<jupyter_start><jupyter_text>Bai<jupyter_code>!nvidia-smi -L<jupyter_output><empty_output><jupyter_text>Install requirements<jupyter_code>!pip install pydicom
!pip install SimpleITK
!pip install vtk<jupyter_output><empty_output><jupyter_text>Import data<jupyter_code>!git clone https://github.com/manigalati/ukbb_cardiac
!wget https://raw.githubusercontent.com/matthuisman/files.matthuisman.nz/master/gdrivedl
!chmod +x gdrivedl
!./gdrivedl https://drive.google.com/open?id=1bxRj0zf-iMooYA4jUZS_zS4VD9NLYxE4 ../data/training.zip
!./gdrivedl https://drive.google.com/open?id=1L84oEmgc2Nd10bCBlaM7vkbl7nhrYC9I ../data/testing.zip<jupyter_output><empty_output><jupyter_text>Prepare dataset<jupyter_code>%cd /content/ukbb_cardiac/
!mkdir train_set & unzip -q ../../data/training.zip -d train_set/
!mkdir test_set & unzip -q ../../data/testing.zip -d test_set/ 
!mv test_set/testing/testing test_set/tmp && rm -r test_set/testing && mv test_set/tmp test_set/testing<jupyter_output><empty_output><jupyter_text>Model<jupyter_code>!python demo_pipeline.py<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.13556174558960074, 'fraction_numerical': 0.013927576601671309, 'mean_word_length': 7.229007633587786, 'pattern_counts': {'":': 0, '<': 21, '<?xml version=': 0, '>': 21, 'https://': 4, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'chain_length': '5', 'dir': 'jupyter-structured-clean-dedup', 'id': '629748', 'license': 'BSD-3-Clause', 'n_tokens_mistral': 459, 'n_tokens_neox': 448, 'n_words': 51, 'path': 'notebooks/Bai.ipynb', 'repo_name': 'robustml-eurecom/quality_control_CMR', 'size': '1077'}