Liliana-Gallegos
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Parent(s):
f64dfed
add license and readme to exp data
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.gitignore
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# Hugging Face token
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.env
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*.token
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# Python cache
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__pycache__/
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*.pyc
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*.pyo
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# OS files
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*.DS_Store
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experimental_data/{3D print files for reactor.tar β Example_Experiment.tar}
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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size 3856329728
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experimental_data/Example_Experiments.tar
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version https://git-lfs.github.com/spec/v1
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experimental_data/LICENSE
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| 1 |
+
Copyright 2025 Bernhard Group (Mitchell Baumer, Andrew Kubaney, Stefan Bernhard), Carnegie Mellon University
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"Commons Clause" License Condition v1.0
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The Software is provided to you by the Licensor under the License, as defined below, subject to the following condition.
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Without limiting other conditions in the License, the grant of rights under the License will not include, and the License does not grant to you, the right to Sell the Software.
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For purposes of the foregoing, "Sell" means practicing any or all of the rights granted to you under the License to provide to third parties, for a fee or other consideration (including without limitation fees for hosting or consulting/ support services related to the Software), a product or service whose value derives, entirely or substantially, from the functionality of the Software. Any license notice or attribution required by the License must also include this Commons Clause License Condition notice.
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Software: PRISM
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License: Apache 2.0
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Licensor: Bernhard Group (Mitchell Baumer, Andrew Kubaney, Stefan Bernhard), Carnegie Mellon University
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Apache License
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Version 2.0, January 2004
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http://www.apache.org/licenses/
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TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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END OF TERMS AND CONDITIONS
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experimental_data/README.md
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|
| 1 |
+
# Amide Formation Kinetics Dataset
|
| 2 |
+
|
| 3 |
+
A comprehensive dataset for studying amide formation reactions through multiple analytical modalities including nuclear magnetic resonance (NMR) spectroscopy, image-based reaction monitoring, and kinetic rate analysis.
|
| 4 |
+
|
| 5 |
+
## Dataset Overview
|
| 6 |
+
|
| 7 |
+
This dataset contains experimental data from amide formation reactions between various amines and acyl chlorides. The collection includes raw NMR spectroscopy data, time-series image analysis data, processed rate measurements, and a complete example experiment with analysis tools.
|
| 8 |
+
|
| 9 |
+
## Dataset Structure
|
| 10 |
+
|
| 11 |
+
The dataset is organized into four main archives:
|
| 12 |
+
|
| 13 |
+
### 1. `Amide_Project_NMRs.tar` (~2.9 GB)
|
| 14 |
+
**Room temperature NMR spectroscopy data**
|
| 15 |
+
|
| 16 |
+
Contains raw Bruker NMR data files for various amide formation reactions. The data is organized by:
|
| 17 |
+
- Aniline compound (e.g., `4-(4-F-phenoxyaniline)`)
|
| 18 |
+
- Acyl chloride reagent
|
| 19 |
+
- There are two experiments per reagent pair, the first is before the addition of the second reagent, to get
|
| 20 |
+
a standardization of the integrals. The second experiment is after the addition of the second reagent to monitor the reaction progress.
|
| 21 |
+
|
| 22 |
+
**Structure:**
|
| 23 |
+
```
|
| 24 |
+
Room temperature NMRs/
|
| 25 |
+
βββ [Aniline Compound]/
|
| 26 |
+
βββ [Aniline] + [Acyl Chloride]/
|
| 27 |
+
βββ [Experiment ID]/
|
| 28 |
+
βββ acqu, acqus, acqu2, acqu2s (acquisition parameters)
|
| 29 |
+
βββ pdata/ (processed data)
|
| 30 |
+
βββ lists/ (pulse program files)
|
| 31 |
+
βββ [other Bruker NMR files]
|
| 32 |
+
```
|
| 33 |
+
|
| 34 |
+
**Format:** Bruker TopSpin-compatible raw NMR data
|
| 35 |
+
|
| 36 |
+
### 2. `Example_Experiment.tar` (~3.6 GB)
|
| 37 |
+
**Complete example experiment with analysis tools**
|
| 38 |
+
|
| 39 |
+
A full example experiment demonstrating the experimental workflow, including:
|
| 40 |
+
- YAML configuration file for experiment parameters
|
| 41 |
+
- Jupyter notebook (`inflection_finder.ipynb`) for data analysis
|
| 42 |
+
- Time-series images captured during the reaction (white light illumination)
|
| 43 |
+
- Input data structure for image analysis pipeline
|
| 44 |
+
|
| 45 |
+
**Structure:**
|
| 46 |
+
```
|
| 47 |
+
Example_Experiment/
|
| 48 |
+
βββ 4-30-24-Ninetales/
|
| 49 |
+
βββ 4-30-24-Ninetales.yaml (experiment configuration)
|
| 50 |
+
βββ inflection_finder.ipynb (analysis notebook)
|
| 51 |
+
βββ input/
|
| 52 |
+
βββ images/
|
| 53 |
+
βββ white/ (time-series PNG images)
|
| 54 |
+
```
|
| 55 |
+
|
| 56 |
+
**Use Case:** Reference implementation for setting up and analyzing similar experiments
|
| 57 |
+
|
| 58 |
+
### 3. `Final_Amide_Image_Analysis_Data.tar` (~169 MB)
|
| 59 |
+
**Processed image analysis results**
|
| 60 |
+
|
| 61 |
+
Contains processed CSV files with quantitative analysis results from image-based reaction monitoring. Data is organized by:
|
| 62 |
+
- Experiment date
|
| 63 |
+
- Experiment identifier (e.g., Venusaur, Bulbasaur, Ninetales)
|
| 64 |
+
- Analysis type (white light, yellow light data)
|
| 65 |
+
|
| 66 |
+
**Structure:**
|
| 67 |
+
```
|
| 68 |
+
Final_Amide_Image_Analysis_Data/
|
| 69 |
+
βββ [Date]-[Experiment ID]/
|
| 70 |
+
βββ white_data.csv
|
| 71 |
+
βββ yellow_data.csv
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
**Format:** CSV files with quantitative reaction monitoring data
|
| 75 |
+
|
| 76 |
+
### 4. `Rates and Rate Plot Points Datasets.tar` (~1.5 MB)
|
| 77 |
+
**Kinetic rate measurements**
|
| 78 |
+
|
| 79 |
+
Excel spreadsheets containing calculated reaction rates and rate plot points for various aniline + acyl chloride combinations.
|
| 80 |
+
|
| 81 |
+
**Structure:**
|
| 82 |
+
```
|
| 83 |
+
Rates and Rate Plot Points Datasets/
|
| 84 |
+
βββ Rates Dataframes/
|
| 85 |
+
βββ group1 + [Acyl Chloride] rates.xlsx
|
| 86 |
+
βββ [additional rate data files]
|
| 87 |
+
```
|
| 88 |
+
|
| 89 |
+
**Format:** Excel (.xlsx) files with rate data and plot points
|
| 90 |
+
|
| 91 |
+
**Coverage:** Includes rates for 1000+ reagent combinations including:
|
| 92 |
+
- Substituted benzoyl chlorides (fluoro, chloro, bromo, nitro, etc.)
|
| 93 |
+
- Aliphatic acyl chlorides (acetyl, heptanoyl, dodecanoyl, etc.)
|
| 94 |
+
### Amines in the Dataset
|
| 95 |
+
|
| 96 |
+
The amines featured in this dataset are primarily aniline derivatives, serving as nucleophiles in amide coupling reactions. Their diversity enables investigation of electronic and steric effects on reaction rates and product distributions. The collection includes:
|
| 97 |
+
|
| 98 |
+
- **Parent aniline:** Unsubstituted aniline (CβHβ
NHβ)
|
| 99 |
+
- **Electron-donating substituents:** Such as methyl (-CHβ), methoxy (-OCHβ), and tert-butyl groups, affecting nucleophilicity and reactivity
|
| 100 |
+
- **Electron-withdrawing substituents:** Including fluoro (-F), chloro (-Cl), bromo (-Br), nitro (-NOβ), and trifluoromethyl (-CFβ)
|
| 101 |
+
- **Substituent patterns:** Derivatives with single or multiple substitutions at the ortho, meta, or para positions to systematically probe structure-reactivity relationships
|
| 102 |
+
|
| 103 |
+
These amines cover a representative portion of commercially accessible aniline derivatives, enabling cross-comparison of chemical behavior across a broad chemical scope. This variety supports detailed kinetic and mechanistic analyses included in the associated datasets.
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
## Usage
|
| 107 |
+
|
| 108 |
+
### Extracting the Data
|
| 109 |
+
|
| 110 |
+
```bash
|
| 111 |
+
# Extract all archives
|
| 112 |
+
tar -xzf Amide_Project_NMRs.tar
|
| 113 |
+
tar -xzf Example_Experiment.tar
|
| 114 |
+
tar -xzf Final_Amide_Image_Analysis_Data.tar
|
| 115 |
+
tar -xzf "Rates and Rate Plot Points Datasets.tar"
|
| 116 |
+
```
|
| 117 |
+
|
| 118 |
+
### Working with NMR Data
|
| 119 |
+
|
| 120 |
+
The NMR data is in Bruker format and can be opened with:
|
| 121 |
+
- Bruker TopSpin
|
| 122 |
+
- MestReNova
|
| 123 |
+
- NMRPipe
|
| 124 |
+
- Python libraries (nmrglue, nmrpro)
|
| 125 |
+
|
| 126 |
+
### Working with Image Analysis Data
|
| 127 |
+
|
| 128 |
+
The processed CSV files can be loaded directly into:
|
| 129 |
+
- Python (pandas)
|
| 130 |
+
- R
|
| 131 |
+
- Excel
|
| 132 |
+
- MATLAB
|
| 133 |
+
|
| 134 |
+
### Example Experiment
|
| 135 |
+
|
| 136 |
+
Navigate to the `Example_Experiment/4-30-24-Ninetales/` directory and:
|
| 137 |
+
1. Review the YAML configuration file for experiment parameters
|
| 138 |
+
2. Open `inflection_finder.ipynb` in Jupyter to see the analysis workflow
|
| 139 |
+
3. Examine the time-series images in `input/images/white/`
|
| 140 |
+
|
| 141 |
+
## Data Collection Details
|
| 142 |
+
|
| 143 |
+
- **Reaction Type:** Amide formation (aniline + acyl chloride)
|
| 144 |
+
- **Temperature:** Room temperature (NMR experiments)
|
| 145 |
+
- **Monitoring Methods:**
|
| 146 |
+
- NMR spectroscopy (kinetic time points)
|
| 147 |
+
- Image-based monitoring (white and yellow light)
|
| 148 |
+
- Rate measurements
|
| 149 |
+
|
| 150 |
+
## Chemical Scope
|
| 151 |
+
|
| 152 |
+
The dataset covers a diverse range of:
|
| 153 |
+
- **Aniline derivatives:** Various substituted anilines
|
| 154 |
+
- **Acyl chlorides:** 200+ different reagents including:
|
| 155 |
+
- Aromatic (benzoyl, naphthoyl, substituted benzoyl)
|
| 156 |
+
- Aliphatic (acetyl, alkyl chains)
|
| 157 |
+
- Heteroaromatic (furoyl)
|
| 158 |
+
- Specialized structures (adamantane, cinnamoyl)
|
| 159 |
+
|
| 160 |
+
## Amine Groupings
|
| 161 |
+
|
| 162 |
+
The amines in this dataset are organized into three groups for systematic analysis. The rate data files are named according to these groupings (e.g., `group1 + [Acyl Chloride] rates.xlsx`).
|
| 163 |
+
|
| 164 |
+
### Group 1
|
| 165 |
+
1. tertbutylamine
|
| 166 |
+
2. blank
|
| 167 |
+
3. 4-fluoroaniline
|
| 168 |
+
4. p-anisidine
|
| 169 |
+
5. aniline
|
| 170 |
+
6. 2,4,6-trimethylaniline
|
| 171 |
+
7. 4-heptylaniline
|
| 172 |
+
8. 2,6-diisopropylaniline
|
| 173 |
+
9. dicyclohexylamine
|
| 174 |
+
10. 4-hexylaniline
|
| 175 |
+
11. 2-methylthioaniline
|
| 176 |
+
12. 2-aminobiphenyl
|
| 177 |
+
|
| 178 |
+
### Group 2
|
| 179 |
+
1. 4-tertbutylaniline
|
| 180 |
+
2. diisopropylamine
|
| 181 |
+
3. 4-bromoaniline
|
| 182 |
+
4. 2-methylpiperidine
|
| 183 |
+
5. 8-aminoquinoline
|
| 184 |
+
6. 3-aminoacetophenone
|
| 185 |
+
7. morpholine
|
| 186 |
+
8. 2-methoxy-5-CF3-aniline
|
| 187 |
+
9. 2-(2-methoxyethoxy)aniline
|
| 188 |
+
10. 3 amino pentane
|
| 189 |
+
11. 2,6-dimethylpiperidine
|
| 190 |
+
12. 4-vinylaniline
|
| 191 |
+
|
| 192 |
+
### Group 3
|
| 193 |
+
1. p-toluidine
|
| 194 |
+
2. m-toluidine
|
| 195 |
+
3. N-isopropylcyclohexanamine
|
| 196 |
+
4. o-anisidine
|
| 197 |
+
5. triphenylmethanamine
|
| 198 |
+
6. 2,6-dimethylaniline
|
| 199 |
+
7. tertbutyl-3,5-dimethylpiperazin-1-carboxylate
|
| 200 |
+
8. 3-anilinopropionitrile
|
| 201 |
+
9. 2-fluoroaniline
|
| 202 |
+
10. 1-Boc-4-cyclopropylaminopiperidine
|
| 203 |
+
11. 3-methoxyaniline
|
| 204 |
+
12. 4-aminobenzophenone
|
| 205 |
+
|
| 206 |
+
## Citation
|
| 207 |
+
|
| 208 |
+
If you use this dataset in your research, please cite:
|
| 209 |
+
|
| 210 |
+
```bibtex
|
| 211 |
+
@dataset{amide_formation_kinetics_2025,
|
| 212 |
+
title={Amide Formation Kinetics Dataset},
|
| 213 |
+
author={Baumer, Mitchell and Kubaney, Andrew and Bernhard, Stefan},
|
| 214 |
+
year={2025},
|
| 215 |
+
institution={Carnegie Mellon University},
|
| 216 |
+
publisher={Hugging Face},
|
| 217 |
+
url={[gomesgroup/prism]}
|
| 218 |
+
}
|
| 219 |
+
```
|
| 220 |
+
|
| 221 |
+
## License
|
| 222 |
+
|
| 223 |
+
Copyright 2025 Bernhard Group (Mitchell Baumer, Andrew Kubaney, Stefan Bernhard), Carnegie Mellon University
|
| 224 |
+
|
| 225 |
+
This work is licensed under the Apache License 2.0 with Commons Clause License Condition v1.0.
|
| 226 |
+
|
| 227 |
+
**Commons Clause Condition:** The grant of rights under the License does not include, and the License does not grant to you, the right to Sell the Software. "Sell" means practicing any or all of the rights granted to you under the License to provide to third parties, for a fee or other consideration (including without limitation fees for hosting or consulting/support services related to the Software), a product or service whose value derives, entirely or substantially, from the functionality of the Software.
|
| 228 |
+
|
| 229 |
+
**Full License:** Apache License, Version 2.0
|
| 230 |
+
|
| 231 |
+
See the [LICENSE](LICENSE.txt) file for the full license text.
|
| 232 |
+
|
| 233 |
+
## Contact
|
| 234 |
+
|
| 235 |
+
For questions or issues regarding this dataset, please contact mbaumer@andrew.cmu.edu.
|
| 236 |
+
|
| 237 |
+
|
| 238 |
+
---
|
| 239 |
+
|
| 240 |
+
**Note:** This dataset is intended for research purposes in chemical kinetics, reaction monitoring, and method development for amide formation reactions.
|
| 241 |
+
|