{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Evolutionary parameter search with a single neural mass model\n", "This notebook provides a simple example for the use of the evolutionary optimization framework built-in to the library. Under the hood, the implementation of the evolutionary algorithm is powered by `deap` and `pypet` cares about the parallelization and storage of the simulation data for us.\n", "\n", "We want to optimize for a simple target, namely finding a parameter configuration that produces activity with a peak power frequency spectrum at 25 Hz.\n", "\n", "In this notebook, we will also plot the evolutionary genealogy tree, to visualize how the population evolves over generations." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# change to the root directory of the project\n", "import os\n", "if os.getcwd().split(\"/\")[-1] == \"examples\":\n", " os.chdir('..')\n", " \n", "# This will reload all imports as soon as the code changes\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "try:\n", " import matplotlib.pyplot as plt\n", "except ImportError:\n", " import sys\n", " !{sys.executable} -m pip install matplotlib seaborn\n", " import matplotlib.pyplot as plt\n", " \n", "import numpy as np\n", "import logging \n", "\n", "from neurolib.models.aln import ALNModel\n", "from neurolib.utils.parameterSpace import ParameterSpace\n", "from neurolib.optimize.evolution import Evolution\n", "import neurolib.utils.functions as func\n", "\n", "import neurolib.optimize.evolution.deapUtils as deapUtils\n", "\n", "# a nice color map\n", "plt.rcParams['image.cmap'] = 'plasma'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model definition" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "aln = ALNModel()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Here we define our evaluation function. This function will\n", "# be called reapedly and perform a single simulation. The object\n", "# that is passed to the function, `traj`, is a pypet trajectory\n", "# and serves as a \"bridge\" to load the parameter set of this \n", "# particular trajectory and execute a run.\n", "# Then the power spectrum of the run is computed and its maximum\n", "# is fitted to the target of 25 Hz peak frequency.\n", "def evaluateSimulation(traj):\n", " # The trajectory id is provided as an attribute\n", " rid = traj.id\n", " logging.info(\"Running run id {}\".format(rid))\n", " # this function provides the a model with the partuclar\n", " # parameter set for this given run\n", " model = evolution.getModelFromTraj(traj)\n", " # parameters can also be modified after loading\n", " model.params['dt'] = 0.1\n", " model.params['duration'] = 2*1000.\n", " # and the simulation is run\n", " model.run()\n", " \n", " # compute power spectrum\n", " frs, powers = func.getPowerSpectrum(model.rates_exc[:, -int(1000/model.params['dt']):], dt=model.params['dt'])\n", " # find the peak frequency\n", " domfr = frs[np.argmax(powers)] \n", " # fitness evaluation: let's try to find a 25 Hz oscillation\n", " fitness = abs(domfr - 25) \n", " # deap needs a fitness *tuple*!\n", " fitness_tuple = ()\n", " # more fitness values could be added\n", " fitness_tuple += (fitness, )\n", " # we need to return the fitness tuple and the outputs of the model\n", " return fitness_tuple, model.outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize and run evolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The evolutionary algorithm tries to find the optimal parameter set that will maximize (or minimize) a certain fitness function. \n", "\n", "This achieved by seeding an initial population of size `POP_INIT_SIZE` that is randomly initiated in the parameter space `parameterSpace`. INIT: After simulating the initial population using `evalFunction`, only a subset of the individuals is kept, defined by `POP_SIZE`. \n", "\n", "START: Members of the remaining population are chosen based on their fitness (using rank selection) to mate and produce `offspring`. These `offspring` have parameters that are drawn from a normal distribution defined by the mean of the parameters between the two parents. Then the `offspring` population is evaluated and the process loops back to START: \n", "\n", "This process is repeated for `NGEN` generations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Here we define the parameters and the range in which we want\n", "# to perform the evolutionary optimization.\n", "# Create a `ParameterSpace` \n", "pars = ParameterSpace(['mue_ext_mean', 'mui_ext_mean'], [[0.0, 4.0], [0.0, 4.0]])\n", "# Iitialize evolution with\n", "# :evaluateSimulation: The function that returns a fitness, \n", "# :pars: The parameter space and its boundaries to optimize\n", "# :model: The model that should be passed to the evaluation function\n", "# :weightList: A list of optimization weights for the `fitness_tuple`,\n", "# positive values will lead to a maximization, negative \n", "# values to a minimzation. The length of this list must\n", "# be the same as the length of the `fitness_tuple`.\n", "# \n", "# :POP_INIT_SIZE: The size of the initial population that will be \n", "# randomly sampled in the parameter space `pars`.\n", "# Should be higher than POP_SIZE. 50-200 might be a good\n", "# range to start experimenting with.\n", "# :POP_SIZE: Size of the population that should evolve. Must be an\n", "# even number. 20-100 might be a good range to start with.\n", "# :NGEN: Number of generations to simulate the evolution for. A good\n", "# range to start with might be 20-100.\n", "\n", "weightList = [-1.0]\n", "\n", "evolution = Evolution(evalFunction = evaluateSimulation, parameterSpace = pars, model = aln, weightList = [-1.0],\n", " POP_INIT_SIZE=4, POP_SIZE = 4, NGEN=2, filename=\"example-2.1.hdf\")\n", "# info: chose POP_INIT_SIZE=50, POP_SIZE = 20, NGEN=20 for real exploration, \n", "# values are lower here for testing" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Enabling `verbose = True` will print statistics and generate plots \n", "# of the current population for each generation.\n", "evolution.run(verbose = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Population" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best individual [1.182184510022096, 0.29660620374273683, 0.4936712969767474, 0.07875430013351538] fitness (0.0,)\n" ] } ], "source": [ "# the current population is always accesible via\n", "pop = evolution.pop\n", "# we can also use the functions registered to deap\n", "# to select the best of the population:\n", "best_10 = evolution.toolbox.selBest(pop, k=10)\n", "# Remember, we performed a minimization so a fitness\n", "# of 0 is optimal\n", "print(\"Best individual\", best_10[0], \"fitness\", best_10[0].fitness)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at the current population by calling `evolution.dfPop()` which returns a pandas dataframe with the parameters of each individual, its id, generation of birth, its outputs, and the fitness (called \"f0\" here)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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mue_ext_meanmui_ext_meanscoreidgentrates_excrates_inhIAf0
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20.9105580.0754630.040318[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....0.0
31.1884400.356385-1.01717[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
41.0073710.113623-1.01777[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
51.0314840.120989-1.01928[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
60.9007870.038763-1.01938[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
71.2170210.213936-1.024510[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
81.2418950.365758-1.024810[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
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110.9046120.123308-1.032014[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
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180.9860300.189384-1.039018[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
190.8969150.125212-1.039918[0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60...[[4.3201372225314945, 3.9353836030865286, 3.58...[[10.920182546008649, 11.229353479381396, 11.5...[[111.41612911461853, 111.36042105006122, 111....1.0
\n", "
" ], "text/plain": [ " mue_ext_mean mui_ext_mean score id gen \\\n", "0 1.182185 0.296606 0.0 294 13 \n", "1 1.114270 0.240422 0.0 368 16 \n", "2 0.910558 0.075463 0.0 403 18 \n", "3 1.188440 0.356385 -1.0 171 7 \n", "4 1.007371 0.113623 -1.0 177 7 \n", "5 1.031484 0.120989 -1.0 192 8 \n", "6 0.900787 0.038763 -1.0 193 8 \n", "7 1.217021 0.213936 -1.0 245 10 \n", "8 1.241895 0.365758 -1.0 248 10 \n", "9 1.062928 0.265389 -1.0 267 11 \n", "10 1.007366 0.110587 -1.0 286 12 \n", "11 0.904612 0.123308 -1.0 320 14 \n", "12 1.119281 0.188307 -1.0 330 15 \n", "13 1.158463 0.227194 -1.0 342 15 \n", "14 1.053327 0.281852 -1.0 344 15 \n", "15 1.124747 0.318747 -1.0 360 16 \n", "16 1.266317 0.360644 -1.0 364 16 \n", "17 1.329988 0.388133 -1.0 365 16 \n", "18 0.986030 0.189384 -1.0 390 18 \n", "19 0.896915 0.125212 -1.0 399 18 \n", "\n", " t \\\n", "0 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "1 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "2 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "3 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "4 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "5 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "6 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "7 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "8 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "9 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "10 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "11 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "12 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "13 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "14 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "15 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "16 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "17 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "18 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "19 [0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.60... \n", "\n", " rates_exc \\\n", "0 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "1 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "2 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "3 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "4 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "5 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "6 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "7 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "8 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "9 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "10 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "11 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "12 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "13 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "14 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "15 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "16 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "17 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "18 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "19 [[4.3201372225314945, 3.9353836030865286, 3.58... \n", "\n", " rates_inh \\\n", "0 [[10.920182546008649, 11.229353479381396, 11.5... \n", "1 [[10.920182546008649, 11.229353479381396, 11.5... \n", "2 [[10.920182546008649, 11.229353479381396, 11.5... \n", "3 [[10.920182546008649, 11.229353479381396, 11.5... \n", "4 [[10.920182546008649, 11.229353479381396, 11.5... \n", "5 [[10.920182546008649, 11.229353479381396, 11.5... \n", "6 [[10.920182546008649, 11.229353479381396, 11.5... \n", "7 [[10.920182546008649, 11.229353479381396, 11.5... \n", "8 [[10.920182546008649, 11.229353479381396, 11.5... \n", "9 [[10.920182546008649, 11.229353479381396, 11.5... \n", "10 [[10.920182546008649, 11.229353479381396, 11.5... \n", "11 [[10.920182546008649, 11.229353479381396, 11.5... \n", "12 [[10.920182546008649, 11.229353479381396, 11.5... \n", "13 [[10.920182546008649, 11.229353479381396, 11.5... \n", "14 [[10.920182546008649, 11.229353479381396, 11.5... \n", "15 [[10.920182546008649, 11.229353479381396, 11.5... \n", "16 [[10.920182546008649, 11.229353479381396, 11.5... \n", "17 [[10.920182546008649, 11.229353479381396, 11.5... \n", "18 [[10.920182546008649, 11.229353479381396, 11.5... \n", "19 [[10.920182546008649, 11.229353479381396, 11.5... \n", "\n", " IA f0 \n", "0 [[111.41612911461853, 111.36042105006122, 111.... 0.0 \n", "1 [[111.41612911461853, 111.36042105006122, 111.... 0.0 \n", "2 [[111.41612911461853, 111.36042105006122, 111.... 0.0 \n", "3 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "4 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "5 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "6 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "7 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "8 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "9 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "10 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "11 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "12 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "13 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "14 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "15 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "16 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "17 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "18 [[111.41612911461853, 111.36042105006122, 111.... 1.0 \n", "19 [[111.41612911461853, 111.36042105006122, 111.... 1.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evolution.dfPop(outputs=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also view *all individuals* that were created during the entire evolution, by calling evolution.dfEvolution():" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mue_ext_meanmui_ext_meanscoreidgenf0
01.4003101.209331-4.03904.0
11.1735930.662050-5.03105.0
21.1346010.809371-6.02206.0
30.9920490.694590-6.02906.0
41.4707081.073607-7.04707.0
.....................
3951.8815910.299691-24.04251924.0
3960.6814220.489003-8.0426198.0
3971.4307910.268028-24.04271924.0
3981.2759030.534227-3.0428193.0
3990.8706520.326687-5.0429195.0
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400 rows × 6 columns

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" ], "text/plain": [ " mue_ext_mean mui_ext_mean score id gen f0\n", "0 1.400310 1.209331 -4.0 39 0 4.0\n", "1 1.173593 0.662050 -5.0 31 0 5.0\n", "2 1.134601 0.809371 -6.0 22 0 6.0\n", "3 0.992049 0.694590 -6.0 29 0 6.0\n", "4 1.470708 1.073607 -7.0 47 0 7.0\n", ".. ... ... ... ... ... ...\n", "395 1.881591 0.299691 -24.0 425 19 24.0\n", "396 0.681422 0.489003 -8.0 426 19 8.0\n", "397 1.430791 0.268028 -24.0 427 19 24.0\n", "398 1.275903 0.534227 -3.0 428 19 3.0\n", "399 0.870652 0.326687 -5.0 429 19 5.0\n", "\n", "[400 rows x 6 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evolution.dfEvolution()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "> Simulation parameters\n", "HDF file storage: ./data/hdf/example-2.1.hdf\n", "Trajectory Name: results-2020-07-02-14H-20M-45S\n", "Duration of evaluating initial population 0:00:29.656935\n", "Duration of evolution 0:03:50.565418\n", "Model: \n", "Model name: aln\n", "Eval function: \n", "Parameter space: {'mue_ext_mean': [0.0, 4.0], 'mui_ext_mean': [0.0, 4.0]}\n", "> Evolution parameters\n", "Number of generations: 20\n", "Initial population size: 50\n", "Population size: 20\n", "> Evolutionary operators\n", "Mating operator: \n", "Mating paramter: {'alpha': 0.5}\n", "Selection operator: \n", "Selection paramter: {}\n", "Parent selection operator: \n", "Comments: no comments\n", "--- Info summary ---\n", "Valid: 20\n", "Mean score (weighted fitness): -0.85\n", "Parameter distribution (Generation 19):\n", "mue_ext_mean: \t mean: 1.0852,\t std: 0.1270\n", "mui_ext_mean: \t mean: 0.2200,\t std: 0.1042\n", "--------------------\n", "Best 5 individuals:\n", "Printing 5 individuals\n", "Individual 0\n", "\tFitness values: 0.0\n", "\tScore: 0.0\n", "\tWeighted fitness: -0.0\n", "\tStats mean 0.00 std 0.00 min 0.00 max 0.00\n", "\tmodel.params[\"mue_ext_mean\"] = 1.18\n", "\tmodel.params[\"mui_ext_mean\"] = 0.30\n", "Individual 1\n", "\tFitness values: 0.0\n", "\tScore: 0.0\n", "\tWeighted fitness: -0.0\n", "\tStats mean 0.00 std 0.00 min 0.00 max 0.00\n", "\tmodel.params[\"mue_ext_mean\"] = 1.11\n", "\tmodel.params[\"mui_ext_mean\"] = 0.24\n", "Individual 2\n", "\tFitness values: 0.0\n", "\tScore: 0.0\n", "\tWeighted fitness: -0.0\n", "\tStats mean 0.00 std 0.00 min 0.00 max 0.00\n", "\tmodel.params[\"mue_ext_mean\"] = 0.91\n", "\tmodel.params[\"mui_ext_mean\"] = 0.08\n", "Individual 3\n", "\tFitness values: 1.0\n", "\tScore: -1.0\n", "\tWeighted fitness: -1.0\n", "\tStats mean 1.00 std 0.00 min 1.00 max 1.00\n", "\tmodel.params[\"mue_ext_mean\"] = 1.19\n", "\tmodel.params[\"mui_ext_mean\"] = 0.36\n", "Individual 4\n", "\tFitness values: 1.0\n", "\tScore: -1.0\n", "\tWeighted fitness: -1.0\n", "\tStats mean 1.00 std 0.00 min 1.00 max 1.00\n", "\tmodel.params[\"mue_ext_mean\"] = 1.01\n", "\tmodel.params[\"mui_ext_mean\"] = 0.11\n", "--------------------\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MainProcess root INFO Saving plot to ./data/figures/results-2020-07-02-14H-20M-45S_hist_19.png\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "There are 20 valid individuals\n", "Mean score across population: -0.85\n" ] }, { "data": { "image/png": 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\n", 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Lpqp1Mgb5bHtL8gcLWcbU55kau58c5fEj0zjOyFTtpMS5tpwjkzEqJ74hK1pbs3fd/U4ze26ng+mWyUqwrj3u4W8tA8UcU9UG9UaTXFarR1a6p0ZneGpsmolKg2bz+ASZAaZrDUr5HGsGtL9rmkTt83zHnKcZ4OeAJxOJqAsm2txFvmVwzrZ0mo6ysu3ZN8pTYzNMzNRp+snz88yg2nBWF+Hnz9/QkxilN6JWm1YBQ+GjQDBw9KqkgkraZKXe9hxPOLZEU033le/GXfvJmjFYzM27dVg2YxRzGQZKOa59/tO6Hp/0TtRm+7eADwCb53znfcDlCcSUuIlKve1pSgADxSDxjk1r0Ggl27NvlJvu28/4TJVqw+dNng13zhkuc95pQxosSpmoyfPzwLuAXcRYWWRmnwVeCRxw963xw0tGu4e/tQyGNc/RadU8V6q/+v4DbL/1YcanazTcTxokAshlYLiUZ6iU51IlztSJWv066O5fd/e97v5I6xHhe38DXNV+eMmYWGKzvbVLjprtK9PodI1Pfu8hGk1noJCZN3EWMrCmnKfhztGpGldtPb37gUpPRT4908w+A3yXOUcOu/tXFvuSu99qZpvbji4hE5U6p68utf391oDRyJSS50p0eKLK2Rbs93pw4uS/43zGGCxmaTgUc1leeMF6NdlTKGry/E3gYiDPsWa7A4smzyjM7DrgOoBzzz13qZeLZKJSb+sIjpahkprtK83c+7Cw5jTqjQb7x+qz/ZwZg6YHO3GtKmbJZIyhYp4tGwY1UJRSUZPnFe5+URIBuPt2YDvAtm3bEp9l7O5MzjRmj9NoRyEb7Ok5Mq0lmivF3PuwfOaFPlU7/lZsTe88bajAVK1Bpe687JJ1XPP8p6nWmVJRk+cPzexSd78v0Wi6oFJv0nBf0oCRmbGqlGNMNc8Vav7FE+V8huGBAi/dvI7hcp63v+zpXY5L+knU5Pk8YKeZ7SXo8zTA3X3ZTVVq7Ya0lAEjCAaNjk4qea5ETT+5AZTPwKpSjsePTnPh6TV+/YqzexCZ9JOoybOtEXMz+wLwYmCDmT0OfMTdr2/nWp3S2oezNdG9XUPFnJrtK5gZlLKQzWap1oND3Kr1YDnudS/aoqa6RN4YJMq0pPm+d3U730vSbM1zCc12CJKnap4rkwGri1lm6k2aDSdjxplrytQazvPPW6fEKUAKz21vJc+lDBhBmDy1p+eKNFTMcfbaAbJmgLNuME8pn2XLhkGu0ci6hFJ3JupEJagtLrXPc1Upx8hUDXdve3cm6U/lQpZLzhzmmeeswYBKwzlrTZmrtp6uWqfMSl3ybK1HH1xqzbOUp9poMlVt6FzuFeb01SX+/Nee2eswpM+lrtk+1qEBo1XhRPkjk2q6i6RR+pLndC04b2aJNc/VpeCQLyVPkXRKX/KcqTNQzJJZYj/l6rDmeXiycopPishKlL7kOV2b3VJuKVaHx8senlDNUySNUpc8R6ZrHRngaZ3NfUjJUySV0pc8p6odSZ6lfJZiLsOhCTXbRdIodcnz6FSNoWJnTjlcM5BX8hRJqdQlz5GpKkMdmpc5XM5zYEzJUySNUpU8G01ndLo2O81oqdYOFNg/PtORa4nI8pKq5Dk6XaPpxya4L9WagYJqniIplark2ZrQvqpDNc91gwUmKnUmKjqCWCRtUpU8W4M7rWlGS7V+sADAU6PTHbmeiCwfqUqeB8eTSZ5PjqjfUyRt0pk8BzqTPDesKgLw+FHVPEXSJlXJc//YDPmssapDU5XWDRTIZozHjk515HoisnykKnk+NTbDusFCxzYvzmSM01YVefSwkqdI2qQqeT4xMs26sJ+yU05fXeKhQxMdvaaI9L9UJc/HjkyxcajY0WueOVxi76FJms2Tj6sVkZUrNclzptbgwFiFjatKHb3uWWsHmKk11e8pkjKpSZ57D03iwFlrOps8n7Z+AIDdT4519Loi0t9Skzx/un8cCGqKnXTuugFyGWPnYyMdva6I9LfUJM97Hx8lnzXO7HDNM5/NcP7GIW576HBHrysi/S01yfPHe49w/sYhcpnO/5a3njXMvY+Pzk7CF5GVL/HkaWZXmdn9Zvagmb0v6fLm8+TINPc+McozzhpO5PrPO28dDnzlzscTub6I9J9Ek6eZZYFPAr8MXApcbWaXJlnmfD51y8/IGLzwgg2JXP/stQNsPWs1n/r+z3hyREs1RdIg6ZrnlcCD7v6Qu1eBfwBenXCZx/nBA4f43G2P8PLLzuC01Z3t75zrDc/fQqXW5Jf/339h+60/S6wcEekP5p7c5G4zew1wlbu/MXx+LfBcd3/znM9cB1wXPt0K7EosoGg2AIdUfs+U3H1rtwvts/uw138HaS8/0j3YmR0ylsDdtwPbAcxsh7tv62U8vY5B5duOXpTbT/ehyu99+VE+l3Sz/QngnDnPzw5fExFZ1pJOnrcDF5rZFjMrAK8FvpZwmSIiiUu02e7udTN7M/BtIAt81t13L/KV7UnGE1GvY1D5vdfrGFT+Mig/0QEjEZGVKjUrjEREOknJU0SkDUqeIiJtUPIUEWmDkqeISBuUPEVE2qDkKSLSBiVPEZE2KHmKiLRByVNEpA1KniIibVDyFBFpQ1eSp5llzewuM/tGN8oTEUlat2qebwX2dKksEZHEdePo4bOBVwCfSbosEZFu6UbN8y+A9wDN+d40s+vMbIeZ7bjssssc0CPdj57QfajHnEckSZ/b/krggLvfsdBn3H27u29z923lcjnJcEQWpPtQ4kq65vkC4FVm9jDBme0vMbPPJ1ymiEjiEk2e7v5+dz/b3TcTHP72PXe/JskyRUS6QfM8RUTakOjpmXO5+y3ALd0qT0QkSap5iizi8aNTvPBPvsdv/fVPmK42eh2O9BElT5FFfHHH4zw+Ms337j/I1Z++jQcPTPQ6JOkTSp4ii7jjkSNs2TDI237xQn52YIJf/dQPeXJkutdhSR9Q8hRZxIMHJjh7bZnnblnPH7x6K1PVOp+4+cFehyV9QMlTZAGVeoP9YxVOX10C4IzhEs8/bz1f2/kk1fq8C+YkRZQ8RRZwYKwCwLrBwuxrV25Zz0Slzu0PH+lVWNInlDxFFnBgfAaAtQP52dcu3bSajMGP9yp5pp2Sp8gCDk9UARguH6t5lgtZzlk7wM7HRnoVlvQJJU+RBRydCpLnqtLxa0k2bxhk9xOjvQhJ+oiSp8gCjkzWABgqHp88z1k7wOHJKkcmq70IS/qEkqfIAkana+QyRjF3/D+TM9cEo+97D2nCfJopeYosYGymxmAxh5kd9/oZw63kOdWLsKRPKHmKLGBsusZgIXvS6xuHihjw2BElzzRT8hRZwPhMnfI8yTOXzbB2sMC+US3TTDMlT5EFTFTqlPMnJ0+AdQN59o3OdDki6SdKniILGJ+pzVvzBFg7WOApJc9UU/IUWcBEpU5pgZrncLnAwYlKlyOSfqLkKbKAxZrtw+U8I1M1ag1tEJJWSp4iC5iuNhasea4uBxPnj2qifGopeYrMo1pvUmv4wsmzFGwWcljJM7WUPEXm0TqvqJSf/5/I6nC9e2v9u6SPkqfIPCardQBKuflrnoPheveRqVrXYpL+ouQpMo+psOZZyM3/T2RV2GxX8kwvJU+RebSa7cUFmu2DxaBGOjKtZntaKXmKzGPqFM32QjZDLmOMz9S7GZb0ESVPkXlM1xZvtpsZg8UcY9NqtqdVosnTzEpm9hMzu9vMdpvZ7ydZnkinzDbbF0ieAAOFLGOqeaZW7tQfWZIK8BJ3nzCzPPADM/tf7n5bwuWKLEmr5llcoNkOQfKcmFHNM60STZ7u7kBru+18+PAkyxTphFM12wFK+az6PFMs8T5PM8ua2U7gAHCTu//4hPevM7MdZrbj4MGDSYcjMq8T78MozfaykmeqJZ483b3h7s8CzgauNLOtJ7y/3d23ufu2jRs3Jh2OyLxOvA8r9WDDj1P1eY6r2Z5asZrtZpYFTp/7PXd/NMp33X3EzG4GrgJ2xSlXpNumqw0yBtmMLfiZUj7LZFhDlfSJnDzN7C3AR4D9QGsfLgcuX+Q7G4FamDjLwMuAP20/XJHumKk1KOYyJx3+Nlcpn2WyomZ7WsWpeb4VuMjdD8f4zibgb8Maawb4ort/I06AIr0wXWtQWGSkHYI+z3rTqdQbi47Ky8oUJ3k+BozGubi73wM8O1ZEIn1gptZcdKQdju24NFlR8kyjOMnzIeAWM/smwfxNANz94x2PSqTHZuoNCtlTJc8gYU5W6qwbLHQjLOkjcZLno+GjED5EVqyZauOUNc9WbbM1J1TSJXLydHctrZTUmKk3yGcXHiyCYzsuadAoneKMtm8E3gNcBpRar7v7SxKIS6SnZmrNyM32aU1XSqU4k+RvAP4N2AL8PvAwcHsCMYn03EytQf4UybM1gV5zPdMpTvJc7+7XE8zb/L67/xagWqesSDO1U/d5tvb6bO39KekSZ8CotQ5tn5m9AngSWNf5kER6L0qzvdXnOaMBo1SKkzz/yMyGgXcC/wNYDbw9kahEeqxSjzLaHrw/pWZ7KsUZbW+tDBoF/n0y4Yj0h0q9ST7iVCUlz3SK3OdpZk83s++a2a7w+eVm9sHkQhPpnZnaqSfJ57OGoWZ7WsUZMPo08H7Cvs9w6eVrkwhKpJcco9bwU462mxmlfFY1z5SKkzwH3P0nJ7ymYUZZeTJBb1bhFJPkIdhpXiuM0ilO8jxkZucTHqNhZq8B9iUSlUgPeSt5nqLPE4JBoxnVPFMpzmj77wLbgYvN7AlgL3BNIlGJ9JBng38Wp2q2Q5BgZ+pKnmkUZ7T9IeAXzWwQyLj7eHJhifRQzJqnlmemU5y17WuA1wObgVxrh213/71EIhPpkVazPUrNM59Vn2daxWm2fwu4DbiXY8dwiKw4nskD0ZvtGm1PpzjJs+Tu70gsEpF+EbPZPjqtEzTTKM5o++fM7E1mtsnM1rUeiUUm0iOzA0aLnJzZUshmmKmpIZZGcWqeVeDPgP9KOF0p/PW8Tgcl0kuzfZ4Rap6a55lecZLnO4EL3P1QUsGI9IXZSfJRkmeWipJnKsVptj8ITCUViEi/iDNJvpA1NdtTKk7NcxLYaWY3c/zpmZqqJCtLrNH2LNVGk0bTyUboI5WVI07y/Gr4EFnRWgNG0ZrtwWcq9QYDhTj/nGS5i7PC6G8Xe9/Mvuzuv7r0kER669iAUbTRdgh2nh/QgdypEqfP81Q06i4rQyt5ZqLXPLWnZ/p0Mnn6iS+Y2TlmdrOZ3Wdmu83srR0sTyQRnsmTyxiZKPM8lTxTK+lOmjrwTne/08xWAXeY2U3ufl/C5Yq0zbO5SCPtcHyzXdKlkzXPk/6bdvd97n5n+PM4sAc4q4NlinReJhdppB2gEPaLalu69IlzhtFJTe4TXnvvKb6/GXg28OMTXr/OzHaY2Y6DBw9GDUeko+beh9PVOvkIu8jD3JqnkmfaxKl5/sY8r72h9YO7f2ehL5rZEPBl4G3uPjb3PXff7u7b3H3bxo0bY4Qj0jlz78PiwFD0ZntrqpKa7alzyj5PM7saeB2wxcy+NuetVcCRCN/PEyTOG9z9K+0GKtI12XzkZnteNc/UijJg9EOCs4o2AP99zuvjwD2LfdGCHZOvB/a4+8fbDVKkmzxWn2eYPNXnmTqnTJ7u/gjwiJn99omj5Gb2YuCWRb7+AuBa4F4z2xm+9gF3/1Z74YokzzO5SKuLQKPtaRZnqtIXzezvCLalKwEfA7YBz1/oC+7+A+YZhRfpZ57JRx8wmu3zVM0zbeIMGD0XOJegGX878CRBzVJkZcnEmOc522xXzTNt4iTPGjANlAlqnnvdXXeMrDiejd7nqQGj9IqTPG8nSJ5XAL8AXG1mX0okKpFeitHnmTEjrz09UylOn+dvu/uO8Od9wKvN7NoEYhLpKc/kIh3B0RKcY6SaZ9pEvkPcfYeZvdDMfhPAzDYAP0gsMpEe8Uw+cs0Tgn7PiqYqpU6c5ZkfIViC+f7wpQLw+SSCEumpGBuDQNDvqWZ7+sTp8/xPwKsIjuPA3Z8kWGUksrJYJvKAEQQ1TzXb0ydO8qy6uxPu22lmg8mEJNJ7sZrt6vNMpTjJ84tm9lfAGjN7E/C/gU8nE5ZIb8FD6rgAABA5SURBVBUiHMHRks+p2Z5Gcc4w+nMzexkwBlwEfNjdb0osMpEeitVsV80zlWLtJB8my3kTppn9yN0XXKopspzEGTAq5DJMVeoJRiP9qJM7yZc6eC2Rnord56nlmamT6AFwIstV3Jqnmu3p08nkKbJiKHnKqSR6AJzIcqVmu5xKJ5On1rnLihG75lltEEyDlrQ45R1iZj8Ifx03s7E5j3Ezmz3Mzd13JRmoSDfFXdvuQLWh2meaRDmG44Xhr1qKKakRq+bZ2tOz2qSYyyYVkvSZyPM8zezc+V5390c7F45If4iTBOceAjdMPqmQpM/EmST/zTk/l4AtwP3AZR2NSKQPxKl5FsPPTlc14p4mcZZnPmPuczN7DvA7HY9IpNeaDbKZ6JNHdPxwOrU92u7udxIcCieysjTjLbVs9Xmq5pkucfo83zHnaQb4OYITNEVWFGvGS4KzzXZNlE+VOH2eqzi2BLMOfB34cscjEukxa9Zifb4QDi5VtC1dqsRJnt8CPgBsnvO99wGXdzgmkd5SzVMiiJM8Pw+8C9gF6L9YWbEsbp9nmDyn1OeZKnGS50F3/3qci5vZZ4FXAgfcfWusyER6JWbyVM0zneIkz4+Y2WeA7wKV1ovu/pVFvvM3wCeAv2srOpEeiFvzbE2on1HNM1XiJM/fBC4G8hxrtjuwYPJ091vNbHO7wYn0RMw+TzXb0ylO8rzC3S9KLBKRPhF3tD2bMXIZU7M9ZeJMkv+hmV3a6QDM7Doz22FmOw4ePNjpy4tEMvc+rE5Pxv5+KZ9luqpzjNIkTvJ8HrDTzO43s3vM7F4zu2epAbj7dnff5u7bNm7cuNTLibRl7n1YjLGuvaWYy6jZnjJxmu1XJRaFSB+JO2AEUMxnmFKzPVXibAzySNyLm9kXgBcDG8zsceAj7n593OuIdFU7yTOX1dr2lIl1bntc7n51ktcXSYI14g0YAZTyGSZ1dnuq6PRMkRPEHW2HoOapPs90UfIUOVEbNc9iLsOkRttTRclT5ATtDBiV81mmKqp5pomSp8gJrFGN/Z1SPquaZ8ooeYqcYCkDRjq7PT2UPEVO1FbyzNJ0mNGGyKmh5JkQ1UCWr3ZG28uFYGelCU1XSg0lzwQcmaxSqasGslyZx/+7K+eVPNNGybPDDk9U+OGDh3j3l+6m3lACTYtWzVMT5dMj0RVGaXNwfIbP3/Yon7z5QepN52nrB3nXL2kXvzQYCGueYzPxm/yyPCl5dsijRyb5b9/cw7d37wfg/I2D/Mqzz+pxVNIt5ULwT2l8RjXPtFDyXCJ3Z+djI7z7S/fw4MEJAF709A18/D8/iw1DxR5HJ90yGDbbx6ZV80wLJc8lcHe+eteTfPhruxifqZMxeNMvnMevX3EOq0v5XocnXTSgmmfqKHnGtGffKDfu2s9jRybZe2iKnY+N4MCacp4PvfISXnDBRtYPFchnNRaXJgNhzXNUNc/UUPI8hT37Rvncjx7hhz87xNGpGo2mc/pQkYlqg/3jwSGiWzYM8mevuZyLN61mqKg/0jTKZIzBYlbJM0X0L30Re/aN8rEb7+eBp8aZqDao1pvUak0eqkzRmgK/ZcMgL376Rp5z7loyGetpvNJbQ8UcR6fir4uX5UnJcwF79o3yni/dwwMHJqg1muSzRr3hzO3ROndtmasuO52DE1UlTgmTp2qeaaHkOUerP3P3k6P87MAET43N4O64w0z9+OWWq0pZBopZpmtNzlpT7lHE0k9WlfIcnqj0OgzpEiXP0J59o2y/dS/NZpO7Hxvh8ESVhdYHFbNQzmUp5oI+rl+/4uyuxir9abic56f7x3sdhnSJkmfoxl37aTab3PP46GynvwHzbe+RzWbIZjNsPXM11zz/aVyyabirsUp/Wl3KcWiigrtjpm6clU7Jk6DW+Z37nuLgeIXpap1m0xesdeYzxmmrirz7ly7iFZdrBZEcs2agQK3hjEzVWDtY6HU4krDUT0ZsNdcL2Qz1RpNqrUl9nuqmAUOFLBdvWsWLLzqdn+6f7Hqs0t/WDgQJ86mxmR5HIt2Q2ppna3Dopvv2k88aZ60p8cjhKWoLbMOZMdi8YYBGE1aVcjwxMt3dgKXvbRgKkueTI9Ncsml1j6ORpKUyec4dHNo/Nk2j6dz/1NhJI+pZAAsS52AxRzaTYSCfZXymrhF2OcnGVcFeBo8emepxJNINqWy2zx0cmq42GJ2un5Q4ARpAOZ+hmMuQy2So1JqcsarI6HSNq7ae3v3Apa8Nl/OU81n2HlKXThqksub5xMg0PzswwaGJCtWGHzeiboCFtc2swWAxTyZjrB8scMZwiS0bh7hq6+kaYZeTmBnnrCvzb09pulIapDJ5nrWmzDfvfoLp+UaGgNWlLPWGU2k464YKfPw/P1PJUiLZvH6Qf3nwULgqLZUNu9RI/G/XzK4ys/vN7EEze1/S5Z1Ks+k8dmRywcSZzQS1zVI+x7qBAi+/9AwlTonssjOHma42uH3vkV6HIglLNHmaWRb4JPDLwKXA1WZ2aZJlLubIRIW3fOEuvnLXk7Ov5TNQzB6b0JwxmKk1mKk3eNr6AfVtSizPPGeYwWKWT9z8IFUdAriiJd1svxJ40N0fAjCzfwBeDdyXcLnHqTea7HpylPf80z38dH+w2/sZw0XyBtUGNNwp1hpMVhoUclnMjBddsIG3/OKFqnWmkDXrFHLt1SsKuQyvf95mPvX9n3H9D/byf734/A5HJ/3Ckjxf3MxeA1zl7m8Mn18LPNfd3zznM9cB14VPtwK7EgsolF21YROWyZmZkcuXzDI53Jter07VR/dPAYeSjmERG1Jefsndt3a70F7ch4vo9d9B2suPdA/2fMDI3bcD2wHMbIe7b+tlPL2OQeXbjl6U20/3ocrvfflRPpf0gNETwDlznp8dviYisqwlnTxvBy40sy1mVgBeC3wt4TJFRBKXaLPd3etm9mbg2wSrHT/r7rsX+cr2JOOJqNcxqPze63UMKn8ZlJ/ogJGIyEqlJRAiIm1Q8hQRaUPfJM9eL+M0s8+a2QEz6/r8PjM7x8xuNrP7zGy3mb21y+WXzOwnZnZ3WP7vd7P8OXFkzewuM/tGj8rXPdijezCMoef3Yax7MDgdsrcPgsGknwHnAQXgbuDSLsfwIuA5wK4e/P43Ac8Jf14F/LSbv3/CjfLDn/PAj4Hn9eDP4R3A3wPf6EHZugd7eA+G5fb8PoxzD/ZLzXN2Gae7V4HWMs6ucfdbgZ7s5uDu+9z9zvDncWAP0LUDkjwwET7Nh4+ujiSa2dnAK4DPdLPcOXQP9vAeDMvt6X0Y9x7sl+R5FvDYnOeP0+W/uH5hZpuBZxP8r9vNcrNmthM4ANzk7l0tH/gL4D2w4Nl7SdM9GOrVPRiW3cv7MNY92C/JUwAzGwK+DLzN3ce6Wba7N9z9WQSrwK40s66tLzezVwIH3P2ObpUp8+vlPQi9uw/buQf7JXmmfhmnmeUJbtob3P0rvYrD3UeAm4GruljsC4BXmdnDBM3ll5jZ57tYPuge7Jt7EHpyH8a+B/sleaZ6GaeZGXA9sMfdP96D8jea2Zrw5zLwMuDfulW+u7/f3c92980Ef/ffc/drulV+SPdgD+/BMIae3Yft3IN9kTzdvQ60lnHuAb7oiy/j7Dgz+wLwI+AiM3vczH67i8W/ALiW4H+7neHjP3Sx/E3AzWZ2D0ESucndezJdqFd0D/b8HoRldh9qeaaISBv6ouYpIrLcKHmKiLRByVNEpA1KniIibVDy7ENm9oFexyAii9Noex8yswl3H+p1HCKysNTWPM1ss5n9m5n9jZn91MxuMLNfNLN/NbMHzOxKM/uomb1rznd2het+MbNrwu2zdprZX5lZdpGyXm5mPzKzO83sS2Y2ZGbD4fZnF4Wf+YKZvcnM/gQoh9e9od3Yw88Nhtuc/STcZuvVc77/L2E8d5rZz4evv9jMbjGzfwqvf0M4eVr6mJn9sIPX2mxmr+vU9Va0bm731E8PYDNQB55B8J/IHcBnCbbFejXwVeCjwLvmfGdX+L1LgK8D+fD1vwRev0A5G4BbgcHw+XuBD4c/v4xgUvRrgRvnfGdiqbGHn/u/gWvCn9cQbDM2CAwQnE0NcCGwI/z5xcAowdLETBjbC3v9d6VH9x7hPdD1LQGX4yO1Nc/QXne/192bwG7gux7cQfcSJKiFvBT4OeD2cAeYlxLsAzmf5wGXAv8afvY3gKcBuPtNYVmfBN6YQOwvB94XlnsLUALOJdjq69Nmdi/wpTC+lp+4++PhdXey+J+DdEAHWkETC107fP/dZna7md1j4QbDZnZF+LwUtlB2h5tw/AnwC2HL5+0LXO8NZvZVM7vJzB42szeb2TvC1s1tZrYu/Nz5Znajmd0RtnQuDl//j2b24/Dz/9vMTg9f/2jYUrrFzB4ys99b+p9uchI9PXMZqMz5uTnneZPgz6bO8V0bpfBXA/7W3d8foQwjWGZ29UlvmGUIarFTwFqCbdA6FXur7F919/tPKPejwH7gmQS/v5kFrttA90i3XAD8GvBbBEsTXwe8EHgV8AGC/8hiM7OXE7QuriS4H75mZi9y91vN7GvAHwFl4PPuvsuCHfTf5e6vPMWltxJsW1cCHgTe6+7PNrP/B3g9wfZu24H/090fMLPnErTQXgL8gGCTYzezNxJsA/fO8LoXA/+eYEPm+83sU+5ea+f3nrS01zxP5WGCnb0xs+cAW8LXvwu8xsxOC99bZ2ZPW+AatwEvMLMLws8OmtnTw/feTrCO+nXAX1uwqw1Abc7PS/Ft4C2tfksze3b4+jCwL6xdXkuwi7r0VrutoFN5efi4C7iTIDldGL73BwRdR9uAj8W87s3uPu7uBwm6er4evn4vsNmCre1+HvhS2PL5K4K16xB0C307bPm8G7hsznW/6e4Vdz9EsKfn6THj6holz8V9GVhnZrsJNo34KYC73wd8EPiOBZsY3MSxG+M44c31BuAL4Wd/BFwcDhS9EXinu/8LQb/oB8OvbQfuWWjAKIY/JGii3xP+Hv4wfP0vgd8ws7sJ/jFNLrEcWbp2W0GnYsAfu/uzwscF7n59+N56YIiglhf1elHjzQAjc8p9lrtfEn7mfwCfcPdnAP/lhLKXTcunbwNLmrs/TND0aD1/wwLvvXyB7/8j8I8Ry/oecMU8b10y5zPvmPPzewkGlpYUu7tPE9ycJ37/AeDyOS+9N3z9FoK+0dbn3rxQDNJ1DwOvhJNaQafybeAPzewGd58ws7OAmrsfIKgNfii81p8SVBDGCZLpkrj7mJntNbNfc/cvha2fy939boKWT2uv1N9Yalm9opqnyPIwbyvoVNz9OwQHmv0obCb/E7DKzF5PkET/nmCQ6AozewlwD9Cw4ATLeQeMYvg/gN8OWzi7OXYm1EcJmvN3AIeWWEbPaJJ8B5nZj4HiCS9f6+73tnm99QT9qyd6qbsfbueaItIZSp4iIm1IbZ+nyEpiZs8APnfCyxV3f+4SrvlLBH2hc+119//U7jVXEtU8RUTaoAEjEZE2KHmKiLRByVNEpA1KniIibfj/AXD37OFN18WxAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a sinple overview of the current population (in this case the \n", "# last one) is given via the `info()` method. This provides a \n", "# a histogram of the score (= mean fitness) and scatterplots\n", "# and density estimates across orthogonal parameter space cross \n", "# sections.\n", "evolution.info(plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting genealogy tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`neurolib` keeps track of all individuals during the evolution. You can see all individuals from each generation by calling `evolution.history`. The object `evolution.tree` provides a network description of the genealogy of the evolution: each individual (indexed by its unique `.id`) is connected to its parents. We can use this object in combination with the network library `networkx` to plot the tree:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/caglar/anaconda/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", " if not cb.iterable(width):\n", "/Users/caglar/anaconda/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:676: MatplotlibDeprecationWarning: \n", "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", " if cb.iterable(node_size): # many node sizes\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we put this into a try except block since we don't do testing on networkx\n", "try:\n", " import matplotlib.pyplot as plt\n", " import networkx as nx\n", " from networkx.drawing.nx_pydot import graphviz_layout\n", "\n", " G = nx.DiGraph(evolution.tree)\n", " G = G.reverse() # Make the graph top-down\n", " pos = graphviz_layout(G, prog='dot')\n", " plt.figure(figsize=(8, 8))\n", " nx.draw(G, pos, node_size=50, alpha=0.5, node_color=list(evolution.id_score.values()), with_labels=False)\n", " plt.show()\n", "except:\n", " print(\"It looks like networkx or pydot are not installed\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }