simple_experiment_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from experiment import Experiment\n",
    "from apparatus.simple_exp_config import exp_config "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Exp = Experiment()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Name': 'Name This Experiment',\n",
       " 'Description': 'Explain the purpose of this Experiment',\n",
       " 'Constructor': 'path/to/constructor',\n",
       " 'Trials': 1}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Exp.config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Exp.set_config(exp_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Name': 'Experiment API Experiment',\n",
       " 'Description': 'The Purpose of this experiment is to demonstrate equivalence of models run with the same seed',\n",
       " 'Constructor': '/apparatus/simple_constructor.py',\n",
       " 'Evaluator': 'apparatus/evaluator.py',\n",
       " 'Trials': 2}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Exp.config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Alice': <model.player.Player object at 0x7f91f8620be0>, 'Bob': <model.player.Player object at 0x7f91f86603a0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f863f610>, 'Bob': <model.player.Player object at 0x7f91f8d50a00>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d50e20>, 'Bob': <model.player.Player object at 0x7f91f8d50eb0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d50d00>, 'Bob': <model.player.Player object at 0x7f91f8d67070>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d67220>, 'Bob': <model.player.Player object at 0x7f91f8d672b0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d67460>, 'Bob': <model.player.Player object at 0x7f91f8d674f0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d676a0>, 'Bob': <model.player.Player object at 0x7f91f8d67730>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d678e0>, 'Bob': <model.player.Player object at 0x7f91f8d67970>, 'It': 'Bob'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91f8d6b640>, 'Bob': <model.player.Player object at 0x7f91f8d6b6d0>, 'It': 'Bob'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91f8d73a60>, 'Bob': <model.player.Player object at 0x7f91f8d73af0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d73ca0>, 'Bob': <model.player.Player object at 0x7f91f8d73d30>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d73ee0>, 'Bob': <model.player.Player object at 0x7f91f8d73f70>, 'It': 'Bob'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91f8d8e400>, 'Bob': <model.player.Player object at 0x7f91f8d8e190>, 'It': 'Bob'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91f8d8e9a0>, 'Bob': <model.player.Player object at 0x7f91f8d8ea30>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d8ebe0>, 'Bob': <model.player.Player object at 0x7f91f8d8ec70>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d8ee20>, 'Bob': <model.player.Player object at 0x7f91f8d8eeb0>, 'It': 'Bob'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91f8d93d60>, 'Bob': <model.player.Player object at 0x7f91f8d93df0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d93fa0>, 'Bob': <model.player.Player object at 0x7f91f8d9a070>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d93e80>, 'Bob': <model.player.Player object at 0x7f91f8d93e20>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d93790>, 'Bob': <model.player.Player object at 0x7f91f8d93760>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a0a0>, 'Bob': <model.player.Player object at 0x7f91f8d9a130>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a2e0>, 'Bob': <model.player.Player object at 0x7f91f8d9a370>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a520>, 'Bob': <model.player.Player object at 0x7f91f8d9a5b0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a760>, 'Bob': <model.player.Player object at 0x7f91f8d9a7f0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a9a0>, 'Bob': <model.player.Player object at 0x7f91f8d9aa30>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9abe0>, 'Bob': <model.player.Player object at 0x7f91f8d9ac70>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d8ea60>, 'Bob': <model.player.Player object at 0x7f91f8d9aac0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a820>, 'Bob': <model.player.Player object at 0x7f91f8d9a550>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a160>, 'Bob': <model.player.Player object at 0x7f91f8d9ad30>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9aee0>, 'Bob': <model.player.Player object at 0x7f91f8d9af70>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9f160>, 'Bob': <model.player.Player object at 0x7f91f8d9f1f0>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9f3a0>, 'Bob': <model.player.Player object at 0x7f91f8d9f430>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9f5e0>, 'Bob': <model.player.Player object at 0x7f91f8d9f670>, 'It': 'Bob'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9f820>, 'Bob': <model.player.Player object at 0x7f91f8d9f8b0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91f8d9a610>, 'Bob': <model.player.Player object at 0x7f91f8d9acd0>, 'It': 'Alice'}\n",
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      "{'Alice': <model.player.Player object at 0x7f91d8960340>, 'Bob': <model.player.Player object at 0x7f91d8960a00>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972040>, 'Bob': <model.player.Player object at 0x7f91d89721f0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d89722e0>, 'Bob': <model.player.Player object at 0x7f91d8972370>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972460>, 'Bob': <model.player.Player object at 0x7f91d89724f0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8969580>, 'Bob': <model.player.Player object at 0x7f91d8969160>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8969fa0>, 'Bob': <model.player.Player object at 0x7f91d89723d0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972340>, 'Bob': <model.player.Player object at 0x7f91d89721c0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d89725e0>, 'Bob': <model.player.Player object at 0x7f91d8972670>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972760>, 'Bob': <model.player.Player object at 0x7f91d89727f0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d89728e0>, 'Bob': <model.player.Player object at 0x7f91d8972970>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972a60>, 'Bob': <model.player.Player object at 0x7f91d8972af0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8969e50>, 'Bob': <model.player.Player object at 0x7f91d8972a00>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972820>, 'Bob': <model.player.Player object at 0x7f91d8972850>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d89723a0>, 'Bob': <model.player.Player object at 0x7f91d8972550>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d89729a0>, 'Bob': <model.player.Player object at 0x7f91d8972bb0>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972ca0>, 'Bob': <model.player.Player object at 0x7f91d8972d30>, 'It': 'Alice'}\n",
      "{'Alice': <model.player.Player object at 0x7f91d8972e20>, 'Bob': <model.player.Player object at 0x7f91d8972eb0>, 'It': 'Alice'}\n",
      "sim len\n",
      "176\n",
      "mean distance\n",
      "sim len\n",
      "176\n",
      "alice it fraction\n",
      "sim len\n",
      "176\n",
      "evals\n",
      "{'sim_length': 176, 'mean_distance': 4.665833998651913, 'alice_it_fraction': 0.3409090909090909}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "176\n",
      "mean distance\n",
      "sim len\n",
      "176\n",
      "alice it fraction\n",
      "sim len\n",
      "176\n",
      "evals\n",
      "{'sim_length': 176, 'mean_distance': 4.665833998651913, 'alice_it_fraction': 0.3409090909090909}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "185\n",
      "mean distance\n",
      "sim len\n",
      "185\n",
      "alice it fraction\n",
      "sim len\n",
      "185\n",
      "evals\n",
      "{'sim_length': 185, 'mean_distance': 4.780182327836641, 'alice_it_fraction': 0.518918918918919}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "185\n",
      "mean distance\n",
      "sim len\n",
      "185\n",
      "alice it fraction\n",
      "sim len\n",
      "185\n",
      "evals\n",
      "{'sim_length': 185, 'mean_distance': 4.780182327836641, 'alice_it_fraction': 0.518918918918919}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "171\n",
      "mean distance\n",
      "sim len\n",
      "171\n",
      "alice it fraction\n",
      "sim len\n",
      "171\n",
      "evals\n",
      "{'sim_length': 171, 'mean_distance': 4.77634372987214, 'alice_it_fraction': 0.6081871345029239}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "171\n",
      "mean distance\n",
      "sim len\n",
      "171\n",
      "alice it fraction\n",
      "sim len\n",
      "171\n",
      "evals\n",
      "{'sim_length': 171, 'mean_distance': 4.77634372987214, 'alice_it_fraction': 0.6081871345029239}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "158\n",
      "mean distance\n",
      "sim len\n",
      "158\n",
      "alice it fraction\n",
      "sim len\n",
      "158\n",
      "evals\n",
      "{'sim_length': 158, 'mean_distance': 4.551487587860976, 'alice_it_fraction': 0.43037974683544306}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "158\n",
      "mean distance\n",
      "sim len\n",
      "158\n",
      "alice it fraction\n",
      "sim len\n",
      "158\n",
      "evals\n",
      "{'sim_length': 158, 'mean_distance': 4.551487587860976, 'alice_it_fraction': 0.43037974683544306}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "195\n",
      "mean distance\n",
      "sim len\n",
      "195\n",
      "alice it fraction\n",
      "sim len\n",
      "195\n",
      "evals\n",
      "{'sim_length': 195, 'mean_distance': 4.5263224187714775, 'alice_it_fraction': 0.47692307692307695}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "195\n",
      "mean distance\n",
      "sim len\n",
      "195\n",
      "alice it fraction\n",
      "sim len\n",
      "195\n",
      "evals\n",
      "{'sim_length': 195, 'mean_distance': 4.5263224187714775, 'alice_it_fraction': 0.47692307692307695}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "142\n",
      "mean distance\n",
      "sim len\n",
      "142\n",
      "alice it fraction\n",
      "sim len\n",
      "142\n",
      "evals\n",
      "{'sim_length': 142, 'mean_distance': 4.549112859907359, 'alice_it_fraction': 0.4225352112676056}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "142\n",
      "mean distance\n",
      "sim len\n",
      "142\n",
      "alice it fraction\n",
      "sim len\n",
      "142\n",
      "evals\n",
      "{'sim_length': 142, 'mean_distance': 4.549112859907359, 'alice_it_fraction': 0.4225352112676056}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "150\n",
      "mean distance\n",
      "sim len\n",
      "150\n",
      "alice it fraction\n",
      "sim len\n",
      "150\n",
      "evals\n",
      "{'sim_length': 150, 'mean_distance': 4.397254365708495, 'alice_it_fraction': 0.42}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "150\n",
      "mean distance\n",
      "sim len\n",
      "150\n",
      "alice it fraction\n",
      "sim len\n",
      "150\n",
      "evals\n",
      "{'sim_length': 150, 'mean_distance': 4.397254365708495, 'alice_it_fraction': 0.42}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "125\n",
      "mean distance\n",
      "sim len\n",
      "125\n",
      "alice it fraction\n",
      "sim len\n",
      "125\n",
      "evals\n",
      "{'sim_length': 125, 'mean_distance': 4.474115084035306, 'alice_it_fraction': 0.384}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "125\n",
      "mean distance\n",
      "sim len\n",
      "125\n",
      "alice it fraction\n",
      "sim len\n",
      "125\n",
      "evals\n",
      "{'sim_length': 125, 'mean_distance': 4.474115084035306, 'alice_it_fraction': 0.384}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "177\n",
      "mean distance\n",
      "sim len\n",
      "177\n",
      "alice it fraction\n",
      "sim len\n",
      "177\n",
      "evals\n",
      "{'sim_length': 177, 'mean_distance': 5.075088927630004, 'alice_it_fraction': 0.5819209039548022}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "177\n",
      "mean distance\n",
      "sim len\n",
      "177\n",
      "alice it fraction\n",
      "sim len\n",
      "177\n",
      "evals\n",
      "{'sim_length': 177, 'mean_distance': 5.075088927630004, 'alice_it_fraction': 0.5819209039548022}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "153\n",
      "mean distance\n",
      "sim len\n",
      "153\n",
      "alice it fraction\n",
      "sim len\n",
      "153\n",
      "evals\n",
      "{'sim_length': 153, 'mean_distance': 4.535458132818073, 'alice_it_fraction': 0.5032679738562091}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n",
      "sim len\n",
      "153\n",
      "mean distance\n",
      "sim len\n",
      "153\n",
      "alice it fraction\n",
      "sim len\n",
      "153\n",
      "evals\n",
      "{'sim_length': 153, 'mean_distance': 4.535458132818073, 'alice_it_fraction': 0.5032679738562091}\n",
      "\n",
      "sim_length\n",
      "mean_distance\n",
      "alice_it_fraction\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[{'Simulation Id': 0,\n",
       "  'Config Id': 0,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f863f9a0>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 176,\n",
       "   'mean_distance': 4.665833998651913,\n",
       "   'alice_it_fraction': 0.3409090909090909}},\n",
       " {'Simulation Id': 1,\n",
       "  'Config Id': 0,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50220>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
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       " {'Simulation Id': 2,\n",
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       "  'Simulation': <simulation.Simulation at 0x7f91f8d50490>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 185,\n",
       "   'mean_distance': 4.780182327836641,\n",
       "   'alice_it_fraction': 0.518918918918919}},\n",
       " {'Simulation Id': 3,\n",
       "  'Config Id': 1,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50340>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 185,\n",
       "   'mean_distance': 4.780182327836641,\n",
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       " {'Simulation Id': 4,\n",
       "  'Config Id': 2,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d502e0>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 171,\n",
       "   'mean_distance': 4.77634372987214,\n",
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       " {'Simulation Id': 5,\n",
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       "  'Simulation': <simulation.Simulation at 0x7f91f8d504c0>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 171,\n",
       "   'mean_distance': 4.77634372987214,\n",
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       " {'Simulation Id': 6,\n",
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       "  'Trial': 0,\n",
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       " {'Simulation Id': 8,\n",
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       "  'Simulation': <simulation.Simulation at 0x7f91f8d50640>,\n",
       "  'Trial': 0,\n",
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       "  'Evaluations': {'sim_length': 195,\n",
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       " {'Simulation Id': 9,\n",
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       "  'Simulation': <simulation.Simulation at 0x7f91f8d50550>,\n",
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       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 195,\n",
       "   'mean_distance': 4.5263224187714775,\n",
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       " {'Simulation Id': 10,\n",
       "  'Config Id': 5,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50700>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 142,\n",
       "   'mean_distance': 4.549112859907359,\n",
       "   'alice_it_fraction': 0.4225352112676056}},\n",
       " {'Simulation Id': 11,\n",
       "  'Config Id': 5,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50760>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 142,\n",
       "   'mean_distance': 4.549112859907359,\n",
       "   'alice_it_fraction': 0.4225352112676056}},\n",
       " {'Simulation Id': 12,\n",
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       "  'Simulation': <simulation.Simulation at 0x7f91f8d505b0>,\n",
       "  'Trial': 0,\n",
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       "  'Evaluations': {'sim_length': 150,\n",
       "   'mean_distance': 4.397254365708495,\n",
       "   'alice_it_fraction': 0.42}},\n",
       " {'Simulation Id': 13,\n",
       "  'Config Id': 6,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50820>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 150,\n",
       "   'mean_distance': 4.397254365708495,\n",
       "   'alice_it_fraction': 0.42}},\n",
       " {'Simulation Id': 14,\n",
       "  'Config Id': 7,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d507c0>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 125,\n",
       "   'mean_distance': 4.474115084035306,\n",
       "   'alice_it_fraction': 0.384}},\n",
       " {'Simulation Id': 15,\n",
       "  'Config Id': 7,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d508e0>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 125,\n",
       "   'mean_distance': 4.474115084035306,\n",
       "   'alice_it_fraction': 0.384}},\n",
       " {'Simulation Id': 16,\n",
       "  'Config Id': 8,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50880>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 177,\n",
       "   'mean_distance': 5.075088927630004,\n",
       "   'alice_it_fraction': 0.5819209039548022}},\n",
       " {'Simulation Id': 17,\n",
       "  'Config Id': 8,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d509a0>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 177,\n",
       "   'mean_distance': 5.075088927630004,\n",
       "   'alice_it_fraction': 0.5819209039548022}},\n",
       " {'Simulation Id': 18,\n",
       "  'Config Id': 9,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50940>,\n",
       "  'Trial': 0,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 153,\n",
       "   'mean_distance': 4.535458132818073,\n",
       "   'alice_it_fraction': 0.5032679738562091}},\n",
       " {'Simulation Id': 19,\n",
       "  'Config Id': 9,\n",
       "  'Simulation': <simulation.Simulation at 0x7f91f8d50a60>,\n",
       "  'Trial': 1,\n",
       "  'Complete': True,\n",
       "  'Evaluations': {'sim_length': 153,\n",
       "   'mean_distance': 4.535458132818073,\n",
       "   'alice_it_fraction': 0.5032679738562091}}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Exp.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<experiment.Experiment at 0x7f91f863f160>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Exp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = Exp.get_records()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;simulation.Simulation object at 0x7f91f8d50490&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>{'sim_length': 185, 'mean_distance': 4.7801823...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;simulation.Simulation object at 0x7f91f8d50340&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>{'sim_length': 185, 'mean_distance': 4.7801823...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;simulation.Simulation object at 0x7f91f8d502e0&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>{'sim_length': 171, 'mean_distance': 4.7763437...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Simulation Id  Config Id                                        Simulation  \\\n",
       "0              0          0  <simulation.Simulation object at 0x7f91f863f9a0>   \n",
       "1              1          0  <simulation.Simulation object at 0x7f91f8d50220>   \n",
       "2              2          1  <simulation.Simulation object at 0x7f91f8d50490>   \n",
       "3              3          1  <simulation.Simulation object at 0x7f91f8d50340>   \n",
       "4              4          2  <simulation.Simulation object at 0x7f91f8d502e0>   \n",
       "\n",
       "   Trial  Complete                                        Evaluations  \n",
       "0      0      True  {'sim_length': 176, 'mean_distance': 4.6658339...  \n",
       "1      1      True  {'sim_length': 176, 'mean_distance': 4.6658339...  \n",
       "2      0      True  {'sim_length': 185, 'mean_distance': 4.7801823...  \n",
       "3      1      True  {'sim_length': 185, 'mean_distance': 4.7801823...  \n",
       "4      0      True  {'sim_length': 171, 'mean_distance': 4.7763437...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "edf = df[['Simulation Id', 'Config Id','Evaluations']].copy()\n",
    "keys = edf.Evaluations.iloc[0].keys()\n",
    "for k in keys:\n",
    "    edf[k] = edf.Evaluations.apply(lambda d: d[k])\n",
    "\n",
    "edf.drop(\"Evaluations\", axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Simulation Id</th>\n",
       "      <th>Config Id</th>\n",
       "      <th>sim_length</th>\n",
       "      <th>mean_distance</th>\n",
       "      <th>alice_it_fraction</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>4.665834</td>\n",
       "      <td>0.340909</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
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       "      <td>4.665834</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>185</td>\n",
       "      <td>4.780182</td>\n",
       "      <td>0.518919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>185</td>\n",
       "      <td>4.780182</td>\n",
       "      <td>0.518919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>171</td>\n",
       "      <td>4.776344</td>\n",
       "      <td>0.608187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>171</td>\n",
       "      <td>4.776344</td>\n",
       "      <td>0.608187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>158</td>\n",
       "      <td>4.551488</td>\n",
       "      <td>0.430380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>158</td>\n",
       "      <td>4.551488</td>\n",
       "      <td>0.430380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>195</td>\n",
       "      <td>4.526322</td>\n",
       "      <td>0.476923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>195</td>\n",
       "      <td>4.526322</td>\n",
       "      <td>0.476923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "      <td>4.549113</td>\n",
       "      <td>0.422535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "      <td>4.549113</td>\n",
       "      <td>0.422535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>150</td>\n",
       "      <td>4.397254</td>\n",
       "      <td>0.420000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>150</td>\n",
       "      <td>4.397254</td>\n",
       "      <td>0.420000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>125</td>\n",
       "      <td>4.474115</td>\n",
       "      <td>0.384000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>125</td>\n",
       "      <td>4.474115</td>\n",
       "      <td>0.384000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>177</td>\n",
       "      <td>5.075089</td>\n",
       "      <td>0.581921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>177</td>\n",
       "      <td>5.075089</td>\n",
       "      <td>0.581921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "      <td>153</td>\n",
       "      <td>4.535458</td>\n",
       "      <td>0.503268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>153</td>\n",
       "      <td>4.535458</td>\n",
       "      <td>0.503268</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Simulation Id  Config Id  sim_length  mean_distance  alice_it_fraction\n",
       "0               0          0         176       4.665834           0.340909\n",
       "1               1          0         176       4.665834           0.340909\n",
       "2               2          1         185       4.780182           0.518919\n",
       "3               3          1         185       4.780182           0.518919\n",
       "4               4          2         171       4.776344           0.608187\n",
       "5               5          2         171       4.776344           0.608187\n",
       "6               6          3         158       4.551488           0.430380\n",
       "7               7          3         158       4.551488           0.430380\n",
       "8               8          4         195       4.526322           0.476923\n",
       "9               9          4         195       4.526322           0.476923\n",
       "10             10          5         142       4.549113           0.422535\n",
       "11             11          5         142       4.549113           0.422535\n",
       "12             12          6         150       4.397254           0.420000\n",
       "13             13          6         150       4.397254           0.420000\n",
       "14             14          7         125       4.474115           0.384000\n",
       "15             15          7         125       4.474115           0.384000\n",
       "16             16          8         177       5.075089           0.581921\n",
       "17             17          8         177       5.075089           0.581921\n",
       "18             18          9         153       4.535458           0.503268\n",
       "19             19          9         153       4.535458           0.503268"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdf = Exp.export_results_df()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Alice</th>\n",
       "      <th>Bob</th>\n",
       "      <th>It</th>\n",
       "      <th>timestep</th>\n",
       "      <th>subset</th>\n",
       "      <th>Simulation Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8620be0&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f86603a0&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f863f610&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d50a00&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d50e20&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d50eb0&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d50d00&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d67070&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d67220&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91f8d672b0&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d89723a0&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972550&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>148</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d89729a0&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972bb0&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972ca0&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972d30&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972e20&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972eb0&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>151</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8969f40&gt;</td>\n",
       "      <td>&lt;model.player.Player object at 0x7f91d8972e80&gt;</td>\n",
       "      <td>Alice</td>\n",
       "      <td>152</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3264 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Alice  \\\n",
       "0    <model.player.Player object at 0x7f91f8620be0>   \n",
       "1    <model.player.Player object at 0x7f91f863f610>   \n",
       "2    <model.player.Player object at 0x7f91f8d50e20>   \n",
       "3    <model.player.Player object at 0x7f91f8d50d00>   \n",
       "4    <model.player.Player object at 0x7f91f8d67220>   \n",
       "..                                              ...   \n",
       "148  <model.player.Player object at 0x7f91d89723a0>   \n",
       "149  <model.player.Player object at 0x7f91d89729a0>   \n",
       "150  <model.player.Player object at 0x7f91d8972ca0>   \n",
       "151  <model.player.Player object at 0x7f91d8972e20>   \n",
       "152  <model.player.Player object at 0x7f91d8969f40>   \n",
       "\n",
       "                                                Bob     It  timestep  subset  \\\n",
       "0    <model.player.Player object at 0x7f91f86603a0>  Alice         0       0   \n",
       "1    <model.player.Player object at 0x7f91f8d50a00>  Alice         1       2   \n",
       "2    <model.player.Player object at 0x7f91f8d50eb0>  Alice         2       2   \n",
       "3    <model.player.Player object at 0x7f91f8d67070>  Alice         3       2   \n",
       "4    <model.player.Player object at 0x7f91f8d672b0>  Alice         4       2   \n",
       "..                                              ...    ...       ...     ...   \n",
       "148  <model.player.Player object at 0x7f91d8972550>  Alice       148       2   \n",
       "149  <model.player.Player object at 0x7f91d8972bb0>  Alice       149       2   \n",
       "150  <model.player.Player object at 0x7f91d8972d30>  Alice       150       2   \n",
       "151  <model.player.Player object at 0x7f91d8972eb0>  Alice       151       2   \n",
       "152  <model.player.Player object at 0x7f91d8972e80>  Alice       152       2   \n",
       "\n",
       "     Simulation Id  \n",
       "0                0  \n",
       "1                0  \n",
       "2                0  \n",
       "3                0  \n",
       "4                0  \n",
       "..             ...  \n",
       "148             19  \n",
       "149             19  \n",
       "150             19  \n",
       "151             19  \n",
       "152             19  \n",
       "\n",
       "[3264 rows x 6 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19]\n"
     ]
    }
   ],
   "source": [
    "sids = rdf[\"Simulation Id\"].unique()\n",
    "print(sids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x288 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, a = plt.subplots(2,10,figsize=(20,4))\n",
    "\n",
    "for sid in sids:\n",
    "    sdf = rdf[rdf[\"Simulation Id\"]==sid].copy()\n",
    "\n",
    "    sdf['Ax'] = sdf.Alice.apply(lambda p: p.x)\n",
    "    sdf['Ay'] = sdf.Alice.apply(lambda p: p.y)\n",
    "    sdf['Bx'] = sdf.Bob.apply(lambda p: p.x)\n",
    "    sdf['By'] = sdf.Bob.apply(lambda p: p.y)\n",
    "\n",
    "    i1 = sid%2\n",
    "    i2 = int(sid/2)\n",
    "    a[i1][i2].plot(sdf.timestep,sdf.Ax,\n",
    "    sdf.timestep,sdf.Ay,\n",
    "    sdf.timestep,sdf.Bx,\n",
    "    sdf.timestep,sdf.By,'.')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "7b1772db3cddc08457cc23b229bff4f5b14d39d24a324a3946d9a956e14623d6"
  },
  "kernelspec": {
   "display_name": "Python 3.8.5 64-bit ('base': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}