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@domitry
Created December 11, 2014 10:01
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hogehogenya
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{
"metadata": {
"name": "",
"signature": "sha256:87ff9d467e143ca478f243b079e51835cfe3f714b53b143f1ba0bc02f7f0ce07"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from gillespie import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"A = Species('A')\n",
"B = Species('B')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim = Simulator(A, B)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"alpha1 = 10.0\n",
"alpha2 = 10.0\n",
"beta = 1.1\n",
"gamma = 1.1"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.reaction(lambda a, b: alpha1/(1.0 + b**beta), lambda sim: sim.increment(A, 1))\n",
"sim.reaction(lambda a, b: 0.1*a, lambda sim: sim.decrement(A, 1))\n",
"sim.reaction(lambda a, b: alpha2/(1.0 + a**gamma), lambda sim: sim.increment(B, 1))\n",
"sim.reaction(lambda a, b: 0.1*b, lambda sim: sim.decrement(B, 1))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.increment(B, 20)\n",
"sim.increment(A, 15)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.run(1000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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CIAjhQjSN8OJEaExFOb+PR2kYDwM7IzkoQRCEcBFM0+jYMXrjqC04ERqgeoR/GcmBCIIg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\nkiRJkiRJkiRJkiRJkiSd2Q+FMt9g9yJZzwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f082f417550>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.reset()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.increment(B, 100)\n",
"sim.increment(A, 100)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.run(1000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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lgrJWlH8U5y6ew7e1TBRS4z2/sfm2PK3PQwMfYnzH8eSX5uPt5k3/T8WYw9Te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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f082f417810>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.reset()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.increment(B, 5)\n",
"sim.increment(A, 3)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.run(1000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zLAkPDK910T1vRotCKNN/VALwQh8CeG9hO0uuuspYi2jzZsfnW84QTFlh4d6P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\nIiIiIiIiIiIiIiIiIiIiIiIiIiJiaP4GjC4Xou91xF8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f082f417c50>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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