{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Constructing euclidian rhythms from biotunings\n", "\n", "Euclidean rhythms represent an even distribution of pulses within a specified number of steps. It is possible to convert frequency ratios into euclidian rhythms in that a ratio's numerator can be seen as the number of pulses and a ratio's denominator as the number of steps within which the pulses should be distributed. In this notebook we will see how to derive Euclidean rhythms from EEG signal by extracting spectal peaks and looking at their frequency ratios. Therefore, more consonant brain frequency ratios will lead to more aligned Euclidean polyrhythms. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of peaks : 4\n", "0.01108407974243164\n", "Spectral peaks : [ 8. 10. 15.5 17. ]\n", "[1.125, 1.1875, 1.25, 1.3125, 1.375, 1.40625, 1.5, 1.5625, 1.75, 1.8125, 1.875, 1.90625]\n" ] } ], "source": [ "import numpy as np\n", "from biotuner.biotuner_object import compute_biotuner, harmonic_tuning\n", "import time\n", "import warnings\n", "warnings.filterwarnings('ignore', category=DeprecationWarning)\n", "\n", "# Load dataset\n", "data = np.load('../data/EEG_example.npy')\n", "\n", "# Select a single time series \n", "# 20\n", "data_ = data[25]\n", "start = time.time()\n", "\n", "# Initialize biotuner object\n", "biotuning_harm_peaks = compute_biotuner(sf = 1000, peaks_function = 'harmonic_recurrence', precision = 0.5) \n", "\n", "# Extract spectral peaks\n", "biotuning_harm_peaks.peaks_extraction(data_, min_freq = 5, max_freq = 20, min_harms = 4, harm_limit = 128)\n", "#print(biotuning_harm_peaks.all_harmonics)\n", "\n", "stop = time.time()\n", "print(stop-start)\n", "\n", "# Print the extracted peaks\n", "print('Spectral peaks :', biotuning_harm_peaks.peaks)\n", "\n", "# Create harmonic tuning\n", "harm_tuning = harmonic_tuning(biotuning_harm_peaks.all_harmonics)\n", "print(harm_tuning)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Deriving euclidian rhythms from a series of ratios\n", "\n", "When mode = 'normal', the ratios are inverted and the numerator is taken as the number of pulses and the denominator as the number of steps (e.g. 3/2 -> 2pulses/3steps).\n", "\n", "When mode = 'full', the ratios are inverted. The number of steps corresponds to num*denom and the numbers of pulses correspond to both the initial numerator and denominator (e.g. 3/2 -> 3pulses/6steps and 2pulses/6steps)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tuning : [21/16, 11/8, 45/32, 3/2, 25/16, 7/4, 29/16]\n", "Euclid patterns : [[1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1], [1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0], [1, 1, 0, 1, 1, 0, 1], [1, 1, 0], [1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1], [1, 0, 1, 0, 1, 0, 1], [1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0]]\n", "Interval vectors : [[1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1], [1, 2, 1, 1, 2, 1, 1, 2], [1, 2, 1, 2, 1], [1, 2], [2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1], [2, 2, 2, 1], [2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2]]\n" ] }, { "data": { "text/plain": [ "['None',\n", " 'None',\n", " 'It is the Nawakhat pattern, a popular Arabic rhythm. In Nubia it is called the Al Noht rhythm.',\n", " 'A common Afro-Cuban drum pattern when started on the second onset as in [101]. For example, it is the conga rhythm of the (6/8)-time Swing Tumbao. It is common in Latin American music, as for example in the Cueca, and the coros de clave. It is common in Arabic music, as for example in the Al Taer rhythm of Nubia. It is also a rhythmic pattern of the Drum Dance of the Slavey Indians of Northern Canada',\n", " 'None',\n", " 'It is a Ruchenitza Bulgarian folk-dance rhythm.',\n", " 'None']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from biotuner.rhythm_construction import scale2euclid, interval_vector, euclid_string_to_referent, interval_vec_to_string\n", "from biotuner.biotuner_utils import scale2frac\n", "from biotuner.dictionaries import dict_rhythms\n", "\n", "# Convert the tuning from ratios to fractions\n", "harm_tuning_frac, _, _ = scale2frac(harm_tuning[3:10])\n", "print('Tuning :', harm_tuning_frac)\n", "\n", "# Derive euclidian rhythms from the harmonic tuning\n", "euclid_patterns = scale2euclid(harm_tuning[3:10], max_denom = 16, mode = 'normal')\n", "print('Euclid patterns :', euclid_patterns)\n", "\n", "# Compute interval vectors\n", "interval_vectors = [interval_vector(x) for x in euclid_patterns]\n", "print('Interval vectors :', interval_vectors)\n", "\n", "# Compare rhythms to referents\n", "strings = interval_vec_to_string(interval_vectors)\n", "euclid_referent = euclid_string_to_referent(strings, dict_rhythms)\n", "euclid_referent" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Finding consonant euclidian rhythms from a set of frequency ratios\n", "'consonant_euclid' function derives euclidian rhythm from a set of consonant intervals. \n", "\n", "First, a set of denominators is defined by finding the common denominator of each pair of ratios (e.g. 3/5 and 4/7 give 5*7=35). \n", "\n", "The consonance is computed on each pairs of denominators to find harmonic subdivisions. Only the euclidian rhythms from consonant denominators (steps) are returned.\n", "\n", "The extracted rhythms are compared to a dictionary containing a large database of known rhythms and their origin and description.\n", "\n", "The " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\User\\anaconda3\\envs\\biotuner\\lib\\fractions.py:612: RuntimeWarning: overflow encountered in longlong_scalars\n", " self._denominator * other.numerator)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Euclid patterns : [[1, 0], [1, 0, 0, 1, 0, 0], [1, 0, 0, 1, 0, 0, 0], [1, 0, 1, 0, 0], [1, 0, 1, 0, 1, 0], [1, 0, 1, 0, 1, 0, 0], [1, 0, 1, 0, 1, 0, 1], [1, 1, 0, 1, 1, 0, 1], [1, 1, 1, 1, 0]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\User\\anaconda3\\envs\\biotuner\\lib\\fractions.py:611: RuntimeWarning: overflow encountered in longlong_scalars\n", " return op(self._numerator * other.denominator,\n" ] }, { "data": { "text/plain": [ "['None',\n", " 'None',\n", " 'None',\n", " \"A rhythm found in Greece, Namibia, Rwanda and Central Africa. It is also a 13th century Persian rhythm called Khafif-e-ramal, as well as the rhythm of the dance Makedonka from the FYROM. Tchaikovsky used it as the metric pattern in the second movement of his Symphony No. 6. Started on the second onset as in [10010] it is a rhythm found in Central Africa, Bulgaria, Turkey, Turkestan and Norway. It is also the metric pattern of Dave Brubeck's Take Five, as well as Mars from The Planets by Gustav Holst. Rotated as in [10010100100], it is a Serbian rhythmic pattern. When it is started on the fourth (last) onset it is the Daasa al kbiri rhythmic pattern of Yemen.\",\n", " 'None',\n", " \"It is the Ruchenitza rhythm used in a Bulgarian folk-dance. It is also the metric pattern of Pink Floyd's Money.\",\n", " 'It is a Ruchenitza Bulgarian folk-dance rhythm.',\n", " 'It is the Nawakhat pattern, a popular Arabic rhythm. In Nubia it is called the Al Noht rhythm.',\n", " 'None']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from biotuner.rhythm_construction import consonant_euclid, interval_vec_to_string\n", "\n", "# Derive consonant euclidian rhythms from the harmonic tuning\n", "euclid_final, cons = consonant_euclid(harm_tuning, n_steps_down = 2, limit_denom = 8, \n", " limit_cons = 0.5, limit_denom_final = 8)\n", "print('Euclid patterns :', euclid_final)\n", "\n", "# Compare rhythms to referents\n", "interval_vectors = [interval_vector(x) for x in euclid_final]\n", "strings = interval_vec_to_string(interval_vectors)\n", "euclid_referent = euclid_string_to_referent(strings, dict_rhythms)\n", "euclid_referent" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing euclidean biorhythms" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# variability of scales of integration for optimal brain homeostatic growth\n", "from biotuner.vizs import visualize_rhythms, find_optimal_offsets\n", "\n", "euclid_rhythms = []\n", "for i in range(len(euclid_final)):\n", " pulse = euclid_final[i].count(1)\n", " steps = len(euclid_final[i])\n", " euclid_rhythms.append((pulse, steps))\n", "visualize_rhythms(euclid_rhythms)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Optimizing rhythms offset to increase pulse alignments." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "##### Simple use case" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal offset values [3, 4, 4]\n", "NOT OPTIMIZED\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pulses_steps = [(3,8), (5,8), (7,8)]\n", "pulses_steps = [(4,7), (5,9), (6,10)]\n", "offsets = find_optimal_offsets(pulses_steps)\n", "print('Optimal offset values', offsets)\n", "print('NOT OPTIMIZED')\n", "visualize_rhythms(pulses_steps, offsets=None, plot_size=5, \n", " tolerance=0.1)\n", "print('OPTIMIZED')\n", "visualize_rhythms(pulses_steps, offsets, plot_size=5, \n", " tolerance=0.1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Biotuning use case" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(1, 2), (2, 6), (2, 7), (2, 5), (3, 6), (3, 7), (4, 7), (5, 7), (4, 5)]\n", "Optimal offset values [0, 0, 1, 1, 0, 1, 3, 2, 1]\n", "NOT OPTIMIZED\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "offsets = find_optimal_offsets(euclid_rhythms)\n", "print(euclid_rhythms)\n", "print('Optimal offset values', offsets)\n", "print('NOT OPTIMIZED')\n", "visualize_rhythms(euclid_rhythms, offsets=None, tolerance=0.1)\n", "print('OPTIMIZED')\n", "visualize_rhythms(euclid_rhythms, offsets, tolerance=0.1)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "biotuner", "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": "3.8.15" } }, "nbformat": 4, "nbformat_minor": 2 }