{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":126118,"databundleVersionId":14933142,"sourceType":"competition"}],"dockerImageVersionId":31260,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport random\nimport pandas as pd\nfrom pathlib import Path\n\nrandom.seed(47)\n\nTEST_DIR = Path(\"/kaggle/input/beyond-visible-spectrum-ai-for-agriculture-2026p2/ICPR02/kaggle/evaluation\")\n\ntest_ids = []\nfor item in os.listdir(TEST_DIR):\n    item_path = TEST_DIR / item\n    if item_path.is_dir():\n        bands = [f\"{b}.tif\" for b in [\"B1\",\"B2\",\"B3\",\"B4\",\"B5\",\"B6\",\"B7\",\"B8\",\"B8A\",\"B9\",\"B11\",\"B12\"]]\n        if all((item_path / band).exists() for band in bands):\n            test_ids.append(item)\n\nprint(f\"Found {len(test_ids)} test samples\")\n\nCATEGORIES = [\"Aphid\", \"Blast\", \"RPH\", \"Rust\"]\npredictions = [random.choice(CATEGORIES) for _ in range(len(test_ids))]\n\nsubmission = pd.DataFrame({\n    \"Id\": test_ids,\n    \"Category\": predictions\n})\n\nsubmission[\"Id\"] = submission[\"Id\"].astype(str)\nsubmission.to_csv(\"submission.csv\", index=False)\nprint(submission.head())","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2026-01-19T21:45:26.35895Z","iopub.execute_input":"2026-01-19T21:45:26.359517Z","iopub.status.idle":"2026-01-19T21:45:26.627679Z","shell.execute_reply.started":"2026-01-19T21:45:26.359473Z","shell.execute_reply":"2026-01-19T21:45:26.627051Z"}},"outputs":[],"execution_count":null}]}