ClaritySpectra: Raman spectra analysis tool حسب Aaron Celestian (9395696)

Least Bridges Graphs حسب Richard Frost (14064363)

Sudoku Dataset حسب David Towers (12857447)

"…(I.e., a label of 1 means the target cell should be a 2.)…"

GameOfLife Prediction Dataset حسب David Towers (12857447)

"…Excluding 0, the lower numbers also get increasingly unlikely, though more likely than higher numbers, we wanted to prevent gaps and therefore limited to 25 contiguous classes</p><p dir="ltr">NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. …"

CSPP instance حسب peixiang wang (19499344)

<b>Rethinking neighbourhood boundaries for urban planning: A data-driven framework for perception-based delineation</b> حسب Shubham Pawar (22471285)

"…</p><p dir="ltr"><b>Input:</b></p><ul><li><code>svi_module/svi_data/svi_info.csv</code> - Image metadata from Step 1</li><li><code>perception_module/trained_models/</code> - Pre-trained models</li></ul><p dir="ltr"><b>Command:</b></p><pre><pre>python -m perception_module.pred \<br> --model-weights .…"

Expression vs genomics for predicting dependencies حسب Broad DepMap (5514062)

"…In python, these files can be read in with:</p><p dir="ltr"><br></p><p dir="ltr"> import pandas as pd</p><p dir="ltr"> import h5py</p><p dir="ltr"><br></p><p dir="ltr"> def read_hdf5(filename):</p><p dir="ltr"> src = h5py.File(filename, 'r')</p><p dir="ltr"> try:</p><p dir="ltr"> dim_0 = [x.decode('utf8') for x in src['dim_0']]</p><p dir="ltr"> dim_1 = [x.decode('utf8') for x in src['dim_1']]</p><p dir="ltr"> data = np.array(src['data'])</p><p dir="ltr"><br></p><p dir="ltr"> return pd.DataFrame(index=dim_0, columns=dim_1, data=data)</p><p dir="ltr"> finally:</p><p dir="ltr"> src.close()</p><p dir="ltr"><br></p><p>##################################################################</p><p dir="ltr">Files (not every dataset will have every type of file listed below):</p><p>##################################################################</p><p dir="ltr"><br></p><p dir="ltr">AllFeaturePredictions.hdf5: Matrix of cell lines by perturbations, with values indicating the predicted viability using a model with all feature types.…"