{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport gc","metadata":{"execution":{"iopub.status.busy":"2023-10-29T21:45:36.192458Z","iopub.execute_input":"2023-10-29T21:45:36.193836Z","iopub.status.idle":"2023-10-29T21:45:36.701910Z","shell.execute_reply.started":"2023-10-29T21:45:36.193788Z","shell.execute_reply":"2023-10-29T21:45:36.700418Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"old = pd.read_csv('/kaggle/input/stanford-ribonanza-rna-folding/OLD/train_data.csv')\nlen(old[old.signal_to_noise > 1]), len(old[old.reads > 100]), len(old[old.SN_filter > 0])","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-10-29T21:45:36.704206Z","iopub.execute_input":"2023-10-29T21:45:36.704715Z","iopub.status.idle":"2023-10-29T21:47:37.318848Z","shell.execute_reply.started":"2023-10-29T21:45:36.704682Z","shell.execute_reply":"2023-10-29T21:47:37.317675Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del old\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2023-10-29T21:47:37.320736Z","iopub.execute_input":"2023-10-29T21:47:37.321226Z","iopub.status.idle":"2023-10-29T21:47:37.720085Z","shell.execute_reply.started":"2023-10-29T21:47:37.321185Z","shell.execute_reply":"2023-10-29T21:47:37.718837Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new = pd.read_csv('/kaggle/input/stanford-ribonanza-rna-folding/train_data.csv')\nlen(new[new.signal_to_noise > 1]), len(new[new.reads > 100]), len(new[new.SN_filter > 0])","metadata":{"execution":{"iopub.status.busy":"2023-10-29T21:47:37.722571Z","iopub.execute_input":"2023-10-29T21:47:37.722903Z","iopub.status.idle":"2023-10-29T21:49:21.421113Z","shell.execute_reply.started":"2023-10-29T21:47:37.722876Z","shell.execute_reply":"2023-10-29T21:49:21.419959Z"},"trusted":true},"execution_count":null,"outputs":[]}]}