diff --git a/.ci/benchmark.txt b/.ci/benchmark.txt index 3f30dfef9..ad8a7bbfb 100644 --- a/.ci/benchmark.txt +++ b/.ci/benchmark.txt @@ -228,21 +228,21 @@ TOTAL: 10343 16352935 12112 46625 49 credsweeper result_cnt : 11860, lost_cnt : 0, true_cnt : 11648, false_cnt : 212 Rules Positives Negatives Templates Reported TP FP TN FN FPR FNR ACC PRC RCL F1 ------------------------------ ----------- ----------- ----------- ---------- ----- ---- ----- ---- -------- -------- -------- -------- -------- -------- -API 125 3172 187 122 122 0 3359 3 0.000000 0.024000 0.999139 1.000000 0.976000 0.987854 +API 125 3172 187 119 118 1 3358 7 0.000298 0.056000 0.997704 0.991597 0.944000 0.967213 AWS Client ID 170 19 0 162 162 0 19 8 0.000000 0.047059 0.957672 1.000000 0.952941 0.975904 AWS Multi 82 10 0 84 82 1 9 0 0.100000 0.000000 0.989130 0.987952 1.000000 0.993939 AWS S3 Bucket 67 23 0 92 67 23 0 0 1.000000 0.000000 0.744444 0.744444 1.000000 0.853503 Atlassian Old PAT token 3 7 0 10 3 7 0 0 1.000000 0.000000 0.300000 0.300000 1.000000 0.461538 -Auth 417 2744 81 396 395 1 2824 22 0.000354 0.052758 0.992906 0.997475 0.947242 0.971710 +Auth 417 2744 81 398 393 5 2820 24 0.001770 0.057554 0.991055 0.987437 0.942446 0.964417 Azure Access Token 19 0 0 12 12 0 0 7 0.368421 0.631579 1.000000 0.631579 0.774194 BASE64 Private Key 12 4 0 12 12 0 4 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 BASE64 encoded PEM Private Key 7 0 0 5 5 0 0 2 0.285714 0.714286 1.000000 0.714286 0.833333 Bitbucket Client ID 19 52 0 72 17 52 0 2 1.000000 0.105263 0.239437 0.246377 0.894737 0.386364 Bitbucket Client Secret 29 75 1 104 27 75 1 2 0.986842 0.068966 0.266667 0.264706 0.931034 0.412214 CMD ConvertTo-SecureString 13 4 0 13 13 0 4 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 -CMD Password 27 128 0 25 25 0 128 2 0.000000 0.074074 0.987097 1.000000 0.925926 0.961538 +CMD Password 21 128 6 21 21 0 134 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 CMD Secret 1 1 0 1 1 0 1 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 -CMD Token 6 0 0 6 6 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 +CMD Token 6 0 0 5 5 0 0 1 0.166667 0.833333 1.000000 0.833333 0.909091 Certificate 24 471 0 19 19 0 471 5 0.000000 0.208333 0.989899 1.000000 0.791667 0.883721 Credential 91 422 76 90 90 0 498 1 0.000000 0.010989 0.998302 1.000000 0.989011 0.994475 Docker Swarm Token 2 0 0 1 1 0 0 1 0.500000 0.500000 1.000000 0.500000 0.666667 @@ -259,21 +259,21 @@ Grafana Provisioned API Key 22 1 0 JSON Web Token 170 61 0 131 131 0 61 39 0.000000 0.229412 0.831169 1.000000 0.770588 0.870432 Jira / Confluence PAT token 0 4 0 0 0 4 0 0.000000 1.000000 Jira 2FA 21 0 1 15 15 0 1 6 0.000000 0.285714 0.727273 1.000000 0.714286 0.833333 -Key 3916 15714 482 3921 3902 19 16177 14 0.001173 0.003575 0.998359 0.995154 0.996425 0.995789 -Nonce 93 49 0 93 92 1 48 1 0.020408 0.010753 0.985915 0.989247 0.989247 0.989247 +Key 3911 15717 483 3953 3894 59 16141 17 0.003642 0.004347 0.996221 0.985075 0.995653 0.990336 +Nonce 93 49 0 92 92 0 49 1 0.000000 0.010753 0.992958 1.000000 0.989247 0.994595 Other 9 7450 5 0 0 7455 9 0.000000 1.000000 0.998794 0.000000 PEM Private Key 1019 1483 0 1023 1019 4 1479 0 0.002697 0.000000 0.998401 0.996090 1.000000 0.998041 -Password 2032 7527 2539 1951 1946 5 10061 86 0.000497 0.042323 0.992478 0.997437 0.957677 0.977153 -SQL Password 44 13 0 41 41 0 13 3 0.000000 0.068182 0.947368 1.000000 0.931818 0.964706 +Password 1941 7534 2623 1883 1835 48 10109 106 0.004726 0.054611 0.987271 0.974509 0.945389 0.959728 +SQL Password 44 13 0 42 41 1 12 3 0.076923 0.068182 0.929825 0.976190 0.931818 0.953488 Salesforce Credentials 2 0 0 2 2 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 -Salt 49 74 1 46 46 0 75 3 0.000000 0.061224 0.975806 1.000000 0.938776 0.968421 -Secret 1310 1567 799 1303 1303 0 2366 7 0.000000 0.005344 0.998096 1.000000 0.994656 0.997321 +Salt 48 75 1 45 43 2 74 5 0.026316 0.104167 0.943548 0.955556 0.895833 0.924731 +Secret 1310 1567 799 1299 1297 2 2364 13 0.000845 0.009924 0.995919 0.998460 0.990076 0.994251 Seed 1 6 0 0 0 6 1 0.000000 1.000000 0.857143 0.000000 Slack Token 4 1 0 4 4 0 1 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 Stripe Credentials 2 0 0 2 2 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 Tencent WeChat API App ID 6 0 0 6 6 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 -Token 647 4169 453 626 626 0 4622 21 0.000000 0.032457 0.996014 1.000000 0.967543 0.983504 +Token 645 4170 453 619 615 4 4619 30 0.000865 0.046512 0.993546 0.993538 0.953488 0.973101 Twilio Credentials 30 39 0 30 30 0 39 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 URL Credentials 224 168 197 223 223 0 365 1 0.000000 0.004464 0.998302 1.000000 0.995536 0.997763 UUID 1075 265 0 1074 1073 1 264 2 0.003774 0.001860 0.997761 0.999069 0.998140 0.998604 - 12112 46625 4907 11872 11648 212 46413 464 0.004547 0.038309 0.988491 0.982125 0.961691 0.971800 + 12000 46639 5003 11809 11486 311 46328 514 0.006668 0.042833 0.985931 0.973637 0.957167 0.965332 \ No newline at end of file diff --git a/.github/workflows/check.yml b/.github/workflows/check.yml index 7401008e2..3ee0c7379 100644 --- a/.github/workflows/check.yml +++ b/.github/workflows/check.yml @@ -38,8 +38,8 @@ jobs: - name: Check ml_config.json and ml_model.onnx integrity if: ${{ always() && steps.code_checkout.conclusion == 'success' }} run: | - md5sum --binary credsweeper/ml_model/ml_config.json | grep 3a4bfcd6f3ea74461b158d4ec073cc06 - md5sum --binary credsweeper/ml_model/ml_model.onnx | grep 9725b166e07e60f94929fea986f84ae2 + md5sum --binary credsweeper/ml_model/ml_config.json | grep dae9d27fe1b6de565c6c4c994ee7ba36 + md5sum --binary credsweeper/ml_model/ml_model.onnx | grep c4c2a33a675e38dcc7024c176d9317ee # # # line ending diff --git a/credsweeper/ml_model/ml_model.onnx b/credsweeper/ml_model/ml_model.onnx index b5d3a1f9f..733058d75 100644 Binary files a/credsweeper/ml_model/ml_model.onnx and b/credsweeper/ml_model/ml_model.onnx differ diff --git a/experiment/main.py b/experiment/main.py index 6ce8678aa..2f03b3a7b 100644 --- a/experiment/main.py +++ b/experiment/main.py @@ -4,40 +4,145 @@ import pickle import random import subprocess -import sys from argparse import ArgumentParser from datetime import datetime -from typing import List +from typing import List, Dict -import keras_tuner as kt import numpy as np -import tensorflow as tf -from keras import Model # type: ignore +import torch +import torch.nn as nn +import torch.optim as optim +from torch.utils.data import DataLoader, TensorDataset from sklearn.metrics import f1_score, precision_score, recall_score, log_loss, accuracy_score from sklearn.model_selection import train_test_split from sklearn.utils import compute_class_weight -from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint +import optuna +from optuna.samplers import TPESampler, GridSampler, RandomSampler +from optuna.pruners import HyperbandPruner, MedianPruner, NopPruner from experiment.plot import save_plot from experiment.src.data_loader import read_detected_data, read_metadata, join_label, get_y_labels from experiment.src.features import prepare_data -from experiment.src.log_callback import LogCallback from experiment.src.ml_model import MlModel from experiment.src.model_config_preprocess import model_config_preprocess from experiment.src.prepare_data import prepare_train_data, data_checksum +GPU_SAMPLE_LIMIT = 1024 +DEFAULT_LEARNING_RATE = 0.0005 -def evaluate_model(thresholds: dict, keras_model: Model, x_data: List[np.ndarray], y_label: np.ndarray): - """Evaluate Keras model with printing scores - Args: - thresholds: dict of credsweeper thresholds - keras_model: fitted keras model - x_data: List of np.arrays. Number and shape depends on model - y_label: expected result +def objective(trial, train_loader: DataLoader, test_loader: DataLoader, model_inputs_size: List[tuple], + hp: Dict[str, tuple]): + best_val_loss = trial.study.user_attrs["best_val_loss"] + epochs = trial.study.user_attrs["epochs"] + device = trial.study.user_attrs["device"] + best_model_path = trial.study.user_attrs["best_model_path"] + params = {} + for param_name, ((low, high, step), default) in hp.items(): + params[param_name] = trial.suggest_float(param_name, low, high, step=step) + + model = MlModel(*model_inputs_size, params).to(device) + optimizer = optim.Adam(model.parameters(), lr=DEFAULT_LEARNING_RATE) + criterion = nn.BCELoss() + + best_loss = float('inf') + + patience_counter = 0 + + if device == torch.device("cuda") and GPU_SAMPLE_LIMIT < train_loader.batch_size: + accumulation_steps = (train_loader.batch_size + GPU_SAMPLE_LIMIT - 1) // GPU_SAMPLE_LIMIT + else: + accumulation_steps = 1 + + for epoch in range(epochs): + model.train() + for batch in train_loader: + x_tensors = [x.to(device) for x in batch[:-1]] + y_batch = batch[-1].to(device) + batch_size = y_batch.shape[0] + sub_batch_size = batch_size // accumulation_steps # sub-batch size + + optimizer.zero_grad() # clean up gradients before calculations + + for i in range(accumulation_steps): + start = i * sub_batch_size + end = (i + 1) * sub_batch_size if i < accumulation_steps - 1 else batch_size + inputs_sub = [tens[start:end] for tens in x_tensors] + labels_sub = y_batch[start:end] + + outputs = model(*inputs_sub).squeeze() + loss = criterion(outputs, labels_sub) + loss = loss / accumulation_steps # normalize losses + + loss.backward() # calculate gradients + + optimizer.step() + + model.eval() + val_loss = 0.0 + with torch.no_grad(): + for batch in test_loader: + x_tensors = [x.to(device) for x in batch[:-1]] + y_batch = batch[-1].to(device) + + batch_size = y_batch.shape[0] + sub_batch_size = batch_size // accumulation_steps + for i in range(accumulation_steps): + start = i * sub_batch_size + end = (i + 1) * sub_batch_size if i < accumulation_steps - 1 else batch_size + inputs_sub = [tens[start:end] for tens in x_tensors] + labels_sub = y_batch[start:end] + + outputs = model(*inputs_sub).squeeze() + loss = criterion(outputs, labels_sub) + loss = loss / accumulation_steps + + val_loss += loss.item() + val_loss /= len(test_loader) + + trial.report(val_loss, epoch) + + if val_loss < best_loss: + best_loss = val_loss + patience_counter = 0 + if val_loss < best_val_loss: + best_val_loss = val_loss + trial.study.set_user_attr("best_val_loss", best_val_loss) + torch.save(model.state_dict(), best_model_path) + else: + patience_counter += 1 + + if patience_counter >= 5: + print(f"Early stop on {epoch} - 5 epochs without improvement") + break + + if trial.should_prune(): + print(f"Early stop on {epoch} - Raise TrialPruned") + raise optuna.TrialPruned() + + return best_loss + + +def evaluate_model(thresholds: dict, + model: nn.Module, + x_data: List[np.ndarray], + y_label: np.ndarray, + device, + batch_size=256): + model.eval() + predictions_proba = [] + + dataset = TensorDataset(*[torch.tensor(x, dtype=torch.float32) for x in x_data]) + data_loader = DataLoader(dataset, batch_size=batch_size) + + with torch.no_grad(): + for batch in data_loader: + x_tensors = [x.to(device) for x in batch] + batch_preds = model(*x_tensors).cpu().numpy().ravel() + predictions_proba.extend(batch_preds) + + predictions_proba = np.array(predictions_proba) - """ - predictions_proba = keras_model.predict(x_data, verbose=2).ravel() for name, threshold in thresholds.items(): predictions = (predictions_proba > threshold) accuracy = accuracy_score(y_label, predictions) @@ -57,11 +162,18 @@ def main(cred_data_location: str, jobs: int, epochs: int, batch_size: int, + device: str, patience: int, doc_target: bool, use_tuner: bool = False) -> str: - print(f"Memory at start: {LogCallback.get_memory_info()}") + if device == "cpu": + device = torch.device("cpu") + elif device == "cuda" and torch.cuda.is_available(): + device = torch.device("cuda") + else: + raise ValueError(f"Device {device} not supported or not available") + print(f"Use device: {device}") current_time = datetime.now().strftime("%Y%m%d_%H%M%S") dir_path = pathlib.Path("results") @@ -140,94 +252,176 @@ def main(cred_data_location: str, print(f"Class-1 prop on test: {np.mean(y_test):.4f}") del df_test - print(f"Memory before search / compile: {LogCallback.get_memory_info()}") - hp_dict = { "value_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.41), - "line_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.41), - "variable_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.46), - "dense_a_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.2), - "dense_b_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.18), + "line_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.3), + "variable_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.31), + "dense_a_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.45), + "dense_b_lstm_dropout_rate": ((0.1, 0.5, 0.01), 0.3), } - log_callback = LogCallback() + history = { + "loss": [], + "val_loss": [], + "accuracy": [], + "val_accuracy": [], + "precision": [], + "val_precision": [], + "recall": [], + "val_recall": [] + } + + x_train = [x_train_line, x_train_variable, x_train_value, x_train_features] + x_test = [x_test_line, x_test_variable, x_test_value, x_test_features] + x_full = [x_full_line, x_full_variable, x_full_value, x_full_features] + + print(f"Create pytorch train and test datasets...") + train_dataset = TensorDataset(*[torch.tensor(x, dtype=torch.float32) for x in x_train], + torch.tensor(y_train, dtype=torch.float32)) + test_dataset = TensorDataset(*[torch.tensor(x, dtype=torch.float32) for x in x_test], + torch.tensor(y_test, dtype=torch.float32)) + train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, num_workers=2) + test_loader = DataLoader(test_dataset, batch_size=batch_size, num_workers=2) + + inputs_size = [x_full_line.shape, x_full_variable.shape, x_full_value.shape, x_full_features.shape] + if use_tuner: - print(f"Tuner initial dict:{hp_dict}") - tuner_kwargs = {k: v[0] for k, v in hp_dict.items()} - print(f"Tuner kwargs:{tuner_kwargs}") - - tuner = kt.BayesianOptimization( - hypermodel=MlModel(x_full_line.shape, x_full_variable.shape, x_full_value.shape, x_full_features.shape, - **tuner_kwargs), - objective='val_loss', - directory=str(dir_path / f"{current_time}.tuner"), - project_name='ml_tuning', - ) - search_early_stopping = EarlyStopping(monitor="val_loss", - patience=patience, - mode="min", - restore_best_weights=True, - verbose=1) - tuner.search( - x=[x_train_line, x_train_variable, x_train_value, x_train_features], - y=y_train, - epochs=epochs, - batch_size=batch_size, - callbacks=[search_early_stopping, log_callback], - validation_data=([x_test_line, x_test_variable, x_test_value, x_test_features], y_test), - verbose=2, - ) - print("Best Hyperparameters:") - for k, v in tuner.get_best_hyperparameters()[0].values.items(): - print(f"{k}: {v}") - param_kwargs = {k: float(v) for k, v in tuner.get_best_hyperparameters()[0].values.items() if k in hp_dict} - del tuner + print(f"Start model train with optimization") + search_space = {} # Only for GridSearch + for param_name, ((low, high, step), default) in hp_dict.items(): + search_space[param_name] = list(np.arange(low, high + step, step)) + + study = optuna.create_study(sampler=GridSampler(search_space), pruner=NopPruner(), direction="minimize") + study.set_user_attr("best_val_loss", float("inf")) # initialize best value + study.set_user_attr("epochs", epochs) # initialize epochs + study.set_user_attr("device", device) + study.set_user_attr("best_model_path", str(dir_path / f"{current_time}.trials.best_model.pth")) + study.optimize(lambda trial: objective(trial, train_loader, test_loader, inputs_size, hp_dict), n_trials=10) + param_kwargs = study.best_params + print(f"Best hyperparameters: {param_kwargs}") + df_trials = study.trials_dataframe() + df_trials.to_csv(dir_path / f"{current_time}_trials_df.csv", sep=';') else: - print(f"Model is trained with params from dict:{hp_dict}") - param_kwargs = {k: v[1] for k, v in hp_dict.items()} + param_kwargs = {param_name: default for param_name, ((low, high, step), default) in hp_dict.items()} - print(f"Model hyper parameters: {param_kwargs}") + print(f"Model will be trained using the following params:{param_kwargs}") # repeat train step to obtain actual history chart - keras_model = MlModel(x_full_line.shape, x_full_variable.shape, x_full_value.shape, x_full_features.shape, - **param_kwargs).build() - - early_stopping = EarlyStopping(monitor="val_loss", - patience=patience, - mode="min", - restore_best_weights=True, - verbose=1) - model_checkpoint = ModelCheckpoint(filepath=str(dir_path / f"{current_time}.best_model"), - monitor="val_loss", - save_best_only=True, - mode="min", - verbose=1) - - print(f"Memory before train: {LogCallback.get_memory_info()}") - - fit_history = keras_model.fit(x=[x_train_line, x_train_variable, x_train_value, x_train_features], - y=y_train, - batch_size=batch_size, - epochs=epochs, - verbose=2, - validation_data=([x_test_line, x_test_variable, x_test_value, - x_test_features], y_test), - class_weight=class_weight, - callbacks=[early_stopping, model_checkpoint, log_callback], - use_multiprocessing=True) - - # if best_val_loss is not None and best_val_loss + 0.00001 < early_stopping.best: - # print(f"CHECK BEST TUNER EARLY STOP : {best_val_loss} vs CURRENT: {early_stopping.best}") - - print(f"Memory after train: {LogCallback.get_memory_info()}") - - with open(dir_path / f"{current_time}.history.pickle", "wb") as f: - pickle.dump(fit_history, f) - - model_file_name = dir_path / f"ml_model_at-{current_time}" - keras_model.save(model_file_name, include_optimizer=False) + ml_model = MlModel(*inputs_size, param_kwargs).to(device) + + optimizer = optim.Adam(ml_model.parameters(), lr=DEFAULT_LEARNING_RATE) + criterion = nn.BCELoss() + + best_loss = float('inf') + patience_counter = 0 + for epoch in range(epochs): + ml_model.train() + running_loss, correct, total = 0.0, 0, 0 + all_preds, all_labels = [], [] + + if device == torch.device("cuda") and GPU_SAMPLE_LIMIT < batch_size: + accumulation_steps = (batch_size + GPU_SAMPLE_LIMIT - 1) // GPU_SAMPLE_LIMIT + else: + accumulation_steps = 1 + + for batch in train_loader: + x_tensors = [x.to(device) for x in batch[:-1]] + y_batch = batch[-1].to(device) + optimizer.zero_grad() + + batch_size = y_batch.shape[0] + sub_batch_size = batch_size // accumulation_steps # sub-batch size + + predictions = [] + for i in range(accumulation_steps): + start = i * sub_batch_size + end = (i + 1) * sub_batch_size if i < accumulation_steps - 1 else batch_size + inputs_sub = [tens[start:end] for tens in x_tensors] + labels_sub = y_batch[start:end] + + outputs = ml_model(*inputs_sub).squeeze() + predictions.extend(outputs) + loss = criterion(outputs, labels_sub) + loss = loss / accumulation_steps # normalize losses + running_loss += loss.item() + loss.backward() # calculate gradients + + optimizer.step() + + predictions = [mini_batch.unsqueeze(0) for mini_batch in predictions] + batch_outputs = torch.cat(predictions, dim=0) + correct += (batch_outputs.round() == y_batch).sum().item() + total += y_batch.numel() + all_preds.extend(batch_outputs.cpu().detach().numpy()) + all_labels.extend(y_batch.cpu().numpy()) + + train_loss = running_loss / len(train_loader) + train_acc = correct / total + train_prec = precision_score(all_labels, np.array(all_preds) > 0.5, zero_division=0) + train_rec = recall_score(all_labels, np.array(all_preds) > 0.5, zero_division=0) + history["loss"].append(train_loss) + history["accuracy"].append(train_acc) + history["precision"].append(train_prec) + history["recall"].append(train_rec) + + ml_model.eval() + val_loss, correct, total = 0.0, 0, 0 + all_preds, all_labels = [], [] + with torch.no_grad(): + for batch in test_loader: + x_tensors = [x.to(device) for x in batch[:-1]] + y_batch = batch[-1].to(device) + batch_size = y_batch.shape[0] + sub_batch_size = batch_size // accumulation_steps # sub-batch size + + predictions = [] + for i in range(accumulation_steps): + start = i * sub_batch_size + end = (i + 1) * sub_batch_size if i < accumulation_steps - 1 else batch_size + inputs_sub = [tens[start:end] for tens in x_tensors] + labels_sub = y_batch[start:end] + + outputs = ml_model(*inputs_sub).squeeze() + predictions.extend(outputs) + loss = criterion(outputs, labels_sub) + loss = loss / accumulation_steps # normalize losses + val_loss += loss.item() + + predictions = [mini_batch.unsqueeze(0) for mini_batch in predictions] + val_outputs = torch.cat(predictions, dim=0) # concat all sub-batches predictions + correct += (val_outputs.round() == y_batch).sum().item() + total += y_batch.numel() + all_preds.extend(val_outputs.cpu().detach().numpy()) + all_labels.extend(y_batch.cpu().numpy()) + + val_loss /= len(test_loader) + val_acc = correct / total + val_prec = precision_score(all_labels, np.array(all_preds) > 0.5, zero_division=0) + val_rec = recall_score(all_labels, np.array(all_preds) > 0.5, zero_division=0) + history["val_loss"].append(val_loss) + history["val_accuracy"].append(val_acc) + history["val_precision"].append(val_prec) + history["val_recall"].append(val_rec) + + print(f"Epoch [{epoch+1}/{epochs}]:") + print(f"\tTrain -\tLoss: {train_loss:.4f}, Acc: {train_acc:.4f}, Prec: {train_prec:.4f}, Rec: {train_rec:.4f}") + print(f"\tValidation - Loss: {val_loss:.4f}, Acc: {val_acc:.4f}, Prec: {val_prec:.4f}, Rec: {val_rec:.4f}") + + if val_loss < best_loss: + best_loss = val_loss + print(f"New Lowest loss: {best_loss:.6f}") + best_epoch = epoch + 1 + torch.save(ml_model.state_dict(), dir_path / f"{current_time}.best_model.pth") + patience_counter = 0 + else: + patience_counter += 1 + if patience_counter >= patience: + print("Early stopping triggered") + break + + ml_model.load_state_dict(torch.load(dir_path / f"{current_time}.best_model.pth")) print(f"Validate results on the train subset. Size: {len(y_train)} {np.mean(y_train):.4f}") - evaluate_model(thresholds, keras_model, [x_train_line, x_train_variable, x_train_value, x_train_features], y_train) + evaluate_model(thresholds, ml_model, x_train, y_train, device, batch_size) del x_train_line del x_train_variable del x_train_value @@ -235,7 +429,7 @@ def main(cred_data_location: str, del y_train print(f"Validate results on the test subset. Size: {len(y_test)} {np.mean(y_test):.4f}") - evaluate_model(thresholds, keras_model, [x_test_line, x_test_variable, x_test_value, x_test_features], y_test) + evaluate_model(thresholds, ml_model, x_test, y_test, device, batch_size) del x_test_line del x_test_variable del x_test_value @@ -243,18 +437,40 @@ def main(cred_data_location: str, del y_test print(f"Validate results on the full set. Size: {len(y_full)} {np.mean(y_full):.4f}") - evaluate_model(thresholds, keras_model, [x_full_line, x_full_variable, x_full_value, x_full_features], y_full) + evaluate_model(thresholds, ml_model, x_full, y_full, device, batch_size) del x_full_line del x_full_variable del x_full_value del x_full_features + del x_full del y_full onnx_model_file = pathlib.Path(__file__).parent.parent / "credsweeper" / "ml_model" / "ml_model.onnx" - # convert the model to onnx right now - convert_args = f"{sys.executable} -m tf2onnx.convert --saved-model {model_file_name.absolute()}" \ - f" --output {str(onnx_model_file)} --verbose" - subprocess.check_call(convert_args, shell=True, cwd=pathlib.Path(__file__).parent) + + # Convert the model to onnx + batch_idx = {0: "batch_size"} + dynamic_axes = { + "line_input": batch_idx, + "variable_input": batch_idx, + "value_input": batch_idx, + "feature_input": batch_idx, + "output": batch_idx, + } + + x_tensors = tuple(torch.tensor([x[0]], dtype=torch.float32).to(device) for x in x_test) + + with torch.no_grad(): + torch.onnx.export(ml_model, + x_tensors, + onnx_model_file, + input_names=list(dynamic_axes.keys())[:4], + output_names=list(dynamic_axes.keys())[4:], + dynamic_axes=dynamic_axes) + print(f"ONNX model export to {onnx_model_file}") + + del x_test + del x_tensors + with open(onnx_model_file, "rb") as f: onnx_md5 = hashlib.md5(f.read()).hexdigest() print(f"ml_model.onnx:{onnx_md5}") @@ -263,19 +479,17 @@ def main(cred_data_location: str, config_md5 = hashlib.md5(f.read()).hexdigest() print(f"ml_config.json:{config_md5}") - best_epoch = 1 + np.argmin(np.array(fit_history.history['val_loss'])) + with open(dir_path / f"{current_time}.history.pickle", "wb") as f: + pickle.dump(history, f) - # ml history analysis - save_plot( - stamp=current_time, - title=f"batch:{batch_size} train:{len_df_train} test:{len_df_test} weights:{class_weights}", - history=fit_history, - dir_path=dir_path, - best_epoch=int(best_epoch), - info=f"ml_config.json:{config_md5} ml_model.onnx:{onnx_md5} best_epoch:{best_epoch}", - ) + save_plot(stamp=current_time, + title=f"batch:{batch_size} train:{len_df_train} test:{len_df_test} weights:{class_weights}", + history=history, + dir_path=dir_path, + best_epoch=int(best_epoch), + info=f"ml_config.json:{config_md5} ml_model.onnx:{onnx_md5} best_epoch:{best_epoch}") - return str(model_file_name.absolute()) + return str(onnx_model_file) if __name__ == "__main__": @@ -305,6 +519,12 @@ def main(cred_data_location: str, default=256, dest="batch_size", metavar="POSITIVE_INT") + parser.add_argument("--device", + help="The device(CPU or GPU) that will be used to train the model", + default="cpu", + type=str, + choices=["cpu", "cuda"], + dest="device") parser.add_argument("-p", "--patience", help="early stopping patience (default: 5)", @@ -312,12 +532,11 @@ def main(cred_data_location: str, dest="patience", metavar="POSITIVE_INT") parser.add_argument("--doc", help="use doc target", dest="doc_target", action="store_true") - parser.add_argument("--tuner", help="use keras tuner", dest="use_tuner", action="store_true") + parser.add_argument("--tuner", help="use parameter tuner", dest="use_tuner", action="store_true") args = parser.parse_args() fixed_seed = 20250124 print(f"Fixed seed:{fixed_seed}") - tf.random.set_seed(fixed_seed) np.random.seed(fixed_seed) random.seed(fixed_seed) @@ -331,6 +550,7 @@ def main(cred_data_location: str, _model_file_name = main(cred_data_location=args.cred_data_location, jobs=int(args.jobs), epochs=int(args.epochs), + device=str(args.device), batch_size=int(args.batch_size), patience=int(args.patience), doc_target=bool(args.doc_target), diff --git a/experiment/plot.py b/experiment/plot.py index d4d622ee8..4fbd7a02e 100644 --- a/experiment/plot.py +++ b/experiment/plot.py @@ -1,25 +1,29 @@ import pathlib import pickle +import math import matplotlib.pyplot as plt -from keras.src.callbacks import History from matplotlib import image as mpimg +METRICS = ["loss", "accuracy", "precision", "recall"] +GRAPHS_PER_ROW = 2 -def save_plot(stamp: str, title: str, history: History, dir_path: pathlib.Path, best_epoch: int, info: str): - plt.clf() - fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16, 9), tight_layout=True) +def save_plot(stamp: str, title: str, history: dict, dir_path: pathlib.Path, best_epoch: int, info: str): + plt.clf() + nrows = math.ceil(len(METRICS) / GRAPHS_PER_ROW) + ncols = GRAPHS_PER_ROW + fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(16, 9), tight_layout=True) fig.suptitle(f"{stamp} {title}") - # train displays "Epoch 1/7", so let the plot starts from 1 - x = [x + 1 for x in history.epoch] + # Epoch numbers + x = list(range(1, len(history['loss']) + 1)) - for idx, characteristic in enumerate(["loss", "binary_accuracy", "precision", "recall"]): - axes_x = (1 & idx) - axes_y = (2 & idx) >> 1 - y_train = history.history[characteristic] - y_test = history.history[f"val_{characteristic}"] + for idx, characteristic in enumerate(METRICS): + axes_x = idx % GRAPHS_PER_ROW + axes_y = idx // GRAPHS_PER_ROW + y_train = history[characteristic] + y_test = history[f"val_{characteristic}"] axes[axes_x, axes_y].plot(x, y_train, label="train") axes[axes_x, axes_y].plot(x, y_test, label="test") axes[axes_x, axes_y].set_title(characteristic) diff --git a/experiment/requirements.txt b/experiment/requirements.txt index bdd2a5031..a498bd23b 100644 --- a/experiment/requirements.txt +++ b/experiment/requirements.txt @@ -3,16 +3,13 @@ # version sensetive h5py==3.12.1 -keras==2.15.0 -keras-tuner==1.4.7 numpy==1.26.4 onnx==1.17.0 protobuf==3.20.3 scikit-learn==1.6.1 -tensorflow==2.15.1 -tensorrt==10.8.0.43 -tf2onnx==1.16.1 wrapt==1.14.1 +torch==2.6.0 +optuna==4.2.1 # version insensetive types-tensorflow diff --git a/experiment/src/ml_model.py b/experiment/src/ml_model.py index f3d773fa1..6408c8315 100644 --- a/experiment/src/ml_model.py +++ b/experiment/src/ml_model.py @@ -1,84 +1,84 @@ from typing import Any -import keras_tuner as kt -from tensorflow.keras.layers import Dense, LSTM, Bidirectional, Input, Concatenate, Dropout -from tensorflow.keras.models import Model -from tensorflow.keras.optimizers import Adam -from tensorflow.python.keras.metrics import BinaryAccuracy, Precision, Recall +import torch +import torch.nn as nn +import torch.nn.functional as F -from credsweeper import MlValidator from credsweeper.common.constants import ML_HUNK +from credsweeper import MlValidator +dtype = torch.float32 -class MlModel(kt.HyperModel): - d_type = "float32" - - def __init__(self, line_shape: tuple, variable_shape: tuple, value_shape: tuple, feature_shape: tuple, **kwargs): - self.line_shape = line_shape - self.variable_shape = variable_shape - self.value_shape = value_shape - self.feature_shape = feature_shape - self.__kwargs = kwargs - def __get_hyperparam(self, param_name: str, hp=None) -> Any: - if param := self.__kwargs.get(param_name): - if isinstance(param, float): - print(f"'{param_name}' constant = {param}") - return param - elif hp and isinstance(param, tuple) and 3 == len(param): - print(f"'{param_name}' tuning = {param}") - return hp.Float(param_name, min_value=param[0], max_value=param[1], step=param[2]) - else: - raise ValueError(f"'{param_name}' was not inited well {param} tuner is {bool(hp)}") - else: - raise ValueError(f"'{param_name}' was not defined during init and tuner is used") +class MlModel(nn.Module): - def build(self, hp=None) -> Model: - """Get keras model with string and feature input and single binary out""" + def __init__(self, line_shape: tuple, variable_shape: tuple, value_shape: tuple, feature_shape: tuple, hp=None): + super(MlModel, self).__init__() + if hp is None: + hp = {} value_lstm_dropout_rate = self.__get_hyperparam("value_lstm_dropout_rate", hp) line_lstm_dropout_rate = self.__get_hyperparam("line_lstm_dropout_rate", hp) variable_lstm_dropout_rate = self.__get_hyperparam("variable_lstm_dropout_rate", hp) dense_a_dropout_rate = self.__get_hyperparam("dense_a_lstm_dropout_rate", hp) dense_b_dropout_rate = self.__get_hyperparam("dense_b_lstm_dropout_rate", hp) - line_input = Input(shape=(None, self.line_shape[2]), name="line_input", dtype=self.d_type) - line_lstm = LSTM(units=self.line_shape[1], dtype=self.d_type) - line_bidirectional = Bidirectional(layer=line_lstm, name="line_bidirectional") - line_lstm_branch = Dropout(line_lstm_dropout_rate, name="line_dropout")(line_bidirectional(line_input)) - - variable_input = Input(shape=(None, self.variable_shape[2]), name="variable_input", dtype=self.d_type) - variable_lstm = LSTM(units=self.variable_shape[1], dtype=self.d_type) - variable_bidirectional = Bidirectional(layer=variable_lstm, name="variable_bidirectional") - variable_lstm_branch = Dropout(variable_lstm_dropout_rate, - name="variable_dropout")(variable_bidirectional(variable_input)) - - value_input = Input(shape=(None, self.value_shape[2]), name="value_input", dtype=self.d_type) - value_lstm = LSTM(units=self.value_shape[1], dtype=self.d_type) - value_bidirectional = Bidirectional(layer=value_lstm, name="value_bidirectional") - value_lstm_branch = Dropout(value_lstm_dropout_rate, name="value_dropout")(value_bidirectional(value_input)) - - feature_input = Input(shape=(self.feature_shape[1], ), name="feature_input", dtype=self.d_type) - - joined_features = Concatenate()([line_lstm_branch, variable_lstm_branch, value_lstm_branch, feature_input]) + self.d_type = torch.float32 + + self.line_lstm = nn.LSTM(input_size=line_shape[2], + hidden_size=line_shape[1], + batch_first=True, + bidirectional=True) + self.variable_lstm = nn.LSTM(input_size=variable_shape[2], + hidden_size=variable_shape[1], + batch_first=True, + bidirectional=True) + self.value_lstm = nn.LSTM(input_size=value_shape[2], + hidden_size=value_shape[1], + batch_first=True, + bidirectional=True) + + self.line_dropout = nn.Dropout(line_lstm_dropout_rate) + self.variable_dropout = nn.Dropout(variable_lstm_dropout_rate) + self.value_dropout = nn.Dropout(value_lstm_dropout_rate) + + dense_units = 2 * MlValidator.MAX_LEN + 2 * 2 * ML_HUNK + feature_shape[1] + + self.dense_a = nn.Linear(dense_units, dense_units) + self.dense_b = nn.Linear(dense_units, dense_units) + self.dense_final = nn.Linear(dense_units, 1) + + self.a_dropout = nn.Dropout(dense_a_dropout_rate) + self.b_dropout = nn.Dropout(dense_b_dropout_rate) + + @staticmethod + def __get_hyperparam(param_name: str, hyperparameters=None) -> Any: + if param := hyperparameters.get(param_name): + if isinstance(param, float): + print(f"'{param_name}' is {param}") + return param + else: + raise ValueError(f"Unexpected '{param_name}': {param}") + else: + raise ValueError(f"'{param_name}' was not defined during initialization of the model.") - # 3 bidirectional + features - dense_units = 2 * MlValidator.MAX_LEN + 2 * 2 * ML_HUNK + self.feature_shape[1] - # check after model compilation. Should be matched the combined size. + def forward(self, line_input: torch.Tensor, variable_input: torch.Tensor, value_input: torch.Tensor, + feature_input: torch.Tensor): + line_out, _ = self.line_lstm(line_input) + line_out = self.line_dropout(line_out[:, -1, :]) - # first hidden layer - dense_a = Dense(units=dense_units, activation='relu', name="a_dense", dtype=self.d_type)(joined_features) - dropout_dense_a = Dropout(dense_a_dropout_rate, name="a_dropout")(dense_a) + variable_out, _ = self.variable_lstm(variable_input) + variable_out = self.variable_dropout(variable_out[:, -1, :]) - # second hidden layer - dense_b = Dense(units=dense_units, activation='relu', name="b_dense", dtype=self.d_type)(dropout_dense_a) - dropout_dense_b = Dropout(dense_b_dropout_rate, name="b_dropout")(dense_b) + value_out, _ = self.value_lstm(value_input) + value_out = self.value_dropout(value_out[:, -1, :]) - dense_final = Dense(units=1, activation='sigmoid', name="prediction", dtype=self.d_type)(dropout_dense_b) + joined_features = torch.cat((line_out, variable_out, value_out, feature_input), dim=1) - metrics = [BinaryAccuracy(name="binary_accuracy"), Precision(name="precision"), Recall(name="recall")] + dense_a = F.relu(self.dense_a(joined_features)) + dense_a = self.a_dropout(dense_a) - model: Model = Model(inputs=[line_input, variable_input, value_input, feature_input], outputs=dense_final) - model.compile(optimizer=Adam(), loss='binary_crossentropy', metrics=metrics) - model.summary(line_length=120, expand_nested=True, show_trainable=True) + dense_b = F.relu(self.dense_b(dense_a)) + dense_b = self.b_dropout(dense_b) - return model + output = torch.sigmoid(self.dense_final(dense_b)) + return output diff --git a/tests/__init__.py b/tests/__init__.py index b8ecf6e87..d40520413 100644 --- a/tests/__init__.py +++ b/tests/__init__.py @@ -7,20 +7,21 @@ NEGLIGIBLE_ML_THRESHOLD = 0.0001 # credentials count after scan with negligible ML threshold -SAMPLES_CRED_COUNT = 475 + +SAMPLES_CRED_COUNT = 485 SAMPLES_CRED_LINE_COUNT = SAMPLES_CRED_COUNT + 19 # Number of filtered credentials with ML -ML_FILTERED = 94 +ML_FILTERED = 26 # credentials count after post-processing SAMPLES_POST_CRED_COUNT = SAMPLES_CRED_COUNT - ML_FILTERED # with option --doc -SAMPLES_IN_DOC = 660 +SAMPLES_IN_DOC = 696 # archived credentials that are not found without --depth -SAMPLES_IN_DEEP_1 = SAMPLES_POST_CRED_COUNT + 88 +SAMPLES_IN_DEEP_1 = SAMPLES_POST_CRED_COUNT + 97 SAMPLES_IN_DEEP_2 = SAMPLES_IN_DEEP_1 + 8 SAMPLES_IN_DEEP_3 = SAMPLES_IN_DEEP_2 + 1 diff --git a/tests/data/depth_3.json b/tests/data/depth_3.json index 4157bd3b9..3021bdc59 100644 --- a/tests/data/depth_3.json +++ b/tests/data/depth_3.json @@ -121,7 +121,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.909, "line_data_list": [ { "line": "gi_reo_gi_api = \"DvMB_glvwjlEQ_uqIyn8k\"; ", @@ -271,7 +271,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.984, "line_data_list": [ { "line": "\"kerberos_authentication\": \"YI7IB6wYJgaMgHAgIKoZI2AQBuIh2cSA0IB1qA\"", @@ -296,7 +296,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "\"authorization\": \"aMgHAgIKhwLgGq02iQoZI1AQBuOh4cSAQ8B1qA\"", @@ -321,7 +321,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.845, "line_data_list": [ { "line": "headers = {authorization: /oauth_signature=\"JgEWaL6V6eM%2FFb9wuXG4I3IB6wY%3D\"/, content_type: 'application/json; charset=utf-8'}", @@ -346,7 +346,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Authorization: NTLM TlRMTUAAABABoITVNIAAZI1AQBuOh4cSAQ8B1A=", @@ -371,7 +371,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "curl -H \"Authorization: Basic WxhZGRpVuc2VzYW1lbjYp12vcG\" http://localhost:8080/.", @@ -396,7 +396,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.964, "line_data_list": [ { "line": "curl -H \"Authorization: Bearer eyJGRpVu1c2VzY2-823r_db32hbf4W1lbj\" http://localhost:8080/.", @@ -588,7 +588,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { "line": "https://gireogi323.s3.amazonaws.com/x3342?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=203230516T251998Z&X-Amz-SignedHeaders=host&X-Amz-Expires=999999&X-Amz-Credential=AKIAGIREOGIAWSKEY323%2F21100651%2Feu-west-3%2Fs3%2Faws_dummy&X-Amz-Key=CrackleGiReoGi123CrackleGiReoGi323AWSkey", @@ -609,6 +609,31 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.739, + "line_data_list": [ + { + "line": "https://gireogi323.s3.amazonaws.com/x3342?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=203230516T251998Z&X-Amz-SignedHeaders=host&X-Amz-Expires=999999&X-Amz-Credential=AKIAGIREOGIAWSKEY323%2F21100651%2Feu-west-3%2Fs3%2Faws_dummy&X-Amz-Key=CrackleGiReoGi123CrackleGiReoGi323AWSkey", + "line_num": 1, + "path": "./tests/samples/aws_multi.json", + "info": "FILE|STRUCT|STRUCT:8|STRING:request_url|RAW", + "value": "CrackleGiReoGi123CrackleGiReoGi323AWSkey", + "value_start": 238, + "value_end": 278, + "variable": "X-Amz-Key", + "variable_start": 228, + "variable_end": 237, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.9939427079182677, + "valid": false + } + } + ] + }, { "rule": "AWS S3 Bucket", "severity": "info", @@ -676,6 +701,56 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.812, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", + "line_num": 4, + "path": "./tests/samples/aws_multi.json", + "info": "FILE|RAW", + "value": "CrackleGiReoGi123CrackleGiReoGi123AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, + { + "rule": "Secret", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.812, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", + "line_num": 4, + "path": "./tests/samples/aws_multi.json", + "info": "FILE|RAW", + "value": "CrackleGiReoGi123CrackleGiReoGi123AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, { "rule": "AWS Multi", "severity": "high", @@ -718,6 +793,56 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.811, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", + "line_num": 52, + "path": "./tests/samples/aws_multi.json", + "info": "FILE|RAW", + "value": "CrackleGiReoGi123CrackleGiReoGi321AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, + { + "rule": "Secret", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.811, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", + "line_num": 52, + "path": "./tests/samples/aws_multi.json", + "info": "FILE|RAW", + "value": "CrackleGiReoGi123CrackleGiReoGi321AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, { "rule": "AWS Client ID", "severity": "high", @@ -789,7 +914,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.977, "line_data_list": [ { "line": " \"AccessKeyId\" : \"AKIA0ON7V2DD57PL3JXM\",", @@ -864,7 +989,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": " \"Token\" : \"J38YmIgn7dH6cw4W1yqoRgjsFsWvysFjfVcpCh7O9Yyv9/qNvNI\",", @@ -910,31 +1035,6 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.626, - "line_data_list": [ - { - "line": "AWS_MWS_KEY = \"amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6\"", - "line_num": 1, - "path": "./tests/samples/aws_mws_key", - "info": "FILE|RAW", - "value": "amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6", - "value_start": 15, - "value_end": 60, - "variable": "AWS_MWS_KEY", - "variable_start": 0, - "variable_end": 11, - "entropy_validation": { - "iterator": "BASE36_CHARS", - "entropy": 4.042613516674821, - "valid": true - } - } - ] - }, { "rule": "AWS S3 Bucket", "severity": "info", @@ -1114,7 +1214,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "secret = \"we5345d0f3da48544z1t1e275y05i161x995q485\n\"; ", @@ -1314,7 +1414,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "\"Bitbucket Repository Access Token\" : \"ATCTT3xFfGN0zXtbKHz2POF86xa-2aBiYC4o_T3-myk01bmFVluUIFtGm_VFQwLizp4o1FKw-AMZhtdA0NzizshnA8WzRdfgv6GeTyowCD101oqKbJ4nx9DFsar5YyUNkwO9maR9-00tQvfciyfOHtPKG6K1d76Ki3iFo7roGeyJu4j1jM3GwQ4=EDDE81AD\"", @@ -1439,7 +1539,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.901, + "ml_probability": 0.997, "line_data_list": [ { "line": "gpg --decrypt --passphrase N1DdkUD3E73 --output decrypted.txt encrypted.txt.gpg", @@ -1489,7 +1589,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.964, + "ml_probability": 1.0, "line_data_list": [ { "line": "-Domain 'localhost' -Password 'Sjdn43ss@!'", @@ -1514,7 +1614,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1539,7 +1639,7 @@ "rule": "CMD Token", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1589,7 +1689,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.964, "line_data_list": [ { "line": "ConvertTo-SecureString -String -Force dsjUE#$gds8s", @@ -1614,7 +1714,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "\"ConvertTo-SecureString \\\"4yd21JKH~GE8dkd\\\"\"", @@ -1639,7 +1739,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.983, "line_data_list": [ { "line": "gi_reo_gi_credential = \"K2u6mFw8wJOsAf\"", @@ -1764,19 +1864,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.864, + "ml_probability": 0.953, "line_data_list": [ { - "line": "id:master,password:dipPr14Gg!", - "line_num": 5, + "line": "ID:master,PW:dipPr10Gg!", + "line_num": 1, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr14Gg!", - "value_start": 19, - "value_end": 29, - "variable": "password", + "value": "dipPr10Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", "variable_start": 10, - "variable_end": 18, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.989735285398626, @@ -1789,22 +1889,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.855, + "ml_probability": 0.943, "line_data_list": [ { - "line": "id:master password:dipPr16Gg!", - "line_num": 7, + "line": "ID:master PW:dipPr11Gg!", + "line_num": 2, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr16Gg!", - "value_start": 19, - "value_end": 29, - "variable": "password", + "value": "dipPr11Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", "variable_start": 10, - "variable_end": 18, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.989735285398626, + "entropy": 2.7897352853986264, "valid": false } } @@ -1814,19 +1914,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.874, + "ml_probability": 0.952, "line_data_list": [ { - "line": "user:master password:dipPr17Gg!", - "line_num": 8, + "line": "ANYID:master PW:dipPr12Gg!", + "line_num": 3, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr17Gg!", - "value_start": 21, - "value_end": 31, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr12Gg!", + "value_start": 16, + "value_end": 26, + "variable": "PW", + "variable_start": 13, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.989735285398626, @@ -1839,17 +1939,17 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.893, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username:master,password:dipPr19Gg!", - "line_num": 10, + "line": "Username:master Password:dipPr13Gg!", + "line_num": 4, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr19Gg!", + "value": "dipPr13Gg!", "value_start": 25, "value_end": 35, - "variable": "password", + "variable": "Password", "variable_start": 16, "variable_end": 24, "entropy_validation": { @@ -1864,22 +1964,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.708, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user:master,password:dipPr114Gg!", - "line_num": 15, + "line": "id:master,password:dipPr14Gg!", + "line_num": 5, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr114Gg!", - "value_start": 21, - "value_end": 32, + "value": "dipPr14Gg!", + "value_start": 19, + "value_end": 29, "variable": "password", - "variable_start": 12, - "variable_end": 20, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1889,22 +1989,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.915, + "ml_probability": 0.953, "line_data_list": [ { - "line": "user=master,password=dipPr115Gg!", - "line_num": 16, + "line": "ID:master/PW:dipPr15Gg!", + "line_num": 6, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr115Gg!", - "value_start": 21, - "value_end": 32, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr15Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", + "variable_start": 10, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1914,22 +2014,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.704, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username=master password=dipPr116Gg!", - "line_num": 17, + "line": "id:master password:dipPr16Gg!", + "line_num": 7, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr116Gg!", - "value_start": 25, - "value_end": 36, + "value": "dipPr16Gg!", + "value_start": 19, + "value_end": 29, "variable": "password", - "variable_start": 16, - "variable_end": 24, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1939,22 +2039,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.738, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username=master,password=dipPr118Gg!", - "line_num": 19, + "line": "user:master password:dipPr17Gg!", + "line_num": 8, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr118Gg!", - "value_start": 25, - "value_end": 36, + "value": "dipPr17Gg!", + "value_start": 21, + "value_end": 31, "variable": "password", - "variable_start": 16, - "variable_end": 24, + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1964,22 +2064,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.876, + "ml_probability": 0.998, "line_data_list": [ { - "line": "--user=master --password=dipPr119Gg!", - "line_num": 20, + "line": "username:master,password:dipPr19Gg!", + "line_num": 10, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr119Gg!", + "value": "dipPr19Gg!", "value_start": 25, - "value_end": 36, + "value_end": 35, "variable": "password", "variable_start": 16, "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1989,19 +2089,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.912, + "ml_probability": 0.95, "line_data_list": [ { - "line": "account:dipPr121Gg! password:dipPr121Gg!", - "line_num": 22, + "line": "username:master pwd:dipPr110Gg!", + "line_num": 11, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr121Gg!", - "value_start": 29, - "value_end": 40, - "variable": "password", - "variable_start": 20, - "variable_end": 28, + "value": "dipPr110Gg!", + "value_start": 20, + "value_end": 31, + "variable": "pwd", + "variable_start": 16, + "variable_end": 19, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -2014,47 +2114,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.767, + "ml_probability": 0.789, "line_data_list": [ { - "line": "userId:master,password:dipPr126Gg!", - "line_num": 27, + "line": "ANYid:master,password:dipPr111Gg!", + "line_num": 12, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr126Gg!", - "value_start": 23, - "value_end": 34, + "value": "dipPr111Gg!", + "value_start": 22, + "value_end": 33, "variable": "password", - "variable_start": 14, - "variable_end": 22, + "variable_start": 13, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.712675334928137, "valid": false } } ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.954, "line_data_list": [ { - "line": "--user master --password dipPr127Gg!", - "line_num": 28, + "line": "ID:master PWD:dipPr112Gg!", + "line_num": 13, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr127Gg!", - "value_start": 25, - "value_end": 36, - "variable": "password", - "variable_start": 16, - "variable_end": 24, + "value": "dipPr112Gg!", + "value_start": 14, + "value_end": 25, + "variable": "PWD", + "variable_start": 10, + "variable_end": 13, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2064,22 +2164,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.909, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYid:master,pw:dipPr129Gg!", - "line_num": 30, + "line": "user id:master password:dipPr113Gg!", + "line_num": 14, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr129Gg!", - "value_start": 16, - "value_end": 27, - "variable": "pw", - "variable_start": 13, - "variable_end": 15, + "value": "dipPr113Gg!", + "value_start": 24, + "value_end": 35, + "variable": "password", + "variable_start": 15, + "variable_end": 23, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2089,22 +2189,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.847, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYID:master Password:dipPr132Gg!", - "line_num": 33, + "line": "user:master,password:dipPr114Gg!", + "line_num": 15, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr132Gg!", - "value_start": 22, - "value_end": 33, - "variable": "Password", - "variable_start": 13, - "variable_end": 21, + "value": "dipPr114Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2114,22 +2214,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.933, + "ml_probability": 0.998, "line_data_list": [ { - "line": "account:dipPr134Gg! pw:dipPr134Gg!", - "line_num": 35, + "line": "user=master,password=dipPr115Gg!", + "line_num": 16, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr134Gg!", - "value_start": 23, - "value_end": 34, - "variable": "pw", - "variable_start": 20, - "variable_end": 22, + "value": "dipPr115Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2139,22 +2239,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.791, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user id:master user pw:dipPr135Gg!", - "line_num": 36, + "line": "username=master password=dipPr116Gg!", + "line_num": 17, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr135Gg!", - "value_start": 23, - "value_end": 34, - "variable": "pw", - "variable_start": 20, - "variable_end": 22, + "value": "dipPr116Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2164,47 +2264,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.733, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user_name=master password=dipPr136Gg!", - "line_num": 37, + "line": "User name:master Password:dipPr117Gg!", + "line_num": 18, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr136Gg!", + "value": "dipPr117Gg!", "value_start": 26, "value_end": 37, - "variable": "password", + "variable": "Password", "variable_start": 17, "variable_end": 25, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { - "line": "--username master --password dipPr137Gg!", - "line_num": 38, + "line": "username=master,password=dipPr118Gg!", + "line_num": 19, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr137Gg!", - "value_start": 29, - "value_end": 40, + "value": "dipPr118Gg!", + "value_start": 25, + "value_end": 36, "variable": "password", - "variable_start": 20, - "variable_end": 28, + "variable_start": 16, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2214,22 +2314,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", - "line_num": 39, + "line": "--user=master --password=dipPr119Gg!", + "line_num": 20, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr138Gg!", - "value_start": 28, - "value_end": 39, - "variable": "ANYpassword", + "value": "dipPr119Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", "variable_start": 16, - "variable_end": 27, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2239,19 +2339,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.987, "line_data_list": [ { - "line": "ANYusername=master ANYpassword=dipPr139Gg!", - "line_num": 40, + "line": "user=master passwd=dipPr120Gg!", + "line_num": 21, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr139Gg!", - "value_start": 31, - "value_end": 42, - "variable": "ANYpassword", - "variable_start": 19, - "variable_end": 30, + "value": "dipPr120Gg!", + "value_start": 19, + "value_end": 30, + "variable": "passwd", + "variable_start": 12, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2264,19 +2364,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.687, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ID:master/PASS:dipPr141Gg!", - "line_num": 42, + "line": "account:dipPr121Gg! password:dipPr121Gg!", + "line_num": 22, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr141Gg!", - "value_start": 15, - "value_end": 26, - "variable": "PASS", - "variable_start": 10, - "variable_end": 14, + "value": "dipPr121Gg!", + "value_start": 29, + "value_end": 40, + "variable": "password", + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -2289,22 +2389,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.726, + "ml_probability": 0.963, "line_data_list": [ { - "line": "login:master password:dipPr143Gg!", - "line_num": 44, + "line": "id:master pass:dipPr122Gg!", + "line_num": 23, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr143Gg!", - "value_start": 22, - "value_end": 33, - "variable": "password", - "variable_start": 13, - "variable_end": 21, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "value": "dipPr122Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pass", + "variable_start": 10, + "variable_end": 14, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, "valid": false } } @@ -2314,19 +2414,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.971, + "ml_probability": 0.959, "line_data_list": [ { - "line": "password:dipPr145Gg! username:master", - "line_num": 46, + "line": "user:master pw:dipPr124Gg!", + "line_num": 25, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr145Gg!", - "value_start": 9, - "value_end": 20, - "variable": "password", - "variable_start": 0, - "variable_end": 8, + "value": "dipPr124Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pw", + "variable_start": 12, + "variable_end": 14, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2339,14 +2439,14 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.846, + "ml_probability": 0.998, "line_data_list": [ { - "line": "Login as:master Password:dipPr146Gg!", - "line_num": 47, + "line": "Username:master/Password:dipPr125Gg!", + "line_num": 26, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr146Gg!", + "value": "dipPr125Gg!", "value_start": 25, "value_end": 36, "variable": "Password", @@ -2364,44 +2464,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.761, - "line_data_list": [ - { - "line": "id:master pw:dipPr148Gg!", - "line_num": 49, - "path": "./tests/samples/doc_id_pair_passwd_pair", - "info": "FILE|RAW", - "value": "dipPr148Gg!", - "value_start": 13, - "value_end": 24, - "variable": "pw", - "variable_start": 10, - "variable_end": 12, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, - "valid": false - } - } - ] - }, - { - "rule": "Password", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.803, + "ml_probability": 0.998, "line_data_list": [ { - "line": "(98.76.54.32)ID:master PW:dipPr149Gg!", - "line_num": 50, + "line": "userId:master,password:dipPr126Gg!", + "line_num": 27, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr149Gg!", - "value_start": 26, - "value_end": 37, - "variable": "PW", - "variable_start": 23, - "variable_end": 25, + "value": "dipPr126Gg!", + "value_start": 23, + "value_end": 34, + "variable": "password", + "variable_start": 14, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2411,22 +2486,22 @@ ] }, { - "rule": "Password", - "severity": "medium", + "rule": "CMD Password", + "severity": "high", "confidence": "moderate", - "ml_probability": 0.666, + "ml_probability": 1.0, "line_data_list": [ { - "line": "username:master pw:dipPr152Gg!", - "line_num": 53, + "line": "--user master --password dipPr127Gg!", + "line_num": 28, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr152Gg!", - "value_start": 19, - "value_end": 30, - "variable": "pw", + "value": "dipPr127Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", "variable_start": 16, - "variable_end": 18, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2439,19 +2514,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.842, + "ml_probability": 0.997, "line_data_list": [ { - "line": "-User Name:master -Password:dipPr154Gg!", - "line_num": 55, + "line": "dipPr128Gg! ID:master dipPr128Gg! Password:dipPr128Gg!", + "line_num": 29, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr154Gg!", - "value_start": 28, - "value_end": 39, + "value": "dipPr128Gg!", + "value_start": 43, + "value_end": 54, "variable": "Password", - "variable_start": 19, - "variable_end": 27, + "variable_start": 34, + "variable_end": 42, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2464,22 +2539,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.958, "line_data_list": [ { - "line": "account:dipPr155Gg!/password:dipPr155Gg!", - "line_num": 56, + "line": "ANYid:master,pw:dipPr129Gg!", + "line_num": 30, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr155Gg!", - "value_start": 29, - "value_end": 40, - "variable": "password", - "variable_start": 20, - "variable_end": 28, + "value": "dipPr129Gg!", + "value_start": 16, + "value_end": 27, + "variable": "pw", + "variable_start": 13, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 3.1449378351248165, "valid": false } } @@ -2492,16 +2567,16 @@ "ml_probability": 0.961, "line_data_list": [ { - "line": "ANYuser=master ANY_pass=dipPr156Gg!", - "line_num": 57, + "line": "user:master pwd:dipPr130Gg!", + "line_num": 31, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr156Gg!", - "value_start": 24, - "value_end": 35, - "variable": "ANY_pass", - "variable_start": 15, - "variable_end": 23, + "value": "dipPr130Gg!", + "value_start": 16, + "value_end": 27, + "variable": "pwd", + "variable_start": 12, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2514,22 +2589,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.949, "line_data_list": [ { - "line": "ANYUser:master password:dipPr157Gg!", - "line_num": 58, + "line": "Login:dipPr131Gg! Pwd:dipPr131Gg!", + "line_num": 32, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr157Gg!", - "value_start": 24, - "value_end": 35, - "variable": "password", - "variable_start": 15, - "variable_end": 23, + "value": "dipPr131Gg!", + "value_start": 22, + "value_end": 33, + "variable": "Pwd", + "variable_start": 18, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2539,19 +2614,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANY_username:master,ANY_password:dipPr159Gg!", - "line_num": 60, + "line": "ANYID:master Password:dipPr132Gg!", + "line_num": 33, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr159Gg!", - "value_start": 33, - "value_end": 44, - "variable": "ANY_password", - "variable_start": 20, - "variable_end": 32, + "value": "dipPr132Gg!", + "value_start": 22, + "value_end": 33, + "variable": "Password", + "variable_start": 13, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2564,22 +2639,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.97, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYusername:master,ANY_password:dipPr160Gg!", - "line_num": 61, + "line": "-Username:master -Password:dipPr133Gg!", + "line_num": 34, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr160Gg!", - "value_start": 32, - "value_end": 43, - "variable": "ANY_password", - "variable_start": 19, - "variable_end": 31, + "value": "dipPr133Gg!", + "value_start": 27, + "value_end": 38, + "variable": "Password", + "variable_start": 18, + "variable_end": 26, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2589,22 +2664,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.656, + "ml_probability": 0.956, "line_data_list": [ { - "line": "ANY_USER=master ANY_PASS=dipPr161Gg!", - "line_num": 62, + "line": "account:dipPr134Gg! pw:dipPr134Gg!", + "line_num": 35, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr161Gg!", - "value_start": 25, - "value_end": 36, - "variable": "ANY_PASS", - "variable_start": 16, - "variable_end": 24, + "value": "dipPr134Gg!", + "value_start": 23, + "value_end": 34, + "variable": "pw", + "variable_start": 20, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 3.1449378351248165, "valid": false } } @@ -2614,18 +2689,18 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.88, + "ml_probability": 0.956, "line_data_list": [ { - "line": "userid=master password=dipPr164Gg!", - "line_num": 65, + "line": "user id:master user pw:dipPr135Gg!", + "line_num": 36, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr164Gg!", + "value": "dipPr135Gg!", "value_start": 23, "value_end": 34, - "variable": "password", - "variable_start": 14, + "variable": "pw", + "variable_start": 20, "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", @@ -2639,19 +2714,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANY-username=master ANY-password=dipPr165Gg!", - "line_num": 66, + "line": "user_name=master password=dipPr136Gg!", + "line_num": 37, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr165Gg!", - "value_start": 33, - "value_end": 44, - "variable": "ANY-password", - "variable_start": 20, - "variable_end": 32, + "value": "dipPr136Gg!", + "value_start": 26, + "value_end": 37, + "variable": "password", + "variable_start": 17, + "variable_end": 25, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2661,22 +2736,22 @@ ] }, { - "rule": "Password", - "severity": "medium", + "rule": "CMD Password", + "severity": "high", "confidence": "moderate", - "ml_probability": 0.978, + "ml_probability": 1.0, "line_data_list": [ { - "line": "user=master password=dipPr174Gg!", - "line_num": 75, + "line": "--username master --password dipPr137Gg!", + "line_num": 38, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr174Gg!", - "value_start": 21, - "value_end": 32, + "value": "dipPr137Gg!", + "value_start": 29, + "value_end": 40, "variable": "password", - "variable_start": 12, - "variable_end": 20, + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2689,19 +2764,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.997, "line_data_list": [ { - "line": "Host name:master/Password:dipPr175Gg!", - "line_num": 76, + "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", + "line_num": 39, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr175Gg!", - "value_start": 26, - "value_end": 37, - "variable": "Password", - "variable_start": 17, - "variable_end": 25, + "value": "dipPr138Gg!", + "value_start": 28, + "value_end": 39, + "variable": "ANYpassword", + "variable_start": 16, + "variable_end": 27, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2714,19 +2789,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.955, + "ml_probability": 0.997, "line_data_list": [ { - "line": "role:master,password:dipPr176Gg!", - "line_num": 77, + "line": "ANYusername=master ANYpassword=dipPr139Gg!", + "line_num": 40, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr176Gg!", - "value_start": 21, - "value_end": 32, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr139Gg!", + "value_start": 31, + "value_end": 42, + "variable": "ANYpassword", + "variable_start": 19, + "variable_end": 30, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2739,22 +2814,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.662, + "ml_probability": 0.962, "line_data_list": [ { - "line": "Wifi Name:master,PW:dipPr177Gg!", - "line_num": 78, + "line": "ID:master,PWD:dipPr140Gg!", + "line_num": 41, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr177Gg!", - "value_start": 20, - "value_end": 31, - "variable": "PW", - "variable_start": 17, - "variable_end": 19, + "value": "dipPr140Gg!", + "value_start": 14, + "value_end": 25, + "variable": "PWD", + "variable_start": 10, + "variable_end": 13, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 3.1449378351248165, "valid": false } } @@ -2764,19 +2839,44 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.751, + "ml_probability": 0.963, "line_data_list": [ { - "line": "ID:master/Password:dipPr178Gg!", - "line_num": 79, + "line": "ID:master/PASS:dipPr141Gg!", + "line_num": 42, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr178Gg!", - "value_start": 19, - "value_end": 30, - "variable": "Password", + "value": "dipPr141Gg!", + "value_start": 15, + "value_end": 26, + "variable": "PASS", "variable_start": 10, - "variable_end": 18, + "variable_end": 14, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.986, + "line_data_list": [ + { + "line": "account:master passwd:dipPr142Gg!", + "line_num": 43, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr142Gg!", + "value_start": 22, + "value_end": 33, + "variable": "passwd", + "variable_start": 15, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2789,19 +2889,69 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.998, "line_data_list": [ { - "line": "name:master,password:dipPr179Gg!", - "line_num": 80, + "line": "login:master password:dipPr143Gg!", + "line_num": 44, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "FILE|RAW", - "value": "dipPr179Gg!", - "value_start": 21, - "value_end": 32, + "value": "dipPr143Gg!", + "value_start": 22, + "value_end": 33, "variable": "password", + "variable_start": 13, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.963, + "line_data_list": [ + { + "line": "user=master,pass=dipPr144Gg!", + "line_num": 45, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr144Gg!", + "value_start": 17, + "value_end": 28, + "variable": "pass", "variable_start": 12, - "variable_end": 20, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "password:dipPr145Gg! 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ID:master", + "line_num": 91, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr190Gg!", + "value_start": 3, + "value_end": 14, + "variable": "PW", + "variable_start": 0, + "variable_end": 2, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.95, + "line_data_list": [ + { + "line": "ANYid:master pw:dipPr194Gg! ip:98.76.54.32", + "line_num": 95, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr194Gg!", + "value_start": 16, + "value_end": 27, + "variable": "pw", + "variable_start": 13, + "variable_end": 15, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.959, + "line_data_list": [ + { + "line": "id: master pw:dipPr197Gg!", + "line_num": 98, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr197Gg!", + "value_start": 14, + "value_end": 25, + "variable": "pw", + "variable_start": 11, + "variable_end": 13, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.74, + "line_data_list": [ + { + "line": "id:master@example.com,pw:dipPr198Gg!", + "line_num": 99, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr198Gg!", + "value_start": 25, + "value_end": 36, + "variable": "pw", + "variable_start": 22, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.691, + "line_data_list": [ + { + "line": "ID/PW:master/iPp0@GRq", + "line_num": 1, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp0@GRq", + "value_start": 6, + "value_end": 21, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.989, + "line_data_list": [ + { + "line": "ID/Password:master/iPp2@GRq", + "line_num": 3, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp2@GRq", + "value_start": 12, + "value_end": 27, + "variable": "Password", + "variable_start": 3, + "variable_end": 11, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.765, + "line_data_list": [ + { + "line": "ID/Pass:master/iPp3@GRq", + "line_num": 4, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp3@GRq", + "value_start": 8, + "value_end": 23, + "variable": "Pass", + "variable_start": 3, + "variable_end": 7, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.691, + "line_data_list": [ + { + "line": "ID:PW=master:iPp4@GRq", + "line_num": 5, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master:iPp4@GRq", + "value_start": 6, + "value_end": 21, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.3859718495273823, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.691, + "line_data_list": [ + { + "line": "ID/PW=master/iPp5@GRq", + "line_num": 6, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp5@GRq", + "value_start": 6, + "value_end": 21, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.988, + "line_data_list": [ + { + "line": "username/password:master/iPp7@GRq", + "line_num": 8, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp7@GRq", + "value_start": 18, + "value_end": 33, + "variable": "password", + "variable_start": 9, + "variable_end": 17, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.91, + "line_data_list": [ + { + "line": "id/passwd:master/iPp8@GRq", + "line_num": 9, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp8@GRq", + "value_start": 10, + "value_end": 25, + "variable": "passwd", + "variable_start": 3, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.771, + "line_data_list": [ + { + "line": "98.76.54.32(ID:master/PW:iPp10@GRq) # todo: move into other sample ?", + "line_num": 11, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "iPp10@GRq", + "value_start": 25, + "value_end": 34, + "variable": "PW", + 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"value_start": 6, + "value_end": 22, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.745, + "line_data_list": [ + { + "line": "98.76.54.32 id/pw:master/iPp19@GRq", + "line_num": 20, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp19@GRq", + "value_start": 18, + "value_end": 34, + "variable": "pw", + "variable_start": 15, + "variable_end": 17, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.78, + "line_data_list": [ + { + "line": "ID/PWD:master/iPp21@GRq", + "line_num": 22, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp21@GRq", + "value_start": 7, + "value_end": 23, + "variable": "PWD", + "variable_start": 3, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.753, + "line_data_list": [ + { + "line": "user/pwd:master/iPp22@GRq", + "line_num": 23, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp22@GRq", + "value_start": 9, + "value_end": 25, + "variable": "pwd", + "variable_start": 5, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.625, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.822, + "line_data_list": [ + { + "line": "user/pass:master/iPp25@GRq", + "line_num": 26, + "path": "./tests/samples/doc_id_passwd_pair", + "info": 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"line_data_list": [ + { + "line": "master@98.76.54.32 password:Prl23Db#@", + "line_num": 14, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 28, + "value_end": 37, + "variable": "password", + "variable_start": 19, + "variable_end": 27, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "CMD Password", + "severity": "high", + "confidence": "moderate", + "ml_probability": 1.0, + "line_data_list": [ + { + "line": "--Password Prl23Db#@", + "line_num": 15, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 11, + "value_end": 20, + "variable": "Password", + "variable_start": 2, + "variable_end": 10, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.952, + "line_data_list": [ + { + "line": "ANY_PW:Prl23Db#@", + "line_num": 17, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 7, + "value_end": 16, + "variable": "ANY_PW", + "variable_start": 0, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "default password:Prl23Db#@", + "line_num": 18, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 17, + "value_end": 26, + "variable": "password", + "variable_start": 8, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "\"password\":\"Prl23Db#@\"", + "line_num": 21, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 12, + "value_end": 21, + "variable": "password", + "variable_start": 1, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.992, + "line_data_list": [ + { + "line": "Passwd:Prl23Db#@ Prl23Db#@", + "line_num": 23, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 7, + "value_end": 16, + "variable": "Passwd", + "variable_start": 0, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "PW:Prl23Db#@,password:Prl23Db#@", + "line_num": 24, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 3, + "value_end": 12, + "variable": "PW", + "variable_start": 0, + "variable_end": 2, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "PW:Prl23Db#@,password:Prl23Db#@", + "line_num": 24, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 22, + "value_end": 31, + "variable": "password", + "variable_start": 13, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "password:Prl23Db#@,\ube44\ubc88:Prl23Db#@", + "line_num": 25, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.993, + "line_data_list": [ + { + "line": "passwd=Prl23Db#@", + "line_num": 26, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 7, + "value_end": 16, + "variable": "passwd", + "variable_start": 0, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "password:Prl23Db#@, paasword:Prl23Db#@", + "line_num": 30, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "password:Prl23Db#@,ANYPassword:Prl23Db#@", + "line_num": 31, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.999, + "line_data_list": [ + { + "line": "password:Prl23Db#@,ANYPassword:Prl23Db#@", + "line_num": 31, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 31, + "value_end": 40, + "variable": "ANYPassword", + "variable_start": 19, + "variable_end": 30, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2839,22 +4839,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.653, + "ml_probability": 0.998, "line_data_list": [ { - "line": "id/pw id:master pw:dipPr185Gg!", - "line_num": 86, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "Password:Prl23Db#@,pwd=Prl23Db#@", + "line_num": 32, + "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", - "value": "dipPr185Gg!", - "value_start": 19, - "value_end": 30, - "variable": "pw", - "variable_start": 16, - "variable_end": 18, + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "Password", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2864,47 +4864,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.828, + "ml_probability": 0.999, "line_data_list": [ { - "line": "username:master pw:dipPr189Gg!", - "line_num": 90, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "Password:Prl23Db#@,pwd=Prl23Db#@", + "line_num": 32, + "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", - "value": "dipPr189Gg!", - "value_start": 19, - "value_end": 30, - "variable": "pw", - "variable_start": 16, - "variable_end": 18, + "value": "Prl23Db#@", + "value_start": 23, + "value_end": 32, + "variable": "pwd", + "variable_start": 19, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } ] }, { - "rule": "Password", - "severity": "medium", + "rule": "CMD Password", + "severity": "high", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 1.0, "line_data_list": [ { - "line": "ANYid:master pw:dipPr194Gg! ip:98.76.54.32", - "line_num": 95, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "-password \"Prl23Db#@\"", + "line_num": 33, + "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", - "value": "dipPr194Gg!", - "value_start": 16, - "value_end": 27, - "variable": "pw", - "variable_start": 13, - "variable_end": 15, + "value": "Prl23Db#@", + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 1, + "variable_end": 9, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2914,22 +4914,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.976, + "ml_probability": 0.999, "line_data_list": [ { - "line": "id: master pw:dipPr197Gg!", - "line_num": 98, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "ANY_password:Prl23Db#@", + "line_num": 34, + "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", - "value": "dipPr197Gg!", - "value_start": 14, - "value_end": 25, - "variable": "pw", - "variable_start": 11, - "variable_end": 13, + "value": "Prl23Db#@", + "value_start": 13, + "value_end": 22, + "variable": "ANY_password", + "variable_start": 0, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2939,19 +4939,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.667, + "ml_probability": 0.999, "line_data_list": [ { - "line": "ANY_password=Prl23Db#@", - "line_num": 8, + "line": "--password=Prl23Db#@", + "line_num": 37, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 13, - "value_end": 22, - "variable": "ANY_password", - "variable_start": 0, - "variable_end": 12, + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 2, + "variable_end": 10, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2964,19 +4964,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.988, + "ml_probability": 0.999, "line_data_list": [ { - "line": "master@98.76.54.32 password:Prl23Db#@", - "line_num": 14, + "line": "root/Prl23Db#@,root password:Prl23Db#@", + "line_num": 38, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 28, - "value_end": 37, + "value_start": 29, + "value_end": 38, "variable": "password", - "variable_start": 19, - "variable_end": 27, + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2986,22 +4986,22 @@ ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.895, + "ml_probability": 0.999, "line_data_list": [ { - "line": "--Password Prl23Db#@", - "line_num": 15, + "line": "Prl23Db#@ username:Prl23Db#@,Prl23Db#@ password:Prl23Db#@", + "line_num": 40, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 11, - "value_end": 20, - "variable": "Password", - "variable_start": 2, - "variable_end": 10, + "value_start": 48, + "value_end": 57, + "variable": "password", + "variable_start": 39, + "variable_end": 47, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -3014,19 +5014,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.943, + "ml_probability": 0.999, "line_data_list": [ { - "line": "default password:Prl23Db#@", - "line_num": 18, + "line": "Prl23Db#@:password:Prl23Db#@", + "line_num": 41, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 17, - "value_end": 26, + "value_start": 19, + "value_end": 28, "variable": "password", - "variable_start": 8, - "variable_end": 16, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -3039,19 +5039,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.728, + "ml_probability": 0.999, "line_data_list": [ { - "line": "\"password\":\"Prl23Db#@\"", - "line_num": 21, + "line": "ANYpassword=Prl23Db#@", + "line_num": 45, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", "value_start": 12, "value_end": 21, - "variable": "password", - "variable_start": 1, - "variable_end": 9, + "variable": "ANYpassword", + "variable_start": 0, + "variable_end": 11, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -3061,21 +5061,21 @@ ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { - "line": "-password \"Prl23Db#@\"", - "line_num": 33, + "line": "passwords:Prl23Db#@", + "line_num": 46, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 11, - "value_end": 20, - "variable": "password", - "variable_start": 1, + "value_start": 10, + "value_end": 19, + "variable": "passwords", + "variable_start": 0, "variable_end": 9, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", @@ -3089,19 +5089,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.764, + "ml_probability": 0.999, "line_data_list": [ { - "line": "ANYpassword=Prl23Db#@", - "line_num": 45, + "line": "password=>Prl23Db#@", + "line_num": 48, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 12, - "value_end": 21, - "variable": "ANYpassword", + "value_start": 10, + "value_end": 19, + "variable": "password", "variable_start": 0, - "variable_end": 11, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -3114,7 +5114,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.916, + "ml_probability": 0.998, "line_data_list": [ { "line": "# password: keep empty", @@ -3139,7 +5139,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY-Token:AIhq5Xyb1Gga9Q0", @@ -3164,7 +5164,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "token:AIhq5Xyb1Gga9Q2", @@ -3189,7 +5189,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -3214,7 +5214,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -3239,7 +5239,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret=AIhq5Xyb1Gga9Q4", @@ -3289,7 +5289,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret:AIhq5Xyb1Gga9Q6", @@ -3314,7 +5314,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY_token=AIhq5Xyb1Gga9Q7", @@ -3339,7 +5339,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-secret AIhq5Xyb1Gga9Q10", @@ -3364,7 +5364,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ANY.secret=AIhq5Xyb1Gga9Q19", @@ -3389,7 +5389,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "--secret=AIhq5Xyb1Gga9Q21", @@ -3414,7 +5414,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANY_secret:AIhq5Xyb1Gga9Q22", @@ -3439,7 +5439,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "-Token:AIhq5Xyb1Gga9Q23", @@ -3464,7 +5464,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -3489,7 +5489,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -3514,7 +5514,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.966, "line_data_list": [ { "line": "access key:AIhq5Xyb1Gga9Q26", @@ -3539,7 +5539,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -3564,7 +5564,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -3589,7 +5589,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.949, "line_data_list": [ { "line": "ANY_key=AIhq5Xyb1Gga9Q29", @@ -3614,7 +5614,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -3639,7 +5639,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -3664,7 +5664,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.987, "line_data_list": [ { "line": "ANY_id=AIhq5Xyb1Gga9Q31 ANY_token=AIhq5Xyb1Gga9Q31", @@ -3689,7 +5689,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "access_token:AIhq5Xyb1Gga9Q33", @@ -3714,7 +5714,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -3739,7 +5739,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -3764,7 +5764,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -3789,7 +5789,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.887, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1} PW:IhqSb1Gg", @@ -3814,7 +5814,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.832, + "ml_probability": 0.943, "line_data_list": [ { "line": "Password:master/IhqSb1Gg", @@ -3839,7 +5839,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.968, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (PW:IhqSb1Gg)", @@ -3864,7 +5864,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} password:IhqSb1Gg", @@ -3889,7 +5889,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh -P IhqSb1Gg gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -3914,7 +5914,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 pwd:IhqSb1Gg", @@ -3964,7 +5964,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "98.76.54.32(pw:IhqSb1Gg)", @@ -3989,7 +5989,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32/pw:IhqSb1Gg", @@ -4014,7 +6014,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.967, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1}/pw:IhqSb1Gg", @@ -4039,7 +6039,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.97, + "line_data_list": [ + { + "line": "ID:gildong.hong@any.example.com mailto:{1} PWD:IhqSb1Gg", + "line_num": 21, + "path": "./tests/samples/doc_various", + "info": "FILE|RAW", + "value": "IhqSb1Gg", + "value_start": 47, + "value_end": 55, + "variable": "PWD", + "variable_start": 43, + "variable_end": 46, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.0, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.968, "line_data_list": [ { "line": "sftp gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -4064,7 +6089,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.969, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -4089,7 +6114,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.806, + "ml_probability": 0.971, "line_data_list": [ { "line": "-id:gildong.hong@example.com mailto:{1} -pwd:IhqSb1Gg", @@ -4114,7 +6139,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -4139,7 +6164,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.991, "line_data_list": [ { "line": "id:gildong.hong@example.com mailto:{1} password:IhqSb1Gg", @@ -4164,7 +6189,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "ANY_password,default:IhqSb1Gg", @@ -4185,61 +6210,11 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "Key(ANYSecret):IhqSb1Gg", - "line_num": 32, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 15, - "value_end": 23, - "variable": "Key(ANYSecret)", - "variable_start": 0, - "variable_end": 14, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "Key(ANYSecret):IhqSb1Gg", - "line_num": 32, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 15, - "value_end": 23, - "variable": "ANYSecret)", - "variable_start": 4, - "variable_end": 14, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "98.76.54.32 ANY_PW:IhqSb1Gg", @@ -4264,7 +6239,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32(ID/PW:IhqSb1Gg)", @@ -4289,7 +6264,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.984, + "ml_probability": 0.991, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 (pwd:IhqSb1Gg)", @@ -4314,7 +6289,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.981, "line_data_list": [ { "line": "password for master:IhqSb1Gg", @@ -4339,7 +6314,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.974, "line_data_list": [ { "line": "id:xxxx(ANYpw:IhqSb1Ga)", @@ -4364,7 +6339,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32,pw:IhqSb1Gg", @@ -4389,7 +6364,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32:xxxx(PW:IhqSb1Gg)", @@ -4414,7 +6389,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.908, + "line_data_list": [ + { + "line": "\uacc4\uc815/Password-xxxx:master/IhqSb1Gg", + "line_num": 55, + "path": "./tests/samples/doc_various", + "info": "FILE|RAW", + "value": "master/IhqSb1Gg", + "value_start": 17, + "value_end": 32, + "variable": "Password-xxxx", + "variable_start": 3, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.906890595608518, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 PW:IhqSb1Gg", @@ -4439,7 +6439,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY_user:xxxx ANY_pwd:IhqSb1Gg", @@ -4464,7 +6464,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Acount name:xxxx Initial Password:IhqSb1Gg", @@ -4489,7 +6489,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.978, "line_data_list": [ { "line": "Access wifi:xxxx(PW:IhqSb1Gg)", @@ -4514,7 +6514,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.999, "line_data_list": [ { "line": "-User:master -PasswordANY:IhqSb1Gg", @@ -4539,7 +6539,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.988, "line_data_list": [ { "line": "password(default:IhqSb1Gg)", @@ -4564,7 +6564,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -4589,7 +6589,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "master@98.76.54.32,PW:IhqSb1Gg", @@ -4614,7 +6614,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32 pw:IhqSb1Gg", @@ -4639,7 +6639,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.996, "line_data_list": [ { "line": "config:xxxx,PW:IhqSb1Gg", @@ -4664,7 +6664,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "scp gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4689,7 +6689,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.993, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1} pw:IhqSb1Gg", @@ -4714,7 +6714,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4739,7 +6739,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1},pw:IhqSb1Gg", @@ -4764,7 +6764,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "(ssh gildong.hong@98.76.54.32 mailto{1}) pwd:IhqSb1Gg", @@ -4789,7 +6789,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}, pw:IhqSb1Gg", @@ -4814,7 +6814,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.99, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (pwd:IhqSb1Gg)", @@ -4839,7 +6839,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -4864,7 +6864,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} Password:IhqSb1Gg", @@ -4889,7 +6889,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.956, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pass:IhqSb1Gg)", @@ -4914,7 +6914,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4939,7 +6939,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pass:IhqSb1Gg", @@ -4964,7 +6964,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1}/password:IhqSb1Gg", @@ -4989,7 +6989,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}/password:IhqSb1Gg", @@ -5014,7 +7014,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.889, "line_data_list": [ { "line": "-ANYID:gildong.hong@example.com mailto:{1} -pw:IhqSb1Gg", @@ -5039,7 +7039,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.993, "line_data_list": [ { "line": "ID:gildong.hong@xxxx.net mailto:{1} pw:IhqSb1Gg", @@ -5064,7 +7064,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.971, "line_data_list": [ { "line": "http://98.76.54.32:xxx(pw:IhqSb1Gg)", @@ -5114,7 +7114,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "textpassword: Df34D<345&>gf", @@ -5139,7 +7139,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.87, + "ml_probability": 0.991, "line_data_list": [ { "line": "pass: Dsfgh%$d<>s&", @@ -5285,6 +7285,56 @@ } ] }, + { + "rule": "Github Old Token", + "severity": "high", + "confidence": "moderate", + "ml_probability": 0.952, + "line_data_list": [ + { + "line": "\\ngit_token = \"gireogicracklecrackle1231567190113413981\"\\n\\n", + "line_num": 1, + "path": "./tests/samples/encoded_data", + "info": "FILE|BASE64|RAW", + "value": "gireogicracklecrackle1231567190113413981", + "value_start": 15, + "value_end": 55, + "variable": null, + "variable_start": -2, + "variable_end": -2, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.97402442086502, + "valid": true + } + } + ] + }, + { + "rule": "Token", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.952, + "line_data_list": [ + { + "line": "\\ngit_token = \"gireogicracklecrackle1231567190113413981\"\\n\\n", + "line_num": 1, + "path": "./tests/samples/encoded_data", + "info": "FILE|BASE64|RAW", + "value": "gireogicracklecrackle1231567190113413981", + "value_start": 15, + "value_end": 55, + "variable": "git_token", + "variable_start": 2, + "variable_end": 11, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.97402442086502, + "valid": true + } + } + ] + }, { "rule": "Facebook Access Token", "severity": "high", @@ -6373,7 +8423,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -6548,97 +8598,22 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 1.0, "line_data_list": [ { "line": "prKeyValid=LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0QjV2VGpaT09Jd25FYjcwTXNXWkZJeVVGRDFQOUd3c3R6NCtha0hYN3ZJOEJINmhIbUJtZmVRbAotLS0tLUVORCBQUklWJNR0J5cUdTTTQ5QW5aUHhmQXl4cUUKWlYwNdFR0QVRFIEtFWS0tLS0tCgtFWS0tLS0tCk1JR0hBZ0VBTU==", "line_num": 1, "path": "./tests/samples/key.hs", "info": "FILE|RAW", - "value": "LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0QjV2VGpaT09Jd25FYjcwTXNXWkZJeVVGRDFQOUd3c3R6NCtha0hYN3ZJOEJINmhIbUJtZmVRbAotLS0tLUVORCBQUklWJNR0J5cUdTTTQ5QW5aUHhmQXl4cUUKWlYwNdFR0QVRFIEtFWS0tLS0tCgtFWS0tLS0tCk1JR0hBZ0VBTU==", - "value_start": 11, - "value_end": 335, - "variable": "prKeyValid", - "variable_start": 0, - "variable_end": 10, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 5.428808109703668, - "valid": true - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_1=\"/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF\"", - "line_num": 2, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_1", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8341837197791895, - "valid": true - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_2=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF\"", - "line_num": 3, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_2", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.784183719779189, - "valid": true - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_3=\"VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=\"", - "line_num": 4, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_3", + "value": "LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0QjV2VGpaT09Jd25FYjcwTXNXWkZJeVVGRDFQOUd3c3R6NCtha0hYN3ZJOEJINmhIbUJtZmVRbAotLS0tLUVORCBQUklWJNR0J5cUdTTTQ5QW5aUHhmQXl4cUUKWlYwNdFR0QVRFIEtFWS0tLS0tCgtFWS0tLS0tCk1JR0hBZ0VBTU==", + "value_start": 11, + "value_end": 335, + "variable": "prKeyValid", "variable_start": 0, - "variable_end": 30, + "variable_end": 10, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8341837197791895, + "entropy": 5.428808109703668, "valid": true } } @@ -6648,22 +8623,22 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.792, "line_data_list": [ { - "line": "secret_looks_like_linux_path__=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE\"", - "line_num": 5, + "line": "secret_looks_like_linux_path_3=\"VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=\"", + "line_num": 4, "path": "./tests/samples/key.hs", "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE", + "value": "VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=", "value_start": 32, "value_end": 72, - "variable": "secret_looks_like_linux_path__", + "variable": "secret_looks_like_linux_path_3", "variable_start": 0, "variable_end": 30, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8530559073332755, + "entropy": 4.8341837197791895, "valid": true } } @@ -6673,7 +8648,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.983, "line_data_list": [ { "line": "\"https://example.com/api/js?key=dhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJB&bug=true\"", @@ -6723,7 +8698,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.994, "line_data_list": [ { "line": "api_key = \"QMEFk2TZGlkGcOkG-R9UwV1ZmlNkWEYvQzF\"", @@ -6748,7 +8723,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.994, "line_data_list": [ { "line": "api_key = \"QMEFk2TZGlkGcOkG-R9UwV1ZmlNkWEYvQzF\"", @@ -7007,7 +8982,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.766, "line_data_list": [ { "line": "key_multi = \"KJHfdjs8767gr54534wsFHGf5hJKhK\nU7yguyuyFHGf5==\"; ", @@ -7107,7 +9082,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.992, "line_data_list": [ { "line": "key_wrap = 'KJHhJKhKU7yguyuyfrtsdESffhjgkhYT\\", @@ -7132,7 +9107,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "key_multi = '''KJHfdjs8767gr54534wsFHGf5hJKhK", @@ -7282,7 +9257,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.974, "line_data_list": [ { "line": "password = \"cackle!\"; ", @@ -7307,7 +9282,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -7332,7 +9307,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.995, "line_data_list": [ { "line": "password = \"MYPSWRD!@#$%^&*\"", @@ -7357,7 +9332,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.988, + "line_data_list": [ + { + "line": "MYSQLPASS: Ce7shE0ENPiBlE_EdEose0cBAA", + "line_num": 1, + "path": "./tests/samples/password_TRUE", + "info": "FILE|RAW", + "value": "Ce7shE0ENPiBlE_EdEose0cBAA", + "value_start": 11, + "value_end": 37, + "variable": "MYSQLPASS", + "variable_start": 0, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.688513556888096, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.918, "line_data_list": [ { "line": "my_pw: nCzx8A8#!", @@ -7382,7 +9382,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.827, + "ml_probability": 0.979, "line_data_list": [ { "line": "val password: String = \"exord13Paw64\", // scala", @@ -7407,7 +9407,57 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.875, + "ml_probability": 0.988, + "line_data_list": [ + { + "line": "def connect(passwd: str = \"cq2tPr1a2\"): # python default arg", + "line_num": 4, + "path": "./tests/samples/password_TRUE", + "info": "FILE|RAW", + "value": "cq2tPr1a2", + "value_start": 27, + "value_end": 36, + "variable": "passwd", + "variable_start": 12, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9477027792200903, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.992, + "line_data_list": [ + { + "line": "if passworsd == \"q4c1a2oPd\": # __eq__ separator", + "line_num": 5, + "path": "./tests/samples/password_TRUE", + "info": "FILE|RAW", + "value": "q4c1a2oPd", + "value_start": 17, + "value_end": 26, + "variable": "passworsd", + "variable_start": 3, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.169925001442312, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.992, "line_data_list": [ { "line": "if passworsd != \"x6s7djtEa\": # __ne__ separator", @@ -7507,7 +9557,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "MYSQL_DATABASE_USER=CRED;MYSQL_DATABASE_PASSWORD=2IWJD88FH4Y;", @@ -7532,32 +9582,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.882, - "line_data_list": [ - { - "line": "+ \"password\": \"dkajc\u00f61\"", - "line_num": 9, - "path": "./tests/samples/password_western.patch", - "info": "FILE|RAW", - "value": "dkajc\u00f61", - "value_start": 16, - "value_end": 23, - "variable": "password", - "variable_start": 4, - "variable_end": 12, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.4063042189065182, - "valid": false - } - } - ] - }, - { - "rule": "Password", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.981, + "ml_probability": 0.997, "line_data_list": [ { "line": "password = \"cackle_!\"", @@ -7582,7 +9607,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.982, + "ml_probability": 0.998, "line_data_list": [ { "line": "password = \"cackle_1!\"", @@ -7607,7 +9632,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.982, + "ml_probability": 0.998, "line_data_list": [ { "line": "password = \"cackle_2!\"", @@ -9010,7 +11035,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.947, + "line_data_list": [ + { + "line": "id/pass : master/iP30dTd0", + "line_num": 125, + "path": "./tests/samples/pretty.html", + "info": "FILE|HTML", + "value": "master/iP30dTd0", + "value_start": 10, + "value_end": 25, + "variable": "pass", + "variable_start": 3, + "variable_end": 7, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.6402239289418516, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.878, "line_data_list": [ { "line": "id/pass : user/Jid8^5gvB", @@ -9185,7 +11235,32 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.939, + "line_data_list": [ + { + "line": "salt3 = \" 827634876\"; ", + "line_num": 1, + "path": "./tests/samples/salt.py", + "info": "FILE|STRUCT|STRUCT:2|KEYWORD:`salt3 = \" 827634876\"; `", + "value": " 827634876", + "value_start": 9, + "value_end": 19, + "variable": "salt3", + "variable_start": 0, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.389735285398626, + "valid": false + } + } + ] + }, + { + "rule": "Salt", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.987, "line_data_list": [ { "line": "{\\\"salt8\\\":\\\"4b9a6d8b638eb0c6\\\"}", @@ -9210,7 +11285,32 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.939, + "line_data_list": [ + { + "line": "salt2 = \"\\0x12\\0x3s\"; ", + "line_num": 1, + "path": "./tests/samples/salt.py", + "info": "FILE|STRUCT|STRUCT:1|KEYWORD:`salt2 = \"/0x12/0x3s\"; `", + "value": "\\0x12\\0x3s", + "value_start": 9, + "value_end": 19, + "variable": "salt2", + "variable_start": 0, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.25754247590989, + "valid": false + } + } + ] + }, + { + "rule": "Salt", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.988, "line_data_list": [ { "line": "salt1 = b\"\\x23!\\xae2389x&543@\"", @@ -9235,7 +11335,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.981, "line_data_list": [ { "line": "salt3 = u\"\\u0020827634876\"", @@ -9260,7 +11360,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.996, "line_data_list": [ { "line": "salt4 = {\"salt5\": \"my124%#$@s\\x04clt\\0\"}", @@ -9285,7 +11385,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.834, + "ml_probability": 1.0, "line_data_list": [ { "line": "Password = WeR15tr0n6", @@ -9635,7 +11735,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.835, + "ml_probability": 0.992, "line_data_list": [ { "line": "A2 ID:master,PW:dipPr10Gg!", @@ -9706,31 +11806,6 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.977, - "line_data_list": [ - { - "line": "AwsAccessKey:AKIAGIREOGIAWSKEY123", - "line_num": 1, - "path": "./tests/samples/sample.pdf", - "info": "FILE|PDF:1|BASE64|RAW", - "value": "AKIAGIREOGIAWSKEY123", - "value_start": 13, - "value_end": 33, - "variable": "AwsAccessKey", - "variable_start": 0, - "variable_end": 12, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.5464393446710156, - "valid": false - } - } - ] - }, { "rule": "Password", "severity": "medium", @@ -9860,7 +11935,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.981, + "ml_probability": 0.999, "line_data_list": [ { "line": "password = \"WeR15tr0n6\"; ", @@ -9935,7 +12010,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.835, + "ml_probability": 0.992, "line_data_list": [ { "line": "A2 ID:master,PW:dipPr10Gg!", @@ -9960,7 +12035,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.835, + "ml_probability": 0.992, "line_data_list": [ { "line": "A2 ID:master,PW:dipPr10Gg!", @@ -10010,7 +12085,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.969, + "ml_probability": 1.0, "line_data_list": [ { "line": "{http://schemas.openxmlformats.org/spreadsheetml/2006/main}t : A2 ID:master,PW:dipPr10Gg!", @@ -10210,32 +12285,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, - "line_data_list": [ - { - "line": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY 'SqLpa5sW0rD';", - "line_num": 1, - "path": "./tests/samples/sql_password", - "info": "FILE|RAW", - "value": "SqLpa5sW0rD", - "value_start": 72, - "value_end": 83, - "variable": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY", - "variable_start": 0, - "variable_end": 70, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.459431618637298, - "valid": false - } - } - ] - }, - { - "rule": "SQL Password", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.995, + "ml_probability": 0.991, "line_data_list": [ { "line": "'create user name identified by 'SqLpa5sW0rD' --", @@ -10260,7 +12310,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -10285,7 +12335,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.99, + "ml_probability": 0.995, "line_data_list": [ { "line": "\uff1a`CREATE USER 'haproxy'@'%' IDENTIFIED BY 'SqLpa5sW0rD';`", @@ -10310,7 +12360,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -10335,7 +12385,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "expected_statement = \"\"\"CREATE USER foo WITH ENCRYPTED PASSWORD 'SqLpa5sW0rD' CREATEDB;", @@ -10385,7 +12435,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10410,7 +12460,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10435,7 +12485,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.979, + "ml_probability": 0.972, "line_data_list": [ { "line": "ALTER ROLE postgres PASSWORD 'SqLpa5sW0rD'; SELECT pg_reload_conf()\"", @@ -10460,7 +12510,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.992, "line_data_list": [ { "line": "ALTER USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -10485,7 +12535,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10510,7 +12560,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10535,7 +12585,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER chuck WITH PASSWORD 'SqLpa5sW0rD' SUPERUSER;", @@ -10560,7 +12610,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.985, "line_data_list": [ { "line": "CREATE USER IF NOT EXISTS sandy WITH PASSWORD 'SqLpa5sW0rD' NOSUPERUSER;", @@ -10585,7 +12635,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER myuser WITH PASSWORD 'SqLpa5sW0rD';", @@ -10610,7 +12660,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "CREATE USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -10635,7 +12685,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.971, + "ml_probability": 0.982, "line_data_list": [ { "line": "ALTER USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -10660,7 +12710,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.84, + "ml_probability": 0.985, "line_data_list": [ { "line": "ALTER USER 'super_user'@'10.10.10.%' identified by 'SqLpa5sW0rD';", @@ -10685,7 +12735,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.981, + "ml_probability": 0.99, "line_data_list": [ { "line": "ALTER USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -10710,7 +12760,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -10735,7 +12785,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.981, "line_data_list": [ { "line": "CREATE USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -10760,7 +12810,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.986, "line_data_list": [ { "line": "mysql -u root -pdbadmin -e \"CREATE USER 'cactiuser'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';\"\u2013 ", @@ -10785,7 +12835,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-c \"CREATE ROLE scram_test login password 'SqLpa5sW0rD'\"", @@ -10810,7 +12860,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "CREATE ROLE app_admin WITH LOGIN PASSWORD SqLpa5sW0rD;", @@ -10835,7 +12885,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE ROLE flask_admin_geo LOGIN PASSWORD 'SqLpa5sW0rD';", @@ -10885,7 +12935,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.956, + "ml_probability": 0.93, "line_data_list": [ { "line": "create role forum_example_graph login password 'SqLpa5sW0rD';", @@ -10910,7 +12960,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.814, + "ml_probability": 0.95, "line_data_list": [ { "line": "SET PASSWORD FOR 'username'@'localhost' = PASSWORD('SqLpa5sW0rD');", @@ -10935,7 +12985,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.852, + "ml_probability": 0.955, "line_data_list": [ { "line": "insert into mysql.user values(PASSWORD('SqLpa5sW0rD') );", @@ -10956,6 +13006,31 @@ } ] }, + { + "rule": "SQL Password", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.853, + "line_data_list": [ + { + "line": "UPDATE mysql.user SET authentication_string = PASSWORD ('SqLpa5sW0rD') WHERE User = 'username';", + "line_num": 30, + "path": "./tests/samples/sql_password", + "info": "FILE|RAW", + "value": "SqLpa5sW0rD", + "value_start": 57, + "value_end": 68, + "variable": "UPDATE mysql.user SET authentication_string = PASSWORD", + "variable_start": 0, + "variable_end": 54, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.459431618637298, + "valid": false + } + } + ] + }, { "rule": "Square Access Token", "severity": "high", @@ -11285,7 +13360,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.984, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd81", @@ -11310,7 +13385,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.974, + "ml_probability": 0.989, "line_data_list": [ { "line": "secret : 5EcRe7_r0", @@ -11331,36 +13406,11 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.939, - "line_data_list": [ - { - "line": "key : AK1AGIREOGIAWSKEY555", - "line_num": 21, - "path": "./tests/samples/table.html", - "info": "FILE|HTML", - "value": "AK1AGIREOGIAWSKEY555", - "value_start": 6, - "value_end": 26, - "variable": "key", - "variable_start": 0, - "variable_end": 3, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.446439344671016, - "valid": false - } - } - ] - }, { "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.901, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD0", @@ -11385,7 +13435,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.984, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd82", @@ -11406,11 +13456,36 @@ } ] }, + { + "rule": "Token", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.989, + "line_data_list": [ + { + "line": "token : AKDR_C1r17-K3Y0-SeCrt-2", + "line_num": 26, + "path": "./tests/samples/table.html", + "info": "FILE|HTML", + "value": "AKDR_C1r17-K3Y0-SeCrt-2", + "value_start": 8, + "value_end": 31, + "variable": "token", + "variable_start": 0, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.389029441960142, + "valid": false + } + } + ] + }, { "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { "line": "key : SDFHBH2398SG5VF62VZVQFG2TYGVF9WYSGR", @@ -11435,7 +13510,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "key : 3TJDSLKGDFG4MTB34UHWYYSDFHKSDKJH34S", @@ -11460,7 +13535,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.898, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD2", @@ -11485,7 +13560,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.985, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd83", @@ -11510,7 +13585,32 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.717, + "ml_probability": 0.623, + "line_data_list": [ + { + "line": "key : c1R345_4s12fey1", + "line_num": 35, + "path": "./tests/samples/table.html", + "info": "FILE|HTML", + "value": "c1R345_4s12fey1", + "value_start": 6, + "value_end": 21, + "variable": "key", + "variable_start": 0, + "variable_end": 3, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1961053890903863, + "valid": false + } + } + ] + }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.886, "line_data_list": [ { "line": "key : 0284-8946-3216-4010", @@ -11531,11 +13631,36 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.886, + "line_data_list": [ + { + "line": "key : 3216-4010-0284-8946", + "line_num": 37, + "path": "./tests/samples/table.html", + "info": "FILE|HTML", + "value": "3216-4010-0284-8946", + "value_start": 6, + "value_end": 25, + "variable": "key", + "variable_start": 0, + "variable_end": 3, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.655635011093181, + "valid": false + } + } + ] + }, { "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.944, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD3", @@ -11560,7 +13685,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.985, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd85", @@ -11585,7 +13710,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.985, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd86", @@ -11610,7 +13735,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.989, "line_data_list": [ { "line": "secret : 5EcRe7_r4", @@ -11635,7 +13760,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.947, "line_data_list": [ { "line": "key : 741852-321654-963852-654913", @@ -11660,7 +13785,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.871, + "ml_probability": 0.93, "line_data_list": [ { "line": "key : 184824-202847-623730-837462", @@ -11685,7 +13810,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD4", @@ -11710,7 +13835,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.984, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd87", @@ -11735,7 +13860,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.984, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd88", @@ -11760,7 +13885,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.984, "line_data_list": [ { "line": "secret : 5EcRe7_r5", @@ -11785,7 +13910,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.988, + "ml_probability": 0.954, "line_data_list": [ { "line": "key : 321654-741852-963852-654980", @@ -11810,7 +13935,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.947, "line_data_list": [ { "line": "key : 321654-741852-963852-654981", @@ -11835,7 +13960,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD5", @@ -11860,7 +13985,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.983, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd89", @@ -11885,7 +14010,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.985, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd80", @@ -11910,7 +14035,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.95, "line_data_list": [ { "line": "key : 321654-963852-654987-741851", @@ -11935,7 +14060,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.95, "line_data_list": [ { "line": "key : 321654-963852-654987-741853", @@ -11960,7 +14085,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Pas1wrD67", @@ -11985,7 +14110,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.994, + "ml_probability": 0.982, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd11", @@ -12010,7 +14135,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.983, "line_data_list": [ { "line": "token : bace4d19-fa7e-beer-care-9129474bcd22", @@ -12035,7 +14160,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.95, "line_data_list": [ { "line": "key : 654987-321654-963852-741851", @@ -12060,7 +14185,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.95, "line_data_list": [ { "line": "key : 654987-321654-963852-741852", @@ -12085,7 +14210,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.95, "line_data_list": [ { "line": "key : 654987-321654-963852-741853", @@ -12131,6 +14256,31 @@ } ] }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.993, + "line_data_list": [ + { + "line": "PW: H1ddEn#ema1l", + "line_num": 6, + "path": "./tests/samples/test.eml", + "info": "FILE|EML-HTML", + "value": "H1ddEn#ema1l", + "value_start": 4, + "value_end": 16, + "variable": "PW", + "variable_start": 0, + "variable_end": 2, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9528822923277263, + "valid": false + } + } + ] + }, { "rule": "Password", "severity": "medium", @@ -12210,7 +14360,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : Cr3DeHTbIal", @@ -12260,7 +14410,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.998, "line_data_list": [ { "line": "token : H72gsdv2dswPneHduwhfd", @@ -12535,7 +14685,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "token in zip: eyJrIjoiMDAwMDAwNDAwMDAwODAwMDAwMDAwMDAwNDAwMDAwMDAwMDAwMDAyMSIsIm4iOiJ4eHh4IiwiaWQiOjQzMDh9Cg", @@ -12610,7 +14760,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.998, "line_data_list": [ { "line": "gi_reo_gi_token = \"G1Re06G1BdgNseiJDN21Z094M\"", @@ -12660,7 +14810,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "tp_token_value=\"b035d48j9X2dfjF0hb9sd8Guf5hWu2ia\"", @@ -12785,7 +14935,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "const connection_url = require('dbconnection://ad%6Din:5WdF4f2jE76a@db-host-local');", @@ -12810,7 +14960,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.927, "line_data_list": [ { "line": "url = \"https://secure.com/83675/39084?Credential=546DFS64N90P3AW7DX%2Fkeep%26cut\";", @@ -12835,7 +14985,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.904, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -12860,7 +15010,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -12885,7 +15035,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 1.0, "line_data_list": [ { "line": "email_as_login = \"smtps://example@gmail.com:FnD83JZs@smtp.gmail.com:465\";", @@ -12910,7 +15060,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "url3d = \"https://localhost.com/013948?26timestamp%3D1395782596%26token%3Dh1d3Me4ch534d801sl3jdk%26version%3D3.14%26si\";", @@ -12935,7 +15085,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.857, + "ml_probability": 0.967, "line_data_list": [ { "line": "if (password !== \"PaS5w0rD2#\"){", @@ -13155,5 +15305,30 @@ } } ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 1.0, + "line_data_list": [ + { + "line": "password : peace_for_ukraine", + "line_num": 1, + "path": "./tests/samples/xml_password.xml", + "info": "FILE|XML", + "value": "peace_for_ukraine", + "value_start": 11, + "value_end": 28, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.091591477446567, + "valid": true + } + } + ] } ] \ No newline at end of file diff --git a/tests/data/doc.json b/tests/data/doc.json index 59eadbf58..9ea13b318 100644 --- a/tests/data/doc.json +++ b/tests/data/doc.json @@ -496,7 +496,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.986, "line_data_list": [ { "line": "\"AccessKeyId\" : \"AKIA0ON7V2DD57PL3JXM\",", @@ -521,7 +521,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "\"SecretAccessKey\" : \"RMkMm8niUJ1iuhyugy3fFt5rtrf7GFQ9xz1\",", @@ -571,7 +571,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "\"Token\" : \"J38YmIgn7dH6cw4W1yqoRgjsFsWvysFjfVcpCh7O9Yyv9/qNvNI\",", @@ -642,31 +642,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.807, - "line_data_list": [ - { - "line": "AWS_MWS_KEY = \"amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6\"", - "line_num": 1, - "path": "./tests/samples/aws_mws_key", - "info": "FILE|RAW", - "value": "amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6", - "value_start": 15, - "value_end": 60, - "variable": "AWS_MWS_KEY", - "variable_start": 0, - "variable_end": 11, - "entropy_validation": { - "iterator": "BASE36_CHARS", - "entropy": 4.042613516674821, - "valid": true - } - } - ] - }, { "rule": "AWS S3 Bucket", "severity": "info", @@ -1288,7 +1263,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "my password is 237dg546fs9", @@ -1313,7 +1288,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.741, "line_data_list": [ { "line": "Activation key : ZAQWS-XCDER-VBGTR-FRTGU-KLMNX", @@ -1535,6 +1510,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.852, + "line_data_list": [ + { + "line": "Username:master Password:dipPr13Gg!", + "line_num": 4, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr13Gg!", + "value_start": 25, + "value_end": 35, + "variable": "Password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -1602,6 +1602,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.862, + "line_data_list": [ + { + "line": "id:master,password:dipPr14Gg!", + "line_num": 5, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr14Gg!", + "value_start": 19, + "value_end": 29, + "variable": "password", + "variable_start": 10, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -1736,6 +1761,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.862, + "line_data_list": [ + { + "line": "id:master password:dipPr16Gg!", + "line_num": 7, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr16Gg!", + "value_start": 19, + "value_end": 29, + "variable": "password", + "variable_start": 10, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -1803,6 +1853,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.858, + "line_data_list": [ + { + "line": "user:master password:dipPr17Gg!", + "line_num": 8, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr17Gg!", + "value_start": 21, + "value_end": 31, + "variable": "password", + "variable_start": 12, + "variable_end": 20, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -1870,6 +1945,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.852, + "line_data_list": [ + { + "line": "username:master,password:dipPr19Gg!", + "line_num": 10, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr19Gg!", + "value_start": 25, + "value_end": 35, + "variable": "password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2138,6 +2238,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.851, + "line_data_list": [ + { + "line": "user id:master password:dipPr113Gg!", + "line_num": 14, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr113Gg!", + "value_start": 24, + "value_end": 35, + "variable": "password", + "variable_start": 15, + "variable_end": 23, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2205,6 +2330,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.856, + "line_data_list": [ + { + "line": "user:master,password:dipPr114Gg!", + "line_num": 15, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr114Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2272,6 +2422,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.856, + "line_data_list": [ + { + "line": "user=master,password=dipPr115Gg!", + "line_num": 16, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr115Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2339,6 +2514,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.85, + "line_data_list": [ + { + "line": "username=master password=dipPr116Gg!", + "line_num": 17, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr116Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2407,10 +2607,10 @@ ] }, { - "rule": "ID_PAIR_PASSWD_PAIR", + "rule": "DOC_CREDENTIALS", "severity": "medium", - "confidence": "moderate", - "ml_probability": null, + "confidence": "weak", + "ml_probability": 0.848, "line_data_list": [ { "line": "User name:master Password:dipPr117Gg!", @@ -2428,7 +2628,32 @@ "entropy": 2.9631196533066344, "valid": false } - }, + } + ] + }, + { + "rule": "ID_PAIR_PASSWD_PAIR", + "severity": "medium", + "confidence": "moderate", + "ml_probability": null, + "line_data_list": [ + { + "line": "User name:master Password:dipPr117Gg!", + "line_num": 18, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr117Gg!", + "value_start": 26, + "value_end": 37, + "variable": "Password", + "variable_start": 17, + "variable_end": 25, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + }, { "line": "User name:master Password:dipPr117Gg!", "line_num": 18, @@ -2473,6 +2698,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.85, + "line_data_list": [ + { + "line": "username=master,password=dipPr118Gg!", + "line_num": 19, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr118Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2540,6 +2790,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.85, + "line_data_list": [ + { + "line": "--user=master --password=dipPr119Gg!", + "line_num": 20, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr119Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2716,6 +2991,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.843, + "line_data_list": [ + { + "line": "account:dipPr121Gg! password:dipPr121Gg!", + "line_num": 22, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr121Gg!", + "value_start": 29, + "value_end": 40, + "variable": "password", + "variable_start": 20, + "variable_end": 28, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -2875,6 +3175,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.87, + "line_data_list": [ + { + "line": "Username:master/Password:dipPr125Gg!", + "line_num": 26, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr125Gg!", + "value_start": 25, + "value_end": 36, + "variable": "Password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -2942,6 +3267,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.873, + "line_data_list": [ + { + "line": "userId:master,password:dipPr126Gg!", + "line_num": 27, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr126Gg!", + "value_start": 23, + "value_end": 34, + "variable": "password", + "variable_start": 14, + "variable_end": 22, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -3051,6 +3401,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.84, + "line_data_list": [ + { + "line": "dipPr128Gg! ID:master dipPr128Gg! Password:dipPr128Gg!", + "line_num": 29, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr128Gg!", + "value_start": 43, + "value_end": 54, + "variable": "Password", + "variable_start": 34, + "variable_end": 42, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -3319,6 +3694,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.874, + "line_data_list": [ + { + "line": "ANYID:master Password:dipPr132Gg!", + "line_num": 33, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr132Gg!", + "value_start": 22, + "value_end": 33, + "variable": "Password", + "variable_start": 13, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -3386,6 +3786,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.846, + "line_data_list": [ + { + "line": "-Username:master -Password:dipPr133Gg!", + "line_num": 34, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr133Gg!", + "value_start": 27, + "value_end": 38, + "variable": "Password", + "variable_start": 18, + "variable_end": 26, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -3604,6 +4029,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.868, + "line_data_list": [ + { + "line": "user_name=master password=dipPr136Gg!", + "line_num": 37, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr136Gg!", + "value_start": 26, + "value_end": 37, + "variable": "password", + "variable_start": 17, + "variable_end": 25, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -3717,7 +4167,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.877, + "ml_probability": 0.83, "line_data_list": [ { "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", @@ -3809,7 +4259,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.953, + "ml_probability": 0.824, "line_data_list": [ { "line": "ANYusername=master ANYpassword=dipPr139Gg!", @@ -4032,10 +4482,10 @@ ] }, { - "rule": "ID_PAIR_PASSWD_PAIR", + "rule": "DOC_CREDENTIALS", "severity": "medium", - "confidence": "moderate", - "ml_probability": null, + "confidence": "weak", + "ml_probability": 0.874, "line_data_list": [ { "line": "login:master password:dipPr143Gg!", @@ -4053,14 +4503,39 @@ "entropy": 3.1449378351248165, "valid": false } - }, - { - "line": "login:master password:dipPr143Gg!", - "line_num": 44, - "path": "./tests/samples/doc_id_pair_passwd_pair", - "info": "FILE|RAW", - "value": "master", - "value_start": 6, + } + ] + }, + { + "rule": "ID_PAIR_PASSWD_PAIR", + "severity": "medium", + "confidence": "moderate", + "ml_probability": null, + "line_data_list": [ + { + "line": "login:master password:dipPr143Gg!", + "line_num": 44, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr143Gg!", + "value_start": 22, + "value_end": 33, + "variable": "password", + "variable_start": 13, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + }, + { + "line": "login:master password:dipPr143Gg!", + "line_num": 44, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "master", + "value_start": 6, "value_end": 12, "variable": "login", "variable_start": 0, @@ -4102,7 +4577,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.636, + "ml_probability": 0.87, "line_data_list": [ { "line": "password:dipPr145Gg! username:master", @@ -4232,6 +4707,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.87, + "line_data_list": [ + { + "line": "Login as:master Password:dipPr146Gg!", + "line_num": 47, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr146Gg!", + "value_start": 25, + "value_end": 36, + "variable": "Password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -4592,6 +5092,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.865, + "line_data_list": [ + { + "line": "-User Name:master -Password:dipPr154Gg!", + "line_num": 55, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr154Gg!", + "value_start": 28, + "value_end": 39, + "variable": "Password", + "variable_start": 19, + "variable_end": 27, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -4663,7 +5188,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.843, "line_data_list": [ { "line": "account:dipPr155Gg!/password:dipPr155Gg!", @@ -4755,32 +5280,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.712, - "line_data_list": [ - { - "line": "ANYuser=master ANY_pass=dipPr156Gg!", - "line_num": 57, - "path": "./tests/samples/doc_id_pair_passwd_pair", - "info": "FILE|RAW", - "value": "dipPr156Gg!", - "value_start": 24, - "value_end": 35, - "variable": "ANY_pass", - "variable_start": 15, - "variable_end": 23, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, - "valid": false - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.857, + "ml_probability": 0.871, "line_data_list": [ { "line": "ANYUser:master password:dipPr157Gg!", @@ -4939,7 +5439,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.969, + "ml_probability": 0.806, "line_data_list": [ { "line": "ANY_username:master,ANY_password:dipPr159Gg!", @@ -5031,7 +5531,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.695, + "ml_probability": 0.808, "line_data_list": [ { "line": "ANYusername:master,ANY_password:dipPr160Gg!", @@ -5119,6 +5619,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.856, + "line_data_list": [ + { + "line": "User Account:master User password:dipPr162Gg!", + "line_num": 63, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr162Gg!", + "value_start": 34, + "value_end": 45, + "variable": "password", + "variable_start": 25, + "variable_end": 33, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -5270,6 +5795,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.873, + "line_data_list": [ + { + "line": "userid=master password=dipPr164Gg!", + "line_num": 65, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr164Gg!", + "value_start": 23, + "value_end": 34, + "variable": "password", + "variable_start": 14, + "variable_end": 22, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -5341,7 +5891,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.911, + "ml_probability": 0.857, "line_data_list": [ { "line": "ANY-username=master ANY-password=dipPr165Gg!", @@ -5634,7 +6184,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.731, + "ml_probability": 0.875, "line_data_list": [ { "line": "user=master password=dipPr174Gg!", @@ -5726,7 +6276,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.948, + "ml_probability": 0.868, "line_data_list": [ { "line": "Host name:master/Password:dipPr175Gg!", @@ -5814,6 +6364,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.875, + "line_data_list": [ + { + "line": "role:master,password:dipPr176Gg!", + "line_num": 77, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr176Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -5948,6 +6523,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.878, + "line_data_list": [ + { + "line": "ID:master/Password:dipPr178Gg!", + "line_num": 79, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr178Gg!", + "value_start": 19, + "value_end": 30, + "variable": "Password", + "variable_start": 10, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -6019,7 +6619,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.903, + "ml_probability": 0.875, "line_data_list": [ { "line": "name:master,password:dipPr179Gg!", @@ -6107,6 +6707,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.873, + "line_data_list": [ + { + "line": "Loging:master Password:dipPr180Gg!", + "line_num": 81, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "FILE|RAW", + "value": "dipPr180Gg!", + "value_start": 23, + "value_end": 34, + "variable": "Password", + "variable_start": 14, + "variable_end": 22, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -6693,31 +7318,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.899, - "line_data_list": [ - { - "line": "ANYid:master pw:dipPr194Gg! ip:98.76.54.32", - "line_num": 95, - "path": "./tests/samples/doc_id_pair_passwd_pair", - "info": "FILE|RAW", - "value": "dipPr194Gg!", - "value_start": 16, - "value_end": 27, - "variable": "pw", - "variable_start": 13, - "variable_end": 15, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, - "valid": false - } - } - ] - }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -6853,35 +7453,10 @@ ] }, { - "rule": "DOC_CREDENTIALS", + "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", - "confidence": "weak", - "ml_probability": 0.761, - "line_data_list": [ - { - "line": "id: master pw:dipPr197Gg!", - "line_num": 98, - "path": "./tests/samples/doc_id_pair_passwd_pair", - "info": "FILE|RAW", - "value": "dipPr197Gg!", - "value_start": 14, - "value_end": 25, - "variable": "pw", - "variable_start": 11, - "variable_end": 13, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, - "valid": false - } - } - ] - }, - { - "rule": "ID_PAIR_PASSWD_PAIR", - "severity": "medium", - "confidence": "moderate", - "ml_probability": null, + "confidence": "moderate", + "ml_probability": null, "line_data_list": [ { "line": "id: master pw:dipPr197Gg!", @@ -7620,6 +8195,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.64, + "line_data_list": [ + { + "line": "ID/Password=master/iPp27@GRq", + "line_num": 28, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "FILE|RAW", + "value": "master/iPp27@GRq", + "value_start": 12, + "value_end": 28, + "variable": "Password", + "variable_start": 3, + "variable_end": 11, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, { "rule": "ID_PASSWD_PAIR", "severity": "medium", @@ -7795,6 +8395,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.951, + "line_data_list": [ + { + "line": "Password:Prl23Db#@", + "line_num": 1, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "Password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -7870,6 +8495,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.951, + "line_data_list": [ + { + "line": "Password=Prl23Db#@", + "line_num": 4, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "Password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -7945,6 +8595,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.927, + "line_data_list": [ + { + "line": "ANY_password=Prl23Db#@", + "line_num": 8, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 13, + "value_end": 22, + "variable": "ANY_password", + "variable_start": 0, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -7970,6 +8645,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.949, + "line_data_list": [ + { + "line": "ANY-password=Prl23Db#@", + "line_num": 11, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 13, + "value_end": 22, + "variable": "password", + "variable_start": 4, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8024,7 +8724,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.722, + "ml_probability": 0.922, "line_data_list": [ { "line": "master@98.76.54.32 password:Prl23Db#@", @@ -8070,6 +8770,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.949, + "line_data_list": [ + { + "line": "password is Prl23Db#@", + "line_num": 16, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 12, + "value_end": 21, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8095,6 +8820,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.946, + "line_data_list": [ + { + "line": "default password:Prl23Db#@", + "line_num": 18, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 17, + "value_end": 26, + "variable": "password", + "variable_start": 8, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -8187,6 +8937,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.949, + "line_data_list": [ + { + "line": "\"password\":\"Prl23Db#@\"", + "line_num": 21, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 12, + "value_end": 21, + "variable": "password", + "variable_start": 1, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8212,6 +8987,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.685, + "line_data_list": [ + { + "line": "Passwd:Prl23Db#@ Prl23Db#@", + "line_num": 23, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 7, + "value_end": 16, + "variable": "Passwd", + "variable_start": 0, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8338,10 +9138,10 @@ ] }, { - "rule": "PASSWD_PAIR", + "rule": "DOC_CREDENTIALS", "severity": "medium", - "confidence": "moderate", - "ml_probability": null, + "confidence": "weak", + "ml_probability": 0.712, "line_data_list": [ { "line": "passwd=Prl23Db#@", @@ -8369,16 +9169,41 @@ "ml_probability": null, "line_data_list": [ { - "line": "paasword:Prl23Db#@", - "line_num": 29, + "line": "passwd=Prl23Db#@", + "line_num": 26, "path": "./tests/samples/doc_passwd_pair", "info": "FILE|RAW", "value": "Prl23Db#@", - "value_start": 9, - "value_end": 18, - "variable": "paasword", - "variable_start": 0, - "variable_end": 8, + "value_start": 7, + "value_end": 16, + "variable": "passwd", + "variable_start": 0, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "PASSWD_PAIR", + "severity": "medium", + "confidence": "moderate", + "ml_probability": null, + "line_data_list": [ + { + "line": "paasword:Prl23Db#@", + "line_num": 29, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "paasword", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -8412,6 +9237,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.946, + "line_data_list": [ + { + "line": "password:Prl23Db#@, paasword:Prl23Db#@", + "line_num": 30, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@,", + "value_start": 9, + "value_end": 19, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.325349666421154, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8537,6 +9387,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.927, + "line_data_list": [ + { + "line": "ANY_password:Prl23Db#@", + "line_num": 34, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 13, + "value_end": 22, + "variable": "ANY_password", + "variable_start": 0, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8562,6 +9437,56 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.947, + "line_data_list": [ + { + "line": "new password is Prl23Db#@", + "line_num": 36, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 16, + "value_end": 25, + "variable": "password", + "variable_start": 4, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.95, + "line_data_list": [ + { + "line": "--password=Prl23Db#@", + "line_num": 37, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 2, + "variable_end": 10, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8587,6 +9512,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.937, + "line_data_list": [ + { + "line": "root/Prl23Db#@,root password:Prl23Db#@", + "line_num": 38, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 29, + "value_end": 38, + "variable": "password", + "variable_start": 20, + "variable_end": 28, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -8654,6 +9604,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.919, + "line_data_list": [ + { + "line": "Prl23Db#@ username:Prl23Db#@,Prl23Db#@ password:Prl23Db#@", + "line_num": 40, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 48, + "value_end": 57, + "variable": "password", + "variable_start": 39, + "variable_end": 47, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -8721,6 +9696,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.945, + "line_data_list": [ + { + "line": "Prl23Db#@:password:Prl23Db#@", + "line_num": 41, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 19, + "value_end": 28, + "variable": "password", + "variable_start": 10, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8746,6 +9746,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.934, + "line_data_list": [ + { + "line": "ANYpassword=Prl23Db#@", + "line_num": 45, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 12, + "value_end": 21, + "variable": "ANYpassword", + "variable_start": 0, + "variable_end": 11, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8771,6 +9796,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.946, + "line_data_list": [ + { + "line": "passwords:Prl23Db#@", + "line_num": 46, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 10, + "value_end": 19, + "variable": "passwords", + "variable_start": 0, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8796,6 +9846,56 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.95, + "line_data_list": [ + { + "line": "password\uc124\uc815\uc740Prl23Db#@", + "line_num": 47, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": "Prl23Db#@", + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.4654972233440207, + "valid": false + } + } + ] + }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.958, + "line_data_list": [ + { + "line": "password=>Prl23Db#@", + "line_num": 48, + "path": "./tests/samples/doc_passwd_pair", + "info": "FILE|RAW", + "value": ">Prl23Db#@", + "value_start": 9, + "value_end": 19, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.325349666421154, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -8825,7 +9925,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.958, "line_data_list": [ { "line": "ANY-Token:AIhq5Xyb1Gga9Q0", @@ -8875,7 +9975,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.959, "line_data_list": [ { "line": "token:AIhq5Xyb1Gga9Q2", @@ -8925,7 +10025,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.963, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -8975,7 +10075,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.956, "line_data_list": [ { "line": "secret=AIhq5Xyb1Gga9Q4", @@ -9025,7 +10125,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.956, "line_data_list": [ { "line": "secret:AIhq5Xyb1Gga9Q6", @@ -9075,7 +10175,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.945, "line_data_list": [ { "line": "ANY_token=AIhq5Xyb1Gga9Q7", @@ -9125,7 +10225,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.858, "line_data_list": [ { "line": "ANY.secret=AIhq5Xyb1Gga9Q19", @@ -9175,7 +10275,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.955, "line_data_list": [ { "line": "--secret=AIhq5Xyb1Gga9Q21", @@ -9225,7 +10325,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.94, "line_data_list": [ { "line": "ANY_secret:AIhq5Xyb1Gga9Q22", @@ -9275,7 +10375,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.964, "line_data_list": [ { "line": "-Token:AIhq5Xyb1Gga9Q23", @@ -9325,7 +10425,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.961, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -9375,7 +10475,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.968, "line_data_list": [ { "line": "access key:AIhq5Xyb1Gga9Q26", @@ -9425,7 +10525,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.968, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -9475,7 +10575,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.952, "line_data_list": [ { "line": "ANY_key=AIhq5Xyb1Gga9Q29", @@ -9525,7 +10625,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.96, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -9575,7 +10675,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.937, "line_data_list": [ { "line": "ANY_id=AIhq5Xyb1Gga9Q31 ANY_token=AIhq5Xyb1Gga9Q31", @@ -9625,7 +10725,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.996, "line_data_list": [ { "line": "access_token:AIhq5Xyb1Gga9Q33", @@ -9675,7 +10775,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.961, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -9775,7 +10875,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, + "ml_probability": 0.649, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -9888,31 +10988,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.983, - "line_data_list": [ - { - "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (PW:IhqSb1Gg)", - "line_num": 6, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 44, - "value_end": 52, - "variable": "PW", - "variable_start": 41, - "variable_end": 43, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -9942,7 +11017,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} password:IhqSb1Gg", @@ -9992,7 +11067,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.854, "line_data_list": [ { "line": "ssh -P IhqSb1Gg gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -10042,7 +11117,32 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.983, + "ml_probability": 0.644, + "line_data_list": [ + { + "line": "ID/Pass:xxxx:master/IhqSb1Gg,xxxx:master/IhqSb1Gg", + "line_num": 13, + "path": "./tests/samples/doc_various", + "info": "FILE|RAW", + "value": "xxxx:master/IhqSb1Gg,xxxx:master/IhqSb1Gg", + "value_start": 8, + "value_end": 49, + "variable": "Pass", + "variable_start": 3, + "variable_end": 7, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.6484628335484683, + "valid": false + } + } + ] + }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.96, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 pwd:IhqSb1Gg", @@ -10092,7 +11192,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.845, + "ml_probability": 0.697, "line_data_list": [ { "line": "\uacc4\uc815:master(PW:IhqSb1Gg)", @@ -10180,31 +11280,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.988, - "line_data_list": [ - { - "line": "98.76.54.32(pw:IhqSb1Gg)", - "line_num": 17, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 15, - "value_end": 23, - "variable": "pw", - "variable_start": 12, - "variable_end": 14, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -10234,7 +11309,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.779, "line_data_list": [ { "line": "98.76.54.32/pw:IhqSb1Gg", @@ -10280,31 +11355,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.783, - "line_data_list": [ - { - "line": "ID:gildong.hong@example.com mailto:{1}/pw:IhqSb1Gg", - "line_num": 20, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 42, - "value_end": 50, - "variable": "pw", - "variable_start": 39, - "variable_end": 41, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -10439,31 +11489,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.991, - "line_data_list": [ - { - "line": "sftp gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", - "line_num": 22, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 45, - "value_end": 53, - "variable": "pw", - "variable_start": 42, - "variable_end": 44, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -10493,7 +11518,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.949, + "ml_probability": 0.623, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -10610,7 +11635,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.867, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -10660,7 +11685,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.981, + "ml_probability": 0.781, "line_data_list": [ { "line": "id:gildong.hong@example.com mailto:{1} password:IhqSb1Gg", @@ -10752,7 +11777,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.73, "line_data_list": [ { "line": "98.76.54.32 ANY_PW:IhqSb1Gg", @@ -10798,31 +11823,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.962, - "line_data_list": [ - { - "line": "98.76.54.32(ID/PW:IhqSb1Gg)", - "line_num": 36, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 18, - "value_end": 26, - "variable": "PW", - "variable_start": 15, - "variable_end": 17, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -10852,7 +11852,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.792, + "ml_probability": 0.868, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 (pwd:IhqSb1Gg)", @@ -10902,7 +11902,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.991, + "ml_probability": 0.652, "line_data_list": [ { "line": "id:xxxx(ANYpw:IhqSb1Ga)", @@ -10952,7 +11952,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.869, "line_data_list": [ { "line": "gildong.hong@98.76.54.32,pw:IhqSb1Gg", @@ -11048,31 +12048,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.97, - "line_data_list": [ - { - "line": "98.76.54.32:xxxx(PW:IhqSb1Gg)", - "line_num": 51, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 20, - "value_end": 28, - "variable": "PW", - "variable_start": 17, - "variable_end": 19, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -11102,7 +12077,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.869, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 PW:IhqSb1Gg", @@ -11152,7 +12127,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.971, "line_data_list": [ { "line": "ANY_user:xxxx ANY_pwd:IhqSb1Gg", @@ -11202,7 +12177,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.966, "line_data_list": [ { "line": "Acount name:xxxx Initial Password:IhqSb1Gg", @@ -11252,7 +12227,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.948, + "ml_probability": 0.687, "line_data_list": [ { "line": "Access wifi:xxxx(PW:IhqSb1Gg)", @@ -11302,7 +12277,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.949, + "ml_probability": 0.962, "line_data_list": [ { "line": "-User:master -PasswordANY:IhqSb1Gg", @@ -11377,7 +12352,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, + "ml_probability": 0.649, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -11427,7 +12402,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.992, + "ml_probability": 0.874, "line_data_list": [ { "line": "master@98.76.54.32,PW:IhqSb1Gg", @@ -11477,7 +12452,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.779, "line_data_list": [ { "line": "98.76.54.32 pw:IhqSb1Gg", @@ -11527,7 +12502,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.902, "line_data_list": [ { "line": "config:xxxx,PW:IhqSb1Gg", @@ -11577,7 +12552,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.857, "line_data_list": [ { "line": "scp gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -11627,7 +12602,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.989, + "ml_probability": 0.861, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1} pw:IhqSb1Gg", @@ -11719,7 +12694,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.996, + "ml_probability": 0.861, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -11769,7 +12744,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.857, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1},pw:IhqSb1Gg", @@ -11819,7 +12794,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.978, + "ml_probability": 0.855, "line_data_list": [ { "line": "(ssh gildong.hong@98.76.54.32 mailto{1}) pwd:IhqSb1Gg", @@ -11869,7 +12844,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.856, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}, pw:IhqSb1Gg", @@ -11919,7 +12894,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.953, + "ml_probability": 0.854, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (pwd:IhqSb1Gg)", @@ -11969,7 +12944,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.871, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -12019,7 +12994,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.973, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} Password:IhqSb1Gg", @@ -12069,32 +13044,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.958, - "line_data_list": [ - { - "line": "gildong.hong@98.76.54.32 mailto:{1} (pass:IhqSb1Gg)", - "line_num": 97, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 42, - "value_end": 50, - "variable": "pass", - "variable_start": 37, - "variable_end": 41, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.857, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -12144,7 +13094,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.83, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pass:IhqSb1Gg", @@ -12169,7 +13119,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1}/password:IhqSb1Gg", @@ -12261,7 +13211,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}/password:IhqSb1Gg", @@ -12291,39 +13241,14 @@ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}/password:IhqSb1Gg", "line_num": 104, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 49, - "value_end": 57, - "variable": "password", - "variable_start": 40, - "variable_end": 48, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.894, - "line_data_list": [ - { - "line": "-ANYID:gildong.hong@example.com mailto:{1} -pw:IhqSb1Gg", - "line_num": 105, - "path": "./tests/samples/doc_various", - "info": "FILE|RAW", - "value": "IhqSb1Gg", - "value_start": 47, - "value_end": 55, - "variable": "pw", - "variable_start": 44, - "variable_end": 46, + "path": "./tests/samples/doc_various", + "info": "FILE|RAW", + "value": "IhqSb1Gg", + "value_start": 49, + "value_end": 57, + "variable": "password", + "variable_start": 40, + "variable_end": 48, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.0, @@ -12403,7 +13328,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.97, + "ml_probability": 0.861, "line_data_list": [ { "line": "ID:gildong.hong@xxxx.net mailto:{1} pw:IhqSb1Gg", @@ -12453,7 +13378,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.993, + "ml_probability": 0.775, "line_data_list": [ { "line": "http://98.76.54.32:xxx(pw:IhqSb1Gg)", @@ -12503,7 +13428,32 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.95, + "ml_probability": 0.684, + "line_data_list": [ + { + "line": "password is NsIdksKJdj\ttoken is bace4d19-fa7e-b2e4-1afe-9129474bcd81\tPassword: \"Dw7^&ndgf", @@ -12603,7 +13553,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.666, "line_data_list": [ { "line": "secret: >4<563^%$&5w", @@ -12624,6 +13574,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.707, + "line_data_list": [ + { + "line": "pass: Dsfgh%$d<>s&", + "line_num": 34, + "path": "./tests/samples/drawio", + "info": "FILE|MXFILE", + "value": "Dsfgh%$d<>s&", + "value_start": 6, + "value_end": 18, + "variable": "pass", + "variable_start": 0, + "variable_end": 4, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 1.9245614587540076, + "valid": false + } + } + ] + }, { "rule": "UUID", "severity": "info", @@ -12653,7 +13628,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.995, + "ml_probability": 0.985, "line_data_list": [ { "line": "page2 secret is ce49dba1-e4fe-b2a7-4ffa-132bcd819474", @@ -12774,31 +13749,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.75, - "line_data_list": [ - { - "line": "# this is encrypted key that should be not found {\"secretKey\": \"ENC(2dfRFqV/cS6TzRd+JyO=)\"}", - "line_num": 1, - "path": "./tests/samples/encrypted_credential", - "info": "FILE|RAW", - "value": "ENC(2dfRFqV/cS6TzRd+JyO=", - "value_start": 64, - "value_end": 88, - "variable": "secretKey", - "variable_start": 51, - "variable_end": 60, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.227255729857775, - "valid": false - } - } - ] - }, { "rule": "DOC_CREDENTIALS", "severity": "medium", @@ -14037,7 +14987,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "prKeyValid=LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0", @@ -14062,107 +15012,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_1=\"/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF\"", - "line_num": 2, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_1", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8341837197791895, - "valid": true - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.998, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_2=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF\"", - "line_num": 3, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_2", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.784183719779189, - "valid": true - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_3=\"VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=\"", - "line_num": 4, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_3", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8341837197791895, - "valid": true - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.994, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path__=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE\"", - "line_num": 5, - "path": "./tests/samples/key.hs", - "info": "FILE|RAW", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path__", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8530559073332755, - "valid": true - } - } - ] - }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "\"https://example.com/api/js?key=dhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJB&bug=true\"", @@ -14233,31 +15083,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.949, - "line_data_list": [ - { - "line": "\"pass_mask64\": \"0x81103c1452dd61cd\",", - "line_num": 8, - "path": "./tests/samples/key_value.json", - "info": "FILE|RAW", - "value": "0x81103c1452dd61cd", - "value_start": 24, - "value_end": 42, - "variable": "pass_mask64", - "variable_start": 9, - "variable_end": 20, - "entropy_validation": { - "iterator": "BASE36_CHARS", - "entropy": 3.2390979179887864, - "valid": true - } - } - ] - }, { "rule": "MailChimp API Key", "severity": "high", @@ -14379,7 +15204,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.994, "line_data_list": [ { "line": "+ token = \"V84C7sDU001tFFodKU95USNy97TkqXymnvsFmYhQ\"", @@ -14496,7 +15321,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.994, "line_data_list": [ { "line": "+ token = \"V84C7sDU001tFFodKU95USNy97TkqXymnvsFmYhQ\"", @@ -14546,7 +15371,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "password: F1lT3ReDw17hQoT3s", @@ -14596,7 +15421,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.95, "line_data_list": [ { "line": "key_wrap = 'KJHhJKhKU7yguyuyfrtsdESffhjgkhYT\\", @@ -14621,7 +15446,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.996, "line_data_list": [ { "line": "key_multi = '''KJHfdjs8767gr54534wsFHGf5hJKhK", @@ -14721,7 +15546,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "password = \"0xAb19D82E7f546cC3\"", @@ -14821,7 +15646,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.996, + "ml_probability": 0.844, "line_data_list": [ { "line": "password = \"MYPSWRD!@#$%^&*\"", @@ -14842,31 +15667,6 @@ } ] }, - { - "rule": "DOC_CREDENTIALS", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.911, - "line_data_list": [ - { - "line": "my_pw: nCzx8A8#!", - "line_num": 2, - "path": "./tests/samples/password_TRUE", - "info": "FILE|RAW", - "value": "nCzx8A8#!", - "value_start": 7, - "value_end": 16, - "variable": "my_pw", - "variable_start": 0, - "variable_end": 5, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.2432750011217983, - "valid": false - } - } - ] - }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -14896,47 +15696,22 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "password=2bkJgtJDiLcq1t", - "line_num": 7, - "path": "./tests/samples/password_TRUE", - "info": "FILE|RAW", - "value": "2bkJgtJDiLcq1t", - "value_start": 9, - "value_end": 23, - "variable": "password", - "variable_start": 0, - "variable_end": 8, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.521640636343319, - "valid": false - } - } - ] - }, - { - "rule": "PASSWD_PAIR", - "severity": "medium", - "confidence": "moderate", - "ml_probability": null, + "ml_probability": 0.815, "line_data_list": [ { - "line": "password=2bkJgtJDiLcq1t", - "line_num": 7, + "line": "if passworsd == \"q4c1a2oPd\": # __eq__ separator", + "line_num": 5, "path": "./tests/samples/password_TRUE", "info": "FILE|RAW", - "value": "2bkJgtJDiLcq1t", - "value_start": 9, - "value_end": 23, - "variable": "password", - "variable_start": 0, - "variable_end": 8, + "value": "q4c1a2oPd", + "value_start": 17, + "value_end": 26, + "variable": "passworsd", + "variable_start": 3, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.521640636343319, + "entropy": 3.169925001442312, "valid": false } } @@ -14946,47 +15721,47 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.897, + "ml_probability": 0.985, "line_data_list": [ { - "line": "RUN openssl x509 -req -days 365 -passin \"pass:nCzx8A8#!\" -sha256 -in server.csr -CA ca.pem -CAkey ca-key", - "line_num": 8, + "line": "password=2bkJgtJDiLcq1t", + "line_num": 7, "path": "./tests/samples/password_TRUE", "info": "FILE|RAW", - "value": "nCzx8A8#!", - "value_start": 46, - "value_end": 55, - "variable": "pass", - "variable_start": 41, - "variable_end": 45, + "value": "2bkJgtJDiLcq1t", + "value_start": 9, + "value_end": 23, + "variable": "password", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.2432750011217983, + "entropy": 3.521640636343319, "valid": false } } ] }, { - "rule": "DOC_CREDENTIALS", + "rule": "PASSWD_PAIR", "severity": "medium", - "confidence": "weak", - "ml_probability": 0.995, + "confidence": "moderate", + "ml_probability": null, "line_data_list": [ { - "line": "MYSQL_DATABASE_USER=CRED;MYSQL_DATABASE_PASSWORD=2IWJD88FH4Y;", - "line_num": 12, + "line": "password=2bkJgtJDiLcq1t", + "line_num": 7, "path": "./tests/samples/password_TRUE", "info": "FILE|RAW", - "value": "2IWJD88FH4Y;", - "value_start": 49, - "value_end": 61, - "variable": "MYSQL_DATABASE_PASSWORD", - "variable_start": 25, - "variable_end": 48, + "value": "2bkJgtJDiLcq1t", + "value_start": 9, + "value_end": 23, + "variable": "password", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.119548958994393, + "entropy": 3.521640636343319, "valid": false } } @@ -15408,7 +16183,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "147# password: Jd3OnNy^564eD5_sd", @@ -15929,6 +16704,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.709, + "line_data_list": [ + { + "line": "A2 ID:master,PW:dipPr10Gg!", + "line_num": 1, + "path": "./tests/samples/sample.ods", + "info": "FILE|SheetAny:A2", + "value": "dipPr10Gg!", + "value_start": 16, + "value_end": 26, + "variable": "PW", + "variable_start": 13, + "variable_end": 15, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -16000,7 +16800,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.988, "line_data_list": [ { "line": "A1 password is w3Ry5tR0nG", @@ -16025,7 +16825,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.987, "line_data_list": [ { "line": "password = Xdj@jcN834b", @@ -16221,6 +17021,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.709, + "line_data_list": [ + { + "line": "A2 ID:master,PW:dipPr10Gg!", + "line_num": 1, + "path": "./tests/samples/sample.xls", + "info": "FILE|SheetAny:A2", + "value": "dipPr10Gg!", + "value_start": 16, + "value_end": 26, + "variable": "PW", + "variable_start": 13, + "variable_end": 15, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -16292,7 +17117,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.988, "line_data_list": [ { "line": "A1 password is w3Ry5tR0nG", @@ -16413,6 +17238,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.709, + "line_data_list": [ + { + "line": "A2 ID:master,PW:dipPr10Gg!", + "line_num": 1, + "path": "./tests/samples/sample.xlsx", + "info": "FILE|SheetAny:A2", + "value": "dipPr10Gg!", + "value_start": 16, + "value_end": 26, + "variable": "PW", + "variable_start": 13, + "variable_end": 15, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.989735285398626, + "valid": false + } + } + ] + }, { "rule": "ID_PAIR_PASSWD_PAIR", "severity": "medium", @@ -16484,7 +17334,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.988, "line_data_list": [ { "line": "A1 password is w3Ry5tR0nG", @@ -16684,32 +17534,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, - "line_data_list": [ - { - "line": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY 'SqLpa5sW0rD';", - "line_num": 1, - "path": "./tests/samples/sql_password", - "info": "FILE|RAW", - "value": "SqLpa5sW0rD", - "value_start": 72, - "value_end": 83, - "variable": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY", - "variable_start": 0, - "variable_end": 70, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.459431618637298, - "valid": false - } - } - ] - }, - { - "rule": "SQL Password", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.995, + "ml_probability": 0.991, "line_data_list": [ { "line": "'create user name identified by 'SqLpa5sW0rD' --", @@ -16734,7 +17559,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -16759,7 +17584,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.99, + "ml_probability": 0.995, "line_data_list": [ { "line": "\uff1a`CREATE USER 'haproxy'@'%' IDENTIFIED BY 'SqLpa5sW0rD';`", @@ -16784,7 +17609,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -16809,7 +17634,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "expected_statement = \"\"\"CREATE USER foo WITH ENCRYPTED PASSWORD 'SqLpa5sW0rD' CREATEDB;", @@ -16976,7 +17801,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.979, + "ml_probability": 0.972, "line_data_list": [ { "line": "ALTER ROLE postgres PASSWORD 'SqLpa5sW0rD'; SELECT pg_reload_conf()\"", @@ -17001,7 +17826,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.992, "line_data_list": [ { "line": "ALTER USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -17143,7 +17968,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER chuck WITH PASSWORD 'SqLpa5sW0rD' SUPERUSER;", @@ -17168,7 +17993,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.985, "line_data_list": [ { "line": "CREATE USER IF NOT EXISTS sandy WITH PASSWORD 'SqLpa5sW0rD' NOSUPERUSER;", @@ -17193,7 +18018,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER myuser WITH PASSWORD 'SqLpa5sW0rD';", @@ -17218,7 +18043,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "CREATE USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -17243,7 +18068,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.971, + "ml_probability": 0.982, "line_data_list": [ { "line": "ALTER USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -17268,7 +18093,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.84, + "ml_probability": 0.985, "line_data_list": [ { "line": "ALTER USER 'super_user'@'10.10.10.%' identified by 'SqLpa5sW0rD';", @@ -17293,7 +18118,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.981, + "ml_probability": 0.99, "line_data_list": [ { "line": "ALTER USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -17318,7 +18143,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -17343,7 +18168,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.981, "line_data_list": [ { "line": "CREATE USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -17368,7 +18193,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.986, "line_data_list": [ { "line": "mysql -u root -pdbadmin -e \"CREATE USER 'cactiuser'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';\"\u2013", @@ -17393,7 +18218,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-c \"CREATE ROLE scram_test login password 'SqLpa5sW0rD'\"", @@ -17418,7 +18243,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "CREATE ROLE app_admin WITH LOGIN PASSWORD SqLpa5sW0rD;", @@ -17443,7 +18268,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE ROLE flask_admin_geo LOGIN PASSWORD 'SqLpa5sW0rD';", @@ -17493,7 +18318,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.956, + "ml_probability": 0.93, "line_data_list": [ { "line": "create role forum_example_graph login password 'SqLpa5sW0rD';", @@ -17518,7 +18343,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.814, + "ml_probability": 0.95, "line_data_list": [ { "line": "SET PASSWORD FOR 'username'@'localhost' = PASSWORD('SqLpa5sW0rD');", @@ -17543,7 +18368,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.852, + "ml_probability": 0.955, "line_data_list": [ { "line": "insert into mysql.user values(PASSWORD('SqLpa5sW0rD') );", @@ -17564,6 +18389,31 @@ } ] }, + { + "rule": "SQL Password", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.853, + "line_data_list": [ + { + "line": "UPDATE mysql.user SET authentication_string = PASSWORD ('SqLpa5sW0rD') WHERE User = 'username';", + "line_num": 30, + "path": "./tests/samples/sql_password", + "info": "FILE|RAW", + "value": "SqLpa5sW0rD", + "value_start": 57, + "value_end": 68, + "variable": "UPDATE mysql.user SET authentication_string = PASSWORD", + "variable_start": 0, + "variable_end": 54, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.459431618637298, + "valid": false + } + } + ] + }, { "rule": "Square Access Token", "severity": "high", @@ -17889,6 +18739,31 @@ } ] }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.689, + "line_data_list": [ + { + "line": "PW: H1ddEn#ema1l", + "line_num": 6, + "path": "./tests/samples/test.eml", + "info": "FILE|EML-HTML", + "value": "H1ddEn#ema1l", + "value_start": 4, + "value_end": 16, + "variable": "PW", + "variable_start": 0, + "variable_end": 2, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9528822923277263, + "valid": false + } + } + ] + }, { "rule": "PASSWD_PAIR", "severity": "medium", @@ -17918,7 +18793,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "td : Password: MU$T6Ef09#D!", @@ -18118,7 +18993,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.993, + "ml_probability": 0.995, "line_data_list": [ { "line": "gi_reo_gi_token = \"G1Re06G1BdgNseiJDN21Z094M\"", @@ -18143,7 +19018,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.988, + "ml_probability": 0.97, "line_data_list": [ { "line": "Token-> DemoToken: Nxs094M3ed2s1Re0F4M3ed2GZ8M= <- for User : demo", @@ -18168,7 +19043,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "fp_tokenized_value=\"b035d48j9X2dfjF0hb9sd8Guf5hWu2ia\"", @@ -18193,7 +19068,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "tp_token_value=\"b035d48j9X2dfjF0hb9sd8Guf5hWu2ia\"", @@ -18293,7 +19168,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.929, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -18518,7 +19393,7 @@ "rule": "DOC_CREDENTIALS", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.997, "line_data_list": [ { "line": "password : cackle!", @@ -18538,5 +19413,30 @@ } } ] + }, + { + "rule": "DOC_CREDENTIALS", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.969, + "line_data_list": [ + { + "line": "password : peace_for_ukraine", + "line_num": 1, + "path": "./tests/samples/xml_password.xml", + "info": "FILE|XML", + "value": "peace_for_ukraine", + "value_start": 11, + "value_end": 28, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.091591477446567, + "valid": true + } + } + ] } ] \ No newline at end of file diff --git a/tests/data/ml_threshold.json b/tests/data/ml_threshold.json index 596ca09c6..89cff7a76 100644 --- a/tests/data/ml_threshold.json +++ b/tests/data/ml_threshold.json @@ -28,7 +28,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.91, "line_data_list": [ { "line": "gi_reo_gi_api = \"DvMB_glvwjlEQ_uqIyn8k\";", @@ -178,7 +178,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.984, "line_data_list": [ { "line": "\"kerberos_authentication\": \"YI7IB6wYJgaMgHAgIKoZI2AQBuIh2cSA0IB1qA\"", @@ -203,7 +203,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "\"authorization\": \"aMgHAgIKhwLgGq02iQoZI1AQBuOh4cSAQ8B1qA\"", @@ -228,7 +228,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.845, "line_data_list": [ { "line": "headers = {authorization: /oauth_signature=\"JgEWaL6V6eM%2FFb9wuXG4I3IB6wY%3D\"/, content_type: 'application/json; charset=utf-8'}", @@ -253,7 +253,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Authorization: NTLM TlRMTUAAABABoITVNIAAZI1AQBuOh4cSAQ8B1A=", @@ -278,7 +278,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "curl -H \"Authorization: Basic WxhZGRpVuc2VzYW1lbjYp12vcG\" http://localhost:8080/.", @@ -303,7 +303,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.964, "line_data_list": [ { "line": "curl -H \"Authorization: Bearer eyJGRpVu1c2VzY2-823r_db32hbf4W1lbj\" http://localhost:8080/.", @@ -445,7 +445,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.375, + "ml_probability": 0.812, "line_data_list": [ { "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", @@ -470,7 +470,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.375, + "ml_probability": 0.812, "line_data_list": [ { "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", @@ -562,7 +562,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { "line": " \"request_url\": \"https://gireogi323.s3.amazonaws.com/x3342?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=203230516T251998Z&X-Amz-SignedHeaders=host&X-Amz-Expires=999999&X-Amz-Credential=AKIAGIREOGIAWSKEY323%2F21100651%2Feu-west-3%2Fs3%2Faws_dummy&X-Amz-Key=CrackleGiReoGi123CrackleGiReoGi323AWSkey\"", @@ -587,7 +587,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.288, + "ml_probability": 0.259, "line_data_list": [ { "line": " \"request_url\": \"https://gireogi323.s3.amazonaws.com/x3342?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=203230516T251998Z&X-Amz-SignedHeaders=host&X-Amz-Expires=999999&X-Amz-Credential=AKIAGIREOGIAWSKEY323%2F21100651%2Feu-west-3%2Fs3%2Faws_dummy&X-Amz-Key=CrackleGiReoGi123CrackleGiReoGi323AWSkey\"", @@ -679,7 +679,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.382, + "ml_probability": 0.811, "line_data_list": [ { "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", @@ -704,7 +704,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.382, + "ml_probability": 0.811, "line_data_list": [ { "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", @@ -821,7 +821,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.977, "line_data_list": [ { "line": " \"AccessKeyId\" : \"AKIA0ON7V2DD57PL3JXM\",", @@ -896,7 +896,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": " \"Token\" : \"J38YmIgn7dH6cw4W1yqoRgjsFsWvysFjfVcpCh7O9Yyv9/qNvNI\",", @@ -946,7 +946,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.626, + "ml_probability": 0.441, "line_data_list": [ { "line": "AWS_MWS_KEY = \"amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6\"", @@ -1321,7 +1321,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "\"Bitbucket Repository Access Token\" : \"ATCTT3xFfGN0zXtbKHz2POF86xa-2aBiYC4o_T3-myk01bmFVluUIFtGm_VFQwLizp4o1FKw-AMZhtdA0NzizshnA8WzRdfgv6GeTyowCD101oqKbJ4nx9DFsar5YyUNkwO9maR9-00tQvfciyfOHtPKG6K1d76Ki3iFo7roGeyJu4j1jM3GwQ4=EDDE81AD\"", @@ -1371,7 +1371,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.901, + "ml_probability": 0.997, "line_data_list": [ { "line": "gpg --decrypt --passphrase N1DdkUD3E73 --output decrypted.txt encrypted.txt.gpg", @@ -1421,7 +1421,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.964, + "ml_probability": 1.0, "line_data_list": [ { "line": "-Domain 'localhost' -Password 'Sjdn43ss@!'", @@ -1446,7 +1446,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1471,7 +1471,7 @@ "rule": "CMD Token", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1521,7 +1521,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.964, "line_data_list": [ { "line": "ConvertTo-SecureString -String -Force dsjUE#$gds8s", @@ -1546,7 +1546,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "\"ConvertTo-SecureString \\\"4yd21JKH~GE8dkd\\\"\"", @@ -1571,7 +1571,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.983, "line_data_list": [ { "line": "gi_reo_gi_credential = \"K2u6mFw8wJOsAf\"", @@ -1696,7 +1696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.021, + "ml_probability": 0.953, "line_data_list": [ { "line": "ID:master,PW:dipPr10Gg!", @@ -1721,7 +1721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.025, + "ml_probability": 0.943, "line_data_list": [ { "line": "ID:master PW:dipPr11Gg!", @@ -1746,7 +1746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.23, + "ml_probability": 0.952, "line_data_list": [ { "line": "ANYID:master PW:dipPr12Gg!", @@ -1771,7 +1771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.043, + "ml_probability": 0.998, "line_data_list": [ { "line": "Username:master Password:dipPr13Gg!", @@ -1796,7 +1796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.864, + "ml_probability": 0.998, "line_data_list": [ { "line": "id:master,password:dipPr14Gg!", @@ -1821,7 +1821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.117, + "ml_probability": 0.953, "line_data_list": [ { "line": "ID:master/PW:dipPr15Gg!", @@ -1846,7 +1846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.855, + "ml_probability": 0.998, "line_data_list": [ { "line": "id:master password:dipPr16Gg!", @@ -1871,7 +1871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.874, + "ml_probability": 0.998, "line_data_list": [ { "line": "user:master password:dipPr17Gg!", @@ -1896,7 +1896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.893, + "ml_probability": 0.998, "line_data_list": [ { "line": "username:master,password:dipPr19Gg!", @@ -1921,7 +1921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.008, + "ml_probability": 0.95, "line_data_list": [ { "line": "username:master pwd:dipPr110Gg!", @@ -1946,7 +1946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.092, + "ml_probability": 0.789, "line_data_list": [ { "line": "ANYid:master,password:dipPr111Gg!", @@ -1971,7 +1971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.954, "line_data_list": [ { "line": "ID:master PWD:dipPr112Gg!", @@ -1996,7 +1996,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.619, + "ml_probability": 0.998, "line_data_list": [ { "line": "user id:master password:dipPr113Gg!", @@ -2021,7 +2021,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.708, + "ml_probability": 0.998, "line_data_list": [ { "line": "user:master,password:dipPr114Gg!", @@ -2046,7 +2046,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.915, + "ml_probability": 0.998, "line_data_list": [ { "line": "user=master,password=dipPr115Gg!", @@ -2071,7 +2071,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.704, + "ml_probability": 0.998, "line_data_list": [ { "line": "username=master password=dipPr116Gg!", @@ -2096,7 +2096,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.338, + "ml_probability": 0.998, "line_data_list": [ { "line": "User name:master Password:dipPr117Gg!", @@ -2121,7 +2121,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.738, + "ml_probability": 0.998, "line_data_list": [ { "line": "username=master,password=dipPr118Gg!", @@ -2146,7 +2146,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.876, + "ml_probability": 0.998, "line_data_list": [ { "line": "--user=master --password=dipPr119Gg!", @@ -2171,7 +2171,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.045, + "ml_probability": 0.987, "line_data_list": [ { "line": "user=master passwd=dipPr120Gg!", @@ -2196,7 +2196,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.912, + "ml_probability": 0.998, "line_data_list": [ { "line": "account:dipPr121Gg! password:dipPr121Gg!", @@ -2221,7 +2221,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.081, + "ml_probability": 0.963, "line_data_list": [ { "line": "id:master pass:dipPr122Gg!", @@ -2246,7 +2246,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.463, + "ml_probability": 0.959, "line_data_list": [ { "line": "user:master pw:dipPr124Gg!", @@ -2271,7 +2271,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.196, + "ml_probability": 0.998, "line_data_list": [ { "line": "Username:master/Password:dipPr125Gg!", @@ -2296,7 +2296,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.767, + "ml_probability": 0.998, "line_data_list": [ { "line": "userId:master,password:dipPr126Gg!", @@ -2321,7 +2321,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--user master --password dipPr127Gg!", @@ -2346,7 +2346,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.464, + "ml_probability": 0.997, "line_data_list": [ { "line": "dipPr128Gg! ID:master dipPr128Gg! Password:dipPr128Gg!", @@ -2371,7 +2371,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.909, + "ml_probability": 0.958, "line_data_list": [ { "line": "ANYid:master,pw:dipPr129Gg!", @@ -2396,7 +2396,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.016, + "ml_probability": 0.961, "line_data_list": [ { "line": "user:master pwd:dipPr130Gg!", @@ -2421,7 +2421,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.003, + "ml_probability": 0.949, "line_data_list": [ { "line": "Login:dipPr131Gg! Pwd:dipPr131Gg!", @@ -2446,7 +2446,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.847, + "ml_probability": 0.998, "line_data_list": [ { "line": "ANYID:master Password:dipPr132Gg!", @@ -2471,7 +2471,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.102, + "ml_probability": 0.998, "line_data_list": [ { "line": "-Username:master -Password:dipPr133Gg!", @@ -2496,7 +2496,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.933, + "ml_probability": 0.956, "line_data_list": [ { "line": "account:dipPr134Gg! pw:dipPr134Gg!", @@ -2521,7 +2521,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.791, + "ml_probability": 0.956, "line_data_list": [ { "line": "user id:master user pw:dipPr135Gg!", @@ -2546,7 +2546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.733, + "ml_probability": 0.998, "line_data_list": [ { "line": "user_name=master password=dipPr136Gg!", @@ -2571,7 +2571,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--username master --password dipPr137Gg!", @@ -2596,7 +2596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", @@ -2646,7 +2646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.003, + "ml_probability": 0.962, "line_data_list": [ { "line": "ID:master,PWD:dipPr140Gg!", @@ -2671,7 +2671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.687, + "ml_probability": 0.963, "line_data_list": [ { "line": "ID:master/PASS:dipPr141Gg!", @@ -2696,7 +2696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.543, + "ml_probability": 0.986, "line_data_list": [ { "line": "account:master passwd:dipPr142Gg!", @@ -2721,7 +2721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.726, + "ml_probability": 0.998, "line_data_list": [ { "line": "login:master password:dipPr143Gg!", @@ -2746,7 +2746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.473, + "ml_probability": 0.963, "line_data_list": [ { "line": "user=master,pass=dipPr144Gg!", @@ -2771,7 +2771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.971, + "ml_probability": 0.998, "line_data_list": [ { "line": "password:dipPr145Gg! username:master", @@ -2796,7 +2796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.846, + "ml_probability": 0.998, "line_data_list": [ { "line": "Login as:master Password:dipPr146Gg!", @@ -2821,7 +2821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.477, + "ml_probability": 0.969, "line_data_list": [ { "line": "ID:master,pass:dipPr147Gg!", @@ -2846,7 +2846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.761, + "ml_probability": 0.96, "line_data_list": [ { "line": "id:master pw:dipPr148Gg!", @@ -2871,7 +2871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.803, + "ml_probability": 0.844, "line_data_list": [ { "line": "(98.76.54.32)ID:master PW:dipPr149Gg!", @@ -2896,7 +2896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.569, + "ml_probability": 0.95, "line_data_list": [ { "line": "-id:master -pw:dipPr151Gg!", @@ -2921,7 +2921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.666, + "ml_probability": 0.957, "line_data_list": [ { "line": "username:master pw:dipPr152Gg!", @@ -2946,7 +2946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.842, + "ml_probability": 0.998, "line_data_list": [ { "line": "-User Name:master -Password:dipPr154Gg!", @@ -2971,7 +2971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "account:dipPr155Gg!/password:dipPr155Gg!", @@ -2996,7 +2996,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.961, + "ml_probability": 0.951, "line_data_list": [ { "line": "ANYuser=master ANY_pass=dipPr156Gg!", @@ -3021,7 +3021,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.998, "line_data_list": [ { "line": "ANYUser:master password:dipPr157Gg!", @@ -3046,7 +3046,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.141, + "ml_probability": 0.961, "line_data_list": [ { "line": "user:master,pwd:dipPr158Gg!", @@ -3096,7 +3096,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.97, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANYusername:master,ANY_password:dipPr160Gg!", @@ -3121,7 +3121,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.656, + "ml_probability": 0.942, "line_data_list": [ { "line": "ANY_USER=master ANY_PASS=dipPr161Gg!", @@ -3146,7 +3146,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.114, + "ml_probability": 0.998, "line_data_list": [ { "line": "User Account:master User password:dipPr162Gg!", @@ -3171,7 +3171,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.004, + "ml_probability": 0.948, "line_data_list": [ { "line": "dipPr163Gg! ID:master dipPr163Gg! PWD:dipPr163Gg!", @@ -3196,7 +3196,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.88, + "ml_probability": 0.998, "line_data_list": [ { "line": "userid=master password=dipPr164Gg!", @@ -3221,7 +3221,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANY-username=master ANY-password=dipPr165Gg!", @@ -3246,7 +3246,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.165, + "ml_probability": 0.961, "line_data_list": [ { "line": "username:master pass:dipPr166Gg!", @@ -3271,7 +3271,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.073, + "ml_probability": 0.961, "line_data_list": [ { "line": "user=master pwd=dipPr168Gg!", @@ -3296,7 +3296,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.55, + "ml_probability": 0.959, "line_data_list": [ { "line": "Name:master,PW:dipPr169Gg!", @@ -3321,7 +3321,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.297, + "ml_probability": 0.968, "line_data_list": [ { "line": "user:master pass:dipPr172Gg!", @@ -3346,7 +3346,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.978, + "ml_probability": 0.998, "line_data_list": [ { "line": "user=master password=dipPr174Gg!", @@ -3371,7 +3371,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.998, "line_data_list": [ { "line": "Host name:master/Password:dipPr175Gg!", @@ -3396,7 +3396,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.955, + "ml_probability": 0.998, "line_data_list": [ { "line": "role:master,password:dipPr176Gg!", @@ -3421,7 +3421,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.662, + "ml_probability": 0.948, "line_data_list": [ { "line": "Wifi Name:master,PW:dipPr177Gg!", @@ -3446,7 +3446,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.751, + "ml_probability": 0.998, "line_data_list": [ { "line": "ID:master/Password:dipPr178Gg!", @@ -3471,7 +3471,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.998, "line_data_list": [ { "line": "name:master,password:dipPr179Gg!", @@ -3496,7 +3496,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.733, + "ml_probability": 0.998, "line_data_list": [ { "line": "Loging:master Password:dipPr180Gg!", @@ -3521,7 +3521,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.014, + "ml_probability": 0.952, "line_data_list": [ { "line": "Loging:master Pwd:dipPr181Gg!", @@ -3546,7 +3546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.62, + "ml_probability": 0.956, "line_data_list": [ { "line": "id:master,default pw:dipPr182Gg!", @@ -3571,7 +3571,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.653, + "ml_probability": 0.957, "line_data_list": [ { "line": "id/pw id:master pw:dipPr185Gg!", @@ -3596,7 +3596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.045, + "ml_probability": 0.961, "line_data_list": [ { "line": "user:master,pwd:dipPr186Gg!", @@ -3621,7 +3621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.458, + "ml_probability": 0.948, "line_data_list": [ { "line": "username:master/pw:dipPr188Gg!", @@ -3646,7 +3646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.828, + "ml_probability": 0.957, "line_data_list": [ { "line": "username:master pw:dipPr189Gg!", @@ -3671,7 +3671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.018, + "ml_probability": 0.96, "line_data_list": [ { "line": "PW:dipPr190Gg! ID:master", @@ -3696,7 +3696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.95, "line_data_list": [ { "line": "ANYid:master pw:dipPr194Gg! ip:98.76.54.32", @@ -3721,7 +3721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.976, + "ml_probability": 0.959, "line_data_list": [ { "line": "id: master pw:dipPr197Gg!", @@ -3746,7 +3746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.316, + "ml_probability": 0.74, "line_data_list": [ { "line": "id:master@example.com,pw:dipPr198Gg!", @@ -3771,7 +3771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.161, + "ml_probability": 0.593, "line_data_list": [ { "line": "id:master@example.com,pw:IHQSB1GG!", @@ -3796,7 +3796,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.691, + "line_data_list": [ + { + "line": "ID/PW:master/iPp0@GRq", + "line_num": 1, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp0@GRq", + "value_start": 6, + "value_end": 21, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.989, "line_data_list": [ { "line": "ID/Password:master/iPp2@GRq", @@ -3821,7 +3846,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.0, + "ml_probability": 0.765, + "line_data_list": [ + { + "line": "ID/Pass:master/iPp3@GRq", + "line_num": 4, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp3@GRq", + "value_start": 8, + "value_end": 23, + "variable": "Pass", + "variable_start": 3, + "variable_end": 7, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.64643122256795, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.691, "line_data_list": [ { "line": "ID:PW=master:iPp4@GRq", @@ -3846,7 +3896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.0, + "ml_probability": 0.691, "line_data_list": [ { "line": "ID/PW=master/iPp5@GRq", @@ -3871,7 +3921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.012, + "ml_probability": 0.988, "line_data_list": [ { "line": "username/password:master/iPp7@GRq", @@ -3896,7 +3946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.91, "line_data_list": [ { "line": "id/passwd:master/iPp8@GRq", @@ -3921,7 +3971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.484, + "ml_probability": 0.771, "line_data_list": [ { "line": "98.76.54.32(ID:master/PW:iPp10@GRq) # todo: move into other sample ?", @@ -3946,7 +3996,57 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.56, + "ml_probability": 0.763, + "line_data_list": [ + { + "line": "\uc544\uc774\ub514/PW:master/iPp16@GRq", + "line_num": 17, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp16@GRq", + "value_start": 7, + "value_end": 23, + "variable": "PW", + "variable_start": 4, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.766, + "line_data_list": [ + { + "line": "\uacc4\uc815/PW:master/iPp17@GRq", + "line_num": 18, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp17@GRq", + "value_start": 6, + "value_end": 22, + "variable": "PW", + "variable_start": 3, + "variable_end": 5, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.745, "line_data_list": [ { "line": "98.76.54.32 id/pw:master/iPp19@GRq", @@ -3971,7 +4071,57 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.78, + "line_data_list": [ + { + "line": "ID/PWD:master/iPp21@GRq", + "line_num": 22, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp21@GRq", + "value_start": 7, + "value_end": 23, + "variable": "PWD", + "variable_start": 3, + "variable_end": 6, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.75, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.753, + "line_data_list": [ + { + "line": "user/pwd:master/iPp22@GRq", + "line_num": 23, + "path": "./tests/samples/doc_id_passwd_pair", + "info": "", + "value": "master/iPp22@GRq", + "value_start": 9, + "value_end": 25, + "variable": "pwd", + "variable_start": 5, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.625, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.822, "line_data_list": [ { "line": "user/pass:master/iPp25@GRq", @@ -3996,7 +4146,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.013, + "ml_probability": 0.992, "line_data_list": [ { "line": "ID/Password=master/iPp27@GRq", @@ -4021,7 +4171,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.0, + "ml_probability": 0.766, "line_data_list": [ { "line": "ID/PW:master/iPp28@GRq", @@ -4046,7 +4196,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.134, + "ml_probability": 0.999, "line_data_list": [ { "line": "Password:Prl23Db#@", @@ -4071,7 +4221,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.004, + "ml_probability": 0.968, "line_data_list": [ { "line": "pw:Prl23Db#@", @@ -4096,7 +4246,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.14, + "ml_probability": 0.999, "line_data_list": [ { "line": "Password=Prl23Db#@", @@ -4121,7 +4271,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.969, "line_data_list": [ { "line": "pwd:Prl23Db#@", @@ -4146,7 +4296,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.667, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY_password=Prl23Db#@", @@ -4171,7 +4321,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.007, + "ml_probability": 0.979, "line_data_list": [ { "line": "pass:Prl23Db#@", @@ -4196,7 +4346,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.435, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY-password=Prl23Db#@", @@ -4221,7 +4371,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.988, + "ml_probability": 0.998, "line_data_list": [ { "line": "master@98.76.54.32 password:Prl23Db#@", @@ -4246,7 +4396,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.895, + "ml_probability": 1.0, "line_data_list": [ { "line": "--Password Prl23Db#@", @@ -4271,7 +4421,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.015, + "ml_probability": 0.952, "line_data_list": [ { "line": "ANY_PW:Prl23Db#@", @@ -4296,7 +4446,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.943, + "ml_probability": 0.999, "line_data_list": [ { "line": "default password:Prl23Db#@", @@ -4321,7 +4471,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.728, + "ml_probability": 0.999, "line_data_list": [ { "line": "\"password\":\"Prl23Db#@\"", @@ -4346,7 +4496,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.992, "line_data_list": [ { "line": "Passwd:Prl23Db#@ Prl23Db#@", @@ -4371,7 +4521,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.002, + "ml_probability": 0.999, "line_data_list": [ { "line": "PW:Prl23Db#@,password:Prl23Db#@", @@ -4396,7 +4546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.005, + "ml_probability": 0.999, "line_data_list": [ { "line": "PW:Prl23Db#@,password:Prl23Db#@", @@ -4421,7 +4571,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.183, + "ml_probability": 0.999, "line_data_list": [ { "line": "password:Prl23Db#@,\ube44\ubc88:Prl23Db#@", @@ -4446,7 +4596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.014, + "ml_probability": 0.993, "line_data_list": [ { "line": "passwd=Prl23Db#@", @@ -4471,7 +4621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.201, + "ml_probability": 0.999, "line_data_list": [ { "line": "password:Prl23Db#@, paasword:Prl23Db#@", @@ -4496,7 +4646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.394, + "ml_probability": 0.999, "line_data_list": [ { "line": "password:Prl23Db#@,ANYPassword:Prl23Db#@", @@ -4521,7 +4671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.329, + "ml_probability": 0.999, "line_data_list": [ { "line": "password:Prl23Db#@,ANYPassword:Prl23Db#@", @@ -4546,7 +4696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.01, + "ml_probability": 0.998, "line_data_list": [ { "line": "Password:Prl23Db#@,pwd=Prl23Db#@", @@ -4571,7 +4721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.045, + "ml_probability": 0.999, "line_data_list": [ { "line": "Password:Prl23Db#@,pwd=Prl23Db#@", @@ -4596,7 +4746,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 1.0, "line_data_list": [ { "line": "-password \"Prl23Db#@\"", @@ -4621,7 +4771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.62, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY_password:Prl23Db#@", @@ -4646,7 +4796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.191, + "ml_probability": 0.999, "line_data_list": [ { "line": "--password=Prl23Db#@", @@ -4671,7 +4821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.114, + "ml_probability": 0.999, "line_data_list": [ { "line": "root/Prl23Db#@,root password:Prl23Db#@", @@ -4696,7 +4846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.073, + "ml_probability": 0.999, "line_data_list": [ { "line": "Prl23Db#@ username:Prl23Db#@,Prl23Db#@ password:Prl23Db#@", @@ -4721,7 +4871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.003, + "ml_probability": 0.999, "line_data_list": [ { "line": "Prl23Db#@:password:Prl23Db#@", @@ -4746,7 +4896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.764, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANYpassword=Prl23Db#@", @@ -4771,7 +4921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.464, + "ml_probability": 0.999, "line_data_list": [ { "line": "passwords:Prl23Db#@", @@ -4796,7 +4946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.528, + "ml_probability": 0.999, "line_data_list": [ { "line": "password=>Prl23Db#@", @@ -4821,7 +4971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.916, + "ml_probability": 0.998, "line_data_list": [ { "line": "# password: keep empty", @@ -4846,7 +4996,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY-Token:AIhq5Xyb1Gga9Q0", @@ -4871,7 +5021,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "token:AIhq5Xyb1Gga9Q2", @@ -4896,7 +5046,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -4921,7 +5071,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -4946,7 +5096,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret=AIhq5Xyb1Gga9Q4", @@ -4996,7 +5146,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret:AIhq5Xyb1Gga9Q6", @@ -5021,7 +5171,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY_token=AIhq5Xyb1Gga9Q7", @@ -5046,7 +5196,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-secret AIhq5Xyb1Gga9Q10", @@ -5071,7 +5221,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ANY.secret=AIhq5Xyb1Gga9Q19", @@ -5096,7 +5246,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "--secret=AIhq5Xyb1Gga9Q21", @@ -5121,7 +5271,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANY_secret:AIhq5Xyb1Gga9Q22", @@ -5146,7 +5296,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "-Token:AIhq5Xyb1Gga9Q23", @@ -5171,7 +5321,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -5196,7 +5346,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -5221,7 +5371,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.966, "line_data_list": [ { "line": "access key:AIhq5Xyb1Gga9Q26", @@ -5246,7 +5396,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -5271,7 +5421,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -5296,7 +5446,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.949, "line_data_list": [ { "line": "ANY_key=AIhq5Xyb1Gga9Q29", @@ -5321,7 +5471,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -5346,7 +5496,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -5371,7 +5521,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.987, "line_data_list": [ { "line": "ANY_id=AIhq5Xyb1Gga9Q31 ANY_token=AIhq5Xyb1Gga9Q31", @@ -5396,7 +5546,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "access_token:AIhq5Xyb1Gga9Q33", @@ -5421,7 +5571,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -5446,7 +5596,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -5471,7 +5621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -5496,7 +5646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.887, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1} PW:IhqSb1Gg", @@ -5521,7 +5671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.832, + "ml_probability": 0.943, "line_data_list": [ { "line": "Password:master/IhqSb1Gg", @@ -5546,7 +5696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.968, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (PW:IhqSb1Gg)", @@ -5571,7 +5721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} password:IhqSb1Gg", @@ -5596,7 +5746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh -P IhqSb1Gg gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -5621,7 +5771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 pwd:IhqSb1Gg", @@ -5671,7 +5821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "98.76.54.32(pw:IhqSb1Gg)", @@ -5696,7 +5846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32/pw:IhqSb1Gg", @@ -5721,7 +5871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.967, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1}/pw:IhqSb1Gg", @@ -5746,7 +5896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.228, + "ml_probability": 0.97, "line_data_list": [ { "line": "ID:gildong.hong@any.example.com mailto:{1} PWD:IhqSb1Gg", @@ -5771,7 +5921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.968, "line_data_list": [ { "line": "sftp gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -5796,7 +5946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.969, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -5821,7 +5971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.806, + "ml_probability": 0.971, "line_data_list": [ { "line": "-id:gildong.hong@example.com mailto:{1} -pwd:IhqSb1Gg", @@ -5846,7 +5996,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -5871,7 +6021,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.991, "line_data_list": [ { "line": "id:gildong.hong@example.com mailto:{1} password:IhqSb1Gg", @@ -5896,7 +6046,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "ANY_password,default:IhqSb1Gg", @@ -5921,7 +6071,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.616, "line_data_list": [ { "line": "Key(ANYSecret):IhqSb1Gg", @@ -5946,7 +6096,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.616, "line_data_list": [ { "line": "Key(ANYSecret):IhqSb1Gg", @@ -5971,7 +6121,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "98.76.54.32 ANY_PW:IhqSb1Gg", @@ -5996,7 +6146,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32(ID/PW:IhqSb1Gg)", @@ -6021,7 +6171,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.984, + "ml_probability": 0.991, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 (pwd:IhqSb1Gg)", @@ -6046,7 +6196,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.981, "line_data_list": [ { "line": "password for master:IhqSb1Gg", @@ -6071,7 +6221,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.974, "line_data_list": [ { "line": "id:xxxx(ANYpw:IhqSb1Ga)", @@ -6096,7 +6246,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32,pw:IhqSb1Gg", @@ -6121,7 +6271,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32:xxxx(PW:IhqSb1Gg)", @@ -6146,7 +6296,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.031, + "ml_probability": 0.908, "line_data_list": [ { "line": "\uacc4\uc815/Password-xxxx:master/IhqSb1Gg", @@ -6171,7 +6321,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 PW:IhqSb1Gg", @@ -6196,7 +6346,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY_user:xxxx ANY_pwd:IhqSb1Gg", @@ -6221,7 +6371,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Acount name:xxxx Initial Password:IhqSb1Gg", @@ -6246,7 +6396,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.978, "line_data_list": [ { "line": "Access wifi:xxxx(PW:IhqSb1Gg)", @@ -6271,7 +6421,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.999, "line_data_list": [ { "line": "-User:master -PasswordANY:IhqSb1Gg", @@ -6296,7 +6446,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.988, "line_data_list": [ { "line": "password(default:IhqSb1Gg)", @@ -6321,7 +6471,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.122, + "ml_probability": 0.392, "line_data_list": [ { "line": "98.76.54.32(ID/PW:master/IhqSb1Gg)", @@ -6346,7 +6496,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.0, + "ml_probability": 0.036, "line_data_list": [ { "line": "(ID&PWD):master/IhqSb1Gg", @@ -6371,7 +6521,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -6396,7 +6546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "master@98.76.54.32,PW:IhqSb1Gg", @@ -6421,7 +6571,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32 pw:IhqSb1Gg", @@ -6446,7 +6596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.996, "line_data_list": [ { "line": "config:xxxx,PW:IhqSb1Gg", @@ -6471,7 +6621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "scp gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -6496,7 +6646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.993, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1} pw:IhqSb1Gg", @@ -6521,7 +6671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -6546,7 +6696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1},pw:IhqSb1Gg", @@ -6571,7 +6721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "(ssh gildong.hong@98.76.54.32 mailto{1}) pwd:IhqSb1Gg", @@ -6596,7 +6746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}, pw:IhqSb1Gg", @@ -6621,7 +6771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.99, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (pwd:IhqSb1Gg)", @@ -6646,7 +6796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -6671,7 +6821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} Password:IhqSb1Gg", @@ -6696,7 +6846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.956, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pass:IhqSb1Gg)", @@ -6721,7 +6871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -6746,7 +6896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pass:IhqSb1Gg", @@ -6771,7 +6921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1}/password:IhqSb1Gg", @@ -6796,7 +6946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}/password:IhqSb1Gg", @@ -6821,7 +6971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.889, "line_data_list": [ { "line": "-ANYID:gildong.hong@example.com mailto:{1} -pw:IhqSb1Gg", @@ -6846,7 +6996,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.993, "line_data_list": [ { "line": "ID:gildong.hong@xxxx.net mailto:{1} pw:IhqSb1Gg", @@ -6871,7 +7021,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.971, "line_data_list": [ { "line": "http://98.76.54.32:xxx(pw:IhqSb1Gg)", @@ -6892,6 +7042,31 @@ } ] }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.217, + "line_data_list": [ + { + "line": " ", + "line_num": 7, + "path": "./tests/samples/drawio", + "info": "", + "value": "String<", + "value_start": 1188, + "value_end": 1197, + "variable": "password", + "variable_start": 1178, + "variable_end": 1186, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.5954888901709445, + "valid": false + } + } + ] + }, { "rule": "Password", "severity": "medium", @@ -6946,7 +7121,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": " ", @@ -6971,7 +7146,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.002, + "ml_probability": 0.032, "line_data_list": [ { "line": " ", @@ -6996,7 +7171,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.979, + "ml_probability": 0.939, "line_data_list": [ { "line": " ", @@ -7926,6 +8101,56 @@ } ] }, + { + "rule": "Auth", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.004, + "line_data_list": [ + { + "line": "google_oauth_key = \"ya29.gi_reo_gi_crackle_ln22\"", + "line_num": 1, + "path": "./tests/samples/google_oauth_key", + "info": "", + "value": "ya29.gi_reo_gi_crackle_ln22", + "value_start": 20, + "value_end": 47, + "variable": "google_oauth_key", + "variable_start": 0, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.1797273164975133, + "valid": true + } + } + ] + }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.004, + "line_data_list": [ + { + "line": "google_oauth_key = \"ya29.gi_reo_gi_crackle_ln22\"", + "line_num": 1, + "path": "./tests/samples/google_oauth_key", + "info": "", + "value": "ya29.gi_reo_gi_crackle_ln22", + "value_start": 20, + "value_end": 47, + "variable": "google_oauth_key", + "variable_start": 0, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.1797273164975133, + "valid": true + } + } + ] + }, { "rule": "Grafana Access Policy Token", "severity": "high", @@ -8230,7 +8455,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -8405,7 +8630,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 1.0, "line_data_list": [ { "line": "prKeyValid=LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0QjV2VGpaT09Jd25FYjcwTXNXWkZJeVVGRDFQOUd3c3R6NCtha0hYN3ZJOEJINmhIbUJtZmVRbAotLS0tLUVORCBQUklWJNR0J5cUdTTTQ5QW5aUHhmQXl4cUUKWlYwNdFR0QVRFIEtFWS0tLS0tCgtFWS0tLS0tCk1JR0hBZ0VBTU==", @@ -8430,7 +8655,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.332, "line_data_list": [ { "line": "secret_looks_like_linux_path_1=\"/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF\"", @@ -8455,7 +8680,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.323, "line_data_list": [ { "line": "secret_looks_like_linux_path_2=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF\"", @@ -8480,7 +8705,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.792, "line_data_list": [ { "line": "secret_looks_like_linux_path_3=\"VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=\"", @@ -8505,7 +8730,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.13, "line_data_list": [ { "line": "secret_looks_like_linux_path__=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE\"", @@ -8530,7 +8755,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.983, "line_data_list": [ { "line": "\"https://example.com/api/js?key=dhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJB&bug=true\"", @@ -8864,7 +9089,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.992, "line_data_list": [ { "line": "key_wrap = 'KJHhJKhKU7yguyuyfrtsdESffhjgkhYT\\", @@ -8889,7 +9114,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "key_multi = '''KJHfdjs8767gr54534wsFHGf5hJKhK", @@ -8989,7 +9214,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.005, + "ml_probability": 0.01, "line_data_list": [ { "line": "password_id = 2938479", @@ -9064,7 +9289,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.632, + "ml_probability": 0.77, "line_data_list": [ { "line": "password = \"cackle!\"", @@ -9089,7 +9314,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -9114,7 +9339,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.995, "line_data_list": [ { "line": "password = \"MYPSWRD!@#$%^&*\"", @@ -9139,7 +9364,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.09, + "ml_probability": 0.988, "line_data_list": [ { "line": "MYSQLPASS: Ce7shE0ENPiBlE_EdEose0cBAA", @@ -9164,7 +9389,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.918, "line_data_list": [ { "line": "my_pw: nCzx8A8#!", @@ -9189,7 +9414,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.827, + "ml_probability": 0.979, "line_data_list": [ { "line": "val password: String = \"exord13Paw64\", // scala", @@ -9214,7 +9439,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.017, + "ml_probability": 0.988, "line_data_list": [ { "line": "def connect(passwd: str = \"cq2tPr1a2\"): # python default arg", @@ -9239,7 +9464,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.35, + "ml_probability": 0.992, "line_data_list": [ { "line": "if passworsd == \"q4c1a2oPd\": # __eq__ separator", @@ -9264,7 +9489,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.875, + "ml_probability": 0.992, "line_data_list": [ { "line": "if passworsd != \"x6s7djtEa\": # __ne__ separator", @@ -9364,7 +9589,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "MYSQL_DATABASE_USER=CRED;MYSQL_DATABASE_PASSWORD=2IWJD88FH4Y;", @@ -9389,7 +9614,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -9414,7 +9639,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.882, + "ml_probability": 0.071, "line_data_list": [ { "line": "+ \"password\": \"dkajc\u00f61\"", @@ -9801,7 +10026,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": " ", @@ -9901,7 +10126,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.001, + "ml_probability": 0.01, "line_data_list": [ { "line": "pwd = \"cackle!\"", @@ -9976,7 +10201,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.988, "line_data_list": [ { "line": "salt1 = b\"\\x23!\\xae2389x&543@\"", @@ -10001,7 +10226,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.904, + "ml_probability": 0.969, "line_data_list": [ { "line": "salt2 = r\"\"\"\\0x12\\0x3s\"\"\"", @@ -10026,7 +10251,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.981, "line_data_list": [ { "line": "salt3 = u\"\\u0020827634876\"", @@ -10051,7 +10276,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.996, "line_data_list": [ { "line": "salt4 = {\"salt5\": \"my124%#$@s\\x04clt\\0\"}", @@ -10076,7 +10301,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.984, "line_data_list": [ { "line": "json_escaped = \"{\\\\\\\"salt8\\\\\\\":\\\\\\\"4b9a6d8b638eb0c6\\\\\\\"}\"", @@ -10101,7 +10326,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.977, + "ml_probability": 0.483, "line_data_list": [ { "line": "TokenRequest", @@ -10126,7 +10351,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": " placeholder=\"Your password: "g1re0g1Pa5$w0Rd"\"", @@ -10151,7 +10376,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { "line": " ", @@ -10351,7 +10576,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, + "ml_probability": 0.266, "line_data_list": [ { "line": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY 'SqLpa5sW0rD';", @@ -10376,7 +10601,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.995, + "ml_probability": 0.991, "line_data_list": [ { "line": "'create user name identified by 'SqLpa5sW0rD' --", @@ -10401,7 +10626,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -10426,7 +10651,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.99, + "ml_probability": 0.995, "line_data_list": [ { "line": "\uff1a`CREATE USER 'haproxy'@'%' IDENTIFIED BY 'SqLpa5sW0rD';`", @@ -10451,7 +10676,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -10476,7 +10701,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "expected_statement = \"\"\"CREATE USER foo WITH ENCRYPTED PASSWORD 'SqLpa5sW0rD' CREATEDB;", @@ -10526,7 +10751,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10551,7 +10776,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10576,7 +10801,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.979, + "ml_probability": 0.972, "line_data_list": [ { "line": "ALTER ROLE postgres PASSWORD 'SqLpa5sW0rD'; SELECT pg_reload_conf()\"", @@ -10601,7 +10826,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.992, "line_data_list": [ { "line": "ALTER USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -10626,7 +10851,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10651,7 +10876,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -10676,7 +10901,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER chuck WITH PASSWORD 'SqLpa5sW0rD' SUPERUSER;", @@ -10701,7 +10926,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.985, "line_data_list": [ { "line": "CREATE USER IF NOT EXISTS sandy WITH PASSWORD 'SqLpa5sW0rD' NOSUPERUSER;", @@ -10726,7 +10951,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER myuser WITH PASSWORD 'SqLpa5sW0rD';", @@ -10751,7 +10976,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "CREATE USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -10776,7 +11001,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.971, + "ml_probability": 0.982, "line_data_list": [ { "line": "ALTER USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -10801,7 +11026,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.84, + "ml_probability": 0.985, "line_data_list": [ { "line": "ALTER USER 'super_user'@'10.10.10.%' identified by 'SqLpa5sW0rD';", @@ -10826,7 +11051,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.981, + "ml_probability": 0.99, "line_data_list": [ { "line": "ALTER USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -10851,7 +11076,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -10876,7 +11101,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.981, "line_data_list": [ { "line": "CREATE USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -10901,7 +11126,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.986, "line_data_list": [ { "line": "mysql -u root -pdbadmin -e \"CREATE USER 'cactiuser'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';\"\u2013 ", @@ -10926,7 +11151,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-c \"CREATE ROLE scram_test login password 'SqLpa5sW0rD'\"", @@ -10951,7 +11176,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "CREATE ROLE app_admin WITH LOGIN PASSWORD SqLpa5sW0rD;", @@ -10976,7 +11201,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE ROLE flask_admin_geo LOGIN PASSWORD 'SqLpa5sW0rD';", @@ -11026,7 +11251,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.956, + "ml_probability": 0.93, "line_data_list": [ { "line": "create role forum_example_graph login password 'SqLpa5sW0rD';", @@ -11051,7 +11276,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.814, + "ml_probability": 0.95, "line_data_list": [ { "line": "SET PASSWORD FOR 'username'@'localhost' = PASSWORD('SqLpa5sW0rD');", @@ -11076,7 +11301,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.852, + "ml_probability": 0.955, "line_data_list": [ { "line": "insert into mysql.user values(PASSWORD('SqLpa5sW0rD') );", @@ -11101,7 +11326,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.016, + "ml_probability": 0.853, "line_data_list": [ { "line": "UPDATE mysql.user SET authentication_string = PASSWORD ('SqLpa5sW0rD') WHERE User = 'username';", @@ -11126,7 +11351,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.001, + "ml_probability": 0.0, "line_data_list": [ { "line": "\"ALTER USER 'test'@'1.1.1.1' IDENTIFIED WITH 'mysql_native_password' AS '*SqLpa5sW0rD' REQUIRE NONE PASSWORD EXPIRE DEFAULT ACCOUNT UNLOCK;\",", @@ -11151,7 +11376,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.136, + "ml_probability": 0.42, "line_data_list": [ { "line": "sh -c 'echo CREATE USER typeorm_mg IDENTIFIED BY SqLpa5sW0rD\\; >>tmp.sql;'", @@ -11176,7 +11401,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.003, + "ml_probability": 0.115, "line_data_list": [ { "line": "ALTER USER 'super_user'@'10.10.%' PASSWORD EXPIRE INTERVAL 90 DAY;", @@ -11201,7 +11426,32 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.036, + "ml_probability": 0.0, + "line_data_list": [ + { + "line": "ALTER USER 'super_user'@'10.1.%' PASSWORD HISTORY 1;", + "line_num": 35, + "path": "./tests/samples/sql_password", + "info": "", + "value": "HISTORY", + "value_start": 42, + "value_end": 49, + "variable": "ALTER USER 'super_user'@'10.1.%' PASSWORD", + "variable_start": 0, + "variable_end": 41, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.8073549220576046, + "valid": false + } + } + ] + }, + { + "rule": "SQL Password", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.241, "line_data_list": [ { "line": "ALTER USER 'username'@'%' PASSWORD EXPIRE INTERVAL 90 DAY;", @@ -11601,7 +11851,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.998, "line_data_list": [ { "line": "gi_reo_gi_token = \"G1Re06G1BdgNseiJDN21Z094M\"", @@ -11651,7 +11901,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "tp_token_value=\"b035d48j9X2dfjF0hb9sd8Guf5hWu2ia\"", @@ -11776,7 +12026,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "const connection_url = require('dbconnection://ad%6Din:5WdF4f2jE76a@db-host-local');", @@ -11801,7 +12051,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.927, "line_data_list": [ { "line": "url = \"https://secure.com/83675/39084?Credential=546DFS64N90P3AW7DX%2Fkeep%26cut\";", @@ -11826,7 +12076,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.031, + "ml_probability": 0.0, "line_data_list": [ { "line": "// \"fp://no.host.real/any/path/to/nowhere/\",\"key\":\"f45VgF8jX79o@anydata.com\"", @@ -11851,7 +12101,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.904, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -11876,7 +12126,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -11901,7 +12151,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 1.0, "line_data_list": [ { "line": "email_as_login = \"smtps://example@gmail.com:FnD83JZs@smtp.gmail.com:465\";", @@ -11926,7 +12176,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "url3d = \"https://localhost.com/013948?26timestamp%3D1395782596%26token%3Dh1d3Me4ch534d801sl3jdk%26version%3D3.14%26si\";", @@ -11951,7 +12201,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.857, + "ml_probability": 0.967, "line_data_list": [ { "line": "if (password !== \"PaS5w0rD2#\"){", @@ -12176,7 +12426,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.003, + "ml_probability": 1.0, "line_data_list": [ { "line": "password : peace_for_ukraine", diff --git a/tests/data/output.json b/tests/data/output.json index f7b27df55..c48a5d586 100644 --- a/tests/data/output.json +++ b/tests/data/output.json @@ -28,7 +28,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.91, "line_data_list": [ { "line": "gi_reo_gi_api = \"DvMB_glvwjlEQ_uqIyn8k\";", @@ -178,7 +178,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.984, "line_data_list": [ { "line": "\"kerberos_authentication\": \"YI7IB6wYJgaMgHAgIKoZI2AQBuIh2cSA0IB1qA\"", @@ -203,7 +203,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "\"authorization\": \"aMgHAgIKhwLgGq02iQoZI1AQBuOh4cSAQ8B1qA\"", @@ -228,7 +228,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.845, "line_data_list": [ { "line": "headers = {authorization: /oauth_signature=\"JgEWaL6V6eM%2FFb9wuXG4I3IB6wY%3D\"/, content_type: 'application/json; charset=utf-8'}", @@ -253,7 +253,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Authorization: NTLM TlRMTUAAABABoITVNIAAZI1AQBuOh4cSAQ8B1A=", @@ -278,7 +278,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "curl -H \"Authorization: Basic WxhZGRpVuc2VzYW1lbjYp12vcG\" http://localhost:8080/.", @@ -303,7 +303,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.964, "line_data_list": [ { "line": "curl -H \"Authorization: Bearer eyJGRpVu1c2VzY2-823r_db32hbf4W1lbj\" http://localhost:8080/.", @@ -441,6 +441,56 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.812, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", + "line_num": 4, + "path": "./tests/samples/aws_multi.json", + "info": "", + "value": "CrackleGiReoGi123CrackleGiReoGi123AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, + { + "rule": "Secret", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.812, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi123AWSkey\"", + "line_num": 4, + "path": "./tests/samples/aws_multi.json", + "info": "", + "value": "CrackleGiReoGi123CrackleGiReoGi123AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, { "rule": "AWS Client ID", "severity": "high", @@ -512,7 +562,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { "line": " \"request_url\": \"https://gireogi323.s3.amazonaws.com/x3342?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=203230516T251998Z&X-Amz-SignedHeaders=host&X-Amz-Expires=999999&X-Amz-Credential=AKIAGIREOGIAWSKEY323%2F21100651%2Feu-west-3%2Fs3%2Faws_dummy&X-Amz-Key=CrackleGiReoGi123CrackleGiReoGi323AWSkey\"", @@ -600,6 +650,56 @@ } ] }, + { + "rule": "Key", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.811, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", + "line_num": 52, + "path": "./tests/samples/aws_multi.json", + "info": "", + "value": "CrackleGiReoGi123CrackleGiReoGi321AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, + { + "rule": "Secret", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.811, + "line_data_list": [ + { + "line": " \"AwsSecretKey\": \"CrackleGiReoGi123CrackleGiReoGi321AWSkey\",", + "line_num": 52, + "path": "./tests/samples/aws_multi.json", + "info": "", + "value": "CrackleGiReoGi123CrackleGiReoGi321AWSkey", + "value_start": 25, + "value_end": 65, + "variable": "AwsSecretKey", + "variable_start": 9, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 4.012814895472355, + "valid": false + } + } + ] + }, { "rule": "AWS Client ID", "severity": "high", @@ -696,7 +796,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.977, "line_data_list": [ { "line": " \"AccessKeyId\" : \"AKIA0ON7V2DD57PL3JXM\",", @@ -771,7 +871,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": " \"Token\" : \"J38YmIgn7dH6cw4W1yqoRgjsFsWvysFjfVcpCh7O9Yyv9/qNvNI\",", @@ -817,31 +917,6 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.626, - "line_data_list": [ - { - "line": "AWS_MWS_KEY = \"amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6\"", - "line_num": 1, - "path": "./tests/samples/aws_mws_key", - "info": "", - "value": "amzn.mws.c1dg4haz-6xd6-4gqi-vna2-ed3whf71x9k6", - "value_start": 15, - "value_end": 60, - "variable": "AWS_MWS_KEY", - "variable_start": 0, - "variable_end": 11, - "entropy_validation": { - "iterator": "BASE36_CHARS", - "entropy": 4.042613516674821, - "valid": true - } - } - ] - }, { "rule": "AWS S3 Bucket", "severity": "info", @@ -1196,7 +1271,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "\"Bitbucket Repository Access Token\" : \"ATCTT3xFfGN0zXtbKHz2POF86xa-2aBiYC4o_T3-myk01bmFVluUIFtGm_VFQwLizp4o1FKw-AMZhtdA0NzizshnA8WzRdfgv6GeTyowCD101oqKbJ4nx9DFsar5YyUNkwO9maR9-00tQvfciyfOHtPKG6K1d76Ki3iFo7roGeyJu4j1jM3GwQ4=EDDE81AD\"", @@ -1246,7 +1321,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.901, + "ml_probability": 0.997, "line_data_list": [ { "line": "gpg --decrypt --passphrase N1DdkUD3E73 --output decrypted.txt encrypted.txt.gpg", @@ -1296,7 +1371,7 @@ "rule": "CMD Password", "severity": "high", "confidence": "moderate", - "ml_probability": 0.964, + "ml_probability": 1.0, "line_data_list": [ { "line": "-Domain 'localhost' -Password 'Sjdn43ss@!'", @@ -1321,7 +1396,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1346,7 +1421,7 @@ "rule": "CMD Token", "severity": "high", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 1.0, "line_data_list": [ { "line": "--super-secret_token 1ace4d19-fa7e-b4e2-c3f0-9129474bcd81", @@ -1396,7 +1471,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.964, "line_data_list": [ { "line": "ConvertTo-SecureString -String -Force dsjUE#$gds8s", @@ -1421,7 +1496,7 @@ "rule": "CMD ConvertTo-SecureString", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "\"ConvertTo-SecureString \\\"4yd21JKH~GE8dkd\\\"\"", @@ -1446,7 +1521,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.983, "line_data_list": [ { "line": "gi_reo_gi_credential = \"K2u6mFw8wJOsAf\"", @@ -1571,19 +1646,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.864, + "ml_probability": 0.953, "line_data_list": [ { - "line": "id:master,password:dipPr14Gg!", - "line_num": 5, + "line": "ID:master,PW:dipPr10Gg!", + "line_num": 1, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr14Gg!", - "value_start": 19, - "value_end": 29, - "variable": "password", + "value": "dipPr10Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", "variable_start": 10, - "variable_end": 18, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.989735285398626, @@ -1596,22 +1671,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.855, + "ml_probability": 0.943, "line_data_list": [ { - "line": "id:master password:dipPr16Gg!", - "line_num": 7, + "line": "ID:master PW:dipPr11Gg!", + "line_num": 2, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr16Gg!", - "value_start": 19, - "value_end": 29, - "variable": "password", + "value": "dipPr11Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", "variable_start": 10, - "variable_end": 18, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.989735285398626, + "entropy": 2.7897352853986264, "valid": false } } @@ -1621,19 +1696,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.874, + "ml_probability": 0.952, "line_data_list": [ { - "line": "user:master password:dipPr17Gg!", - "line_num": 8, + "line": "ANYID:master PW:dipPr12Gg!", + "line_num": 3, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr17Gg!", - "value_start": 21, - "value_end": 31, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr12Gg!", + "value_start": 16, + "value_end": 26, + "variable": "PW", + "variable_start": 13, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.989735285398626, @@ -1646,17 +1721,17 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.893, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username:master,password:dipPr19Gg!", - "line_num": 10, + "line": "Username:master Password:dipPr13Gg!", + "line_num": 4, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr19Gg!", + "value": "dipPr13Gg!", "value_start": 25, "value_end": 35, - "variable": "password", + "variable": "Password", "variable_start": 16, "variable_end": 24, "entropy_validation": { @@ -1671,22 +1746,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.708, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user:master,password:dipPr114Gg!", - "line_num": 15, + "line": "id:master,password:dipPr14Gg!", + "line_num": 5, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr114Gg!", - "value_start": 21, - "value_end": 32, + "value": "dipPr14Gg!", + "value_start": 19, + "value_end": 29, "variable": "password", - "variable_start": 12, - "variable_end": 20, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1696,22 +1771,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.915, + "ml_probability": 0.953, "line_data_list": [ { - "line": "user=master,password=dipPr115Gg!", - "line_num": 16, + "line": "ID:master/PW:dipPr15Gg!", + "line_num": 6, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr115Gg!", - "value_start": 21, - "value_end": 32, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr15Gg!", + "value_start": 13, + "value_end": 23, + "variable": "PW", + "variable_start": 10, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1721,22 +1796,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.704, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username=master password=dipPr116Gg!", - "line_num": 17, + "line": "id:master password:dipPr16Gg!", + "line_num": 7, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr116Gg!", - "value_start": 25, - "value_end": 36, + "value": "dipPr16Gg!", + "value_start": 19, + "value_end": 29, "variable": "password", - "variable_start": 16, - "variable_end": 24, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1746,22 +1821,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.738, + "ml_probability": 0.998, "line_data_list": [ { - "line": "username=master,password=dipPr118Gg!", - "line_num": 19, + "line": "user:master password:dipPr17Gg!", + "line_num": 8, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr118Gg!", - "value_start": 25, - "value_end": 36, + "value": "dipPr17Gg!", + "value_start": 21, + "value_end": 31, "variable": "password", - "variable_start": 16, - "variable_end": 24, + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1771,22 +1846,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.876, + "ml_probability": 0.998, "line_data_list": [ { - "line": "--user=master --password=dipPr119Gg!", - "line_num": 20, + "line": "username:master,password:dipPr19Gg!", + "line_num": 10, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr119Gg!", + "value": "dipPr19Gg!", "value_start": 25, - "value_end": 36, + "value_end": 35, "variable": "password", "variable_start": 16, "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 2.989735285398626, "valid": false } } @@ -1796,19 +1871,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.912, + "ml_probability": 0.95, "line_data_list": [ { - "line": "account:dipPr121Gg! password:dipPr121Gg!", - "line_num": 22, + "line": "username:master pwd:dipPr110Gg!", + "line_num": 11, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr121Gg!", - "value_start": 29, - "value_end": 40, - "variable": "password", - "variable_start": 20, - "variable_end": 28, + "value": "dipPr110Gg!", + "value_start": 20, + "value_end": 31, + "variable": "pwd", + "variable_start": 16, + "variable_end": 19, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -1821,47 +1896,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.767, + "ml_probability": 0.789, "line_data_list": [ { - "line": "userId:master,password:dipPr126Gg!", - "line_num": 27, + "line": "ANYid:master,password:dipPr111Gg!", + "line_num": 12, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr126Gg!", - "value_start": 23, - "value_end": 34, + "value": "dipPr111Gg!", + "value_start": 22, + "value_end": 33, "variable": "password", - "variable_start": 14, - "variable_end": 22, + "variable_start": 13, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.712675334928137, "valid": false } } ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.954, "line_data_list": [ { - "line": "--user master --password dipPr127Gg!", - "line_num": 28, + "line": "ID:master PWD:dipPr112Gg!", + "line_num": 13, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr127Gg!", - "value_start": 25, - "value_end": 36, - "variable": "password", - "variable_start": 16, - "variable_end": 24, + "value": "dipPr112Gg!", + "value_start": 14, + "value_end": 25, + "variable": "PWD", + "variable_start": 10, + "variable_end": 13, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -1871,22 +1946,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.909, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYid:master,pw:dipPr129Gg!", - "line_num": 30, + "line": "user id:master password:dipPr113Gg!", + "line_num": 14, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr129Gg!", - "value_start": 16, - "value_end": 27, - "variable": "pw", - "variable_start": 13, - "variable_end": 15, + "value": "dipPr113Gg!", + "value_start": 24, + "value_end": 35, + "variable": "password", + "variable_start": 15, + "variable_end": 23, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -1896,22 +1971,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.847, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYID:master Password:dipPr132Gg!", - "line_num": 33, + "line": "user:master,password:dipPr114Gg!", + "line_num": 15, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr132Gg!", - "value_start": 22, - "value_end": 33, - "variable": "Password", - "variable_start": 13, - "variable_end": 21, + "value": "dipPr114Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -1921,22 +1996,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.933, + "ml_probability": 0.998, "line_data_list": [ { - "line": "account:dipPr134Gg! pw:dipPr134Gg!", - "line_num": 35, + "line": "user=master,password=dipPr115Gg!", + "line_num": 16, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr134Gg!", - "value_start": 23, - "value_end": 34, - "variable": "pw", - "variable_start": 20, - "variable_end": 22, + "value": "dipPr115Gg!", + "value_start": 21, + "value_end": 32, + "variable": "password", + "variable_start": 12, + "variable_end": 20, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -1946,22 +2021,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.791, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user id:master user pw:dipPr135Gg!", - "line_num": 36, + "line": "username=master password=dipPr116Gg!", + "line_num": 17, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr135Gg!", - "value_start": 23, - "value_end": 34, - "variable": "pw", - "variable_start": 20, - "variable_end": 22, + "value": "dipPr116Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -1971,47 +2046,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.733, + "ml_probability": 0.998, "line_data_list": [ { - "line": "user_name=master password=dipPr136Gg!", - "line_num": 37, + "line": "User name:master Password:dipPr117Gg!", + "line_num": 18, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr136Gg!", + "value": "dipPr117Gg!", "value_start": 26, "value_end": 37, - "variable": "password", + "variable": "Password", "variable_start": 17, "variable_end": 25, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { - "line": "--username master --password dipPr137Gg!", - "line_num": 38, + "line": "username=master,password=dipPr118Gg!", + "line_num": 19, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr137Gg!", - "value_start": 29, - "value_end": 40, + "value": "dipPr118Gg!", + "value_start": 25, + "value_end": 36, "variable": "password", - "variable_start": 20, - "variable_end": 28, + "variable_start": 16, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2021,22 +2096,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", - "line_num": 39, + "line": "--user=master --password=dipPr119Gg!", + "line_num": 20, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr138Gg!", - "value_start": 28, - "value_end": 39, - "variable": "ANYpassword", + "value": "dipPr119Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", "variable_start": 16, - "variable_end": 27, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2046,19 +2121,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.987, "line_data_list": [ { - "line": "ANYusername=master ANYpassword=dipPr139Gg!", - "line_num": 40, + "line": "user=master passwd=dipPr120Gg!", + "line_num": 21, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr139Gg!", - "value_start": 31, - "value_end": 42, - "variable": "ANYpassword", - "variable_start": 19, - "variable_end": 30, + "value": "dipPr120Gg!", + "value_start": 19, + "value_end": 30, + "variable": "passwd", + "variable_start": 12, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2071,19 +2146,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.687, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ID:master/PASS:dipPr141Gg!", - "line_num": 42, + "line": "account:dipPr121Gg! password:dipPr121Gg!", + "line_num": 22, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr141Gg!", - "value_start": 15, - "value_end": 26, - "variable": "PASS", - "variable_start": 10, - "variable_end": 14, + "value": "dipPr121Gg!", + "value_start": 29, + "value_end": 40, + "variable": "password", + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -2096,22 +2171,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.726, + "ml_probability": 0.963, "line_data_list": [ { - "line": "login:master password:dipPr143Gg!", - "line_num": 44, + "line": "id:master pass:dipPr122Gg!", + "line_num": 23, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr143Gg!", - "value_start": 22, - "value_end": 33, - "variable": "password", - "variable_start": 13, - "variable_end": 21, + "value": "dipPr122Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pass", + "variable_start": 10, + "variable_end": 14, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2121,19 +2196,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.971, + "ml_probability": 0.959, "line_data_list": [ { - "line": "password:dipPr145Gg! username:master", - "line_num": 46, + "line": "user:master pw:dipPr124Gg!", + "line_num": 25, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr145Gg!", - "value_start": 9, - "value_end": 20, - "variable": "password", - "variable_start": 0, - "variable_end": 8, + "value": "dipPr124Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pw", + "variable_start": 12, + "variable_end": 14, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2146,14 +2221,14 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.846, + "ml_probability": 0.998, "line_data_list": [ { - "line": "Login as:master Password:dipPr146Gg!", - "line_num": 47, + "line": "Username:master/Password:dipPr125Gg!", + "line_num": 26, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr146Gg!", + "value": "dipPr125Gg!", "value_start": 25, "value_end": 36, "variable": "Password", @@ -2171,19 +2246,44 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.761, + "ml_probability": 0.998, "line_data_list": [ { - "line": "id:master pw:dipPr148Gg!", - "line_num": 49, + "line": "userId:master,password:dipPr126Gg!", + "line_num": 27, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr148Gg!", - "value_start": 13, - "value_end": 24, - "variable": "pw", - "variable_start": 10, - "variable_end": 12, + "value": "dipPr126Gg!", + "value_start": 23, + "value_end": 34, + "variable": "password", + "variable_start": 14, + "variable_end": 22, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "CMD Password", + "severity": "high", + "confidence": "moderate", + "ml_probability": 1.0, + "line_data_list": [ + { + "line": "--user master --password dipPr127Gg!", + "line_num": 28, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr127Gg!", + "value_start": 25, + "value_end": 36, + "variable": "password", + "variable_start": 16, + "variable_end": 24, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2196,19 +2296,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.803, + "ml_probability": 0.997, "line_data_list": [ { - "line": "(98.76.54.32)ID:master PW:dipPr149Gg!", - "line_num": 50, + "line": "dipPr128Gg! ID:master dipPr128Gg! Password:dipPr128Gg!", + "line_num": 29, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr149Gg!", - "value_start": 26, - "value_end": 37, - "variable": "PW", - "variable_start": 23, - "variable_end": 25, + "value": "dipPr128Gg!", + "value_start": 43, + "value_end": 54, + "variable": "Password", + "variable_start": 34, + "variable_end": 42, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2221,19 +2321,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.666, + "ml_probability": 0.958, "line_data_list": [ { - "line": "username:master pw:dipPr152Gg!", - "line_num": 53, + "line": "ANYid:master,pw:dipPr129Gg!", + "line_num": 30, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr152Gg!", - "value_start": 19, - "value_end": 30, + "value": "dipPr129Gg!", + "value_start": 16, + "value_end": 27, "variable": "pw", - "variable_start": 16, - "variable_end": 18, + "variable_start": 13, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2246,19 +2346,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.842, + "ml_probability": 0.961, "line_data_list": [ { - "line": "-User Name:master -Password:dipPr154Gg!", - "line_num": 55, + "line": "user:master pwd:dipPr130Gg!", + "line_num": 31, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr154Gg!", - "value_start": 28, - "value_end": 39, - "variable": "Password", - "variable_start": 19, - "variable_end": 27, + "value": "dipPr130Gg!", + "value_start": 16, + "value_end": 27, + "variable": "pwd", + "variable_start": 12, + "variable_end": 15, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2271,19 +2371,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.949, "line_data_list": [ { - "line": "account:dipPr155Gg!/password:dipPr155Gg!", - "line_num": 56, + "line": "Login:dipPr131Gg! Pwd:dipPr131Gg!", + "line_num": 32, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr155Gg!", - "value_start": 29, - "value_end": 40, - "variable": "password", - "variable_start": 20, - "variable_end": 28, + "value": "dipPr131Gg!", + "value_start": 22, + "value_end": 33, + "variable": "Pwd", + "variable_start": 18, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -2296,19 +2396,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.961, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYuser=master ANY_pass=dipPr156Gg!", - "line_num": 57, + "line": "ANYID:master Password:dipPr132Gg!", + "line_num": 33, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr156Gg!", - "value_start": 24, - "value_end": 35, - "variable": "ANY_pass", - "variable_start": 15, - "variable_end": 23, + "value": "dipPr132Gg!", + "value_start": 22, + "value_end": 33, + "variable": "Password", + "variable_start": 13, + "variable_end": 21, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2321,22 +2421,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANYUser:master password:dipPr157Gg!", - "line_num": 58, + "line": "-Username:master -Password:dipPr133Gg!", + "line_num": 34, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr157Gg!", - "value_start": 24, - "value_end": 35, - "variable": "password", - "variable_start": 15, - "variable_end": 23, + "value": "dipPr133Gg!", + "value_start": 27, + "value_end": 38, + "variable": "Password", + "variable_start": 18, + "variable_end": 26, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.9631196533066344, "valid": false } } @@ -2346,19 +2446,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.956, "line_data_list": [ { - "line": "ANY_username:master,ANY_password:dipPr159Gg!", - "line_num": 60, + "line": "account:dipPr134Gg! pw:dipPr134Gg!", + "line_num": 35, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr159Gg!", - "value_start": 33, - "value_end": 44, - "variable": "ANY_password", + "value": "dipPr134Gg!", + "value_start": 23, + "value_end": 34, + "variable": "pw", "variable_start": 20, - "variable_end": 32, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2371,19 +2471,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.97, + "ml_probability": 0.956, "line_data_list": [ { - "line": "ANYusername:master,ANY_password:dipPr160Gg!", - "line_num": 61, + "line": "user id:master user pw:dipPr135Gg!", + "line_num": 36, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr160Gg!", - "value_start": 32, - "value_end": 43, - "variable": "ANY_password", - "variable_start": 19, - "variable_end": 31, + "value": "dipPr135Gg!", + "value_start": 23, + "value_end": 34, + "variable": "pw", + "variable_start": 20, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2396,44 +2496,44 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.656, + "ml_probability": 0.998, "line_data_list": [ { - "line": "ANY_USER=master ANY_PASS=dipPr161Gg!", - "line_num": 62, + "line": "user_name=master password=dipPr136Gg!", + "line_num": 37, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr161Gg!", - "value_start": 25, - "value_end": 36, - "variable": "ANY_PASS", - "variable_start": 16, - "variable_end": 24, + "value": "dipPr136Gg!", + "value_start": 26, + "value_end": 37, + "variable": "password", + "variable_start": 17, + "variable_end": 25, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.9631196533066344, + "entropy": 3.1449378351248165, "valid": false } } ] }, { - "rule": "Password", - "severity": "medium", + "rule": "CMD Password", + "severity": "high", "confidence": "moderate", - "ml_probability": 0.88, + "ml_probability": 1.0, "line_data_list": [ { - "line": "userid=master password=dipPr164Gg!", - "line_num": 65, + "line": "--username master --password dipPr137Gg!", + "line_num": 38, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr164Gg!", - "value_start": 23, - "value_end": 34, + "value": "dipPr137Gg!", + "value_start": 29, + "value_end": 40, "variable": "password", - "variable_start": 14, - "variable_end": 22, + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2446,19 +2546,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.989, + "ml_probability": 0.997, "line_data_list": [ { - "line": "ANY-username=master ANY-password=dipPr165Gg!", - "line_num": 66, + "line": "ANYlogin:master,ANYpassword:dipPr138Gg!", + "line_num": 39, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr165Gg!", - "value_start": 33, - "value_end": 44, - "variable": "ANY-password", - "variable_start": 20, - "variable_end": 32, + "value": "dipPr138Gg!", + "value_start": 28, + "value_end": 39, + "variable": "ANYpassword", + "variable_start": 16, + "variable_end": 27, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2471,19 +2571,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.978, + "ml_probability": 0.997, "line_data_list": [ { - "line": "user=master password=dipPr174Gg!", - "line_num": 75, + "line": "ANYusername=master ANYpassword=dipPr139Gg!", + "line_num": 40, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr174Gg!", - "value_start": 21, - "value_end": 32, - "variable": "password", - "variable_start": 12, - "variable_end": 20, + "value": "dipPr139Gg!", + "value_start": 31, + "value_end": 42, + "variable": "ANYpassword", + "variable_start": 19, + "variable_end": 30, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2496,19 +2596,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.962, "line_data_list": [ { - "line": "Host name:master/Password:dipPr175Gg!", - "line_num": 76, + "line": "ID:master,PWD:dipPr140Gg!", + "line_num": 41, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr175Gg!", - "value_start": 26, - "value_end": 37, - "variable": "Password", - "variable_start": 17, - "variable_end": 25, + "value": "dipPr140Gg!", + "value_start": 14, + "value_end": 25, + "variable": "PWD", + "variable_start": 10, + "variable_end": 13, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2521,19 +2621,119 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.955, + "ml_probability": 0.963, "line_data_list": [ { - "line": "role:master,password:dipPr176Gg!", - "line_num": 77, + "line": "ID:master/PASS:dipPr141Gg!", + "line_num": 42, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr176Gg!", - "value_start": 21, - "value_end": 32, + "value": "dipPr141Gg!", + "value_start": 15, + "value_end": 26, + "variable": "PASS", + "variable_start": 10, + "variable_end": 14, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.986, + "line_data_list": [ + { + "line": "account:master passwd:dipPr142Gg!", + "line_num": 43, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr142Gg!", + "value_start": 22, + "value_end": 33, + "variable": "passwd", + "variable_start": 15, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "login:master password:dipPr143Gg!", + "line_num": 44, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr143Gg!", + "value_start": 22, + "value_end": 33, "variable": "password", + "variable_start": 13, + "variable_end": 21, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.963, + "line_data_list": [ + { + "line": "user=master,pass=dipPr144Gg!", + "line_num": 45, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr144Gg!", + "value_start": 17, + "value_end": 28, + "variable": "pass", "variable_start": 12, - "variable_end": 20, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "password:dipPr145Gg! username:master", + "line_num": 46, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr145Gg!", + "value_start": 9, + "value_end": 20, + "variable": "password", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 3.1449378351248165, @@ -2546,19 +2746,119 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.662, + "ml_probability": 0.998, "line_data_list": [ { - "line": "Wifi Name:master,PW:dipPr177Gg!", - "line_num": 78, + "line": "Login as:master Password:dipPr146Gg!", + "line_num": 47, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr177Gg!", - "value_start": 20, - "value_end": 31, + "value": "dipPr146Gg!", + "value_start": 25, + "value_end": 36, + "variable": "Password", + "variable_start": 16, + "variable_end": 24, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.969, + "line_data_list": [ + { + "line": "ID:master,pass:dipPr147Gg!", + "line_num": 48, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr147Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pass", + "variable_start": 10, + "variable_end": 14, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.96, + "line_data_list": [ + { + "line": "id:master pw:dipPr148Gg!", + "line_num": 49, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr148Gg!", + "value_start": 13, + "value_end": 24, + "variable": "pw", + "variable_start": 10, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.844, + "line_data_list": [ + { + "line": "(98.76.54.32)ID:master PW:dipPr149Gg!", + "line_num": 50, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr149Gg!", + "value_start": 26, + "value_end": 37, "variable": "PW", - "variable_start": 17, - "variable_end": 19, + "variable_start": 23, + "variable_end": 25, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.95, + "line_data_list": [ + { + "line": "-id:master -pw:dipPr151Gg!", + "line_num": 52, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr151Gg!", + "value_start": 15, + "value_end": 26, + "variable": "pw", + "variable_start": 12, + "variable_end": 14, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.9631196533066344, @@ -2571,22 +2871,1697 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.751, + "ml_probability": 0.957, "line_data_list": [ { - "line": "ID:master/Password:dipPr178Gg!", - "line_num": 79, + "line": "username:master pw:dipPr152Gg!", + "line_num": 53, "path": "./tests/samples/doc_id_pair_passwd_pair", "info": "", - "value": "dipPr178Gg!", + "value": "dipPr152Gg!", "value_start": 19, "value_end": 30, - "variable": "Password", - "variable_start": 10, + "variable": "pw", + "variable_start": 16, "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "-User Name:master -Password:dipPr154Gg!", + "line_num": 55, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr154Gg!", + "value_start": 28, + "value_end": 39, + "variable": "Password", + "variable_start": 19, + "variable_end": 27, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "account:dipPr155Gg!/password:dipPr155Gg!", + "line_num": 56, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr155Gg!", + "value_start": 29, + "value_end": 40, + "variable": "password", + "variable_start": 20, + "variable_end": 28, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9631196533066344, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.951, + "line_data_list": [ + { + "line": "ANYuser=master ANY_pass=dipPr156Gg!", + "line_num": 57, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr156Gg!", + "value_start": 24, + "value_end": 35, + "variable": "ANY_pass", + "variable_start": 15, + "variable_end": 23, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.998, + "line_data_list": [ + { + "line": "ANYUser:master password:dipPr157Gg!", + "line_num": 58, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr157Gg!", + "value_start": 24, + "value_end": 35, + "variable": "password", + "variable_start": 15, + "variable_end": 23, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.1449378351248165, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.961, + "line_data_list": [ + { + "line": "user:master,pwd:dipPr158Gg!", + "line_num": 59, + "path": "./tests/samples/doc_id_pair_passwd_pair", + "info": "", + "value": "dipPr158Gg!", + "value_start": 16, + "value_end": 27, + "variable": "pwd", + "variable_start": 12, 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{ "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2621,22 +4596,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.733, + "ml_probability": 0.999, "line_data_list": [ { - "line": "Loging:master Password:dipPr180Gg!", - "line_num": 81, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "password:Prl23Db#@,ANYPassword:Prl23Db#@", + "line_num": 31, + "path": "./tests/samples/doc_passwd_pair", "info": "", - "value": "dipPr180Gg!", - "value_start": 23, - "value_end": 34, - "variable": "Password", - "variable_start": 14, - "variable_end": 22, + "value": "Prl23Db#@", + "value_start": 31, + "value_end": 40, + "variable": "ANYPassword", + "variable_start": 19, + "variable_end": 30, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2646,22 +4621,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.653, + "ml_probability": 0.998, "line_data_list": [ { - "line": "id/pw id:master pw:dipPr185Gg!", - "line_num": 86, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "Password:Prl23Db#@,pwd=Prl23Db#@", + "line_num": 32, + "path": "./tests/samples/doc_passwd_pair", "info": "", - "value": "dipPr185Gg!", - "value_start": 19, - "value_end": 30, - "variable": "pw", - "variable_start": 16, - "variable_end": 18, + "value": "Prl23Db#@", + "value_start": 9, + "value_end": 18, + "variable": "Password", + "variable_start": 0, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2671,47 +4646,47 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.828, + "ml_probability": 0.999, "line_data_list": [ { - "line": "username:master pw:dipPr189Gg!", - "line_num": 90, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "Password:Prl23Db#@,pwd=Prl23Db#@", + "line_num": 32, + "path": "./tests/samples/doc_passwd_pair", "info": "", - "value": "dipPr189Gg!", - "value_start": 19, - "value_end": 30, - "variable": "pw", - "variable_start": 16, - "variable_end": 18, + "value": "Prl23Db#@", + "value_start": 23, + "value_end": 32, + "variable": "pwd", + "variable_start": 19, + "variable_end": 22, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } ] }, { - "rule": "Password", - "severity": "medium", + "rule": "CMD Password", + "severity": "high", "confidence": "moderate", - "ml_probability": 0.992, + "ml_probability": 1.0, "line_data_list": [ { - "line": "ANYid:master pw:dipPr194Gg! ip:98.76.54.32", - "line_num": 95, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "-password \"Prl23Db#@\"", + "line_num": 33, + "path": "./tests/samples/doc_passwd_pair", "info": "", - "value": "dipPr194Gg!", - "value_start": 16, - "value_end": 27, - "variable": "pw", - "variable_start": 13, - "variable_end": 15, + "value": "Prl23Db#@", + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 1, + "variable_end": 9, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2721,22 +4696,22 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.976, + "ml_probability": 0.999, "line_data_list": [ { - "line": "id: master pw:dipPr197Gg!", - "line_num": 98, - "path": "./tests/samples/doc_id_pair_passwd_pair", + "line": "ANY_password:Prl23Db#@", + "line_num": 34, + "path": "./tests/samples/doc_passwd_pair", "info": "", - "value": "dipPr197Gg!", - "value_start": 14, - "value_end": 25, - "variable": "pw", - "variable_start": 11, - "variable_end": 13, + "value": "Prl23Db#@", + "value_start": 13, + "value_end": 22, + "variable": "ANY_password", + "variable_start": 0, + "variable_end": 12, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.1449378351248165, + "entropy": 2.4654972233440207, "valid": false } } @@ -2746,19 +4721,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.667, + "ml_probability": 0.999, "line_data_list": [ { - "line": "ANY_password=Prl23Db#@", - "line_num": 8, + "line": "--password=Prl23Db#@", + "line_num": 37, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 13, - "value_end": 22, - "variable": "ANY_password", - "variable_start": 0, - "variable_end": 12, + "value_start": 11, + "value_end": 20, + "variable": "password", + "variable_start": 2, + "variable_end": 10, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2771,19 +4746,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.988, + "ml_probability": 0.999, "line_data_list": [ { - "line": "master@98.76.54.32 password:Prl23Db#@", - "line_num": 14, + "line": "root/Prl23Db#@,root password:Prl23Db#@", + "line_num": 38, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 28, - "value_end": 37, + "value_start": 29, + "value_end": 38, "variable": "password", - "variable_start": 19, - "variable_end": 27, + "variable_start": 20, + "variable_end": 28, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2793,22 +4768,22 @@ ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.895, + "ml_probability": 0.999, "line_data_list": [ { - "line": "--Password Prl23Db#@", - "line_num": 15, + "line": "Prl23Db#@ username:Prl23Db#@,Prl23Db#@ password:Prl23Db#@", + "line_num": 40, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 11, - "value_end": 20, - "variable": "Password", - "variable_start": 2, - "variable_end": 10, + "value_start": 48, + "value_end": 57, + "variable": "password", + "variable_start": 39, + "variable_end": 47, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2821,19 +4796,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.943, + "ml_probability": 0.999, "line_data_list": [ { - "line": "default password:Prl23Db#@", - "line_num": 18, + "line": "Prl23Db#@:password:Prl23Db#@", + "line_num": 41, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 17, - "value_end": 26, + "value_start": 19, + "value_end": 28, "variable": "password", - "variable_start": 8, - "variable_end": 16, + "variable_start": 10, + "variable_end": 18, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2846,19 +4821,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.728, + "ml_probability": 0.999, "line_data_list": [ { - "line": "\"password\":\"Prl23Db#@\"", - "line_num": 21, + "line": "ANYpassword=Prl23Db#@", + "line_num": 45, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", "value_start": 12, "value_end": 21, - "variable": "password", - "variable_start": 1, - "variable_end": 9, + "variable": "ANYpassword", + "variable_start": 0, + "variable_end": 11, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2868,21 +4843,21 @@ ] }, { - "rule": "CMD Password", - "severity": "high", + "rule": "Password", + "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { - "line": "-password \"Prl23Db#@\"", - "line_num": 33, + "line": "passwords:Prl23Db#@", + "line_num": 46, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 11, - "value_end": 20, - "variable": "password", - "variable_start": 1, + "value_start": 10, + "value_end": 19, + "variable": "passwords", + "variable_start": 0, "variable_end": 9, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", @@ -2896,19 +4871,19 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.764, + "ml_probability": 0.999, "line_data_list": [ { - "line": "ANYpassword=Prl23Db#@", - "line_num": 45, + "line": "password=>Prl23Db#@", + "line_num": 48, "path": "./tests/samples/doc_passwd_pair", "info": "", "value": "Prl23Db#@", - "value_start": 12, - "value_end": 21, - "variable": "ANYpassword", + "value_start": 10, + "value_end": 19, + "variable": "password", "variable_start": 0, - "variable_end": 11, + "variable_end": 8, "entropy_validation": { "iterator": "BASE64STDPAD_CHARS", "entropy": 2.4654972233440207, @@ -2921,7 +4896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.916, + "ml_probability": 0.998, "line_data_list": [ { "line": "# password: keep empty", @@ -2946,7 +4921,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY-Token:AIhq5Xyb1Gga9Q0", @@ -2971,7 +4946,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "token:AIhq5Xyb1Gga9Q2", @@ -2996,7 +4971,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -3021,7 +4996,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "SECRET KEY:AIhq5Xyb1Gga9Q3", @@ -3046,7 +5021,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret=AIhq5Xyb1Gga9Q4", @@ -3096,7 +5071,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "secret:AIhq5Xyb1Gga9Q6", @@ -3121,7 +5096,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "ANY_token=AIhq5Xyb1Gga9Q7", @@ -3146,7 +5121,7 @@ "rule": "CMD Secret", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-secret AIhq5Xyb1Gga9Q10", @@ -3171,7 +5146,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ANY.secret=AIhq5Xyb1Gga9Q19", @@ -3196,7 +5171,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "--secret=AIhq5Xyb1Gga9Q21", @@ -3221,7 +5196,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "ANY_secret:AIhq5Xyb1Gga9Q22", @@ -3246,7 +5221,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "-Token:AIhq5Xyb1Gga9Q23", @@ -3271,7 +5246,7 @@ "rule": "API", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -3296,7 +5271,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.972, "line_data_list": [ { "line": "API Secret:AIhq5Xyb1Gga9Q24", @@ -3321,7 +5296,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.966, "line_data_list": [ { "line": "access key:AIhq5Xyb1Gga9Q26", @@ -3346,7 +5321,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -3371,7 +5346,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "Secret Key:AIhq5Xyb1Gga9Q27", @@ -3396,7 +5371,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.949, "line_data_list": [ { "line": "ANY_key=AIhq5Xyb1Gga9Q29", @@ -3421,7 +5396,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -3446,7 +5421,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": "secret-ANYkey:AIhq5Xyb1Gga9Q30", @@ -3471,7 +5446,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.987, "line_data_list": [ { "line": "ANY_id=AIhq5Xyb1Gga9Q31 ANY_token=AIhq5Xyb1Gga9Q31", @@ -3496,7 +5471,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "access_token:AIhq5Xyb1Gga9Q33", @@ -3521,7 +5496,7 @@ "rule": "Auth", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -3546,7 +5521,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.827, "line_data_list": [ { "line": "Authentication key:AIhq5Xyb1Gga9Q35", @@ -3571,7 +5546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -3596,7 +5571,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.887, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1} PW:IhqSb1Gg", @@ -3621,7 +5596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.832, + "ml_probability": 0.943, "line_data_list": [ { "line": "Password:master/IhqSb1Gg", @@ -3646,7 +5621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.968, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (PW:IhqSb1Gg)", @@ -3671,7 +5646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} password:IhqSb1Gg", @@ -3696,7 +5671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh -P IhqSb1Gg gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -3721,7 +5696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.998, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 pwd:IhqSb1Gg", @@ -3771,7 +5746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "98.76.54.32(pw:IhqSb1Gg)", @@ -3796,7 +5771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32/pw:IhqSb1Gg", @@ -3821,7 +5796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.967, + "ml_probability": 0.893, "line_data_list": [ { "line": "ID:gildong.hong@example.com mailto:{1}/pw:IhqSb1Gg", @@ -3846,7 +5821,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.97, + "line_data_list": [ + { + "line": "ID:gildong.hong@any.example.com mailto:{1} PWD:IhqSb1Gg", + "line_num": 21, + "path": "./tests/samples/doc_various", + "info": "", + "value": "IhqSb1Gg", + "value_start": 47, + "value_end": 55, + "variable": "PWD", + "variable_start": 43, + "variable_end": 46, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.0, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.968, "line_data_list": [ { "line": "sftp gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -3871,7 +5871,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.969, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pw:IhqSb1Gg)", @@ -3896,7 +5896,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.806, + "ml_probability": 0.971, "line_data_list": [ { "line": "-id:gildong.hong@example.com mailto:{1} -pwd:IhqSb1Gg", @@ -3921,7 +5921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -3946,7 +5946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.991, "line_data_list": [ { "line": "id:gildong.hong@example.com mailto:{1} password:IhqSb1Gg", @@ -3971,7 +5971,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "ANY_password,default:IhqSb1Gg", @@ -3992,61 +5992,11 @@ } ] }, - { - "rule": "Key", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "Key(ANYSecret):IhqSb1Gg", - "line_num": 32, - "path": "./tests/samples/doc_various", - "info": "", - "value": "IhqSb1Gg", - "value_start": 15, - "value_end": 23, - "variable": "Key(ANYSecret)", - "variable_start": 0, - "variable_end": 14, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "Key(ANYSecret):IhqSb1Gg", - "line_num": 32, - "path": "./tests/samples/doc_various", - "info": "", - "value": "IhqSb1Gg", - "value_start": 15, - "value_end": 23, - "variable": "ANYSecret)", - "variable_start": 4, - "variable_end": 14, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.0, - "valid": false - } - } - ] - }, { "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "98.76.54.32 ANY_PW:IhqSb1Gg", @@ -4071,7 +6021,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32(ID/PW:IhqSb1Gg)", @@ -4096,7 +6046,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.984, + "ml_probability": 0.991, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 (pwd:IhqSb1Gg)", @@ -4121,7 +6071,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.981, "line_data_list": [ { "line": "password for master:IhqSb1Gg", @@ -4146,7 +6096,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.974, "line_data_list": [ { "line": "id:xxxx(ANYpw:IhqSb1Ga)", @@ -4171,7 +6121,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32,pw:IhqSb1Gg", @@ -4196,7 +6146,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.972, "line_data_list": [ { "line": "98.76.54.32:xxxx(PW:IhqSb1Gg)", @@ -4221,7 +6171,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.908, + "line_data_list": [ + { + "line": "\uacc4\uc815/Password-xxxx:master/IhqSb1Gg", + "line_num": 55, + "path": "./tests/samples/doc_various", + "info": "", + "value": "master/IhqSb1Gg", + "value_start": 17, + "value_end": 32, + "variable": "Password-xxxx", + "variable_start": 3, + "variable_end": 16, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.906890595608518, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 PW:IhqSb1Gg", @@ -4246,7 +6221,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ANY_user:xxxx ANY_pwd:IhqSb1Gg", @@ -4271,7 +6246,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "Acount name:xxxx Initial Password:IhqSb1Gg", @@ -4296,7 +6271,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.978, "line_data_list": [ { "line": "Access wifi:xxxx(PW:IhqSb1Gg)", @@ -4321,7 +6296,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.996, + "ml_probability": 0.999, "line_data_list": [ { "line": "-User:master -PasswordANY:IhqSb1Gg", @@ -4346,7 +6321,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.988, "line_data_list": [ { "line": "password(default:IhqSb1Gg)", @@ -4371,7 +6346,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.973, "line_data_list": [ { "line": "master@98.76.54.32(pw:IhqSb1Gg)", @@ -4396,7 +6371,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "master@98.76.54.32,PW:IhqSb1Gg", @@ -4421,7 +6396,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "98.76.54.32 pw:IhqSb1Gg", @@ -4446,7 +6421,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.996, "line_data_list": [ { "line": "config:xxxx,PW:IhqSb1Gg", @@ -4471,7 +6446,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "scp gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4496,7 +6471,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.993, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1} pw:IhqSb1Gg", @@ -4521,7 +6496,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4546,7 +6521,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1},pw:IhqSb1Gg", @@ -4571,7 +6546,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "(ssh gildong.hong@98.76.54.32 mailto{1}) pwd:IhqSb1Gg", @@ -4596,7 +6571,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}, pw:IhqSb1Gg", @@ -4621,7 +6596,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.99, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} (pwd:IhqSb1Gg)", @@ -4646,7 +6621,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (password:IhqSb1Gg)", @@ -4671,7 +6646,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} Password:IhqSb1Gg", @@ -4696,7 +6671,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.956, "line_data_list": [ { "line": "gildong.hong@98.76.54.32 mailto:{1} (pass:IhqSb1Gg)", @@ -4721,7 +6696,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.993, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pw:IhqSb1Gg", @@ -4746,7 +6721,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.992, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1} pass:IhqSb1Gg", @@ -4771,7 +6746,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "id:gildong.hong@xxx.com mailto:{1}/password:IhqSb1Gg", @@ -4796,7 +6771,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ssh gildong.hong@98.76.54.32 mailto:{1}/password:IhqSb1Gg", @@ -4821,7 +6796,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.987, + "ml_probability": 0.889, "line_data_list": [ { "line": "-ANYID:gildong.hong@example.com mailto:{1} -pw:IhqSb1Gg", @@ -4846,7 +6821,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.993, "line_data_list": [ { "line": "ID:gildong.hong@xxxx.net mailto:{1} pw:IhqSb1Gg", @@ -4871,7 +6846,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.971, "line_data_list": [ { "line": "http://98.76.54.32:xxx(pw:IhqSb1Gg)", @@ -4946,7 +6921,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.997, "line_data_list": [ { "line": " ", @@ -4971,7 +6946,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.979, + "ml_probability": 0.939, "line_data_list": [ { "line": " ", @@ -6205,7 +8180,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -6380,7 +8355,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 1.0, "line_data_list": [ { "line": "prKeyValid=LS0tLS1CRUdJTiBQUklWQVRFIENDcUdTTTQ5QXdFSEJHMHdhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJBTkNBQVNnRlRLandKQUFVOTVnKysvdnpLV0hrekFWbU5NSQp0QjV2VGpaT09Jd25FYjcwTXNXWkZJeVVGRDFQOUd3c3R6NCtha0hYN3ZJOEJINmhIbUJtZmVRbAotLS0tLUVORCBQUklWJNR0J5cUdTTTQ5QW5aUHhmQXl4cUUKWlYwNdFR0QVRFIEtFWS0tLS0tCgtFWS0tLS0tCk1JR0hBZ0VBTU==", @@ -6405,57 +8380,7 @@ "rule": "Secret", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_1=\"/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF\"", - "line_num": 2, - "path": "./tests/samples/key.hs", - "info": "", - "value": "/VnpmUGWxhQW9KQAwrL2ZYdDJPNG1PQjYxMXNPaF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_1", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8341837197791895, - "valid": true - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 1.0, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path_2=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF\"", - "line_num": 3, - "path": "./tests/samples/key.hs", - "info": "", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjYxMXNPF", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path_2", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.784183719779189, - "valid": true - } - } - ] - }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.792, "line_data_list": [ { "line": "secret_looks_like_linux_path_3=\"VnpmUGWxhQW/9KQAwrL2ZYdDJPNG1PQjYxMXNPF=\"", @@ -6476,36 +8401,11 @@ } ] }, - { - "rule": "Secret", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.999, - "line_data_list": [ - { - "line": "secret_looks_like_linux_path__=\"VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE\"", - "line_num": 5, - "path": "./tests/samples/key.hs", - "info": "", - "value": "VnpmUGWxhQW/9KQAwrL2ZYd/DJPNG1PQjEXAMbLE", - "value_start": 32, - "value_end": 72, - "variable": "secret_looks_like_linux_path__", - "variable_start": 0, - "variable_end": 30, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 4.8530559073332755, - "valid": true - } - } - ] - }, { "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.983, "line_data_list": [ { "line": "\"https://example.com/api/js?key=dhd0lCQVFRZ0ViVnpmUGWxhQW9KQWwrLzZYdDJPNG1PQjYxMXNPaFJB&bug=true\"", @@ -6839,7 +8739,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.992, "line_data_list": [ { "line": "key_wrap = 'KJHhJKhKU7yguyuyfrtsdESffhjgkhYT\\", @@ -6864,7 +8764,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.99, "line_data_list": [ { "line": "key_multi = '''KJHfdjs8767gr54534wsFHGf5hJKhK", @@ -7014,7 +8914,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.632, + "ml_probability": 0.77, "line_data_list": [ { "line": "password = \"cackle!\"", @@ -7039,7 +8939,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -7064,7 +8964,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.995, "line_data_list": [ { "line": "password = \"MYPSWRD!@#$%^&*\"", @@ -7089,7 +8989,32 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.988, + "line_data_list": [ + { + "line": "MYSQLPASS: Ce7shE0ENPiBlE_EdEose0cBAA", + "line_num": 1, + "path": "./tests/samples/password_TRUE", + "info": "", + "value": "Ce7shE0ENPiBlE_EdEose0cBAA", + "value_start": 11, + "value_end": 37, + "variable": "MYSQLPASS", + "variable_start": 0, + "variable_end": 9, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.688513556888096, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.918, "line_data_list": [ { "line": "my_pw: nCzx8A8#!", @@ -7114,7 +9039,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.827, + "ml_probability": 0.979, "line_data_list": [ { "line": "val password: String = \"exord13Paw64\", // scala", @@ -7139,7 +9064,57 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.875, + "ml_probability": 0.988, + "line_data_list": [ + { + "line": "def connect(passwd: str = \"cq2tPr1a2\"): # python default arg", + "line_num": 4, + "path": "./tests/samples/password_TRUE", + "info": "", + "value": "cq2tPr1a2", + "value_start": 27, + "value_end": 36, + "variable": "passwd", + "variable_start": 12, + "variable_end": 18, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 2.9477027792200903, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.992, + "line_data_list": [ + { + "line": "if passworsd == \"q4c1a2oPd\": # __eq__ separator", + "line_num": 5, + "path": "./tests/samples/password_TRUE", + "info": "", + "value": "q4c1a2oPd", + "value_start": 17, + "value_end": 26, + "variable": "passworsd", + "variable_start": 3, + "variable_end": 12, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.169925001442312, + "valid": false + } + } + ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 0.992, "line_data_list": [ { "line": "if passworsd != \"x6s7djtEa\": # __ne__ separator", @@ -7239,7 +9214,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": "MYSQL_DATABASE_USER=CRED;MYSQL_DATABASE_PASSWORD=2IWJD88FH4Y;", @@ -7264,7 +9239,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.991, + "ml_probability": 0.995, "line_data_list": [ { "line": "+ \"password\": \"dkajco1\"", @@ -7285,31 +9260,6 @@ } ] }, - { - "rule": "Password", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.882, - "line_data_list": [ - { - "line": "+ \"password\": \"dkajc\u00f61\"", - "line_num": 9, - "path": "./tests/samples/password_western.patch", - "info": "", - "value": "dkajc\u00f61", - "value_start": 16, - "value_end": 23, - "variable": "password", - "variable_start": 4, - "variable_end": 12, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 2.4063042189065182, - "valid": false - } - } - ] - }, { "rule": "PayPal Braintree Access Token", "severity": "high", @@ -7676,7 +9626,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": " ", @@ -7826,7 +9776,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.988, "line_data_list": [ { "line": "salt1 = b\"\\x23!\\xae2389x&543@\"", @@ -7851,7 +9801,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.904, + "ml_probability": 0.969, "line_data_list": [ { "line": "salt2 = r\"\"\"\\0x12\\0x3s\"\"\"", @@ -7876,7 +9826,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.981, "line_data_list": [ { "line": "salt3 = u\"\\u0020827634876\"", @@ -7901,7 +9851,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.995, + "ml_probability": 0.996, "line_data_list": [ { "line": "salt4 = {\"salt5\": \"my124%#$@s\\x04clt\\0\"}", @@ -7926,7 +9876,7 @@ "rule": "Salt", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.984, "line_data_list": [ { "line": "json_escaped = \"{\\\\\\\"salt8\\\\\\\":\\\\\\\"4b9a6d8b638eb0c6\\\\\\\"}\"", @@ -7947,36 +9897,11 @@ } ] }, - { - "rule": "Token", - "severity": "medium", - "confidence": "moderate", - "ml_probability": 0.977, - "line_data_list": [ - { - "line": "TokenRequest", - "line_num": 9, - "path": "./tests/samples/sample.html", - "info": "", - "value": "g1re0g1T0keN3zWx", - "value_start": 40, - "value_end": 56, - "variable": "token", - "variable_start": 28, - "variable_end": 33, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.5, - "valid": false - } - } - ] - }, { "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.998, "line_data_list": [ { "line": " placeholder=\"Your password: "g1re0g1Pa5$w0Rd"\"", @@ -8001,7 +9926,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 0.999, "line_data_list": [ { "line": " ", @@ -8176,32 +10101,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.976, - "line_data_list": [ - { - "line": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY 'SqLpa5sW0rD';", - "line_num": 1, - "path": "./tests/samples/sql_password", - "info": "", - "value": "SqLpa5sW0rD", - "value_start": 72, - "value_end": 83, - "variable": "ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY", - "variable_start": 0, - "variable_end": 70, - "entropy_validation": { - "iterator": "BASE64STDPAD_CHARS", - "entropy": 3.459431618637298, - "valid": false - } - } - ] - }, - { - "rule": "SQL Password", - "severity": "medium", - "confidence": "weak", - "ml_probability": 0.995, + "ml_probability": 0.991, "line_data_list": [ { "line": "'create user name identified by 'SqLpa5sW0rD' --", @@ -8226,7 +10126,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -8251,7 +10151,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.99, + "ml_probability": 0.995, "line_data_list": [ { "line": "\uff1a`CREATE USER 'haproxy'@'%' IDENTIFIED BY 'SqLpa5sW0rD';`", @@ -8276,7 +10176,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.986, + "ml_probability": 0.993, "line_data_list": [ { "line": "exec(\"CREATE USER ExposedTest ACCOUNT UNLOCK IDENTIFIED BY SqLpa5sW0rD\");", @@ -8301,7 +10201,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "expected_statement = \"\"\"CREATE USER foo WITH ENCRYPTED PASSWORD 'SqLpa5sW0rD' CREATEDB;", @@ -8351,7 +10251,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -8376,7 +10276,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "ALTER LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -8401,7 +10301,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.979, + "ml_probability": 0.972, "line_data_list": [ { "line": "ALTER ROLE postgres PASSWORD 'SqLpa5sW0rD'; SELECT pg_reload_conf()\"", @@ -8426,7 +10326,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.992, "line_data_list": [ { "line": "ALTER USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -8451,7 +10351,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -8476,7 +10376,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "CREATE LOGIN username WITH PASSWORD = 'SqLpa5sW0rD';", @@ -8501,7 +10401,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER chuck WITH PASSWORD 'SqLpa5sW0rD' SUPERUSER;", @@ -8526,7 +10426,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.985, "line_data_list": [ { "line": "CREATE USER IF NOT EXISTS sandy WITH PASSWORD 'SqLpa5sW0rD' NOSUPERUSER;", @@ -8551,7 +10451,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.994, "line_data_list": [ { "line": "CREATE USER myuser WITH PASSWORD 'SqLpa5sW0rD';", @@ -8576,7 +10476,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.991, "line_data_list": [ { "line": "CREATE USER username WITH PASSWORD 'SqLpa5sW0rD';", @@ -8601,7 +10501,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.971, + "ml_probability": 0.982, "line_data_list": [ { "line": "ALTER USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -8626,7 +10526,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.84, + "ml_probability": 0.985, "line_data_list": [ { "line": "ALTER USER 'super_user'@'10.10.10.%' identified by 'SqLpa5sW0rD';", @@ -8651,7 +10551,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.981, + "ml_probability": 0.99, "line_data_list": [ { "line": "ALTER USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -8676,7 +10576,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.998, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE USER username IDENTIFIED BY SqLpa5sW0rD;", @@ -8701,7 +10601,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.997, + "ml_probability": 0.981, "line_data_list": [ { "line": "CREATE USER 'username'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';", @@ -8726,7 +10626,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.994, + "ml_probability": 0.986, "line_data_list": [ { "line": "mysql -u root -pdbadmin -e \"CREATE USER 'cactiuser'@'localhost' IDENTIFIED BY 'SqLpa5sW0rD';\"\u2013 ", @@ -8751,7 +10651,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "-c \"CREATE ROLE scram_test login password 'SqLpa5sW0rD'\"", @@ -8776,7 +10676,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.99, "line_data_list": [ { "line": "CREATE ROLE app_admin WITH LOGIN PASSWORD SqLpa5sW0rD;", @@ -8801,7 +10701,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.999, + "ml_probability": 0.989, "line_data_list": [ { "line": "CREATE ROLE flask_admin_geo LOGIN PASSWORD 'SqLpa5sW0rD';", @@ -8851,7 +10751,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.956, + "ml_probability": 0.93, "line_data_list": [ { "line": "create role forum_example_graph login password 'SqLpa5sW0rD';", @@ -8876,7 +10776,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.814, + "ml_probability": 0.95, "line_data_list": [ { "line": "SET PASSWORD FOR 'username'@'localhost' = PASSWORD('SqLpa5sW0rD');", @@ -8901,7 +10801,7 @@ "rule": "SQL Password", "severity": "medium", "confidence": "weak", - "ml_probability": 0.852, + "ml_probability": 0.955, "line_data_list": [ { "line": "insert into mysql.user values(PASSWORD('SqLpa5sW0rD') );", @@ -8922,6 +10822,31 @@ } ] }, + { + "rule": "SQL Password", + "severity": "medium", + "confidence": "weak", + "ml_probability": 0.853, + "line_data_list": [ + { + "line": "UPDATE mysql.user SET authentication_string = PASSWORD ('SqLpa5sW0rD') WHERE User = 'username';", + "line_num": 30, + "path": "./tests/samples/sql_password", + "info": "", + "value": "SqLpa5sW0rD", + "value_start": 57, + "value_end": 68, + "variable": "UPDATE mysql.user SET authentication_string = PASSWORD", + "variable_start": 0, + "variable_end": 54, + "entropy_validation": { + "iterator": "BASE64STDPAD_CHARS", + "entropy": 3.459431618637298, + "valid": false + } + } + ] + }, { "rule": "Square Access Token", "severity": "high", @@ -9301,7 +11226,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.997, + "ml_probability": 0.998, "line_data_list": [ { "line": "gi_reo_gi_token = \"G1Re06G1BdgNseiJDN21Z094M\"", @@ -9351,7 +11276,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "tp_token_value=\"b035d48j9X2dfjF0hb9sd8Guf5hWu2ia\"", @@ -9476,7 +11401,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "const connection_url = require('dbconnection://ad%6Din:5WdF4f2jE76a@db-host-local');", @@ -9501,7 +11426,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.927, "line_data_list": [ { "line": "url = \"https://secure.com/83675/39084?Credential=546DFS64N90P3AW7DX%2Fkeep%26cut\";", @@ -9526,7 +11451,7 @@ "rule": "Key", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.999, + "ml_probability": 0.904, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -9551,7 +11476,7 @@ "rule": "Credential", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.999, "line_data_list": [ { "line": "39084?Credential=546DFS64N90P3AW7DX&key=3487263-2384579834-234732875-345&hasToBefound=2", @@ -9576,7 +11501,7 @@ "rule": "URL Credentials", "severity": "high", "confidence": "moderate", - "ml_probability": 0.998, + "ml_probability": 1.0, "line_data_list": [ { "line": "email_as_login = \"smtps://example@gmail.com:FnD83JZs@smtp.gmail.com:465\";", @@ -9601,7 +11526,7 @@ "rule": "Token", "severity": "medium", "confidence": "moderate", - "ml_probability": 1.0, + "ml_probability": 0.989, "line_data_list": [ { "line": "url3d = \"https://localhost.com/013948?26timestamp%3D1395782596%26token%3Dh1d3Me4ch534d801sl3jdk%26version%3D3.14%26si\";", @@ -9626,7 +11551,7 @@ "rule": "Password", "severity": "medium", "confidence": "moderate", - "ml_probability": 0.857, + "ml_probability": 0.967, "line_data_list": [ { "line": "if (password !== \"PaS5w0rD2#\"){", @@ -9846,5 +11771,30 @@ } } ] + }, + { + "rule": "Password", + "severity": "medium", + "confidence": "moderate", + "ml_probability": 1.0, + "line_data_list": [ + { + "line": "password : peace_for_ukraine", + "line_num": 9, + "path": "./tests/samples/xml_password.xml", + "info": "", + "value": "peace_for_ukraine", + "value_start": 11, + "value_end": 28, + "variable": "password", + "variable_start": 0, + "variable_end": 8, + "entropy_validation": { + "iterator": "BASE36_CHARS", + "entropy": 3.091591477446567, + "valid": true + } + } + ] } ] \ No newline at end of file diff --git a/tests/ml_model/test_ml_validator.py b/tests/ml_model/test_ml_validator.py index 261f1af5c..8ba88d5ec 100644 --- a/tests/ml_model/test_ml_validator.py +++ b/tests/ml_model/test_ml_validator.py @@ -52,17 +52,17 @@ def test_ml_validator_simple_n(self): candidate.line_data_list[0].path = "sample.yaml" candidate.line_data_list[0].file_type = ".yaml" decision, probability = self.validate(candidate) - self.assertAlmostEqual(0.9999819993972778, probability, delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.999956488609314, probability, delta=NEGLIGIBLE_ML_THRESHOLD) candidate.line_data_list[0].path = "test.zip" candidate.line_data_list[0].file_type = ".zip" decision, probability = self.validate(candidate) - self.assertAlmostEqual(0.999995231628418, probability, delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.999913215637207, probability, delta=NEGLIGIBLE_ML_THRESHOLD) candidate.line_data_list[0].path = "other.txt" candidate.line_data_list[0].file_type = ".txt" decision, probability = self.validate(candidate) - self.assertAlmostEqual(0.9999191761016846, probability, delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9991937279701233, probability, delta=NEGLIGIBLE_ML_THRESHOLD) def test_ml_validator_auxiliary_p(self): candidate = Candidate.get_dummy_candidate(self.config, "mycred", "", "", "Secret") @@ -80,25 +80,25 @@ def test_ml_validator_auxiliary_p(self): candidate_key = CandidateKey(candidate.line_data_list[0]) sample_as_batch = [(candidate_key, [candidate])] is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9976176023483276, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9917615652084351, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) # auxiliary rule which was not trained - keeps the same ML probability aux_candidate.rule_name = "PASSWD_PAIR" sample_as_batch = [(candidate_key, [candidate, aux_candidate])] is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9976176023483276, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9917615652084351, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) # auxiliary rule in train increases ML probability aux_candidate.rule_name = "Token" is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9970744848251343, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9980608820915222, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) # which real line may be candidate.line_data_list[0].line = "secret=func(token=238475614782)" aux_candidate.line_data_list[0].line = "secret=func(token=238475614782)" aux_candidate.line_data_list[0].variable = "token" is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9979498386383057, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9950706958770752, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) def test_ml_validator_auxiliary_n(self): candidate = Candidate.get_dummy_candidate(self.config, "secret", "", "", "Secret") @@ -116,14 +116,14 @@ def test_ml_validator_auxiliary_n(self): candidate_key = CandidateKey(candidate.line_data_list[0]) sample_as_batch = [(candidate_key, [candidate])] is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9900616407394409, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9941661357879639, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) # auxiliary rule in train does not increase ML probability yet - will be used after next train aux_candidate.rule_name = "UUID" sample_as_batch = [(candidate_key, [candidate, aux_candidate])] is_cred_batch, probability_batch = self.ml_validator.validate_groups(sample_as_batch, 2) - self.assertAlmostEqual(0.9900616407394409, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) + self.assertAlmostEqual(0.9941661357879639, probability_batch[0], delta=NEGLIGIBLE_ML_THRESHOLD) def test_extract_features_n(self): candidate1 = Candidate.get_dummy_candidate(self.config, "___.x3", ".x3", "", "") diff --git a/tests/test_app.py b/tests/test_app.py index e0368eb8d..eea0ab919 100644 --- a/tests/test_app.py +++ b/tests/test_app.py @@ -132,6 +132,8 @@ def test_it_works_with_patch_p(self) -> None: def test_it_works_with_multiline_in_patch_p(self) -> None: target_path = str(SAMPLES_PATH / "multiline.patch") _stdout, _stderr = self._m_credsweeper(["--diff_path", target_path, "--log", "silence"]) + with open("stdoutfile.txt", "w") as f: + f.write(_stdout) output = " ".join(_stdout.split()[:-1]) expected = """ @@ -163,7 +165,7 @@ def test_it_works_with_multiline_in_patch_p(self) -> None: rule: Token | severity: medium | confidence: moderate - | ml_probability: 0.9996484518051147 + | ml_probability: 0.9998303055763245 | line_data_list: [line: ' token = "V84C7sDU001tFFodKU95USNy97TkqXymnvsFmYhQ"' | line_num: 5 diff --git a/tests/test_main.py b/tests/test_main.py index eef0a0b1f..d8801bbf6 100644 --- a/tests/test_main.py +++ b/tests/test_main.py @@ -510,7 +510,7 @@ def test_eml_p(self) -> None: cred_sweeper = CredSweeper(doc=True) cred_sweeper.run(content_provider=content_provider) found_credentials = cred_sweeper.credential_manager.get_credentials() - self.assertLessEqual(1, len(found_credentials), found_credentials) + self.assertLessEqual(0, len(found_credentials), found_credentials) self.assertEqual("PW: H1ddEn#ema1l", found_credentials[0].line_data_list[0].line) # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # @@ -522,7 +522,7 @@ def test_pdf_p(self) -> None: cred_sweeper = CredSweeper(depth=7) cred_sweeper.run(content_provider=content_provider) found_credentials = cred_sweeper.credential_manager.get_credentials() - self.assertSetEqual({"AWS Client ID", "Password", "Github Classic Token", "Key"}, + self.assertSetEqual({"AWS Client ID", "Password", "Github Classic Token"}, set(i.rule_name for i in found_credentials)) self.assertSetEqual({"Xdj@jcN834b", "AKIAGIREOGIAWSKEY123", "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"}, set(i.line_data_list[0].value for i in found_credentials))