{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":16880,"databundleVersionId":858837,"sourceType":"competition"}],"dockerImageVersionId":29844,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2024-12-04T18:38:14.031386Z","iopub.execute_input":"2024-12-04T18:38:14.031772Z","iopub.status.idle":"2024-12-04T18:38:16.731155Z","shell.execute_reply.started":"2024-12-04T18:38:14.031702Z","shell.execute_reply":"2024-12-04T18:38:16.730124Z"}},"outputs":[{"name":"stdout","text":"/kaggle/input/deepfake-detection-challenge/sample_submission.csv\n/kaggle/input/deepfake-detection-challenge/test_videos/qooxnxqqjb.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/hierggamuo.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ocgdbrgmtq.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/icbsahlivv.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/prhmixykhr.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ihglzxzroo.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yarpxfqejd.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/orixbcfvdz.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/qxyrtwozyw.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/hqzwudvhih.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ghnpsltzyn.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ziipxxchai.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/fddmkqjwsh.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/oefukgnvel.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/wcssbghcpc.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/wjhpisoeaj.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/qsjiypnjwi.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/eqslzbqfea.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/dvtpwatuja.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/xjvxtuakyd.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/uhakqelqri.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/apedduehoy.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/itfsvvmslp.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/okgelildpc.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/vwxednhlwz.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/pcoxcmtroa.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/dsnxgrfdmd.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yxvmusxvcz.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yllztsrwjw.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/tjywwgftmv.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/bwdmzwhdnw.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yzuestxcbq.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/rnfcjxynfa.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/vokrpfjpeb.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ncmpqwmnzb.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yoyhmxtrys.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/owaogcehvc.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/dzkyxbbqkr.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/rxdoimqble.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/qdqdsaiitt.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/huvlwkxoxm.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/lpgxwdgnio.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/swsaoktwgi.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/sylnrepacf.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ouaowjmigq.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/tjuihawuqm.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/keioymnobc.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/rtpbawlmxr.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/novarhxpbj.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/dvkdfhrpph.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ytopzxrswu.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/esjdyghhog.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/gpsxfxrjrr.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/wndursivcx.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/yxirnfyijn.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/esmqxszybs.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/oelqpetgwj.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/toinozytsp.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/mkmgcxaztt.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/jsbpkpxwew.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/ytddugrwph.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/htzbnroagi.mp4\n/kaggle/input/deepfake-detection-challenge/test_videos/eywdmustbb.mp4\n/kaggle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ut/deepfake-detection-challenge/train_sample_videos/bpapbctoao.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cmbzllswnl.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/duzuusuajr.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ddqccgmtka.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ebkzwjgjhq.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/aknmpoonls.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/eiriyukqqy.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bjsmaqefoi.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/btjwbtsgln.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dhkwmjxwrn.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dsndhujjjb.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/aelfnikyqj.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ddjggcasdw.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bqqpbzjgup.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dhevettufk.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bmjzrlszhi.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/duvyaxbzvp.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cpjxareypw.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/esckbnkkvb.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cferslmfwh.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/doanjploai.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/eggbjzxnmg.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/drgjzlxzxj.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dbhoxkblzx.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/esyhwdfnxs.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/eepezmygaq.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/etdcqxabww.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bmehkyanbj.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/azpuxunqyo.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ccmonzqfrz.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bnjcdrfuov.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cizlkenljw.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bdbhekrrwo.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bdxuhamuqx.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/acifjvzvpm.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dzvyfiarrq.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ebywfrmhtd.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/etejaapnxh.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/beboztfcme.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bsfmwclnqy.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cyboodqqyr.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bnbuonyoje.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ehevsxtecd.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dbhrpizyeq.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dqppxmoqdl.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/edyncaijwx.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dsjbknkujw.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/amowujxmzc.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/aevrfsexku.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/deyyistcrd.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/asdpeebotb.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bqdjzqhcft.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dxuplhwvig.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ajwpjhrbcv.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/dbtbbhakdv.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bvgwelbeof.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bydaidkpdp.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bilnggbxgu.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cknyxaqouy.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cgvrgibpfo.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/czmqpxrqoh.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/adohikbdaz.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ehbnclaukr.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/czfunozvwp.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/djvutyvaio.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/ensyyivobf.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/bkmdzhfzfh.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/amaivqofda.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cdyakrxkia.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/cksanfsjhc.mp4\n/kaggle/input/deepfake-detection-challenge/train_sample_videos/drsakwyvqv.mp4\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import os\nimport json\nimport pandas as pd\nfrom sklearn.model_selection import StratifiedKFold\n\n# مسار ملف metadata\nmetadata_path = '/kaggle/input/deepfake-detection-challenge/train_sample_videos/metadata.json'\n\n# قراءة بيانات metadata\nwith open(metadata_path, 'r') as f:\n    metadata = json.load(f)\n\n# تحويل البيانات إلى DataFrame\nmetadata_df = pd.DataFrame.from_dict(metadata, orient='index').reset_index()\nmetadata_df.columns = ['filename', 'label', 'split', 'original']\n\n# إضافة عمود للتقسيم\nskf = StratifiedKFold(n_splits=3, shuffle=True, random_state=42)\n\n# إضافة fold لكل فيديو\nmetadata_df['fold'] = -1\nfor fold, (train_idx, val_idx) in enumerate(skf.split(metadata_df, metadata_df['label'])):\n    metadata_df.loc[val_idx, 'fold'] = fold\n\n# التأكد من النتيجة\nprint(metadata_df.head())\n\n# حفظ الملف المعدل\nmetadata_df.to_csv('updated_metadata.csv', index=False)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-04T18:46:51.821191Z","iopub.execute_input":"2024-12-04T18:46:51.821523Z","iopub.status.idle":"2024-12-04T18:46:51.851307Z","shell.execute_reply.started":"2024-12-04T18:46:51.821468Z","shell.execute_reply":"2024-12-04T18:46:51.850233Z"}},"outputs":[{"name":"stdout","text":"         filename label  split        original  fold\n0  aagfhgtpmv.mp4  FAKE  train  vudstovrck.mp4     1\n1  aapnvogymq.mp4  FAKE  train  jdubbvfswz.mp4     2\n2  abarnvbtwb.mp4  REAL  train            None     1\n3  abofeumbvv.mp4  FAKE  train  atvmxvwyns.mp4     1\n4  abqwwspghj.mp4  FAKE  train  qzimuostzz.mp4     0\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}