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This behaviour is the source of the following dependency conflicts.\n","gcsfs 2025.3.0 requires fsspec==2025.3.0, but you have fsspec 2024.12.0 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cublas-cu12==12.4.5.8; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cublas-cu12 12.5.3.2 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cuda-cupti-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-cupti-cu12 12.5.82 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cuda-nvrtc-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-nvrtc-cu12 12.5.82 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cuda-runtime-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-runtime-cu12 12.5.82 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cudnn-cu12==9.1.0.70; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cudnn-cu12 9.3.0.75 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cufft-cu12==11.2.1.3; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cufft-cu12 11.2.3.61 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-curand-cu12==10.3.5.147; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-curand-cu12 10.3.6.82 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cusolver-cu12==11.6.1.9; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusolver-cu12 11.6.3.83 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-cusparse-cu12==12.3.1.170; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusparse-cu12 12.5.1.3 which is incompatible.\n","torch 2.6.0+cu124 requires nvidia-nvjitlink-cu12==12.4.127; 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transformers_interpret import SequenceClassificationExplainer\n","from huggingface_hub import notebook_login"],"metadata":{"id":"ABVwlRLW92qo","executionInfo":{"status":"ok","timestamp":1743044102909,"user_tz":420,"elapsed":49470,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["notebook_login()"],"metadata":{"id":"jXuQwDQm02NK"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["wandb.login()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":176},"id":"IMatxS7GQEuL","executionInfo":{"status":"ok","timestamp":1742961857258,"user_tz":420,"elapsed":4323,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"46444d61-d891-4f2c-908d-6c874d048fd9"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["\u001b[34m\u001b[1mwandb\u001b[0m: Using wandb-core as the SDK backend.  Please refer to https://wandb.me/wandb-core for more information.\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.Javascript object>"],"application/javascript":["\n","        window._wandbApiKey = new Promise((resolve, reject) => {\n","            function loadScript(url) {\n","            return new Promise(function(resolve, reject) {\n","                let newScript = document.createElement(\"script\");\n","                newScript.onerror = reject;\n","                newScript.onload = resolve;\n","                document.body.appendChild(newScript);\n","                newScript.src = url;\n","            });\n","            }\n","            loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n","            const iframe = document.createElement('iframe')\n","            iframe.style.cssText = \"width:0;height:0;border:none\"\n","            document.body.appendChild(iframe)\n","            const handshake = new Postmate({\n","                container: iframe,\n","                url: 'https://wandb.ai/authorize'\n","            });\n","            const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n","            handshake.then(function(child) {\n","                child.on('authorize', data => {\n","                    clearTimeout(timeout)\n","                    resolve(data)\n","                });\n","            });\n","            })\n","        });\n","    "]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m If you're specifying your api key in code, ensure this code is not shared publicly.\n","\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Consider setting the WANDB_API_KEY environment variable, or running `wandb login` from the command line.\n","\u001b[34m\u001b[1mwandb\u001b[0m: No netrc file found, creating one.\n","\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n","\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mdahalaamosh\u001b[0m (\u001b[33mdahalaamosh-harrisburg-university\u001b[0m) to \u001b[32mhttps://api.wandb.ai\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":6}]},{"cell_type":"code","source":["# ---------------------------\n","# MLflow Setup\n","# ---------------------------\n","mlflow.set_experiment(\"Phishing_Detection_DistilBERT_Uncased\")"],"metadata":{"id":"aL3_zk9O_PWo","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1742952960197,"user_tz":420,"elapsed":18,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"8b0abd3f-5fa0-427d-fae3-b9e5971691c5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["2025/03/26 01:36:00 INFO mlflow.tracking.fluent: Experiment with name 'Phishing_Detection_DistilBERT_Uncased' does not exist. Creating a new experiment.\n"]},{"output_type":"execute_result","data":{"text/plain":["<Experiment: artifact_location='file:///content/mlruns/399934098347173591', creation_time=1742952960114, experiment_id='399934098347173591', last_update_time=1742952960114, lifecycle_stage='active', name='Phishing_Detection_DistilBERT_Uncased', tags={}>"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","source":["# ---------------------------\n","# Data Loading and Preprocessing\n","# ---------------------------\n","# Loading phishing email dataset from the drive.\n","df = pd.read_csv(\"/content/drive/MyDrive/Masters Research/phishing_email.csv\")\n","print(\"Dataset shape:\", df.shape)\n","\n","def clean_text(text):\n","    text = text.lower()\n","    text = re.sub(r'\\s+', ' ', text)          # removing extra whitespace\n","    text = re.sub(r'[^\\w\\s]', '', text)         # removing punctuation\n","    return text.strip()\n","\n","df['text_combined'] = df['text_combined'].apply(clean_text)\n","df.drop_duplicates(inplace=True)\n","df.dropna(subset=['text_combined', 'label'], inplace=True)"],"metadata":{"id":"Jj8US6u3_eCd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1742952982432,"user_tz":420,"elapsed":11608,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"f7daa892-c2e5-4fcb-da9d-da9284d4f048"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Dataset shape: (82486, 2)\n"]}]},{"cell_type":"code","source":["# ---------------------------\n","# Random Undersampling for Balanced Classes\n","# ---------------------------\n","# According to your methodology, use Random UnderSampling (RUS) to balance classes.\n","# Determine the minimum count among the classes.\n","min_count = df['label'].value_counts().min()\n","balanced_df = df.groupby('label', group_keys=False).apply(lambda x: x.sample(min_count, random_state=42))\n","print(\"Balanced dataset shape:\", balanced_df.shape)\n","print(\"Class distribution after undersampling:\")\n","print(balanced_df['label'].value_counts())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iFGUrWooAuwY","executionInfo":{"status":"ok","timestamp":1742952991167,"user_tz":420,"elapsed":39,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"317be56a-05f7-4987-c516-36c307e47bbe"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Balanced dataset shape: (78466, 2)\n","Class distribution after undersampling:\n","label\n","0    39233\n","1    39233\n","Name: count, dtype: int64\n"]},{"output_type":"stream","name":"stderr","text":["<ipython-input-7-dc8d4441bbe3>:7: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n","  balanced_df = df.groupby('label', group_keys=False).apply(lambda x: x.sample(min_count, random_state=42))\n"]}]},{"cell_type":"code","source":["# Splitting data into training and testing sets (80/20 split, stratified)\n","train_df, test_df = train_test_split(\n","    df, test_size=0.2, random_state=42, stratify=df['label']\n",")\n","print(\"Training set shape:\", train_df.shape)\n","print(\"Testing set shape:\", test_df.shape)"],"metadata":{"id":"rMGPiDk1_n2E","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1742952997467,"user_tz":420,"elapsed":74,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"35c60c63-61f5-4417-e0a8-c1bad495c383"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Training set shape: (65662, 2)\n","Testing set shape: (16416, 2)\n"]}]},{"cell_type":"code","source":["# Converting pandas DataFrames to Hugging Face Datasets\n","train_dataset = Dataset.from_pandas(train_df)\n","test_dataset = Dataset.from_pandas(test_df)"],"metadata":{"id":"3aNPXzpKAN6h"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ---------------------------\n","# Tokenization and Dataset Preparation\n","# ---------------------------\n","model_checkpoint = \"distilbert-base-uncased\"\n","tokenizer = DistilBertTokenizer.from_pretrained(model_checkpoint)\n","\n","def tokenize_function(example):\n","    return tokenizer(\n","        example[\"text_combined\"],\n","        padding=\"max_length\",\n","        truncation=True,\n","        max_length=256  # adjust based on your data\n","    )\n","\n","train_dataset = train_dataset.map(tokenize_function, batched=True)\n","test_dataset = test_dataset.map(tokenize_function, batched=True)\n","train_dataset.set_format(type=\"torch\", columns=[\"input_ids\", \"attention_mask\", \"label\"])\n","test_dataset.set_format(type=\"torch\", columns=[\"input_ids\", \"attention_mask\", \"label\"])"],"metadata":{"id":"pze_qmeiARrZ","colab":{"base_uri":"https://localhost:8080/","height":333,"referenced_widgets":["083c2fcebc8f4f4981b8f0309f0a8898","c37d942d855947deba0e066445104eeb","3362e5077ecf481d9e4bdeb46ed5d1a5","52cc72d8f13040fb824309e31325b65c","495ccafc99b941249c299b5b16d6ced1","b2b2a5a495fb47b482affa852b6f68a0","a89faaa0a9664755a10808c25c675e95","171ceab24bf745b486d4b66d00d0fa68","752009f7906a46a79b8eab494e9352a2","71133cbeff584b8f9362a20b7f935fd1","5da85291280c459a9ea1a7f30a0f6b91","ea11dc8700a7442f8a9a04ddbb1c46cf","dddf83ee1b614258b4141f941c7453f0","1690f5accdbc40feae03be0d9f6b1ccf","1e0bed5c9e96454c803fb4cda8ca0197","248bd423f73041c4b5b48af426ee2faa","effe1cdcad234a5e9ef97ec5ac3ec3a1","37f1647e400b48808143f79376874529","03d052f76c7c47c4a7b2de9dca06df9e","7116eb2db8784f35a9844cc21276bec6","3a366ad83c444b48b6986861fb18a1f4","aafbc10c835f4ec6b76e36785227eb93","84f175b49b1d4c83a6d7f4d5733115c2","0d54a487855d408c9879d92097863fef","4ec758380a264375836466d9d93645a1","c93a45150d6446a5971fa668dab608ac","476614404ee64ba2af171617e4386f7c","400b0bc069c64e7a88148b2e9094a193","fb3a16b1a6eb452aac1490f4c34b8151","698f7e58780b4405b9411a83da0de371","da29e3cf433944b2bbf49f130668d1f5","88cda04adfe4406195713e6ecff903a9","6227a1382e434589bd7d16beb060341f","e7e45943eec941e6b3f2525f255922a4","c7dc4865152c443e87883bd0651a566f","e0e78cf0cf2444b4a5155ad905a2dd15","99352ab91dcb43fa8a165ec02ec973ce","d1867f0833d9452bb144b14e5eb02907","81f7d75c637b4bc983a37f1e1be5e3ec","97c2def2776a4184ab13e2683f898f73","648432a4c93140128fb8d2379bb896dd","86ed66ff489c430cb89fe3369e166e85","0b293d0325104600b4a35ccb318d3c54","a82ae72f21bb4cf983a7b4227bb36e2a","6d7202e37fe24a99b458fc4e909bf775","6ff3ce6985a54fa1920c50b82efbae37","1c5c455de95e44d6aa5e1ba242b4152c","39158249cca14274963d92ff029b66ff","c989428ede184e0294f2119a76dc19e0","53383809663641188917bdf88119ad7d","949a900b89ef4867ab2bff3453803c74","a8048e83effc4d778104c1fb6fc5d5f4","a37059c71cb2497f82142ff593f2cc6f","186ba423e154433fa9c760586f97fe86","68093d4ce5a24482a2d45a60a29e9013","0088d0a96fcc43dfb5a82fd0ae9e563b","0720a99c64304305bd8eee49cb9532ef","c2220d61d427455b85e74d04b8ffeebd","e4078b43b55d4e22b82666e867151fe0","65d414c8cc0945878f493022b014b62a","be8c6e0bbdc146a3b58c00ed91222fc3","14e7bc1c3cfc4ebdb2011359b39d78e9","f60d8ca3e64e46af9a25e7b3e4ea1753","f405da532c0649609c6d2c94f68aa494","3bac3597d7db4eaeb5d4b492b9210999","67f757de6ba14793b51986928e536bce"]},"executionInfo":{"status":"ok","timestamp":1742953911918,"user_tz":420,"elapsed":462744,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"6802cb52-c40d-4873-bdb6-f6dfac7f6a4e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n","  warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/48.0 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"083c2fcebc8f4f4981b8f0309f0a8898"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ea11dc8700a7442f8a9a04ddbb1c46cf"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"84f175b49b1d4c83a6d7f4d5733115c2"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/483 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e7e45943eec941e6b3f2525f255922a4"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/65662 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6d7202e37fe24a99b458fc4e909bf775"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/16416 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0088d0a96fcc43dfb5a82fd0ae9e563b"}},"metadata":{}}]},{"cell_type":"code","source":["# ---------------------------\n","# Model Setup and Fine-Tuning with MLflow Logging\n","# ---------------------------\n","model = DistilBertForSequenceClassification.from_pretrained(model_checkpoint, num_labels=2)\n","\n","training_args = TrainingArguments(\n","    output_dir=\"./results\",\n","    evaluation_strategy=\"epoch\",\n","    learning_rate=2e-5,\n","    per_device_train_batch_size=32,\n","    per_device_eval_batch_size=32,\n","    num_train_epochs=3,\n","    weight_decay=0.01,\n","    push_to_hub=True\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":138,"referenced_widgets":["68d935abb7ff45bd90c21f869717129c","ccd8b797b7f04e6d87a03da7a6dc317c","f089c21a8eac41d4b92dc425a436e81d","79378d63fd4444f499bd6b735a2061bb","8ca1a2305ee84d9ea873c74906253a46","4d82195e358c4849baa49a64534bbd54","baa86aa98d804c2abbd934b3217858cb","8db6ca0dc0ad45188dd05685fe330913","1d31465ef10d461eae09b12ef89d0933","d0a9159aa1764e68a109ac0cbe7e6817","52b6cc46f6524827acd92a19f98342bc"]},"id":"iMrhhTUcBM7l","executionInfo":{"status":"ok","timestamp":1742953937529,"user_tz":420,"elapsed":1822,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"82d0e680-c87b-4cd8-875a-021665188ed8"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/268M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"68d935abb7ff45bd90c21f869717129c"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some weights of DistilBertForSequenceClassification were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight', 'pre_classifier.bias', 'pre_classifier.weight']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n","/usr/local/lib/python3.11/dist-packages/transformers/training_args.py:1611: FutureWarning: `evaluation_strategy` is deprecated and will be removed in version 4.46 of 🤗 Transformers. Use `eval_strategy` instead\n","  warnings.warn(\n"]}]},{"cell_type":"code","source":["# Loading metrics using the Hugging Face 'datasets' library\n","accuracy_metric = evaluate.load(\"accuracy\")\n","precision_metric = evaluate.load(\"precision\")\n","recall_metric = evaluate.load(\"recall\")\n","f1_metric = evaluate.load(\"f1\")\n","\n","def compute_metrics(eval_pred):\n","    logits, labels = eval_pred\n","    predictions = np.argmax(logits, axis=-1)\n","\n","    # Computing metrics using Hugging Face's load_metric\n","    accuracy = accuracy_metric.compute(predictions=predictions, references=labels)[\"accuracy\"]\n","    precision = precision_metric.compute(predictions=predictions, references=labels, average=\"binary\")[\"precision\"]\n","    recall = recall_metric.compute(predictions=predictions, references=labels, average=\"binary\")[\"recall\"]\n","    f1 = f1_metric.compute(predictions=predictions, references=labels, average=\"binary\")[\"f1\"]\n","\n","    # Computing ROC-AUC using probabilities\n","    from scipy.special import softmax\n","    probabilities = softmax(logits, axis=1)\n","    probs_phishing = probabilities[:, 1]\n","    try:\n","        roc_auc = roc_auc_score(labels, probs_phishing)\n","    except ValueError:\n","        roc_auc = float(\"nan\")\n","\n","    return {\n","        \"accuracy\": accuracy,\n","        \"precision\": precision,\n","        \"recall\": recall,\n","        \"f1\": f1,\n","        \"roc_auc\": roc_auc\n","    }\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":145,"referenced_widgets":["236fda1849934db194f0f8a43c596bec","14f9ee927f794201aa05e7cf8243f0dd","f832e2fe3e334e2fbbe5486285fcd239","ed47922c00454fc3a68876dc0b6e0373","33d2a262adbe43e69a7ed91e39cb2235","ed5bf406f7eb43378ce0e0174d00c79d","910b1c652a414391b060bb1652b9e1f4","94aa33fcfb684bf19ccf3777d8ea7bd0","d8c0098c033b49698a98846709cff137","c3f990fe81bc4bdf9e178a84116498ea","c2b7a70eafde4494a7c081e3e7a70e86","553634cc3fd84010bdfce0639c84e592","1dd260b33c2143d0bc1293f6c881747e","5c82cdf7dd7747059ce1f9b5585ae623","b12042bdeac44e98a7cb429bc45abd54","548e9895e1f249b995b3b653af188ca2","c38e4c159de44817bf76c1987a5d6ddc","b39cc9ee268c4b0eb4bbcf4741cf7b83","cb890efb7b28457a84518aeedefae832","876e37d9ec294f23b8dfb0ce97ab13e8","b4d51c2265c04d51b0974f23d7e94631","6de142ec557a44f59f6660be448b200e","ffc81974a50f4367b4ec67a75e00eaa7","9f4df259f4444d60a2f44651a1e5463f","6edab3f40232418583cc21cda19a5eae","d8a6310a7fa4464dac5c394901923f2e","4d85d0a351204601bc16d228d11109d4","7b51cea04aaa4da8812c16bf54504f80","7c56f9de5dda4701af90b1ea65099a1a","7568a48fe03e46eb804527811d4a5796","e974a0cfd422443cb6342e72de722f3b","f5c281b807334512ae9d35a3ed250601","d959fe7619c54a78bc979ba907d2e377","1218411a72b34635bad095fb95662866","648bbd727b324d2e88707d1949897fac","422965c2c0f745c5bb394c1bfd9c53eb","fd25901b8ca7468480501e2a249bc44d","ab90891c74db46029f8b816a22b8daab","eeb9a492ad8d4a7dad645875e80a0bbf","4aac92580d7344af8515130456452291","a94947d2980e498faac96accb1126752","67250b86219b497e944cfd0dd54ee384","0efda6659e054a4687f79c95c51b20e8","ba44d487ccc94b23abdd5bbeeebd996b"]},"id":"O5vM1XH8B3h3","executionInfo":{"status":"ok","timestamp":1742953988036,"user_tz":420,"elapsed":6069,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"61df543e-e92f-44b2-8b5a-37f8fbeaf06e"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/4.20k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"236fda1849934db194f0f8a43c596bec"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/7.56k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"553634cc3fd84010bdfce0639c84e592"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/7.38k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ffc81974a50f4367b4ec67a75e00eaa7"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/6.79k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1218411a72b34635bad095fb95662866"}},"metadata":{}}]},{"cell_type":"code","source":["# Initializing the Trainer with the MLflow callback and the updated compute_metrics function\n","trainer = Trainer(\n","    model=model,\n","    args=training_args,\n","    train_dataset=train_dataset,\n","    eval_dataset=test_dataset,\n","    compute_metrics=compute_metrics\n",")"],"metadata":{"id":"JFM8Z6JMDM3H"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ---------------------------\n","# Fine-Tuning and MLflow Run with Extended Evaluation\n","# ---------------------------\n","with mlflow.start_run():\n","    # Fine-tuning the model\n","    trainer.train()\n","\n","    # Evaluating the model on the test dataset\n","    eval_results = trainer.evaluate()\n","\n","    # Logging all evaluation metrics to MLflow\n","    for key, value in eval_results.items():\n","        mlflow.log_metric(key, value)\n","\n","    # Computing and log the confusion matrix as an artifact\n","    predictions_output = trainer.predict(test_dataset)\n","    preds = np.argmax(predictions_output.predictions, axis=-1)\n","    cm = confusion_matrix(predictions_output.label_ids, preds)\n","\n","    # Plotting and saving the confusion matrix\n","    plt.figure(figsize=(6, 4))\n","    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n","    plt.xlabel(\"Predicted\")\n","    plt.ylabel(\"True\")\n","    plt.title(\"Confusion Matrix\")\n","    plt.savefig(\"confusion_matrix.png\")\n","    mlflow.log_artifact(\"confusion_matrix.png\")\n","\n","    # Push the fine-tuned model and tokenizer to your Hugging Face Hub repository\n","    model.push_to_hub(\"aamoshdahal/email-phishing-distilbert-finetuned\")\n","    tokenizer.push_to_hub(\"aamoshdahal/email-phishing-distilbert-finetuned\")\n","\n","    # Log additional training outputs as artifacts\n","    mlflow.log_artifact(\"./results\")\n","\n","    print(\"Model, tokenizer, and training metrics (including evaluation metrics and confusion matrix) have been logged and pushed to the Hugging Face Hub!\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":643,"referenced_widgets":["5387899aac684d508737a6d2bee69ce8","27e89009a3544e46ad575cd296ec47b9","0961d4ff447b4ac7a2a4d4bcb7611830","a83eed0ae84b468785db341ba60dd187","d730a0dceb3c4b76b750685b503bde88","7640f5b3f48240a79f67581fc32137d7","84847aca99ac40ab8465c5fe49b5410e","f5c0401be903493e98f393807d5d33cf","5a4565a621614e4bb772464baf483f8e","f235147d1f2344a7a5df184c00586d45","6b3ec0212ed24597a0e53fd8fbda7ba2","93b092b03b6c422191b54b1b44489167","bfb4b1f9a2084faa948eef595c6ae89c","c0d0da8927dd4dabb344f86b4a4c667c","48fca08ec0e0421a8e2dc84c9ad6f160","9d1cfe398dee441388f4da8b53332ef9","460fc1ddf32845f4b9841f3ecd6f5cbd","7587b8885553430ca69c8d97d3c66813","e853ddc8afa7495083fdc5669059fcff","360ab028a7094948875f34bb3f88338a","a531d0cd3d4943ee85940dd1107e3dd7","ff600772b3a04108b8494666df8f1528"]},"id":"HbVk_nzJDP5h","executionInfo":{"status":"ok","timestamp":1742956798798,"user_tz":420,"elapsed":1118062,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"686d5c21-ee17-4c1d-d3f4-545be248ccd4"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='6156' max='6156' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [6156/6156 16:59, Epoch 3/3]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Epoch</th>\n","      <th>Training Loss</th>\n","      <th>Validation Loss</th>\n","      <th>Accuracy</th>\n","      <th>Precision</th>\n","      <th>Recall</th>\n","      <th>F1</th>\n","      <th>Roc Auc</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>1</td>\n","      <td>0.032300</td>\n","      <td>0.024250</td>\n","      <td>0.993604</td>\n","      <td>0.991636</td>\n","      <td>0.996149</td>\n","      <td>0.993887</td>\n","      <td>0.999592</td>\n","    </tr>\n","    <tr>\n","      <td>2</td>\n","      <td>0.008300</td>\n","      <td>0.029706</td>\n","      <td>0.993787</td>\n","      <td>0.996831</td>\n","      <td>0.991248</td>\n","      <td>0.994032</td>\n","      <td>0.999755</td>\n","    </tr>\n","    <tr>\n","      <td>3</td>\n","      <td>0.004400</td>\n","      <td>0.027537</td>\n","      <td>0.995127</td>\n","      <td>0.995911</td>\n","      <td>0.994749</td>\n","      <td>0.995329</td>\n","      <td>0.999736</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/268M [00:00<?, 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\n"},"metadata":{}}]},{"cell_type":"code","source":["mlflow.end_run()"],"metadata":{"id":"gVn3OcsPDu80"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# -------------------------------\n","# 🧹 LOADING & CLEANING DATASET (NEW VERSION)\n","# -------------------------------\n","dataset = load_dataset(\"cybersectony/PhishingEmailDetectionv2.0\")\n","\n","# Keep only email examples (labels 0 and 1)\n","keep_labels = [0, 1]\n","\n","filtered_test = dataset[\"test\"].filter(lambda x: x[\"label\"] in keep_labels)\n","\n","test_data = filtered_test.rename_column(\"content\", \"text\")  # rename for consistency\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397,"referenced_widgets":["ce162c8211c24e1cabc84a17ac0eb19a","636461a96eaf465e93e5d6e2d12bfa2b","75a2475af7d14e89874295aa84f26a19","8fc48fdc377d4b86b7a92be742b90d90","066646b1ca344f1da75c1c366123f4ce","982de51eabe8495a8717d1e0d264d320","48f1bf863fe346c99c13310587674021","d04f3f1191aa490893d459d3e0111930","d447684398054120a60b69dc18c9158f","f288fa3af5d14c7c9166ed8f336f5970","9173866fe7dc4324b279117eab1e90b0","3a152a90e7b446e5a72636d43f8e8f87","80d1cc03a59541afa26e095f0bb1b554","37d81f9316e34f088985425e8df50dba","5b55d3d7c5444f33b55d79ff4706115e","00952d9bb098419796eff43c0e4c01ba","28fb84b819d441f4b095309dc34de6eb","8c84e0317cc5493f9688268e57af9baf","7674ddd947f241ecbfc6c23971e3a753","3a76371c71ba44db86d2935123e962ae","54566d3413dd4c3d988c18216dd58d2f","84636071ebec4b1387a77c3df09f6ff4","786522078ebb486b9f20eac0a2078aa7","38593d1baa9c4931a9bb85a891706c72","59f1f19d8e324c7094264cea0e72feed","005bb9eed15a46f48b873d3149b5d5ae","d089ef2348d24d43ab3b0a44ca372c57","c981535d2bc44471afeaba5fb09938c1","03211113358c4757b83b88a000f3b9e9","0e63385d268c4dd2ae9749ee5987b852","c9c8b24ffd61491e8f67bc5c4b39a4f1","93f54f3ed30241bd9096edc19bb2fc57","18e68ea3698a4fc9a833a03b5f55f649","33dac19e72b44dc9876e603888f04416","c699c50949e940e58a9621054e9affb0","fcf02ae4d12a4e93abd47fc084c0e572","175151e022c34d1e8bb19bd06dc5f96b","365a3cff85e845bf922c2f576379cf46","361cc0c312bb4b039881b0b8c92c6c27","5f98feba8393419696f5bcfb786ea954","1d244bba96ca49fd98626dc7d8a83e3d","2272e8ba0a884f89b2d2fdcf4a99e242","2ed5952ba18f474db4578f76c9c6bebc","de9998ad827142b79e83252841af2e18","d1205ff359ed4bb89b4866ae001d0a05","376d2bb6501b415c9542dfa0b3bf6be2","ceafc4953a004e9f98534a379ef7cb50","372bf7bddd7b4d73b8ccbfd57bd2072b","635ed4469ad54a5dbef9a3d01867edb9","e4a26f40ea824bb68d1afc1c26d4221f","5ef03346a1f043c3b0c167bcdf6c14ad","5cd2dfa2da254b839793cb4f71715bdf","c2589f38d12c45d6966f6beefe430740","28a011505acc4e0c8c85a6eb9fe93612","2ea5640e23c643bfa75eb1d62c03ea6b","f62aa2dfd9db4ea8b4138da75e2aa702","bc84e59cb13f4c08af48e085cc3e49b7","b3c5913f827d482eb38e77e5954e0782","8ffa952e851945f9b6b7bcd6a90306a8","0aa1b601c89b4e389f5c62d39fa28b09","2048594541a048e389e31f33360af541","4d36134d06a64957a9c032a531b80524","33ed8e20a41e4777bb0c64ecaa280eb6","3f7b9d33b90544db93687e000946463e","f4fbad4e185c46a186b1237e0f3ca0cf","1949d729bfa5460f9bfb264e51675509","111201c41a9d4c6d821dff291d393fe2","e093470594064895ac23c3ef2d79edd7","4637b5aed5c24f3ca2e743ac840f9603","2f4d210183f74bfab57776454c98e263","a5da2d6f2a2243e9ab57ee0dabe910e6","4baedfadc4384864a05064e207b4945c","e3e8e8bf9a4140fc95b9840d33fb2024","ee1ad0227b094039804392059df0180e","b08b5f130f284622a0e8511cf4a34daf","d1f3c8e394fa49ae8386090a6d89de40","ee783c6169d64c08ba6a5f61e4d33462","95db0b381e4b43148b97bd6736dd8f12","463f08d3f67d411b81637ae33a170905","09bce68618d049bc8e1ba7ea6a9a2fd3","5eea945cd1a74a44a8b26211130c5262","fdc4a1b4d5494851bd267dc44b37207a","6c32245a366b46a980001c81425f2055","5c8edec6597446308caddc2fabd1a98e","092604a603c6462caa3bc840e02f5522","ac78c0c6efa14d74ab83273373c4fe7f","2db0ad80a34f47799d63e1e7dbb17905","289b4ad36449400ab90f2655e98a0285"]},"id":"fd0YzQF5frQQ","executionInfo":{"status":"ok","timestamp":1742961881938,"user_tz":420,"elapsed":9607,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"b3e7f5f5-13d8-4d8e-f4a2-797f4f8adc4e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n","  warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["README.md:   0%|          | 0.00/1.37k [00:00<?, 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examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"111201c41a9d4c6d821dff291d393fe2"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Filter:   0%|          | 0/60000 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"95db0b381e4b43148b97bd6736dd8f12"}},"metadata":{}}]},{"cell_type":"code","source":["# ---------------------------------------------------\n","# 📏 METRIC FUNCTIONS\n","# ---------------------------------------------------\n","accuracy = evaluate.load(\"accuracy\")\n","precision = evaluate.load(\"precision\")\n","recall = evaluate.load(\"recall\")\n","f1 = evaluate.load(\"f1\")\n","\n","def compute_metrics(preds, labels, probs=None):\n","    acc = accuracy.compute(predictions=preds, references=labels)[\"accuracy\"]\n","    prec = precision.compute(predictions=preds, references=labels)[\"precision\"]\n","    rec = recall.compute(predictions=preds, references=labels)[\"recall\"]\n","    f1_score = f1.compute(predictions=preds, references=labels)[\"f1\"]\n","    roc = roc_auc_score(labels, probs) if probs is not None else float('nan')\n","    return {\n","        \"accuracy\": acc,\n","        \"precision\": prec,\n","        \"recall\": rec,\n","        \"f1\": f1_score,\n","        \"roc_auc\": roc\n","    }"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":145,"referenced_widgets":["66635ffbb3504794a36ed3d271d06e9b","992d879437fe4d7dbf7b5cd882d1f2f9","4caff26e2613402ea223cf6cd3b35452","4447307369bd4610ab9c231a6523dec1","efdb6301823242029139c08392f7d09b","4d69ec0271d940268045b2dec0a7a0e6","988473c4cb8f41e4b7b4d902630b1f3f","c242772007774701b6c516b2a40502af","cb274456ee9a46a2b47a7095df313f89","c1d807c77eae423db7453fa83a7ea97a","775991f625554424945ff86e20c88db4","250f2952290b47be8766283105cf6e95","0d55d26cc523429ba6e02a2bd3a95719","13857dd8544445b1b79735b630cce454","da6e0e2a16214ff1a336cc7f2a4022a7","591733650d2c4134b8a5e0f48470259e","89e9b8528a7245418b35587258ab5a4d","bf89f3bd4e37453687c5415247252796","08efc38e5a354fc98f0272bffa916ff5","b00a15c02488492b8bc6b4040972accd","59b275c4f4db4cca91f2166cb86ebbca","cf23d53f67b34731b1083cccb4f11123","8a5167b133f04d7b84dd2b30a51c6938","412f754836ad458bb68257a37be80f3f","2c4fbdeb6f9849dbb0b895246102da23","2e7985d49bf048a4a8d7740dddd734f1","2197e92d568f428e9f838b1f9c243da9","6c2bb056a1074b94891552d5ec8e0839","f0fc3215f5054aa3bf33f5a3fa1e99ff","504e1e37c8ef4d49bfee61f97f371d63","ec0d4ba1d19d4cbeb3b1a4f281449f20","bbb6b0c7aa5b4e5c8c8bcce0232e6c12","f763084f9e30424c9b9569eb7c89c1e6","aac9dba42fd447c1a5912e90e17b9e62","a2720c85da98447d9b7bd0e8f819103b","85cd56b3a5a84bf499d22152df3f50e0","cc7361b0d59441d49f317f8206fafd8f","dd6b48892d6b4a56a5e93ddaf4d9f6a2","41590ac99e16448e95c2a2d1f5df4280","52d689213fbb4da0a975d617a8d3de40","4dc0baec884b4e029d7908f752bd2193","2cffb5a89f5d4293af352b72fd44b557","118e17b229784113b372b13f1a44f64a","01e564ddd8ef4a919638befd19d30859"]},"id":"lWawPaDcgpWP","executionInfo":{"status":"ok","timestamp":1742961894433,"user_tz":420,"elapsed":7530,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"b93d02b0-a9e8-406b-dac2-1798c94406b5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/4.20k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"66635ffbb3504794a36ed3d271d06e9b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/7.56k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"250f2952290b47be8766283105cf6e95"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/7.38k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8a5167b133f04d7b84dd2b30a51c6938"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/6.79k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"aac9dba42fd447c1a5912e90e17b9e62"}},"metadata":{}}]},{"cell_type":"code","source":["\n","\n","# ---------------------------------------------------\n","# 🚀 BENCHMARKING EACH MODEL\n","# ---------------------------------------------------\n","models_to_test = {\n","    \"Fine-tuned DistilBERT v1\": \"aamoshdahal/email-phishing-distilbert-finetuned\",\n","    \"Raw DistilBERT\": \"distilbert-base-uncased\",\n","    \"Raw BERT\": \"bert-base-uncased\"\n","}\n","\n","for model_name, model_id in models_to_test.items():\n","    wandb.init(project=\"Phishing_Detection_DistilBERT_Uncased\", name= \"BENCHMARK\" + model_name)\n","\n","    tokenizer = AutoTokenizer.from_pretrained(model_id)\n","    model = AutoModelForSequenceClassification.from_pretrained(model_id, num_labels=2)\n","    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","    model.to(device)\n","    model.eval()\n","\n","    # Tokenize test dataset\n","    def tokenize(example):\n","        return tokenizer(example[\"text\"], truncation=True, padding=\"max_length\", max_length=256)\n","\n","    tokenized = test_data.map(tokenize, batched=True)\n","    tokenized.set_format(type=\"torch\", columns=[\"input_ids\", \"attention_mask\", \"label\"])\n","\n","    dataloader = torch.utils.data.DataLoader(tokenized, batch_size=32)\n","    preds, probs, labels = [], [], []\n","\n","    with torch.no_grad():\n","        for batch in dataloader:\n","            outputs = model(input_ids=batch[\"input_ids\"].to(device),\n","                attention_mask=batch[\"attention_mask\"].to(device))\n","            logits = outputs.logits\n","            softmaxed = torch.nn.functional.softmax(logits, dim=1)\n","            probs.extend(softmaxed[:,1].cpu().numpy())\n","            preds.extend(torch.argmax(logits, axis=1).cpu().numpy())\n","            labels.extend(batch[\"label\"].cpu().numpy())\n","\n","    # Log metrics\n","    metrics = compute_metrics(preds, labels, probs)\n","    wandb.log(metrics)\n","\n","    # Confusion matrix\n","    cm = confusion_matrix(labels, preds)\n","    fig, ax = plt.subplots()\n","    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", ax=ax)\n","    ax.set_xlabel(\"Predicted\")\n","    ax.set_ylabel(\"Actual\")\n","    ax.set_title(\"Confusion Matrix\")\n","    fig.savefig(\"conf_matrix.png\")\n","    wandb.log({\"confusion_matrix\": wandb.Image(\"conf_matrix.png\")})\n","\n","    wandb.finish()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["4ddb3e0be29b49c6a3508b873dea410f","bceb8ac8778c4354befdfbfc5fc4da2b","1cb781a4ac284fb3ab06b0200b9449a4","be3c8ee2eca2420eb854f4b38cd1e6f8","2fcd5284a00a41879d1d0fed1083af30","9c8d9187bec94130b04a81768bb54a7b","9f94881fa6224812b9c1b51c9722a43d","395045aa2f574a3aa0c0e7cd4379c683","528cf0711fc9423a9f76b09f6265d315","2c8f9184046e4f788217ba59b2a777ca","69840b8e393544bc88346b6bb3b8b4dc","4055c6ca06d8431aad20af131f619654","66a0b434e5e6437ca9c23d539d503f6b","6473294abcca4965b191e3952b283f4f","7c17aebaa3a8442d99539235deff583a","be9e79be93a247f4aaf3837ceb9ce10e","51ac58874b6f4304b65406678a085c8c","a77944cb01ad45009af1669cce7e2f14","de0dc19c6d0c42ed81c44a27ce1444b5","abcabd33f4f14c7fb6f6760f3cdc8d4a","702f795d9b6140be9756f554c4352a35","2647937d095444d8917d60f08eac4fe6","bf456f345d864dc399fd69796091b456","0bd95d2d592f4ef58125fb240d1ac3a8","a78fa5d011514726bd96290e4f073363","28738d8684694089b35d2c9675e0b693","45689174398c4a59a2f67aa5d6b3a216","c464b41a23b34500bd8d336513806bfc","7375dc9bc3814fb78d21c0c73a60469b","c3600d73531b450b9a6d3cc0622616fd","c42b5279a20d4a1cab869ed0a5c32985","638fc46ec79e4aa9a072564268ad04e5","0aa7b0ba290e4d5ca59a46e964e2560e","3bea678bd5824f6eb1c3c290b3ed1486","7af4fab1c8e1486e813204fc826dbe12","978d5c7a05e3499a9ef5e7031ec76ef2","e643004b76bf4c40964850a0a6089ae9","42c7a1dd890747fab46617377a9d5903","5885926b5f774d308f94f0e4ef6d94e8","e864762ba3cd45418be6ec3fa83d3f2a","de60de74ae2c42c7809a1f12db6edb46","5d18a8bfbba24eadbee12522ebf3a4b2","8941a1c4a51d41ed880584651383fd14","36753a789a0f4e27bc8013b2d37dbc5e","45b44808ba864205945be6b4e4dc5bcb","3b81d47d46404ef0bf4f9171c9c04aa0","3794d2ac0d6445ed8db4cfeb0d191b85","6119dbb895f844739306c4c8a4182acf","16226c8020604a498b99bee072dc5897","7e07ea888f3240979edbcab8942a50b0","2618b6bc58c84b33b9d04959d1511bfc","2b7590ebd8014289b8e00c13907c6a40","433afddf03e64142b350114c5f2e096c","28d0eee51c0c4389860b120a988455b2","c66f187bcdab4bacb0c65f12f0cd9105","5a8e276f71d144eab763cd5efa7df172","71d85ac04be7493f980ada03d574ff97","8a8837e36b25496f8484ccd42e93b4ec","298a763efe1448e6beffe9cda2534e0c","3380324b67d847afaaca44060be69302","f7925672cc884e418299bda88c2c0e59","1b716a9786674b2fba5d2259653d3535","f790bd4c959b442ea12afb86916f0a99","4b74218975c34c31a5a6859002a6036a","13692dbce1f9412ea7f9b5d7f865e655","8ff7acb5f17a447b88e50799d08c9298","e25ca9c9ec7441179ba0fc8b8b28b40a","d47ef279db7e4258a3dc375b3a6b4ab9","ebebfecd3eea4cdfa0941c86168d9423","7c1e9764f66747799900f6877df7bd79","6db7d4a6651c4bcebcb52c54a3f45c9c","8491a22140b949d3937d586f69a9afcb","b36822d04bd34ec1843be9d2e506cbec","0813e644e5d040ebbd1d63f275a173fc","d3d72dff653746bc9152a6953817ebd8","160002f9ef994ee299b66e406a858c5a","fb470ab7b6d84b99876004c86a5947b0","3eb8062415f74769924c3caad056b5bc","4ce63dee4869477496bbbba94c4ae828","5bf9ac0f70b84eb5940df2b6dd140d5d","3645c4488a5945f7b89929e2d67222ae","670b2f19aeae45d4af2b35fdc37eb980","f19f161579c44eb79cbdece111934329","a32562cfa22a427a9d104513706297b0","4f414b6734754a05bb213790cab15ec4","3e32257b25e240eeab83505059fe6b21","89f4c200035144aab921f0250e989f1e","78cc3d7816604fb7b76e4cb6c08f4d81","9b94d6cd58dd4dd0849aea95a6df528e","ba7093acdc344513a385c3e32f38dbbd","169eb4bee7e243bc8c47dbc198d79e19","f8352d6e42c74db1b1bb24c28e39867d","6223d6c31917433891efadca16e08107","a88dfc274ab344388bcb6685ba8af983","04ed7bccd4964b4fbfc669c5c5619ce2","a4c695def4114292af7167d2467676c3","a27654e56cd3447584a0c755ffb68b09","f9738edd788242ad8db83e9e97cea420","78dc2f14a43f44178c7aea8d1b0e3762","c1236f7bec004bda91b1111ff0a57ce1","478d468a0c6c4e69a61ecec9ad516799","861b12bd60814ef0b2dcd59dbf7ebaaa","3587106c50384ec8b9b2ee962a12ceaa","9ee5a4a5cad2407290e1b2b80f53b3aa","4450feda484f4ccb90b2e46eb631d719","7e8f5c69b9e34209a30cec01c7bcce43","64741eb3d39a43298fa7e2a5fcd63a19","c38579c9585a46ec974fef68149dfaf5","e6a4e1be50fb451c85d0f20fdb3d315a","c71f2c3b28164ea5ac1e96b7300f7fab","a30b57e1927d49a6bf1b89849db37994","3a4b82499c32413aa4318db71500d10f","41800e6d237d43509f5783ebaec8d4bf","e0d638b502a34931800333af0e523e96","54051c6cfc5047b5acf58fa5ac9d56bc","930bd788d2524b6093d1d78ca5c258eb","649952ce1f1f448399991100a6947384","8d3aeaf427884c1d93c71fc5f664f9b9","0995e6f24c384900b1c85d5c1e5fcb1f","73cc81f1ba3d4afbb7f9339723c018cf","a8b45ec59c6c470da79f9bb060b99bcf","3690409ced8f4d5eab377a8248134b29","af37d42f331c4a31980d73024667f83d","9f58f5130ed84944917516ac73aa2a64","a87363867fca44ad9c3878d82f439312","26091cda29154246a658f053a3f950e4","8a4c0bf66efc4e40bf359310ec823abd","e8034a911a35460ba9c32c4f3f69784f","133f076d6aec449b809fd9e675e02ff1","748ad736dc7a43cf80f88cbc9c8af1d2","cb6d4f5a03b4408897e9d39a572a75fa","b6a6f43ad2d24174963f08c577467819","1cd79cf3b2714f9988358d31bb4387be","2e2660c08b7e4ce7bfb15c589e8c3204","08bc878c382d4bcd8333d457d48d4e69","1eb8785c80064c619f6a3a32c4faf50f","5ff6ed57854a4231833e1217d1a17e6e","7894aaf751e2461b9db4d3aa83610bf8","9707b379496e4a29ab22e4868593b096","cb66f130f5a7477b8f865f5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Dahal","userId":"13736007241294674487"}},"outputId":"10b16937-82e1-4995-d94e-9d3b248c3f73"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Tracking run with wandb version 0.19.8"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Run data is saved locally in <code>/content/wandb/run-20250326_040459-c3flt8f5</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Syncing run <strong><a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/c3flt8f5' target=\"_blank\">BENCHMARKFine-tuned DistilBERT v1</a></strong> to <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View project at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/c3flt8f5' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/c3flt8f5</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/1.28k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4ddb3e0be29b49c6a3508b873dea410f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4055c6ca06d8431aad20af131f619654"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["special_tokens_map.json:   0%|          | 0.00/125 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bf456f345d864dc399fd69796091b456"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/569 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3bea678bd5824f6eb1c3c290b3ed1486"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/268M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"45b44808ba864205945be6b4e4dc5bcb"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/6799 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5a8e276f71d144eab763cd5efa7df172"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<br>    <style><br>        .wandb-row {<br>            display: flex;<br>            flex-direction: row;<br>            flex-wrap: wrap;<br>            justify-content: flex-start;<br>            width: 100%;<br>        }<br>        .wandb-col {<br>            display: flex;<br>            flex-direction: column;<br>            flex-basis: 100%;<br>            flex: 1;<br>            padding: 10px;<br>        }<br>    </style><br><div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>▁</td></tr><tr><td>f1</td><td>▁</td></tr><tr><td>precision</td><td>▁</td></tr><tr><td>recall</td><td>▁</td></tr><tr><td>roc_auc</td><td>▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>0.96617</td></tr><tr><td>f1</td><td>0.96673</td></tr><tr><td>precision</td><td>0.95897</td></tr><tr><td>recall</td><td>0.97463</td></tr><tr><td>roc_auc</td><td>0.99527</td></tr></table><br/></div></div>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run <strong style=\"color:#cdcd00\">BENCHMARKFine-tuned DistilBERT v1</strong> at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/c3flt8f5' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/c3flt8f5</a><br> View project at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a><br>Synced 5 W&B file(s), 1 media file(s), 0 artifact file(s) and 0 other file(s)"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Find logs at: <code>./wandb/run-20250326_040459-c3flt8f5/logs</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Tracking run with wandb version 0.19.8"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Run data is saved locally in <code>/content/wandb/run-20250326_040533-22q7d9mp</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Syncing run <strong><a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/22q7d9mp' target=\"_blank\">BENCHMARKRaw DistilBERT</a></strong> to <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View project at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/22q7d9mp' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/22q7d9mp</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/48.0 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e25ca9c9ec7441179ba0fc8b8b28b40a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/483 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3eb8062415f74769924c3caad056b5bc"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9b94d6cd58dd4dd0849aea95a6df528e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c1236f7bec004bda91b1111ff0a57ce1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/268M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a30b57e1927d49a6bf1b89849db37994"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some weights of DistilBertForSequenceClassification were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight', 'pre_classifier.bias', 'pre_classifier.weight']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"]},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/6799 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3690409ced8f4d5eab377a8248134b29"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<br>    <style><br>        .wandb-row {<br>            display: flex;<br>            flex-direction: row;<br>            flex-wrap: wrap;<br>            justify-content: flex-start;<br>            width: 100%;<br>        }<br>        .wandb-col {<br>            display: flex;<br>            flex-direction: column;<br>            flex-basis: 100%;<br>            flex: 1;<br>            padding: 10px;<br>        }<br>    </style><br><div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>▁</td></tr><tr><td>f1</td><td>▁</td></tr><tr><td>precision</td><td>▁</td></tr><tr><td>recall</td><td>▁</td></tr><tr><td>roc_auc</td><td>▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>0.49566</td></tr><tr><td>f1</td><td>0</td></tr><tr><td>precision</td><td>0</td></tr><tr><td>recall</td><td>0</td></tr><tr><td>roc_auc</td><td>0.56939</td></tr></table><br/></div></div>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run <strong style=\"color:#cdcd00\">BENCHMARKRaw DistilBERT</strong> at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/22q7d9mp' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/22q7d9mp</a><br> View project at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a><br>Synced 5 W&B file(s), 1 media file(s), 0 artifact file(s) and 0 other file(s)"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Find logs at: <code>./wandb/run-20250326_040533-22q7d9mp/logs</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Tracking run with wandb version 0.19.8"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Run data is saved locally in <code>/content/wandb/run-20250326_040554-03jpifph</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Syncing run <strong><a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/03jpifph' target=\"_blank\">BENCHMARKRaw BERT</a></strong> to <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View project at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/03jpifph' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/03jpifph</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/48.0 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1cd79cf3b2714f9988358d31bb4387be"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/570 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d459050ec2824febb7a22917b98cfc32"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f6b5614b48ce42dea9c208c5f24aa745"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9e7ec0f0349a43dc9e5de264d5e0f6ac"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/440M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"268fb8daf6ff422eb1a5bdfc8b83fc8a"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"]},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/6799 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4c0f00cb5c1648e79beed2c281cbb5fa"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<br>    <style><br>        .wandb-row {<br>            display: flex;<br>            flex-direction: row;<br>            flex-wrap: wrap;<br>            justify-content: flex-start;<br>            width: 100%;<br>        }<br>        .wandb-col {<br>            display: flex;<br>            flex-direction: column;<br>            flex-basis: 100%;<br>            flex: 1;<br>            padding: 10px;<br>        }<br>    </style><br><div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>▁</td></tr><tr><td>f1</td><td>▁</td></tr><tr><td>precision</td><td>▁</td></tr><tr><td>recall</td><td>▁</td></tr><tr><td>roc_auc</td><td>▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>accuracy</td><td>0.49566</td></tr><tr><td>f1</td><td>0</td></tr><tr><td>precision</td><td>0</td></tr><tr><td>recall</td><td>0</td></tr><tr><td>roc_auc</td><td>0.49838</td></tr></table><br/></div></div>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run <strong style=\"color:#cdcd00\">BENCHMARKRaw BERT</strong> at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/03jpifph' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/03jpifph</a><br> View project at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a><br>Synced 5 W&B file(s), 1 media file(s), 0 artifact file(s) and 0 other file(s)"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Find logs at: <code>./wandb/run-20250326_040554-03jpifph/logs</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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5xQP/0vkBAQGaPHmyHnjgAZUvX17z58/XAw88IEnasWOH6tSpo8TERLVo0ULLli1Tp06ddOjQIQUFBUmSZs2apdGjR+vo0aPy8vLS6NGjtXTpUm3dutV5jR49eigtLU3Lly/P19iokAAAYDY3TdlkZGQoPT3dZcvIyDC8fFZWlj755BOdPXtWYWFhSkpKUmZmpsLDw51tateurUqVKikxMVGSlJiYqHr16jnDiCRFREQoPT3dWWVJTEx06SOnTU4f+UEgAQDAbG6asomNjZWfn5/LFhsbe83LbtmyRaVKlZLdbtegQYO0aNEihYaGKiUlRV5eXvL393dpHxQUpJSUFElSSkqKSxjJOZ5z7Hpt0tPTdf78+Xx9RDxlAwDA38SYMWMUE+O6LMFut1+zfa1atZScnKxTp05p4cKFioqK0po1a8we5g0hkAAAYDKbmx77tdvt1w0gV/Ly8lKNGjUkSU2aNNHGjRs1depUPfzww7p48aLS0tJcqiSpqakKDg6WJAUHB2vDhg0u/eU8hfPnNlc+mZOamipfX1/5+Pjk696YsgEAwGQ2m80t21+VnZ2tjIwMNWnSRMWLF1d8fLzz2M6dO3XgwAGFhYVJksLCwrRlyxYdOXLE2SYuLk6+vr4KDQ11tvlzHzltcvrIDyokAAAUQWPGjFHHjh1VqVIlnT59WvPnz9fq1au1YsUK+fn5qV+/foqJiVFAQIB8fX01dOhQhYWFqUWLFpKk9u3bKzQ0VL169dKkSZOUkpKisWPHKjo62lmlGTRokKZPn66nn35ajz/+uFatWqVPP/1US5cuzfd4CSQAAJjNghe1HjlyRL1799bhw4fl5+en+vXra8WKFbr33nslSVOmTJGHh4e6d++ujIwMRUREaMaMGc7zPT09tWTJEg0ePFhhYWEqWbKkoqKiNHHiRGebqlWraunSpRo+fLimTp2qW2+9Ve+9954iIiLyPV7eQwLcRHgPCZBbQbyHpNRDs93Sz5lP+7iln8KINSQAAMByTNkAAGAydz1lU5QRSAAAMBmBxBiBBAAAkxFIjLGGBAAAWI4KCQAAZqNAYohAAgCAyZiyMcaUDQAAsBwVEgAATEaFxBiBBAAAkxFIjDFlAwAALEeFBAAAk1EhMUYgAQDAbOQRQ0zZAAAAy1EhAQDAZEzZGCOQAABgMgKJMQIJAAAmI5AYYw0JAACwHBUSAADMRoHEEIEEAACTMWVjjCkbAABgOSokAACYjAqJMQIJAAAmI5AYY8oGAABYjgoJAAAmo0JijEACAIDZyCOGmLIBAACWo0ICAIDJmLIxRiABAMBkBBJjBBIAAExGIDHGGhIAAGA5KiQAAJiNAokhAgkAACZjysYYUzYAAMByVEhwXQO636kB3e9U5QoBkqTte1P08vsrtXLtDknSm2Me1D133KYK5fx05nyG1m3er7FvLtFvvx+RJD3WqZneHf/IVfuu1H6cjp48I0m6u3F1/Xt4F4VWC9bB1DS98kGcPlqysQDuEChYn8yfpzkfvq9jx46qZq3aeubZ51Wvfn2rhwWTUSExRiDBdf33SJqen75Uu/84KpvNpscim+qzVx9Xi8de0/a9qdq04w99sjxJf6ScVIBvCT03MEJLpj+h2l3+pexshxbGJSsucYdLn++Mf0TeXsWcYaRySIAWvdFf732RqL7Pf6S2zWpq5nMPKeVYur5dt9OK2wZMsXzZN3p1UqzGjn9B9eo10Ly5czT4iX76cslylS1b1urhwUQEEmNM2eC6vvn+V61Yu117/jim3QeOasLMZTpz7qLuqFtFkvTBonX6cdNeHTh8Usk7/6sXZi5TxeAyzorKhYxMpR4/7dyysrLVpmkNzf5yvfMaA7rdqf2HTuiZN77Szv1HNOuzH7Ro1WYN7dnailsGTDN3zofq9sBD6np/d1WvUUNjx78gb29vLf7ic6uHBljO0grJsWPH9MEHHygxMVEpKSmSpODgYN15553q06ePypcvb+XwcAUPD5u6t2ugkj5eWr9lf67jJby91LvzHdr33+M6mJp21T4ejWyqcxcytWjVZue+5vUq67sNu1zaxa3bockxXd04esBamRcvavuv29RvwBPOfR4eHmrR4k5t/mWThSNDQaBCYsyyQLJx40ZFRESoRIkSCg8PV82aNSVJqampmjZtml555RWtWLFCTZs2tWqI+H+3V6+g1R88KW+vYjpz/qIeHvWhduxLdR4f+MCdemloZ5UqYdfO/amKjJ6lzEtZV+0r6h/NtWDFz7qQkencF1S2tFJPnHZpd+T4GfmV8pG3vbhLW+Dv6mTaSWVlZeWamilbtqz27dtr0ahQYMgjhiwLJEOHDtWDDz6oWbNm5UqODodDgwYN0tChQ5WYmHjdfjIyMpSRkeF6fvYl2TxYHuMuv/1+RM0ffU1+pbx1f7sGenfCI2r/xFvOUPLJsp8Vv/43BZfz1bDH2uij2N66p/+byrh4yaWf5vUqq061YPUbP9+K2wAAFGKWrSH55ZdfNHz48KuWsWw2m4YPH67k5GTDfmJjY+Xn5+eyXTrM0xnulHkpS3sPHtOmHQc17q2l2rLrkKJ7tHIeTz97QXv+OKYfN+1Vz9FzVKtKoLq0qZernz5dWih550Ft2nHQZX/q8dMKCijtsi+wbCmdOnOe6giKjDL+ZeTp6anjx4+77D9+/LjKlStn0ahQUGw2m1u2osyyQBIcHKwNGzZc8/iGDRsUFBRk2M+YMWN06tQpl61YhWbuHCqu4GGzye7ledVjNtvlP3heXq4VqpI+Xuoe3kBzvsz9v/n6Lb+rTbPbXPa1u6OW1m/53X2DBixW3MtLdUJv1/p1/6v6Zmdna/36RNVv0MjCkaEgEEiMWTavMXLkSA0cOFBJSUlq166dM3ykpqYqPj5e7777rl599VXDfux2u+x2u8s+pmvcZ2J0pFas3a4/Uk6qdAlvPdyhsVo1qa7OQ99RlVsC9MC9jRS/bqeOnTyjW4L8NSLqHp2/kKkVP2536eeBexupmKenPl72U65rvPvFWg16qKVeGtpJc77aoDbNaqh7eAPdP/y9grpNoED0iuqr558drdtvr6u69erro7lzdP78eXW9v5vVQ4PJiniWcAvLKiTR0dGaM2eO1q9fr+7duyssLExhYWHq3r271q9fr9mzZ+uf//ynVcPD/ytfppTen9BTmxeO0TczBqlJaEV1HvqOVm34TRkZl9SyYTUtemOAti56VnNf7qUz5zLUtv805ztGcvTpcoe+XL1Zp85cyHWN3w+d0P3D3tM9zWtqw/yReurRNhr80qe8gwRFToeO9ylm5GjNmD5ND3Xvop07tmvG2++pLFM2MEFsbKyaNWum0qVLKzAwUF27dtXOna7/XW3Tpk2uKsygQYNc2hw4cECRkZEqUaKEAgMDNWrUKF265LpGcPXq1WrcuLHsdrtq1Kih2bNn53u8NofD4cj3WW6WmZmpY8eOSZLKlSun4sWL/6X+fJrFuGNYQJFzMvF1q4cAFDreBVBUv23Ucrf0s2tyhzy37dChg3r06KFmzZrp0qVLevbZZ7V161b9+uuvKlmypKTLgaRmzZqaOHGi87wSJUrI19dXkpSVlaWGDRsqODhYkydP1uHDh9W7d28NGDBAL7/8siRp3759qlu3rgYNGqT+/fsrPj5ew4YN09KlSxUREZHn8RaKQOJuBBLg6ggkQG4FEUhqPu2eQPLbpLwHkisdPXpUgYGBWrNmjVq1uvxgQps2bdSwYUO98cYbVz1n2bJl6tSpkw4dOuRcWjFr1iyNHj1aR48elZeXl0aPHq2lS5dq69atzvN69OihtLQ0LV+e9/vmTa0AAPxNZGRkKD093WW78tUX13Lq1ClJUkBAgMv+efPmqVy5cqpbt67GjBmjc+fOOY8lJiaqXr16Lg+ZREREKD09Xdu2bXO2CQ8Pd+kzIiLC8LUdVyKQAABgMnc9ZXO1V13ExsYaXj87O1vDhg1Ty5YtVbduXef+nj176qOPPtJ3332nMWPGaO7cuXrsscecx1NSUnI98Zrzc84b1q/VJj09XefPn8/zZ8TjKAAAmMxdT9mMGTNGMTGuyxKufNL0aqKjo7V161b98MMPLvsHDhzo/H29evVUoUIFtWvXTnv27FH16tXdM+g8okICAMDfhN1ul6+vr8tmFEiGDBmiJUuW6LvvvtOtt9563bbNmzeXJO3evVvS5XeGpaamurTJ+Tk4OPi6bXx9feXj45PneyOQAABgMg8Pm1u2/HA4HBoyZIgWLVqkVatWqWrVqobn5LwhvUKFCpKksLAwbdmyRUeOHHG2iYuLk6+vr0JDQ51t4uPjXfqJi4tTWFhYvsZLIAEAwGSX32L917f8iI6O1kcffaT58+erdOnSSklJUUpKinNdx549e/Tiiy8qKSlJ+/fv11dffaXevXurVatWql+/viSpffv2Cg0NVa9evfTLL79oxYoVGjt2rKKjo52VmUGDBmnv3r16+umntWPHDs2YMUOffvqphg8fnq/xEkgAACiCZs6cqVOnTqlNmzaqUKGCc1uwYIEkycvLS99++63at2+v2rVra8SIEerevbu+/vprZx+enp5asmSJPD09FRYWpscee0y9e/d2eW9J1apVtXTpUsXFxalBgwZ67bXX9N577+XrHSQS7yEBbiq8hwTIrSDeQ1J3bJxb+tn6r3vd0k9hxFM2AACYjO+yMUYgAQDAZEX9m3rdgTUkAADAclRIAAAwGRUSYwQSAABMRh4xxpQNAACwHBUSAABMxpSNMQIJAAAmI48YY8oGAABYjgoJAAAmY8rGGIEEAACTkUeMMWUDAAAsR4UEAACTMWVjjEACAIDJyCPGCCQAAJiMCokx1pAAAADLUSEBAMBkFEiMEUgAADAZUzbGmLIBAACWo0ICAIDJKJAYI5AAAGAypmyMMWUDAAAsR4UEAACTUSAxRiABAMBkTNkYY8oGAABYjgoJAAAmo0JijEACAIDJyCPGCCQAAJiMCokx1pAAAADLUSEBAMBkFEiMEUgAADAZUzbGmLIBAACWo0ICAIDJKJAYI5AAAGAyDxKJIaZsAACA5aiQAABgMgokxggkAACYjKdsjBFIAAAwmQd5xBBrSAAAgOWokAAAYDKmbIwRSAAAMBl5xBhTNgAAwHJUSAAAMJlNlEiMUCEBAMBkHjb3bPkRGxurZs2aqXTp0goMDFTXrl21c+dOlzYXLlxQdHS0ypYtq1KlSql79+5KTU11aXPgwAFFRkaqRIkSCgwM1KhRo3Tp0iWXNqtXr1bjxo1lt9tVo0YNzZ49O/+fUb7PAAAAhd6aNWsUHR2tdevWKS4uTpmZmWrfvr3Onj3rbDN8+HB9/fXX+uyzz7RmzRodOnRI3bp1cx7PyspSZGSkLl68qLVr12rOnDmaPXu2xo0b52yzb98+RUZGqm3btkpOTtawYcPUv39/rVixIl/jtTkcDsdfv+3CxadZjNVDAAqlk4mvWz0EoNDxLoDFC13e/ckt/Xw5oOkNn3v06FEFBgZqzZo1atWqlU6dOqXy5ctr/vz5euCBByRJO3bsUJ06dZSYmKgWLVpo2bJl6tSpkw4dOqSgoCBJ0qxZszR69GgdPXpUXl5eGj16tJYuXaqtW7c6r9WjRw+lpaVp+fLleR4fFRIAAExms7lny8jIUHp6usuWkZGRpzGcOnVKkhQQECBJSkpKUmZmpsLDw51tateurUqVKikxMVGSlJiYqHr16jnDiCRFREQoPT1d27Ztc7b5cx85bXL6yCsCCQAAfxOxsbHy8/Nz2WJjYw3Py87O1rBhw9SyZUvVrVtXkpSSkiIvLy/5+/u7tA0KClJKSoqzzZ/DSM7xnGPXa5Oenq7z58/n+d54ygYAAJN5uOlFJGPGjFFMjOuyBLvdbnhedHS0tm7dqh9++MEt4zADgQQAAJO568Vodrs9TwHkz4YMGaIlS5YoISFBt956q3N/cHCwLl68qLS0NJcqSWpqqoKDg51tNmzY4NJfzlM4f25z5ZM5qamp8vX1lY+PT57HyZQNAAAms9lsbtnyw+FwaMiQIVq0aJFWrVqlqlWruhxv0qSJihcvrvj4eOe+nTt36sCBAwoLC5MkhYWFacuWLTpy5IizTVxcnHx9fRUaGups8+c+ctrk9JFXVEgAACiCoqOjNX/+fH355ZcqXbq0c82Hn5+ffHx85Ofnp379+ikmJkYBAQHy9fXV0KFDFRYWphYtWkiS2rdvr9DQUPXq1UuTJk1SSkqKxo4dq+joaGelZtCgQZo+fbqefvppPf7441q1apU+/fRTLV26NF/jJZAAAGAyK77LZubMmZKkNm3auOz/8MMP1adPH0nSlClT5OHhoe7duysjI0MRERGaMWOGs62np6eWLFmiwYMHKywsTCVLllRUVJQmTpzobFO1alUtXbpUw4cP19SpU3XrrbfqvffeU0RERL7Gy3tIgJsI7yEBciuI95A8PGeTW/pZENXILf0URqwhAQAAlmPKBgAAk/HVesYIJAAAmCy/T8jcjJiyAQAAlqNCAgCAyTwokBjKUyD56quv8tzhP/7xjxseDAAARRFTNsbyFEi6du2ap85sNpuysrL+yngAAMBNKE+BJDs72+xxAABQZFEgMcYaEgAATMaUjbEbCiRnz57VmjVrdODAAV28eNHl2JNPPumWgQEAUFSwqNVYvgPJpk2bdN999+ncuXM6e/asAgICdOzYMZUoUUKBgYEEEgAAkG/5fg/J8OHD1blzZ508eVI+Pj5at26dfv/9dzVp0kSvvvqqGWMEAOBvzWazuWUryvIdSJKTkzVixAh5eHjI09NTGRkZqlixoiZNmqRnn33WjDECAPC3ZnPTVpTlO5AUL15cHh6XTwsMDNSBAwckSX5+fvrjjz/cOzoAAHBTyPcakkaNGmnjxo267bbb1Lp1a40bN07Hjh3T3LlzVbduXTPGCADA35pHEZ9ucYd8V0hefvllVahQQZL00ksvqUyZMho8eLCOHj2qd955x+0DBADg785mc89WlOW7QtK0aVPn7wMDA7V8+XK3DggAANx8eDEaAAAmK+pPyLhDvgNJ1apVr/vB7t279y8NCACAooY8YizfgWTYsGEuP2dmZmrTpk1avny5Ro0a5a5xAQCAm0i+A8lTTz111f1vvfWWfvrpp788IAAAihqesjGW76dsrqVjx476/PPP3dUdAABFBk/ZGHPbotaFCxcqICDAXd0BAFBksKjV2A29GO3PH6zD4VBKSoqOHj2qGTNmuHVwAADg5pDvQNKlSxeXQOLh4aHy5curTZs2ql27tlsHd8MuXbR6BAAAOLltfUQRlu9AMmHCBBOGAQBA0cWUjbF8hzZPT08dOXIk1/7jx4/L09PTLYMCAAA3l3xXSBwOx1X3Z2RkyMvL6y8PCACAosaDAomhPAeSadOmSbpcdnrvvfdUqlQp57GsrCwlJCQUnjUkAAAUIgQSY3kOJFOmTJF0uUIya9Ysl+kZLy8vValSRbNmzXL/CAEAQJGX50Cyb98+SVLbtm31xRdfqEyZMqYNCgCAooRFrcbyvYbku+++M2McAAAUWUzZGMv3Uzbdu3fXv//971z7J02apAcffNAtgwIAADeXfAeShIQE3Xfffbn2d+zYUQkJCW4ZFAAARQnfZWMs31M2Z86cuerjvcWLF1d6erpbBgUAQFHCt/0ay3eFpF69elqwYEGu/Z988olCQ0PdMigAAIoSDzdtRVm+KyTPP/+8unXrpj179uiee+6RJMXHx2v+/PlauHCh2wcIAACKvnwHks6dO2vx4sV6+eWXtXDhQvn4+KhBgwZatWqVAgICzBgjAAB/a8zYGMt3IJGkyMhIRUZGSpLS09P18ccfa+TIkUpKSlJWVpZbBwgAwN8da0iM3fCUVEJCgqKiohQSEqLXXntN99xzj9atW+fOsQEAgJtEviokKSkpmj17tt5//32lp6froYceUkZGhhYvXsyCVgAAroECibE8V0g6d+6sWrVqafPmzXrjjTd06NAhvfnmm2aODQCAIsHD5p6tKMtzhWTZsmV68sknNXjwYN12221mjgkAANxk8lwh+eGHH3T69Gk1adJEzZs31/Tp03Xs2DEzxwYAQJHgYbO5ZcuvhIQEde7cWSEhIbLZbFq8eLHL8T59+shms7lsHTp0cGlz4sQJPfroo/L19ZW/v7/69eunM2fOuLTZvHmz7r77bnl7e6tixYqaNGlS/j+jvDZs0aKF3n33XR0+fFhPPPGEPvnkE4WEhCg7O1txcXE6ffp0vi8OAMDNwKpXx589e1YNGjTQW2+9dc02HTp00OHDh53bxx9/7HL80Ucf1bZt2xQXF6clS5YoISFBAwcOdB5PT09X+/btVblyZSUlJWny5MmaMGGC3nnnnXyN1eZwOBz5u73/2blzp95//33NnTtXaWlpuvfee/XVV1/daHdu49NoiNVDAAqlkxunWz0EoNDxvqEXYOTPi9/udks/z4fXuOFzbTabFi1apK5duzr39enTR2lpabkqJzm2b9+u0NBQbdy4UU2bNpUkLV++XPfdd58OHjyokJAQzZw5U88995xSUlKcXy3zzDPPaPHixdqxY0eex/eX3kRbq1YtTZo0SQcPHsyVqAAAwGXuWtSakZGh9PR0ly0jI+MvjW316tUKDAxUrVq1NHjwYB0/ftx5LDExUf7+/s4wIknh4eHy8PDQ+vXrnW1atWrl8j13ERER2rlzp06ePJn3z+gv3cX/8/T0VNeuXQtFdQQAgMLG5qZfsbGx8vPzc9liY2NveFwdOnTQf/7zH8XHx+vf//631qxZo44dOzpfcpqSkqLAwECXc4oVK6aAgAClpKQ42wQFBbm0yfk5p01eFEChCgCAm5u7HtkdM2aMYmJiXPbZ7fYb7q9Hjx7O39erV0/169dX9erVtXr1arVr1+6G+70RRf3LAwEAKDLsdrt8fX1dtr8SSK5UrVo1lStXTrt3X17zEhwcrCNHjri0uXTpkk6cOKHg4GBnm9TUVJc2OT/ntMkLAgkAACb7u7wY7eDBgzp+/LgqVKggSQoLC1NaWpqSkpKcbVatWqXs7Gw1b97c2SYhIUGZmZnONnFxcapVq5bKlCmT52sTSAAAMNmV7/q40S2/zpw5o+TkZCUnJ0uS9u3bp+TkZB04cEBnzpzRqFGjtG7dOu3fv1/x8fHq0qWLatSooYiICElSnTp11KFDBw0YMEAbNmzQjz/+qCFDhqhHjx4KCQmRJPXs2VNeXl7q16+ftm3bpgULFmjq1Km5ppaMEEgAACiifvrpJzVq1EiNGjWSJMXExKhRo0YaN26cPD09tXnzZv3jH/9QzZo11a9fPzVp0kTff/+9yzTQvHnzVLt2bbVr10733Xef7rrrLpd3jPj5+WnlypXat2+fmjRpohEjRmjcuHEu7yrJi7/0HpLCiveQAFfHe0iA3AriPSSvrdnrln5GtK7mln4KI56yAQDAZHzbrzGmbAAAgOWokAAAYLIb+WK8mw2BBAAAkxXEI7t/d0zZAAAAy1EhAQDAZMzYGCOQAABgMg+RSIwQSAAAMBkVEmOsIQEAAJajQgIAgMl4ysYYgQQAAJPxHhJjTNkAAADLUSEBAMBkFEiMEUgAADAZUzbGmLIBAACWo0ICAIDJKJAYI5AAAGAypiOM8RkBAADLUSEBAMBkNuZsDBFIAAAwGXHEGIEEAACT8divMdaQAAAAy1EhAQDAZNRHjBFIAAAwGTM2xpiyAQAAlqNCAgCAyXjs1xiBBAAAkzEdYYzPCAAAWI4KCQAAJmPKxhiBBAAAkxFHjDFlAwAALEeFBAAAkzFlY4xAAgCAyZiOMEYgAQDAZFRIjBHaAACA5aiQAABgMuojxggkAACYjBkbY0zZAAAAy1EhAQDAZB5M2hgikAAAYDKmbIwxZQMAACxHhQQAAJPZmLIxRCABAMBkTNkYY8oGAIAiKiEhQZ07d1ZISIhsNpsWL17sctzhcGjcuHGqUKGCfHx8FB4erl27drm0OXHihB599FH5+vrK399f/fr105kzZ1zabN68WXfffbe8vb1VsWJFTZo0Kd9jJZAAAGAyD9ncsuXX2bNn1aBBA7311ltXPT5p0iRNmzZNs2bN0vr161WyZElFRETowoULzjaPPvqotm3bpri4OC1ZskQJCQkaOHCg83h6errat2+vypUrKykpSZMnT9aECRP0zjvv5GusNofD4cj3HRZyPo2GWD0EoFA6uXG61UMACh3vAli8sOLXo27pJyK0/A2fa7PZtGjRInXt2lXS5epISEiIRowYoZEjR0qSTp06paCgIM2ePVs9evTQ9u3bFRoaqo0bN6pp06aSpOXLl+u+++7TwYMHFRISopkzZ+q5555TSkqKvLy8JEnPPPOMFi9erB07duR5fFRIAAAwmc3mni0jI0Pp6ekuW0ZGxg2Nad++fUpJSVF4eLhzn5+fn5o3b67ExERJUmJiovz9/Z1hRJLCw8Pl4eGh9evXO9u0atXKGUYkKSIiQjt37tTJkyfzPB4CCQAAfxOxsbHy8/Nz2WJjY2+or5SUFElSUFCQy/6goCDnsZSUFAUGBrocL1asmAICAlzaXK2PP18jL3jKBgAAk7nrsd8xY8YoJibGZZ/dbndL31YjkAAAYDIPNz32a7fb3RZAgoODJUmpqamqUKGCc39qaqoaNmzobHPkyBGX8y5duqQTJ044zw8ODlZqaqpLm5yfc9rkBVM2AADchKpWrarg4GDFx8c796Wnp2v9+vUKCwuTJIWFhSktLU1JSUnONqtWrVJ2draaN2/ubJOQkKDMzExnm7i4ONWqVUtlypTJ83gIJAAAmMzmpl/5debMGSUnJys5OVnS5YWsycnJOnDggGw2m4YNG6Z//etf+uqrr7Rlyxb17t1bISEhzidx6tSpow4dOmjAgAHasGGDfvzxRw0ZMkQ9evRQSEiIJKlnz57y8vJSv379tG3bNi1YsEBTp07NNbVkhCkbAABMZtWbWn/66Se1bdvW+XNOSIiKitLs2bP19NNP6+zZsxo4cKDS0tJ01113afny5fL29naeM2/ePA0ZMkTt2rWTh4eHunfvrmnTpjmP+/n5aeXKlYqOjlaTJk1Urlw5jRs3zuVdJXnBe0iAmwjvIQFyK4j3kHy387hb+mlbq6xb+imMqJAAAGAyvlzPGIEEAACTuespm6KMRa0AAMByBBJc14AH79KGBWOU+v1kpX4/WavnjFD7lqFXbbt4+mCd3zRdndvUd+6rV/MWzYnto13LXtSJxNe16fOxin6kTa5zn3iolTZ9PlYnEl/XL4ueV89Od5h1S4ClPpk/Tx3vvUfNGtXToz0e1JbNm60eEgqAVU/Z/J0wZYPr+m9qmp5/80vtPnBUNtn0WOfm+mzKQLXo8Yq27/3fK4GHPtpWV1se3ahORR09cVp9x87RwZSTatGgmt4a+4iysrM1a0GCpMuhZ+LQzop+8WP9tO13NatbRW89/4jS0s/pm4StBXWrgOmWL/tGr06K1djxL6hevQaaN3eOBj/RT18uWa6yZYvuYkVY95TN3wmBBNd1ZSCY8NbXGvDgXbqjflVnIKlf8xY91esetXx0kvZ/6/qdCv/5cp3Lz/v/e1zN61dVl3saOANJz8g79P7nP2rhyp+dbZrcXkkj+txLIEGRMnfOh+r2wEPqen93SdLY8S8oIWG1Fn/xufoNyN8jkvh7IY8YY8oGeebhYdODEU1U0sdL6zfvkyT5eBfX7Ng+GvbKp0o9fjpP/fiV8tbJ9HPOn72KF9OFi5kubc5fyFTTupVVrBj/F0XRkHnxorb/uk0twu507vPw8FCLFndq8y+bLBwZUDgU6v/a//HHH3r88cev2+ZqX8XsyM4qoBHeHG6vEaKjP76mU+vf0LTnHtbDI97Vjv+vjkwa0V3rftmnJau35KmvFg2q6oH2TfT+5z86932buF19ut6pRnUqSpIah1ZSn/vvlFfxYirnX8r9NwRY4GTaSWVlZeWamilbtqyOHTtm0ahQUDxsNrdsRVmhDiQnTpzQnDlzrtvmal/FfCk16brnIH9+25+q5j1i1ar3q3r3sx/07sReql0tWJGt66nNHTU1avLCPPUTWr2CPp0yUC+9843i1+1w7o99d7lW/vir1swZqdMbp+qzKQM17+v1kqTs7CL33j4ANyGbm7aizNI1JF999dV1j+/du9ewj6t9FXPg3aP/0rjgKvNSlvb+cflfcJu2/6Emt1dS9CNtdCEjU9VuLaeUhMku7T9+tb9+3LRHEQOmOvfVrhasb94eqg8+X6t/v7fCpf2FjEwNemGehrz0sYICfHX42Cn1695S6WfO6+jJM+bfIFAAyviXkaenp44fd31j5/Hjx1WuXDmLRgUUHpYGkq5du8pms+l6b6+3GZSorvZVzDYPT7eMD1fnYbPJ7lVM/5q1VB8uWutyLGnhc3r6tc+1dM3/FqPWqRasZe88qXlfr9eEt76+Zr+XLmXrv0fSJEkPRjTRsu+3Xff/G8DfSXEvL9UJvV3r1yXqnnbhkqTs7GytX5+oHo88ZvHoYLqiXt5wA0sDSYUKFTRjxgx16dLlqseTk5PVpEmTAh4V/mzi0H9oxY/b9Mfhkypd0lsPd2yqVk1vU+d/zlDq8dNXXcj6x+GT+v3Q5X8FhlavoGXvPKlv127XtI9WKahsaUlSVrZDx/6/+lGjUqCa1q2sjVv3q0zpEnqy1z0KrR6i/s/PLbgbBQpAr6i+ev7Z0br99rqqW6++Ppo7R+fPn1fX+7tZPTSYrKi/Q8QdLA0kTZo0UVJS0jUDiVH1BOYrH1BK77/YW8HlfHXqzAVt3fVfdf7nDK1av8P4ZEn3hzdSYEBp9ex0h8vLzn4/dFy1I8dLkjw9bXqq1z2qWTlImZeylPDTb2rb5zUdOHzClHsCrNKh4306eeKEZkyfpmPHjqpW7Tqa8fZ7KsuUDWDtt/1+//33Onv2rDp06HDV42fPntVPP/2k1q1b56tfvu0XuDq+7RfIrSC+7XfD3lNu6eeOan5u6acwsrRCcvfdd1/3eMmSJfMdRgAAKGyYsDFWqB/7BQAANwdeHQ8AgNkokRgikAAAYDKesjFGIAEAwGRF/K3vbsEaEgAAYDkqJAAAmIwCiTECCQAAZiORGGLKBgAAWI4KCQAAJuMpG2MEEgAATMZTNsaYsgEAAJajQgIAgMkokBgjkAAAYDYSiSGmbAAAgOWokAAAYDKesjFGIAEAwGQ8ZWOMQAIAgMnII8ZYQwIAACxHhQQAALNRIjFEIAEAwGQsajXGlA0AALAcFRIAAEzGUzbGCCQAAJiMPGKMKRsAAGA5KiQAAJiNEokhAgkAACbjKRtjTNkAAADLUSEBAMBkPGVjjAoJAAAms7lpy48JEybIZrO5bLVr13Yev3DhgqKjo1W2bFmVKlVK3bt3V2pqqksfBw4cUGRkpEqUKKHAwECNGjVKly5dyv8HkAdUSAAAMJtFFZLbb79d3377rfPnYsX+99f+8OHDtXTpUn322Wfy8/PTkCFD1K1bN/3444+SpKysLEVGRio4OFhr167V4cOH1bt3bxUvXlwvv/yy28dKIAEAoIgqVqyYgoODc+0/deqU3n//fc2fP1/33HOPJOnDDz9UnTp1tG7dOrVo0UIrV67Ur7/+qm+//VZBQUFq2LChXnzxRY0ePVoTJkyQl5eXW8fKlA0AACazuelXRkaG0tPTXbaMjIxrXnfXrl0KCQlRtWrV9Oijj+rAgQOSpKSkJGVmZio8PNzZtnbt2qpUqZISExMlSYmJiapXr56CgoKcbSIiIpSenq5t27a5/TMikAAAYDKbzT1bbGys/Pz8XLbY2NirXrN58+aaPXu2li9frpkzZ2rfvn26++67dfr0aaWkpMjLy0v+/v4u5wQFBSklJUWSlJKS4hJGco7nHHM3pmwAAPibGDNmjGJiYlz22e32q7bt2LGj8/f169dX8+bNVblyZX366afy8fExdZw3ggoJAAAmc9dTNna7Xb6+vi7btQLJlfz9/VWzZk3t3r1bwcHBunjxotLS0lzapKamOtecBAcH53rqJufnq61L+asIJAAAmM2K536vcObMGe3Zs0cVKlRQkyZNVLx4ccXHxzuP79y5UwcOHFBYWJgkKSwsTFu2bNGRI0ecbeLi4uTr66vQ0NC/NpirYMoGAIAiaOTIkercubMqV66sQ4cOafz48fL09NQjjzwiPz8/9evXTzExMQoICJCvr6+GDh2qsLAwtWjRQpLUvn17hYaGqlevXpo0aZJSUlI0duxYRUdH57kqkx8EEgAATGbFd9kcPHhQjzzyiI4fP67y5cvrrrvu0rp161S+fHlJ0pQpU+Th4aHu3bsrIyNDERERmjFjhvN8T09PLVmyRIMHD1ZYWJhKliypqKgoTZw40ZTx2hwOh8OUni3k02iI1UMACqWTG6dbPQSg0PEugH+a7zt2wS39VC3n7ZZ+CiPWkAAAAMsxZQMAgMn4bj1jBBIAAMxGIjFEIAEAwGRWLGr9u2ENCQAAsBwVEgAATGajQGKIQAIAgMnII8aYsgEAAJajQgIAgMmYsjFGIAEAwHQkEiNM2QAAAMtRIQEAwGRM2RgjkAAAYDLyiDGmbAAAgOWokAAAYDKmbIwRSAAAMBnfZWOMQAIAgNnII4ZYQwIAACxHhQQAAJNRIDFGIAEAwGQsajXGlA0AALAcFRIAAEzGUzbGCCQAAJiNPGKIKRsAAGA5KiQAAJiMAokxAgkAACbjKRtjTNkAAADLUSEBAMBkPGVjjEACAIDJmLIxxpQNAACwHIEEAABYjikbAABMxpSNMQIJAAAmY1GrMaZsAACA5aiQAABgMqZsjBFIAAAwGXnEGFM2AADAclRIAAAwGyUSQwQSAABMxlM2xpiyAQAAlqNCAgCAyXjKxhiBBAAAk5FHjDFlAwCA2Wxu2m7AW2+9pSpVqsjb21vNmzfXhg0b/tKtmIVAAgBAEbVgwQLFxMRo/Pjx+vnnn9WgQQNFREToyJEjVg8tFwIJAAAms7npV369/vrrGjBggPr27avQ0FDNmjVLJUqU0AcffGDCXf41BBIAAExms7lny4+LFy8qKSlJ4eHhzn0eHh4KDw9XYmKim+/wr2NRKwAAfxMZGRnKyMhw2We322W323O1PXbsmLKyshQUFOSyPygoSDt27DB1nDeiSAaS85umWz0E6PIfnNjYWI0ZM+aqf1iAmxV/Nm4+3m7623bCv2L1wgsvuOwbP368JkyY4J4LWMjmcDgcVg8CRVN6err8/Px06tQp+fr6Wj0coNDgzwZuVH4qJBcvXlSJEiW0cOFCde3a1bk/KipKaWlp+vLLL80ebr6whgQAgL8Ju90uX19fl+1aVTYvLy81adJE8fHxzn3Z2dmKj49XWFhYQQ05z4rklA0AAJBiYmIUFRWlpk2b6o477tAbb7yhs2fPqm/fvlYPLRcCCQAARdTDDz+so0ePaty4cUpJSVHDhg21fPnyXAtdCwMCCUxjt9s1fvx4Fu0BV+DPBgrSkCFDNGTIEKuHYYhFrQAAwHIsagUAAJYjkAAAAMsRSAAAgOUIJAAAwHIEEpjmrbfeUpUqVeTt7a3mzZtrw4YNVg8JsFRCQoI6d+6skJAQ2Ww2LV682OohAYUGgQSmWLBggWJiYjR+/Hj9/PPPatCggSIiInTkyBGrhwZY5uzZs2rQoIHeeustq4cCFDo89gtTNG/eXM2aNdP06Ze/6DA7O1sVK1bU0KFD9cwzz1g8OsB6NptNixYtcvmOEeBmRoUEbnfx4kUlJSUpPDzcuc/Dw0Ph4eFKTEy0cGQAgMKKQAK3O3bsmLKysnK9mjgoKEgpKSkWjQoAUJgRSAAAgOUIJHC7cuXKydPTU6mpqS77U1NTFRwcbNGoAACFGYEEbufl5aUmTZooPj7euS87O1vx8fEKCwuzcGQAgMKKb/uFKWJiYhQVFaWmTZvqjjvu0BtvvKGzZ8+qb9++Vg8NsMyZM2e0e/du58/79u1TcnKyAgICVKlSJQtHBliPx35hmunTp2vy5MlKSUlRw4YNNW3aNDVv3tzqYQGWWb16tdq2bZtrf1RUlGbPnl3wAwIKEQIJAACwHGtIAACA5QgkAADAcgQSAABgOQIJAACwHIEEAABYjkACAAAsRyABAACWI5AARVCfPn3UtWtX589t2rTRsGHDCnwcq1evls1mU1paWoFfG8DfC4EEKEB9+vSRzWaTzWaTl5eXatSooYkTJ+rSpUumXveLL77Qiy++mKe2hAgAVuC7bIAC1qFDB3344YfKyMjQN998o+joaBUvXlxjxoxxaXfx4kV5eXm55ZoBAQFu6QcAzEKFBChgdrtdwcHBqly5sgYPHqzw8HB99dVXzmmWl156SSEhIapVq5Yk6Y8//tBDDz0kf39/BQQEqEuXLtq/f7+zv6ysLMXExMjf319ly5bV008/rSu/EeLKKZuMjAyNHj1aFStWlN1uV40aNfT+++9r//79zu9aKVOmjGw2m/r06SPp8jc2x8bGqmrVqvLx8VGDBg20cOFCl+t88803qlmzpnx8fNS2bVuXcQLA9RBIAIv5+Pjo4sWLkqT4+Hjt3LlTcXFxWrJkiTIzMxUREaHSpUvr+++/148//qhSpUqpQ4cOznNee+01zZ49Wx988IF++OEHnThxQosWLbruNXv37q2PP/5Y06ZN0/bt2/X222+rVKlSqlixoj7//HNJ0s6dO3X48GFNnTpVkhQbG6v//Oc/mjVrlrZt26bhw4frscce05o1ayRdDk7dunVT586dlZycrP79++uZZ54x62MDUNQ4ABSYqKgoR5cuXRwOh8ORnZ3tiIuLc9jtdsfIkSMdUVFRjqCgIEdGRoaz/dy5cx21atVyZGdnO/dlZGQ4fHx8HCtWrHA4HA5HhQoVHJMmTXIez8zMdNx6663O6zgcDkfr1q0dTz31lMPhcDh27tzpkOSIi4u76hi/++47hyTHyZMnnfsuXLjgKFGihGPt2rUubfv16+d45JFHHA6HwzFmzBhHaGioy/HRo0fn6gsAroY1JEABW7JkiUqVKqXMzExlZ2erZ8+emjBhgqKjo1WvXj2XdSO//PKLdu/erdKlS7v0ceHCBe3Zs0enTp3S4cOH1bx5c+exYsWKqWnTprmmbXIkJyfL09NTrVu3zvOYd+/erXPnzunee+912X/x4kU1atRIkrR9+3aXcUhSWFhYnq8B4OZGIAEKWNu2bTVz5kx5eXkpJCRExYr9749hyZIlXdqeOXNGTZo00bx583L1U758+Ru6vo+PT77POXPmjCRp6dKluuWWW1yO2e32GxoHAPwZgQQoYCVLllSNGjXy1LZx48ZasGCBAgMD5evre9U2FSpU0Pr169WqVStJ0qVLl5SUlKTGjRtftX29evWUnZ2tNWvWKDw8PNfxnApNVlaWc19oaKjsdrsOHDhwzcpKnTp19NVXX7nsW7dunfFNAoBY1AoUao8++qjKlSunLl266Pvvv9e+ffu0evVqPfnkkzp48KAk6amnntIrr7yixYsXa8eOHfrnP/953XeIVKlSRVFRUXr88ce1ePFiZ5+ffvqpJKly5cqy2WxasmSJjh49qjNnzqh06dIaOXKkhg8frjlz5mjPnj36+eef9eabb2rOnDmSpEGDBmnXrl0aNWqUdu7cqfnz52v27Nlmf0QAiggCCVCIlShRQgkJCapUqZK6deumOnXqqF+/frpw4YKzYjJixAj16tVLUVFRCgsLU+nSpXX//fdft9+ZM2fqgQce0D//+U/Vrl1bAwYM0NmzZyVJt9xyi1544QU988wzCgoK0pAhQyRJL774op5//nnFxsaqTp066tChg5YuXaqqVatKkipVqqTPP/9cixcvVoMGDTRr1iy9/PLLJn46AIoSm+NaK98AAAAKCBUSAABgOQIJAACwHIEEAABYjkACAAAsRyABAACWI5AAAADLEUgAAIDlCCQAAMByBBIAAGA5AgkAALAcgQQAAFiOQAIAACz3f9oTjC1JRy3XAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}]},{"cell_type":"code","source":["model_id = \"aamoshdahal/email-phishing-distilbert-finetuned\"\n","tokenizer = AutoTokenizer.from_pretrained(model_id)\n","model = AutoModelForSequenceClassification.from_pretrained(model_id)\n","model.eval()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hHKX4ERysV5c","executionInfo":{"status":"ok","timestamp":1742963058931,"user_tz":420,"elapsed":732,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"b1e2f332-0fae-491d-bf83-26f8080c17c4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DistilBertForSequenceClassification(\n","  (distilbert): DistilBertModel(\n","    (embeddings): Embeddings(\n","      (word_embeddings): Embedding(30522, 768, padding_idx=0)\n","      (position_embeddings): Embedding(512, 768)\n","      (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n","      (dropout): Dropout(p=0.1, inplace=False)\n","    )\n","    (transformer): Transformer(\n","      (layer): ModuleList(\n","        (0-5): 6 x TransformerBlock(\n","          (attention): DistilBertSdpaAttention(\n","            (dropout): Dropout(p=0.1, inplace=False)\n","            (q_lin): Linear(in_features=768, out_features=768, bias=True)\n","            (k_lin): Linear(in_features=768, out_features=768, bias=True)\n","            (v_lin): Linear(in_features=768, out_features=768, bias=True)\n","            (out_lin): Linear(in_features=768, out_features=768, bias=True)\n","          )\n","          (sa_layer_norm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n","          (ffn): FFN(\n","            (dropout): Dropout(p=0.1, inplace=False)\n","            (lin1): Linear(in_features=768, out_features=3072, bias=True)\n","            (lin2): Linear(in_features=3072, out_features=768, bias=True)\n","            (activation): GELUActivation()\n","          )\n","          (output_layer_norm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n","        )\n","      )\n","    )\n","  )\n","  (pre_classifier): Linear(in_features=768, out_features=768, bias=True)\n","  (classifier): Linear(in_features=768, out_features=2, bias=True)\n","  (dropout): Dropout(p=0.2, inplace=False)\n",")"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":["phishing_examples = test_data.filter(lambda x: x[\"label\"] == 1).select(range(5))\n","legit_examples = test_data.filter(lambda x: x[\"label\"] == 0).select(range(5))\n","sample_data = concatenate_datasets([phishing_examples, legit_examples])"],"metadata":{"id":"YpqLuPhFshPM"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# -----------------------------------\n","# ⚙️ Initializing Explainer\n","# -----------------------------------\n","explainer = SequenceClassificationExplainer(\n","    model=model,\n","    tokenizer=tokenizer\n",")"],"metadata":{"id":"CEyD4_NNs8jq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["wandb.init(project=\"Phishing_Detection_DistilBERT_Uncased\", name=\"Phishing_Model_Interpretability\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":125},"id":"n6xEZPzAtPzJ","executionInfo":{"status":"ok","timestamp":1742963313831,"user_tz":420,"elapsed":1278,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"2381c2f7-4fed-4b6f-f877-8232bd8ca4a7"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Tracking run with wandb version 0.19.8"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Run data is saved locally in <code>/content/wandb/run-20250326_042832-tnv603um</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Syncing run <strong><a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um' target=\"_blank\">Phishing_Model_Interpretability</a></strong> to <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View project at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run at <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um</a>"]},"metadata":{}},{"output_type":"execute_result","data":{"text/html":["<button onClick=\"this.nextSibling.style.display='block';this.style.display='none';\">Display W&B run</button><iframe src='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um?jupyter=true' style='border:none;width:100%;height:420px;display:none;'></iframe>"],"text/plain":["<wandb.sdk.wandb_run.Run at 0x791ac46f6a50>"]},"metadata":{},"execution_count":19}]},{"cell_type":"code","source":["for i, example in enumerate(sample_data):\n","    original_text = example[\"text\"]\n","    encoded = tokenizer.encode(original_text, max_length=512, truncation=True)\n","    text = tokenizer.decode(encoded, skip_special_tokens=True)\n","\n","    true_label = \"Phishing\" if example[\"label\"] == 1 else \"Legit\"\n","\n","    # Run the explanation\n","    word_attributions = explainer(text, class_name=\"POSITIVE\")\n","\n","    # Get model prediction and confidence\n","    prediction = explainer.predicted_class_name\n","\n","    html_output = explainer.visualize()\n","\n","    # Create explanation string\n","    explanation = f\"\"\"\n","    ➤ True Label: {true_label}\n","    ➤ Predicted Label: {prediction}\n","    ➤ Top Influential Tokens: {[w for w, score in word_attributions[:5]]}\n","    \"\"\"\n","\n","    wandb.log({\n","        f\"Sample {i} - Attribution\": wandb.Html(html_output.data),\n","        f\"Sample {i} - Explanation\": wandb.Html(f\"<pre>{explanation}</pre>\")\n","    })\n","\n","wandb.finish()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"_l0RX0W0tcme","executionInfo":{"status":"ok","timestamp":1742964882949,"user_tz":420,"elapsed":87284,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"eb368669-0a3c-48b0-aa42-6cac182b5683"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/transformers_interpret/explainers/text/sequence_classification.py:220: UserWarning: 'POSITIVE' is not found in self.label2id keys.Defaulting to predicted index instead.\n","  warnings.warn(s)\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>1</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_1 (0.92)</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_1</b></text></td><td><text style=\"padding-right:2em\"><b>-0.17</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark 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line-height:1.75\"><font color=\"black\"> wasted                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> no                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> time                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> getting                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> my                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> membership                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> upgraded                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> !                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> tell                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     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line-height:1.75\"><font color=\"black\"> what                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> was                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> happening                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> with                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> this                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> program                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> would                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> have                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> become                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> an                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> active                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> paid                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> member                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> months                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ago                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> !                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> with                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> this                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> program                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> get                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> huge                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> down                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##line                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> paid                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> members                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> my                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sponsor                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> check                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> which                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> minimum                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> $                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 5                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 000                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> arrives                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> every                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> month                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> on                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> time                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> how                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> would                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> like                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lock                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> position                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> free                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> while                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> check                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> out                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> this                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> opportunity                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> watch                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> down                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##line                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> grow                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> grab                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> free                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> id                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> #                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> simply                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reply                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> gi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##man                    </font></mark><mark style=\"background-color: hsl(0, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> @                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ex                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cite                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> com                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> write                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> this                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> phrase                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> \"                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> email                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> me                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> details                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> about                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> club                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(0, 75%, 93%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> business                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> consumer                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> opportunities                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> \"                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sure                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> include                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 1                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> first                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> name                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 2                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> last                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> name                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 3                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> email                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> address                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> (                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> if                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> different                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> from                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> above                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> )                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> we                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> confirm                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> position                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> send                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> special                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> report                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> as                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> soon                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> as                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> possible                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> also                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> free                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> member                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> number                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ll                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> get                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> entered                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> let                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> know                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> how                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> keep                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> track                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> growing                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> down                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##line                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> that                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> all                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> there                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> it                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ll                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> then                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> send                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> info                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 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color=\"black\"> 1                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> links                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> below                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 100                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> %                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> safe                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> secure                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> online                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> billing         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  </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> protected                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> discreet                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ly                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> billed                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> $                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 3                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 95                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> trial                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> membership                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> !                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> no                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> c                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> red                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##it                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> card                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> we                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> also                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> have                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> alternate                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> payment                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> options                    </font></mark><mark style=\"background-color: hsl(120, 75%, 90%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ultra                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fast                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> easy                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> access                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> !                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> visit                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> one                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> many                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sites                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> below                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> quickly                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> find                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> out                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> why                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> we                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> offer                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> world                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> best                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> '                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> du                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lt                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sites                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> american                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##les                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bian                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##par                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ty                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> anal                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ins                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pe                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ction                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> asian                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ck                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##w                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##hore                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> belgian                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tt                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cker                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> beyond                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fat                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> bu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##kka                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ke                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fan                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tas                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##y                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> chick                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ster                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cock                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ea                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ting                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fr                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##eak                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> coe                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ds                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ex                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##sc                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ene                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> deep                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##anal                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ba                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bes                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> dutch                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pee                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fest                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> epic                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ow                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##jo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bs                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> euro                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##aver                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ba                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bes                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> euro                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##di                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##kes                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> euro                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ese                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> euro                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ster                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> eyes                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##sp                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ray                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ed                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##shu                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> finger                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##my                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##girl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fr                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ien                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##d                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fuck                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##my                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##horn                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##y                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##wife                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hard                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##anal                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lov                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##e                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hard                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##kor                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##se                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hard                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##por                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##no                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##film                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> horn                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##y                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ow                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##jo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bs                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> horn                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ype                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##efe                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##st                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> horn                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##yre                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gul                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ar                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##girl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> huge                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##dick                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##por                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##no                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> huge                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fat                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cks                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> huge                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gh                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##etto                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##dick                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> latino                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lick                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ers                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> latvian                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##les                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bians                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lesbian                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##avi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ng                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> monster                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bus                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tin                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cock                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> old                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##age                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cker                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> piss                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ing                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pass                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ion                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> porn                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rom                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##par                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> pure                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pl                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ump                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ers                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> regular                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##co                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##up                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##les                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> vintage                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cks                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> warm                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ow                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##jo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bs                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> wet                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fa                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cial                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fan                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tas                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ies                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> xx                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cum                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##face                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##xx                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> xx                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##por                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##n                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##mo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##vies                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##xx                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> xx                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##por                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##nos                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ite                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##xx                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> wil                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cker                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> purge                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##d                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> from                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> our                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> database                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> go                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> here                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>1</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_1 (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_1</b></text></td><td><text style=\"padding-right:2em\"><b>2.91</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> co                    </font></mark><mark style=\"background-color: hsl(0, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rri                    </font></mark><mark style=\"background-color: hsl(120, 75%, 92%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gen                    </font></mark><mark style=\"background-color: hsl(120, 75%, 80%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##du                    </font></mark><mark style=\"background-color: hsl(120, 75%, 88%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##m                    </font></mark><mark style=\"background-color: hsl(120, 75%, 87%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mir                    </font></mark><mark style=\"background-color: hsl(120, 75%, 92%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##th                    </font></mark><mark style=\"background-color: hsl(0, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mythology                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> emery                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> locks                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##te                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##p                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> caleb                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ba                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##on                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> al                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##kan                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##e                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> perceive                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> life                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##guard                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> contractual                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cyrillic                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> library                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> wr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ig                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ley                    </font></mark><mark style=\"background-color: hsl(0, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> calendar                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> al                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##kali                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ne                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> vo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rti                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ces                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ali                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> michele                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> michel                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> are                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> you                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> up                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> challenge                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cia                    </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lis                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> via                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gra                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> who                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> winner                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> salute                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> adam                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> west                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cool                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> tube                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rc                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ulin                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ina                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##us                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pic                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ious                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> inc                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##om                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##men                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##sur                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ate                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ames                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lan                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> terrain                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> buck                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##w                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##hea                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> wreck                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> whitehall                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> back                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##log                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> scare                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##crow                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> orgasm                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> toy                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> post                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##men                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> nell                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> story                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tell                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##er                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> barrow                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ju                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ror                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> int                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rica                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cy                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> nippon                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jingle                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> link                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##age                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> der                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ail                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> monk                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ish                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sa                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ute                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ins                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##uf                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fera                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ble                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> su                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ff                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##use                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rl                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##itz                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> up                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ro                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ar                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> gum                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sheldon                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> rune                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mob                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ster                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mastery                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> score                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##card                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> con                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tam                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ina                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##nt                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> quartet                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> coast                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> bo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##eo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tian                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bb                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ring                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##master                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sham                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##poo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> base                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cancelled                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> football                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> bi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ject                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ive                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> spacious                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lyric                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ism                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shan                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##k                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> post                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> al                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gen                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ib                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> orthodoxy                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fabric                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ate                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> small                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ey                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> court                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##esa                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##n                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lac                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##onic                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> morris                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##sey                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ghost                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##like                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> taste                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sp                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##utter                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> para                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tro                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##op                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ra                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##di                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sol                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ilo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##qu                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##y                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> trap                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ez                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##oid                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cale                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##nd                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##rica                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##l                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> gut                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> vu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lp                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ine                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> burgundy                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> baroque                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lo                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ath                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##e                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> af                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##firm                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> blast                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ula                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> bal                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ky                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> involve                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> tri                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##tium                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> verlag                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> co                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bol                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> societal                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ten                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##acious                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> po                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##mona                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> di                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##vu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lge                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> depth                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ind                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ist                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ing                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##uis                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##hab                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##le                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> car                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ica                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ture                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> gui                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gno                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##l                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> maxim                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fr                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##iti                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##llary                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ab                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##id                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##jan                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> vast                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> backlash                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> del                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ine                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ament                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> belmont                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mel                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##d                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sky                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ho                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ok                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> head                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##water                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> st                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##y                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gia                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##n                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> trip                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##art                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ite                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> revision                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ary                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> continent                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lazy                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bone                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> amp                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##het                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##amine                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> con                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##san                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##gui                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##neo                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##us                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lebanese                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> prohibition                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> retro                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##fi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> flight                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> pee                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##py                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> var                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ity                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pe                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mob                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_0 (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_0</b></text></td><td><text style=\"padding-right:2em\"><b>3.73</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> re                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> telephone                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> interview                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> with                    </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 67%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> en                    </font></mark><mark style=\"background-color: hsl(120, 75%, 78%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ron                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> corp                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> research                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> group                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> dear                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> kam                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font 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style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> markers                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> presence                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> five                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ton                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##al                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> melodies                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> as                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> k                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ple                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##lle                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> not                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> written                    </font></mark><mark 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 </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> recent                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> advances                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> several                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> areas                    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</font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> phenomenon                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> o                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fin                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##itia                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##l                    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 </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> that                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mutation                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> should                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> considered                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> part                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ph                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ono                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##logical                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> representation                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mor                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ph                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##eme                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    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  </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> lexi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##cal                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ph                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ono                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##logy                    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</font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> structural                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> \"                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mutations                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> are                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> accounted                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for               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  </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> but                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> segment                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ally                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> empty                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> particles                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                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inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_0 (1.00)</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_0</b></text></td><td><text style=\"padding-right:2em\"><b>5.48</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 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line-height:1.75\"><font color=\"black\"> operations                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> her                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> assistant                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> dolores                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mu                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##zzy                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reached                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     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opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 191                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ginger                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> also                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); 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                   line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 75                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##8                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> by                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                  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line-height:1.75\"><font color=\"black\"> b                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> gamble                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> @                    </font></mark><mark style=\"background-color: hsl(120, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> en                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ron                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> com                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shelly                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jones                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> overall                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> responsibility                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> analyst                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> recruiting                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;             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 line-height:1.75\"><font color=\"black\"> 175                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shelly                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> also                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reached                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ex                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 09                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##43                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> by                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mail                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shelly                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jones                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> @                    </font></mark><mark style=\"background-color: hsl(120, 75%, 62%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> en                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ron                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 95%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> com                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jana                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> giovanni                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ni                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> responsible                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> operations                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> expenses                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jana                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reached                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ex                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 92                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##33                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> by                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    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</font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ni                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> @                    </font></mark><mark style=\"background-color: hsl(120, 75%, 82%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> en                    </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ron                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> com                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> jana                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> located                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    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      </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> associates                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hiring                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> managers                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> who                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> need             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extension                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 385                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> by                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mail                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shannon                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    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</font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> located                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> e                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bl                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 186                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> b                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> argentina                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> bolivia                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    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  </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> operations                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> expenses                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> his                    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</font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reached                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 550                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 124                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> di                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##nea                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##u                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> santiago                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> responsible                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> associate                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> analyst                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> recruitment                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> di                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##nea                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##u                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> assistant                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> marlene                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mu                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ni                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##z                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> can                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> be                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reached                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> at                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 550                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##3                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 124                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##4                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> calgary                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> dawn                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> do                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##uce                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> responsible                    </font></mark><mark 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 </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> either                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> associate                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> or                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> analyst                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> programs                 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style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 67                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##24                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fa                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##x                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> number                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> (                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 403                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> )                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 97                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##4                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> -                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 69                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##85                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    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line-height:1.75\"><font color=\"black\"> david                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> will                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> stay                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     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line-height:1.75\"><font color=\"black\"> 22                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 2000                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 03                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 07                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> pm                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> d                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> todd                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hall                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ho                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##u                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ec                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##t                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     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line-height:1.75\"><font color=\"black\"> ##r                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 6                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 20                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 00                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hall                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> i                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> have                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> just                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> reviewed                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> merchant                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> portfolio                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> summary                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 6                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> /                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 20                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> have                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> following                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> questions                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> :                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 1                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> )                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> calm                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##e                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shows                    </font></mark><mark style=\"background-color: hsl(120, 75%, 99%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> an                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> asset                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> $                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 291                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 9                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mm                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ap                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##achi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> shows                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> an                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> asset                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> $                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 113                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 0                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> mm                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> they                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> show                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> no                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> p                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> &                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> l                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> year                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> this                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> possible                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> world                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> changing                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> interest                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> rates                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> equity                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> premium                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##s                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> and                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> commodity                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> prices                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> 2                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> )                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> india                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> recently                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> invested                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> in                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> an                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ip                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##o                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> (                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> red                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##iff                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> com                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> )                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> for                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> which                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> there                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> was                    </font></mark><mark style=\"background-color: hsl(120, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> a                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> simultaneous                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> dash                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> to                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run <strong style=\"color:#cdcd00\">Phishing_Model_Interpretability</strong> at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased/runs/tnv603um</a><br> View project at: <a href='https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased' target=\"_blank\">https://wandb.ai/dahalaamosh-harrisburg-university/Phishing_Detection_DistilBERT_Uncased</a><br>Synced 5 W&B file(s), 20 media file(s), 0 artifact file(s) and 0 other file(s)"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Find logs at: <code>./wandb/run-20250326_042832-tnv603um/logs</code>"]},"metadata":{}}]},{"cell_type":"code","source":["!pip install gradio"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-0iaRXmY0SO1","executionInfo":{"status":"ok","timestamp":1742965354574,"user_tz":420,"elapsed":7670,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"a2d51130-1b87-4e14-a5cb-d281e04aa2d6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting gradio\n","  Downloading gradio-5.23.1-py3-none-any.whl.metadata (16 kB)\n","Collecting aiofiles<24.0,>=22.0 (from gradio)\n","  Downloading aiofiles-23.2.1-py3-none-any.whl.metadata (9.7 kB)\n","Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.11/dist-packages (from gradio) (4.9.0)\n","Requirement already satisfied: fastapi<1.0,>=0.115.2 in /usr/local/lib/python3.11/dist-packages (from gradio) (0.115.12)\n","Collecting ffmpy (from gradio)\n","  Downloading ffmpy-0.5.0-py3-none-any.whl.metadata (3.0 kB)\n","Collecting gradio-client==1.8.0 (from gradio)\n","  Downloading gradio_client-1.8.0-py3-none-any.whl.metadata (7.1 kB)\n","Collecting groovy~=0.1 (from gradio)\n","  Downloading groovy-0.1.2-py3-none-any.whl.metadata (6.1 kB)\n","Requirement already satisfied: httpx>=0.24.1 in 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tomlkit-0.13.2-py3-none-any.whl (37 kB)\n","Downloading ffmpy-0.5.0-py3-none-any.whl (6.0 kB)\n","Downloading pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n","Installing collected packages: pydub, tomlkit, semantic-version, ruff, python-multipart, groovy, ffmpy, aiofiles, safehttpx, gradio-client, gradio\n","Successfully installed aiofiles-23.2.1 ffmpy-0.5.0 gradio-5.23.1 gradio-client-1.8.0 groovy-0.1.2 pydub-0.25.1 python-multipart-0.0.20 ruff-0.11.2 safehttpx-0.1.6 semantic-version-2.10.0 tomlkit-0.13.2\n"]}]},{"cell_type":"code","source":["import gradio as gr\n","import torch\n","from transformers import AutoTokenizer, AutoModelForSequenceClassification\n","from transformers_interpret import SequenceClassificationExplainer\n","\n","# Set GPU\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","model.to(device)\n","model.eval()\n","\n","# Initialize explainer (still runs on CPU)\n","explainer = SequenceClassificationExplainer(model=model, tokenizer=tokenizer)\n","\n","# Inference & attribution function\n","def classify_and_explain(email_text):\n","    # Truncate to 512 tokens\n","    encoded = tokenizer.encode_plus(\n","        email_text,\n","        max_length=512,\n","        truncation=True,\n","        return_tensors=\"pt\"\n","    )\n","    input_ids = encoded[\"input_ids\"].to(device)\n","    attention_mask = encoded[\"attention_mask\"].to(device)\n","\n","    # Inference on GPU\n","    with torch.no_grad():\n","        outputs = model(input_ids=input_ids, attention_mask=attention_mask)\n","        probs = torch.nn.functional.softmax(outputs.logits, dim=-1)\n","        pred_idx = torch.argmax(probs, dim=-1).item()\n","        confidence = float(probs[0][pred_idx].item()) * 100\n","        prediction = \"Phishing\" if pred_idx == 1 else \"Legit\"\n","\n","    # Attribution (on CPU)\n","    word_attributions = explainer(email_text)\n","    html = explainer.visualize().data\n","\n","    explanation = f\"\"\"\n","    <b>Prediction:</b> {prediction}<br>\n","    <b>Confidence:</b> {confidence:.2f}%<br>\n","    <b>Top Influential Tokens:</b> {', '.join([w for w, _ in word_attributions[:5]])}\n","    <br><br>\n","    <b>Token Attribution Visualization:</b>\n","    \"\"\"\n","\n","    return explanation + html\n","\n","# Gradio UI\n","interface = gr.Interface(\n","    fn=classify_and_explain,\n","    inputs=gr.Textbox(lines=8, label=\"Enter an Email Message\"),\n","    outputs=gr.HTML(label=\"Prediction & Explanation\"),\n","    title=\"Phishing Email Detector (with Explanation)\",\n","    description=\"This model detects phishing emails and highlights why it made its decision.\"\n",")\n","\n","# Launch the app\n","interface.launch()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"id":"CXdYhMc61Kj_","executionInfo":{"status":"ok","timestamp":1742965390853,"user_tz":420,"elapsed":5453,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"9011d910-f6a2-47bd-eaf7-e80ffef82921"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Running Gradio in a Colab notebook requires sharing enabled. Automatically setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n","\n","Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n","* Running on public URL: https://eb2f812438d1ce954e.gradio.live\n","\n","This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<div><iframe src=\"https://eb2f812438d1ce954e.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[]},"metadata":{},"execution_count":31}]},{"cell_type":"code","source":["model_id = \"aamoshdahal/email-phishing-distilbert-finetuned\"\n","tokenizer = AutoTokenizer.from_pretrained(model_id)\n","model = AutoModelForSequenceClassification.from_pretrained(model_id)\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","model.to(device)\n","\n","email = \"Password expiring soon Hi John, Your password is due to expire in 3 days. Reset Password. Netflix are requesting all its customers perform a password reset due to a recent increase in account compromises.– Your friends at Netflix. Questions? Visit the Help Centre Netflix Productions Communication Settings | Terms of Use | Privacy | Help Centre This message was emailed to john[.]doe@mybusiness[.]com by Netflix.\"\n"],"metadata":{"id":"irDLQgGqmCh3","colab":{"base_uri":"https://localhost:8080/","height":298,"referenced_widgets":["bdfdd3ca1d0a423aad7c2f3ab8ac8e31","f0e796f5a1014db59974d8e2b81ed6ef","5a555adced524fbe9cb80c197849cfdc","a847a6f3bb4446bdb24d3674c54d1cb9","110b2184508645449cec6f6dd75786b5","ffca5f2889054a0caf1097191965d2a4","5a1ad1bd9857442d9498120b5f726ce6","89ec0c5393a945dab0d45b8632725d1a","de156774008544a2baac4c50ffadafeb","926f32ce0730417787790d2bcbc75cf3","d07e83cbe994452396a23b4ec3aac43d","3293bf2d51244477adf924ae205521ba","860318be183f453e8ba62855627e8410","fac9b31052ec4d52b2f0053fe5b053c7","fe942b2f985349f4a3cf5f54056db800","5383736b9e2d40f983bafd1fd261eb08","f3f72974fc1c405ebdc5c786b4fa1df1","a9cf381d2ae64a8dbe408afb3d3422cb","1f7b3977acc843109a6c712b4ebcdd5f","c0b55c6da4484ffaa1e584b091ed2022","28e31b0cf5014b47909ef38f71cae1cc","04e23ed1c00c4afd9959759581506cb8","74fec4b46eb743cfa6bebab406948f49","0e201ccd1ce74eeda7628de8948c6092","27930648b2e843a49acb2bfad2ccc16d","f27fab0699a74553ac7abaf989d15df6","857cd921c827418199559a2c68d8e717","e931550212ba4c29b2b7c72784d92a6f","81b22cbe352140949a075221ab8dcf01","e1ab4bd4b3ce426db8a411d71f5b0f9a","8ce10b57bd594bc5a33b81f0f0633a79","e9af7c74e275478ea6d4a7f13d8e295e","748e1a4cde554bc6a80d452aeb178d05","7d7d8851cfa049f9b7b68a5f7d8d6c51","ecfa081b14884e16824186cc34054afc","f1cbc2bb8bbe452f9dd8b34eb03eb607","ed6bdda9676f4fb28af4a11a1ce45411","33003d4046414ef08afbd567ba771a48","339bed3bd8ae4bc5bbc08de4b47110f9","448d8a1bcf814be19272dab7c1f912de","7120422960ff4b68a53fbd2acf03c437","12e708912cc54a3ea090456f4ab962d4","39bb6e8d9dfa43a09649bc07163baff1","47b16332028a489884f4be9af75ff0d2","5b16a77312044e84923a0084d40d1006","71be2b1f2529406da5117aa3685baf0f","d924aae8f18245d8bd920cd817b763f5","dcacdb153a1c4c519572a132299768dc","2b1a631d864740c0bb3c7d15ab09821a","d208e75c8b0a4f608f50fd7d4aa98f25","38f976a432e64e8fbf68685c58e5c6a0","02ed023aac3845d1891f2f06b00e5630","5a10c96732704b62829de575d54caa39","80e510cbe4c44107abbfb02dfc1bf257","c7aa667385604112a4b9edf351f2e564"]},"executionInfo":{"status":"ok","timestamp":1743044272373,"user_tz":420,"elapsed":9742,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"dd7a69af-4ed4-4998-a2d6-63ee2fe99ae2"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n","  warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/1.28k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bdfdd3ca1d0a423aad7c2f3ab8ac8e31"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3293bf2d51244477adf924ae205521ba"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["special_tokens_map.json:   0%|          | 0.00/125 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"74fec4b46eb743cfa6bebab406948f49"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/569 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7d7d8851cfa049f9b7b68a5f7d8d6c51"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/268M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5b16a77312044e84923a0084d40d1006"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Prediction: Legitimate (79.52%)\n"]}]},{"cell_type":"code","source":["encoded_input = tokenizer(email, return_tensors='pt').to(device)\n","print(encoded_input)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"i_NUgcHNifrG","executionInfo":{"status":"ok","timestamp":1743044369994,"user_tz":420,"elapsed":57,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"5beaae4a-dbfe-4c14-80f8-decebf94c229"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["{'input_ids': tensor([[  101, 20786,  4654,  8197,  4892,  2574,  7632,  2198,  1010,  2115,\n","         20786,  2003,  2349,  2000,  4654, 20781,  1999,  1017,  2420,  1012,\n","         25141, 20786,  1012, 20907,  2024, 17942,  2035,  2049,  6304,  4685,\n","          1037, 20786, 25141,  2349,  2000,  1037,  3522,  3623,  1999,  4070,\n","         12014,  2015,  1012,  1516,  2115,  2814,  2012, 20907,  1012,  3980,\n","          1029,  3942,  1996,  2393,  2803, 20907,  5453,  4807, 10906,  1064,\n","          3408,  1997,  2224,  1064,  9394,  1064,  2393,  2803,  2023,  4471,\n","          2001, 10373,  2098,  2000,  2198,  1031,  1012,  1033, 18629,  1030,\n","          2026,  8286,  9961,  1031,  1012,  1033,  4012,  2011, 20907,  1012,\n","           102]]), 'attention_mask': tensor([[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","         1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","         1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n","         1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]])}\n"]}]},{"cell_type":"code","source":["with torch.no_grad():\n","    outputs = model(**encoded_input)\n","    print(outputs)\n","    probs = torch.nn.functional.softmax(outputs.logits, dim=1)\n","    print(probs)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ipFbKayAiiu5","executionInfo":{"status":"ok","timestamp":1743044405597,"user_tz":420,"elapsed":890,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"db79d39d-87e2-44bf-fbd5-798b7be8ab7d"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["SequenceClassifierOutput(loss=None, logits=tensor([[ 0.7272, -0.6292]]), hidden_states=None, attentions=None)\n","tensor([[0.7952, 0.2048]])\n"]}]},{"cell_type":"code","source":["print(probs)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sv0giXEujFx2","executionInfo":{"status":"ok","timestamp":1743044508888,"user_tz":420,"elapsed":16,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"23be70b8-aca5-4827-c056-9331e9ad877a"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["tensor([[0.7952, 0.2048]])\n"]}]},{"cell_type":"code","source":["# Interpret prediction\n","classes = [\"Legitimate\", \"Phishing\"]\n","predicted_class = classes[probs.argmax().item()]\n","confidence = probs.max().item() * 100\n","\n","print(f\"Prediction: {predicted_class} ({confidence:.2f}%)\")"],"metadata":{"id":"fL3F5Pz9it5e"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["explainer = SequenceClassificationExplainer(model=model, tokenizer=tokenizer)\n","word_attributions = explainer(email, class_name=\"LABEL_0\")\n","explainer.visualize()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":312},"id":"NKo6PDyilGQY","executionInfo":{"status":"ok","timestamp":1743045607537,"user_tz":420,"elapsed":24838,"user":{"displayName":"Aamosh Dahal","userId":"13736007241294674487"}},"outputId":"bb735613-e30f-4538-80d7-207ffe729289"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>1</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_0 (0.20)</b></text></td><td><text style=\"padding-right:2em\"><b>LABEL_1</b></text></td><td><text style=\"padding-right:2em\"><b>-2.31</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(0, 75%, 74%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> password                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ex                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##pi                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ring                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> soon                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> hi                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> john                    </font></mark><mark style=\"background-color: hsl(120, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ,                    </font></mark><mark style=\"background-color: hsl(0, 75%, 98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> your                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     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98%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> by                    </font></mark><mark style=\"background-color: hsl(0, 75%, 97%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> netflix                    </font></mark><mark style=\"background-color: hsl(0, 75%, 96%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> .                    </font></mark><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["word_attributions"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"564ZLB_8nhYE","executionInfo":{"status":"ok","timestamp":1743045666894,"user_tz":420,"elapsed":11,"user":{"displayName":"Aamosh 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