{
"cells": [
{
"cell_type": "markdown",
"id": "a17294c0",
"metadata": {},
"source": [
"# Diffusion of 2 chemicals\n",
"\n",
"## Initial indentical concentration pulses of 2 chemicals (starting at symmetric, almost-opposite, ends of the system), diffusing towards equilibrium with identical rates coefficients.\n",
"\n",
"Symmetry and mass conservation is observed throughout.\n",
"\n",
"No reaction takes place; the system is left undisturbed, and followed to equilibrium."
]
},
{
"cell_type": "markdown",
"id": "c92be03c",
"metadata": {},
"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=7, chem_data=chem_data)\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",
"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",
"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",
"metadata": {},
"outputs": [
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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, and are symmetric across the center"
]
},
{
"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": [],
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",
"text/html": [
""
]
},
"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": []
},
"outputs": [
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y bin: %{y}A",
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y bin: %{y}B",
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"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 49 (7x7) bins, leading to a near-constant concentration of 10./49"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "077d9ab9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.20408163265306123"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10./49"
]
},
{
"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 time changes at particular bins"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "7d1ea843-76bb-46e3-a8a1-2381259531ea",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Chemical=A
SYSTEM TIME=%{x}
Concentration=%{y}",
"legendgroup": "A",
"line": {
"color": "darkturquoise",
"dash": "solid",
"shape": "linear"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "A",
"showlegend": true,
"type": "scattergl",
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cRlHTeDhR/Lj1+D8uxL37qvNfsXz8wKQfC67y1Hisbfzpr2L+8TB50ntgnj1R9K9s8BCvn3ZtE+FsMV880mI1+9W+Vcf32aRPux9/onIeg0l9nfYenRSwlQ1J63wfRaOixvF9FN9Pf+f3/snKB82VDWEL92lnf47u41lr+Su/cd7yk4+jYX7Z9/mkdU36vjFpn8zTy9XeW9P24PjxGfG64r0y+r28qSdnZ/0Dx3h9o2HnpH9smu+PRUdePes9VtQ662nn8RomHYexSJ2T7p1Ve5XvpXXXaDwCBAgQIECAAAECBEIQzpbYBUWANX7ppCdqi6dti2vHA6t5wtlijPExJz05Oemcy9G/LJYNFYs5x9dchIGrBTTjP2YaA4sYAk56smze8ZtwXS2YGP1a1SB1/DzJGLbFsDyGOVXHjHWN28Wx4gdxxdd4QF9m7046l7HMj5EXRsX94++HSWFOvGfae2DePVE2eIhzjveiCNOaCmcn9anwmnWe6Lhr8d+TnuadxyCOU/Y9ukg4W+b71rzfj6adzTr6PmoinC2zlkXe55M+0KvMcSLz9HLSXpx1lnrxjwPxHxhGX+P3NRXOTjvvd9R60j98fPWPvlP6vOzVfuuf9kFr8Z7x39PnOZ9+dM6mnladp/bVvh+v5uNrBAgQIECAAAECBAjUKyCcrdfTaAQ6EShzRmMnhZmUAAECFQSaCi8rlLLqLWWfKB8dpOyHzdVd66Tx4u8d8fVHt/+zNqYzBwECBAgQIECAAAECEwSEs7YFgYQE4pOP3777B0ecEzvrR4ATWp5SCRAgsCIw6XiFPvFU/SCtInie9QRz02ud9tMNTc9rfAIECBAgQIAAAQIEjhQQztoRBBISGP+x9KL0sj8qn9BSlUqAQOYCxfe7pj7sa1HeGLI+uO8nRx0ns9q4Zc8VXrS2WfcXxzGUPUZj1ni+ToAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdG4kQIAAAQIECBAgQIAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdG4kQIAAAQIECBAgQIAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdG4kQIAAAQIECBAgQIAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdG4kQIAAAQIECBAgQIAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdG4kQIAAAQIECBAgQIAAAQIECBAgQIBAdQHhbHU7dxIgQIAAAQIECBAgQIAAAQIECBAgQKCygHC2Mp0bCRAgQIAAAQIECBAgQIAAAQIECBAgUF1AOFvdzp0ECBAgQIAAAQIECBAgQIAAAQIECBCoLCCcrUznRgIECBAgQIAAAQIECBAgQIAAAQIECFQXEM5Wt3MnAQIECBAgQIAAAQIECBAgQIAAAQIEKgsIZyvTuZEAAQIECBAgQIAAAQIECBAgQIAAAQLVBYSz1e3cSYAAAQIECBAgQIAAAQIECBAgQIAAgcoCwtnKdL+48cFHnqxhFEMQOFJg3dpjw8knHhseOfA0GgK1C6w55piw+cXrwo8ffar2sQ1IIApsPuWE8OjPDoZnnn0OCIHaBU45+fjw9KFnwxMHn619bAMSOOmE48Jxxx4T9v/8EAwCtQusPW5NOOWkteHh/QdrH9uABKLA1k0nhh//9MnwnD+CZbshTj/1xGzXnurChbM1dE44WwOiIY4SEM7aFE0KCGeb1DW2cNYeaFpAONu0cN7jC2fz7n/TqxfONi1sfOGsPSCcTW8PCGdr6JlwtgZEQwhn7YFWBYSzrXJnOZknZ7Nse2uLFs62Rp3lRMLZLNve2qKFs61RZzuRcDbb1q8sXDib3h4QztbQM+FsDYiGEM7aA60KCGdb5c5yMuFslm1vbdHC2daos5xIOJtl21tbtHC2NepsJxLOZtt64WzCrRfOvtC8XV//Vrjhs7eHXbdce1Q73/uB68I3v/295V9/7ateGT718SuOuEY4m/A7oMelO9agx80ZQGnC2QE0sedLEM72vEGJlyecTbyBPS9fONvzBiVennA28QYmUL5wNoEmNVyiJ2cbBm5g+OzD2bvvuTdcfNk1y7QvO2PLUeHsR3Z+LuzZ+/BKIBuD2m1bTwsf3nHJSjuEsw3sTEMG4axN0KSAcLZJXWNHAeGsfdCkgHC2SV1jC2ftgSYFhLNN6ho7Cghn7QPhbHp7IPtwtmjZtCdnt198Zbjmg5eG8887Z/nSGOZe9bEbjwhxhbPpbfwUKhbOptCldGsUzqbbu1QqF86m0qk06xTOptm3VKoWzqbSqTTrFM6m2beUqhbOptStZmoVzjbj2uSowtkXdCeFs3sfejS88aLLw9duvT5s3bxp+cpJvyacbXKL5ju2cDbf3rexcuFsG8p5zyGczbv/Ta9eONu0cN7jC2fz7n/TqxfONi1sfOGsPdDHcHbST6Gn0qlJOWDdtQtnFwxn/8sf/KfwzbN+qe6+GI9AOPbYNeH4444JTx58lgaB2gWOOeaYcNIJx4bHn3ym9rENSCAKxHDjyaefDYcPPweEQO0CJxx/bHh2aW8deuZw7WMbkEAMz9asOSYcXPoe5kWgboG4t+L3sCee8mewum2N97zAySeuDY8/dSgEfwTLdku8aP3a1tcejwT9wpf+8Ih5R48O7SKcLY4xveWGq1Z+Gr4KjHC2ilrFe6o+OXvM3d8NB/7Sr1Sc1W0EpgsIZ+2OJgWEs03qGls4aw80LSCcbVo47/GFs3n3v+nVC2ebFja+cNYeaDucPfd175z6GU6nbzk1XPo7bw1dhLN17QThbF2SJcapeuZsDGe/f8bLw4Y1a0rM4hIC5QUca1DeypXzCzjWYH4zd8wn4FiD+bxcPZ+AYw3m83L1fAKONZjPy9XzCTjWYD4vV88v4FiD+c2GdkebxxrEJ2bv+uPdR3wu0yTPIpyNXyuesB19sra4Z/wJ3NFjRuNnQr19+2+G23d9I9z3wL7lWz7xofeFrVs2hYsvu2Zl2uKeSaHq+Pjx/u1veHWY9OTv7jtuXh5TONviO2RaOBsbtGfvw+FTH79iuZrxtD+Gs3dtPTucubb9x8Zb5DFVBwLC2Q7QM5pSOJtRsztaqnC2I/hMphXOZtLojpYpnO0IPpNphbOZNLrDZQpnO8TvydRthrPxqdkdv/vby0/HrvaKWdo3v/295TA1hqHxFcPW1/z6ueHDOy5Z/u/x/C3mdO//6CdDEZLG62MoW4SvxdfHj0+IY8UMbzxUHQ+S49c/86/+zfL88Wvv+dv//crnTcV6p43TRJuzP3O2OINiFHd8YxWbKF7z2le9ciWojf8dw9mvbj0rnLt2XRP9MWbGAsLZjJvfwtKFsy0gZz6FcDbzDdDw8oWzDQNnPrxwNvMN0PDyhbMNAxs+CGdtgrbC2SL8LHOm66RjDW78/JfDd/7kBxOD1KKLMZC97F1vXw50iydniyB40hOtccz4ZO2uW649IpyN473xostDmVrjtaMPcHpyNoH3VAxnb9uyLVywbn0C1SoxJQHhbErdSq9W4Wx6PUutYuFsah1Lq17hbFr9Sq1a4WxqHUurXuFsWv1KsVrhbIpdq7fmFMPZSQ9OFirF07bTwtnRwHVaqPrjhx5ZPvqgeAp3knjxZO7o1+L1wtl692cjowlnG2E16JKAcNY2aFJAONukrrGjgHDWPmhSQDjbpK6xhbP2QJMCwtkmdY0dBYSz9kFb4WyUnudYg21bT1s5wiDeO/rkbBHOzgpP45mz40/O1hHOxnW8422vX6lv9EgF4WwC76kYzt502unhLSeelEC1SkxJQDibUrfSq1U4m17PUqtYOJtax9KqVzibVr9Sq1Y4m1rH0qpXOJtWv1KsVjibYtfqrbnNcHbWB4LFADaGqWWPNVjt2IFFnpyNwtOONZgUDAtn692TjY8Ww9mdp740XHTSixqfywR5CQhn8+p326sVzrYtnt98wtn8et7mioWzbWrnN5dwNr+et7li4Wyb2nnOJZzNs++jq24znI3zxqdORz+UK/5aEXgWn+k0K5yN98Sg9wtf+sMjjh6I4e6v/+ovh/PPO2fqmbNlnpzdunnTckD8owcfWj6PNr6KDwSLHwQ2HtzGNcWXYw0SeT8JZxNpVIJlCmcTbFpCJQtnE2pWoqUKZxNtXCJlC2cTaVSiZQpnE21cImULZxNpVMJlCmcTbl5Npbcdzo4Gq6NLGA1Ny4Sz08YpjjpY5MnZGM7GV6zjm9/+3kqZRY0xBN756S+u/Ho85/b9H/2kcLamPdn4MDGcvWLjpnD5xlMbn8sEeQkIZ/Pqd9urFc62LZ7ffMLZ/Hre5oqFs21q5zeXcDa/nre5YuFsm9p5ziWczbPvo6vuIpylvpjAMc8tvRYbIu+7hbN597/J1Qtnm9Q1tnDWHmhaQDjbtHDe4wtn8+5/06sXzjYtnPf4wtm8+9/G6oWzbSj3ew7hbL/7M6k64eyCPYvh7Hs2nBKuPuW0BUdyO4EjBYSzdkSTAsLZJnWNHQWEs/ZBkwLC2SZ1jS2ctQeaFBDONqlr7CggnLUPhLPp7QHh7II9i+HsRSdtWPpQsC0LjuR2AsJZe6A9AeFse9a5ziSczbXz7axbONuOc66zCGdz7Xw76xbOtuOc8yzC2Zy7//zahbPp7QHh7II9i+HsW9afHG56ydYFR3I7AeGsPdCegHC2PetcZxLO5tr5dtYtnEEALKsAACAASURBVG3HOddZhLO5dr6ddQtn23HOeRbhbM7dF86m2n3h7IKdi+HsBSesD7dt3rbgSG4nIJy1B9oTEM62Z53rTMLZXDvfzrqFs+045zqLcDbXzrezbuFsO845zyKczbn7wtlUuy+cXbBzwtkFAd0+VcCZszZHkwLC2SZ1jR0FhLP2QZMCwtkmdY0tnLUHmhQQzjapa+woIJy1DxxrkN4eEM4u2LMYzp57/Lrw1ZeeteBIbidwpIBw1o5oUkA426SusYWz9kDTAsLZpoXzHl84m3f/m169cLZpYeMLZ+0B4Wx6e0A4u2DPYjh75trjw11bX7bgSG4nIJy1B9oTEM62Z53rTJ6czbXz7axbONuOc66zCGdz7Xw76xbOtuOc8yzC2Zy7//zahbPp7QHh7II9i+HshjVrwvfPePmCI7mdgHDWHmhPQDjbnnWuMwlnc+18O+sWzrbjnOsswtlcO9/OuoWz7TjnPItwNufuC2dT7b5wdsHOxXA2vvacdc6CI7mdgHDWHmhPQDjbnnWuMwlnc+18O+sWzrbjnOsswtlcO9/OuoWz7TjnPItwNufuC2fHu7/94iuXf2nXLdf2emMIZxdsj3B2QUC3TxVw5qzN0aSAcLZJXWNHAeGsfdCkgHC2SV1jC2ftgSYFhLNN6ho7Cghn7QPHGjy/B+6+597wLz73B+FHDz4UrvngpeH88/r7UKVwdsH37S/t/kH44dNPL505e/bS2bNrFxzN7QR+ISCctRuaFBDONqlrbOGsPdC0gHC2aeG8xxfO5t3/plcvnG1a2PjCWXtAOPv8HvjIzs+F//pX/1L4f7/7H5f/+8M7Lunt5hDOLtga4eyCgG6fKiCctTmaFBDONqlrbOGsPdC0gHC2aeG8xxfO5t3/plcvnG1a2PjCWXug7XD2vqUHFr/75FOdwP/Wxg1T5z33de8MX7v1+vDjhx4JV33sxl4fbSCcXXD7/NX//Ofhjp89Hm7bsi1csG79gqO5ncAvBISzdkOTAsLZJnWNLZy1B5oWEM42LZz3+MLZvPvf9OqFs00LG184aw90Ec6evfRT5W2/Xnb88eGH575i4rTFkQaf+vgVy1+PQe0tN1zV26MNhLML7h7h7IKAbp8qIJy1OZoUEM42qWts4aw90LSAcLZp4bzHF87m3f+mVy+cbVrY+MJZe6CLcPb3HniwE/g/+C/OnjhvcaTB9je8evnr8b/jq69HGwhnF9w+f/Mv7gv/+rH94abTTg9vOfGkBUdzO4FfCAhn7YYmBYSzTeoaWzhrDzQtIJxtWjjv8YWzefe/6dULZ5sWNr5w1h5oO5zto3h8UnbSa/cdN/ex3CCcXbAt77rvR+HmR38adm7aEi46efpZFwtO4/YMBYSzGTa9xSULZ1vEznSqzaecEB792cHwzLPPZSpg2U0KCGeb1DW2cNYeaFJAONukrrGjgHDWPsg9nI1HGkw6Y7bPRxsIZxd83+7Y82D4pw/9JFx9ymnhPRtOWXA0txP4hYBw1m5oUkA426SusaOAcNY+aFJAONukrrGFs/ZAkwLC2SZ1jS2ctQeiQO7h7Hs/cF3YtvW0o44w6PPRBsLZBd+7v//jfeHqvfvCFRs3hcs3nrrgaG4nIJy1B9oREM6245zzLMLZnLvf/NqFs80b5zyDcDbn7je/duFs88a5z+DJ2dx3gHA2xR0gnF2wa/Gp2fj0bHxqNj4960WgLgFPztYlaZxJAsJZ+6JpAeFs08J5jy+czbv/Ta9eONu0cN7jC2fz7n8bqxfOtqHc7zlyf3K2392ZXJ1wdsGu3fzIT8O77v9RuOikDWHnqVsWHM3tBH4hIJy1G5oUEM42qWvsKCCctQ+aFBDONqlrbOGsPdCkgHC2SV1jRwHhrH0gnE1vDwhnF+zZv95/IPzNP/9heMv6k8NNL9m64GhuJyCctQfaERDOtuOc8yzC2Zy73/zahbPNG+c8g3A25+43v3bhbPPGuc8gnM19BzjWIMUdIJxdsGt3PP54+Kv3/nm44IT14bbN2xYcze0EhLP2QDsCwtl2nHOeRTibc/ebX7twtnnjnGcQzubc/ebXLpxt3jj3GYSzue8A4WyKO6D1cHb7xVeG+x7YN9Fq9x03J2conE2uZckU7FiDZFqVZKHC2STbllTRwtmk2pVcscLZ5FqWVMHC2aTalVyxwtnkWpZcwcLZ5FpWe8GONaidtPEBWw1n3/uB68K2raeFD++4pPGFtTXBDw8+HX7pT38Qzjxubbjr9LPbmtY8GQgIZzNocodLFM52iJ/J1MLZTBrd0TKFsx3BZzKtcDaTRne0TOFsR/AZTSuczajZU5YqnE1vD7Qazp77uneGW264Kpx/3jnpSU2p+LFnnw0v/u7usGHNmvD9M14+mHVZSPcCwtnuezDkCoSzQ+5uP9YmnO1HH4ZahXB2qJ3tx7qEs/3ow1CrEM4OtbP9WZdwtj+96KoS4WxX8tXnFc5Wt1u585i7v7v8/+85azihcw0shlhQQDi7IKDbVxUQztogTQsIZ5sWznt84Wze/W969cLZpoXzHl84m3f/21i9cLYN5X7PIZztd38mVddqOBuPNXjbm18btr/h1elJrVLxxv9wTzhw+PDyk7PxCVovAnUICGfrUDTGNAHhrL3RtIBwtmnhvMcXzubd/6ZXL5xtWjjv8YWzefe/jdULZ9tQ7vccwtl+96fzcPbue+4NV33sxrDrlmvTk1ql4rO+9/3wo2cOhbu2nh3OXLt2UGuzmO4EhLPd2ecws3A2hy53u0bhbLf+Q59dODv0Dne7PuFst/5Dn104O/QOd78+4Wz3Pei6AuFsCNsvvjLc98C+I1qx+46bu27N1PlbfXI2njm72qvPUKvVfd49/zHsPnQwfHXrWeHctet622yFpSUgnE2rX6lVK5xNrWPp1SucTa9nKVUsnE2pW+nVKpxNr2cpVSycTalbadYqnE2zb3VWLZx9Ppy97F1vX/nJ/Y/s/FzYs/fh8KmPX1EndW1jtRrO1lZ1zwb6y3/6n8OdB58It23ZFi5Yt75n1SknVQHhbKqdS6Nu4WwafUq5SuFsyt3rf+3C2f73KOUKhbMpd6//tQtn+9+j1CsUzqbewcXrF84eHc7u+vq3wg2fvb23P8kvnF1834e/9oM/C1958ufhptNOD2858aQaRjQEgRCEs3ZBkwLC2SZ1jR0FhLP2QZMCwtkmdY0tnLUHmhQQzjapa+woIJy1D9oOZ+977L7w3X3f7QT+t/7Sb02cd/zJ2fgZWL/xa68Il/7OWzupc9akrYez8dzZiy+75oi6brnhqnD+eefMqrW3X3/Hf/phuPXnB8LOTVvCRSdv6G2dCktLQDibVr9Sq1Y4m1rH0qtXOJtez1KqWDibUrfSq1U4m17PUqpYOJtSt9KsVTibZt/qrLqLcPbsf3Z2nUsoNdbLNr4s/PAf/HBqODt+5uyO3/1t4WzUio8Rv/+jnwxfu/X6sHXzpmXAvQ89Gt540eXhEx9638pZEKW60KOL/uGfPxCu2/9ouGLjpnD5xlN7VJlSUhYQzqbcvf7XLpztf49Sr1A4m3oH+12/cLbf/Um9OuFs6h3sd/3C2X73ZwjVCWeH0MXF1tBFOPt7//b3Fiu64t1/8Lf+YGo4O3rmbLwofg5WX7PHVp+cHX+suBDs+9kPs/aIcHaWkK9XERDOVlFzT1kB4WxZKddVFRDOVpVzXxkB4WwZJddUFRDOVpVzXxkB4WwZJdcsIiCcXURvGPe2Hc72UW1S/tjnow1aDWdjSj3pCIPiqIPdd9zcx57OrOmf3rcv7Hh0X7jopA1h56lbZl7vAgJlBISzZZRcU1VAOFtVzn1lBYSzZaVcV0VAOFtFzT1lBYSzZaVcV0VAOFtFzT3zCAhn59Ea5rXC2aM/EKzvP7Xfajg71Cdn//cf/SS8+ycPhresPznc9JKtw3x3W1XrAsLZ1smzmlA4m1W7O1mscLYT9mwmFc5m0+pOFiqc7YQ9m0mFs9m0urOFCmc7o+/NxMLZ58PZ8TNn+3qkQdw4rYazQz1z9v/c80i48KE94YIT1ofbNm/rzRtSIWkLCGfT7l/fqxfO9r1D6dcnnE2/h31egXC2z91JvzbhbPo97PMKhLN97s4wahPODqOPi6xCOLuIXjf3thrOxiUWRxiMLnfSUQfdcFSb9f/e+1h404/vD+cevy589aVnVRvEXQTGBISztkSTAsLZJnWNHQWEs/ZBkwLC2SZ1jS2ctQeaFBDONqlr7CggnLUPhLPp7YHWw9n0iGZX/K0f7w+v2XtfOPO4teGu08+efYMrCJQQEM6WQHJJZQHhbGU6N5YUEM6WhHJZJQHhbCU2N5UUEM6WhHJZJQHhbCU2N80hIJydA2uglwpn02uscLaGnj34yJNh2/33Lo+056xzahjREARCEM7aBU0KCGeb1DV2FBDO2gdNCghnm9Q1tnDWHmhSQDjbpK6xo4Bw1j4Qzqa3B1oJZ8993TtDPHj3/R/95KpCu++4OT3BpYqFs0m2rfdFC2d736KkCxTOJt2+JIoXzibRpmSLFM4m27okChfOJtGmZIsUzibbumQKF84m06rGChXONkbb2MCthLONVd+TgWM4+5oHfxh+9MyhcNfWs8OZa9f2pDJlpCwgnE25e/2vXTjb/x6lXqFwNvUO9rt+4Wy/+5N6dcLZ1DvY7/qFs/3uzxCqE84OoYuLrUE4u5hfF3e3Gs7GJ2gnffjXrq9/K9zw2dvDrluu7cJg4TljOBs/EGz30wfDbVu2hQvWrV94TAMQEM7aA00KCGeb1DV2FBDO2gdNCghnm9Q1tnDWHmhSQDjbpK6xo4Bw1j4Qzqa3B3oRzt59z73h4suuCSkfa3DhQ3vCnU89IZxN7z3Q24qFs71tzSAKE84Ooo29XoRwttftSb444WzyLez1AoSzvW5P8sUJZ5NvYe8XIJztfYsaL1A42zhx7RP0Ipy98fNfDrfv+kbST87ueGRfuPXnB8LOU18aLjrpRbU3yoD5CQhn8+t5mysWzrapnedcwtk8+97WqoWzbUnnOY9wNs++t7Vq4Wxb0vnOI5zNt/fFyoWz6e2BxsPZ4qnYWTSTjjuYdU9fvh6PNbj6sYfDZw48Fq4+5bTwng2n9KU0dSQsIJxNuHkJlC6cTaBJiZconE28gT0vXzjb8wYlXp5wNvEG9rx84WzPGzSA8oSzA2jigksQzi4I2MHtjYezo2uaduZsB+uudcoYzl6//5Fw3f5HwxUbN4XLN55a6/gGy1NAOJtn39tatXC2Lel85xHO5tv7NlYunG1DOd85hLP59r6NlQtn21DOew7hbN79j6sXzqa3B1oNZ9PjKVdxDGdvffxA2PHovqUjDTYsHW2wpdyNriKwioBw1vZoUkA426SusaOAcNY+aFJAONukrrGFs/ZAkwLC2SZ1jR0FhLP2gXA2vT0gnK2hZzGc/cqTPw/vfvjB8Jb1J4ebXrK1hlENkbuAcDb3HdDs+oWzzfoaXThrDzQrIJxt1jf30YWzue+AZtcvnG3W1+jCWXvAk7Mp7oFWw9m9Dz0a3njR5VOddt9xc4qGIYazdx58Ily4b0+44IT14bbN25Jch6L7JSCc7Vc/hlaNcHZoHe3fejw527+eDKki4eyQutm/tQhn+9eTIVUknB1SN/u5Fk/O9rMvbVblydk2teuZq9VwdvvFV4a3b//N8Ou/+svhqo/dGHbdcu3yKt77gevC29782rD9Da+uZ1UtjxLD2d2HDoY37b0/nHv8uvDVl57VcgWmG6KAcHaIXe3PmoSz/enFUCsRzg61s/1Yl3C2H30YahXC2aF2th/rEs72ow9DrkI4O+TullubcLacU5+uajWcLT4Q7KWbTw3vvvzalXD27nvuPSKs7RNQmVpiOHvg8OHwKw/8WdiwZk34/hkvL3ObawisKiCctUGaFBDONqlr7CggnLUPmhQQzjapa2zhrD3QpIBwtkldY0cB4ax9IJxNbw90Es6ef945IQa1xTEGMZy9+LJrVv47NcYYzsbXtvvvXf7fPWedk9oS1NtDAeFsD5syoJKEswNqZk+XIpztaWMGUpZwdiCN7OkyhLM9bcxAyhLODqSRPV6GcLbHzWmpNOFsS9A1TtNqOBuPL/iNX3tFuPR33rp8lEHx/9/4+S+H23d9Y+VJ2hrX18pQRTj7mgd/GH70zKFw19azw5lr17Yyt0mGKyCcHW5v+7Ay4WwfujDsGoSzw+5v16sTznbdgWHPL5wddn+7Xp1wtusODH9+4ezwezxrhcLZWUL9+3qr4ez48uPTs8Xra7deH7Zu3tQ/oRIVFeHshQ/tCXc+9US4bcu2cMG69SXudAmB6QLCWbujSQHhbJO6xo4Cwln7oEkB4WyTusYWztoDTQoIZ5vUNXYUEM7aB8LZ9PZAp+FselyTKxbODqWT/VqHcLZf/RhaNcLZoXW0f+sRzvavJ0OqSDg7pG72by3C2f71ZEgVCWeH1M1+rkU428++tFmVcLZN7XrmajWcLT4QLJ45O6RXEc7ueGRfuPXnB8LOTVvCRSdvGNISraUDAeFsB+gZTSmczajZHS1VONsRfCbTCmczaXRHyxTOdgSfybTC2Uwa3eEyhbMd4vdkauFsTxoxRxnC2Tmwpl1ahLPX738kXLf/0XDFxk3h8o2n1jCyIXIWEM7m3P3m1y6cbd449xmEs7nvgGbXL5xt1jf30YWzue+AZtcvnG3W1+iONbAHQhDOprcLWg1n44eAve3Nrw3b3/Dq9KRWqbgIZz9z4LFw9WMPh/dsOCVcfcppg1qjxbQvIJxt3zynGYWzOXW7m7UKZ7txz2VW4Wwune5mncLZbtxzmVU4m0unu1unJ2e7s+/LzMLZvnSifB2thrN7H3o0vPvya8OuW64tX2ECVxbh7Fee/Hl498MPhresPznc9JKtCVSuxD4LCGf73J30axPOpt/Dvq9AONv3DqVdn3A27f71vXrhbN87lHZ9wtm0+5dC9cLZFLrUbI3C2WZ9mxi91XA2njm72mv3HTc3scbGxyzC2TsPPhEu3LcnXHDC+nDb5m2Nz2uCYQsIZ4fd365XJ5ztugPDn184O/wed7lC4WyX+sOfWzg7/B53uULhbJf6ecwtnM2jz6utUjib3h5oNZxNj6dcxUU4+6NDh8Jr9v4wnHnc2nDX6WeXu9lVBKYICGdtjSYFhLNN6ho7Cghn7YMmBYSzTeoaWzhrDzQpIJxtUtfYUUA4ax8IZ9PbA62Gs/HJ2VtuuCqcf945R0jt+vq3wg2fvT3Z4w6KcDYuatv99y6vbc9ZR64xva2h4q4FhLNdd2DY8wtnh93fPqxOONuHLgy3BuHscHvbh5UJZ/vQheHWIJwdbm/7sjLhbF860V0dwtnu7KvO3Itw9u577g0XX3ZNSP1Yg9iEX3ngz8KBw4fD9894ediwZk3VvriPQBDO2gRNCghnm9Q1dhQQztoHTQoIZ5vUNbZw1h5oUkA426SusaOAcNY+EM6mtwd6Ec7e+Pkvh9t3fWMQT86+ae/9Yfehg+GrW88K565dl96OUHFvBISzvWnFIAsRzg6yrb1alHC2V+0YXDHC2cG1tFcLEs72qh2DK0Y4O7iW9m5BwtnetaT1goSzrZMvPGHj4WzxVOysSicddzDrnja+HoPjnZ/+4lFTjT7lO3qsQfxAsPjBYLdt2RYuWLe+jRLNMVAB4exAG9uTZQlne9KIAZchnB1wc3uwNOFsD5ow4BKEswNubg+WJpztQRMGXoJwduANLrE84WwJpJ5d0ng4O7reaWfO9szkiHJiOPudP/lB+NTHr5ha5mg4u+ORfeHWnx8IOzdtCRedvKHPS1NbzwWEsz1vUOLlCWcTb2AC5QtnE2hSwiUKZxNuXgKlC2cTaFLCJQpnE25eIqULZxNpVINlCmcbxG1o6FbD2YbW0Oiw84az1+9/JFy3/9FwxcZN4fKNpzZam8GHLSCcHXZ/u16dcLbrDgx/fuHs8Hvc5QqFs13qD39u4ezwe9zlCoWzXernMbdwNo8+r7ZK4Wx6e0A4O6Nn48cavOyMLUedjTv65Oytjx8IOx7dFy46aUPYeeqW9HaEinsjIJztTSsGWYhwdpBt7dWihLO9asfgihHODq6lvVqQcLZX7RhcMcLZwbW0dwsSzvauJa0XJJxtnXzhCVsPZ7dffGW474F9EwsfPcd14ZU1NMB7P3Dd8sijxxz87IlDK7P9P0/+PLz1/vvDf7P+pPDlM89qqArD5iBw7LFrwvHHHROePPhsDsu1xpYFjjnmmHDSCceGx598puWZTZeLQAw3nnz62XD48HO5LNk6WxQ44fhjw7NLe+vQM4dbnNVUuQjE8GzNmmPCwaXvYV4E6haIeyt+D3viKX8Gq9vWeM8LnHzi2vD4U0sZhT+CZbslXrR+bbZrT3XhrYazMdjctvW08OEdl6TqFYoPOBsNkkfD2e8efCq89od/EX71hBPCN1/2S8muU+HdCwhnu+/BkCsQzg65u/1Ym3C2H30YahXC2aF2th/rEs72ow9DrUI4O9TO9mddwtn+9KKrSoSzXclXn7fVcDbFDwQbp50Uzo4eaxCv33b/vcu37TnrnOqdcWf2Ao41yH4LNArgWINGeQ2+JOBYA9ugSQHHGjSpa2zHGtgDTQo41qBJXWNHAcca2AeONUhvDwhnZ/QsHsOw65ZrV66K//2aXz/3iKd/x8PZX3ngz8KBw4fD9894ediwZk16u0LFvRAQzvaiDYMtQjg72Nb2ZmHC2d60YpCFCGcH2dbeLEo425tWDLIQ4ewg29qrRQlne9WOTooRznbCvtCkrYaz8ViDt735tWH7G169UNFt3hxr/ua3v7cy5Tve9vqjjmUYD2cvfGhPuPOpJ8JtW7aFC9atb7Nccw1IQDg7oGb2cCnC2R42ZWAlCWcH1tCeLUc427OGDKwc4ezAGtqz5Qhne9aQAZYjnB1gU+dcknB2TrAeXN5qOBuPBLjqYzce8SRqDwwWLmE8nH33T/aGrzzxeLjptNPDW048aeHxDZCngHA2z763tWrhbFvS+c4jnM23922sXDjbhnK+cwhn8+19GysXzrahnPccwtm8+x9XL5xNbw+0Gs7GM2dXe41+yFZKlOPh7NWPPRw+c+CxcMXGTeHyjaemtBS19khAONujZgywFOHsAJvasyUJZ3vWkIGVI5wdWEN7thzhbM8aMrByhLMDa2gPlyOc7WFTWi5JONsyeA3TtRrO1lBvL4cYD2djMBsD2vdsOCVcfcppvaxZUf0XEM72v0cpVyicTbl7adQunE2jT6lWKZxNtXNp1C2cTaNPqVYpnE21c+nULZxNp1dNVSqcbUq2uXGFszXYjoezdx58Ily4b0+44IT14bbN22qYwRA5Cghnc+x6e2sWzrZnnetMwtlcO9/OuoWz7TjnOotwNtfOt7Nu4Ww7zjnPIpzNufvPr104m94eaD2cHf2ArVtuuCqcf945IR53MOmDtlLhHA9ndx86GN609/5w7vHrwldfelYqy1BnzwSEsz1ryMDKEc4OrKE9XI5wtodNGVBJwtkBNbOHSxHO9rApAypJODugZvZ0KcLZnjamxbKEsy1i1zRVq+FsDGa3bT0tfHjHJWH7xVeGaz546XI4u+vr3wo3fPb2ZD8obDycjb3Zdv+9yy3ac9Y5NbXKMLkJCGdz63i76xXOtuud42zC2Ry73t6ahbPtWec4k3A2x663t2bhbHvWuc4knM21879Yt3A2vT3Qajgbn5D92q3Xh62bNx0Rzt59z73h4suuCUP5QLC4Dd704/vD7qcPhq9uPSucu3ZdejtDxZ0LCGc7b8GgCxDODrq9vViccLYXbRhsEcLZwba2FwsTzvaiDYMtQjg72Nb2ZmHC2d60orNChLOd0VeeuNVwNj4te9P1Vx4Vzg7xydkLH9oT7nzqiXDblm3hgnXrKzfIjfkKCGfz7X0bKxfOtqGc9xzC2bz73/TqhbNNC+c9vnA27/43vXrhbNPCxhfO2gPC2fT2QKvh7I2f/3K4fdc3lo8vKI41eOnmU8MbL7o87Pjd3w6X/s5b0xNcqnjSsQZXP/Zw+MyBx8LVp5wW3rPhlCTXpehuBYSz3foPfXbh7NA73P36hLPd92DIFQhnh9zd7tcmnO2+B0OuQDg75O72Y23C2X70ocsqhLNd6lebu9VwNpZYHGEwWu4nPvS+sP0Nr662gh7cNSmcXQ5mlwLaGMzGgNaLwLwCwtl5xVw/j4Bwdh4t11YREM5WUXNPWQHhbFkp11UREM5WUXNPWQHhbFkp11UVEM5WlRvOfcLZ9HrZejibHtHsiieFs/FIg3i0wQUnrA+3bd42exBXEBgTEM7aEk0KCGeb1DV2FBDO2gdNCghnm9Q1tnDWHmhSQDjbpK6xo4Bw1j4Qzqa3B1oNZz+y83PhC1/6w6M++Ct+UNg73vb68OEdl6QnuFTxpHA2fhhY/FCwDWvWhO+f8fIk16XobgWEs936D3124ezQO9z9+oSz3fdgyBUIZ4fc3e7XJpztvgdDrkA4O+Tu9mNtwtl+9KHLKoSzXepXm7vVcDaeM3vZu95+1BEGQ/xAsNiOX3ngz8KBw4eXw9kY0noRmEdAODuPlmvnFRDOzivm+nkFhLPzirl+HgHh7Dxarp1XQDg7r5jr5xEQzs6j5doqAsLZKmrDukc4m14/Ww1n4xOyt9xwVTj/vHOOkCrOod19x83pCS5VPOnJ2biQeKxBPN7gti3bwgXr1ie5NkV3JyCc7c4+h5mFszl0uds1Cme79R/67MLZoXe42/UJZ7v1H/rswtmhd7j79Qlnu+9B1xUIZ7vuwPzztxrO5vbk7Lt/sjd85YnHlz8QLH4wmBeBeQSEs/NouXZeAeHsvGKun1dAODuvmOvnERDOzqPl2nkFhLPzirl+HgHh7Dxarq0iIJytojase4SzXToJhAAAIABJREFU6fWz1XA2Hl/w/o9+Mnzt1uvD1s2blrX2PvRoeONFl4dPfOh9Rx13kArntCdnP3PgsXD1Yw8vB7MxoPUiMI+AcHYeLdfOKyCcnVfM9fMKCGfnFXP9PALC2Xm0XDuvgHB2XjHXzyMgnJ1Hy7VVBISzVdSGdY9wNr1+thrORp7iCINRqklHHaREOS2cvfPgE+HCfXvCBSesD7dt3pbSktTaAwHhbA+aMOAShLMDbm5Pliac7UkjBlqGcHagje3JsoSzPWnEQMsQzg60sT1alnC2R83oqBThbEfwC0zbeji7QK29vXVaOLv70MHwpr33L38YWPxQMC8C8wgIZ+fRcu28AsLZecVcP6+AcHZeMdfPIyCcnUfLtfMKCGfnFXP9PALC2Xm0XFtFQDhbRW1Y9whn0+uncLaGnk0LZ+PQv/LAn4UDhw8vh7MxpPUiUFZAOFtWynVVBISzVdTcM4+AcHYeLdfOKyCcnVfM9fMICGfn0XLtvALC2XnFXD+vgHB2XrHhXS+cTa+nrYez8UPB7ntg30Sp3XfcnJ7gUsWrhbMXPrQn3PnUE+G2LdvCBevWJ7k+RXcjIJztxj2XWYWzuXS6u3UKZ7uzz2Fm4WwOXe5ujcLZ7uxzmFk4m0OXu12jcLZb/z7MLpztQxfmq6HVcPa9H7gubNt6Wvjwjkvmq7LnV68WzsYPBIsfDHbFxk3h8o2n9nwlyuuTgHC2T90YXi3C2eH1tG8rEs72rSPDqkc4O6x+9m01wtm+dWRY9Qhnh9XPPq5GONvHrrRbk3C2Xe86Zms1nD33de8MqX/41yT01cLZrzz58/Duhx8Mb1l/crjpJVvr6JkxMhEQzmbS6I6WKZztCD6jaYWzGTW7g6UKZztAz2hK4WxGze5gqcLZDtAzm1I4m1nDJyxXOJveHhDO1tCz1cLZ4kPBzjxubbjr9LNrmM0QuQgIZ3PpdDfrFM52457TrMLZnLrd/lqFs+2b5zSjcDanbre/VuFs++a5zSicza3jR69XOJveHmg1nI3HGrztza8N29/w6vSkVql4tXA23lZ8KFgMZ2NI60WgjIBwtoySa6oKCGeryrmvrIBwtqyU66oICGerqLmnrIBwtqyU66oICGerqLlnHgHh7Dxaw7xWOJteX1sNZ+++595w1cduDLtuuTY9qQXC2Qv3LX0o2MEnwk2nnR7ecuJJg1q7xTQnIJxtztbIIQhn7YKmBYSzTQvnPb5wNu/+N7164WzTwnmPL5zNu/9trF4424Zyv+cQzva7P5OqazWcjWfOrvbafcfN6QkuVTzryVkfCpZkWzsvWjjbeQsGXYBwdtDt7cXihLO9aMNgixDODra1vViYcLYXbRhsEcLZwba2NwsTzvamFZ0VIpztjL7yxK2Gs5Wr7PmNs8LZrzyx9KFgP3kwXHDC+nDb5m09X43y+iIgnO1LJ4ZZh3B2mH3t06qEs33qxvBqEc4Or6d9WpFwtk/dGF4twtnh9bRvKxLO9q0j7dcjnG3ffNEZhbOLCi7dPyucPXD48PK5s/H1/TNeHjasWVPDrIYYuoBwdugd7nZ9wtlu/XOYXTibQ5e7W6Nwtjv7HGYWzubQ5e7WKJztzj6XmYWzuXR6+jqFs+ntgdbD2Xju7MWXXXOE1C03XBXOP++c9PReqHhWOBsvu/ChpXNnn3oi3LZlW7hg3fpk16rw9gSEs+1Z5ziTcDbHrre7ZuFsu965zSacza3j7a5XONuud26zCWdz63j76xXOtm/etxmFs33ryOx6Wg1nd339W+H9H/1k+Nqt14etmzctV7f3oUfDGy+6PHziQ+8L29/w6tkV9/CKMuHs9fsfCdftfzS8Z8Mp4epTTuvhKpTUNwHhbN86Mqx6hLPD6mcfVyOc7WNXhlOTcHY4vezjSoSzfezKcGoSzg6nl31diXC2r51pry7hbHvWdc3Uaji7/eIrw2XvevtRIWwMbW/47O1h1y3X1rWuVscpE87eefCJcOG+PeHc49eFr770rFbrM1maAsLZNPuWStXC2VQ6lW6dwtl0e5dC5cLZFLqUbo3C2XR7l0LlwtkUupR2jcLZtPtXR/XC2ToU2x2j1XD23Ne9M0w6wqA46mD3HTe3u/qaZisTzsap4rmz8fzZu04/O5x53NqaZjfMUAWEs0PtbD/WJZztRx+GXIVwdsjd7X5twtnuezDkCoSzQ+5u92sTznbfg6FXIJwdeodnr084O9uob1e0Gs7m/ORsbPy7f7I3fOWJx8POTZvDRSdv7NteUE/PBISzPWvIwMoRzg6soT1cjnC2h00ZUEnC2QE1s4dLEc72sCkDKkk4O6Bm9nQpwtmeNqbFsoSzLWLXNFWr4WzOZ87Gft36+P6w49GHwlvWnxxuesnWmlpomKEKCGeH2tl+rEs4248+DLkK4eyQu9v92oSz3fdgyBUIZ4fc3e7XJpztvgdDr0A4O/QOz16fcHa2Ud+uaDWcjYsvjjAYhZh01EHfoFarp+yxBrufPhje9OP7l480iEcbeBFYTUA4a380KSCcbVLX2FFAOGsfNCkgnG1S19jCWXugSQHhbJO6xo4Cwln7QDib3h5oPZxNj2h2xWXD2TjSax78YfjRM4fCbVu2hQvWrZ89uCuyFRDOZtv6VhYunG2FOetJhLNZt7/xxQtnGyfOegLhbNbtb3zxwtnGibOfQDib/RYIwtn09oBwtoaezRPOxmMN4vEG8czZePasF4FpAsJZe6NJAeFsk7rGjgLCWfugSQHhbJO6xhbO2gNNCghnm9Q1dhQQztoHwtn09kAr4Wxx1uwnPvS+sP0Nrz5CabWvpcI5Tzi7+9DS0QZ7HW2QSm+7rFM426X+8OcWzg6/x12vUDjbdQeGPb9wdtj97Xp1wtmuOzDs+YWzw+5vH1YnnO1DF7qtQTjbrX+V2VsJZ9/7gevCtq2nhQ/vuGRijR/Z+bmwZ+/D4VMfv6LKGjq/Z55wNhbraIPOW5ZEAcLZJNqUbJHC2WRbl0zhwtlkWpVkocLZJNuWTNHC2WRalWShwtkk25ZU0cLZpNrVSLHC2UZYGx20lXD23Ne9M6z2oV/Fh4TtvuPmRhfb1ODzhrOfOfBYuPqxhx1t0FRDBjKucHYgjezpMoSzPW3MgMoSzg6omT1cinC2h00ZUEnC2QE1s4dLEc72sCkDK0k4O7CGVliOcLYCWse3CGdraMC84Wz8QLD49Gx83XX62eHM49bWUIUhhiYgnB1aR/u1HuFsv/oxxGqEs0Psan/WJJztTy+GWIlwdohd7c+ahLP96cVQKxHODrWz5dclnC1v1ZcrWwlnt198Zbjmg5eG8887Z+K645OzV33sxrDrlmv74jJXHfOGs3FwHww2F3GWFwtns2x7a4sWzrZGne1EwtlsW9/KwoWzrTBnO4lwNtvWt7Jw4WwrzFlPIpzNuv3LixfOprcHWglnb/z8l8N3/uQHU8+UnXUmbd9Zq4SzxdOz8anZL27e5unZvje5g/qEsx2gZzSlcDajZne0VOFsR/CZTCuczaTRHS1TONsRfCbTCmczaXSHyxTOdojfk6mFsz1pxBxltBLOxnri07PxNf50bPz1+x7YF1I9bzauqUo4G++78KE94c6nngg7N21ePn/Wi8CogHDWfmhSQDjbpK6xo4Bw1j5oUkA426SusYWz9kCTAsLZJnWNHQWEs/aBcDa9PdBaOBtp4hO0Oz/9xSOU3vG214cP77gkPbmRiquGs1958ufh3Q8/uPzUbDx71ouAcNYeaEtAONuWdL7zCGfz7X0bKxfOtqGc7xzC2Xx738bKhbNtKOc9h3A27/7H1Qtn09sDrYaz6fGUq7hqOBtHjx8MFo84uPqUl4T3bHhxuQldlYWAJ2ezaHNnixTOdkafzcTC2Wxa3clChbOdsGczqXA2m1Z3slDhbCfsWU0qnM2q3RMXK5xNbw8IZ2vo2SLh7K2P71/+cDBnz9bQiIENIZwdWEN7thzhbM8aMsByhLMDbGqPliSc7VEzBliKcHaATe3RkoSzPWrGQEsRzg60sXMsSzg7B1ZPLhXO1tCIRcLZOH0MZ2NIG8+djefPehGIAsJZ+6BJAeFsk7rGjgLCWfugSQHhbJO6xhbO2gNNCghnm9Q1dhQQztoHwtn09oBwtoaeLRrOxmMN3vTj+8OBw4d9OFgN/RjKEMLZoXSyn+sQzvazL0OqSjg7pG72by3C2f71ZEgVCWeH1M3+rUU427+eDK0i4ezQOjr/eoSz85t1fYdwtoYOLBrOxhI+c+Cn4erHfuJ4gxr6MZQhhLND6WQ/1yGc7WdfhlSVcHZI3ezfWoSz/evJkCoSzg6pm/1bi3C2fz0ZWkXC2aF1dP71CGfnN+v6DuFsDR2oI5yNZRTHG1ywbn24bcu2GiozRMoCwtmUu9f/2oWz/e9R6hUKZ1PvYL/rF872uz+pVyecTb2D/a5fONvv/gyhOuHsELq42BqEs4v5dXG3cLYG9brC2Xi8wW8/tCfE/33PhheHq095SQ3VGSJVAeFsqp1Lo27hbBp9SrlK4WzK3et/7cLZ/vco5QqFsyl3r/+1C2f736PUKxTOpt7BxesXzi5u2PYIwtkaxOsKZ2Mpuw8dDBfue2D5/NkrNp4aLt+4qYYKDZGigHA2xa6lU7NwNp1epVqpcDbVzqVRt3A2jT6lWqVwNtXOpVG3cDaNPqVcpXA25e7VU7twth7HNkcRztagXWc4G8v5yhOPh3f/ZO9yZZ6graFBiQ4hnE20cYmULZxNpFEJlymcTbh5CZQunE2gSQmXKJxNuHkJlC6cTaBJiZconE28gTWUL5ytAbHlIYSzNYDXHc7Gku586onwd5cC2vgE7UUnbwy/v3TEwYY1a2qo1hCpCAhnU+lUmnUKZ9PsW0pVC2dT6lZ6tQpn0+tZShULZ1PqVnq1CmfT61lqFQtnU+tY/fUKZ+s3bXpE4WwNwk2Es7Gs0SMOzjxubbjptK3h3LXraqjYECkICGdT6FK6NQpn0+1dKpULZ1PpVJp1CmfT7FsqVQtnU+lUmnUKZ9PsW0pVC2dT6lYztQpnm3FtclThbA26TYWzsbTRDwmL/x2PObh8wyZP0dbQt74PIZzte4fSrk84m3b/UqheOJtCl9KtUTibbu9SqFw4m0KX0q1ROJtu71KpXDibSqeaq1M425xtUyMLZ2uQbTKcjeXFow2uP/Bo+MyBny5XG5+ivXwppI3HHXgNV0A4O9ze9mFlwtk+dGHYNQhnh93frlcnnO26A8OeXzg77P52vTrhbNcdGP78wtnh93jWCoWzs4T693XhbA09aTqcLUqM59Bet/+n4c6DT6yEtO8++ZTwjpM3eJK2hj72bQjhbN86Mqx6hLPD6mcfVyOc7WNXhlOTcHY4vezjSoSzfezKcGoSzg6nl31diXC2r51pry7hbHvWdc0knK1Bsq1wtij11sf3Lz1J+9PlIw/iK35QWAxo33ziyeGCdSfWsCJD9EFAONuHLgy3BuHscHvbl5UJZ/vSiWHWIZwdZl/7sirhbF86Mcw6hLPD7GufViWc7VM3uqlFONuN+yKzCmcX0Xvh3rbD2aLk8Sdpx4Pa+OFhMbj1SlNAOJtm31KpWjibSqfSrVM4m27vUqhcOJtCl9KtUTibbu9SqFw4m0KX0q5ROJt2/+qoXjhbh2K7Ywhna/DuKpwdDWnvPPhU+MzPfrp8Pu3o64IT1odz1x4f4v/+5aWnaoW1NTS8pSGEsy1BZzqNcDbTxre4bOFsi9gZTiWczbDpLS5ZONsidoZTCWczbHrLSxbOtgzew+mEsz1syoyShLM19KzrcHZ0CfFp2hjU/vvl/33yqNXFDxM79/h1y4HtGceuXQptTwwb1xwrtK1hH9Q9hHC2blHjjQoIZ+2HpgWEs00L5z2+cDbv/je9euFs08J5jy+czbv/baxeONuGcr/nEM72uz+TqhPO1tCzPoWzo8uJT9He+fSTIQa29xx8Ouw+9NRRT9YW1xeh7ZnHHRe2rVm7FNiuCeeuWzoW4Zg1IX7Nq30B4Wz75jnNKJzNqdvdrFU42417LrMKZ3PpdDfrFM52457LrMLZXDrd3TqFs93Z92Vm4WxfOlG+DuFseaupV/Y1nJ1U8I8OHVp+ovZPnzm49IFiz4TdT8f/ff6DxVZ7xYA2HokQz7HdeOya5dA2Pnm74dhjl8Lb48KGsBTirhXiznKc5+vC2Xm0XDuvgHB2XjHXzysgnJ1XzPXzCAhn59Fy7bwCwtl5xVw/j4Bwdh4t11YREM5WURvWPcLZ9PopnK2hZymFs9OWG0PbP3326XD/04fCnsOHloPbGNrG/xs/x3Y1shjgFsckxED3RUsh7ikjYW6898y1S2FuPEphKdANxyz9tydzJ5IKZ2t4cxpiqoBw1uZoWkA427Rw3uMLZ/Puf9OrF842LZz3+MLZvPvfxuqFs20o93sO4Wy/+zOpOuFsDT0bQji7GkMMZ/c/+2x4IIa2h54J+5f+Owa4+589HA48d3glwC3zBO60eYpQN379jKWwNh6rEJ/OfW7pv89aejJ3+deXntQtXjHgff7Xjg/hueeWnuYd3rm5wtka3pyGEM7aA50JCGc7o89iYuFsFm3ubJHC2c7os5hYOJtFmztdpHC2U/5eTC6c7UUb5ipCODsX1+SLhx7OzkM0GuTuP/xc+NnhZ8NjSyHuz557dvlp3Pj60bPPLD2N++zyE7n7X/jfeeaYdW3xJG4MfOMTus+HuM+HuUsP6i4fw1C8JgW+G9bEYxrilc/f0NWTvcLZWZ329UUEPDm7iJ57ywgIZ8souaaqgHC2qpz7yggIZ8souaaqgHC2qpz7ygoIZ8tKDfc64Wx6vRXO1tAz4eziiEWoG0eKT+jGYPfA0tO6xyyFo8UTuUW4G5/WjU/vxoD3Z0v//9KDs42EvJNWNR7Uxqd8i9eZLwTA8Wnf4iiH4msvOubY5aeBi1c8q3fjmhcC4KVfXA6J443xtfTL8WiI09atDSefeGx45MDTiwMbgcCYgHDWlmhaQDjbtHDe4wtn8+5/06sXzjYtnPf4wtm8+9/G6oWzbSj3ew7hbL/7M6k64WwNPRPO1oBY4xDx/Nz4OhCeD3Dj64EXntqNQe4Dz77w9RjyLj3VW7ziE73L9409zbvIcQ11LWv02IdizNEng+OvjR4FEWPfmPWOPylc3Dv6xPDKeGOBcfz10bOBVwZcnmt4x0jU1atUxhHOptKpdOsUzqbbuxQqF86m0KV0axTOptu7FCoXzqbQpbRrFM6m3b86qhfO1qHY7hjC2Rq8hbM1ICYyRBH8Loe4I+Fv/O94Hm98xad9i6McimUtP+07EgQXT/8WX39g6YPXRl9NHPfQBvGkELmYdzxMHq0nHjsxGijHrxXh8sYXPlBuWv2TgubRa8efUp40zhlrXngCemIRS78YU/2l15lrf/GkdBueTc4hnG1S19hRQDhrHzQpIJxtUtfYwll7oEkB4WyTusaOAsJZ+0A4m94eEM7W0DPhbA2IhjhKYPTM2dFjH4oLx8Ph0aMgYpYYQ+LRJ4VX7hsLio/49aXjIkZf408RF19LNTxua5vNc07xaqH1pHrj8RlFcB2/Xvz/034tXjPpCepjljbISSccGx5/8vl/VJj2Gj+So4phmYC87LjLZ0Ivb+64sF8E50ek+ytHhLzw9eIEkVGsZZgjvz5P38rWm/N1wtmcu9/82oWzzRvnPINwNufuN7924WzzxrnPIJzNfQeEIJxNbw8IZ0v07L0fuC5889vfW77yta96ZfjUx6844i7hbAlEl8wtkOIHgk0KkYuFj4fJoyDx2InRQHk0N4vnC8cPlJv2Ks4invb18aeUJ103/uTy6DWj+V8fjriYeyO5oXcCqz1h3laxo+dlNzXn8cetCYeWfmLghQfPK00z+mGOs/4Boso/WlQdc/l71NL/lb1/5EjxVe85K35g5aGfPf9/XqsKnHD8seHZpfPpDz1z5D8q1s32omPWHHFmfKnxn9HDUk49vij+GWzN0mcDPHlw9X/A7PESlNZjgWOXfips/bpjw8+eOPIn53pcstISE9h40vFh/xNLn1tS/AFkSv3xCLvRz0VJbJnKXUXgf/jVN/NJTEA4O6NhH9n5ubBn78MrgWwMardtPS18eMclK3cKZxPb9YmUm2I4mwht42WOHn8xabIDh/aHAwcfW/5S8eF2ZYt6YOmD8opI6MDT+8P+5XGOjIl+ESg//yeySaF5vGPt2jXh6UNHBhsP/Oy+I0pZfkp65EiOsnUedd2TD1a+da4bn2hpnvGiupp3Gk6qAZ9Qa67t7mICBAgQIECAAAEC4wLP/eMZyTyy3gkIZ2e0ZPvFV4ZrPnhpOP+8c5avvPuee8NVH7sx7Lrl2pU7hbO929eDKGhWOPujA0eGaKstOoZ4RRhYFmf/wfnveeBn95cdfuW6GC7GueKP2T+39Ihd/N/4Kv7/+L/xNf71edY/XtR4ADlP0bHeA0v1ehEgQKAJgQ3rNoaN60454vve6DzF98Jpczfx9SbGXHRNx65ZEw4v/WTFtL96NFFz2TE3HL8xbHihh03sEWM2L3Ds0lOz8Y8jzzzrL7fNa+c3w9L2Cscde0x4+hn7K7/ut7PidS88gGGHtePdx1n+/aV/1Mey1LSKgHB2FZy9Dz0a3njR5eFrt14ftm7etHzlpF8bQjgbw6bnn8Cr51UlDByduUrwNm8wGGt87KnHVkK/OP9qAeHc48cQb2mOsq8qay47tuv6JTArfJlVbbFPFwkApj05e+aGl82avtLXz3zRWZXum/emWP+0QH9W4L/I189oaX1lPWIwFPdHl6+XbFgXHvv503OFGzGUjO8PLwKzBJw5O0vI1xcRcObsInrunSXgzNlZQr6+qIAzZxcVTP9+Z86m10Ph7Co9KxPOHvP7xSfNpNd8FactcPYpZ68sYNbTPKeccEqI/zfPq8o9ozWVnauYZ95grMpcRU2L3FvFpayF6wgQIECAAAECBAgQIECAAIG8BISzwtllgTKB06wAcPTrZcZb7a1WJTyb956NS09nvfjEF5f+UfqXbZzvicJ5DeatP69vVVZLgAABAgQIECBAgAABAgQIEBiegHB2Rk+dOTu8TZ/KimadOZvKOtTZT4E1S4fpbX7xuvDjR5/qZ4GqSl5g8yknhEd/dnCuYw2SX7QFtCbgWIPWqLOcyLEGWba9tUU71qA16mwncqxBtq1fWbhjDdLbA8LZGT37yM7PhT17Hw6f+vgVy1e+9wPXhW1bTwsf3nHJyp1DOHM2va07/IqFs8PvcZcrFM52qZ/H3MLZPPrc1SqFs13J5zGvcDaPPne1SuFsV/L5zCuczafX01YqnE1vDwhnS/QsBrLf/Pb3lq987ateuRLUFrcKZ0sgumRuAeHs3GRumENAODsHlksrCQhnK7G5qaSAcLYklMsqCQhnK7G5qaSAcLYklMsqCwhnK9MN5kbhbHqtFM7W0DPhbA2IhjhKQDhrUzQpIJxtUtfYUUA4ax80KSCcbVLX2MJZe6BJAeFsk7rGjgLCWftAOJveHhDO1tAz4WwNiIYQztoDrQoIZ1vlznIy4WyWbW9t0cLZ1qiznEg4m2XbW1u0cLY16mwnEs5m2/qVhQtn09sDwtkaeiacrQHREMJZe6BVAeFsq9xZTiaczbLtrS1aONsadZYTCWezbHtrixbOtkad7UTC2WxbL5xNuPXC2RqaJ5ytAdEQwll7oFUB4Wyr3FlOJpzNsu2tLVo42xp1lhMJZ7Nse2uLFs62Rp3tRMLZbFsvnE249cLZGponnK0B0RDCWXugVQHhbKvcWU4mnM2y7a0tWjjbGnWWEwlns2x7a4sWzrZGne1EwtlsWy+cTbj1wtmEm6d0AgQIECBAgAABAgQIECBAgAABAgTSFRDOpts7lRMgQIAAAQIECBAgQIAAAQIECBAgkLCAcDbh5imdAAECBAgQIECAAAECBAgQIECAAIF0BYSz6fZO5QQIECBAgAABAgQIECBAgAABAgQIJCwgnK3YvPd+4LrwzW9/b/nu177qleFTH7+i4khuy1Vg19e/FW747O1h1y3XHkUwa3/N+nquptYdwkd2fi584Ut/uEIx6fvTrP0z6+uc8xa48fNfDjs//UV7LO9t0Mrq4++T7//oJ8MtN1wVzj/vnJU5Z32PmvX1Voo3SS8Fxr9/FUXuvuNm+6uXHUuzqHNf986Vwj/xofeF7W94tf2VZit7VfXehx4Nb7zo8ok1+R7Wq1YphkAlAeFsBbYYfuzZ+/BKIBv/ErBt62nhwzsuqTCaW3ITuPuee8PFl12zvOyXnbHlqHB21v6a9fXcPK33SIHtF195xJ6K//327b8ZLv2dty5fOGv/zPo6bwLx97zRf5Ac/z1w1h6a9XXCBKJA8Q+Y9z2w74hwdtb+mfV1unkLxHD2O3/yg6kPVczaP7O+nreu1Rfh2XggW8jM2j+zvk6YwLhA/J724L5HVnKIWXto1tcJEyDQnYBwtoJ9DDuu+eClK09xxLDtqo/dOPEJyArDuyUTgWlPzs7aX7O+ngmfZZYUGP+L6Kz9M+vrJad1WUYC9lhGzW5pqaO/P8Yn0EafnJ31PWrW11tagml6KjArnJ21f2Z9vafLVlZLAjH4On3LqSv/ID4+7az9M+vrLS3DNAkJxN8jv3br9WHr5k3LVc/aQ7O+ntDSlUpgcALC2TlbWvyL6Og3wUm/NuewLs9QYFI4O2t/Rab44yz2X4YbpuKS41ONv/Frr1j+i4L9VRHRbasKxD/ov+bXz11+asMes1kWFRj/vXE0nLW/FtV1//ixBqM/wWR/2R+LCsTvV3FPxSf+i1fxZ3b7a1Fd948LjD81a4/ZIwTSFhDOztm/Wd/0in+1mnNYl2coIJzNsOktL7n4S2hxDtWs71/C/5YblPh0MZSNfwEdPdfYHku8qR2XP+mlah31AAAMVklEQVT3ReFsx00Z+PTxHzDjKx7V4vvXwJvd8PKK/TP6pP/on8Psr4YbkOHw40/N2mMZbgJLHpSAcHbOds76piecnRM048uFsxk3v4WlFx+kM+sp69HvacLZFhozwClGzy+b9XukPTbADVDjksY/0HB06HiG4/mvPGfVnx6xv2psRiZDFZ8DEP8R0/evTJre0DKn/SRl8Q9ML918qu9fDdnnOGz8/TK+Rj/zxvewHHeCNQ9JQDhboZvOaqmA5pajBJw5a1M0JTD+xOzoPLO+f836elM1GzddgdFwI65i1h6a9fV0JVTehIAzZ5tQNWYh4PuXvVCnwPj3qzj26K/N+v1v1tfrrNVY6QqsdqTirD006+vpqqicQPoCwtkKPfQphxXQ3FI6nJ21v2Z9HXXeAqM/ojlJYtb+mfX1vHWtvghfd91y7QrG+J6btYdmfZ0ygVGB8bBj1v6Z9XW6eQvEYGL0+9fomdlRZtb+mfX1vHWtPu6Pu/5498oei/9Yfvuub6z896z9M+vrhAkU36fi/44+NVvIzNpDs75OmACB7gSEsxXt419Gv/nt7y3fPXreXsXh3JaRQPGUxuiSd/zubx/xya6z9tesr2fEaakjAsW/pE9CGT0Dbdb+mfV16HkLjO6Pab8HztpDs76et7DVjwpMehJt1v6Z9XXC+QqMf/96x9tef1TAMWv/zPp6vrpWXgRnX/jSHy5jjH7gXKEza//M+jrlvAUmHVs2LjJrD836et7CVk+gOwHhbHf2ZiZAgAABAgQIECBAgAABAgQIECBAIGMB4WzGzbd0AgQIECBAgAABAgQIECBAgAABAgS6ExDOdmdvZgIECBAgQIAAAQIECBAgQIAAAQIEMhYQzmbcfEsnQIAAAQIECBAgQIAAAQIECBAgQKA7AeFsd/ZmJkCAAAECBAgQIECAAAECBAgQIEAgYwHhbMbNt3QCBAgQIECAAAECBAgQIECAAAECBLoTEM52Z29mAgQIECBAgAABAgQIECBAgAABAgQyFhDOZtx8SydAgAABAgQIECBAgAABAgQIECBAoDsB4Wx39mYmQIAAAQIECBAgQIAAAQIECBAgQCBjAeFsxs23dAIECBAgQIAAAQIECBAgQIAAAQIEuhMQznZnb2YCBAgQIECAAAECBAgQIECAAAECBDIWEM5m3HxLJ0CAAAECBAgQIECAAAECBAgQIECgOwHhbHf2ZiZAgAABAgQIECBAgAABAgQIECBAIGMB4WzGzbd0AgQIECBAgAABAgQIECBAgAABAgS6ExDOdmdvZgIECBAgQIAAAQIECBAgQIAAAQIEMhYQzmbcfEsnQIAAAQIECBAgQIAAAQIECBAgQKA7AeFsd/ZmJkCAAAECBAgQIECAAAECBAgQIEAgYwHhbMbNt3QCBAgQIECAAAECBAgQIECAAAECBLoTEM52Z29mAgQIECBAgAABAgQIECBAgAABAgQyFhDOZtx8SydAgAABAgSGJ7Dr698K7//oJ49a2Cc+9L6w/Q2vDtsvvnL5a7tuufaoa+LXzjx9c/jUx694/poZY537uneuCviyM7Ysz/ORnZ8LX/jSH0689pYbrgrnn3dOeO8Hrgvf/Pb3QvHfxcV333NvuPiya8JrX/XKlbrGBypTx9u3/2bY+ekvrty643d/O1z6O2+da94y6xjejrIiAgQIECBAgACBJgWEs03qGpsAAQIECBAg0KJAER5+7dbrw9bNm1ZmjiHrl/6vb66EmzHMfMfbXh8+vOOSlWtu/PyXw+27vrES2pYdazxEHQ9X49fjWHv2Pjw1XI3XFOHseF3Fr68Wzo4SF2HupDomfW2eecuso8V2m4oAAQIECBAgQGAAAsLZATTREggQIECAAAECUSCGrsUToauJjIeUex96NLzxosuPeGq17Fh1hrPbtp62/IRtES4XdcXAdla4W6aOaeFs2XmFs95nBAgQIECAAAECdQsIZ+sWNR4BAgQIECBAoCOB8WMJVisjBo13/fHu5Sdl49OjMaAcfZJ2nrHiPKs9sVom1Iw1/MavvSI8uO+RcPqWU5ePHIhP88ZX/LUmw9my85ZZR0etNy0BAgQIECBAgECiAsLZRBunbAIECBAgQIDAuEARkI7++qQf7y+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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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"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": [
"Bin (3,3) is exactly halfway between the bins with the initial pulses of `A` and `B`, and because of the complete symmetry of the system, the concentrations of `A` and `B` are completely overlapping"
]
},
{
"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": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Chemical=A
SYSTEM TIME=%{x}
Concentration=%{y}",
"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=((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
}