZB7sSZNk/LRlxpeMH9WWip/UB78hsa/ix5ycVWzOy/anpkay6RSxcp8aW+o99TPzQjZ/zmHT2VYnm7eMxb1pOav4nFvAp1PEyn2Kj3rPWqYgt8OTJkk+6hrmttXJx4yYVbFj7oFgVh9VnwamX8p/cuWKans+6n5tbZMmvVPAR7Wl+OwxJmYVnzDkbOc/QvM6ZvzFBONH4ADxIGBazkoKUshu3qT+KTlu/Lg8ESv3yc2Ss61bW8WcBiWarO26b18nrr72alugcZezslNSyG7ZpB5+OXb82DwRK/ely2TkbOu2VnFXw115LL418Vvim9d+05ZP3OWs7JQUsi2b1D8mx4wfkydi5T65WXJ2+7bt4nt3fi+PxTXXXyOuuOYKWz5xl7OyU1LIbt2s/jE5etzoPBEr98nNkrM7WneIRXMUM2v75nXfFJdffbktnzjLWdkhKWS3bdmW7tuosaPyRKzcJzdLzr7e+rpYfNfiPA5XfOsK8fVvft2WTdzlrOyUFLKtW1rT/Rs5dmSeiJX75GbJ2Te2vyGWzl+ax+Lyay8XX7vya7Z84i5nZaekkN3eoia/jRgzIk/Eyn1ys+Tsm9vfFPc23pvH4uvXfF1cduVltnxKXc6+tiua/HRCFfmpbcAUvImc1aHkUsa0nA14epFW7wo5G2kHAx68K+RswFOMtHonH3NyNtIOBjy4aTkb8PQird4VcjbSDgY8eFfI2YCnGGl15Gyk+Dl4SAS6Qs6GdKqRNGNyzdlIOhTyQU2uORvyqUbSnMk1ZyPpUMgHNbXmbMinGUlzJtecjaRDIR/U5JqzIZ9qJM0FXXMWORvJZdM+KHJWG5V9QeSsM0DkrHtwIWd1+SBn7UghZ93uPWo287CyYQHv8Mmsjpz1uveEMXN2U0TBMz6i43LYUiOAnHW/IshZdz7IWXc+yFl3PshZZz7IWffYQc668wkqZze1R5Ofjq8kP9XJE5GzOpRcyiBnkbN+Qwg56yVIrGUfkLPI2ZMbZcyc9Rpb5pc1OLkrVlqlw5k527n+dNf2blzXHo6jlSwB5CxyNkhwImeRs0HiBzmLnPUbP8hZs3J2c3s0+em4SvJTnTGBnNWhhJz1RYmZs16CxPyas74uXIlUYlkDr/gxu+ZsiYSBr9NAznrFDnLWjVA4clatM9n129iuPyRHLEkCyFnkbJDARM4iZ4PED3IWOes3fpCzZuXslvZo8tOxleSnOmMCOatDCTnrixJy1kuQIGfdBQkzZ935IGed+CBnve49yFnkrK+PdSrFiAByFjkbJFyRs8jZIPGDnEXO+o0f5KxhOdsRkZytQM7qjAnkrA4l5KwvSshZL0GCnEXO+hpa6UqsOevMDjnrde9BzpqXs+oJ5F2/jen6Q3LEkiSAnEXOBglM5CxyNkj8IGeRs37jBzlrVs62dESTn46pID/VGRPIWR1KyFlflJCzXoIEOYuc9TW0kLMe2JCzXvce5Kx5ObvV/+AOVHN0oNpUTg4B5CxyNkg0I2eRs0HiBzmLnPUbP8hZs3J26+5o8tPR5eSnOmMCOatDCTnrixJy1kuQIGeRs76GFnIWOes/cFI1d+5FzpqXs9sCXSP/lUf5r0rNRBFAziJngwQ0chY5GyR+kLPIWb/xg5w1K2e37Y4mPx1VTn6qMyaQszqUkLO+KCFnkbO+AidTiQeCecUPa846EWLmrFfsIGeRs0HuztSNAwHkLHI2SJwiZ5GzQeIHOYuc9Rs/yFnkrN/YSUI95GzAq7hz70diWFlFwFaSWR056yVImDnrLkh4IJg7H+QsctbfZwczZ73uze+I8kF9RK+e3f0BTtdqDVA3SNWRQSpTN0EEkLPI2SDhjJxFzgaJH+QsctZv/CBnzcrZ1j3R5Kcjh5Kf6owJ5KwOJZcyyFlnOMhZLwGAnEXO+r8B8UAwt3tPW3rnsLJh/gEnuCZy1uveHIac3R5RBI2I6LgcttQIIGeRs0FiEjmLnA0SP8hZ5Kzf+EHOmpWz2/dEk5+OGEp+qjMmkLM6lDzkbMAmQqnevVs3UTWkrzh+4oTYte9QKG0mrZEzBvQWhw4fEx8dOZa0roXSn6GpmWIHPjgqjnx8PJT2ktZI5Rl9xZ79h8Wx4yeS1rVQ+jOsrF9qLdOPQmkraY306N5NyPHV/i73Zrtr27tXdzGwXy+x58Dhkrn0wWfO7oioL8MjOi6HLTUClpwthfPqkxrjZQP7iMNHj4u9JTTOS4GNdQ7kGO5XgxzDmQ85hnvs9E79CmZg/1SOkcrh2YoJ9OvdQ/Tt00O8e/AIeGwInN63p+jeo1v6O3KpbPJ+6HfbsSea/HT4UPJTnWuGnNWh5FKmVGQEctb7QiJn3RkhZ9358MWJL07edxn7Enxx8vjihJz1G1o29Uh+Q4QZ66aQs/G6fOQY5Bh+I5YcAznrN3ZkPeSsO73Eydm9EcnZMvJTnXGKnNWh5CFnh5WdFrCVZFbfuffDdMfgY399O/n0T2YABOzVzr0fZOLn9IAtJbP6zr3vZ/gMSGYHA/Rq596DGTYDA7SS3Ko79x6Aj+vn+oEQ1px9PaIAOi+i43LYUiNgydkgM2xKrU9hno81uaJqSJ8wm01MW7v2qVmGQwf3SEyfwuzInvfUr/AGDeDXZnZc9x9Ua7af1p/ZqoV8PvxA3XN691Pfc9jyCRz5SH0v7tlX5fJs+QQ+PjQg5Vb8z5x9fW80+el5ZeSnOrGMnNWh5FJGrTmLnLVDhJx1Dy7krBcf5KwbIeSsMx3krNfYQs66j60w5OwbAbMLv9XP9VuRegkjgJz1ug+qZXiQs/ackLPu8YOcdeeDnHXmg5x1jx3krDufoHL2jX3R5KfnDiE/1UkzkbM6lJCzvighZ72+GFgzi5k5ay/3kbPIWV+3ntTat8yc9ZKPcv+wMmYW2997wpCzb/oL3sC1Ph24BRpIBgHkrFcOhpx1I4ScRc4GuRMiZ5GzfuMHOWtWzr65L5r89NNDyE91xgRyVocSctYXJeSs1xcD5Ky7QELOImd93XqQsx7YWNbA696MnPU38qhVSgSQs17jHDmLnPU/Ypk5684OOYuc9Tu6kLPIWb+xk4R6yNmAV5FlDZwBIme9vhggZ5Gz/m9ALGvgdu9h5qz72GJZAy8+5YP6iF6pJzz7337vv2qgmn8ZqDaVk0MAOeuVgyFnkbP+xztyFjnrN3pY1sCdHHLWrJz9/bvR5Kd/eQb5qc49AzmrQ8mlDHIWOes3hFhz1uuLEzNn3QUSDwRz4sOyBl5jCzlrXs7+we9HQ8B6nwpYn+pJIYCc9boPImeRs/5HO3IWOes3epCzyFm/sSPrBV1z9g/vRpOffuoM8lOd646c1aGEnPVFiZmzXl8MmDnrLkiQs8hZX7celjXwwMayBl735jCWNfijv+ANXOuTgVuggWQQQM56jXPkLHLW/1hHziJn/UYPchY56zd2wpCzf3w3mvz0k2eQn+pcd+SsDiXkrC9KyFmvLwbIWeSsr6GVrsSyBs7smDnrde9h5qz7vQc53zoCRwAAIABJREFU6//ORM1SIYCc9boPImeRs/5HK3IWOes3epCzyFm/sROKnH0vIjk7GDmrc92RszqUkLO+KCFnvb4YIGeRs76GFnLWAxty1uveg5w1L2ff8j+4A9U8J1BtKieHAHLW6z6InEXO+h/vyFnkrN/oQc4iZ/3GThhy9q33oslPzxlMfqpz3ZGzOpSQs74oIWe9vhggZ5GzvoYWchY56z9wUjVZ1sDr3hzGzNm3A10j/5XP9l+VmokigJz1GufIWeSs/yGPnEXO+o0e5Cxy1m/shCFn334vmvz07MHkpzrXHTmrQamuYZl46dUt6ZIXfW6sWNU0O1vL9APBGhpqxMaNZenj1dTsFU1NGz3PeMOGKvHjH39KrFnzX3ll1607R6xe/emi+k899bRnm34KdIWcTQaf/n7watVpaJhQED+vedZT8fPJVPz8xiZ+ip+0+NRTGzzb9FNg517za84qPkMy42tfanzp8KnM8Hm5gM/ZqfFlx+cZP933rGN6WYOGhvEFbDZ5ntOGDZLNOanYecWGTfFC8E899axnm34KdMXM2YaGcQV8NnueqjOfT6Rix47Pc55t+inQFXI27nzKB/URvXp294M3U+dPAeoGqfqJIJWpG0MCTjlqV8jZhoaG1H1Q5aU1NTWpz9AmT4IbNmxIfU78OPU5scaxrCxzzz33iObmZjFmzBjPNv0UkPm73KqG9PFTXavOHXfcIV7bqPKKCTUTxNKlSz3rPbPhmTSb1T9e7VhWlpFtLVu+zBifXfsOp48/dHAPz3P2W2DunXPFptdUbjF+wnix+J7Fnk09+8yzYu1P1orHHn/Msawsc1/TfaJpWZMYPXq0Z5t+CnSFnG2c2yg2b1K5xbjx48TCxQs9T/X5Z58XT6x9Qqx6bJVjWVmm+b5msaRpiRg5eqRnm34K7D+oPj9P66/iKOxt4V0LxZZN6rv52PFjReP3Gz0P8eJzL4qfrvupWPHICseyssyDyx4Ui5YuEiNGjfBs00+BrpCzd8+/W7Rsbkmf3phxY8S8RfM8T/Wl518SP3/i5+KBVQ84lpVlfrD8B2LBkgVi+Kjhnm36KXDkI/W9uGffg36qa9VZ3LhYbN28NV129LjRYu7CuZ71fv38r8W/PPEvonlVs2NZWWZl80rRuKRRDB9phk/QB4L9aX80+eknBpGfegZZqgBy1oPSwuY14p223VkhK5PgM6vLRWN9bbqmSTnb3DxStLX1zQpZKSKrqw+J+vpW27NuaRmc2vdX6X3V1R/aytlNm87QErw6weNVxrScTQ4fM3K2uXlEJn7UFwMpIlX8bHeJn/Nz4qdYzm7aNFhLYHrFhs5+03LWH5/P5PAplrNqfHkLXp3+e5UxKWebm4dnYkd9aZKiVsXODofYGZTal8umWM6q2PEWvF791tlvWs4qPn1S/VFfmqSIrK4+7MGnJhM7H9nI608Ixcdb8Or036uMaTmbBD7IWa8oYn8pEHDLUU3LWSlO29raskJWitrq6urUfbDe4XOiJbtPlnOSs5a8lW3HWc7ef//9aT6WkJWiVvZ75syZjnxmz1KTP2Q5JzlryVvZdpzl7EMPPJTmYwlZKWplv2fcOsOWz9atW0XD7Ib0vqrqKkc5a8nbXW27Yi1nVz60Usg+WEJWilrZ72kzptnyad3aKuY0zEnvq6yqdJSzlrxt39UeWzm7asUqIc/fErJS1Mo+102vs2Wzfdt2Mf+O+Vk2TnLWkrey7TjL2Ud+8Ijo2NWRFbJS1FZUVYgpN0+x5bNj2w6xYM6C9D5ZzknOWvJWth1nOfvoykfTfCwhK0Wt7PfkaZPt+bTuEAvnqH+MVFRWOMpZS952tHcgZ21IImf1skbkrAenSyfeIe6+c7KoGXNuuuTGljfEvHseFevXqv9+m5SztbV/nfrSvy31X/H30seS8rWpaVSRdC3sgtvM2STJ2eTwMSNna2s/n4qf1oL4GVk0I9Y+fuxnziZJztbWXpjis72Az4gUn3zpWszHeeZsUuRsbe0FGTb7M/eeQal7j2STL13t2djPnE2SnA2fT7LkbBL4BJez/6uXhYVe6i9Cb5EGS5eAW45qWs7W1tamPicasjM3W1pa0qLWbUasJOk2czZ339/+7d/GWs5O+s4kcdvtt+Xxue/e+1xnxEo+bjNnc/f93f/5u1jL2RtvuFHMum1WdmarlK/L71vuOiNW8nGbOZu777L/e1ms5WzdjXVi5qyZ2ZmtUr7ev/x+1xmxko/bzNncfZdfdnls5ez0KdPF9Prp2ZmtUr6uaF7hOiNWsnGbOZu776r/d1Ws5eytdbeKabdOy85slfJ15QMrXWfESj5uM2dz933rG9+KtZytr6sX/zDzH7IzW3ek5Os/3f9PrjNiJR+3mbO5+66//PqSlrP/eyCa/PQvBpKf6mSTyFkXSm0d+8TfXD1LPP2z5aK6Qv30ufA9U3K2o6OvuP76i8S6dS+JiopD6WPbvWd3+rrLGtjNrtUJGt0yJmfOJotP+HJW8flCKn5+XRA/+e85x4/3sgYqfvJn1+rGhk45kzNnFZ+/TvH5rwI++e/Z89Fb1kDxcRe9OhycypiaOavYfD7F5jcFbPLfc2bjvayBYuMueoOxUT+FGlY2MEgztnUVnwtTfF4u4JP/3snxyV/WoLq6eHZtmB0xOXM2KXyCy9k/h3nJTqKts06iLEXjTMArRx06ZLDYvf9w6j7YL/RudnR0pO6D16fug+tS98GKTI5a/J79fdB+WYNCaRtnOSv5fHvit8VP1v4kj0/he3Z8nORs4ftxlrO7O3aLSbWTxOo1q0V5RXkag917dnyc5Gzh+3GWs7t37xZTJk0Rj6x+RJSXZ/jYvGfHx0nOFr4fVzm7Z/ceMfW7U8XDP3pYDC0fmkZg954dGyc5W/h+nOWsZDFj8gzx0KMP5fEpfM+Oj5OcLXw/znJ27+694pYpt4gHH3lQlJWrZSPt3rPj4yRnC98vdTn75wPR5KdnDSQ/1UnGkLMulLwSX0vYplaH0GF9UmVMyMfCE5DLJMhNZx3bkzr5bOETmb/gY8/P4hNkXUP7lk3I2eL4mZCJH1M/4z+eOWT4652ZkLNdz+dY5pA9/Q1Ph1om5Gwxm/GZ2DG1zMHHmUP2CpWNbMyEfCzmMy7Dx9QyB0fh4xoZR8XHx46Lnj2C3JvfCT329Bo8U68YpWJPwCtHLS8bHDCGnRGFLWftZtOalrNW746fsHKN8EIibDlrJ2xNy9nu3dT978ixI+GBybQUtpy1E7am5WzvHr3TvfngiHo+Qphb2HLWTtialrP9e6uJJ+8dUr/+DGsLW87aCVvTcnZw38FpHHs+3BMWlmw7YctZO2FrWs4OPU1J944POkLnE7actRO2puVsRX/1D1G/2zsHoslPzxxIfqpzzZCzLpS8Et+4y1lrjVpTDwQTIt5ytuv4BBEA9gHcFXJW8TlfmHogmBDxlrOKz2dSfMw8EEyI+MrZlha1Rq2pB4IJEW85q/jUpPg8p/M57qNMvOVsV/BBzvoIK6p0KQGvHDVOclauLbt+/Xpbfnfeeae45JJLjLGNg5yV69f+x/r/sGUg17L96iVfDZ1PnOSsXL/2V//xK1sGtzXcJr7y1a+EzidOclauX/vkr560ZVB/W724+CsXh84nLnJWrl/79H/aPxj7ltm3iC9++Yuhs4mTnJXr1z7zpP33mJtn3Swuuvii0PnESc7K9WuffdL+4cbT6qeJL1z8hdD5BJazByOSswOQszrBgJz1oJSkNWcLu2paPppc1kD2Jew1Z6PjE/6yBopPuGvO2vMxJ2dNLmug+IS75qw9H3Ny1tSyBopNuGvOFrMxK2dNPxCsa/iYk7MmlzXouvgxyyf4sgY7dXIwA2WGGWiTJkuVQNLWnM3lbHrmrFyWTG5VQ/oYubwm1pzNPVHTM2d37TucPtzQweH/ekm2a2LN2Vw+pmfO7nlP/YN80IDwZ17Ldk2sOZvLx/TM2f0H1cST0/qrOApzM7HmbO75mZ45++EH6p7Tu1/4s65luybWnM3lY3rm7JGP1Pfinn3VEmVhbybWnM09R9MzZz8+NCDQckU7D0aTnw4bQH6qE8vIWQ9Kbk/ClVVNrTkr225uHpl5YvrG9FnKZQjUE9Nbs6/lH4XLEjitOStl5po1/5XtsXxdU/Nutj2dgDmZMqblbHL4mJGzzc0jMvGjlh1oaJiQiZ/t2dcqfvKXJVDxU7zmrJS9uWvMytcqflR7YW+m5ax/PvZrzkrZm7vGrHxdU/OeQT7vp5EPKxsQNvrUvWd4JnbUsgMNDeMzsbMj+1rFTv6yBBs2SDbFa85KmZm7xqx8rdio9sLeTMtZxadPqv9q2YGGhnEpPoez/ZGvFZ/8ZQlKh8+BTOyEvyavbDgJfILL2baww1qzvWrNchRLAgG3HNX0A8HkbNe2trb0Q8DUfbAhdR+sTt0H67Ov1X1Q7bc2tweC5ZaLu5yVs10ln6VL1QOE5QxXyWfmzJnZ1/IPa7/Vd7cHguXyibuclbNdJZ/F9yxOd2vunXPTfGbcOiP7Wv5h7bf67vZAsFw+cZezcrbrrrZdYuFi9ZT4xrmNoqq6SkybMS37Wv5h7bf67vZAsFw+cZazcrZr+6520fj9xnSXFt61UFRWVYq66XXZ12lmmf1Wv90eCJbLJu5yVs527djVIeYtmpfu1t3z7xYVVRViys1Tsq/lH9Z+q+9uDwTL5RN3OStnu0o+cxfOTXdrcePiNJ/J0yZnX8s/rP1W390eCJbLp9TlbNvBaPLT6gHF+WldwzLx0qtb0vgu+txYsappdi5K27/Xb3hFrHj8F2L9WvXZarfJMrcvelisXTFP1Iw5V90XmteIn/6ycxa47vE8TyjkAshZDaBugWNSzspTk0J240a1YHVNzd48EVu4Zqw1Eza3S5MmvZl6aMNb6bdy25KvL730HWNiVrZvWs4mh48ZOav4TCiIn04RK/fJzZKz1jIF+fHz+5z46WyrM37MiFkVP+o/ysPKTtcYpf6KKD7qYX81NfvyRLU9n8/kHWjSJMnn7cz46mxL8dlpTMwqPubkrIqd8QVsOkWs3KdiR71nLVOQHzt/yGHT2VYnGzNiVrEx90Awq49SwObHTqeILZSz1s/wi/n8KRM7nW0pPm3GxLXiY1bOqviJN5/gcnaXv5tS4FpVgVuggXgRcMpRTctZNc4bUvdBNYGgpqYmT8TKfepzQsnZlpaWrLi1CE+aNCn9YDG7Le5yVvZJCtnXNqq8a0LNhDwRK/fJzZKzks/sWflfTL/zne+I666/zpZP3OWs7JQUspteU3nE+Anj80Ss3Cc3S85u3bpVNMxWMWVt3679trj2umtt+cRdzspOSSG7eZPKLcaNH5cnYuU+uVlytnVrq5jTMCePxXXfvk5cfe3VtnziLGfT/U4J2S2blNQZO35snoiV+9L8MnJ2+7btYv4d8/M4XDvxWnHlNVfasom7nJWdkkK2ZXNLun9jxo3JE7Fyn9wsObtj2w6xYM6CPBZXX3+1+Pur/96WT9zlrOyUFLJbN29N92/0uNF5Ilbuk5slZ3e07hAL56iYsrarrrtKXH715bZ8Sl3O7no/mvy06vT8/NRrAmQh3I0tb4iJ01Xsnn1WpaOcteTt239uz5Oz8pdGuUJXvr7i0i+JydddZnsdo3oTORuQvGk5G/D0Iq3eFXI20g4GPHgnH3NyNuApRlq9K+RspB0MeHDTcjbg6UVavSvkbKQdDHjwrpCzAU8x0uqSD3I20kvAwUMg0BVyNoTTjKwJ08saRNaxkA5selmDkE4zsmZML2sQWcdCOrDJZQ1COsXImjG9rEFkHQvpwKaXNQjpNCNrJuiyBqUiZ72WDnUC7DZzNnff6C9PypOzhe09+sS/i9++tl1rtm5XXmzkbEDayFlngMhZ9+BCznrxMT9zNuDwj7Q6ctbt3mN+5mykFz/gwZGzXveeMORse8Cr5Ld6pd+K1EsYAeSs1zg3u+Zs3MMJOet+BZGz7nyQs858kLPusYOcdecTVM62fxBNflrZvzM/9XqgaXWF+lWr3eYkZwvf95Kz8ldHn50wgpmzcU9WCs8fOYuc9RvTyFmvL07IWTdCyFnkrP97j/llDfyeWynUC2fmbEdEXamI6LgcttQIIGe9cgzkrBsh5CxyNsg9DTmLnPUbP8hZs3K244No8tOK/p35adhy1k7YuslZOWu2+Yc/F1ufW+03TI3VY+ZsQLTIWeSs3xBCznp9cULOImf9jS6WNfAaW8hZ97EVxszZ3f6CN3Ct8sAt0EAyCCBnve6DyFnkrP+xzsxZd3bIWeSs39GFnDUrZ3d/EE1+Wt6/Mz8NW84WPuwrl+C986eKSy+5IPuW9bCwp3+2XLjN0PUbv0HrIWcDEkTOImf9hhBy1uuLE3IWOetvdCFnvcYWchY5629sUSs+BJCzXvdB5Cxy1v94Rs4iZ/1GD8sauJNDzhqWsx9GJGdPy588YGLN2VxydjNnS3nGrHXuyFm/d9ZMPeQsctZvCCFnvb44IWeRs/5GF3LWa2whZ83L2T3+gjdwraGBW6CBZBBAznrdB5GzyFn/Yx05i5z1Gz3IWeSs39iR9YKuObvnw2jy06Gn5eencrbrO227sw/kkmvAnlldLhrra9N45Gu5rWqanYfL7YFgbnLWqb0g18JEXeRsQKrIWeSs3xBCznp9cULOImf9jS7krNfYQs6al7N7/QVv4FplgVuggWQQQM563QeRs8hZ/2MdOYuc9Rs9yFnkrN/YCUPO7v0wmvy07LTi/FQK05de3ZLGcdHnxuaJ2EKZurHlDTFx+t156OpvusrxgV65M2etZRTsuK9dMU/UjDk3yCUJtS5yNiBO5Cxy1m8IIWe9vjghZ5Gz/kYXctZrbCFnzcvZff6CN3At5yfcBm6aBmJFADnrdR9EziJn/Q9p5Cxy1m/0IGeRs35jJww5u++jaPLTIf3IT3WuO3JWh5JLGeQsctZvCCFnvb44IWeRs/5GF3LWa2whZ5Gz/sYWteJDADnrdR9EziJn/Y9n5Cxy1m/0IGeRs35jBzkbhFw86iJnA14n5Cxy1m8IIWe9vjghZ5Gz/kYXctZrbCFnzcvZd/0Fb+BaZxS14PazMafDOa3pZT1MwapX+DM0+b58yMPbf27PNr31udWBe0UDJ08AOet1H0TOImdPflxZNZCzyFm/0YOcRc76jZ0w5Oy7h6LJT8/oW5yfBuGQ1LrI2YBXFjmLnPUbQshZry9OyFnkrL/RhZz1GlvIWfNy9j1/wRu41uC8FrweuFB4uNw1vc4+q1KsX7s0r4gUvbkPZ7B7gEPuAx0Kjx+4ezSgTQA563UfRM4iZ7WHU1FB5Cxy1m/0IGeRs35jJww5+96haPLTwX3z89MgDJJcFzkb8OpKOVsKW/du3UTVkL7i+IkTYte+Q6VwSiV3DmcM6C0OHT4mPjpyrOTOrRROaOigPuLAB0fFkY+Pl8LplNw5VJ7RV+zZf1gcO36i5M6tFE5oWFk/USr3w1LgkXsOPbp3E3J8tb/Lvdnu2vTu1V0M7NdL7DlwuGQuXXnqevXq2T3A+ewPUDdI1UF5leUs1rvvnJx92IGUr/PuebRIuhYeUfdpuHIm7W9f254VtvJ402+4Qlx6yQXpJnXbCdJj6toTsORsKfDpkxrjZQP7iMNHj4u9JTTOS4GNdQ7kGO5XgxzDmQ85hnvs9E59lg/sn8oxUjk8WzGBfr17iL59eoh3Dx4Bjw2B0/v2FN17dEt/Ry6VTd4P/W77D0WTnw7qm5+f+j3/pNdDzib9CtM/CEAAAhCAAAS6mEA0ya8Qncmv9XTap3+2XFRXqAcx2L1nB0ZXqkoZe+H5o0VjfW26GWvZA+sJunJm7WcnjHB8mm4XXxQOBwEIQAACEIAABE5ZAvsPR5OfDuqDnNUJOuSsDiXKQAACEIAABCAAAW0CaumIrt8GZg9pUs5a68oWrjlrHVMuiWCtO8uas10fBRwRAhCAAAQgAAEIFBI4cDia/HRgn878lKviTAA5S3RAAAIQgAAEIACBUAkcDLU1/cYGdImctQ5SuKbs6C9PEmtXzMsuo2DNpEXQ6l9BSkIAAhCAAAQgAAETBA4ejiY/HdCnMz810a+ktImcTcqVpB8QgAAEIAABCJQIgfcjOo/T845res1Z6wFiUr4GmakbESwOCwEIQAACEIAABE4ZAu8fiSY/Pb13fn56ygA/yY4iZ08SWKkWl+u6vfTqlvTpFf7MsFTPuavPS3cNva4+r6iPJ2c+/fSXz2RPg/jJvyLWzC/rXfjYR6wcX7cvejhv1lzUsR318QtjxzofZhHmXxk529La7p0/NfswqaivX7DjR5P8CpGf/BbObJW5wpnV5dk1YuVrua1qmp3XXafPSyl7169dmi1bWF9ey2u+8dW8NWh/sf4FzweQBWNN7VInQI7qfYXIUe0ZkaM6xw75qfe4skqQoxazIkfVi5+k5ajIWb3rHlUp5GxU5EM8rteXrxAPFcumrJk98uTlOni5Xyxj2aGQT7rwy7Z8fcWlX+IBLhnO8ktlrrgolBshX45YNmd9qZRrTOb+pDmWnQnxpAufZB9i04loypppmRwhm3tZPojoGvUvOq6bGCuUq7mfl1ZD1sO95OvctuRru39W5X6R4TM3ojAoocOSo7pfDHJUdz7kqM58yE/1bnTkqPacyFHd4yepOeoHR6PJT/v3Ks5P9UbwqVUKOZuA6+33Z4sJ6PpJdYFZCXq4+LB25wSffD6546pwvUm9iEtuKWLF/dpKaTOssiyh/wj6MKLAPi2i43JYCNgTIEfViwxyVD1OfK46c4JNMRtyVOJF785SXCqpOeqHR6PJT0/rRX6qE4vIWR1KJVyGNd70Lw6Jrx4r+Z/4z04YkVBhosfArZT8onnh+aOzP9sN3mJ8WygcU8jZ/GtZ+JMxZhHm85HxIpnIGdfW9vTPlovqiiHxHRTZM/8ooj70i+i4HBYCxQTIUfWjghxVjxU5qjMn8tN8NuSo7mOKHNWdT1Jz1I+ORpOf9utFfqrzKYec1aFUwmVIfPUvDomvNyuerO2e9EqJxJqzipHdeELOuo8xp/U9vUdm8kpYn125y2Ak6/4TTfIrBMlv8kZLfHtEjqp/7chRvVkl6zPCu7+6JaSUJT91F7NyLzkqOarumEpyjvrRx9Hkp/16kp/qxB9yVodSCZch8dW/OCS+7qysxfKTM3NNPzZOpmTh+nknUzdJZQsf0pHbt2SuIRr86uU+2T54a/Fuwe6zK1lfng5FdIH6RnRcDguBYgLkqPpRQY5KjqofLfYlyU87uZCjnnw0kaN2Mktyjnro42jy0749yU91RiVyVodSiZdhPS+9C0Ti68yJ2Qh6MSRLkbw4s2JWgnscETv5fOziJTkxdFj/phJqyT6htkZjEAhKgBxVjyA5KjmqXqQ4lyLHcCeYnPwiaKTY1yd+To0c9fDH0eSnfXqSn+qMXOSsDqUSL8OTcPUuEImvPSd+au0eP4VPCoYXclbvjiOE3VOmWa+4k5787Hr5d1vF+rVL02/KfxL9Yv0L2de6nEuz3JGITqt3RMflsBCwJ0COqhcZ5KjkqHqR0lmK/PTkiCFn83mRo7rHT1Jz1CPHoslPe/cgP9W5YyFndSjFoIwURi+9uiV9pqyJmX/BrP8E5r5bf9NVPPAqBcT62YZdiOeuBRmDIWDsFHPHFuPLHTOJbz6fwti55htf5UFyBSGU+9PDZD0wLZrkVwiSX2MfBjTsmwA5qjM6clRnNuSo7kOO/PTkbknkqOSoJxcxQiQxR0XOnmwUdG155GzX8uZoEIAABCAAAQgknsDRiHrYK6LjclgIQAACEIAABCAAgVImcPR4NPlpr+7kpzpxgZzVoUQZCEAAAhCAAAQgoE3gY+2S4RbsGW5ztAYBCEAAAhCAAAQgkAgCHx+PJj/t2Z38VCeAkLM6lCgDAQhAAAIQgAAEtAkc0y4ZbsEe4TZHaxCAAAQgAAEIQAACiSBw7Hg0+WmP7uSnOgGEnNWhRBkIQAACEIAABCCgTSCa5FcIkl/tS0RBCEAAAhCAAAQgcAoROHYimvy0RzfyU50wQ87qUKIMBCAAAQhAAAIQ0CZwXLtkuAW7h9scrUEAAhCAAAQgAAEIJILA8RPR5Kfdu5Gf6gQQclaHEmUgAAEIQAACEICANoET2iXDLdgt3OZoDQIQgAAEIAABCEAgEQROnIgmP+3WjfxUJ4CQszqUKAMBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIGQCyNmQgdIcBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEdAshZHUqUgQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQMgHkbMhAaQ4CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAgA4B5KwOJcpAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEAiZAHI2ZKA0BwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBAhwByVocSZSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIhEwAORsyUJqDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIKBDADmrQ4kyEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAARCJoCcDRkozUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ0CGAnNWhRBkIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAiETQM6GDJTmIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQjoEEDO6lCiDAQgcMoSqGtYJs6sLheN9bWnLAM6DgEIQAACEIAABCBQWgTIUUvrenA2EIAABIIQQM4GoUddCEAg8QS8Et+NLW+IidPvFmtXzBM1Y85NPA86CAEIQAACEIAABCAQPQFy1OivAWcAAQhAICwCyNmwSNIOBCCQSAIdSqKpAAAHdUlEQVReiW8iO02nIAABCEAAAhCAAARKmgA5aklfHk4OAhCAwEkRQM6eFC4KQwACcSSwfsMr4vZFD4trvvHVvOUJrPfrb7pKTL7uMtuuWYmv3PnTXz6TLnP2WZVi/dql6b/bOvaJv7l6lnj6Z8tFdcUQ4VU+jvw4ZwhAAAIQgAAEIACB8AmQo4bPlBYhAAEIxJEAcjaOV41zhgAETpqAtfzAvfOniksvuSArVa3XTg1K2frSq1tEbjn5ntxWNc22lbOF5S+deIe48PzRrFt70leNChCAAAQgAAEIQCDZBMhRk3196R0EIAABHQLIWR1KlIEABBJB4NEn/l00//Dn6Vmucrar24xZq8N2PxmzkmjZjtzsZs7mPkBMHve3r21Py1w2CEAAAhCAAAQgAAEI5BIgRyUeIAABCJzaBJCzp/b1p/cQOOUIWDNhC5c4cAJhJ2etpQzkQ8CqKsqQs6dcFNFhCEAAAhCAAAQgEC4BctRwedIaBCAAgTgRQM7G6WpxrhCAQGACVuJ70efGas1kRc4GRk4DEIAABCAAAQhAAAIeBMhRCREIQAACpy4B5Oype+3pOQROOQKFPxnTmT3rtqzB1udWOz4QjGUNTrnwosMQgAAEIAABCEDAFwFyVF/YqAQBCEAgMQSQs4m5lHQEAhBwI2A9DVeuE1tdMUQUPnzBqa6dnB395UnZ9WqtJQ6sdu3Ks+YssQkBCEAAAhCAAAQgYEeAHJW4gAAEIAAB5CwxAAEIJJ6ANRvh3vlTxaWXXJDtr/W+24PBrJ+Y5ULKLY+cTXz40EEIQAACEIAABCBghAA5qhGsNAoBCEAgdgSQs7G7ZJwwBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkAQCyNkkXEX6AAEIQAACEIAABCAAAQhAAAIQgAAEIAABCMSOAHI2dpeME4YABCAAAQhAAAIQgAAEIAABCEAAAhCAAASSQAA5m4SrSB8gAAEIQAACEIAABCAAAQhAAAIQgAAEIACB2BFAzsbuknHCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQBIIIGeTcBXpAwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBA7AsjZ2F0yThgCEIAABCAAAQhAAAIQgAAEIAABCEAAAhBIAgHkbBKuIn2AAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEYkcAORu7S8YJQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAkkggJxNwlWkDxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEDsCCBnY3fJOGEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgCQSQs0m4ivQBAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiB0B5GzsLhknDAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCSBAHI2CVeRPkAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKxI4Ccjd0l44QhAAEIQAACEIAABCAAAQhAAAIQgAAEIACBJBBAzibhKtIHCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIHYEkLOxu2ScMAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJAEAsjZJFxF+gABCEAAAhCAAAQgAAEIQAACEIAABCAAAQjEjgByNnaXjBOGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkkAAOZuEq0gfIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgdgRQM7G7pJxwhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEASCCBnk3AV6QMEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQOwLI2dhdMk4YAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSAIB5GwSriJ9gAAEIAABCEAAAhCAAAQgAAEIQAACEIAABGJHADkbu0vGCUMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJJIICcTcJVpA8QgAAEIAABCEAAAhCAAAQgAAEIQAACEIBA7AggZ2N3yThhCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIAkEkLNJuIr0AQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIgdAeRs7C4ZJwwBCEAAAhCAAAQgAAEIQAACEIAABCAAAQgkgQByNglXkT5AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACsSOAnI3dJeOEIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgSQQQM4m4SrSBwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCB2BJCzsbtknDAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQBALI2SRcRfoAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIxI4AcjZ2l4wThgAEIAABCEAAAhCAAAQgAAEIQAACEIAABJJAADmbhKtIHyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHYEUDOxu6SccIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAEgggZ5NwFekDBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEDsC/x/b44z6eSxoaQAAAABJRU5ErkJggg==",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in range(300):\n",
" status = bio.diffuse(total_duration=delta_time, time_step=0.2)\n",
"\n",
" if i==3 or i==20 or i==50 or i==100 or i==299:\n",
" fig = bio.system_heatmaps(title_prefix=\"Diffusion\")\n",
" fig.show()"
]
},
{
"cell_type": "markdown",
"id": "1802abf7-8f59-490a-bf1a-a7589a3cb943",
"metadata": {},
"source": [
"# All bins now have essentially uniform concentration. The diffusion has reached equilibrium\n",
"\n",
"Notice how `B`, further away from walls compared to `A`, has an opportunity to spread out more quickly, in spite of the same diffusion rate coefficient"
]
},
{
"cell_type": "markdown",
"id": "5e99e2d0-a354-4f3c-9fc0-85a081e990ac",
"metadata": {},
"source": [
"**Mass conservations**: the initial \"10. units of concentration\" are now uniformly spread across the 70 (7x10) bins, leading to a near-constant concentration of 10./60"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "077d9ab9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.14285714285714285"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10./70"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7c632604",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Mass conservation for both `A` and `B` can also be verified as follows:\n",
"bio.check_mass_conservation(chem_label=\"A\", expected=10.)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "045bc2c1-fc38-4db5-9412-2a492a7e26ee",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bio.check_mass_conservation(chem_label=\"B\", expected=10.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f0d8dd1e-4a1f-41a0-a471-9a64ce5ec838",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "28f29ed6-91d9-42c2-b7bc-8ea5f9665961",
"metadata": {},
"source": [
"## Visualization of concentration changes with time at particular bins"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "7d1ea843-76bb-46e3-a8a1-2381259531ea",
"metadata": {},
"outputs": [
{
"data": {
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bio.plot_history_single_bin(bin_address=(1,1)) # The bin with the initial pulse of `A`"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "79d8cbe3-c5bc-4c51-a879-e465c544d6cf",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 20,
"id": "dec77bbe-26b9-4087-b9c1-e06474990d34",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Chemical=A
SYSTEM TIME=%{x}
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"legendgroup": "A",
"line": {
"color": "darkturquoise",
"dash": "solid",
"shape": "linear"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "A",
"showlegend": true,
"type": "scattergl",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bio.plot_history_single_bin(bin_address=(3,3)) # The bin halfway between the initial pulses of `A` and `B`"
]
},
{
"cell_type": "markdown",
"id": "5b890d56-d97b-4a7c-ac5a-966e5e3711ea",
"metadata": {},
"source": [
"Even thought bin (3,3) is exactly halfway between the bins with the initial pulses of `A` and `B`, **an asymmetry develops** because `A` is more \"hemmed in by walls\", and has fewer directions to spread out, including towards (3,3), while `B` also dilutes away towards the top (high y-bin values) of the system. Thus `A` arrives more quickly. \n",
"(Compare to the perfect overlap in experiment `diffusion_2_a`) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ec3a2df9-f02f-4ad0-ae24-83cd6558c82a",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"id": "30d9eb4d-655c-4bc1-9469-62c14414a3dc",
"metadata": {},
"outputs": [
{
"data": {
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{
"hovertemplate": "Chemical=A
SYSTEM TIME=%{x}
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"line": {
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"dash": "solid",
"shape": "linear"
},
"marker": {
"symbol": "circle"
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"mode": "lines",
"name": "A",
"showlegend": true,
"type": "scattergl",
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bio.plot_history_single_bin(bin_address=((1, 6))) # Distance from (1,1), with the initial pulse of `A`, is 5; \n",
" # distance from (5,5), with the initial pulse of `B`, is 4.12"
]
},
{
"cell_type": "markdown",
"id": "d399e1c7-ecf1-4b9f-bba1-de6cdfbbd1d7",
"metadata": {},
"source": [
"`B` arrives more quickly at this bin, until `A` eventually catches up"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0c7057d1-be81-47ed-8f2e-434693a8313f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}