Python reader for dg/dgz dynamic group data files
Project description
dgread - Python
Fast reader for dg/dgz dynamic group data files.
Installation
pip install dgread
For pandas integration:
pip install dgread[pandas]
Usage
Basic
import dgread
# Load file - returns dict of numpy arrays
data = dgread.read('session.dgz')
print(data.keys())
# dict_keys(['stimtype', 'response', 'rt', 'em', 'events', ...])
# Scalar arrays
print(data['rt'][:5])
# [342. 289. 456. 312. 378.]
# Ragged arrays (different length per trial)
for i, em in enumerate(data['em'][:3]):
print(f"Trial {i}: {len(em)} samples")
# Trial 0: 1847 samples
# Trial 1: 923 samples
# Trial 2: 2104 samples
With Pandas
from dgread_utils import load_session, print_summary
# Quick overview
print_summary('session.dgz')
# session.dgz
# 12 lists, 847 trials
# Rectangular: False
# Lists:
# stimtype: 847 x int32
# response: 847 x int32
# rt: 847 x float32
# em: 847 x object (nested)
# Load as DataFrame (scalar columns only)
df = load_session('session.dgz')
print(df.head())
Utility Functions
from dgread_utils import (
read, # Read file → dict
list_names, # Get column names
get_lengths, # Get length of each column
is_rectangular, # Check if all same length
get_scalar_columns, # Non-nested column names
get_nested_columns, # Nested column names
to_dataframe, # Convert to DataFrame
load_session, # Read + to_dataframe
summary, # File summary as dict
print_summary, # Print formatted summary
)
Building from Source
From the repository root:
cd python
pip install -e .
Requirements:
- C compiler
- Python 3.9+
- NumPy
- zlib (system library)
Running Tests
cd python
pip install -e .[dev]
DG_TEST_FILE=/path/to/test.dgz pytest
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