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Foundation prototype documntation update
This commit is contained in:
marius
parent
b2e55b4774
commit
2c893ce9a7
@ -10,11 +10,11 @@
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"\n",
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"* Loading data from Elasticsearch\n",
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"* Preparing nested data for the data pipeline\n",
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"* Filtering out irrelevant information from traces\n",
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"* Vectorizing text data using BERT\n",
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"* Training a TPOT model\n",
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"* Filtering out irrelevant information from traces (problem model)\n",
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"* Vectorizing text data using BERT (uncased), for English language (semi-natural)\n",
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"* Training and selecting a model with TPOT\n",
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"* Evaluating the model and exporting the pipeline\n",
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"* Visualizing the frequency of models tested by TPOT\n",
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"* Visualizing the frequency of models tested by TPOT (GP internals)\n",
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"* Loading the trained model and making predictions (todo)"
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],
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"id": "9090fc8231b5aa47"
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@ -44,7 +44,7 @@
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" df = df.drop(columns=[col]).join(normalized)\n",
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" return df\n",
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"\n",
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"# Function to fetch the next batch using the cursor\n",
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"# Function to fetch the next batch using the cursor from the Elastic API\n",
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"def fetch_next_batch(cursor):\n",
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" response = requests.post(\n",
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" f\"{base_url}/_sql?format=json\",\n",
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@ -211,7 +211,6 @@
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"keywords_to_filter = [\"UtcTime\", \"SourceProcessGUID\",\"ProcessGuid\", \"TargetProcessGUID\", \"TargetObject\", \"FileVersion\", \"Hashes\", \"LogonGuid\", \"LogonId\", \"CreationUtcTime\", \"User\", \"ParentProcessGuid\", \"SourceHostname\"]\n",
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"\n",
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"\n",
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"# Load the DataFrame (assuming 'df' is already loaded)\n",
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"# Apply the transformation to the 'message' column using map_batches\n",
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"df_f = df.with_columns(\n",
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" pl.col(\"message\").map_batches(lambda batch: remove_keyword_lines(batch, keywords_to_filter), return_dtype=pl.Utf8).alias(\"filtered_message\")\n",
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@ -346,6 +345,8 @@
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"cell_type": "code",
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"source": [
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"import os\n",
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"\n",
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"# taking care of a warning message\n",
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"os.environ[\"KMP_DUPLICATE_LIB_OK\"] = \"TRUE\"\n",
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"\n",
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"import polars as pl\n",
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@ -366,7 +367,7 @@
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"source": [
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"### Building the feature vector\n",
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"\n",
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"Here a feature vector is build to extract the relevant features from Sysmon traces. The feature vector is then used to train the TPOT classifier."
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"Here a feature vector is build to extract the relevant features from Sysmon traces. The feature vector is then used to train the classifier with TPOT."
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],
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"id": "33c422b756ff0d9b"
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},
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@ -517,6 +518,44 @@
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"outputs": [],
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"execution_count": null
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-06-25T10:14:44.851973Z",
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"start_time": "2024-06-25T10:14:43.503508Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from transformers import BertTokenizer\n",
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"\n",
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"# Load the tokenizer\n",
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"tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n",
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"\n",
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"# Get the maximum number of tokens\n",
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"max_tokens = tokenizer.model_max_length\n",
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"print(\"Maximum number of tokens:\", max_tokens)"
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],
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"id": "3fc605ccdcba223d",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/mc/anaconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
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" warnings.warn(\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Maximum number of tokens: 512\n"
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]
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}
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],
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"execution_count": 10
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},
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{
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"metadata": {},
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"cell_type": "code",
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@ -531,7 +570,12 @@
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"execution_count": null
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},
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{
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"metadata": {},
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-06-25T10:00:03.308042Z",
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"start_time": "2024-06-25T10:00:01.192778Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import pandas as pd\n",
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@ -542,8 +586,375 @@
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"print(loaded_df)"
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],
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"id": "48a10b20636b4a2d",
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"outputs": [],
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"execution_count": null
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" index log.level winlog.event_id \\\n",
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"0 0 information 10 \n",
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"1 1 information 10 \n",
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"2 2 information 1 \n",
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"3 3 information 13 \n",
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"4 4 information 1 \n",
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"... ... ... ... \n",
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"1022 1022 information 1 \n",
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"1023 1023 information 10 \n",
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"1024 1024 information 1 \n",
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"1025 1025 information 22 \n",
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"1026 1026 information 1 \n",
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"\n",
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" winlog.task \\\n",
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"0 Process accessed (rule: ProcessAccess) \n",
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"1 Process accessed (rule: ProcessAccess) \n",
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"2 Process Create (rule: ProcessCreate) \n",
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"3 Registry value set (rule: RegistryEvent) \n",
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"4 Process Create (rule: ProcessCreate) \n",
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"... ... \n",
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"1022 Process Create (rule: ProcessCreate) \n",
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"1023 Process accessed (rule: ProcessAccess) \n",
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"1024 Process Create (rule: ProcessCreate) \n",
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"1025 Dns query (rule: DnsQuery) \n",
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"1026 Process Create (rule: ProcessCreate) \n",
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"\n",
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" filtered_message \\\n",
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"0 Process accessed:\\nRuleName: -\\nSourceProcessI... \n",
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"1 Process accessed:\\nRuleName: -\\nSourceProcessI... \n",
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"2 Process Create:\\nRuleName: -\\nProcessId: 5196\\... \n",
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"3 Registry value set:\\nRuleName: Tamper-Winlogon... \n",
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"4 Process Create:\\nRuleName: -\\nProcessId: 6140\\... \n",
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"... ... \n",
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"1022 Process Create:\\nRuleName: -\\nProcessId: 5312\\... \n",
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"1023 Process accessed:\\nRuleName: -\\nSourceProcessI... \n",
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"1024 Process Create:\\nRuleName: -\\nProcessId: 5000\\... \n",
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"1025 Dns query:\\nRuleName: -\\nProcessId: 9568\\nQuer... \n",
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"1026 Process Create:\\nRuleName: -\\nProcessId: 8728\\... \n",
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"\n",
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" image target_filename \\\n",
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"0 C:\\Windows\\system32\\svchost.exe \n",
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"1 C:\\Windows\\system32\\svchost.exe \n",
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"2 C:\\Windows\\servicing\\TrustedInstaller.exe \n",
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"3 C:\\Windows\\servicing\\TrustedInstaller.exe \n",
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"4 C:\\Windows\\WinSxS\\amd64_microsoft-windows-serv... \n",
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"... ... ... \n",
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"1022 C:\\Program Files (x86)\\Microsoft\\EdgeUpdate\\Mi... \n",
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"1023 C:\\Program Files (x86)\\Microsoft\\EdgeUpdate\\Mi... \n",
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"1024 C:\\Windows\\System32\\taskhostw.exe \n",
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"1025 \n",
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"1026 C:\\Program Files\\RUXIM\\PLUGScheduler.exe \n",
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"\n",
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" text label \\\n",
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"0 Process accessed:\\nRuleName: -\\nSourceProcessI... good \n",
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"1 Process accessed:\\nRuleName: -\\nSourceProcessI... good \n",
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"2 Process Create:\\nRuleName: -\\nProcessId: 5196\\... good \n",
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"3 Registry value set:\\nRuleName: Tamper-Winlogon... good \n",
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"4 Process Create:\\nRuleName: -\\nProcessId: 6140\\... good \n",
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"... ... ... \n",
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"1022 Process Create:\\nRuleName: -\\nProcessId: 5312\\... good \n",
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"1023 Process accessed:\\nRuleName: -\\nSourceProcessI... good \n",
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"1024 Process Create:\\nRuleName: -\\nProcessId: 5000\\... good \n",
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"1025 Dns query:\\nRuleName: -\\nProcessId: 9568\\nQuer... good \n",
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"1026 Process Create:\\nRuleName: -\\nProcessId: 8728\\... good \n",
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"\n",
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" text_vector \n",
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"0 [-0.32128870487213135, -0.008510575629770756, ... \n",
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"1 [-0.3122658133506775, -0.00911662820726633, 0.... \n",
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"2 [-0.3229663372039795, -0.0005048469174653292, ... \n",
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"3 [-0.21143896877765656, -0.12685905396938324, 0... \n",
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"4 [-0.3781927824020386, 0.12961240112781525, 0.4... \n",
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"... ... \n",
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"1022 [-0.3417365550994873, -0.07532583177089691, 0.... \n",
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"1023 [-0.2859322726726532, 0.0036172550171613693, 0... \n",
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"1024 [-0.3556979298591614, -0.038922905921936035, 0... \n",
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"1025 [-0.2601829469203949, -0.17018236219882965, 0.... \n",
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"1026 [-0.34428584575653076, -0.09368517994880676, 0... \n",
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"\n",
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"[1027 rows x 10 columns]\n"
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]
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}
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],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-06-25T10:02:36.442233Z",
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"start_time": "2024-06-25T10:02:36.434607Z"
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}
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},
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"cell_type": "code",
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"source": "print(loaded_df.iloc[833])",
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"id": "53ace25ac9c9a884",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"index 833\n",
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"log.level information\n",
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"winlog.event_id 1\n",
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"winlog.task Process Create (rule: ProcessCreate)\n",
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"filtered_message Process Create:\\nRuleName: -\\nProcessId: 7680\\...\n",
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"image C:\\Users\\student\\AppData\\Local\\Temp\\file.exe\n",
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"target_filename \n",
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"text Process Create:\\nRuleName: -\\nProcessId: 7680\\...\n",
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"label good\n",
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"text_vector [-0.26701870560646057, 0.045040227472782135, 0...\n",
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"Name: 833, dtype: object\n"
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]
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}
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],
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"execution_count": 2
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-06-25T10:09:28.090846Z",
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"start_time": "2024-06-25T10:09:28.083155Z"
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}
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},
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"cell_type": "code",
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"source": [
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"# Select row 833\n",
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"row_833 = loaded_df.iloc[833]\n",
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"\n",
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"# Open a file in write mode\n",
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"with open('output_row_833.txt', 'w') as file:\n",
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" # Iterate over each item in the row and write it to the file\n",
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" for column, value in row_833.items():\n",
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" file.write(f\"{column}: {value}\\n\")\n",
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"\n",
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"print(\"Row 833 has been printed to 'output_row_833.txt'\")"
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],
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"id": "9d30ec0bbe695fa3",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Row 833 has been printed to 'output_row_833.txt'\n"
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]
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}
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],
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"execution_count": 9
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-06-25T10:09:05.919819Z",
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"start_time": "2024-06-25T10:09:05.913175Z"
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}
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},
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"cell_type": "code",
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"source": [
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"# Retrieve the 'text_vector' and print its content and length\n",
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"text_vector = row_833['text_vector']\n",
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"print(\"text_vector:\", text_vector)\n",
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"print(\"Number of elements in 'text_vector':\", len(text_vector))"
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],
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"id": "541fd9246ace12b5",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"text_vector: [-2.67018706e-01 4.50402275e-02 4.92597967e-01 -1.67466640e-01\n",
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" 5.49281299e-01 -9.46303830e-02 1.31402090e-02 2.45818749e-01\n",
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" -3.08580045e-02 -5.99840544e-02 -4.08833206e-01 -3.07607472e-01\n",
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" -2.50869066e-01 3.46208543e-01 6.52808100e-02 4.03921425e-01\n",
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" -1.08293675e-01 1.94034234e-01 -1.76812530e-01 1.86863258e-01\n",
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" 2.65023381e-01 -6.35761321e-02 -1.79275349e-01 4.30784822e-01\n",
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" 4.68610853e-01 -4.75924127e-02 -5.95399998e-02 -1.90991446e-01\n",
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" -4.59939897e-01 3.03420693e-01 2.12900817e-01 -1.35921072e-02\n",
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" 8.98968354e-02 -1.90729022e-01 5.30772842e-02 -1.82377368e-01\n",
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" -3.18339169e-02 -7.27270097e-02 1.21271454e-01 3.73404026e-01\n",
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" -2.88292766e-01 -7.65656829e-01 1.46813408e-01 -1.36955306e-01\n",
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" -8.59620795e-02 -5.23494661e-01 2.55036026e-01 2.86784172e-01\n",
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" 1.17207281e-01 1.32331714e-01 -5.52943230e-01 1.82576746e-01\n",
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" -1.92080103e-02 -1.37846798e-01 2.42283568e-01 5.64341307e-01\n",
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" 5.23214936e-01 -5.78589380e-01 -3.80595475e-01 -2.89306790e-01\n",
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" 1.57396853e-01 2.33618170e-01 5.47610037e-03 -2.83375513e-02\n",
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" -2.05104738e-01 3.46614942e-02 1.02004237e-01 6.59699738e-01\n",
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" -1.08752000e+00 -1.89360574e-01 -2.04591796e-01 2.27338776e-01\n",
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" 9.44029614e-02 2.02513877e-02 9.50051397e-02 2.69410044e-01\n",
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" -9.46513638e-02 3.40882629e-01 3.03654343e-01 3.72446954e-01\n",
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" -5.61144017e-03 2.12720528e-01 1.53695956e-01 4.43269908e-01\n",
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" 4.89115492e-02 5.01248091e-02 4.95022386e-02 -4.29542996e-02\n",
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" -6.52586877e-01 2.04600200e-01 -1.13314502e-01 -2.85417408e-01\n",
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" 6.96188398e-03 2.27123648e-01 5.33699930e-01 2.62654662e-01\n",
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" -3.85321081e-01 -1.77746072e-01 -9.27561820e-02 -1.84348021e-02\n",
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" -2.73407519e-01 -2.92661160e-01 -6.63963780e-02 1.52780414e-01\n",
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" -6.08130038e-01 -2.49575093e-01 -1.89034671e-01 5.01903772e-01\n",
|
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" -5.29249646e-02 5.60552955e-01 2.33052485e-03 -1.14192143e-01\n",
|
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" -4.86897789e-02 -5.37705064e-01 2.11079076e-01 -1.91006884e-02\n",
|
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" -2.13935465e-01 1.59453765e-01 2.82036662e-01 -8.20130631e-02\n",
|
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" -1.14828445e-01 -1.57852583e-02 9.31767821e-02 8.90546679e-01\n",
|
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" 1.58424422e-01 3.17291170e-01 -2.32521594e-01 3.79392534e-01\n",
|
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" 1.57995850e-01 -8.01902786e-02 2.77487546e-01 6.63853526e-01\n",
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" 2.02542543e-01 1.92820743e-01 -2.98547029e-01 -6.23865426e-03\n",
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" -2.24696010e-01 -1.12392403e-01 -1.16663694e-01 -2.93985337e-01\n",
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" 1.10340931e-01 -6.40198588e-01 1.19767703e-01 3.31612915e-01\n",
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" -4.03458662e-02 -2.13825703e-01 -1.55758616e-02 1.88647553e-01\n",
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" 3.78850214e-02 2.62739778e-01 -3.14275064e-02 7.16081187e-02\n",
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" -1.59955516e-01 -2.33498782e-01 1.16682462e-01 7.07069188e-02\n",
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" 1.99481528e-02 1.67005315e-01 -2.67922860e-02 -1.51443243e-01\n",
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" 4.75167215e-01 2.98228055e-01 -4.16279286e-01 1.52619034e-01\n",
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" 2.29130775e-01 -2.76472181e-01 -9.07065049e-02 4.01566863e-01\n",
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" -3.44911754e-01 -2.54283696e-01 -2.69026697e-01 -6.32005274e-01\n",
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" 3.29785615e-01 3.28085631e-01 7.28618950e-02 4.50593531e-01\n",
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" 5.99252284e-01 -3.49201411e-01 6.84104681e-01 -9.08417925e-02\n",
|
||||
" -4.26395625e-01 6.78869784e-01 -1.14344638e-02 -3.80911008e-02\n",
|
||||
" 8.67788568e-02 6.36232719e-02 3.15140396e-01 -4.56063092e-01\n",
|
||||
" 4.09926146e-01 -3.85044441e-02 -3.96032304e-01 -5.23748934e-01\n",
|
||||
" 5.83351962e-02 6.17916696e-02 3.35887998e-01 -2.56321043e-01\n",
|
||||
" -3.37718010e-01 -3.04874420e-01 -1.84115171e-01 -9.61723551e-02\n",
|
||||
" 5.34990847e-01 1.52843669e-01 2.12507904e-01 -3.45869631e-01\n",
|
||||
" -2.10483983e-01 -1.62834480e-01 -2.61416376e-01 -6.48462832e-01\n",
|
||||
" -6.30479634e-01 -1.89883504e-02 -5.69964230e-01 2.21523076e-01\n",
|
||||
" 3.93228568e-02 4.26025271e-01 1.52408615e-01 4.67580482e-02\n",
|
||||
" -1.33270025e-01 -4.19659883e-01 3.19966525e-01 -7.34397303e-03\n",
|
||||
" -3.26589853e-01 6.67044967e-02 -2.77049989e-01 5.33060491e-01\n",
|
||||
" -6.39602005e-01 9.96551275e-01 2.61471361e-01 -5.72765708e-01\n",
|
||||
" 6.08807981e-01 3.22332233e-01 -2.96456724e-01 -5.70633411e-01\n",
|
||||
" 2.50657015e-02 -4.21076864e-01 -2.39366159e-01 2.82484680e-01\n",
|
||||
" -4.70239632e-02 -5.96059561e-02 1.62214309e-01 -1.46467626e-01\n",
|
||||
" -2.85191298e-01 4.87600356e-01 7.80523941e-02 -2.40019396e-01\n",
|
||||
" -1.00024633e-01 -2.66046822e-01 -3.14182967e-01 -1.29386354e-02\n",
|
||||
" 1.45505860e-01 -4.24869448e-01 -3.58255208e-01 1.09599195e-01\n",
|
||||
" 1.08492278e-01 -4.42916781e-01 -8.82621296e-03 -3.69780749e-01\n",
|
||||
" -3.94908078e-02 -2.16823459e-01 -3.14186126e-01 3.29045177e-01\n",
|
||||
" 3.04894775e-01 -5.81190772e-02 1.92793369e-01 1.05493270e-01\n",
|
||||
" 4.00548466e-02 -5.53802609e-01 1.49122447e-01 4.65973318e-01\n",
|
||||
" 5.04793048e-01 1.90268219e-01 -3.01060498e-01 8.74963179e-02\n",
|
||||
" -1.38923228e-01 6.07473552e-01 -2.98727393e-01 -2.53881574e-01\n",
|
||||
" 3.15812156e-02 3.51313591e-01 -3.37296072e-03 -3.98383260e-01\n",
|
||||
" 1.90306306e-02 4.74248469e-01 3.50109525e-02 7.59407952e-02\n",
|
||||
" -1.66543007e-01 -1.51751995e-01 3.15138370e-01 -1.26559790e-02\n",
|
||||
" -3.93086821e-01 -3.61495733e-01 -2.07677290e-01 1.42010570e-01\n",
|
||||
" -3.46750170e-01 -1.39620225e-03 6.34464979e-01 1.79754898e-01\n",
|
||||
" 5.54298684e-02 7.12397397e-02 7.98927248e-02 9.68952402e-02\n",
|
||||
" -2.38104612e-01 4.86172810e-02 -1.19116485e-01 -1.46843791e-01\n",
|
||||
" -1.14842623e-01 2.60607451e-02 -2.00201645e-01 -3.53976756e-01\n",
|
||||
" -3.05691338e+00 -1.97098270e-01 -3.32592458e-01 -2.39055544e-01\n",
|
||||
" -8.48524347e-02 -3.63588184e-01 9.99084562e-02 3.65674160e-02\n",
|
||||
" -3.24371845e-01 2.53723919e-01 -2.17285275e-01 -1.56254023e-01\n",
|
||||
" 7.01330379e-02 -2.64307000e-02 6.06196374e-02 3.07962388e-01\n",
|
||||
" 5.35847187e-01 1.05104328e-03 -2.68761903e-01 5.44907629e-01\n",
|
||||
" -3.44546527e-01 -7.85830259e-01 -6.53781444e-02 1.12628629e-02\n",
|
||||
" 7.69731581e-01 2.55240619e-01 -1.69711173e-01 -2.69975424e-01\n",
|
||||
" -4.25650209e-01 -2.45908737e-01 -8.45987573e-02 -3.33810121e-01\n",
|
||||
" -1.78606287e-01 4.63501394e-01 -8.45592767e-02 1.80356771e-01\n",
|
||||
" 5.39632104e-02 -2.70663440e-01 -2.72808224e-01 -6.24837756e-01\n",
|
||||
" 2.52348691e-01 -1.13212860e+00 -2.23641261e-01 -4.17149335e-01\n",
|
||||
" 7.78771996e-01 -2.98168570e-01 -6.18152581e-02 3.05032164e-01\n",
|
||||
" 1.84052348e-01 3.22197855e-01 -4.59894240e-01 2.41766665e-02\n",
|
||||
" -3.09486777e-01 2.71266922e-02 -4.36577909e-02 -1.54916435e-01\n",
|
||||
" 1.70625895e-01 6.71002865e-01 -5.52631319e-01 -1.30260691e-01\n",
|
||||
" 5.30620515e-01 -2.95754939e-01 -4.66853023e-01 -4.96686220e-01\n",
|
||||
" -2.56180793e-01 -2.70336747e-01 -8.99529755e-01 -3.69107187e-01\n",
|
||||
" -1.47936121e-01 3.16734612e-01 -2.55744904e-01 5.11437297e-01\n",
|
||||
" -5.53669691e-01 -2.04824597e-01 2.02070717e-02 -5.02038836e-01\n",
|
||||
" 1.57953084e-01 -5.00334650e-02 4.21860209e-03 -2.44256444e-02\n",
|
||||
" -3.80785346e-01 -2.30885297e-01 1.54570043e-01 -4.54314053e-02\n",
|
||||
" -4.31950688e-01 -2.24424489e-02 -2.09175229e-01 -3.37632835e-01\n",
|
||||
" -9.06778276e-02 -7.65353292e-02 4.85478938e-01 1.07486293e-01\n",
|
||||
" -1.91006269e-02 8.64723995e-02 2.12791160e-01 -1.12376571e-01\n",
|
||||
" 6.12910688e-01 -2.27594852e-01 2.41480902e-01 -5.89063823e-01\n",
|
||||
" 3.01331013e-01 -9.39759687e-02 5.01071572e-01 -4.15869176e-01\n",
|
||||
" -1.80203408e-01 7.34310299e-02 -6.65124536e-01 -5.82042448e-02\n",
|
||||
" 4.00682539e-01 1.73466071e-01 -3.30419913e-02 2.84719933e-02\n",
|
||||
" 4.09189403e-01 -7.00836182e-01 -3.14641923e-01 6.34882972e-02\n",
|
||||
" 4.62329119e-01 7.15641975e-01 3.61046731e-01 -6.83900356e-01\n",
|
||||
" -4.31078523e-01 4.07016009e-01 -3.25080842e-01 -4.50711042e-01\n",
|
||||
" -6.18534565e-01 3.97195667e-01 -4.49945852e-02 1.95479855e-01\n",
|
||||
" -3.71466905e-01 -2.61483312e-01 -5.66799462e-01 -2.68759340e-01\n",
|
||||
" -1.11281881e-02 1.69699028e-01 1.95249468e-01 -3.53737548e-02\n",
|
||||
" 1.43572360e-01 -3.94385725e-01 -9.68108103e-02 7.33911842e-02\n",
|
||||
" 1.22984558e-01 1.95549816e-01 7.62628242e-02 -1.62749082e-01\n",
|
||||
" 4.00625952e-02 3.39616209e-01 1.87836900e-01 7.70032555e-02\n",
|
||||
" 9.84009579e-02 2.37510577e-01 -3.85231704e-01 -7.11839437e-01\n",
|
||||
" 6.21556379e-02 1.18853919e-01 -1.90843031e-01 3.52634341e-01\n",
|
||||
" 3.28800559e-01 -1.81894362e-01 1.32143423e-02 -5.42842984e-01\n",
|
||||
" 7.44588971e-01 -1.24051608e-01 9.95109901e-02 9.61814374e-02\n",
|
||||
" -1.69666228e-03 7.10986555e-01 5.19338906e-01 -6.60278574e-02\n",
|
||||
" -2.73238301e-01 -3.43201578e-01 -4.30085868e-01 2.00812265e-01\n",
|
||||
" -5.85207231e-02 -2.60092467e-01 -1.12541668e-01 5.20969391e-01\n",
|
||||
" -2.98785549e-02 -2.45256156e-01 1.54213458e-01 7.47456849e-01\n",
|
||||
" 2.11172149e-01 8.73897001e-02 -3.36751372e-01 -2.28837356e-01\n",
|
||||
" 2.90950000e-01 2.33124614e-01 -6.97619617e-02 -1.05824389e-01\n",
|
||||
" 2.29767874e-01 1.42880091e-02 -4.27708745e-01 3.25902164e-01\n",
|
||||
" 1.23169057e-01 -1.22042544e-01 1.31285295e-01 -1.56314909e-01\n",
|
||||
" 3.55436057e-01 5.85144050e-02 -6.84823021e-02 3.34698677e-01\n",
|
||||
" -2.22972199e-01 -4.21880148e-02 -5.25956213e-01 3.95876216e-03\n",
|
||||
" 2.57475451e-02 2.13791475e-01 1.46186620e-01 3.05620939e-01\n",
|
||||
" 1.72737658e-01 1.87649921e-01 -2.57006716e-02 -2.62150764e-01\n",
|
||||
" -2.20731944e-01 -3.92923653e-01 -4.10969891e-02 -3.94284487e-01\n",
|
||||
" 1.25443399e-01 -4.58293818e-02 -2.98196971e-01 1.29661441e-01\n",
|
||||
" -4.10887659e-01 1.30000532e-01 9.74752903e-02 9.46554095e-02\n",
|
||||
" -3.63030657e-02 -1.02588110e-01 -4.85813916e-02 1.79652736e-01\n",
|
||||
" -2.09566951e-01 -2.71597773e-01 1.71052456e-01 -6.08415604e-01\n",
|
||||
" 3.20643261e-02 2.64066100e-01 2.37517804e-01 1.44562602e-01\n",
|
||||
" -6.38284460e-02 -5.08399129e-01 7.96856508e-02 1.05304541e-02\n",
|
||||
" 7.58946314e-02 -1.82433039e-01 -4.07906443e-01 -5.48315167e-01\n",
|
||||
" 5.03587544e-01 -5.18710911e-02 -2.37072140e-01 3.64776939e-01\n",
|
||||
" -2.57527471e-01 3.79561543e-01 1.13509797e-01 -5.83635494e-02\n",
|
||||
" -1.32364985e-02 -2.53996015e-01 3.09146464e-01 -7.05221713e-01\n",
|
||||
" -1.50314182e-01 8.68031830e-02 -4.37532932e-01 1.45563170e-01\n",
|
||||
" -1.22643612e-01 9.08425450e-03 1.94618672e-01 2.91354567e-01\n",
|
||||
" 3.93040568e-01 5.08264005e-01 9.64119434e-02 4.05358881e-01\n",
|
||||
" 1.70785695e-01 -6.33388340e-01 -7.08788261e-02 -3.24917585e-01\n",
|
||||
" -1.15828209e-01 -3.88947241e-02 8.84301811e-02 -4.54051405e-01\n",
|
||||
" -5.41520268e-02 -2.07897663e-01 4.38057929e-01 -4.25215125e-01\n",
|
||||
" -2.27744356e-01 -6.45529926e-02 -4.73755524e-02 2.75590867e-01\n",
|
||||
" 3.33647728e-01 -3.95871699e-01 -5.84744290e-02 3.32015902e-01\n",
|
||||
" 7.79225752e-02 -1.45332381e-01 -6.35314807e-02 2.66312987e-01\n",
|
||||
" -3.48183624e-02 -8.77191201e-02 -4.48695242e-01 2.38731444e-01\n",
|
||||
" 8.37602377e-01 1.71276927e-01 2.29854379e-02 3.79543871e-01\n",
|
||||
" -1.59313351e-01 1.72441214e-01 3.91818672e-01 2.38760009e-01\n",
|
||||
" -3.35281645e-03 4.04623747e-01 1.93819061e-01 -3.36620361e-01\n",
|
||||
" -3.78950536e-01 -2.13610940e-03 -2.61642277e-01 -6.36941493e-01\n",
|
||||
" 5.27241886e-01 2.35063493e-01 -1.94114745e-01 -2.12649107e-01\n",
|
||||
" -1.77295357e-01 1.05155604e-02 -1.80615142e-01 -2.47896895e-01\n",
|
||||
" 7.88988639e-03 2.18618929e-01 3.94153148e-01 1.27877682e-01\n",
|
||||
" 2.46168748e-01 2.86875844e-01 -3.13660413e-01 -2.07360253e-01\n",
|
||||
" 6.35999367e-02 1.97521850e-01 -6.57110848e-03 2.90463027e-02\n",
|
||||
" -2.72324644e-02 6.83545291e-01 -1.96372122e-01 -2.69587375e-02\n",
|
||||
" -1.11118995e-01 3.03671286e-02 -3.13001186e-01 -1.17833935e-01\n",
|
||||
" 2.12221742e-01 3.11293155e-01 2.73206800e-01 1.63645178e-01\n",
|
||||
" 8.53751376e-02 4.16733742e-01 3.74694429e-02 -5.57099730e-02\n",
|
||||
" 6.29755437e-01 6.22547388e-01 6.87231794e-02 -1.88300475e-01\n",
|
||||
" -1.83759540e-01 -9.02508423e-02 -5.79310171e-02 3.23269188e-01\n",
|
||||
" 2.10681632e-01 3.39448228e-02 1.54202551e-01 7.15607107e-01\n",
|
||||
" 2.56150514e-01 8.09349120e-02 2.78974384e-01 -5.26742458e-01\n",
|
||||
" -3.03853303e-01 1.26324639e-01 8.42980564e-01 -8.46742019e-02\n",
|
||||
" 2.52615511e-02 9.13625360e-02 4.60760072e-02 2.99819440e-01\n",
|
||||
" -6.11319542e-02 -1.79427490e-01 6.39528036e-02 -1.20934166e-01\n",
|
||||
" 6.33755550e-02 3.53766531e-01 -2.75289297e-01 -9.12263095e-02\n",
|
||||
" -3.77972484e-01 -2.97383815e-01 -1.29695993e-03 -2.98657745e-01\n",
|
||||
" -1.81566820e-01 -3.03760320e-01 5.15599661e-02 2.27060001e-02\n",
|
||||
" -6.88230246e-02 -5.33181429e-01 1.97003484e-01 -2.06039757e-01\n",
|
||||
" 1.46390632e-01 -2.36624375e-01 -8.99250656e-02 -7.15578049e-02\n",
|
||||
" -1.34127915e-01 3.78443688e-01 7.13742316e-01 4.28920053e-02\n",
|
||||
" 1.49822384e-01 -6.30574346e-01 -2.76538849e-01 -3.03445198e-02\n",
|
||||
" 2.55319506e-01 1.43449921e-02 8.51057097e-02 9.58990455e-02\n",
|
||||
" -3.84655952e-01 1.10321894e-01 -1.68833118e-02 3.01812626e-02\n",
|
||||
" -2.01801896e-01 -8.05913210e-02 -2.59703428e-01 3.84925336e-01\n",
|
||||
" 1.88098475e-01 1.00619376e-01 -5.08317411e-01 -3.72170620e-02\n",
|
||||
" -2.70777494e-01 -3.42400938e-01 1.07098818e-01 -2.33876809e-01\n",
|
||||
" 5.28669618e-02 -9.76444557e-02 -4.68501411e-02 2.59407789e-01\n",
|
||||
" 5.92825040e-02 -2.38227639e-02 2.69253582e-01 6.03045106e-01\n",
|
||||
" 1.63432300e-01 3.88628036e-01 -4.27469641e-01 -2.59980768e-01\n",
|
||||
" -4.64719757e-02 2.97374547e-01 -2.86296487e-01 3.56291205e-01\n",
|
||||
" -8.48512501e-02 1.18831411e-01 1.91253379e-01 2.94847518e-01\n",
|
||||
" -2.25561559e-02 -4.92864288e-03 -1.96359120e-02 -1.94969982e-01\n",
|
||||
" -4.33832109e-01 -5.63065827e-01 2.26254407e-02 3.34261507e-02\n",
|
||||
" 8.88495073e-02 -1.32661715e-01 -1.71310976e-01 -9.50060636e-02\n",
|
||||
" -3.76367658e-01 -5.01346588e-01 -1.32544145e-01 5.43285310e-01]\n",
|
||||
"Number of elements in 'text_vector': 768\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"execution_count": 8
|
||||
},
|
||||
{
|
||||
"metadata": {},
|
||||
|
||||
Loading…
Reference in New Issue
Block a user