{
"cells": [
{
"cell_type": "markdown",
"id": "6d432475",
"metadata": {},
"source": [
"# The Pyrfume-Data Design Scheme"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a7196ba1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"!pip install -q pyrfume # Install pyrfume if it is not already installed"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d0711d00",
"metadata": {},
"outputs": [],
"source": [
"import pyrfume\n",
"import pandas as pd\n",
"from pprint import pprint\n",
"from IPython.display import Image"
]
},
{
"cell_type": "markdown",
"id": "21a27d97",
"metadata": {},
"source": [
"The `Pyrfume` data archives are maintained withing the [Pyrfume-Data](https://github.com/pyrfume/pyrfume-data) repository. Every curated archive in `Pyrfume-Data` conforms to a subject/object design framework, separating the odor objects from behavior of the subject(s) under study. Within this framework there are (up to) seven standard files that describe each data archive. However, the nuances of a particular experiment/dataset may occationally require deviating from these design standards by including other non-standard files. Each standard file is described below."
]
},
{
"cell_type": "markdown",
"id": "6811369c",
"metadata": {},
"source": [
"## Manifest"
]
},
{
"cell_type": "markdown",
"id": "b80b02e9",
"metadata": {},
"source": [
"Every `Pyrfume` data archive contains a a simple, standardized, machine-readable markup file called manifest.toml that describes the data archive. Using the [TOML](https://toml.io/en/) file format, archive manifests contain sections to cite and credit relevant sources ([source]), list raw ([raw]) and processed ([processed]) data files included in the archive while also providing any important context or metadata for interpreting the data, and lists of any code used to obtain or process raw data ([code]). In certain cases, intermediate data files may exist to simplify getting from the raw data to the final processed data. When applicable such files will be listed in the manifest under a [parsed] section.\n",
"\n",
"As an example, the manifest for the [Burton et al., 2022](https://academic.oup.com/chemse/article/44/3/173/5292343) archive is shown below. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5717bf6d",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'code': {'main.py': 'Processing workflow'},\n",
" 'parsed': {'raw/XXXX_ROIPos.csv': 'X and Y coordinates for the centroids of each ROI (glom) in each experiment XXXX; exported from '\n",
" \"odormappingdata_fullinfo_06_2021.mat file because Matlab 'table' class is not Python readable\"},\n",
" 'processed': {'behavior_1.csv': 'DeltaF response values of every ROI (glomerulus) for every odorant/mouse tested',\n",
" 'behavior_2.csv': 'Properties of diagnostic odorants with functionally-identified glomeruli. See main.py for full details',\n",
" 'behavior_3.csv': 'Properties of diagnostic odorants that consistently elicit sparse activation but did not meet the criteria for '\n",
" 'functional identification. See main.py for full details',\n",
" 'behavior_4.csv': 'Paths to response maps saved in .csv form for every odorant/mouse combination tested',\n",
" 'molecules.csv': 'Information about odorant molecules used',\n",
" 'stimuli.csv': 'Maps stimuli to CID and odor concentrations used for each subject',\n",
" 'subjects.csv': 'Maps subject ID to mouse ID, olfactory bulb hemisphere, and ROI#'},\n",
" 'raw': {'raw/ID_glom_04_2022.mat': 'Data for functionally-identifiable glomeruli and diagnostic odorants. See main.py for full details',\n",
" 'raw/odormappingdata_fullinfo_06_2021.mat': 'All raw data except for odorant concentrations. See main.py for full details',\n",
" 'raw/odormappingdata_simple_05_2022.mat': \"Simplified version of 'fullinfo' .mat file containig deltaF response matrices and odorant \"\n",
" 'concentrations. See main.py for full details'},\n",
" 'source': {'authors': 'D Burton, M Wipfel, M Guo, TP Eiting, M Wachowiak',\n",
" 'doi': '10.1093/chemse/bjz005',\n",
" 'tags': 'rodent;receptorResponse;academic',\n",
" 'title': 'A Novel Olfactometer for Efficient and Flexible Odorant Delivery'}}\n"
]
}
],
"source": [
"burton_manifest = pyrfume.load_manifest(\"burton_2022\")\n",
"pprint(burton_manifest, width=150)"
]
},
{
"cell_type": "markdown",
"id": "e2cd3f5e",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "markdown",
"id": "08627db7",
"metadata": {
"tags": []
},
"source": [
"Each archive also contains a a Python script of the data processing workflow called main.py. In general, raw datasets will require some combination of wrangling, cleaning, and formatting to produce the standard processed files described below. Each main.py file allows `Pyrfume` users to see exactly how raw data files have been processed or to reproduce/modify the processing pipeline. \n",
"\n",
"In certain cases, additional code may be included that was used to obtain raw data (e.g. when raw data was acquired by scraping a website)."
]
},
{
"cell_type": "markdown",
"id": "1002d7bb",
"metadata": {},
"source": [
"## Raw Files"
]
},
{
"cell_type": "markdown",
"id": "bd1eb499",
"metadata": {},
"source": [
"When availability and file sizes permit (i.e. files should be <5 MB to be added directly), the raw data files associated with a dataset will be included in the `Pyrfume` archive. \n",
"\n",
"\"Large\" files (>5 MB) can still be included for an archive by committing a representative file containing only a [SHA256](https://docs.python.org/3/library/hashlib.html) hash of the real file and updating lfs-cache.csv (located at the top level of the `Pyrfume-Data` repository) to have an additional row: that hash in the index and a URL to the actual file in the other column. The function `pyrfume.load_data` checks to see if the object that was loaded is a real file or a pointer to the real file. If it is a pointer, it uses lfs-cache.csv (which is just a table of such pointers and their respective URLs) and resolves to downloading whatever file it was pointing to. Using this approach, large files can be downloaded from an arbitrary URL (e.g. a Dropbox link or other GitHub repository) using `pyrfume.load_data` just as for files contained directly within an archive.\n",
"\n",
"File types for raw data will vary according to the nature of any given dataset, but typical file formats include CSV, Excel, PDF, TIFF (and other image file formats), and other common formats."
]
},
{
"cell_type": "markdown",
"id": "97e83275",
"metadata": {},
"source": [
"## Processed Files"
]
},
{
"cell_type": "markdown",
"id": "70e3ac24",
"metadata": {},
"source": [
"The `Pyrfume` standard for generating the processed files for an archive is to save subject/object data as [CSV](https://en.wikipedia.org/wiki/Comma-separated_values) text files. The purpose of each archive's main.py script is to start with the given raw data files and output the .csv files described below, as appropriate. These files are the typical `Pyrfume` user's resources for machine learning, modeling, and prediction.\n",
"\n",
"Several of these files are depicted in the figure below for a hypothetical (and simplified) experiment in which 2 odorants were tested on 2 animals, and data were collected across a total of 5 glomeruli."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "001b7af2-d297-43e2-87ce-2183c73179d0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {
"image/png": {
"width": 800
}
},
"output_type": "execute_result"
}
],
"source": [
"Image(filename=\"schematic_2.png\", width=800)"
]
},
{
"cell_type": "markdown",
"id": "1d7f3b2d",
"metadata": {},
"source": [
"### 'Object' Files"
]
},
{
"cell_type": "markdown",
"id": "9df85bfd",
"metadata": {},
"source": [
"At the object level, the most essential file, called stimuli.csv is indexed on a stimulus ID and maps this ID to the chemical/molecular details of the odorants used. A stimulus could represent a single molecule, substance, or mixture, the applied concentration(s), and potentially other experimental conditions. \n",
"\n",
"In (typical) cases where at least one stimulus is a single molecule with known structure, the Pyrfume archive will also contain a file, molecules.csv, that lists all molecules used in that dataset, with columns providing PubChem Compound IDs (CIDs), SMILES, common names, and IUPAC names. This file is useful for indexing the usage of each kind of molecule across datasets, and also for computing physicochemical features for each such molecule (software packages such as RDKit and Mordred compute these directly from a SMILES). When stimuli correspond to mixtures of unknown provenance, e.g. “cloves”, a unique stimulus ID is generated but in such cases it may not be possible to link it back to specific compounds in molecules.csv.\n",
"\n",
"In cases where a dataset includes calculated or experimentally measured physicochemical properties of molecules (e.g. boiling point, vapor pressure, LogP, etc.), these may be included in physics.csv, typically indexed on CID. Collectively these files describe the odorant “object”.\n",
"\n",
"As an example, the first 5 rows of stimuli.csv and molecules.csv for the [Burton et al., 2022](https://academic.oup.com/chemse/article/44/3/173/5292343) archive are shown below. In this case, each stimulus is an odorant (identified by CID) applied at a specified concentration."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "65d5d56d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CID | \n",
" Conc. (mols/L) | \n",
"
\n",
" \n",
" Stimulus | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" -1_0 | \n",
" -1 | \n",
" NaN | \n",
"
\n",
" \n",
" 1001_3.12e-13 | \n",
" 1001 | \n",
" 3.120000e-13 | \n",
"
\n",
" \n",
" 101010_9.38e-11 | \n",
" 101010 | \n",
" 9.384700e-11 | \n",
"
\n",
" \n",
" 10248_5.34e-12 | \n",
" 10248 | \n",
" 5.341713e-12 | \n",
"
\n",
" \n",
" 10315_5.57e-11 | \n",
" 10315 | \n",
" 5.570500e-11 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CID Conc. (mols/L)\n",
"Stimulus \n",
"-1_0 -1 NaN\n",
"1001_3.12e-13 1001 3.120000e-13\n",
"101010_9.38e-11 101010 9.384700e-11\n",
"10248_5.34e-12 10248 5.341713e-12\n",
"10315_5.57e-11 10315 5.570500e-11"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"burton_stimuli = pyrfume.load_data(\"burton_2022/stimuli.csv\")\n",
"burton_stimuli.head()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "e92761e5",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" MolecularWeight | \n",
" IsomericSMILES | \n",
" IUPACName | \n",
" name | \n",
"
\n",
" \n",
" CID | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 240 | \n",
" 106.12 | \n",
" C1=CC=C(C=C1)C=O | \n",
" benzaldehyde | \n",
" benzaldehyde | \n",
"
\n",
" \n",
" 261 | \n",
" 72.11 | \n",
" CCCC=O | \n",
" butanal | \n",
" butyraldehyde | \n",
"
\n",
" \n",
" 264 | \n",
" 88.11 | \n",
" CCCC(=O)O | \n",
" butanoic acid | \n",
" butyric acid | \n",
"
\n",
" \n",
" 273 | \n",
" 102.18 | \n",
" C(CCN)CCN | \n",
" pentane-1,5-diamine | \n",
" pentane-1,5-diamine | \n",
"
\n",
" \n",
" 323 | \n",
" 146.14 | \n",
" C1=CC=C2C(=C1)C=CC(=O)O2 | \n",
" chromen-2-one | \n",
" coumarin | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" MolecularWeight IsomericSMILES IUPACName \\\n",
"CID \n",
"240 106.12 C1=CC=C(C=C1)C=O benzaldehyde \n",
"261 72.11 CCCC=O butanal \n",
"264 88.11 CCCC(=O)O butanoic acid \n",
"273 102.18 C(CCN)CCN pentane-1,5-diamine \n",
"323 146.14 C1=CC=C2C(=C1)C=CC(=O)O2 chromen-2-one \n",
"\n",
" name \n",
"CID \n",
"240 benzaldehyde \n",
"261 butyraldehyde \n",
"264 butyric acid \n",
"273 pentane-1,5-diamine \n",
"323 coumarin "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"burton_molecules = pyrfume.load_data(\"burton_2022/molecules.csv\")\n",
"burton_molecules.head()"
]
},
{
"cell_type": "markdown",
"id": "8065c2e6",
"metadata": {},
"source": [
"### 'Subject' Files"
]
},
{
"cell_type": "markdown",
"id": "3b2e9483-95aa-4374-b4bd-412dc24ea0dc",
"metadata": {},
"source": [
"The subject side of the data is principally described in behavior.csv, a long-format dataframe, indexed on stimulus ID. Note that within `Pyrfume`, \"behavior\" refers to any experimental (or computational) measurement/result. In cases where a study contains multiple experiments with distinct results, the archive will contain multiple behavior files, named behavior_1.csv, behavior_2.csv, etc. as needed. The contents of each behavior file will be specified in manifest.toml. For example, the (first 5 rows of the) a behavior file from the [Burton et al., 2022](https://academic.oup.com/chemse/article/44/3/173/5292343) archive is shown below. In this example, the behavior is the DeltaF/F response ilicited by each stimulus for each subject tested."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "dc2e2f7f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Subject | \n",
" DeltaF | \n",
"
\n",
" \n",
" Stimulus | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" -1_0 | \n",
" 111L_001 | \n",
" 0.0 | \n",
"
\n",
" \n",
" -1_0 | \n",
" 111L_002 | \n",
" 0.0 | \n",
"
\n",
" \n",
" -1_0 | \n",
" 111L_003 | \n",
" 0.0 | \n",
"
\n",
" \n",
" -1_0 | \n",
" 111L_004 | \n",
" 0.0 | \n",
"
\n",
" \n",
" -1_0 | \n",
" 111L_005 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Subject DeltaF\n",
"Stimulus \n",
"-1_0 111L_001 0.0\n",
"-1_0 111L_002 0.0\n",
"-1_0 111L_003 0.0\n",
"-1_0 111L_004 0.0\n",
"-1_0 111L_005 0.0"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"burton_behavior = pyrfume.load_data(\"burton_2022/behavior_1.csv\")\n",
"burton_behavior.head()"
]
},
{
"cell_type": "markdown",
"id": "49e8ce68",
"metadata": {},
"source": [
"This format, widely referred to as [‘Tidy’](https://www.jstatsoft.org/article/view/v059i10), or sometimes ‘Third normal form’, can easily accommodate more complex, multi-level designs, and reduces both redundancy in data representation, as well as the unnecessary proliferation of files and tables. Conversion to formats that feel more natural for many experimentalists (i.e. tables of odorants x glomerular responses, with one table per condition) is accomplished easily with standard aggregation and pivoting steps, 1-2 lines of code in Python (via [Pandas](https://pandas.pydata.org/)) or in R (via [dplyr](https://dplyr.tidyverse.org/)).\n",
"\n",
"In cases where stimuli are administered to distinct subjects, a subjects.csv file provides a mapping between a subject ID and that subject’s distinguishing features. A ‘subject’ could be a human (e.g. identified by age, gender, region, etc.) participating in an odor perception study or a glomerulus (e.g. identified by mouse, olfactory bulb hemisphere, etc.) being studied in a physiological experiment. Collectively subjects.csv and behavior.csv describe the “subject” of the experiment and its behavior(s). \n",
"\n",
"The (first 5 rows of) subjects.csv for the [Burton et al., 2022](https://academic.oup.com/chemse/article/44/3/173/5292343) archive are show below. In this example each subject is a glomerulus, identfied by as an ROI (with X and Y coordinates) within the left or right olfactory hemibulb of a particular mouse, tested in a particular experiment."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "cbae7d0e-6ca7-4661-b098-142e1d357dd8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Experiment | \n",
" Mouse ID | \n",
" Hemisphere | \n",
" ROI# | \n",
" Xpos | \n",
" Ypos | \n",
"
\n",
" \n",
" Subject | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 111L_001 | \n",
" 111L | \n",
" 111 | \n",
" L | \n",
" 1 | \n",
" -1561.389231 | \n",
" 1328.850769 | \n",
"
\n",
" \n",
" 111L_002 | \n",
" 111L | \n",
" 111 | \n",
" L | \n",
" 2 | \n",
" -1437.154286 | \n",
" 858.602857 | \n",
"
\n",
" \n",
" 111L_003 | \n",
" 111L | \n",
" 111 | \n",
" L | \n",
" 3 | \n",
" -1429.500000 | \n",
" 1463.487692 | \n",
"
\n",
" \n",
" 111L_004 | \n",
" 111L | \n",
" 111 | \n",
" L | \n",
" 4 | \n",
" -1349.130000 | \n",
" 460.580000 | \n",
"
\n",
" \n",
" 111L_005 | \n",
" 111L | \n",
" 111 | \n",
" L | \n",
" 5 | \n",
" -1207.525714 | \n",
" 1703.125714 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Experiment Mouse ID Hemisphere ROI# Xpos Ypos\n",
"Subject \n",
"111L_001 111L 111 L 1 -1561.389231 1328.850769\n",
"111L_002 111L 111 L 2 -1437.154286 858.602857\n",
"111L_003 111L 111 L 3 -1429.500000 1463.487692\n",
"111L_004 111L 111 L 4 -1349.130000 460.580000\n",
"111L_005 111L 111 L 5 -1207.525714 1703.125714"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"burton_subjects = pyrfume.load_data(\"burton_2022/subjects.csv\")\n",
"burton_subjects.head()"
]
},
{
"cell_type": "markdown",
"id": "12d5e2ef",
"metadata": {},
"source": [
"## Summary"
]
},
{
"cell_type": "markdown",
"id": "2d68e7be",
"metadata": {},
"source": [
"In sum, a typical complete, archived dataset in Pyrfume contains of at up to 7 of these \"standard\" files: manifest.toml, main.py, stimuli.csv, molecules.csv, behavior.csv, subjects.csv, and physics.csv, though the latter two are found only where applicable. The number of raw or parsed files will vary depending on the nuances of a particular dataset."
]
}
],
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}