From e1be3a730e9a0c6953ed3f6f0d0db5e5ebbfb26c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?J=2E=20Fernando=20S=C3=A1nchez?= Date: Tue, 20 Jun 2017 17:45:43 +0200 Subject: [PATCH] WIP soil * Pandas integration * Improved environment * Logging and data dumps * Tests * Added Finite State Machine models * Rewritten ipython notebook and documentation --- .gitignore | 7 +- MANIFEST.in | 4 + README.md | 11 +- data.txt | 28630 +++++++++++- debug.py | 3 + docs/Tutorial - Spreading news.rst | 1284 + docs/_build/doctrees/demo.doctree | Bin 1945 -> 0 bytes docs/_build/doctrees/environment.pickle | Bin 7512 -> 0 bytes docs/_build/doctrees/index.doctree | Bin 3787 -> 0 bytes docs/_build/doctrees/installation.doctree | Bin 2746 -> 0 bytes docs/_build/doctrees/models.doctree | Bin 45564 -> 0 bytes docs/_build/doctrees/usage.doctree | Bin 29262 -> 0 bytes docs/_build/html/.buildinfo | 4 - docs/_build/html/_sources/index.rst.txt | 25 - .../_build/html/_sources/installation.rst.txt | 7 - 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| 63 + soil.py | 144 - soil.py~ | 394 - soil/__init__.py | 42 + soil/agents/BaseBehaviour.py | 123 + soil/agents/BassModel.py | 40 + .../agents}/BigMarketModel.py | 10 +- soil/agents/CounterModel.py | 31 + soil/agents/DrawingAgent.py | 18 + .../agents}/IndependentCascadeModel.py | 22 +- .../agents/ModelM2.py | 131 +- .../SISaModel => soil/agents}/SISaModel.py | 59 +- .../agents}/SentimentCorrelationModel.py | 48 +- soil/agents/__init__.py | 166 + soil/analysis.py | 23 + soil/environment.py | 190 + soil/settings.py | 1 + soil/simulation.py | 241 + soil/utils.py | 61 + soil_tutorial.ipynb | 87 +- .../demo.rst.txt => test-requirements.txt | 0 test.gexf | 38908 +--------------- tests/test_main.py | 225 + tests/unknown.extension | 1 + 110 files changed, 32233 insertions(+), 56964 deletions(-) create mode 100644 MANIFEST.in create mode 100644 debug.py create mode 100644 docs/Tutorial - Spreading news.rst delete mode 100644 docs/_build/doctrees/demo.doctree delete mode 100644 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create mode 100644 examples/torvalds.yml delete mode 100644 models/BaseBehaviour/BaseBehaviour.py delete mode 100644 models/BaseBehaviour/__init__.py delete mode 100644 models/BassModel/BassModel.py delete mode 100644 models/BassModel/__init__.py delete mode 100644 models/BigMarketModel/__init__.py delete mode 100644 models/IndependentCascadeModel/__init__.py delete mode 100644 models/ModelM2/SpreadModelM2.py delete mode 100644 models/ModelM2/__init__.py delete mode 100644 models/SISaModel/__init__.py delete mode 100644 models/SentimentCorrelationModel/__init__.py delete mode 100644 models/__init__.py delete mode 100644 models/models.py create mode 100644 notebooks/Tutorial - Spreading news.ipynb delete mode 100644 settings.json delete mode 100644 settings.py create mode 100644 setup.py delete mode 100644 sim_01/log.0.state.pickled create mode 100644 simulation.yml delete mode 100644 soil.py delete mode 100644 soil.py~ create mode 100644 soil/__init__.py create mode 100644 soil/agents/BaseBehaviour.py create mode 100644 soil/agents/BassModel.py rename {models/BigMarketModel => soil/agents}/BigMarketModel.py (95%) create mode 100644 soil/agents/CounterModel.py create mode 100644 soil/agents/DrawingAgent.py rename {models/IndependentCascadeModel => soil/agents}/IndependentCascadeModel.py (63%) rename models/ModelM2/ControlModelM2.py => soil/agents/ModelM2.py (55%) rename {models/SISaModel => soil/agents}/SISaModel.py (66%) rename {models/SentimentCorrelationModel => soil/agents}/SentimentCorrelationModel.py (65%) create mode 100644 soil/agents/__init__.py create mode 100644 soil/analysis.py create mode 100644 soil/environment.py create mode 100644 soil/settings.py create mode 100644 soil/simulation.py create mode 100644 soil/utils.py rename docs/_build/html/_sources/demo.rst.txt => test-requirements.txt (100%) create mode 100644 tests/test_main.py create mode 100644 tests/unknown.extension diff --git a/.gitignore b/.gitignore index 152fd0e..17a6cc4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,10 @@ __pycache__/ .idea/ .ipynb_checkpoints/ -*.png *.gexf +.* +results +soil_output +docs/_build* +build/* +dist/* diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..4976979 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,4 @@ +include requirements.txt +include test-requirements.txt +include README.rst +graft soil \ No newline at end of file diff --git a/README.md b/README.md index af3dadb..6bc0240 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,9 @@ -#[Soil](https://github.com/gsi-upm/soil) - -The purpose of Soil (SOcial network sImuLator) is provding an Agent-based Social Simulator written in Python for Social Networks. - - -In order to see quickly how to use Soil, you can follow the following [tutorial](https://github.com/gsi-upm/soil/blob/master/soil_tutorial.ipynb). - +# [Soil](https://github.com/gsi-upm/soil) +Soil is an extensible and user-friendly Agent-based Social Simulator for Social Networks. +Learn how to run your own simulations with our [documentation](http://soilsim.readthedocs.io). +Follow our [tutorial](notebooks/soil_tutorial.ipynb) to develop your own agent models. @Copyright GSI - Universidad Politécnica de Madrid 2017 diff --git a/data.txt b/data.txt index b244de9..8755416 100644 --- a/data.txt +++ b/data.txt @@ -2,14 +2,14 @@ "agent_0": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, - "14": 2, - "16": 2, + "14": 0, + "16": 0, "18": 2, "20": 2, "22": 2, @@ -17,8 +17,8 @@ "26": 2, "28": 2, "30": 2, - "32": 2, - "34": 2, + "32": 0, + "34": 0, "36": 2, "38": 2, "40": 2, @@ -26,22 +26,17 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "8": false, - "10": false, - "16": false } }, "agent_1": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 0, - "8": 1, - "10": 1, - "12": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, "14": 2, "16": 2, "18": 2, @@ -65,15 +60,15 @@ "agent_10": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 1, + "2": 1, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, "14": 2, "16": 2, - "18": 2, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -89,19 +84,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "6": true, - "32": false } }, - "agent_11": { + "agent_100": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, - "8": 1, + "4": 0, + "6": 0, + "8": 0, "10": 2, "12": 2, "14": 2, @@ -115,25 +106,21 @@ "30": 2, "32": 2, "34": 2, - "36": 2, - "38": 2, - "40": 2, - "42": 2, - "44": 2, + "36": 0, + "38": 0, + "40": 0, + "42": 0, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "10": false } }, - "agent_12": { + "agent_101": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, @@ -155,21 +142,17 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "10": false } }, - "agent_13": { + "agent_102": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, - "12": 2, + "12": 0, "14": 2, "16": 2, "18": 2, @@ -188,18 +171,13 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "8": false, - "10": false } }, - "agent_14": { + "agent_103": { "status": { "0": 0, - "2": 1, - "4": 2, + "2": 0, + "4": 0, "6": 2, "8": 2, "10": 2, @@ -222,22 +200,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": false, - "6": false, - "10": false, - "12": false } }, - "agent_15": { + "agent_104": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -258,18 +229,44 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_16": { + "agent_105": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, - "8": 1, + "4": 0, + "6": 0, + "8": 0, + "10": 2, + "12": 2, + "14": 0, + "16": 0, + "18": 2, + "20": 0, + "22": 0, + "24": 2, + "26": 2, + "28": 2, + "30": 2, + "32": 2, + "34": 0, + "36": 0, + "38": 0, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 + } + }, + "agent_106": { + "status": { + "0": 0, + "2": 0, + "4": 2, + "6": 2, + "8": 0, "10": 2, "12": 2, "14": 2, @@ -280,25 +277,25 @@ "24": 2, "26": 2, "28": 2, - "30": 2, + "30": 0, "32": 2, "34": 2, - "36": 2, + "36": 0, "38": 2, "40": 2, - "42": 2, - "44": 2, + "42": 0, + "44": 0, "46": 2, - "48": 2 + "48": 0 } }, - "agent_17": { + "agent_107": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 2, + "2": 0, + "4": 0, + "6": 0, + "8": 0, "10": 2, "12": 2, "14": 2, @@ -310,27 +307,21 @@ "26": 2, "28": 2, "30": 2, - "32": 2, - "34": 2, - "36": 2, + "32": 0, + "34": 0, + "36": 0, "38": 2, "40": 2, - "42": 2, + "42": 0, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": true, - "10": false, - "12": false } }, - "agent_18": { + "agent_108": { "status": { "0": 0, - "2": 1, + "2": 0, "4": 2, "6": 2, "8": 2, @@ -346,36 +337,30 @@ "28": 2, "30": 2, "32": 2, - "34": 2, - "36": 2, + "34": 0, + "36": 0, "38": 2, "40": 2, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": false, - "6": false, - "8": false } }, - "agent_19": { + "agent_109": { "status": { "0": 0, "2": 0, "4": 0, - "6": 1, + "6": 0, "8": 2, "10": 2, "12": 2, "14": 2, - "16": 2, - "18": 2, - "20": 2, - "22": 2, + "16": 0, + "18": 0, + "20": 0, + "22": 0, "24": 2, "26": 2, "28": 2, @@ -391,47 +376,18 @@ "48": 2 } }, - "agent_2": { - "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 0, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - } - }, - "agent_20": { + "agent_11": { "status": { - "0": 0, - "2": 0, + "0": 2, + "2": 2, "4": 2, "6": 2, - "8": 2, + "8": 0, "10": 2, "12": 2, "14": 2, "16": 2, - "18": 2, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -449,11 +405,11 @@ "48": 2 } }, - "agent_21": { + "agent_110": { "status": { "0": 0, - "2": 1, - "4": 1, + "2": 0, + "4": 2, "6": 2, "8": 2, "10": 2, @@ -465,7 +421,7 @@ "22": 2, "24": 2, "26": 2, - "28": 2, + "28": 0, "30": 2, "32": 2, "34": 2, @@ -476,17 +432,14 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_22": { + "agent_111": { "status": { - "0": 0, - "2": 1, - "4": 1, - "6": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, @@ -508,31 +461,24 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": true, - "8": false, - "14": false, - "16": false } }, - "agent_23": { + "agent_112": { "status": { - "0": 0, - "2": 0, - "4": 1, - "6": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, - "14": 2, + "14": 0, "16": 2, "18": 2, "20": 2, "22": 2, "24": 2, - "26": 2, + "26": 0, "28": 2, "30": 2, "32": 2, @@ -542,27 +488,50 @@ "40": 2, "42": 2, "44": 2, - "46": 2, + "46": 0, "48": 2 - }, - "visible": { - "8": false, - "10": false, - "12": false, - "20": false } }, - "agent_24": { + "agent_113": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 2, + "4": 0, + "6": 0, "8": 2, "10": 2, + "12": 0, + "14": 0, + "16": 0, + "18": 0, + "20": 0, + "22": 2, + "24": 0, + "26": 0, + "28": 0, + "30": 0, + "32": 0, + "34": 0, + "36": 2, + "38": 2, + "40": 2, + "42": 2, + "44": 0, + "46": 0, + "48": 2 + } + }, + "agent_114": { + "status": { + "0": 0, + "2": 0, + "4": 0, + "6": 0, + "8": 0, + "10": 0, "12": 2, "14": 2, - "16": 2, + "16": 0, "18": 2, "20": 2, "22": 2, @@ -579,28 +548,25 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_25": { + "agent_115": { "status": { "0": 0, "2": 0, "4": 0, - "6": 1, - "8": 2, - "10": 2, - "12": 2, - "14": 2, - "16": 2, - "18": 2, - "20": 2, - "22": 2, + "6": 0, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, + "20": 0, + "22": 0, "24": 2, - "26": 2, - "28": 2, + "26": 0, + "28": 0, "30": 2, "32": 2, "34": 2, @@ -608,23 +574,23 @@ "38": 2, "40": 2, "42": 2, - "44": 2, - "46": 2, - "48": 2 + "44": 0, + "46": 0, + "48": 0 } }, - "agent_26": { + "agent_116": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 0, "12": 2, "14": 2, "16": 2, - "18": 2, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -634,26 +600,22 @@ "32": 2, "34": 2, "36": 2, - "38": 2, + "38": 0, "40": 2, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "12": false, - "20": false } }, - "agent_27": { + "agent_117": { "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, - "10": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -669,23 +631,23 @@ "36": 2, "38": 2, "40": 2, - "42": 2, - "44": 2, - "46": 2, + "42": 0, + "44": 0, + "46": 0, "48": 2 } }, - "agent_28": { + "agent_118": { "status": { - "0": 0, - "2": 1, - "4": 1, - "6": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, "14": 2, - "16": 2, + "16": 0, "18": 2, "20": 2, "22": 2, @@ -695,34 +657,58 @@ "30": 2, "32": 2, "34": 2, - "36": 2, + "36": 0, "38": 2, "40": 2, "42": 2, - "44": 2, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": true, - "12": false } }, - "agent_29": { + "agent_119": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, + "2": 0, + "4": 0, + "6": 2, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, + "20": 0, + "22": 0, + "24": 2, + "26": 2, + "28": 2, + "30": 2, + "32": 0, + "34": 0, + "36": 0, + "38": 0, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 + } + }, + "agent_12": { + "status": { + "0": 0, + "2": 0, + "4": 0, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, "16": 2, "18": 2, "20": 2, - "22": 2, + "22": 0, "24": 2, "26": 2, "28": 2, @@ -736,24 +722,20 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "10": false, - "12": false } }, - "agent_3": { + "agent_120": { "status": { "0": 0, "2": 0, "4": 0, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 2, - "16": 2, - "18": 2, + "6": 0, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -767,19 +749,45 @@ "40": 2, "42": 2, "44": 2, + "46": 0, + "48": 0 + } + }, + "agent_121": { + "status": { + "0": 0, + "2": 0, + "4": 0, + "6": 0, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, + "20": 0, + "22": 0, + "24": 0, + "26": 0, + "28": 0, + "30": 0, + "32": 0, + "34": 0, + "36": 0, + "38": 2, + "40": 2, + "42": 2, + "44": 2, "46": 2, "48": 2 - }, - "visible": { - "6": true } }, - "agent_30": { + "agent_122": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, + "0": 0, + "2": 0, + "4": 0, + "6": 0, "8": 2, "10": 2, "12": 2, @@ -792,7 +800,7 @@ "26": 2, "28": 2, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -803,44 +811,12 @@ "48": 2 } }, - "agent_31": { - "status": { - "0": 0, - "2": 0, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "6": false - } - }, - "agent_32": { + "agent_123": { "status": { "0": 0, "2": 0, "4": 0, - "6": 1, + "6": 0, "8": 2, "10": 2, "12": 2, @@ -864,24 +840,24 @@ "48": 2 } }, - "agent_33": { + "agent_124": { "status": { - "0": 1, + "0": 0, "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, - "18": 1, - "20": 1, - "22": 1, - "24": 1, - "26": 1, - "28": 1, - "30": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 2, + "18": 2, + "20": 2, + "22": 2, + "24": 2, + "26": 2, + "28": 2, + "30": 2, "32": 2, "34": 2, "36": 2, @@ -891,20 +867,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true, - "2": true, - "4": true } }, - "agent_34": { + "agent_125": { "status": { "0": 0, "2": 0, "4": 0, - "6": 1, - "8": 1, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -921,53 +892,47 @@ "36": 2, "38": 2, "40": 2, - "42": 2, - "44": 2, + "42": 0, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "8": true } }, - "agent_35": { + "agent_126": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 2, + "2": 2, + "4": 0, + "6": 0, + "8": 0, + "10": 0, + "12": 0, "14": 2, "16": 2, - "18": 2, - "20": 2, - "22": 2, - "24": 2, - "26": 2, - "28": 2, - "30": 2, + "18": 0, + "20": 0, + "22": 0, + "24": 0, + "26": 0, + "28": 0, + "30": 0, "32": 2, "34": 2, "36": 2, - "38": 2, + "38": 0, "40": 2, "42": 2, - "44": 2, - "46": 2, - "48": 2 - }, - "visible": { - "6": true + "44": 0, + "46": 0, + "48": 0 } }, - "agent_36": { + "agent_127": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, + "0": 0, + "2": 2, + "4": 0, + "6": 2, "8": 2, "10": 2, "12": 2, @@ -986,30 +951,26 @@ "38": 2, "40": 2, "42": 2, - "44": 2, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "0": true, - "12": false } }, - "agent_37": { + "agent_128": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 2, - "12": 2, - "14": 2, - "16": 2, + "2": 2, + "4": 0, + "6": 2, + "8": 2, + "10": 0, + "12": 0, + "14": 0, + "16": 0, "18": 2, "20": 2, - "22": 2, - "24": 2, + "22": 0, + "24": 0, "26": 2, "28": 2, "30": 2, @@ -1022,33 +983,29 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "16": false } }, - "agent_38": { + "agent_129": { "status": { "0": 0, "2": 0, "4": 0, "6": 0, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "8": 0, + "10": 0, + "12": 0, + "14": 0, "16": 2, "18": 2, "20": 2, "22": 2, "24": 2, "26": 2, - "28": 2, - "30": 2, - "32": 2, - "34": 2, - "36": 2, + "28": 0, + "30": 0, + "32": 0, + "34": 0, + "36": 0, "38": 2, "40": 2, "42": 2, @@ -1057,54 +1014,19 @@ "48": 2 } }, - "agent_39": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "4": false, - "6": false, - "8": false - } - }, - "agent_4": { + "agent_13": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, "16": 2, - "18": 2, - "20": 2, + "18": 0, + "20": 0, "22": 2, "24": 2, "26": 2, @@ -1119,24 +1041,19 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true, - "4": true, - "12": false } }, - "agent_40": { + "agent_130": { "status": { - "0": 1, - "2": 1, + "0": 2, + "2": 2, "4": 2, "6": 2, "8": 2, "10": 2, "12": 2, "14": 2, - "16": 2, + "16": 0, "18": 2, "20": 2, "22": 2, @@ -1144,7 +1061,7 @@ "26": 2, "28": 2, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -1153,53 +1070,16 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true, - "6": false - } - }, - "agent_41": { - "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 0, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "8": false, - "14": false } }, - "agent_42": { + "agent_131": { "status": { - "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "0": 1, + "2": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -1207,10 +1087,10 @@ "20": 2, "22": 2, "24": 2, - "26": 2, - "28": 2, + "26": 0, + "28": 0, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -1219,18 +1099,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_43": { + "agent_132": { "status": { - "0": 0, - "2": 0, + "0": 2, + "2": 2, "4": 1, - "6": 1, - "8": 1, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -1239,9 +1116,9 @@ "20": 2, "22": 2, "24": 2, - "26": 2, + "26": 0, "28": 2, - "30": 2, + "30": 0, "32": 2, "34": 2, "36": 2, @@ -1253,19 +1130,48 @@ "48": 2 } }, - "agent_44": { + "agent_133": { + "status": { + "0": 1, + "2": 2, + "4": 0, + "6": 0, + "8": 0, + "10": 0, + "12": 2, + "14": 2, + "16": 2, + "18": 0, + "20": 0, + "22": 0, + "24": 0, + "26": 0, + "28": 0, + "30": 0, + "32": 0, + "34": 2, + "36": 2, + "38": 2, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 + } + }, + "agent_134": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, "14": 2, "16": 2, "18": 2, - "20": 2, + "20": 0, "22": 2, "24": 2, "26": 2, @@ -1280,22 +1186,19 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true } }, - "agent_45": { + "agent_135": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 2, "18": 2, "20": 2, "22": 2, @@ -1314,10 +1217,10 @@ "48": 2 } }, - "agent_46": { + "agent_136": { "status": { - "0": 0, - "2": 1, + "0": 1, + "2": 2, "4": 2, "6": 2, "8": 2, @@ -1327,7 +1230,7 @@ "16": 2, "18": 2, "20": 2, - "22": 2, + "22": 0, "24": 2, "26": 2, "28": 2, @@ -1338,24 +1241,18 @@ "38": 2, "40": 2, "42": 2, - "44": 2, - "46": 2, + "44": 0, + "46": 0, "48": 2 - }, - "visible": { - "4": false, - "6": false, - "10": false, - "26": false } }, - "agent_47": { + "agent_137": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 0, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -1370,50 +1267,47 @@ "32": 2, "34": 2, "36": 2, - "38": 2, - "40": 2, + "38": 0, + "40": 0, "42": 2, "44": 2, "46": 2, "48": 2 } }, - "agent_48": { + "agent_138": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 2, - "16": 2, - "18": 2, + "2": 0, + "4": 0, + "6": 0, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, "20": 2, "22": 2, "24": 2, - "26": 2, - "28": 2, - "30": 2, - "32": 2, - "34": 2, - "36": 2, + "26": 0, + "28": 0, + "30": 0, + "32": 0, + "34": 0, + "36": 0, "38": 2, "40": 2, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true } }, - "agent_49": { + "agent_139": { "status": { "0": 0, - "2": 1, + "2": 2, "4": 2, "6": 2, "8": 2, @@ -1437,21 +1331,18 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "2": true } }, - "agent_5": { + "agent_14": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, "12": 2, - "14": 2, + "14": 0, "16": 2, "18": 2, "20": 2, @@ -1461,7 +1352,7 @@ "28": 2, "30": 2, "32": 2, - "34": 2, + "34": 0, "36": 2, "38": 2, "40": 2, @@ -1469,21 +1360,18 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "8": false } }, - "agent_50": { + "agent_140": { "status": { - "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 0, + "10": 0, + "12": 0, + "14": 0, "16": 2, "18": 2, "20": 2, @@ -1491,60 +1379,57 @@ "24": 2, "26": 2, "28": 2, - "30": 2, - "32": 2, - "34": 2, - "36": 2, - "38": 2, - "40": 2, + "30": 0, + "32": 0, + "34": 0, + "36": 0, + "38": 0, + "40": 0, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_51": { + "agent_141": { "status": { - "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 0, + "8": 2, + "10": 2, "12": 2, - "14": 2, + "14": 0, "16": 2, "18": 2, "20": 2, "22": 2, "24": 2, - "26": 2, + "26": 0, "28": 2, "30": 2, "32": 2, "34": 2, "36": 2, - "38": 2, - "40": 2, + "38": 0, + "40": 0, "42": 2, "44": 2, "46": 2, - "48": 2 + "48": 0 } }, - "agent_52": { + "agent_142": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, "16": 2, "18": 2, "20": 2, @@ -1562,19 +1447,16 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "6": true } }, - "agent_53": { + "agent_143": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 2, + "2": 0, + "4": 2, + "6": 2, + "8": 2, + "10": 0, "12": 2, "14": 2, "16": 2, @@ -1589,58 +1471,23 @@ "34": 2, "36": 2, "38": 2, - "40": 2, + "40": 0, "42": 2, "44": 2, - "46": 2, - "48": 2 - }, - "visible": { - "4": true - } - }, - "agent_54": { - "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "10": false + "46": 0, + "48": 0 } }, - "agent_55": { + "agent_144": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, - "14": 2, + "14": 0, "16": 2, "18": 2, "20": 2, @@ -1650,57 +1497,25 @@ "28": 2, "30": 2, "32": 2, - "34": 2, + "34": 0, "36": 2, "38": 2, "40": 2, "42": 2, - "44": 2, + "44": 0, "46": 2, "48": 2 } }, - "agent_56": { - "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "6": false - } - }, - "agent_57": { + "agent_145": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, - "10": 1, - "12": 1, + "2": 2, + "4": 2, + "6": 0, + "8": 2, + "10": 2, + "12": 2, "14": 2, "16": 2, "18": 2, @@ -1713,62 +1528,26 @@ "32": 2, "34": 2, "36": 2, - "38": 2, - "40": 2, - "42": 2, - "44": 2, - "46": 2, - "48": 2 + "38": 0, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 } }, - "agent_58": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "2": false, - "6": false, - "8": false, - "14": false - } - }, - "agent_59": { + "agent_146": { "status": { - "0": 0, - "2": 0, + "0": 1, + "2": 1, "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, - "18": 1, + "6": 2, + "8": 2, + "10": 2, + "12": 0, + "14": 2, + "16": 0, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -1778,169 +1557,51 @@ "32": 2, "34": 2, "36": 2, - "38": 2, - "40": 2, - "42": 2, - "44": 2, - "46": 2, - "48": 2 - }, - "visible": { - "4": true + "38": 0, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 } }, - "agent_6": { + "agent_147": { "status": { - "0": 0, + "0": 1, "2": 0, - "4": 0, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 2, + "4": 2, + "6": 2, + "8": 0, + "10": 0, + "12": 2, + "14": 0, "16": 2, "18": 2, "20": 2, "22": 2, "24": 2, "26": 2, - "28": 2, + "28": 0, "30": 2, "32": 2, "34": 2, "36": 2, "38": 2, "40": 2, - "42": 2, + "42": 0, "44": 2, "46": 2, "48": 2 } }, - "agent_60": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "2": false, - "4": false, - "6": false - } - }, - "agent_61": { - "status": { - "0": 0, - "2": 0, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "6": false, - "16": false - } - }, - "agent_62": { - "status": { - "0": 4, - "2": 4, - "4": 4, - "6": 4, - "8": 4, - "10": 4, - "12": 4, - "14": 4, - "16": 4, - "18": 4, - "20": 4, - "22": 4, - "24": 4, - "26": 4, - "28": 4, - "30": 4, - "32": 4, - "34": 4, - "36": 4, - "38": 4, - "40": 4, - "42": 4, - "44": 4, - "46": 4, - "48": 4 - }, - "visible": { - "0": false, - "2": false, - "4": false, - "6": false, - "8": false, - "10": false, - "12": false, - "14": false, - "16": false, - "18": false, - "20": false, - "22": false, - "24": false, - "26": false, - "28": false, - "30": false - } - }, - "agent_63": { + "agent_148": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -1960,19 +1621,14 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true, - "4": true, - "14": false } }, - "agent_64": { + "agent_149": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 1, + "2": 2, + "4": 2, + "6": 0, "8": 2, "10": 2, "12": 2, @@ -1980,8 +1636,8 @@ "16": 2, "18": 2, "20": 2, - "22": 2, - "24": 2, + "22": 0, + "24": 0, "26": 2, "28": 2, "30": 2, @@ -1989,24 +1645,24 @@ "34": 2, "36": 2, "38": 2, - "40": 2, + "40": 0, "42": 2, "44": 2, "46": 2, "48": 2 } }, - "agent_65": { + "agent_15": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, + "4": 2, + "6": 0, "8": 2, "10": 2, "12": 2, "14": 2, - "16": 2, + "16": 0, "18": 2, "20": 2, "22": 2, @@ -2015,26 +1671,55 @@ "28": 2, "30": 2, "32": 2, + "34": 0, + "36": 0, + "38": 0, + "40": 0, + "42": 0, + "44": 0, + "46": 0, + "48": 0 + } + }, + "agent_150": { + "status": { + "0": 0, + "2": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 0, + "18": 0, + "20": 2, + "22": 2, + "24": 2, + "26": 0, + "28": 0, + "30": 0, + "32": 2, "34": 2, "36": 2, "38": 2, "40": 2, - "42": 2, + "42": 0, "44": 2, "46": 2, "48": 2 } }, - "agent_66": { + "agent_151": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "0": 0, + "2": 2, + "4": 2, + "6": 0, + "8": 2, + "10": 2, + "12": 2, + "14": 2, "16": 2, "18": 2, "20": 2, @@ -2052,25 +1737,51 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true } }, - "agent_67": { + "agent_152": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "2": 0, + "4": 0, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, "18": 2, "20": 2, "22": 2, + "24": 0, + "26": 0, + "28": 0, + "30": 0, + "32": 0, + "34": 0, + "36": 0, + "38": 0, + "40": 0, + "42": 0, + "44": 2, + "46": 2, + "48": 2 + } + }, + "agent_153": { + "status": { + "0": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 0, + "16": 0, + "18": 0, + "20": 0, + "22": 2, "24": 2, "26": 2, "28": 2, @@ -2081,24 +1792,21 @@ "38": 2, "40": 2, "42": 2, - "44": 2, - "46": 2, + "44": 0, + "46": 0, "48": 2 - }, - "visible": { - "12": false } }, - "agent_68": { + "agent_154": { "status": { "0": 0, - "2": 0, - "4": 0, + "2": 2, + "4": 2, "6": 2, "8": 2, "10": 2, "12": 2, - "14": 2, + "14": 0, "16": 2, "18": 2, "20": 2, @@ -2118,14 +1826,14 @@ "48": 2 } }, - "agent_69": { + "agent_155": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "0": 0, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -2145,24 +1853,21 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true } }, - "agent_7": { + "agent_156": { "status": { "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, - "18": 1, - "20": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 2, + "18": 2, + "20": 2, "22": 2, "24": 2, "26": 2, @@ -2179,59 +1884,23 @@ "48": 2 } }, - "agent_70": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "2": false, - "6": false, - "8": false, - "18": false - } - }, - "agent_71": { + "agent_157": { "status": { - "0": 1, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "0": 0, + "2": 0, + "4": 0, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, "18": 2, "20": 2, "22": 2, - "24": 2, - "26": 2, - "28": 2, + "24": 0, + "26": 0, + "28": 0, "30": 2, "32": 2, "34": 2, @@ -2242,17 +1911,13 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "0": true, - "12": false } }, - "agent_72": { + "agent_158": { "status": { "0": 0, "2": 0, - "4": 1, + "4": 2, "6": 2, "8": 2, "10": 2, @@ -2275,63 +1940,49 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "8": false, - "16": false } }, - "agent_73": { + "agent_159": { "status": { - "0": 4, - "2": 4, - "4": 4, - "6": 4, - "8": 4, - "10": 4, - "12": 4, - "14": 4, - "16": 4, - "18": 4, - "20": 4, - "22": 4, - "24": 4, - "26": 4, - "28": 4, - "30": 4, - "32": 4, - "34": 4, - "36": 4, - "38": 4, - "40": 4, - "42": 4, - "44": 4, - "46": 4, - "48": 4 - }, - "visible": { - "0": false, - "2": false, - "4": false, - "6": false, - "8": false, - "10": false, - "12": false, - "14": false + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 0, + "12": 0, + "14": 0, + "16": 2, + "18": 2, + "20": 2, + "22": 2, + "24": 2, + "26": 0, + "28": 0, + "30": 2, + "32": 2, + "34": 2, + "36": 0, + "38": 2, + "40": 2, + "42": 2, + "44": 2, + "46": 0, + "48": 2 } }, - "agent_74": { + "agent_16": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, "16": 2, - "18": 2, + "18": 0, "20": 2, "22": 2, "24": 2, @@ -2344,31 +1995,28 @@ "38": 2, "40": 2, "42": 2, - "44": 2, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "10": false } }, - "agent_75": { + "agent_160": { "status": { - "0": 0, - "2": 1, - "4": 1, - "6": 2, - "8": 2, - "10": 2, - "12": 2, + "0": 1, + "2": 2, + "4": 2, + "6": 0, + "8": 0, + "10": 0, + "12": 0, "14": 2, "16": 2, "18": 2, "20": 2, "22": 2, "24": 2, - "26": 2, - "28": 2, + "26": 0, + "28": 0, "30": 2, "32": 2, "34": 2, @@ -2379,19 +2027,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "6": false } }, - "agent_76": { + "agent_161": { "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, + "0": 1, + "2": 1, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -2403,7 +2047,7 @@ "26": 2, "28": 2, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -2411,21 +2055,17 @@ "42": 2, "44": 2, "46": 2, - "48": 2 - }, - "visible": { - "6": true, - "10": false + "48": 0 } }, - "agent_77": { + "agent_162": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -2439,25 +2079,21 @@ "32": 2, "34": 2, "36": 2, - "38": 2, - "40": 2, - "42": 2, - "44": 2, + "38": 0, + "40": 0, + "42": 0, + "44": 0, "46": 2, "48": 2 - }, - "visible": { - "4": true, - "6": true } }, - "agent_78": { + "agent_163": { "status": { - "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, + "0": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -2466,10 +2102,10 @@ "20": 2, "22": 2, "24": 2, - "26": 2, + "26": 0, "28": 2, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -2480,16 +2116,16 @@ "48": 2 } }, - "agent_79": { + "agent_164": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, + "2": 2, + "4": 2, + "6": 2, "8": 2, "10": 2, - "12": 2, - "14": 2, + "12": 0, + "14": 0, "16": 2, "18": 2, "20": 2, @@ -2497,28 +2133,25 @@ "24": 2, "26": 2, "28": 2, - "30": 2, - "32": 2, + "30": 0, + "32": 0, "34": 2, "36": 2, "38": 2, "40": 2, "42": 2, "44": 2, - "46": 2, + "46": 0, "48": 2 - }, - "visible": { - "10": false } }, - "agent_8": { + "agent_165": { "status": { "0": 0, "2": 0, - "4": 0, - "6": 1, - "8": 1, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -2532,23 +2165,20 @@ "30": 2, "32": 2, "34": 2, - "36": 2, + "36": 0, "38": 2, "40": 2, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "10": false } }, - "agent_80": { + "agent_166": { "status": { "0": 0, - "2": 1, - "4": 1, + "2": 0, + "4": 2, "6": 2, "8": 2, "10": 2, @@ -2562,70 +2192,36 @@ "26": 2, "28": 2, "30": 2, - "32": 2, + "32": 0, "34": 2, "36": 2, "38": 2, - "40": 2, + "40": 0, "42": 2, "44": 2, "46": 2, "48": 2 } }, - "agent_81": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "4": false, - "10": false - } - }, - "agent_82": { + "agent_167": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, - "18": 1, - "20": 1, - "22": 1, - "24": 1, + "2": 0, + "4": 0, + "6": 0, + "8": 0, + "10": 0, + "12": 0, + "14": 0, + "16": 0, + "18": 0, + "20": 2, + "22": 2, + "24": 2, "26": 2, "28": 2, - "30": 2, - "32": 2, + "30": 0, + "32": 0, "34": 2, "36": 2, "38": 2, @@ -2636,16 +2232,16 @@ "48": 2 } }, - "agent_83": { + "agent_168": { "status": { "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, "16": 2, "18": 2, "20": 2, @@ -2653,7 +2249,7 @@ "24": 2, "26": 2, "28": 2, - "30": 2, + "30": 0, "32": 2, "34": 2, "36": 2, @@ -2665,16 +2261,16 @@ "48": 2 } }, - "agent_84": { + "agent_169": { "status": { - "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, "16": 2, "18": 2, "20": 2, @@ -2692,18 +2288,15 @@ "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_85": { + "agent_17": { "status": { "0": 0, - "2": 1, - "4": 1, - "6": 1, - "8": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, "10": 2, "12": 2, "14": 2, @@ -2715,21 +2308,79 @@ "26": 2, "28": 2, "30": 2, + "32": 0, + "34": 2, + "36": 0, + "38": 2, + "40": 2, + "42": 2, + "44": 2, + "46": 2, + "48": 0 + } + }, + "agent_170": { + "status": { + "0": 2, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 0, + "16": 0, + "18": 2, + "20": 2, + "22": 2, + "24": 2, + "26": 0, + "28": 2, + "30": 0, "32": 2, "34": 2, "36": 2, "38": 2, - "40": 2, + "40": 0, "42": 2, "44": 2, "46": 2, "48": 2 } }, - "agent_86": { + "agent_171": { "status": { "0": 0, "2": 0, + "4": 0, + 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{ + "agent_174": { "status": { "0": 0, "2": 0, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "4": false + "4": 0, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 0, + "18": 0, + "20": 0, + "22": 2, + "24": 2, + "26": 2, + "28": 2, + "30": 2, + "32": 2, + "34": 2, + "36": 2, + "38": 2, + "40": 0, + "42": 0, + "44": 0, + "46": 2, + "48": 2 } }, - "agent_9": { + "agent_175": { "status": { "0": 0, "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, + "4": 2, + "6": 2, + "8": 2, + "10": 0, + "12": 2, + "14": 2, "16": 2, "18": 2, "20": 2, @@ -2873,57 +2485,80 @@ "32": 2, "34": 2, "36": 2, - "38": 2, + "38": 0, "40": 2, "42": 2, "44": 2, "46": 2, "48": 2 - }, - "visible": { - "4": true } }, - "agent_90": { + "agent_176": { "status": { "0": 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@@ "48": 2 } }, - "agent_92": { + "agent_179": { "status": { - "0": 0, - "2": 0, - "4": 1, - "6": 1, - "8": 1, - "10": 1, - "12": 1, - "14": 1, - "16": 1, + "0": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, + "12": 2, + "14": 2, + "16": 2, "18": 2, "20": 2, "22": 2, @@ -2974,50 +2609,14 @@ "48": 2 } }, - "agent_93": { - "status": { - "0": 3, - "2": 3, - "4": 3, - "6": 3, - "8": 3, - "10": 3, - "12": 3, - "14": 3, - "16": 3, - "18": 3, - "20": 3, - "22": 3, - "24": 3, - "26": 3, - "28": 3, - "30": 3, - "32": 3, - "34": 3, - "36": 3, - "38": 3, - "40": 3, - "42": 3, - "44": 3, - "46": 3, - "48": 3 - }, - "visible": { - "0": false, - "2": false, - "4": false, - "6": false, - "8": false - } - }, - "agent_94": { + "agent_18": { "status": { - "0": 0, - "2": 0, - "4": 0, - "6": 1, - "8": 1, - "10": 1, + "0": 1, + "2": 2, + "4": 2, + "6": 2, + "8": 2, + "10": 2, "12": 2, "14": 2, "16": 2, @@ -3039,14 +2638,43 @@ "48": 2 } }, - "agent_95": { + "agent_180": { "status": { "0": 0, "2": 0, 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file mode 100644 index 0000000..c1edbcb --- /dev/null +++ b/debug.py @@ -0,0 +1,3 @@ +import soil +soil.main() +import pdb diff --git a/docs/Tutorial - Spreading news.rst b/docs/Tutorial - Spreading news.rst new file mode 100644 index 0000000..8eaf7cd --- /dev/null +++ b/docs/Tutorial - Spreading news.rst @@ -0,0 +1,1284 @@ +Developing new models +--------------------- + +Introduction +============ + +This notebook is an introduction to the soil agent-based social network +simulation framework. In particular, we will focus on a specific use +case: studying the propagation of news in a social network. + +The steps we will follow are: + +- Modelling the behavior of agents +- Running the simulation using different configurations +- Analysing the results of each simulation + +But before that, let's import the soil module and networkx. + +.. code:: ipython3 + + import soil + import networkx as nx + +.. code:: ipython3 + + %pylab inline + # To display plots in the notebook + + +.. parsed-literal:: + + Populating the interactive namespace from numpy and matplotlib + + +Basic concepts +============== + +There are three main elements in a soil simulation: + +- The network topology. A simulation may use an existing NetworkX + topology, or generate one on the fly +- Agents. There are two types: 1) network agents, which are linked to a + node in the topology, and 2) environment agents, which are freely + assigned to the environment. +- The environment. It assigns agents to nodes in the network, and + stores the environment parameters (shared state for all agents). + +Soil is based on ``simpy``, which is an event-based network simulation +library. Soil provides several abstractions over events to make +developing agents easier. This means you can use events (timeouts, +delays) in soil, but for the most part we will assume your models will +be step-based. + +Modeling behaviour +================== + +Our first step will be to model how every person in the social network +reacts when it comes to news. We will follow a very simple model (a +finite state machine). + +There are two types of people, those who have heard about a newsworthy +event (infected) or those who have not (neutral). A neutral person may +heard about the news either on the TV (with probability +**prob\_tv\_spread**) or through their friends. Once a person has heard +the news, they will spread it to their friends (with a probability +**prob\_neighbor\_spread**). Some users do not have a TV, so they only +rely on their friends. + +The spreading probabilities will change over time due to different +factors. We will represent this variance using an environment agent. + +Network Agents +++++++++++++++ + +A basic network agent in Soil should inherit from +``soil.agents.BaseAgent``, and define its behaviour in every step of the +simulation by implementing a ``run(self)`` method. The most important +attributes of the agent are: + +- ``agent.state``, a dictionary with the state of the agent. + ``agent.state['id']`` reflects the state id of the agent. That state + id can be used to look for other networks in that specific state. The + state can be access via the agent as well. For instance: + + .. code:: py + + a = soil.agents.BaseAgent(env=env) + a['hours_of_sleep'] = 10 + print(a['hours_of_sleep']) + + The state of the agent is stored in every step of the simulation: + ``py print(a['hours_of_sleep', 10]) # hours of sleep before step #10 print(a[None, 0]) # whole state of the agent before step #0`` + +- ``agent.env``, a reference to the environment. Most commonly used to + get access to the environment parameters and the topology: + + .. code:: py + + a.env.G.nodes() # Get all nodes ids in the topology + a.env['minimum_hours_of_sleep'] + +Since our model is a finite state machine, we will be basing it on +``soil.agents.FSM``. + +With ``soil.agents.FSM``, we do not need to specify a ``step`` method. +Instead, we describe every step as a function. To change to another +state, a function may return the new state. If no state is returned, the +state remains unchanged.[ It will consist of two states, ``neutral`` +(default) and ``infected``. + +Here's the code: + +.. code:: ipython3 + + import random + + class NewsSpread(soil.agents.FSM): + @soil.agents.default_state + @soil.agents.state + def neutral(self): + r = random.random() + if self['has_tv'] and r < self.env['prob_tv_spread']: + return self.infected + return + + @soil.agents.state + def infected(self): + prob_infect = self.env['prob_neighbor_spread'] + for neighbor in self.get_neighboring_agents(state_id=self.neutral.id): + r = random.random() + if r < prob_infect: + neighbor.state['id'] = self.infected.id + return + + +Environment agents +++++++++++++++++++ + +Environment agents allow us to control the state of the environment. In +this case, we will use an environment agent to simulate a very viral +event. + +When the event happens, the agent will modify the probability of +spreading the rumor. + +.. code:: ipython3 + + NEIGHBOR_FACTOR = 0.9 + TV_FACTOR = 0.5 + class NewsEnvironmentAgent(soil.agents.BaseAgent): + def step(self): + if self.now == self['event_time']: + self.env['prob_tv_spread'] = 1 + self.env['prob_neighbor_spread'] = 1 + elif self.now > self['event_time']: + self.env['prob_tv_spread'] = self.env['prob_tv_spread'] * TV_FACTOR + self.env['prob_neighbor_spread'] = self.env['prob_neighbor_spread'] * NEIGHBOR_FACTOR + +Testing the agents +++++++++++++++++++ + +Feel free to skip this section if this is your first time with soil. + +Testing agents is not easy, and this is not a thorough testing process +for agents. Rather, this section is aimed to show you how to access +internal pats of soil so you can test your agents. + +First of all, let's check if our network agent has the states we would +expect: + +.. code:: ipython3 + + NewsSpread.states + + + + +.. parsed-literal:: + + {'infected': , + 'neutral': } + + + +Now, let's run a simulation on a simple network. It is comprised of +three nodes: + +.. code:: ipython3 + + G = nx.Graph() + G.add_edge(0, 1) + G.add_edge(0, 2) + G.add_edge(2, 3) + G.add_node(4) + pos = nx.spring_layout(G) + nx.draw_networkx(G, pos, node_color='red') + nx.draw_networkx(G, pos, nodelist=[0], node_color='blue') + + + +.. image:: output_21_0.png + + +Let's run a simple simulation that assigns a NewsSpread agent to all the +nodes in that network. Notice how node 0 is the only one with a TV. + +.. code:: ipython3 + + env_params = {'prob_tv_spread': 0, + 'prob_neighbor_spread': 0} + + MAX_TIME = 100 + EVENT_TIME = 10 + + sim = soil.simulation.SoilSimulation(topology=G, + num_trials=1, + max_time=MAX_TIME, + environment_agents=[{'agent_type': NewsEnvironmentAgent, + 'state': { + 'event_time': EVENT_TIME + }}], + network_agents=[{'agent_type': NewsSpread, + 'weight': 1}], + states={0: {'has_tv': True}}, + default_state={'has_tv': False}, + environment_params=env_params) + env = sim.run_simulation()[0] + + +.. parsed-literal:: + + Trial: 0 + Running + Finished trial in 0.014928102493286133 seconds + Finished simulation in 0.015764951705932617 seconds + + +Now we can access the results of the simulation and compare them to our +expected results + +.. code:: ipython3 + + agents = list(env.network_agents) + + # Until the event, all agents are neutral + for t in range(10): + for a in agents: + assert a['id', t] == a.neutral.id + + # After the event, the node with a TV is infected, the rest are not + assert agents[0]['id', 11] == NewsSpread.infected.id + + for a in agents[1:4]: + assert a['id', 11] == NewsSpread.neutral.id + + # At the end, the agents connected to the infected one will probably be infected, too. + assert agents[1]['id', MAX_TIME] == NewsSpread.infected.id + assert agents[2]['id', MAX_TIME] == NewsSpread.infected.id + + # But the node with no friends should not be affected + assert agents[4]['id', MAX_TIME] == NewsSpread.neutral.id + + +Lastly, let's see if the probabilities have decreased as expected: + +.. code:: ipython3 + + assert abs(env.environment_params['prob_neighbor_spread'] - (NEIGHBOR_FACTOR**(MAX_TIME-1-10))) < 10e-4 + assert abs(env.environment_params['prob_tv_spread'] - (TV_FACTOR**(MAX_TIME-1-10))) < 10e-6 + +Running the simulation +====================== + +To run a simulation, we need a configuration. Soil can load +configurations from python dictionaries as well as JSON and YAML files. +For this demo, we will use a python dictionary: + +.. code:: ipython3 + + config = { + 'name': 'ExampleSimulation', + 'max_time': 20, + 'interval': 1, + 'num_trials': 1, + 'network_params': { + 'generator': 'complete_graph', + 'n': 500, + }, + 'network_agents': [ + { + 'agent_type': NewsSpread, + 'weight': 1, + 'state': { + 'has_tv': False + } + }, + { + 'agent_type': NewsSpread, + 'weight': 2, + 'state': { + 'has_tv': True + } + } + ], + 'states': [ {'has_tv': True} ], + 'environment_params':{ + 'prob_tv_spread': 0.01, + 'prob_neighbor_spread': 0.5 + } + } + +Let's run our simulation: + +.. code:: ipython3 + + soil.simulation.run_from_config(config, dump=False) + + +.. parsed-literal:: + + Using config(s): ExampleSimulation + Trial: 0 + Running + Finished trial in 1.4140360355377197 seconds + Finished simulation in 2.4056642055511475 seconds + + +In real life, you probably want to run several simulations, varying some +of the parameters so that you can compare and answer your research +questions. + +For instance: + +- Does the outcome depend on the structure of our network? We will use + different generation algorithms to compare them (Barabasi-Albert and + Erdos-Renyi) +- How does neighbor spreading probability affect my simulation? We will + try probability values in the range of [0, 0.4], in intervals of 0.1. + +.. code:: ipython3 + + network_1 = { + 'generator': 'erdos_renyi_graph', + 'n': 500, + 'p': 0.1 + } + network_2 = { + 'generator': 'barabasi_albert_graph', + 'n': 500, + 'm': 2 + } + + + for net in [network_1, network_2]: + for i in range(5): + prob = i / 10 + config['environment_params']['prob_neighbor_spread'] = prob + config['network_params'] = net + config['name'] = 'Spread_{}_prob_{}'.format(net['generator'], prob) + s = soil.simulation.run_from_config(config) + + +.. parsed-literal:: + + Using config(s): Spread_erdos_renyi_graph_prob_0.0 + Trial: 0 + Running + Finished trial in 0.2691483497619629 seconds + Finished simulation in 0.3650345802307129 seconds + Using config(s): Spread_erdos_renyi_graph_prob_0.1 + Trial: 0 + Running + Finished trial in 0.34261059761047363 seconds + Finished simulation in 0.44017767906188965 seconds + Using config(s): Spread_erdos_renyi_graph_prob_0.2 + Trial: 0 + Running + Finished trial in 0.34417223930358887 seconds + Finished simulation in 0.4550771713256836 seconds + Using config(s): Spread_erdos_renyi_graph_prob_0.3 + Trial: 0 + Running + Finished trial in 0.3237779140472412 seconds + Finished simulation in 0.42307496070861816 seconds + Using config(s): Spread_erdos_renyi_graph_prob_0.4 + Trial: 0 + Running + Finished trial in 0.3507683277130127 seconds + Finished simulation in 0.45061564445495605 seconds + Using config(s): Spread_barabasi_albert_graph_prob_0.0 + Trial: 0 + Running + Finished trial in 0.19115304946899414 seconds + Finished simulation in 0.20927715301513672 seconds + Using config(s): Spread_barabasi_albert_graph_prob_0.1 + Trial: 0 + Running + Finished trial in 0.22086191177368164 seconds + Finished simulation in 0.2390913963317871 seconds + Using config(s): Spread_barabasi_albert_graph_prob_0.2 + Trial: 0 + Running + Finished trial in 0.21225976943969727 seconds + Finished simulation in 0.23252630233764648 seconds + Using config(s): Spread_barabasi_albert_graph_prob_0.3 + Trial: 0 + Running + Finished trial in 0.2853121757507324 seconds + Finished simulation in 0.30568504333496094 seconds + Using config(s): Spread_barabasi_albert_graph_prob_0.4 + Trial: 0 + Running + Finished trial in 0.21434736251831055 seconds + Finished simulation in 0.23370599746704102 seconds + + +The results are conveniently stored in pickle (simulation), csv (history +of agent and environment state) and gexf format. + +.. code:: ipython3 + + !tree soil_output + !du -xh soil_output/* + + +.. parsed-literal:: + + soil_output + ├── Sim_prob_0 + │   ├── Sim_prob_0.dumped.yml + │   ├── Sim_prob_0.simulation.pickle + │   ├── Sim_prob_0_trial_0.environment.csv + │   └── Sim_prob_0_trial_0.gexf + ├── Spread_barabasi_albert_graph_prob_0.0 + │   ├── Spread_barabasi_albert_graph_prob_0.0.dumped.yml + │   ├── Spread_barabasi_albert_graph_prob_0.0.simulation.pickle + │   ├── Spread_barabasi_albert_graph_prob_0.0_trial_0.environment.csv + │   └── Spread_barabasi_albert_graph_prob_0.0_trial_0.gexf + ├── Spread_barabasi_albert_graph_prob_0.1 + │   ├── Spread_barabasi_albert_graph_prob_0.1.dumped.yml + │   ├── Spread_barabasi_albert_graph_prob_0.1.simulation.pickle + │   ├── Spread_barabasi_albert_graph_prob_0.1_trial_0.environment.csv + │   └── Spread_barabasi_albert_graph_prob_0.1_trial_0.gexf + ├── Spread_barabasi_albert_graph_prob_0.2 + │   ├── Spread_barabasi_albert_graph_prob_0.2.dumped.yml + │   ├── Spread_barabasi_albert_graph_prob_0.2.simulation.pickle + │   ├── Spread_barabasi_albert_graph_prob_0.2_trial_0.environment.csv + │   └── Spread_barabasi_albert_graph_prob_0.2_trial_0.gexf + ├── Spread_barabasi_albert_graph_prob_0.3 + │   ├── Spread_barabasi_albert_graph_prob_0.3.dumped.yml + │   ├── Spread_barabasi_albert_graph_prob_0.3.simulation.pickle + │   ├── Spread_barabasi_albert_graph_prob_0.3_trial_0.environment.csv + │   └── Spread_barabasi_albert_graph_prob_0.3_trial_0.gexf + ├── Spread_barabasi_albert_graph_prob_0.4 + │   ├── Spread_barabasi_albert_graph_prob_0.4.dumped.yml + │   ├── Spread_barabasi_albert_graph_prob_0.4.simulation.pickle + │   ├── Spread_barabasi_albert_graph_prob_0.4_trial_0.environment.csv + │   └── Spread_barabasi_albert_graph_prob_0.4_trial_0.gexf + ├── Spread_erdos_renyi_graph_prob_0.0 + │   ├── Spread_erdos_renyi_graph_prob_0.0.dumped.yml + │   ├── Spread_erdos_renyi_graph_prob_0.0.simulation.pickle + │   ├── Spread_erdos_renyi_graph_prob_0.0_trial_0.environment.csv + │   └── Spread_erdos_renyi_graph_prob_0.0_trial_0.gexf + ├── Spread_erdos_renyi_graph_prob_0.1 + │   ├── Spread_erdos_renyi_graph_prob_0.1.dumped.yml + │   ├── Spread_erdos_renyi_graph_prob_0.1.simulation.pickle + │   ├── Spread_erdos_renyi_graph_prob_0.1_trial_0.environment.csv + │   └── Spread_erdos_renyi_graph_prob_0.1_trial_0.gexf + ├── Spread_erdos_renyi_graph_prob_0.2 + │   ├── Spread_erdos_renyi_graph_prob_0.2.dumped.yml + │   ├── Spread_erdos_renyi_graph_prob_0.2.simulation.pickle + │   ├── Spread_erdos_renyi_graph_prob_0.2_trial_0.environment.csv + │   └── Spread_erdos_renyi_graph_prob_0.2_trial_0.gexf + ├── Spread_erdos_renyi_graph_prob_0.3 + │   ├── Spread_erdos_renyi_graph_prob_0.3.dumped.yml + │   ├── Spread_erdos_renyi_graph_prob_0.3.simulation.pickle + │   ├── Spread_erdos_renyi_graph_prob_0.3_trial_0.environment.csv + │   └── Spread_erdos_renyi_graph_prob_0.3_trial_0.gexf + └── Spread_erdos_renyi_graph_prob_0.4 + ├── Spread_erdos_renyi_graph_prob_0.4.dumped.yml + ├── Spread_erdos_renyi_graph_prob_0.4.simulation.pickle + ├── Spread_erdos_renyi_graph_prob_0.4_trial_0.environment.csv + └── Spread_erdos_renyi_graph_prob_0.4_trial_0.gexf + + 11 directories, 44 files + 1.8M soil_output/Sim_prob_0 + 652K soil_output/Spread_barabasi_albert_graph_prob_0.0 + 684K soil_output/Spread_barabasi_albert_graph_prob_0.1 + 692K soil_output/Spread_barabasi_albert_graph_prob_0.2 + 692K soil_output/Spread_barabasi_albert_graph_prob_0.3 + 688K soil_output/Spread_barabasi_albert_graph_prob_0.4 + 1.8M soil_output/Spread_erdos_renyi_graph_prob_0.0 + 1.9M soil_output/Spread_erdos_renyi_graph_prob_0.1 + 1.9M soil_output/Spread_erdos_renyi_graph_prob_0.2 + 1.9M soil_output/Spread_erdos_renyi_graph_prob_0.3 + 1.9M soil_output/Spread_erdos_renyi_graph_prob_0.4 + + +Analysing the results +===================== + +Once the simulations are over, we can use soil to analyse the results. + +First, let's load the stored results into a pandas dataframe. + +.. code:: ipython3 + + %pylab inline + from soil import analysis + + +.. parsed-literal:: + + Populating the interactive namespace from numpy and matplotlib + + +.. parsed-literal:: + + /usr/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['random'] + `%matplotlib` prevents importing * from pylab and numpy + "\n`%matplotlib` prevents importing * from pylab and numpy" + + +.. code:: ipython3 + + config_file, df, config = list(analysis.get_data('soil_output/Spread_barabasi*prob_0.1*', process=False))[0] + df + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
agent_idtstepattributevalue
0env0prob_tv_spread0.01
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2env1prob_tv_spread0.01
3env1prob_neighbor_spread0.1
4env2prob_tv_spread0.01
5env2prob_neighbor_spread0.1
6env3prob_tv_spread0.01
7env3prob_neighbor_spread0.1
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16env8prob_tv_spread0.01
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20env10prob_tv_spread0.01
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22env11prob_tv_spread0.01
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24env12prob_tv_spread0.01
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26env13prob_tv_spread0.01
27env13prob_neighbor_spread0.1
28env14prob_tv_spread0.01
29env14prob_neighbor_spread0.1
...............
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+

21042 rows × 4 columns

+
+ + + +.. code:: ipython3 + + list(analysis.get_data('soil_output/Spread_barabasi*prob_0.1*', process=True))[0][1] + + + + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
value0.010.1FalseTrueinfectedneutral
tstep
01.01.0163.0337.00.0500.0
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181.01.0163.0337.0442.058.0
191.01.0163.0337.0452.048.0
201.01.0163.0337.0464.036.0
+
+ + + +If you don't want to work with pandas, you can also use some pre-defined +functions from soil to conveniently plot the results: + +.. code:: ipython3 + + analysis.plot_all('soil_output/Spread_barabasi*', attributes=['id']) + + + +.. image:: output_44_0.png + + + +.. image:: output_44_1.png + + + +.. image:: output_44_2.png + + + +.. image:: output_44_3.png + + + +.. image:: output_44_4.png + + +.. code:: ipython3 + + analysis.plot_all('soil_output/Spread_erdos*', attributes=['id']) + + + +.. image:: output_45_0.png + + + +.. image:: output_45_1.png + + + +.. image:: output_45_2.png + + + +.. image:: output_45_3.png + + + +.. image:: output_45_4.png + diff --git a/docs/_build/doctrees/demo.doctree b/docs/_build/doctrees/demo.doctree deleted file mode 100644 index 9ac7f6478d7e3fb57ec05a0a6dce93a3ad2c529e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1945 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a/docs/_build/html/_sources/usage.rst.txt +++ /dev/null @@ -1,99 +0,0 @@ -Usage ------ - -First of all, you need to install the package. See :doc:`installation` for installation instructions. - -Simulation Settings -=================== - -Once installed, before running a simulation, you need to configure it. - -* In the Settings JSON file you will find the configuration of the network. - - .. code:: python - - { - "network_type": 1, - "number_of_nodes": 1000, - "max_time": 50, - "num_trials": 1, - "timeout": 2 - } - -* In the Settings JSON file, you will also find the configuration of the models. - -Network Types -============= - -There are three types of network implemented, but you could add more. - -.. code:: python - - if settings.network_type == 0: - G = nx.complete_graph(settings.number_of_nodes) - if settings.network_type == 1: - G = nx.barabasi_albert_graph(settings.number_of_nodes, 10) - if settings.network_type == 2: - G = nx.margulis_gabber_galil_graph(settings.number_of_nodes, None) - # More types of networks can be added here - -Models Settings -=============== - -After having configured the simulation, the next step is setting up the variables of the models. -For this, you will need to modify the Settings JSON file again. - -.. code:: json - - { - "agent": ["SISaModel","ControlModelM2"], - - "neutral_discontent_spon_prob": 0.04, - "neutral_discontent_infected_prob": 0.04, - "neutral_content_spon_prob": 0.18, - "neutral_content_infected_prob": 0.02, - - "discontent_neutral": 0.13, - "discontent_content": 0.07, - "variance_d_c": 0.02, - - "content_discontent": 0.009, - "variance_c_d": 0.003, - "content_neutral": 0.088, - - "standard_variance": 0.055, - - - "prob_neutral_making_denier": 0.035, - - "prob_infect": 0.075, - - "prob_cured_healing_infected": 0.035, - "prob_cured_vaccinate_neutral": 0.035, - - "prob_vaccinated_healing_infected": 0.035, - "prob_vaccinated_vaccinate_neutral": 0.035, - "prob_generate_anti_rumor": 0.035 - } - -In this file you will define the different models you are going to simulate. You can simulate as many models -as you want. Each model will be simulated separately. - -After setting up the models, you have to initialize the parameters of each one. You will find the parameters needed -in the documentation of each model. - -Parameter validation will fail if a required parameter without a default has not been provided. - -Running the Simulation -====================== - -After setting all the configuration, you will be able to run the simulation. 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- -/** - * make the code below compatible with browsers without - * an installed firebug like debugger -if (!window.console || !console.firebug) { - var names = ["log", "debug", "info", "warn", "error", "assert", "dir", - "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace", - "profile", "profileEnd"]; - window.console = {}; - for (var i = 0; i < names.length; ++i) - window.console[names[i]] = function() {}; -} - */ - -/** - * small helper function to urldecode strings - */ -jQuery.urldecode = function(x) { - return decodeURIComponent(x).replace(/\+/g, ' '); -}; - -/** - * small helper function to urlencode strings - */ -jQuery.urlencode = encodeURIComponent; - -/** - * This function returns the parsed url parameters of the - * current request. Multiple values per key are supported, - * it will always return arrays of strings for the value parts. - */ -jQuery.getQueryParameters = function(s) { - if (typeof s == 'undefined') - s = document.location.search; - var parts = s.substr(s.indexOf('?') + 1).split('&'); - var result = {}; - for (var i = 0; i < parts.length; i++) { - var tmp = parts[i].split('=', 2); - var key = jQuery.urldecode(tmp[0]); - var value = jQuery.urldecode(tmp[1]); - if (key in result) - result[key].push(value); - else - result[key] = [value]; - } - return result; -}; - -/** - * highlight a given string on a jquery object by wrapping it in - * span elements with the given class name. - */ -jQuery.fn.highlightText = function(text, className) { - function highlight(node) { - if (node.nodeType == 3) { - var val = node.nodeValue; - var pos = val.toLowerCase().indexOf(text); - if (pos >= 0 && !jQuery(node.parentNode).hasClass(className)) { - var span = document.createElement("span"); - span.className = className; - span.appendChild(document.createTextNode(val.substr(pos, text.length))); - node.parentNode.insertBefore(span, node.parentNode.insertBefore( - document.createTextNode(val.substr(pos + text.length)), - node.nextSibling)); - node.nodeValue = val.substr(0, pos); - } - } - else if (!jQuery(node).is("button, select, textarea")) { - jQuery.each(node.childNodes, function() { - highlight(this); - }); - } - } - return this.each(function() { - highlight(this); - }); -}; - -/* - * backward compatibility for jQuery.browser - * This will be supported until firefox bug is fixed. - */ -if (!jQuery.browser) { - jQuery.uaMatch = function(ua) { - ua = ua.toLowerCase(); - - var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || - /(webkit)[ \/]([\w.]+)/.exec(ua) || - /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || - /(msie) ([\w.]+)/.exec(ua) || - ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || - []; - - return { - browser: match[ 1 ] || "", - version: match[ 2 ] || "0" - }; - }; - jQuery.browser = {}; - jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; -} - -/** - * Small JavaScript module for the documentation. - */ -var Documentation = { - - init : function() { - this.fixFirefoxAnchorBug(); - this.highlightSearchWords(); - this.initIndexTable(); - - }, - - /** - * i18n support - */ - TRANSLATIONS : {}, - PLURAL_EXPR : function(n) { return n == 1 ? 0 : 1; }, - LOCALE : 'unknown', - - // gettext and ngettext don't access this so that the functions - // can safely bound to a different name (_ = Documentation.gettext) - gettext : function(string) { - var translated = Documentation.TRANSLATIONS[string]; - if (typeof translated == 'undefined') - return string; - return (typeof translated == 'string') ? translated : translated[0]; - }, - - ngettext : function(singular, plural, n) { - var translated = Documentation.TRANSLATIONS[singular]; - if (typeof translated == 'undefined') - return (n == 1) ? singular : plural; - return translated[Documentation.PLURALEXPR(n)]; - }, - - addTranslations : function(catalog) { - for (var key in catalog.messages) - this.TRANSLATIONS[key] = catalog.messages[key]; - this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')'); - this.LOCALE = catalog.locale; - }, - - /** - * add context elements like header anchor links - */ - addContextElements : function() { - $('div[id] > :header:first').each(function() { - $('\u00B6'). - attr('href', '#' + this.id). - attr('title', _('Permalink to this headline')). - appendTo(this); - }); - $('dt[id]').each(function() { - $('\u00B6'). - attr('href', '#' + this.id). - attr('title', _('Permalink to this definition')). - appendTo(this); - }); - }, - - /** - * workaround a firefox stupidity - * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075 - */ - fixFirefoxAnchorBug : function() { - if (document.location.hash) - window.setTimeout(function() { - document.location.href += ''; - }, 10); - }, - - /** - * highlight the search words provided in the url in the text - */ - highlightSearchWords : function() { - var params = $.getQueryParameters(); - var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : []; - if (terms.length) { - var body = $('div.body'); - if (!body.length) { - body = $('body'); - } - window.setTimeout(function() { - $.each(terms, function() { - body.highlightText(this.toLowerCase(), 'highlighted'); - }); - }, 10); - $('

' + _('Hide Search Matches') + '

') - .appendTo($('#searchbox')); - } - }, - - /** - * init the domain index toggle buttons - */ - initIndexTable : function() { - var togglers = $('img.toggler').click(function() { - var src = $(this).attr('src'); - var idnum = $(this).attr('id').substr(7); - $('tr.cg-' + idnum).toggle(); - if (src.substr(-9) == 'minus.png') - $(this).attr('src', src.substr(0, src.length-9) + 'plus.png'); - else - $(this).attr('src', src.substr(0, src.length-8) + 'minus.png'); - }).css('display', ''); - if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) { - togglers.click(); - } - }, - - /** - * helper function to hide the search marks again - */ - hideSearchWords : function() { - $('#searchbox .highlight-link').fadeOut(300); - $('span.highlighted').removeClass('highlighted'); - }, - - /** - * make the url absolute - */ - makeURL : function(relativeURL) { - return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL; - }, - - /** - * get the current relative url - */ - getCurrentURL : function() { - var path = document.location.pathname; - var parts = path.split(/\//); - $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() { - if (this == '..') - parts.pop(); - }); - var url = parts.join('/'); - return path.substring(url.lastIndexOf('/') + 1, path.length - 1); - }, - - initOnKeyListeners: function() { - $(document).keyup(function(event) { - var activeElementType = document.activeElement.tagName; - // don't navigate when in search box or textarea - if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT') { - switch (event.keyCode) { - case 37: // left - var prevHref = $('link[rel="prev"]').prop('href'); - if (prevHref) { - window.location.href = prevHref; - return false; - } - case 39: // right - var nextHref = $('link[rel="next"]').prop('href'); - if (nextHref) { - window.location.href = nextHref; - return false; - } - } - } - }); - } -}; - -// quick alias for translations -_ = Documentation.gettext; - -$(document).ready(function() { - Documentation.init(); -}); \ No newline at end of file diff --git a/docs/_build/html/_static/down-pressed.png b/docs/_build/html/_static/down-pressed.png deleted file mode 100644 index 5756c8cad8854722893dc70b9eb4bb0400343a39..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 222 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!61|;P_|4#%`OFdm2Ln;`PZ^+1>KjR?B@S0W7 z%OS_REiHONoJ6{+Ks@6k3590|7k9F+ddB6!zw3#&!aw#S`x}3V3&=A(a#84O-&F7T z^k3tZB;&iR9siw0|F|E|DAL<8r-F4!1H-;1{e*~yAKZN5f0|Ei6yUmR#Is)EM(Po_ zi`qJR6|P<~+)N+kSDgL7AjdIC_!O7Q?eGb+L+qOjm{~LLinM4NHn7U%HcK%uoMYO5 VJ~8zD2B3o(JYD@<);T3K0RV0%P>BEl diff --git a/docs/_build/html/_static/down.png b/docs/_build/html/_static/down.png deleted file mode 100644 index 1b3bdad2ceffae91cee61b32f3295f9bbe646e48..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 202 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!60wlNoGJgf6CVIL!hEy=F?b*7pIY7kW{q%Rg zx!yQ<9v8bmJwa`TQk7YSw}WVQ()mRdQ;TC;* diff --git a/docs/_build/html/_static/file.png b/docs/_build/html/_static/file.png deleted file mode 100644 index a858a410e4faa62ce324d814e4b816fff83a6fb3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( diff --git a/docs/_build/html/_static/jquery-3.1.0.js b/docs/_build/html/_static/jquery-3.1.0.js deleted file mode 100644 index f2fc274..0000000 --- a/docs/_build/html/_static/jquery-3.1.0.js +++ /dev/null @@ -1,10074 +0,0 @@ -/*eslint-disable no-unused-vars*/ -/*! - * jQuery JavaScript Library v3.1.0 - * https://jquery.com/ - * - * Includes Sizzle.js - * https://sizzlejs.com/ - * - * Copyright jQuery Foundation and other contributors - * Released under the MIT license - * https://jquery.org/license - * - * Date: 2016-07-07T21:44Z - */ -( function( global, factory ) { - - "use strict"; - - if ( typeof module === "object" && typeof module.exports === "object" ) { - - // For CommonJS and CommonJS-like environments where a proper `window` - // is present, execute the factory and get jQuery. - // For environments that do not have a `window` with a `document` - // (such as Node.js), expose a factory as module.exports. - // This accentuates the need for the creation of a real `window`. - // e.g. var jQuery = require("jquery")(window); - // See ticket #14549 for more info. - module.exports = global.document ? - factory( global, true ) : - function( w ) { - if ( !w.document ) { - throw new Error( "jQuery requires a window with a document" ); - } - return factory( w ); - }; - } else { - factory( global ); - } - -// Pass this if window is not defined yet -} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { - -// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 -// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode -// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common -// enough that all such attempts are guarded in a try block. -"use strict"; - -var arr = []; - -var document = window.document; - -var getProto = Object.getPrototypeOf; - -var slice = arr.slice; - -var concat = arr.concat; - -var push = arr.push; - -var indexOf = arr.indexOf; - -var class2type = {}; - -var toString = class2type.toString; - -var hasOwn = class2type.hasOwnProperty; - -var fnToString = hasOwn.toString; - -var ObjectFunctionString = fnToString.call( Object ); - -var support = {}; - - - - function DOMEval( code, doc ) { - doc = doc || document; - - var script = doc.createElement( "script" ); - - script.text = code; - doc.head.appendChild( script ).parentNode.removeChild( script ); - } -/* global Symbol */ -// Defining this global in .eslintrc would create a danger of using the global -// unguarded in another place, it seems safer to define global only for this module - - - -var - version = "3.1.0", - - // Define a local copy of jQuery - jQuery = function( selector, context ) { - - // The jQuery object is actually just the init constructor 'enhanced' - // Need init if jQuery is called (just allow error to be thrown if not included) - return new jQuery.fn.init( selector, context ); - }, - - // Support: Android <=4.0 only - // Make sure we trim BOM and NBSP - rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g, - - // Matches dashed string for camelizing - rmsPrefix = /^-ms-/, - rdashAlpha = /-([a-z])/g, - - // Used by jQuery.camelCase as callback to replace() - fcamelCase = function( all, letter ) { - return letter.toUpperCase(); - }; - -jQuery.fn = jQuery.prototype = { - - // The current version of jQuery being used - jquery: version, - - constructor: jQuery, - - // The default length of a jQuery object is 0 - length: 0, - - toArray: function() { - return slice.call( this ); - }, - - // Get the Nth element in the matched element set OR - // Get the whole matched element set as a clean array - get: function( num ) { - return num != null ? - - // Return just the one element from the set - ( num < 0 ? this[ num + this.length ] : this[ num ] ) : - - // Return all the elements in a clean array - slice.call( this ); - }, - - // Take an array of elements and push it onto the stack - // (returning the new matched element set) - pushStack: function( elems ) { - - // Build a new jQuery matched element set - var ret = jQuery.merge( this.constructor(), elems ); - - // Add the old object onto the stack (as a reference) - ret.prevObject = this; - - // Return the newly-formed element set - return ret; - }, - - // Execute a callback for every element in the matched set. - each: function( callback ) { - return jQuery.each( this, callback ); - }, - - map: function( callback ) { - return this.pushStack( jQuery.map( this, function( elem, i ) { - return callback.call( elem, i, elem ); - } ) ); - }, - - slice: function() { - return this.pushStack( slice.apply( this, arguments ) ); - }, - - first: function() { - return this.eq( 0 ); - }, - - last: function() { - return this.eq( -1 ); - }, - - eq: function( i ) { - var len = this.length, - j = +i + ( i < 0 ? len : 0 ); - return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); - }, - - end: function() { - return this.prevObject || this.constructor(); - }, - - // For internal use only. - // Behaves like an Array's method, not like a jQuery method. - push: push, - sort: arr.sort, - splice: arr.splice -}; - -jQuery.extend = jQuery.fn.extend = function() { - var options, name, src, copy, copyIsArray, clone, - target = arguments[ 0 ] || {}, - i = 1, - length = arguments.length, - deep = false; - - // Handle a deep copy situation - if ( typeof target === "boolean" ) { - deep = target; - - // Skip the boolean and the target - target = arguments[ i ] || {}; - i++; - } - - // Handle case when target is a string or something (possible in deep copy) - if ( typeof target !== "object" && !jQuery.isFunction( target ) ) { - target = {}; - } - - // Extend jQuery itself if only one argument is passed - if ( i === length ) { - target = this; - i--; - } - - for ( ; i < length; i++ ) { - - // Only deal with non-null/undefined values - if ( ( options = arguments[ i ] ) != null ) { - - // Extend the base object - for ( name in options ) { - src = target[ name ]; - copy = options[ name ]; - - // Prevent never-ending loop - if ( target === copy ) { - continue; - } - - // Recurse if we're merging plain objects or arrays - if ( deep && copy && ( jQuery.isPlainObject( copy ) || - ( copyIsArray = jQuery.isArray( copy ) ) ) ) { - - if ( copyIsArray ) { - copyIsArray = false; - clone = src && jQuery.isArray( src ) ? src : []; - - } else { - clone = src && jQuery.isPlainObject( src ) ? src : {}; - } - - // Never move original objects, clone them - target[ name ] = jQuery.extend( deep, clone, copy ); - - // Don't bring in undefined values - } else if ( copy !== undefined ) { - target[ name ] = copy; - } - } - } - } - - // Return the modified object - return target; -}; - -jQuery.extend( { - - // Unique for each copy of jQuery on the page - expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), - - // Assume jQuery is ready without the ready module - isReady: true, - - error: function( msg ) { - throw new Error( msg ); - }, - - noop: function() {}, - - isFunction: function( obj ) { - return jQuery.type( obj ) === "function"; - }, - - isArray: Array.isArray, - - isWindow: function( obj ) { - return obj != null && obj === obj.window; - }, - - isNumeric: function( obj ) { - - // As of jQuery 3.0, isNumeric is limited to - // strings and numbers (primitives or objects) - // that can be coerced to finite numbers (gh-2662) - var type = jQuery.type( obj ); - return ( type === "number" || type === "string" ) && - - // parseFloat NaNs numeric-cast false positives ("") - // ...but misinterprets leading-number strings, particularly hex literals ("0x...") - // subtraction forces infinities to NaN - !isNaN( obj - parseFloat( obj ) ); - }, - - isPlainObject: function( obj ) { - var proto, Ctor; - - // Detect obvious negatives - // Use toString instead of jQuery.type to catch host objects - if ( !obj || toString.call( obj ) !== "[object Object]" ) { - return false; - } - - proto = getProto( obj ); - - // Objects with no prototype (e.g., `Object.create( null )`) are plain - if ( !proto ) { - return true; - } - - // Objects with prototype are plain iff they were constructed by a global Object function - Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; - return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; - }, - - isEmptyObject: function( obj ) { - - /* eslint-disable no-unused-vars */ - // See https://github.com/eslint/eslint/issues/6125 - var name; - - for ( name in obj ) { - return false; - } - return true; - }, - - type: function( obj ) { - if ( obj == null ) { - return obj + ""; - } - - // Support: Android <=2.3 only (functionish RegExp) - return typeof obj === "object" || typeof obj === "function" ? - class2type[ toString.call( obj ) ] || "object" : - typeof obj; - }, - - // Evaluates a script in a global context - globalEval: function( code ) { - DOMEval( code ); - }, - - // Convert dashed to camelCase; used by the css and data modules - // Support: IE <=9 - 11, Edge 12 - 13 - // Microsoft forgot to hump their vendor prefix (#9572) - camelCase: function( string ) { - return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); - }, - - nodeName: function( elem, name ) { - return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); - }, - - each: function( obj, callback ) { - var length, i = 0; - - if ( isArrayLike( obj ) ) { - length = obj.length; - for ( ; i < length; i++ ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } else { - for ( i in obj ) { - if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { - break; - } - } - } - - return obj; - }, - - // Support: Android <=4.0 only - trim: function( text ) { - return text == null ? - "" : - ( text + "" ).replace( rtrim, "" ); - }, - - // results is for internal usage only - makeArray: function( arr, results ) { - var ret = results || []; - - if ( arr != null ) { - if ( isArrayLike( Object( arr ) ) ) { - jQuery.merge( ret, - typeof arr === "string" ? - [ arr ] : arr - ); - } else { - push.call( ret, arr ); - } - } - - return ret; - }, - - inArray: function( elem, arr, i ) { - return arr == null ? -1 : indexOf.call( arr, elem, i ); - }, - - // Support: Android <=4.0 only, PhantomJS 1 only - // push.apply(_, arraylike) throws on ancient WebKit - merge: function( first, second ) { - var len = +second.length, - j = 0, - i = first.length; - - for ( ; j < len; j++ ) { - first[ i++ ] = second[ j ]; - } - - first.length = i; - - return first; - }, - - grep: function( elems, callback, invert ) { - var callbackInverse, - matches = [], - i = 0, - length = elems.length, - callbackExpect = !invert; - - // Go through the array, only saving the items - // that pass the validator function - for ( ; i < length; i++ ) { - callbackInverse = !callback( elems[ i ], i ); - if ( callbackInverse !== callbackExpect ) { - matches.push( elems[ i ] ); - } - } - - return matches; - }, - - // arg is for internal usage only - map: function( elems, callback, arg ) { - var length, value, - i = 0, - ret = []; - - // Go through the array, translating each of the items to their new values - if ( isArrayLike( elems ) ) { - length = elems.length; - for ( ; i < length; i++ ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - - // Go through every key on the object, - } else { - for ( i in elems ) { - value = callback( elems[ i ], i, arg ); - - if ( value != null ) { - ret.push( value ); - } - } - } - - // Flatten any nested arrays - return concat.apply( [], ret ); - }, - - // A global GUID counter for objects - guid: 1, - - // Bind a function to a context, optionally partially applying any - // arguments. - proxy: function( fn, context ) { - var tmp, args, proxy; - - if ( typeof context === "string" ) { - tmp = fn[ context ]; - context = fn; - fn = tmp; - } - - // Quick check to determine if target is callable, in the spec - // this throws a TypeError, but we will just return undefined. - if ( !jQuery.isFunction( fn ) ) { - return undefined; - } - - // Simulated bind - args = slice.call( arguments, 2 ); - proxy = function() { - return fn.apply( context || this, args.concat( slice.call( arguments ) ) ); - }; - - // Set the guid of unique handler to the same of original handler, so it can be removed - proxy.guid = fn.guid = fn.guid || jQuery.guid++; - - return proxy; - }, - - now: Date.now, - - // jQuery.support is not used in Core but other projects attach their - // properties to it so it needs to exist. - support: support -} ); - -if ( typeof Symbol === "function" ) { - jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; -} - -// Populate the class2type map -jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), -function( i, name ) { - class2type[ "[object " + name + "]" ] = name.toLowerCase(); -} ); - -function isArrayLike( obj ) { - - // Support: real iOS 8.2 only (not reproducible in simulator) - // `in` check used to prevent JIT error (gh-2145) - // hasOwn isn't used here due to false negatives - // regarding Nodelist length in IE - var length = !!obj && "length" in obj && obj.length, - type = jQuery.type( obj ); - - if ( type === "function" || jQuery.isWindow( obj ) ) { - return false; - } - - return type === "array" || length === 0 || - typeof length === "number" && length > 0 && ( length - 1 ) in obj; -} -var Sizzle = -/*! - * Sizzle CSS Selector Engine v2.3.0 - * https://sizzlejs.com/ - * - * Copyright jQuery Foundation and other contributors - * Released under the MIT license - * http://jquery.org/license - * - * Date: 2016-01-04 - */ -(function( window ) { - -var i, - support, - Expr, - getText, - isXML, - tokenize, - compile, - select, - outermostContext, - sortInput, - hasDuplicate, - - // Local document vars - setDocument, - document, - docElem, - documentIsHTML, - rbuggyQSA, - rbuggyMatches, - matches, - contains, - - // Instance-specific data - expando = "sizzle" + 1 * new Date(), - preferredDoc = window.document, - dirruns = 0, - done = 0, - classCache = createCache(), - tokenCache = createCache(), - compilerCache = createCache(), - sortOrder = function( a, b ) { - if ( a === b ) { - hasDuplicate = true; - } - return 0; - }, - - // Instance methods - hasOwn = ({}).hasOwnProperty, - arr = [], - pop = arr.pop, - push_native = arr.push, - push = arr.push, - slice = arr.slice, - // Use a stripped-down indexOf as it's faster than native - // https://jsperf.com/thor-indexof-vs-for/5 - indexOf = function( list, elem ) { - var i = 0, - len = list.length; - for ( ; i < len; i++ ) { - if ( list[i] === elem ) { - return i; - } - } - return -1; - }, - - booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped", - - // Regular expressions - - // http://www.w3.org/TR/css3-selectors/#whitespace - whitespace = "[\\x20\\t\\r\\n\\f]", - - // http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier - identifier = "(?:\\\\.|[\\w-]|[^\0-\\xa0])+", - - // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors - attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + - // Operator (capture 2) - "*([*^$|!~]?=)" + whitespace + - // "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]" - "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace + - "*\\]", - - pseudos = ":(" + identifier + ")(?:\\((" + - // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: - // 1. quoted (capture 3; capture 4 or capture 5) - "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + - // 2. simple (capture 6) - "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + - // 3. anything else (capture 2) - ".*" + - ")\\)|)", - - // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter - rwhitespace = new RegExp( whitespace + "+", "g" ), - rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ), - - rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), - rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ), - - rattributeQuotes = new RegExp( "=" + whitespace + "*([^\\]'\"]*?)" + whitespace + "*\\]", "g" ), - - rpseudo = new RegExp( pseudos ), - ridentifier = new RegExp( "^" + identifier + "$" ), - - matchExpr = { - "ID": new RegExp( "^#(" + identifier + ")" ), - "CLASS": new RegExp( "^\\.(" + identifier + ")" ), - "TAG": new RegExp( "^(" + identifier + "|[*])" ), - "ATTR": new RegExp( "^" + attributes ), - "PSEUDO": new RegExp( "^" + pseudos ), - "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace + - "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace + - "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), - "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), - // For use in libraries implementing .is() - // We use this for POS matching in `select` - "needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + - whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) - }, - - rinputs = /^(?:input|select|textarea|button)$/i, - rheader = /^h\d$/i, - - rnative = /^[^{]+\{\s*\[native \w/, - - // Easily-parseable/retrievable ID or TAG or CLASS selectors - rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, - - rsibling = /[+~]/, - - // CSS escapes - // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters - runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ), - funescape = function( _, escaped, escapedWhitespace ) { - var high = "0x" + escaped - 0x10000; - // NaN means non-codepoint - // Support: Firefox<24 - // Workaround erroneous numeric interpretation of +"0x" - return high !== high || escapedWhitespace ? - escaped : - high < 0 ? - // BMP codepoint - String.fromCharCode( high + 0x10000 ) : - // Supplemental Plane codepoint (surrogate pair) - String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); - }, - - // CSS string/identifier serialization - // https://drafts.csswg.org/cssom/#common-serializing-idioms - rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\x80-\uFFFF\w-]/g, - fcssescape = function( ch, asCodePoint ) { - if ( asCodePoint ) { - - // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER - if ( ch === "\0" ) { - return "\uFFFD"; - } - - // Control characters and (dependent upon position) numbers get escaped as code points - return ch.slice( 0, -1 ) + "\\" + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; - } - - // Other potentially-special ASCII characters get backslash-escaped - return "\\" + ch; - }, - - // Used for iframes - // See setDocument() - // Removing the function wrapper causes a "Permission Denied" - // error in IE - unloadHandler = function() { - setDocument(); - }, - - disabledAncestor = addCombinator( - function( elem ) { - return elem.disabled === true; - }, - { dir: "parentNode", next: "legend" } - ); - -// Optimize for push.apply( _, NodeList ) -try { - push.apply( - (arr = slice.call( preferredDoc.childNodes )), - preferredDoc.childNodes - ); - // Support: Android<4.0 - // Detect silently failing push.apply - arr[ preferredDoc.childNodes.length ].nodeType; -} catch ( e ) { - push = { apply: arr.length ? - - // Leverage slice if possible - function( target, els ) { - push_native.apply( target, slice.call(els) ); - } : - - // Support: IE<9 - // Otherwise append directly - function( target, els ) { - var j = target.length, - i = 0; - // Can't trust NodeList.length - while ( (target[j++] = els[i++]) ) {} - target.length = j - 1; - } - }; -} - -function Sizzle( selector, context, results, seed ) { - var m, i, elem, nid, match, groups, newSelector, - newContext = context && context.ownerDocument, - - // nodeType defaults to 9, since context defaults to document - nodeType = context ? context.nodeType : 9; - - results = results || []; - - // Return early from calls with invalid selector or context - if ( typeof selector !== "string" || !selector || - nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { - - return results; - } - - // Try to shortcut find operations (as opposed to filters) in HTML documents - if ( !seed ) { - - if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) { - setDocument( context ); - } - context = context || document; - - if ( documentIsHTML ) { - - // If the selector is sufficiently simple, try using a "get*By*" DOM method - // (excepting DocumentFragment context, where the methods don't exist) - if ( nodeType !== 11 && (match = rquickExpr.exec( selector )) ) { - - // ID selector - if ( (m = match[1]) ) { - - // Document context - if ( nodeType === 9 ) { - if ( (elem = context.getElementById( m )) ) { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( elem.id === m ) { - results.push( elem ); - return results; - } - } else { - return results; - } - - // Element context - } else { - - // Support: IE, Opera, Webkit - // TODO: identify versions - // getElementById can match elements by name instead of ID - if ( newContext && (elem = newContext.getElementById( m )) && - contains( context, elem ) && - elem.id === m ) { - - results.push( elem ); - return results; - } - } - - // Type selector - } else if ( match[2] ) { - push.apply( results, context.getElementsByTagName( selector ) ); - return results; - - // Class selector - } else if ( (m = match[3]) && support.getElementsByClassName && - context.getElementsByClassName ) { - - push.apply( results, context.getElementsByClassName( m ) ); - return results; - } - } - - // Take advantage of querySelectorAll - if ( support.qsa && - !compilerCache[ selector + " " ] && - (!rbuggyQSA || !rbuggyQSA.test( selector )) ) { - - if ( nodeType !== 1 ) { - newContext = context; - newSelector = selector; - - // qSA looks outside Element context, which is not what we want - // Thanks to Andrew Dupont for this workaround technique - // Support: IE <=8 - // Exclude object elements - } else if ( context.nodeName.toLowerCase() !== "object" ) { - - // Capture the context ID, setting it first if necessary - if ( (nid = context.getAttribute( "id" )) ) { - nid = nid.replace( rcssescape, fcssescape ); - } else { - context.setAttribute( "id", (nid = expando) ); - } - - // Prefix every selector in the list - groups = tokenize( selector ); - i = groups.length; - while ( i-- ) { - groups[i] = "#" + nid + " " + toSelector( groups[i] ); - } - newSelector = groups.join( "," ); - - // Expand context for sibling selectors - newContext = rsibling.test( selector ) && testContext( context.parentNode ) || - context; - } - - if ( newSelector ) { - try { - push.apply( results, - newContext.querySelectorAll( newSelector ) - ); - return results; - } catch ( qsaError ) { - } finally { - if ( nid === expando ) { - context.removeAttribute( "id" ); - } - } - } - } - } - } - - // All others - return select( selector.replace( rtrim, "$1" ), context, results, seed ); -} - -/** - * Create key-value caches of limited size - * @returns {function(string, object)} Returns the Object data after storing it on itself with - * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) - * deleting the oldest entry - */ -function createCache() { - var keys = []; - - function cache( key, value ) { - // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) - if ( keys.push( key + " " ) > Expr.cacheLength ) { - // Only keep the most recent entries - delete cache[ keys.shift() ]; - } - return (cache[ key + " " ] = value); - } - return cache; -} - -/** - * Mark a function for special use by Sizzle - * @param {Function} fn The function to mark - */ -function markFunction( fn ) { - fn[ expando ] = true; - return fn; -} - -/** - * Support testing using an element - * @param {Function} fn Passed the created element and returns a boolean result - */ -function assert( fn ) { - var el = document.createElement("fieldset"); - - try { - return !!fn( el ); - } catch (e) { - return false; - } finally { - // Remove from its parent by default - if ( el.parentNode ) { - el.parentNode.removeChild( el ); - } - // release memory in IE - el = null; - } -} - -/** - * Adds the same handler for all of the specified attrs - * @param {String} attrs Pipe-separated list of attributes - * @param {Function} handler The method that will be applied - */ -function addHandle( attrs, handler ) { - var arr = attrs.split("|"), - i = arr.length; - - while ( i-- ) { - Expr.attrHandle[ arr[i] ] = handler; - } -} - -/** - * Checks document order of two siblings - * @param {Element} a - * @param {Element} b - * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b - */ -function siblingCheck( a, b ) { - var cur = b && a, - diff = cur && a.nodeType === 1 && b.nodeType === 1 && - a.sourceIndex - b.sourceIndex; - - // Use IE sourceIndex if available on both nodes - if ( diff ) { - return diff; - } - - // Check if b follows a - if ( cur ) { - while ( (cur = cur.nextSibling) ) { - if ( cur === b ) { - return -1; - } - } - } - - return a ? 1 : -1; -} - -/** - * Returns a function to use in pseudos for input types - * @param {String} type - */ -function createInputPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return name === "input" && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for buttons - * @param {String} type - */ -function createButtonPseudo( type ) { - return function( elem ) { - var name = elem.nodeName.toLowerCase(); - return (name === "input" || name === "button") && elem.type === type; - }; -} - -/** - * Returns a function to use in pseudos for :enabled/:disabled - * @param {Boolean} disabled true for :disabled; false for :enabled - */ -function createDisabledPseudo( disabled ) { - // Known :disabled false positives: - // IE: *[disabled]:not(button, input, select, textarea, optgroup, option, menuitem, fieldset) - // not IE: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable - return function( elem ) { - - // Check form elements and option elements for explicit disabling - return "label" in elem && elem.disabled === disabled || - "form" in elem && elem.disabled === disabled || - - // Check non-disabled form elements for fieldset[disabled] ancestors - "form" in elem && elem.disabled === false && ( - // Support: IE6-11+ - // Ancestry is covered for us - elem.isDisabled === disabled || - - // Otherwise, assume any non-