Datasets:

19kmunz
/

iot-23-preprocessed

- {"cells":[{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":1,"status":"ok","timestamp":1699024359258,"user":{"displayName":"kiara munz","userId":"03694572392443883419"},"user_tz":240},"id":"YbyU8YKP5KOh"},"outputs":[],"source":["# Capture to supress the download ouput\n","%%capture\n","!pip install datasets evaluate transformers;\n","!pip install huggingface_hub;\n","!pip install pandas;"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hzlMD2hyVrtD","outputId":"53ad9ba2-a64b-4bd8-eeca-4449035b0595","executionInfo":{"status":"ok","timestamp":1699026965732,"user_tz":240,"elapsed":18438,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["# Load dataset with google drive\n","# We downloaded the dataset from kaggle and uploaded it to google drive, then used google colab to load\n","# It is possible to download it directly using the kaggle api\n","\n","# Link to dataset: https://www.kaggle.com/datasets/engraqeel/iot23preprocesseddata?resource=download\n","# Link to kaggle api docs: https://www.kaggle.com/docs/api#interacting-with-datasets\n","\n","from google.colab import drive\n","drive.mount('/content/drive')\n","reduced_iot_path = \"/content/drive/MyDrive/_Final Semester/Networks/CS513 Final Project/Resources/iot23_combined_new.csv\""]},{"cell_type":"code","execution_count":19,"metadata":{"id":"9fLFeygkITnn","executionInfo":{"status":"ok","timestamp":1699027112690,"user_tz":240,"elapsed":223,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}}},"outputs":[],"source":["import pandas as pd\n","\n","# Define Features\n","# ts\tuid\tid.orig_h\tid.orig_p\tid.resp_h\tid.resp_p\tproto\tservice\tduration\torig_bytes\tresp_bytes\tconn_state\tlocal_orig\tlocal_resp\tmissed_bytes\thistory\torig_pkts\torig_ip_bytes\tresp_pkts\tresp_ip_bytes\tlabel\n","# https://docs.zeek.org/en/master/scripts/base/protocols/conn/main.zeek.html#type-Conn::Info\n","\n","pandas_features = {\n"," 'id.orig_p': int,\n"," 'id.resp_p': int,\n"," 'proto': str,\n"," 'service': str,\n"," 'duration': float,\n"," 'orig_bytes': pd.Int64Dtype(),\n"," 'resp_bytes': pd.Int64Dtype(),\n"," 'conn_state': str,\n"," 'missed_bytes': pd.Int64Dtype(),\n"," 'history': str,\n"," 'orig_pkts': pd.Int64Dtype(),\n"," 'orig_ip_bytes': pd.Int64Dtype(),\n"," 'resp_pkts': pd.Int64Dtype(),\n"," 'resp_ip_bytes': pd.Int64Dtype(),\n"," 'label': str\n","}\n","\n","all_column_names = ['ts', 'uid', 'id.orig_h', 'id.orig_p', 'id.resp_h', 'id.resp_p', 'proto', 'service', 'duration', 'orig_bytes', 'resp_bytes', 'conn_state', 'local_orig', 'local_resp', 'missed_bytes', 'history', 'orig_pkts', 'orig_ip_bytes', 'resp_pkts', 'resp_ip_bytes', 'label'];\n","important_column_names = ['id.resp_p', 'proto', 'conn_state', 'orig_pkts', 'orig_ip_bytes', 'resp_ip_bytes', 'label'];\n","exclude_column_names = ['ts','uid','id.orig_h', 'id.resp_h', 'local_orig', 'local_resp']\n","\n","column_names = [column for column in all_column_names if column not in exclude_column_names]"]},{"cell_type":"code","execution_count":20,"metadata":{"id":"Zll2DOeT9yv2","executionInfo":{"status":"ok","timestamp":1699027166326,"user_tz":240,"elapsed":49971,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}}},"outputs":[],"source":["# Load dataset with Pandas\n","from datasets import Dataset\n","import pandas as pd\n","reduced_iot_dataset_pandas = pd.read_csv(reduced_iot_path, usecols=column_names, na_values=['-'], dtype=pandas_features)"]},{"cell_type":"code","execution_count":21,"metadata":{"id":"SUb01Eg7I7wS","executionInfo":{"status":"ok","timestamp":1699027176572,"user_tz":240,"elapsed":3895,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}}},"outputs":[],"source":["# Remove Duplicates\n","reduced_iot_dataset_pandas = reduced_iot_dataset_pandas.drop_duplicates()"]},{"cell_type":"code","source":["# Make label Benign / Malicious\n","reduced_iot_dataset_pandas['label'] = reduced_iot_dataset_pandas['label'].apply(lambda x: \"Benign\" if x == \"Benign\" else \"Malicious\")"],"metadata":{"id":"M06Rb8fj2fzk"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":151,"status":"ok","timestamp":1698765232159,"user":{"displayName":"kiara munz","userId":"03694572392443883419"},"user_tz":240},"id":"xamjYrWbgxkf","outputId":"1ddb22b6-98ab-44b4-83e1-b995e8c1ea4a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["orig_bytes\n","0 564771\n","<NA> 241092\n","48 2121\n","29 1463\n","45 1348\n"," ... \n","1088 1\n","1093 1\n","1094 1\n","1104 1\n","770 1\n","Length: 431, dtype: int64"]},"metadata":{},"execution_count":8}],"source":["# Test distribution of data\n","reduced_iot_dataset_pandas.value_counts('orig_bytes', dropna=False)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Js3KG0xNvwpf"},"outputs":[],"source":["# Final step: convert to hugging face dataset\n","reduced_iot_dataset = Dataset.from_pandas(reduced_iot_dataset_pandas).remove_columns(\"__index_level_0__\")"]},{"cell_type":"code","source":["# Test distribution of data again\n","reduced_iot_dataset.to_pandas().value_counts('orig_bytes', dropna=False)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pOxVs7H-0-3k","executionInfo":{"status":"ok","timestamp":1698765272049,"user_tz":240,"elapsed":416,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}},"outputId":"dcd084dd-3369-4d8e-91ca-c9fbfc1636f0"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["orig_bytes\n","0.0 564771\n","NaN 241092\n","48.0 2121\n","29.0 1463\n","45.0 1348\n"," ... \n","1088.0 1\n","1093.0 1\n","1094.0 1\n","1104.0 1\n","770.0 1\n","Length: 431, dtype: int64"]},"metadata":{},"execution_count":12}]},{"cell_type":"code","source":["# Authenticate hugging face\n","!huggingface-cli login"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pq6DF3Z8wdmF","executionInfo":{"status":"ok","timestamp":1698424726659,"user_tz":240,"elapsed":14785,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}},"outputId":"aaf5e476-96ce-4edc-d65c-858a7e4e52ec"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n"," _| _| _| _| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _|_|_|_| _|_| _|_|_| _|_|_|_|\n"," _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _|_|_|_| _| _| _| _|_| _| _|_| _| _| _| _| _| _|_| _|_|_| _|_|_|_| _| _|_|_|\n"," _| _| _| _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _| _| _|_| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _| _| _| _|_|_| _|_|_|_|\n"," \n"," A token is already saved on your machine. Run `huggingface-cli whoami` to get more information or `huggingface-cli logout` if you want to log out.\n"," Setting a new token will erase the existing one.\n"," To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Token: \n","Add token as git credential? (Y/n) Y\n","Token is valid (permission: write).\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n"]}]},{"cell_type":"code","source":["# Push to the hugging face hub\n","reduced_iot_dataset.push_to_hub(\"19kmunz/iot-23-preprocessed-allcolumns\")"],"metadata":{"id":"Nz5RwnjxwnwY"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Test loading the data set\n","from datasets import load_dataset\n","pulledDataSet= load_dataset(\"19kmunz/iot-23-preprocessed\", download_mode=\"force_redownload\")"],"metadata":{"id":"6rMEA58Pzlyx"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Test distribution of data final time\n","pulledDataSet['train'].to_pandas().value_counts('orig_bytes', dropna=False)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u5dact6xzyCk","executionInfo":{"status":"ok","timestamp":1698765718617,"user_tz":240,"elapsed":539,"user":{"displayName":"kiara munz","userId":"03694572392443883419"}},"outputId":"6b57aca0-89c3-4248-a5ae-77bea8322ba1"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["orig_bytes\n","0.0 564771\n","NaN 241092\n","48.0 2121\n","29.0 1463\n","45.0 1348\n"," ... \n","1088.0 1\n","1093.0 1\n","1094.0 1\n","1104.0 1\n","770.0 1\n","Length: 431, dtype: int64"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":[],"metadata":{"id":"Q1V8cJ8t2OPj"},"execution_count":null,"outputs":[]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}