{ "cells": [ { "cell_type": "markdown", "id": "1e3d1aa9-537b-4b6e-9c06-51b8ed8bdeab", "metadata": {}, "source": [ "# Isochronous sequences with target speech stimulus\n", "\n", "For this example, we will attempt to recreate the stimuli from the first experiment in [Bosker (2017)](https://link.springer.com/article/10.3758/s13414-016-1206-4#Sec1). " ] }, { "cell_type": "raw", "id": "b6e572ea-10c1-40ce-8213-0425a300bb6f", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "Before we start, we import the necessary classes from *thebeat*:" ] }, { "cell_type": "code", "execution_count": 2, "id": "cfec6730-a7c6-424a-8b27-b93f871a109f", "metadata": {}, "outputs": [], "source": [ "from thebeat.core import Sequence, SoundStimulus, SoundSequence\n", "import numpy as np\n", "\n", "rng = np.random.default_rng(seed=123)" ] }, { "cell_type": "code", "execution_count": 3, "id": "a2c22f50-09b8-46cf-a5ad-4472e6cb9d88", "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "# We suppress warnings, but let's hide that to avoid confusion\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "d0aa266d-d336-4a64-a90b-e3d308a4d87d", "metadata": { "tags": [] }, "source": [ "## Introduction\n", "In the first experiment in that paper, the author tested whether the tempo of a sequence of pure tones changes the perception of a subsequently presented speech sound that was somewhere in between /ɑs/ and /aːs/. The relevant bits from the method section are replicated here:\n", "\n", "> \"The stimuli in the experiment consisted of tone precursors followed by target words (see Fig. 1). Four different precursors, each with a total duration of 4 seconds, were created in Praat (Boersma & Weenink, 2012) by crossing two different tone durations (71 vs. 125 ms) with two presentation rates (4 vs. 7 Hz). The fundamental frequency of all pure tones was fixed at 440 Hz, thus avoiding spectral masking of the target vowels’ F0, F1, and F2. \"" ] }, { "cell_type": "raw", "id": "af6b8e8e-d083-4a91-9ca8-07f3d1cbe48d", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ ".. figure:: bosker.png\n", " :align: center\n", " \n", " \"Examples of the precursor conditions used in the different experiments. The top panel (Conditions A, B, C, and D) shows the isochronous precursor conditions used in Experiments 1–3. Each plot shows the final second of a tone sequence (total duration = 4 s), followed by a target word, with the precursor condition given to the left\"" ] }, { "cell_type": "markdown", "id": "8cfe58b4-dd08-4852-ab70-225d243f0979", "metadata": { "tags": [] }, "source": [ "Replicated from [Bosker (2017)](https://link.springer.com/article/10.3758/s13414-016-1206-4#Sec1) with permission from the author.\n", "\n", "---" ] }, { "cell_type": "raw", "id": "7bf21d75-e2b7-4b9a-b214-7fbd2255938c", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "We will do the following:\n", "\n", "* We make two :py:class:`~thebeat.core.Sequence` objects:\n", "\n", " * slow (17 events, ioi=1000/4=250 ms)\n", " * fast (29 events, ioi=1000/7~=143 ms)\n", "\n", "* We make two :py:class:`~thebeat.core.SoundStimulus` objects:\n", "\n", " * short = 71 ms at 440 Hz\n", " * long = 125 ms at 440 Hz\n", "\n", "Then we make the four combinations into trials, adding in the target stimulus at the end.\n", "\n", "****" ] }, { "cell_type": "markdown", "id": "e7d4e581-8f0b-4a24-886d-8804e33a62c8", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "## Making the sequences" ] }, { "cell_type": "raw", "id": "05df6681-dd4f-48ec-ace1-2a669cb855c6", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "For this we will use the :py:class:`~thebeat.core.Sequence` class and its :py:meth:`~thebeat.core.Sequence.generate_isochronous` method." ] }, { "cell_type": "code", "execution_count": 4, "id": "f8efae13-8ff5-4041-96a8-fada4a18fe6e", "metadata": {}, "outputs": [], "source": [ "seq_slow = Sequence.generate_isochronous(n_events=17, ioi=250)\n", "seq_fast = Sequence.generate_isochronous(n_events=29, ioi=1000/7)" ] }, { "cell_type": "markdown", "id": "18aba66b-48f0-4ab0-bc7a-ee1a09ef12b9", "metadata": {}, "source": [ "If we want to see what the sequences look like, we can plot the sequence." ] }, { "cell_type": "code", "execution_count": 5, "id": "05b71b90-1866-4d90-a3e1-71198aa6c116", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seq_slow.plot_sequence(x_axis_label=\"Time (ms)\");" ] }, { "cell_type": "markdown", "id": "2de12104-642f-454b-8f6f-9b82fb6717dc", "metadata": {}, "source": [ "## Making the stimuli\n", "All sounds in the experiment had a 20 ms raised-cosine on- and off-ramp. The durations were respectively 71 and 125 ms for the short and long sounds." ] }, { "cell_type": "code", "execution_count": 6, "id": "3100eab9-782c-4df4-aa85-c91bec2a562e", "metadata": {}, "outputs": [], "source": [ "stim_short = SoundStimulus.generate(freq=440, duration_ms=71, \n", " onramp_ms=20, offramp_ms=20,\n", " ramp_type='raised-cosine')\n", "stim_long = SoundStimulus.generate(freq=440, duration_ms=125, \n", " onramp_ms=20, offramp_ms=20,\n", " ramp_type='raised-cosine')" ] }, { "cell_type": "markdown", "id": "788e13b9-aea6-46a9-8136-bba02cb498b2", "metadata": {}, "source": [ "See what it looks like:" ] }, { "cell_type": "code", "execution_count": 7, "id": "09a85136-7817-4aa4-a11a-0dfe6950b693", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stim_short.plot_waveform();" ] }, { "cell_type": "markdown", "id": "211f9efd-d5af-462c-ad47-6453768ebd18", "metadata": {}, "source": [ "## Making the trials\n", "We will make 4 types of trials. For the slow sequences, we need 16 tones plus one target stimulus. For the long sequences, we need 28 tones plus one target stimulus. You can download the target stimulus as a ``.wav`` file [here](aas.wav), but you can easily use another audio files instead: ``SoundStimulus.from_wav('yourfile.wav')``.\n", "\n", "Make sure to save the ``.wav`` file to a location that you can access easily in your Python script. For instance in the same folder as the script itself." ] }, { "cell_type": "code", "execution_count": 8, "id": "eac29ade-3c8a-4713-9ac1-65d74b0767f0", "metadata": {}, "outputs": [], "source": [ "target = SoundStimulus.from_wav('aas.wav')\n", "\n", "# Adjust the amplitude of the target slightly\n", "target.change_amplitude(1.7)" ] }, { "cell_type": "markdown", "id": "9a398eca-d828-4369-9087-793bb41e9449", "metadata": {}, "source": [ "We first make lists for the stimuli. 16 or 28 times the created stimulus followed by one time the target." ] }, { "cell_type": "code", "execution_count": 9, "id": "0796bf75-f6ea-4922-a379-1f5e7b8d82dc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=125.0), SoundStimulus(duration_ms=392.0625)]\n" ] } ], "source": [ "stims_slowlong = [stim_long] * 16 + [target]\n", "stims_slowshort = [stim_short] * 16 + [target]\n", "stims_fastlong = [stim_long] * 28 + [target]\n", "stims_fastshort = [stim_short] * 28 + [target]\n", "\n", "# Print one to see what the lists look like\n", "print(stims_slowlong)" ] }, { "cell_type": "raw", "id": "f239fcc2-3b36-455a-9b77-09acae76fd47", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "We are ready to make the trials. We'll use :py:class:`~thebeat.core.SoundSequence` for that. Optionally, you can give the trial a name, but you don't have to." ] }, { "cell_type": "code", "execution_count": 10, "id": "bff6960b-b4b7-44c9-8615-635fba68a21e", "metadata": {}, "outputs": [], "source": [ "trial_slowlong = SoundSequence(stims_slowlong, seq_slow, name=\"Slow trial with long sounds\")\n", "trial_slowshort = SoundSequence(stims_slowshort, seq_slow)\n", "trial_fastlong = SoundSequence(stims_fastlong, seq_fast)\n", "trial_fastshort = SoundSequence(stims_fastshort, seq_fast)" ] }, { "cell_type": "markdown", "id": "44bdf8e8-b0b0-458a-a553-44695f5ee253", "metadata": {}, "source": [ "That's it! We can plot these trials (``.plot_waveform()`` or ``.plot_sequence()``), we can play them (``.play()``) or we can write them to disk (``.write_wav()``)." ] }, { "cell_type": "code", "execution_count": 11, "id": "98ee2ca1-ebad-4746-9ae4-ca7cd4de2e37", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial_slowlong.plot_waveform();" ] }, { "cell_type": "code", "execution_count": 12, "id": "99c9dcb7-d32f-4331-ac18-cb064abea0e1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# You can listen to the sound here. You can ignore this code, it's only for this website.\n", "# In your Python editor you would simply use e.g. trial_slowlong.play()\n", "from IPython.display import Audio\n", "Audio(data=trial_slowlong.samples, rate=trial_slowlong.fs)" ] }, { "cell_type": "markdown", "id": "65a526b8-24b4-4263-a3e3-ccb41ff8a29c", "metadata": {}, "source": [ "## Code summary" ] }, { "cell_type": "code", "execution_count": 13, "id": "a9b5cbe2-7bee-4a60-be4a-17c2d9459fcd", "metadata": {}, "outputs": [], "source": [ "from thebeat.core import Sequence, SoundStimulus, SoundSequence\n", "import numpy as np\n", "import importlib.resources as pkg_resources\n", "import thebeat.resources\n", "\n", "rng = np.random.default_rng(seed=123)\n", "\n", "seq_slow = Sequence.generate_isochronous(n_events=17, ioi=250)\n", "seq_fast = Sequence.generate_isochronous(n_events=29, ioi=1000/7)\n", "\n", "stim_short = SoundStimulus.generate(freq=440, duration_ms=71, onramp_ms=10, offramp_ms=10)\n", "stim_long = SoundStimulus.generate(freq=440, duration_ms=125, onramp_ms=10, offramp_ms=10)\n", "\n", "target = SoundStimulus.from_wav('aas.wav')\n", "target.change_amplitude(1.7)\n", "\n", "stims_slowlong = [stim_long] * 16 + [target]\n", "stims_slowshort = [stim_short] * 16 + [target]\n", "stims_fastlong = [stim_long] * 28 + [target]\n", "stims_fastshort = [stim_short] * 28 + [target]\n", "\n", "trial_slowlong = SoundSequence(stims_slowlong, seq_slow)\n", "trial_slowshort = SoundSequence(stims_slowshort, seq_slow)\n", "trial_fastlong = SoundSequence(stims_fastlong, seq_fast)\n", "trial_fastshort = SoundSequence(stims_fastshort, seq_fast)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 5 }