{ "cells": [ { "cell_type": "markdown", "id": "709cb0ba-42cd-44bb-a293-f6b27d16d6cf", "metadata": {}, "source": [ "# Explanations of warnings and how to get rid of them" ] }, { "cell_type": "markdown", "id": "258caa7b-a8a2-4e25-9f53-c8bef95cba70", "metadata": {}, "source": [ "Sometimes when you're working with *thebeat* you'll encounter warnings. While useful, they can of course become annoying at some point. Even though it's possible to simply disable all these warnings (see at the bottom of this page), we believe it's better practice to look into the origin of the warning, and solve it there. \n", "\n", "Below you'll find a number of common warnings and an explanation of where they originate." ] }, { "cell_type": "code", "execution_count": 26, "id": "9a3e8576-ae54-488b-b8b8-3815f95df086", "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore', message=\"Matplotlib \")" ] }, { "cell_type": "markdown", "id": "6b0a6a3d-572d-4e5d-a8f5-4ae9e7a86bd2", "metadata": {}, "source": [ "## Frame rounding" ] }, { "cell_type": "markdown", "id": "39959ef4-eb67-407a-b3f4-2c3c75f7cd80", "metadata": {}, "source": [ "### What does the warning look like?\n", "\n", "
\n", "For one or more of the used sounds, the exact start or end positions in frames (i.e. samples) were rounded off to the neirest integer ceiling. This shouldn't be a problem. To get rid of this warning, try rounding off the onsets in the passed Sequence object by calling ``Sequence.round_onsets()`` before passing the object to the SoundSequence constructor.\n", "
" ] }, { "cell_type": "markdown", "id": "4dc1fed2-5dd3-4009-a0a8-defbd147d868", "metadata": {}, "source": [ "### When can you encounter this warning?" ] }, { "cell_type": "raw", "id": "9076d605-9daf-4005-ad74-8c776f2a303a", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "You can encounter this warning when creating a :py:class:`~thebeat.core.SoundSequence` object." ] }, { "cell_type": "markdown", "id": "fee7026d-d113-420f-b4f8-e0ec4feb77c7", "metadata": {}, "source": [ "### What is the reason for this warning?" ] }, { "cell_type": "raw", "id": "9ba329fb-4a7e-48c9-8a7a-a49560f9489c", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "Digital sounds contain a certain number of 'samples'. The samples are the points at which the amplitude of the sound is specified. There is a fixed number of samples per second (the default in *thebeat* is ``48000``, another common value is ``44100``). When creating a :py:class:`~thebeat.core.SoundSequence` object, *thebeat* tries to place each individual sound at its respective onset (i.e. *t* value). The onset is then calculated in terms of the specific sample at which the sound should start, but if the onsets specified in the passed :py:class:`~thebeat.core.Sequence` object do not correspond to a round-number sample (i.e. it falls in between two samples), the exact sample onset is rounded off." ] }, { "cell_type": "markdown", "id": "bf4afc5a-3cc4-42ce-a8e2-434e1953d38b", "metadata": {}, "source": [ "### What is the solution?" ] }, { "cell_type": "raw", "id": "0a5cc331-bd15-4274-8f56-0494ff4babf4", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "As the warning specifies, try rounding off the :py:class:`~thebeat.core.Sequence` object's onsets *before* constructing the :py:class:`~thebeat.core.SoundSequence` object." ] }, { "cell_type": "markdown", "id": "5e4e3fba-0b5c-42a1-bf94-e1298eec86ce", "metadata": {}, "source": [ "### Example with warning" ] }, { "cell_type": "code", "execution_count": 27, "id": "73486568-73b7-48db-accd-5f9ac0e28354", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Object of type Sequence (ends with event)\n", "10 events\n", "IOIs: [498.94789451 488.24352484 525.18103599 510.17418851 497.01293299\n", " 479.7327817 462.86352676 518.29654558 478.19439456]\n", "Onsets: [ 0. 498.94789451 987.19141935 1512.37245534 2022.54664384\n", " 2519.55957683 2999.29235853 3462.15588529 3980.45243087 4458.64682544]\n", "Sequence name: Not provided\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/jellevanderwerff/thebeat-package/thebeat/core/soundsequence.py:360: Warning: thebeat: For one or more of the used sounds, the exact start or end positions in frames (i.e. samples) were rounded off to the neirest integer ceiling. This shouldn't be a problem. To get rid of this warning, try rounding off the onsets in the passed Sequence objectby calling Sequence.round_onsets() before passing the object to the SoundSequence constructor.\n", "\n", " warnings.warn(thebeat._warnings.framerounding_soundseq)\n" ] } ], "source": [ "from thebeat import Sequence, SoundStimulus, SoundSequence\n", "\n", "sound = SoundStimulus.generate()\n", "sequence = Sequence.generate_random_normal(n_events=10, mu=500, sigma=25)\n", "print(sequence)\n", "ss = SoundSequence(sound, sequence)" ] }, { "cell_type": "markdown", "id": "1b98c3bc-3cf7-4eee-b45d-9c0b58954b69", "metadata": {}, "source": [ "### Example without warning" ] }, { "cell_type": "code", "execution_count": 28, "id": "c2916a4c-0ed9-4303-a5c2-dbaa97faa519", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Object of type Sequence (ends with event)\n", "10 events\n", "IOIs: [483.88 495.13 498.04 483.6 515.44 529.2 559.45 459.8 491.27]\n", "Onsets: [ 0. 483.88 979.01 1477.05 1960.65 2476.09 3005.29 3564.74 4024.54\n", " 4515.81]\n", "Sequence name: Not provided\n", "\n" ] } ], "source": [ "from thebeat import Sequence, SoundStimulus, SoundSequence\n", "\n", "sound = SoundStimulus.generate()\n", "sequence = Sequence.generate_random_normal(n_events=10, mu=500, sigma=25)\n", "sequence.round_onsets(decimals=2)\n", "print(sequence)\n", "ss = SoundSequence(sound, sequence)" ] }, { "cell_type": "markdown", "id": "6b522274-5b75-4ece-a95d-7e002e60a74d", "metadata": { "tags": [] }, "source": [ "## Normalization\n", "\n", "### What does the warning look like?\n", "\n", "
\n", " \n", "Sound was normalized to avoid distortion. If undesirable, change the amplitude of the sounds.\n", "
\n", "\n", "### When can you encounter this warning?" ] }, { "cell_type": "raw", "id": "797121e3-de58-42b1-b0dd-438fba08340c", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "You can encounter this warning when creating a :py:class:`~thebeat.core.SoundSequence`, :py:class:`~thebeat.music.Melody`, or :py:class:`~thebeat.core.SoundStimulus` object.\n", "The most common is when overlaying sounds. Consider the following code:" ] }, { "cell_type": "code", "execution_count": 29, "id": "629e59b4-dfbd-42d0-a9f3-d301c4cb1cd2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jellevanderwerff/thebeat-package/thebeat/helpers.py:254: Warning: thebeat: Sound was normalized to avoid distortion. If undesirable, change the amplitude of the sounds.\n", " warnings.warn(thebeat._warnings.normalization)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from thebeat import SoundStimulus\n", "\n", "stim_0 = SoundStimulus.generate()\n", "stim_0.plot_waveform(title=\"stim_0\")\n", "stim_1 = SoundStimulus.generate()\n", "stim_1.plot_waveform(title=\"stim_1\")\n", "\n", "stim_overlayed = stim_0 + stim_1" ] }, { "cell_type": "markdown", "id": "c53779b5-cacb-4c83-b1a3-696cb56f8b6f", "metadata": {}, "source": [ "As you can see the amplitudes of the two stimuli run from -1 to 1. When these sounds are overlayed both sounds' amplitudes are summed. The overlayed sound would therefore have amplitudes that run from -2 to 2, resulting in distorted sound. *thebeat* automatically normalizes the sound so that the amplitudes run from -1 to 1 again." ] }, { "cell_type": "markdown", "id": "1b9d53ac-5639-4431-914f-7c67435878cc", "metadata": {}, "source": [ "### What is the solution?\n", "\n", "As the warning specifies, you can change the amplitude of the sounds before overlaying them. This also ensures that sounds with a different frequency will be equally loud, for instance:" ] }, { "cell_type": "code", "execution_count": 30, "id": "418958d0-00d3-4137-bc97-8d3b6c23a05e", "metadata": {}, "outputs": [], "source": [ "from thebeat import SoundStimulus\n", "stim_0 = SoundStimulus.generate(freq=220)\n", "stim_0.change_amplitude(factor=0.7)\n", "stim_1 = SoundStimulus.generate(freq=440)\n", "stim_1.change_amplitude(factor=0.3)\n", "\n", "stim_overlayed = stim_0 + stim_1" ] }, { "cell_type": "markdown", "id": "2672e147-8a44-4fdc-84c6-7afe24e1b0cd", "metadata": {}, "source": [ "## Phase difference discarded\n", "\n", "### What does the warning look like?\n", "\n", "
\n", "The first onset of the test sequence was at `t` = 0. This would result in a phase difference that is always 0, which is not very informative. As such, the first onset was discarded. If you want the first onset at a different time than zero, use the ``Sequence.from_onsets()`` method to create the Sequence object.\n", "
\n", "\n", "### When can you encounter this warning?" ] }, { "cell_type": "raw", "id": "3e631bd3-ef14-434f-aa0a-02492429a19b", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "You can encounter this warning when using the :py:func:`~thebeat.utils.get_phase_differences` function or the :py:func:`~thebeat.visualization.plot_phase_differences` function." ] }, { "cell_type": "markdown", "id": "ab3d1b3a-f018-453b-bcc8-3cd4eef3dd16", "metadata": {}, "source": [ "### What is the reason for this warning?" ] }, { "cell_type": "markdown", "id": "f8ce4828-e1da-4ec4-bdfd-f2b35552104d", "metadata": {}, "source": [ "Consider the following sequences:" ] }, { "cell_type": "code", "execution_count": 31, "id": "473aac47-48ae-428d-ac45-71ee874e8520", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from thebeat import Sequence\n", "from thebeat.visualization import plot_multiple_sequences\n", "\n", "test_sequence = Sequence(iois=[470, 530, 500], name=\"Test\")\n", "reference_sequence = Sequence(iois=[500, 500, 500], name=\"Reference\")\n", "\n", "plot_multiple_sequences([test_sequence, reference_sequence], figsize=(8, 3));" ] }, { "cell_type": "raw", "id": "da053709-6f7b-43dd-8125-da06007ca7d3", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "Because we create the sequences using IOIs, for both sequences the first event onset is at `t=0` (see :py:meth:`thebeat.core.Sequence.__init__`). If we then plot or calculate the phase differences we would always get a phase difference of 0, which is not very informative, so we get a warning, like below:" ] }, { "cell_type": "code", "execution_count": 32, "id": "23baff9f-885a-45f2-9798-9858b0b27b70", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jellevanderwerff/thebeat-package/thebeat/utils.py:203: Warning: thebeat: The first onset of the test sequence was at t=0.\n", "This would result in a phase difference that is always 0, which is not very informative.\n", "Therefore, the first phase difference was discarded.\n", "If you want the first onset at a different time than zero, use the Sequence.from_onsets() method to create the Sequence object.\n", "\n", " warnings.warn(phases_t_at_zero)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from thebeat.visualization import plot_phase_differences\n", "\n", "plot_phase_differences(test_sequence=test_sequence, \n", " reference_sequence=reference_sequence);" ] }, { "cell_type": "markdown", "id": "e8c957ff-4f9e-47ad-a9f9-fe503f2963ca", "metadata": {}, "source": [ "### What is the solution?" ] }, { "cell_type": "raw", "id": "ebfd33ae-1cbe-4368-868c-c6d02a3cecda", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "Likely, you're comparing e.g. stimulus and response finger-tapping data. When creating the ``test_sequence`` sequences, use the :py:meth:`~thebeat.core.Sequence.from_onsets` class method to construct the objects, rather than IOIs, as below:" ] }, { "cell_type": "code", "execution_count": 33, "id": "1e610f55-020a-4d63-86db-5cc64413c22b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_sequence = Sequence.from_onsets([50, 550, 1031, 1500], name=\"Test\")\n", "plot_multiple_sequences([test_sequence, reference_sequence], figsize=(8, 3));" ] }, { "cell_type": "markdown", "id": "44d06204-c34e-4e82-bdc0-c4a640fb142b", "metadata": {}, "source": [ "Now we can plot the phase differences and not get the warning:" ] }, { "cell_type": "code", "execution_count": 34, "id": "40f91a19-3215-4fe4-bb59-712803844b16", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_phase_differences(test_sequence=test_sequence, \n", " reference_sequence=reference_sequence);" ] }, { "cell_type": "markdown", "id": "8508acdf-935e-41d3-94b6-62d0b62b40d2", "metadata": { "tags": [] }, "source": [ "## Getting rid of a specific warning\n", "While it is better to find the cause of the warning and to solve it there, during development it might be frustrating to get these warnings, especially if you they are not relevant to your situation. To disable a specific warning use the ``message`` attribute in [``warnings.filterwarnings()``](https://docs.python.org/3/library/warnings.html#warnings.filterwarnings). You don't have to type the whole message, just part of it, for instance:" ] }, { "cell_type": "code", "execution_count": 35, "id": "477ba333-1569-423c-bf2a-670a9638d173", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore', message=\"thebeat: For one or more of the used sounds\")" ] }, { "cell_type": "markdown", "id": "b46a2c6f-4b74-4060-9f4e-89e94301675c", "metadata": {}, "source": [ "## Getting rid of all of thebeat's warnings\n", "All of *thebeat*'s warnings start with the message 'thebeat'. You can that contain a specific message, like below:" ] }, { "cell_type": "code", "execution_count": 36, "id": "6272b6e0-5e12-4ce0-ab71-2aa86148b38b", "metadata": { "tags": [] }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore', message=\"thebeat: \")" ] }, { "cell_type": "markdown", "id": "41febdc5-6c24-466d-8141-41de423fec35", "metadata": { "tags": [] }, "source": [ "## Resetting warnings\n", "To reset the warnings back to their original behaviour, use:" ] }, { "cell_type": "code", "execution_count": 37, "id": "b4b1f4c0-19cb-451a-ae82-8d6df41e89ba", "metadata": { "tags": [] }, "outputs": [], "source": [ "warnings.resetwarnings()" ] } ], "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 }