commit fef3f5ae35d0d232577dee1f17a475272c3b33ac Author: OwusuBlessing Date: Wed Aug 6 22:45:37 2025 +0100 initial setupt diff --git a/.gitkeep b/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..1dc8970 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +python 3.11 \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..6929a7d --- /dev/null +++ b/README.md @@ -0,0 +1,582 @@ +# Fine-Tune Task: NLP Pipeline Framework + +A comprehensive framework for fine-tuning NLP models with organized YAML configurations, supporting multiple tasks (classification, completion, styling, matching). + +## 🎯 Supported Tasks + +This framework supports multiple NLP tasks with organized configurations: + +- **Classification**: Text classification, sentiment analysis, topic classification +- **Completion**: Text generation, code completion, story generation +- **Styling**: Style transfer, tone classification, writing style adaptation +- **Matching**: Semantic matching, entity matching, similarity scoring + +### Current Implementation Status + +- ✅ **Classification**: Fully implemented with emotion classification example +- 🔄 **Completion**: Planned for future updates +- 🔄 **Styling**: Planned for future updates +- 🔄 **Matching**: Planned for future updates + +**Note**: Currently only classification task is supported. Other tasks (completion, styling, matching) are planned for future updates. + +## 🏗️ Project Structure + +``` +fine-tune-task/ +├── configs/ # YAML configuration files +│ ├── classification/ # ✅ Implemented +│ │ ├── emotion.yaml # Emotion classification +│ │ └── custom.yaml # Custom dataset +│ ├── completion/ # 🔄 Planned for future updates +│ ├── styling/ # 🔄 Planned for future updates +│ └── matching/ # 🔄 Planned for future updates +├── data/ # Data directories +│ ├── raw/ # Raw input data +│ │ ├── classification/ # ✅ Implemented +│ │ ├── completion/ # 🔄 Planned for future updates +│ │ ├── styling/ # 🔄 Planned for future updates +│ │ └── matching/ # 🔄 Planned for future updates +│ └── processed/ # Processed data +│ ├── classification/ # ✅ Implemented +│ ├── completion/ # 🔄 Planned for future updates +│ ├── styling/ # 🔄 Planned for future updates +│ └── matching/ # 🔄 Planned for future updates +├── pipelines/ # Core pipeline scripts +│ ├── classification/ # ✅ Implemented +│ │ ├── data_processor.py # Data processing +│ │ ├── train.py # Training +│ │ └── inference.py # Inference +│ ├── completion/ # 🔄 Framework ready +│ ├── styling/ # 🔄 Framework ready +│ └── matching/ # 🔄 Framework ready +├── scripts/ # User-friendly scripts +│ ├── classification/ # ✅ Implemented +│ │ ├── data_processor.py # Data processing script +│ │ ├── trainer.py # Training script +│ │ └── inference.py # Inference script +│ ├── completion/ # 🔄 Framework ready +│ ├── styling/ # 🔄 Framework ready +│ └── matching/ # 🔄 Framework ready +├── results/ # Model outputs +│ ├── classification/ # ✅ Implemented +│ ├── completion/ # 🔄 Ready +│ ├── styling/ # 🔄 Ready +│ └── matching/ # 🔄 Ready +└── utils/ # Shared utility modules +``` + +## 🚀 Quick Start (Classification Task) + +### 1. Setup Environment + +```bash +# Install dependencies +pip install -r requirements.txt + +# Set Python path +export PYTHONPATH=. +``` + +### 2. Data Processing + +```bash +# Process emotion dataset +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml + +# Process with custom parameters +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml --max-samples 1000 + +# Check output location +ls -la ./data/processed/classification/emotion/classification/ +``` + +**Expected Output:** +``` +✅ Data processing completed successfully! + Data source: huggingface + Dataset: dair-ai/emotion + Total samples: 2999 + Unique labels: 6 + Split sizes: {'train': 1000, 'validation': 999, 'test': 1000} + Output directory: ./data/processed/classification/emotion +``` + +### 3. Model Training + +```bash +# Train using processed data +python scripts/classification/trainer.py --config configs/classification/emotion.yaml + +# Train with custom parameters +python scripts/classification/trainer.py --config configs/classification/emotion.yaml --num-epochs 5 --batch-size 32 + +# Check model output +ls -la ./results/classification/emotion_model/ +``` + +**Expected Output:** +``` +✅ Training completed successfully! + Model: bert-base-uncased + Data directory: ./data/processed/classification/emotion + Training for 3 epochs with batch size 16 + Model saved to: ./results/classification/emotion_model +``` + +### 4. Model Inference + +```bash +# Run inference +python scripts/classification/inference.py --config configs/classification/emotion.yaml --input-text "I love this product!" + +# File-based inference +python scripts/classification/inference.py --config configs/classification/emotion.yaml --input-file input.txt --output-file predictions.jsonl +``` + +**Expected Output:** +``` +✅ Inference completed successfully! + Loading model from: ./results/classification/emotion_model + Predicted label: joy + Confidence: 0.8542 + Top 3 predictions: + - joy: 0.8542 + - love: 0.1234 + - surprise: 0.0224 +``` + +## 🔧 Adding New Tasks + +To add a new task (e.g., completion, styling, matching), follow these steps: + +### Step 1: Create Task Directory Structure + +```bash +# Create task directories +mkdir -p configs/completion +mkdir -p data/raw/completion data/processed/completion +mkdir -p pipelines/completion +mkdir -p scripts/completion +mkdir -p results/completion +mkdir -p tasks/completion +mkdir -p models/completion +``` + +### Step 2: Create Task Configuration + +```bash +# Create YAML configuration for new task +cat > configs/completion/text_generation.yaml << 'EOF' +# Text Generation Task Configuration +task: + name: "completion" + type: "text_generation" + +# Data Processing Configuration +data: + source: "huggingface" + dataset_name: "your-dataset-name" + output_dir: "./data/processed/completion/text_generation" + max_samples: 1000 + # ... other data parameters + +# Model Configuration +model: + name: "gpt2" # Different model for completion + max_length: 1024 + # ... model parameters + +# Training Configuration +training: + num_epochs: 3 + batch_size: 8 # Smaller batch for generation + learning_rate: 5e-5 + data_dir: "./data/processed/completion/text_generation" + output_dir: "./results/completion/text_generation_model" + +# Inference Configuration +inference: + model_path: "./results/completion/text_generation_model" + device: "auto" + batch_size: 1 # Generation is typically one at a time + max_length: 100 + temperature: 0.7 +EOF +``` + +### Step 3: Create Pipeline Scripts + +Copy and modify the classification pipeline scripts: + +```bash +# Copy classification scripts as templates +cp pipelines/classification/data_processor.py pipelines/completion/ +cp pipelines/classification/train.py pipelines/completion/ +cp pipelines/classification/inference.py pipelines/completion/ + +# Copy task scripts +cp scripts/classification/data_processor.py scripts/completion/ +cp scripts/classification/trainer.py scripts/completion/ +cp scripts/classification/inference.py scripts/completion/ +``` + +### Step 4: Modify Pipeline Code + +Update the pipeline scripts for your specific task: + +1. **Data Processor** (`pipelines/completion/data_processor.py`): + - Update data loading logic for completion datasets + - Modify preprocessing for text generation + - Adjust output format for completion tasks + +2. **Trainer** (`pipelines/completion/train.py`): + - Change model type to generation models (GPT, T5, etc.) + - Update training loop for text generation + - Modify evaluation metrics + +3. **Inference** (`pipelines/completion/inference.py`): + - Update inference for text generation + - Add generation parameters (temperature, top-k, etc.) + - Modify output format + +### Step 5: Update Task Scripts + +Modify the task scripts to use your new pipeline: + +```python +# scripts/completion/data_processor.py +def run_with_yaml_config(config_path: str, **cli_overrides): + cmd = [ + "python", "pipelines/completion/data_processor.py", # Updated path + "--config", config_path + ] + # ... rest of the function +``` + +### Step 6: Create Task-Specific Models + +```bash +# Create model directory +mkdir -p models/completion + +# Add task-specific model classes +cat > models/completion/text_generator.py << 'EOF' +from transformers import AutoModelForCausalLM, AutoTokenizer + +class TextGenerator: + def __init__(self, model_name): + self.model = AutoModelForCausalLM.from_pretrained(model_name) + self.tokenizer = AutoTokenizer.from_pretrained(model_name) + + def generate(self, prompt, max_length=100, temperature=0.7): + # Implementation for text generation + pass +EOF +``` + +### Step 7: Test Your New Task + +```bash +# Test data processing +python scripts/completion/data_processor.py --config configs/completion/text_generation.yaml + +# Test training +python scripts/completion/trainer.py --config configs/completion/text_generation.yaml + +# Test inference +python scripts/completion/inference.py --config configs/completion/text_generation.yaml --input-text "Once upon a time" +``` + +## 📋 YAML Configuration Guide + +### Configuration Structure + +Each YAML file is organized into clear sections: + +```yaml +# Task Configuration +task: + name: "classification" # or "completion", "styling", "matching" + type: "sequence_classification" # or "text_generation", "style_transfer", "semantic_matching" + +# Data Processing Configuration +data: + source: "huggingface" # "huggingface" or "custom" + dataset_name: "dair-ai/emotion" # HuggingFace dataset name + output_dir: "./data/processed/classification/emotion" + max_samples: 1000 # Limit dataset size + # ... other data parameters + +# Model Configuration +model: + name: "bert-base-uncased" # Model from HuggingFace Hub + max_length: 512 # Sequence length + num_labels: 6 # Number of classes + +# Training Configuration +training: + num_epochs: 3 # Training epochs + batch_size: 16 # Batch size + learning_rate: 2e-5 # Learning rate + data_dir: "./data/processed/classification/emotion" + output_dir: "./results/classification/emotion_model" + +# Inference Configuration +inference: + model_path: "./results/classification/emotion_model" + device: "auto" # "auto", "cuda", "cpu" + batch_size: 32 # Inference batch size + return_top_k: 3 # Top K predictions +``` + +### Available Configuration Files + +- `configs/classification/emotion.yaml` - Emotion classification with HuggingFace dataset +- `configs/classification/custom.yaml` - Custom dataset processing + +## 🔧 Usage Examples + +### Data Processing Examples + +```bash +# 1. Use YAML config only +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml + +# 2. Override YAML values +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml --max-samples 500 + +# 3. Use CLI only (backward compatibility) +python scripts/classification/data_processor.py --data-source huggingface --dataset-name dair-ai/emotion + +# 4. Run examples +python scripts/classification/data_processor.py examples +``` + +### Training Examples + +```bash +# 1. Use YAML config only +python scripts/classification/trainer.py --config configs/classification/emotion.yaml + +# 2. Override YAML values +python scripts/classification/trainer.py --config configs/classification/emotion.yaml --num-epochs 5 + +# 3. Use CLI only +python scripts/classification/trainer.py --model-name bert-base-uncased --num-epochs 3 + +# 4. Run examples +python scripts/classification/trainer.py examples +``` + +### Inference Examples + +```bash +# 1. Single text prediction +python scripts/classification/inference.py --config configs/classification/emotion.yaml --input-text "I love this product!" + +# 2. File-based prediction +python scripts/classification/inference.py --config configs/classification/emotion.yaml --input-file input.txt --output-file predictions.jsonl + +# 3. Interactive mode +python scripts/classification/inference.py --config configs/classification/emotion.yaml + +# 4. Run examples +python scripts/classification/inference.py examples +``` + +## 🐛 Troubleshooting Common Errors + +### 1. ModuleNotFoundError: No module named 'utils' + +**Error:** +``` +ModuleNotFoundError: No module named 'utils' +``` + +**Solution:** +```bash +# Set Python path before running scripts +export PYTHONPATH=. +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml +``` + +### 2. Model Path Not Found + +**Error:** +``` +❌ Model path not found: ./results/classification/emotion_model +``` + +**Solution:** +```bash +# Train the model first +python scripts/classification/trainer.py --config configs/classification/emotion.yaml + +# Then run inference +python scripts/classification/inference.py --config configs/classification/emotion.yaml +``` + +### 3. Data Directory Not Found + +**Error:** +``` +❌ Data directory not found: ./data/processed/classification/emotion +``` + +**Solution:** +```bash +# Process data first +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml + +# Then train +python scripts/classification/trainer.py --config configs/classification/emotion.yaml +``` + +### 4. YAML Configuration Errors + +**Error:** +``` +data_processor.py: error: --data-source is required (either in YAML config or CLI) +``` + +**Solution:** +Check your YAML file structure. It should have: +```yaml +data: + source: "huggingface" # Not data_source + dataset_name: "dair-ai/emotion" +``` + +### 5. HuggingFace Download Issues + +**Error:** +``` +KeyboardInterrupt during model download +``` + +**Solution:** +```bash +# Use smaller dataset for testing +python scripts/classification/data_processor.py --config configs/classification/emotion.yaml --max-samples 100 + +# Or use cached models +export HF_HOME=./cache +``` + +### 6. CUDA/GPU Issues + +**Error:** +``` +RuntimeError: CUDA out of memory +``` + +**Solution:** +```bash +# Reduce batch size +python scripts/classification/trainer.py --config configs/classification/emotion.yaml --batch-size 8 + +# Or use CPU +python scripts/classification/trainer.py --config configs/classification/emotion.yaml --device cpu +``` + +## 📊 Monitoring and Logs + +### Check Processing Status + +```bash +# Check data processing output +ls -la ./data/processed/classification/emotion/classification/ + +# Check training output +ls -la ./results/classification/emotion_model/ + +# Check logs +tail -f logs/training.log +``` + +### Expected File Structure After Processing + +``` +./data/processed/classification/emotion/classification/ +├── train.jsonl # Training data +├── validation.jsonl # Validation data +└── test.jsonl # Test data + +./results/classification/emotion_model/ +├── config.json # Model configuration +├── pytorch_model.bin # Model weights +├── tokenizer.json # Tokenizer +└── label_info.json # Label mappings +``` + +## 🔄 Workflow Summary + +1. **Setup**: Install dependencies and set PYTHONPATH +2. **Data Processing**: Process raw data into organized splits +3. **Training**: Train model using processed data +4. **Inference**: Use trained model for predictions +5. **Monitoring**: Check logs and outputs for errors + +## 📝 Creating Custom Configurations + +### For New Datasets + +1. Copy existing config: +```bash +cp configs/classification/emotion.yaml configs/classification/my_dataset.yaml +``` + +2. Modify parameters: +```yaml +data: + source: "huggingface" + dataset_name: "your-dataset-name" + output_dir: "./data/processed/classification/my_dataset" + # ... other parameters + +training: + data_dir: "./data/processed/classification/my_dataset" + output_dir: "./results/classification/my_dataset_model" +``` + +3. Run pipeline: +```bash +python scripts/classification/data_processor.py --config configs/classification/my_dataset.yaml +``` + +### For Custom Data + +1. Use custom config: +```yaml +data: + source: "custom" + data_path: "./data/raw/my_data.jsonl" + output_dir: "./data/processed/classification/my_custom_dataset" +``` + +2. Run processing: +```bash +python scripts/classification/data_processor.py --config configs/classification/custom.yaml +``` + +## 🎯 Best Practices + +1. **Always check output directories** before running next step +2. **Use small datasets for testing** before full runs +3. **Monitor logs** for errors and warnings +4. **Backup configurations** before major changes +5. **Use version control** for YAML files +6. **Test with CLI overrides** for quick experiments + +## 📞 Support + +For issues and questions: +1. Check the troubleshooting section above +2. Review logs in the output directories +3. Verify YAML configuration structure +4. Test with smaller datasets first + +--- + +**Happy fine-tuning! 🚀** diff --git a/__pycache__/classification_pipeline.cpython-312.pyc b/__pycache__/classification_pipeline.cpython-312.pyc new file mode 100644 index 0000000..05d9ea7 Binary files /dev/null and b/__pycache__/classification_pipeline.cpython-312.pyc differ diff --git a/configs/base.yaml b/configs/base.yaml new file mode 100644 index 0000000..ca3d73d --- /dev/null +++ b/configs/base.yaml @@ -0,0 +1 @@ +# Base configuration for all tasks diff --git a/configs/classification/custom.yaml b/configs/classification/custom.yaml new file mode 100644 index 0000000..05df50d --- /dev/null +++ b/configs/classification/custom.yaml @@ -0,0 +1,79 @@ +# Comprehensive Custom Dataset Classification Configuration +# This file defines all parameters for processing custom classification datasets +# Organized by level: data processing, model, training, and inference + +# Task Configuration +task: + name: "classification" # Task type: classification, completion, styling, matching + type: "sequence_classification" # Model type: sequence_classification, token_classification, etc. + +# Data Processing Configuration +data: + source: "custom" # Data source: "huggingface" or "custom" + dataset_name: null # HuggingFace dataset name (not used for custom data) + data_path: "./data/classification/train.jsonl" # Path to custom data file (required for custom source) + data_format: "jsonl" # Data format: "jsonl", "csv", "json" + + # Field Mapping + input_field: "text" # Field name containing input text + label_field: "label" # Field name containing labels + id_field: "id" # Optional ID field name (set to null if not available) + + # Processing Parameters + max_samples: 1000 # Maximum samples to process (null for all samples) + train_split: 0.8 # Training split ratio (0.0 to 1.0) + validation_split: 0.1 # Validation split ratio (0.0 to 1.0) + test_split: 0.1 # Test split ratio (0.0 to 1.0) + + # Text Preprocessing + clean_text: true # Clean and normalize text + remove_special_chars: false # Remove special characters from text + lowercase: true # Convert text to lowercase + min_length: 10 # Minimum text length (filter out shorter texts) + max_length: 1000 # Maximum text length (truncate longer texts) + + # Label Processing + label_encoding: "auto" # Label encoding: "auto", "numeric", "string" + multilabel: false # Enable multilabel classification + label_separator: "," # Separator for multilabel datasets + + # Output Configuration + output_format: "classification" # Output format: "classification", "instruction", "conversation", "qa" + output_dir: "./data/processed/classification/custom_dataset" # Specific output directory for custom dataset + + # HuggingFace Specific (not used for custom data) + hf_split: "train" # HuggingFace dataset split to use + hf_cache_dir: null # HuggingFace cache directory (null for default) + + # Split Configuration (Advanced) + test_split_from: "train" # Source for test split: "train", "use_test_if_available", "use_val_if_available" + val_split_from: "train" # Source for validation split: "train", "use_val_if_available" + + # Custom Data Specific + encoding: "utf-8" # File encoding for custom data + delimiter: "," # Delimiter for CSV files + +# Model Configuration +model: + name: "bert-base-uncased" # Model name from HuggingFace Hub + max_length: 512 # Maximum sequence length for tokenization + num_labels: 3 # Number of classification labels (adjust based on your data) + +# Training Configuration +training: + num_epochs: 3 # Number of training epochs + batch_size: 16 # Training batch size + learning_rate: 2e-5 # Learning rate (typical range: 1e-5 to 5e-5) + weight_decay: 0.01 # Weight decay for optimizer (typical range: 0.01 to 0.1) + lr_scheduler_type: "linear" # Scheduler type: "linear", "cosine", "polynomial" + warmup_ratio: 0.1 # Warmup ratio for scheduler (0.0 to 1.0) + data_dir: "./data/processed/classification/custom_dataset" # Directory containing train/validation/test JSONL files + output_dir: "./results/classification/custom_model" # Output directory for saved model + +# Inference Configuration +inference: + model_path: "./results/classification/custom_model" # Path to saved model directory + device: "auto" # Device: "auto", "cuda", "cpu" + batch_size: 32 # Batch size for inference + return_probabilities: true # Return all class probabilities + return_top_k: 3 # Return top K predictions \ No newline at end of file diff --git a/configs/classification/emotion.yaml b/configs/classification/emotion.yaml new file mode 100644 index 0000000..dd6958e --- /dev/null +++ b/configs/classification/emotion.yaml @@ -0,0 +1,79 @@ +# Comprehensive Classification Configuration +# This file defines all parameters for emotion classification using the dair-ai/emotion dataset +# Organized by level: data processing, model, training, and inference + +# Task Configuration +task: + name: "classification" # Task type: classification, completion, styling, matching + type: "sequence_classification" # Model type: sequence_classification, token_classification, etc. + +# Data Processing Configuration +data: + source: "huggingface" # Data source: "huggingface" or "custom" + dataset_name: "dair-ai/emotion" # HuggingFace dataset name (required for huggingface source) + data_path: null # Path to custom data file (required for custom source) + data_format: "jsonl" # Data format: "jsonl", "csv", "json" (for custom data) + + # Field Mapping + input_field: "text" # Field name containing input text + label_field: "label" # Field name containing labels + id_field: null # Optional ID field name + + # Processing Parameters + max_samples: 1000 # Maximum samples to process (null for all samples) + train_split: 0.8 # Training split ratio (0.0 to 1.0) + validation_split: 0.1 # Validation split ratio (0.0 to 1.0) + test_split: 0.1 # Test split ratio (0.0 to 1.0) + + # Text Preprocessing + clean_text: true # Clean and normalize text + remove_special_chars: false # Remove special characters from text + lowercase: true # Convert text to lowercase + min_length: 10 # Minimum text length (filter out shorter texts) + max_length: 1000 # Maximum text length (truncate longer texts) + + # Label Processing + label_encoding: "auto" # Label encoding: "auto", "numeric", "string" + multilabel: false # Enable multilabel classification + label_separator: "," # Separator for multilabel datasets + + # Output Configuration + output_format: "classification" # Output format: "classification", "instruction", "conversation", "qa" + output_dir: "./data/processed/classification/emotion" # Specific output directory for this dataset + + # HuggingFace Specific + hf_split: "train" # HuggingFace dataset split to use + hf_cache_dir: null # HuggingFace cache directory (null for default) + + # Split Configuration (Advanced) + test_split_from: "train" # Source for test split: "train", "use_test_if_available", "use_val_if_available" + val_split_from: "train" # Source for validation split: "train", "use_val_if_available" + + # Custom Data Specific + encoding: "utf-8" # File encoding for custom data + delimiter: "," # Delimiter for CSV files + +# Model Configuration +model: + name: "bert-base-uncased" # Model name from HuggingFace Hub + max_length: 512 # Maximum sequence length for tokenization + num_labels: 6 # Number of classification labels + +# Training Configuration +training: + num_epochs: 3 # Number of training epochs + batch_size: 16 # Training batch size + learning_rate: 2e-5 # Learning rate (typical range: 1e-5 to 5e-5) + weight_decay: 0.01 # Weight decay for optimizer (typical range: 0.01 to 0.1) + lr_scheduler_type: "linear" # Scheduler type: "linear", "cosine", "polynomial" + warmup_ratio: 0.1 # Warmup ratio for scheduler (0.0 to 1.0) + data_dir: "./data/processed/classification/emotion" # Directory containing train/validation/test JSONL files + output_dir: "./results/classification/emotion_model" # Output directory for saved model + +# Inference Configuration +inference: + model_path: "./results/classification/emotion_model" # Path to saved model directory + device: "auto" # Device: "auto", "cuda", "cpu" + batch_size: 32 # Batch size for inference + return_probabilities: true # Return all class probabilities + return_top_k: 3 # Return top K predictions diff --git a/configs/completion/text_generation.yaml b/configs/completion/text_generation.yaml new file mode 100644 index 0000000..69176e9 --- /dev/null +++ b/configs/completion/text_generation.yaml @@ -0,0 +1,29 @@ +task: + name: "completion" + type: "text_generation" + +data: + source: "huggingface" + dataset_name: "wikitext-2-raw-v1" + input_field: "text" + max_length: 512 + train_split: 0.8 + validation_split: 0.1 + test_split: 0.1 + +model: + name: "gpt2" + max_length: 512 + +training: + num_epochs: 3 + batch_size: 8 + learning_rate: 5e-5 + weight_decay: 0.01 + warmup_ratio: 0.1 + lr_scheduler_type: "linear" + +inference: + batch_size: 16 + max_new_tokens: 100 + temperature: 0.7 diff --git a/configs/matching/semantic_matching.yaml b/configs/matching/semantic_matching.yaml new file mode 100644 index 0000000..344bf9d --- /dev/null +++ b/configs/matching/semantic_matching.yaml @@ -0,0 +1,30 @@ +task: + name: "matching" + type: "semantic_matching" + +data: + source: "huggingface" + dataset_name: "sentence-transformers/paraphrase-MiniLM-L3-v2" + input_field: "sentence1" + target_field: "sentence2" + label_field: "label" + max_length: 128 + train_split: 0.8 + validation_split: 0.1 + test_split: 0.1 + +model: + name: "sentence-transformers/all-MiniLM-L6-v2" + max_length: 128 + +training: + num_epochs: 3 + batch_size: 32 + learning_rate: 2e-5 + weight_decay: 0.01 + warmup_ratio: 0.1 + lr_scheduler_type: "linear" + +inference: + batch_size: 64 + similarity_threshold: 0.5 diff --git a/configs/styling/formal.yaml b/configs/styling/formal.yaml new file mode 100644 index 0000000..fb79712 --- /dev/null +++ b/configs/styling/formal.yaml @@ -0,0 +1,29 @@ +task: + name: "styling" + type: "style_transfer" + +data: + source: "custom" + input_field: "text" + style_field: "style" + max_length: 256 + train_split: 0.8 + validation_split: 0.1 + test_split: 0.1 + +model: + name: "t5-base" + max_length: 256 + +training: + num_epochs: 3 + batch_size: 16 + learning_rate: 3e-5 + weight_decay: 0.01 + warmup_ratio: 0.1 + lr_scheduler_type: "linear" + +inference: + batch_size: 32 + max_new_tokens: 128 + temperature: 0.8 diff --git a/data/emotion_test/classification/test.jsonl b/data/emotion_test/classification/test.jsonl new file mode 100644 index 0000000..5f9238f --- /dev/null +++ b/data/emotion_test/classification/test.jsonl @@ -0,0 +1,1000 @@ +{"text": "i know i shouldn t compare the relationships but i feel we are so disadvantaged and kept kiddy", "label": "0"} +{"text": "i am feeling extremely contented with our decision to home educate", "label": "1"} +{"text": "im not going to lie some days i feel uber supportive and other days i feel uber frustrated", "label": "2"} +{"text": "i feel honoured to become a journalist on his blog dedicated to this amazing song contest which is eurovision", "label": "1"} +{"text": "i feel like i m on an emotional high with so much excitment", "label": "0"} +{"text": "i feel tender cool and relax after enjoying these wonderful masters", "label": "2"} +{"text": "i am being told i should feel satisfied because i am in good standing with the powers that be", "label": "1"} +{"text": "i just take what i feel like would taste delicious and start off", "label": "1"} +{"text": "i am sure you will feel very unhappy about it too", "label": "0"} +{"text": "i do however feel that some people would not be so shocked right", "label": "5"} +{"text": "i think they feel somehow offended because the christians played a big part in destroying the earlier cultures religions and mythologies", "label": "3"} +{"text": "i feel like i should make one of these for every beach loving friend i know", "label": "2"} +{"text": "i have to admit i have been feeling very disheartened and disillusioned with the whole publishing community for months", "label": "0"} +{"text": "im feeling stressed or having a bad day i take a walk or run", "label": "3"} +{"text": "i started the dew beyond having a positive showing of the south to encourage writers from all experiences and levels of advancement to feel comfortable sharing their work", "label": "1"} +{"text": "i feel as though my capacity to love others to show love to be loved and share it has grown dramatically", "label": "2"} +{"text": "i have a strange feeling that this is going to turn out quite ok and soon enough the ladies pictured above will probably be begging me to brew more of this stuff", "label": "1"} +{"text": "i think just noticing this in me that i m more prone to feel jealous right now is helping me show up with a bit more intentionality than at other times in my life", "label": "3"} +{"text": "i ended up feeling really proud of the final product", "label": "1"} +{"text": "i dont want to put to much pressure on myself but i feel like i could make the most amazing year ever", "label": "5"} +{"text": "i feel that thursday was the important first step that is needed towards helping e get better with her eating", "label": "1"} +{"text": "i hate to have to clear my voice i hate to stammer i hate to feel the way i do now humiliated and frightened to the bones what do you want of me", "label": "0"} +{"text": "im simply feeling just a little unhappy about the whole skinnyg and even the charming customer provider hasnt made that go away", "label": "0"} +{"text": "ive also discovered that because i feel less agitated by caffeine and cravings this coping method is unnecessary huge", "label": "4"} +{"text": "i feel confident that my issue is being regarded with the highest sense of urgency", "label": "1"} +{"text": "i feel we need a little romantic boost in the relationship", "label": "2"} +{"text": "ive been quite confident in what i believe for my whole life this occasionally over whelming feeling of uncertainty has truly shaken me to my core", "label": "4"} +{"text": "im feeling font friendly", "label": "1"} +{"text": "im feeling punished for having loved the previous books", "label": "0"} +{"text": "i say to someone that i feel i have humiliated yeah well thats what you get", "label": "0"} +{"text": "i try to find something that does not make me feel foolish", "label": "0"} +{"text": "i should just let him calm down on his own but then ill feel like a neglectful aunt and i so cant have that", "label": "0"} +{"text": "i must ask if my column makes you feel so hateful why do you keep logging on", "label": "3"} +{"text": "i don t feel any safe", "label": "1"} +{"text": "im sure ive got it right and my state of unencumberedness despite many years of feeling like i couldnt keep up anybody else is causing me to see my life as charmed", "label": "1"} +{"text": "i can t tell you fortunate i feel to have access to so many wonderfully talented photographers like yourself", "label": "1"} +{"text": "i feel as though ive reached a point in my career where im highly respected there", "label": "1"} +{"text": "im not feeling so well right now so ill write some other day", "label": "1"} +{"text": "i was feeling rejected and sad", "label": "0"} +{"text": "i was feeling anything but adventurous and stuck with comfort zone and ordered mcdonalds", "label": "1"} +{"text": "ill admit i feel slightly disillusioned here", "label": "0"} +{"text": "i was feeling ok it would be fun to drive over to dunstable and stand in a field for an hour or so watching people try and drive preposterous motors up grass slopes thats trialling", "label": "1"} +{"text": "im feeling so disillusioned with it all right now", "label": "0"} +{"text": "i have experimented lots of the experiences she mentions and sadly this made me realize that most women feel that their career paths are somehow going to be determined by their partners if they support them or not their children ther co workers etc", "label": "1"} +{"text": "i sit here feeling blank about this", "label": "0"} +{"text": "i havent been measuring out food drinking nearly enough water tracking any fitness and overall i feel completely shaken and unfocused because i dont feel like my foundation is steady at the moment", "label": "4"} +{"text": "im feeling a little bit apprehensive about entering a new chapter again and having to prove myself all over again", "label": "4"} +{"text": "i just feel like being sarcastic and mean and all because history paper is overrrrrrrrrrrr", "label": "3"} +{"text": "im feeling pretty paranoid and trying to cover the cash and protect my belongings it definitely felt like i was doing something i shouldnt be doing like money laundering or something", "label": "4"} +{"text": "i feel like i am noticeably very inhibited in a lot of other things", "label": "0"} +{"text": "i finally get it right i feel happily smug and relieved that a piece of work is done", "label": "1"} +{"text": "i went to bed one night with my stomach in knots and woke up the next day feeling fantastic", "label": "1"} +{"text": "i ran upon it while looking for a cute saying to add to address change cards planning ahead and feeling positive", "label": "1"} +{"text": "i feel amused and kind of tired still in the morning i", "label": "1"} +{"text": "i feel violent or something today", "label": "3"} +{"text": "i don t know why that surprises me because whenever i get exercise whether it s working out in my garden or going to the gym i feel terrific afterward which is naturally the reason i don t do it all the time", "label": "1"} +{"text": "i am currently feeling very aggravated", "label": "3"} +{"text": "i asked if anyone has ever confessed their feelings for someone and got accepted rejected", "label": "1"} +{"text": "i will feel somehow punished so she holds me as much as possible when she puts the baby down", "label": "0"} +{"text": "i have to admit that while the story itself was interesting in their portrayal of the well known biblical story i came away feeling a little disappointed with the end result especially considering the names involved", "label": "0"} +{"text": "ive been feeling homesick for several months probably since christmas", "label": "0"} +{"text": "i woke up feeling incredibly content amp optimistic today however i woke up with a terrible cold and a complete lack of energy", "label": "1"} +{"text": "i reach for your hand feel its warmth sense a strange mysterious connection the greater sea of lives intimately shared and buoyed by a wave of love hope and joy surrender to its greater transcendent surge letting it take me wherever it will", "label": "4"} +{"text": "i miss it when i feel no one person who ignored me", "label": "0"} +{"text": "i don t want to bury the hatchet with even though it would be in my best interest simply because i feel that apologizing to a person that insulted me would make me feel like a punk", "label": "3"} +{"text": "i am known for letting things go when im not feeling good", "label": "1"} +{"text": "i think im just feeling sentimental right now p aaaaand tis another work day tomorrow", "label": "0"} +{"text": "i could feel my moms presence and my friends and family were supporting me that day", "label": "2"} +{"text": "i wake up feeling all beaten up and i dont feel that way right now im probably going to be tempted to do the lake again", "label": "0"} +{"text": "i feel disturbed today", "label": "0"} +{"text": "i feel rejected like i dont belong to the circle those circles that i realised i never was comfortable there", "label": "0"} +{"text": "i had this feeling that i would be welcomed by the art scene here", "label": "1"} +{"text": "i feel more happy inside on a scale i would say a", "label": "1"} +{"text": "i feel so cranky irrationally", "label": "3"} +{"text": "i feel miserable after my break up self", "label": "0"} +{"text": "i already feel impatient and cancel hyundai tucson last year waiting almost for seven months", "label": "3"} +{"text": "i feel so doomed all the time", "label": "0"} +{"text": "i feel completely groggy this morning", "label": "0"} +{"text": "i feel but distressed is sufficient", "label": "4"} +{"text": "i am feeling delicate after hogmanay if that s what you are thinking", "label": "2"} +{"text": "i feel like reading anansi boys again its gorgeous", "label": "1"} +{"text": "im lying in bed feeling very anxious and have a knot in my stomach", "label": "4"} +{"text": "i could do was feel i felt thankful that her battle was over thankful that she was now in a place of serenity", "label": "1"} +{"text": "i felt this was my next step and i dont want to be doubtful but i feel dumb keeping a hope for so much money to come through in such a short time", "label": "0"} +{"text": "i feel slightly triumphant thank you very much", "label": "1"} +{"text": "tutorial again a fearful feeling came to me when i sat on the chair and looked at my fellow students all around i was really scared that they would ask me some questions or challenge the ideas that i had presented", "label": "4"} +{"text": "i took several deep breaths feeling the cold air burn its way into my lungs and exhaling little clouds of vapor", "label": "3"} +{"text": "i have a few favourites of my own but the choice of book is up to you or you can have a dvd if you are us or uk im feeling generous so the limit is up to which is about something like that", "label": "2"} +{"text": "i just cant contain my joy but right now i feel troubled", "label": "0"} +{"text": "i feel that if people read my writing they will know that i m a dumb bunny", "label": "0"} +{"text": "i feel so honoured to receive this from krista know to the blogger world as a href https www", "label": "1"} +{"text": "i think lunch sounds datey and coffee feels casual", "label": "1"} +{"text": "i do feel confused", "label": "4"} +{"text": "i have been having bad dreams really weird dreams that make me feel like i got no sleep at all and with completely disturbed thoughts", "label": "0"} +{"text": "i feel even more regretful that i didnt get to go to her senior presentation", "label": "0"} +{"text": "i feel i m doing to my mom what i despised so much when it was done to me", "label": "3"} +{"text": "i hi tech color club holiday splendor sally hansen cha ching kiss silver glitter i was feeling a little festive tonight so i decided to", "label": "1"} +{"text": "i started feeling very gentle contractions about minutes apart", "label": "2"} +{"text": "i remember the same giddy feeling of contented good fortune lucky lucky me here safe in our cozy home watching my fabulous man head off for the day knowing he ll be coming home to me in a few hours", "label": "1"} +{"text": "i guess which meant or so i assume no photos no words or no other way to convey what it really feels unless you feels it yourself or khi bi t au th m i bi t th ng ng i b au i rephrase it to a bit more gloomy context unless you are hurt yourself you will never have sympathy for the hurt ones", "label": "0"} +{"text": "i feel frustrated when i have new music and new lyrics that clearly have nothing to do with each other", "label": "3"} +{"text": "i should not have to feel this way in a nerd convention i am a nerd and i should feel accepted and comfortable in that setting", "label": "2"} +{"text": "i feel good about the project", "label": "1"} +{"text": "i am feeling particularly annoyed at my co workers i sometimes make the rounds of the floors finding literally pounds of white paper in the trash", "label": "3"} +{"text": "i feel i am losing steam but friends help the time pass in the most pleasant of ways", "label": "1"} +{"text": "im always open to suggestions so please feel free to email me", "label": "1"} +{"text": "ive known that this person has been miserable for years im still feeling pretty shaken", "label": "4"} +{"text": "i feel for the guy because i think he is sincere honest and intelligent", "label": "1"} +{"text": "i feel like thats almost ok since no political party in the uk ever seems to reach out to young voters", "label": "1"} +{"text": "i trained my heart and mind to receive and believe the truth i am feeling rejected but it is only a feeling brought about by my past experiences", "label": "0"} +{"text": "i needed to know i mattered that my feelings were important and that i mattered enough to be pursued and cherished and protected", "label": "1"} +{"text": "i feel like its the perfect opportunity to apply everything that ive learned thus far on my mission", "label": "1"} +{"text": "i am feeling very smug as i am continuing my resolution to use up some of this huge paper stack that i own and never cut into so heres the latest offering using more of my graphic curtain call papers", "label": "1"} +{"text": "i feel pathetic i can t live like this anymore", "label": "0"} +{"text": "i was truly just standing there staring out the window feeling so incredibly melancholy that i was on the verge of tears", "label": "0"} +{"text": "i feel like trusting the driver", "label": "1"} +{"text": "im going to let myself feel tender about it blog about it then let it go", "label": "2"} +{"text": "i didnt feel like i was respected", "label": "1"} +{"text": "i have been feeling very shaky and weak and light headed starting from yesterday and this morning when i woke up i couldn t breathe properly no matter how many deep breaths i took in i just felt there just wasn t enough oxygen going in", "label": "4"} +{"text": "i didnt want to be a part of a group just to feel accepted", "label": "2"} +{"text": "i feel like the sequel was ok but overrated not as great as so many deem it to be", "label": "1"} +{"text": "i feel quite passionate about as communion is of tremendous importance to me personally and theologically", "label": "2"} +{"text": "i always feel awkward when im alone in a crowd of peers and feel the need to make friends", "label": "0"} +{"text": "i have faith but don t feel convinced that its if i am on here asking questions", "label": "1"} +{"text": "i almost lost my feelings in this gloomy world", "label": "0"} +{"text": "i look at him i feel disgusted and some what annoyed by his actions", "label": "3"} +{"text": "i never feel ecstatic or bouncy or anxious", "label": "1"} +{"text": "i was still feeling strong", "label": "1"} +{"text": "i have good camwhore skill thanks to instagram and pudding which is anotehr super popular social apps to post all your vain picture without feeling vain because others will do the same so ftw", "label": "0"} +{"text": "i have been feeling rather lonely", "label": "0"} +{"text": "i was experiencing a ton of pain in my leg muscles and was feeling hopeless", "label": "0"} +{"text": "i know those feelings stem from this part of me that is not accepted mainstream more importantly in the communities to which i seek belongingness", "label": "1"} +{"text": "i feel so selfish wanting him home his help getting the girls to bed", "label": "3"} +{"text": "i feel needy and cagey during this wait for leaving to practice my new self in my old settings", "label": "0"} +{"text": "i think i have a good feel for what players are feeling and i just try to help them to do one thing in life that we all want and thats believe and if you believe strong enough good things can happen washington said", "label": "1"} +{"text": "i get more upset when bruce is a little more tired from work than usual i feel a little rejected", "label": "0"} +{"text": "i feel it is rude of me to ask", "label": "3"} +{"text": "i feel stupid about my diamond richie mix up", "label": "0"} +{"text": "i just woke up from my nap and i feel extremely agitated and grumpy", "label": "4"} +{"text": "i feel defective or something", "label": "0"} +{"text": "i feel our relationship is more divine and informal", "label": "1"} +{"text": "i feel so honored to call rex dingler a friend", "label": "1"} +{"text": "i feel so excited to have made time to blog again", "label": "1"} +{"text": "i write what i feel if you get annoyed and sick of this simply close the tab", "label": "3"} +{"text": "i get the feeling that nellie is satisfied that the phone rang happy that leslie is out of the room now", "label": "1"} +{"text": "i am sitting here feeling a bit grumpy moanday blues anyone else feeling this way too", "label": "3"} +{"text": "i just feel for my hubbie all this rubbish is really starting to knock his confidence in the people hes supposed to be trusting his heart to", "label": "1"} +{"text": "ill add i havent tried all that time but i do feel as i adapt and pick up techniques quickly this is one of the things im amazed that its taken me this long", "label": "5"} +{"text": "i cannot help but feel proud and grateful to be an america", "label": "1"} +{"text": "i guess im once again feeling useless and pointless", "label": "0"} +{"text": "i kept crying or feeling cranky", "label": "3"} +{"text": "ive been honestly self indulgent and rather reckless with my consumption of caffeine cigarettes and junk food which combined with the dangerous ingredient of freezing weather has caused me to feel lethargic fat and unfit", "label": "0"} +{"text": "i suppose thats why i feel so melancholy about the whole thing", "label": "0"} +{"text": "i cant change how he feels find the positive", "label": "1"} +{"text": "i often feel resentful of anything that seems good", "label": "3"} +{"text": "i said sir i feel from real time company experience that mba would be more valuable for my career than gate since most work now a days in it companies now is support based", "label": "1"} +{"text": "i was feeling rather self satisfied that my teen daughter and i were facebook friends", "label": "1"} +{"text": "i feel like i was convinced to spend the night alone it was not my choice i was wrongfully lead astray", "label": "1"} +{"text": "i cant help but feel amused hmm", "label": "1"} +{"text": "i feel very frustrated and very sad", "label": "3"} +{"text": "i feel happy now that i am enjoying the changes in my life and looking forward to the unknown good times that are yet to come autumn and winter are suddenly just new steps on the journey", "label": "1"} +{"text": "i feel precious little pressure to fill them with content with giving them answers that they can regurgitate at will", "label": "1"} +{"text": "im shocked i feel my own little problems put into perspective and i feel heartache for the innocent lives that have been ended", "label": "1"} +{"text": "i see my favorite person suffer and there is nothing i can do to take the pain away i feel useless", "label": "0"} +{"text": "i see myself feeling hurt or let down or uncertain", "label": "0"} +{"text": "i am writing this i remember between feeling assured i wasnt dead and checking the window that me and my mom started fighting", "label": "1"} +{"text": "i have eternal hope he says and when they arrive on the bridge she finds she likes the feel of the fond smile on her face too much to hide it", "label": "2"} +{"text": "i feel so regretful and bad that i called in", "label": "0"} +{"text": "ive learned not to depend on nor expect my body to perform but rather keep a flexible hope expectation that i can fulfill my duties despite how i feel im thankful that most people around me have been understanding and flexible right along with me", "label": "1"} +{"text": "i certainly have never felt it was appropriate for any life to have to supplicate their life before or to another life simply because the other life feels they are superior or more equal", "label": "1"} +{"text": "i will say that i am satisfied with my draw and feel that it is a perfect fit", "label": "1"} +{"text": "i have written i feel suddenly hesitant to post it", "label": "4"} +{"text": "i feel inadequate and i shut down and feel cross with the world", "label": "0"} +{"text": "i feel like i don t have anything to say that is worthwhile to others and i don t want to bother people with my worthless thoughts", "label": "1"} +{"text": "i wish things didn t feel so strange so out of place", "label": "4"} +{"text": "i feel like ecstatic i feel joy i feel love and particularly all the devotees have come and that mood is also eagerly moving moving and moving said andri a visitor from abroad", "label": "1"} +{"text": "i feel dumb for even liking you", "label": "0"} +{"text": "i feel that i am getting more and more timid these days", "label": "4"} +{"text": "i know i have my family and friends and god but some point in your life in my life i want to feel romantic love again", "label": "2"} +{"text": "i have a neutral feeling about two broke girls because while i like kat denningss deadpan delivery and a href http media", "label": "0"} +{"text": "i feel foolish", "label": "0"} +{"text": "i feel ashamed i wasted years of my life partying and wasting time", "label": "0"} +{"text": "i read them it is the only point of my day where i feel like im actually an intelligent human being", "label": "1"} +{"text": "i walk out of the studio feeling exhausted soaking wet with sweat and with a startling clarity of focus and quiet inside", "label": "0"} +{"text": "i know thats not true but thats how i feel i get scared", "label": "4"} +{"text": "i know you say you don t but there s a lot of anger that i m on the receiving end of and it s just how i feel i probably deserve to be hated too", "label": "0"} +{"text": "i do classes when i feel super strong and capable", "label": "1"} +{"text": "i have grown accustomed to the creative freedom of living by myself i can dance around my house and write songs and play guitar without feeling inhibited by the eyes and ears of others", "label": "4"} +{"text": "i feel relieved get a job but i cant lie i feel my free time will be lost slowly then ill work in whole day", "label": "1"} +{"text": "i also intended to study but that didn t happen either so here i am feeling a little less virtuous amp holier than thou than i would if i had actually done something constructive over the past week", "label": "1"} +{"text": "i feel impressed to discuss sin again though i do not know why", "label": "5"} +{"text": "i could feel how exhausted my arms and legs were", "label": "0"} +{"text": "i also need to remember how bad overeating makes me feel not just the fullness but the hangover i get from food thats too rich or too sugary", "label": "1"} +{"text": "im really like she said only you can understand the way i feel toni ight she blamed excesses on the merican dream so seldom witnessed never er seen hah hah hah hah hah", "label": "0"} +{"text": "i am feeling terrific by implementing alternative medicine to maintain my health", "label": "1"} +{"text": "i love the feeling of running in the cold when you can see your breath and cold air seems to refresh you from the inside out", "label": "3"} +{"text": "i am beginning to feel startled by how little of last week i remember", "label": "4"} +{"text": "i have forgiven anyone who i feel has hurt me", "label": "0"} +{"text": "i didnt feel gloomy", "label": "0"} +{"text": "i would ideally like to be able to come to terms with it at one point and have acim happily integrated with all the abraham processes just so i can feel resolved", "label": "1"} +{"text": "i am feeling so nostalgic lately i would like to say it is because i am yearning for a simpler time but those times i find myself thinking of are far from simple", "label": "2"} +{"text": "i was feeling a bit miserable and the only thing that could cheer me up is some good old baking", "label": "0"} +{"text": "i am feeling so stunned and sad about the earthquake in christchurch new zealand yesterday", "label": "5"} +{"text": "i actually feel like im the completely submissive one", "label": "0"} +{"text": "i feel selfish and self indulgent", "label": "3"} +{"text": "i almost always feel awkward", "label": "0"} +{"text": "i was way up ahead of raphael and laiya jennifer had stayed behind to watch our stuff since i was feeling particularly energetic and scampering up the mountain", "label": "1"} +{"text": "im also feelin a lil uptight and sucky lately and you know the reason", "label": "4"} +{"text": "i feel awful and have had chills on and off day and night", "label": "0"} +{"text": "i have learned so much with him even now i still learn new things about rabbits i feel you always keep learning about them being amazed by them", "label": "5"} +{"text": "i feel that people cannot possibly appreciate me that any compliments toward me cannot possibly be sincere or that i dont deserve compliments in the first place", "label": "1"} +{"text": "i am feeling in a generous mood so there will be a runner up prize which will be a copy of my other a href http www", "label": "2"} +{"text": "i stand here i feel empty a class post count link href http mooshilu", "label": "0"} +{"text": "i wanted to make sure i didnt feel rushed getting to century college on friday afternoon", "label": "3"} +{"text": "im feeling very thankful for the rhythm of these days", "label": "1"} +{"text": "i supposed to feel about a persom that i was wickdly in love with for so long for me who tells me that he will not see me when hes got a girlfriend because he can not be faithful to her if im around", "label": "1"} +{"text": "im lacking in the accessory department but i have a feeling that once i actually start putting the things i own in one place i might be a little more surprised at what i find", "label": "5"} +{"text": "i have to squint with a magnifying glass to read it i chose the little oxford dictionary of english grammar at least this makes me feel intelligent even if wrecking my eyesight to read it makes me an idiot", "label": "1"} +{"text": "i feel blessed that i was there at the right time in the right place to see them and to feel a part of something that i hope will give the people of kuwait hope for progress", "label": "2"} +{"text": "i was feeling strong and ready", "label": "1"} +{"text": "i feel incredibly sarcastic right now", "label": "3"} +{"text": "i wanna tell you how i feel but im scared", "label": "4"} +{"text": "i can break myself out of having this dream as it leaves me feeling groggy and disoriented and i dont like it", "label": "0"} +{"text": "i feel scared rather than curl up like a threatened porcupine", "label": "4"} +{"text": "i try to remember that quote when i feel i may be hitting a wall in a marathon or even a training run and i know it is time to find that perfect song that fuel", "label": "1"} +{"text": "i can t imagine any reader feels lethargic calm and content after reading it", "label": "0"} +{"text": "i feel like my life is very rich and fulfilling but i know people look at the way i live and feel some misplaced pity for me", "label": "1"} +{"text": "i feel joyful and not feeble", "label": "1"} +{"text": "i am feeling more pain and hurt than i did before", "label": "0"} +{"text": "i come home i am usually feel drained and exhausted", "label": "0"} +{"text": "i just grab something and hit myself just to feel pain damn i know the risks and injuries that might occur i know its dangerous", "label": "3"} +{"text": "i feel like a vile traitor even saying such a thing but its the truth", "label": "3"} +{"text": "im feeling bouncy enough and if i can rustle up some people keen to go with me", "label": "1"} +{"text": "im feeling a bit smug that im doing a number of these things already walking and cycling advocacy lots of fruit and veggies and whole grains attending service every sunday", "label": "1"} +{"text": "i feel really despised i haven t told them yet but it s really awful feeling so segregated", "label": "3"} +{"text": "i feel a lot of shame in not having many romantic relationships in the past", "label": "2"} +{"text": "i love the sweet grateful people we serve and speaking with our members and meeting them in person always makes me feel invigorated", "label": "1"} +{"text": "i feel like a reluctant queen tasked to rule over a nation of miscreants who are exactly like me", "label": "4"} +{"text": "when i happen to witness some sadistic acts", "label": "3"} +{"text": "i was feeling more appreciative", "label": "1"} +{"text": "i feel like a whore and im ashamed of", "label": "0"} +{"text": "i feel this helps create rich texture and a touch of mystery to an outfit", "label": "1"} +{"text": "i was feeling very unsure as to whether or not i should continue to blog at all", "label": "4"} +{"text": "i feel incredibly slacking mrs greedy guts is still in desperate search for an unspoilt base on her career ladder", "label": "3"} +{"text": "i look to balance commercial titles with those that i feel could support a more artistic interpretation", "label": "1"} +{"text": "i guess i have a right to feel this way but i dont know because lately i havent been a faithful contributing member of the christian faith", "label": "1"} +{"text": "i will try to explain how i feel in order that you don t think i am ungrateful for having been blessed with a child", "label": "0"} +{"text": "i can t put a finger on what is making me feel exceedingly irritable and unsettled", "label": "3"} +{"text": "i often used the word poggy when we were growing up together when we were feeling particularly ugly or generally not very good those days when all you want to do is stay in bed and hide from the outside world", "label": "0"} +{"text": "i feel that he is ungrateful for having an opportunity to breathe the air when so many others didn t have the chances he has had", "label": "0"} +{"text": "i feel messy and out there", "label": "0"} +{"text": "i then immediately have feelings of guilt for having those selfish thoughts and my practical side appears how could i do that who would take care of the kids and my parents", "label": "3"} +{"text": "i dnt want yu guys t feel shamed fr knwing nthing instead f pretending r having plastikan with me", "label": "0"} +{"text": "i should have left this movie feeling frightened or at the very least convinced that this number held some kind of mystical power or was the key to some government conspiracy but no", "label": "4"} +{"text": "i were to stop there no doubt you d leave feeling dissatisfied", "label": "3"} +{"text": "i feel i am back to my innocent and carefree self", "label": "1"} +{"text": "i feel like i have been quite neglectful to my blog and am just to say that we are here alive and happy", "label": "0"} +{"text": "i should not have shared my feelings with him but i was shocked by them too", "label": "5"} +{"text": "i no longer feel like a pathetic sad fat girl who cant eat nachos every day", "label": "0"} +{"text": "i cant help but feel as though perhaps my perception isnt as keen as i once thought", "label": "1"} +{"text": "im not feeling too keen on that", "label": "1"} +{"text": "i still feel groggy and my stomach is still cramping and im still bleeding from the biopsies i feel like ive been given an opportunity", "label": "0"} +{"text": "im sure its a great film but i guess i wasnt feeling too appreciative and just had a long day", "label": "1"} +{"text": "i have been crying a lot and feeling kind of depressed", "label": "0"} +{"text": "i feel very helpless and even useless", "label": "0"} +{"text": "i cant imagine the agony those folks feel waiting for news about their own sentimental things", "label": "0"} +{"text": "i feel apprehensive while opening the blue door", "label": "4"} +{"text": "i get scared i feel ignored i feel happy i get silly i choke on my own words i make wishes i have dreams and i still want to believe anything can happen in this world for an ordinary girl like you like me for an ordinary girl like you like me how are you", "label": "0"} +{"text": "i could buy i just want to see if i could recreate a recipe in order to feel superior and pretentious just kidding", "label": "1"} +{"text": "im feeling a combination of terrified and relieved", "label": "4"} +{"text": "i feel completely isolated in the world thinking that i m the only one like me", "label": "0"} +{"text": "im an organised person so i feel more assured of myself when i pre plan", "label": "1"} +{"text": "i often feel that everything around me is so vain and purposeless", "label": "0"} +{"text": "i can feel the cold of winter", "label": "3"} +{"text": "i had envisioned and intended im just feeling unsure whether i got that vision and intention right", "label": "4"} +{"text": "i am feeling a little homesick for colorado", "label": "0"} +{"text": "i would say that when they start they will feel really intimidated by the code and how vast everything is", "label": "4"} +{"text": "i concentrate on anything else when he feels so miserable", "label": "0"} +{"text": "i feel that as we study him we find that he was indeed a perfect example of what any christian and especially a latter day saint should be", "label": "1"} +{"text": "i hope that one day i feel some sort of divine inspiration and motivation and that these fasts will come easy for me but for now they are on my back burner something i hope to focus on after i am done having and raising children", "label": "1"} +{"text": "i remember in particular one new years day in high school when i was feeling all tragic and melancholy and generally fifteen year old girl ish", "label": "0"} +{"text": "i feel so lucky i know that we are in a minority", "label": "1"} +{"text": "i now feel everythings been resolved were psychically galvanised and prepared to wrestle the world to the ground", "label": "1"} +{"text": "i feel like ive entered some weird universe and i really am grateful for it", "label": "4"} +{"text": "i to feel sympathetic about the children of the world and the bad messages that we send to them when we live in a lawless culture full of innuendo to the contrary", "label": "2"} +{"text": "i tackle political ideas only when something makes me feel angry and even then it is often personal", "label": "3"} +{"text": "i sat silent and open mouthed as he rattled off the reasons why he loved me the special times we had shared which had confirmed his feelings and was amazed that they were the same reasons and times together that made me realize how much i loved him", "label": "5"} +{"text": "i feel that cold breeze", "label": "3"} +{"text": "i believe just imagining what it would be like to act live in front of an audience will make me feel joyful", "label": "1"} +{"text": "i think about it the worse i feel in his shoes i would be devastated not least because it was as far as he was concerned sort of out of the blue", "label": "0"} +{"text": "i write and share my feelings family events useful products good food exciting trips kitchen endeavors as well as occasional musings", "label": "1"} +{"text": "i do feel agitated restless or on edge quite often", "label": "3"} +{"text": "i feel agitated and simply irritated", "label": "3"} +{"text": "i have been in the advertising world for over years and left nyc years ago after working as a creative director at some of the best agencies in the world feeling discouraged demoralized and questioning everything that i thought i love in the world of creativity", "label": "0"} +{"text": "i know and trust how i feel but i generally shy away from it with strangers", "label": "4"} +{"text": "i feel a mad connection with your body and this is how i decided to kick off side a", "label": "3"} +{"text": "i am feeling valued and supported which is great", "label": "1"} +{"text": "im feeling happy and well", "label": "1"} +{"text": "i still feel like a kid eager to blow the candle open gifts and all that good stuff", "label": "1"} +{"text": "i feel so so tortured by looking at the lecture notes and nothing is going in except for my holiday plans", "label": "3"} +{"text": "i feel like a mouse among men perpetually terrified", "label": "4"} +{"text": "i feel like a tree which is being shaken rudely from its comfortable ground", "label": "4"} +{"text": "i feel like i missed out a bit in not reading this series in order", "label": "0"} +{"text": "i could listen to those words and suddenly not feel so incredibly helpless", "label": "0"} +{"text": "ive spent a while with i still cant make good conversation with and feel awkward around", "label": "0"} +{"text": "i spent a few hours listening to the thundershowers and feeling that gorgeous cool summer storm air across my ginormous pregnant self", "label": "1"} +{"text": "i feel safe knowing that the things and people around me are there and will stay there", "label": "1"} +{"text": "i got up feeling all lively since the sun is extra bright today", "label": "1"} +{"text": "i always dread but end up leaving feeling positive", "label": "1"} +{"text": "i talked to him i tried not to ask about how he was feeling i was convinced that everyone would be asking him the same things and he was probably a bit sick of always talking about it", "label": "1"} +{"text": "i feel really low", "label": "0"} +{"text": "i feel it when i get hurt on little things", "label": "0"} +{"text": "im not going to fix things with ml either by feeling awkward and frustrated and annoyed at some things she does", "label": "0"} +{"text": "i was feeling very homesick and was a good reminder of how blessed i really am", "label": "0"} +{"text": "i always feel so eager to escape it though it never really leaves", "label": "1"} +{"text": "i stack pillows on his side of the bed just so it feels less empty but its really nice to have a real person back in bed", "label": "0"} +{"text": "i feel honored to have been on the show and my students were very excited for me giardina said", "label": "1"} +{"text": "i sure hope we do as i feel very isolated without any contact with home", "label": "0"} +{"text": "i love reading i feel positively rich when the house is full of new books learning new things and as the pain is relentless i can t really pace myself i spend my days pottering from job to job depending on how stupid i feel like being", "label": "1"} +{"text": "im feeling gloomy this weekend", "label": "0"} +{"text": "i still feel cute in my tight little work out pants and snug t shirt", "label": "1"} +{"text": "i hate feeling indecisive because im being negative right now and i dont know what i want", "label": "4"} +{"text": "i was to do the same to them i would have this guilty conscience and i would feel like a heartless bitch", "label": "3"} +{"text": "im feeling so pissed off now", "label": "3"} +{"text": "i meet men who feel insecure about women", "label": "4"} +{"text": "i feel that core of the song the melody should be respected as well as the lyrics but the rest can be should be changed", "label": "1"} +{"text": "i feel horrible about myself and want to throw in the towel and give up", "label": "0"} +{"text": "i also like to try to answer the tough questions people have so feel free to post some", "label": "1"} +{"text": "i feel truly successful that brooklyn has been able to latch on and has had no problem going from breast to bottle and back again without skipping a beat", "label": "1"} +{"text": "i think this is really great having been in situations where i feel overtly threatened in a public place where everyone pretends they don t see what s happening", "label": "4"} +{"text": "i started to feel like a real loser like a poser trying to make himself look cool", "label": "1"} +{"text": "i drafted this post at least a month ago and now i m feeling quite uncertain about it", "label": "4"} +{"text": "i feel like im in this weird in between stage", "label": "5"} +{"text": "i hate talking about presents because i feel greedy", "label": "3"} +{"text": "i started to feel cold", "label": "3"} +{"text": "i feel a change an anthem for the disillusioned", "label": "0"} +{"text": "i left kicking myself for the awkwardness of my departure but feeling triumphant at not only having succeeded at my mission but having enjoyed myself as well", "label": "1"} +{"text": "im feeling overwhelmed i can just give people the middle finger or tell them to f off", "label": "4"} +{"text": "i feel like this was such a rude comment and im glad that t", "label": "3"} +{"text": "i did take a surprise two hour nap this afternoon though and woke up feeling not as exhausted as i did this morning so maybe thats a good sign", "label": "0"} +{"text": "i wanted to root for someone to feel wronged and condemned on their behalf", "label": "3"} +{"text": "i feel proud and dont regret going down the path that i went on", "label": "1"} +{"text": "i feel like kierkegaard a hated and lonely philosopher", "label": "3"} +{"text": "i feel as though satan doesnt want these one here so im going to be that much more determined to get this out", "label": "1"} +{"text": "i feel like a post might be devoted to dealing with emotions caused by situations vs", "label": "2"} +{"text": "i hope that one day i can escape tia place that i feel has held me back that has inhibited me from reaching my potential but that isnt me for decide just to pray on", "label": "0"} +{"text": "i do a hobble to the bike rack with one bike shoe on and barefoot on the other side feeling a bit foolish but not too worried", "label": "0"} +{"text": "im still contagious and while i am desperately wanting to cuddle him id feel rotten if i let my selfish physical wants get him sick", "label": "0"} +{"text": "i feel i have a lot of strong points concerning the economy unemployment debt and other options", "label": "1"} +{"text": "i feel greedy and selfish", "label": "3"} +{"text": "im really not feeling that passionate about this one", "label": "2"} +{"text": "i am less sensitive and my feelings are less easily hurt", "label": "0"} +{"text": "i almost didn t want to post these because i can sometimes feel intimidated by the amazingness of other mom bloggers who seem to have perfectly organized homes and entertained children", "label": "4"} +{"text": "im happy to say im feeling so much more creative than i have in a long time", "label": "1"} +{"text": "i feel completely shaken up", "label": "4"} +{"text": "i was feeling pissed then", "label": "3"} +{"text": "i feel like i missed out on so much that i want to soak up every thing that i can", "label": "0"} +{"text": "i love everything that were learning about and feel really passionate about design", "label": "1"} +{"text": "i feel satisfied if i finished doing my revision before exams", "label": "1"} +{"text": "i wrote my last post i was feeling extremely regretful about the end of our relationship", "label": "0"} +{"text": "i feel lost atom href http www", "label": "0"} +{"text": "i feel fearful of how this sensitive non confrontational driven girl will thrive as an executive in the corporate world", "label": "4"} +{"text": "i can honestly say that while i havent enjoyed learning the lessons we have learned i do feel as though we have come out stronger and tougher and more loving and more appreciative", "label": "2"} +{"text": "i feel shocked that my photo was chosen as the best photo of the week", "label": "5"} +{"text": "i feel jaded at some point of time", "label": "0"} +{"text": "i feel like its petty to be worried about it", "label": "3"} +{"text": "i feel the precious metals sector will be starting something like this in the near futures and possibly it has already started as seen in the rising volume on the down days", "label": "1"} +{"text": "i found myself feeling so angry", "label": "3"} +{"text": "i would feel empty", "label": "0"} +{"text": "i feel as though the rest of my year will be jaded due to my love for this first", "label": "0"} +{"text": "i find calming about these colors i dunno i guess they feel pleasant as weird as that sounds", "label": "1"} +{"text": "i drove to pay her for the snack she was looking at me wearily and i was feeling dazed by what just had happened and felt a confidence that is unusual and rare", "label": "5"} +{"text": "im going to have to tell myself this a lot today when i feel so defeated", "label": "0"} +{"text": "i personally feel that i did this crime should be punished pubicly whether he belong to any caste creed color any elite or mogul group", "label": "0"} +{"text": "i know it seems strange writing to you after all this time and i honestly feel appalled at my behavior as a mother", "label": "3"} +{"text": "i feel like the jolly green giant next to her", "label": "1"} +{"text": "i potter around my one bed flat i feel a little bit more like an unfortunate version of bridget jones", "label": "0"} +{"text": "im feeling brave the girls and i venture out for a walk with the intent of maybe making it around the block", "label": "1"} +{"text": "i get that feeling that my life has been a miserable waste happens less and less as i get older btw ill look at this playlist page of comments and remember", "label": "0"} +{"text": "i am ruining her feeling and was disturbed a href http membres", "label": "0"} +{"text": "i almost inexplicably burst into tears in front of my mother its kind of a long story unfounded guilt about feeling ungrateful earlier today but ive been cleaning and trying to keep myself active so i dont keep falling back into slumps", "label": "0"} +{"text": "i feel miserable on the inside but on the outside i just like i", "label": "0"} +{"text": "i asked whether if he feel shy around me he said no and he say because im a very active person", "label": "4"} +{"text": "i do still feel melancholy at times but that too can be chased away if i just keep my mind occupied", "label": "0"} +{"text": "i miss the feeling of loving", "label": "2"} +{"text": "i can not see friends and for the most part i feel like leaving my bedroom could be dangerous", "label": "3"} +{"text": "i want change but i feel like im discouraged because im living so comfortably", "label": "0"} +{"text": "i now feel more intelligent about my followers myself and how i use a href http twitter", "label": "1"} +{"text": "i did not feel as hopeful yesterday our small number my childrens misbehavior during the service and the difficult hurried pace of the day before and after left me frayed and vulnerable", "label": "1"} +{"text": "i feel was smart as it avoided making the pages too cumbersome and additionally avoided the clumsiness of trying to introduce all the characters at once", "label": "1"} +{"text": "i wear this shirt i feel artistic you are artistic but now i look artistic yes son you do", "label": "1"} +{"text": "i get bored i get scared i feel ignored i feel happy i get silly i choke on my own words i make wishes i have dreams and i still want to believe anything can happen in this world for an ordinary girl a class profile link href http www", "label": "0"} +{"text": "i feel like i am in ludicrous speed", "label": "0"} +{"text": "im sleeping better i still just generally feel exhausted i so hope this feeling passes soon", "label": "0"} +{"text": "i am feeling pretty homesick this weekend", "label": "0"} +{"text": "i would throw things and feel terrified and agitated", "label": "4"} +{"text": "i knew i had reached there after the continuous bumps that made me feel obnoxious due to the devastating condition of the roads", "label": "3"} +{"text": "i guess just like a porn star looking at a inch rubber dong i m feeling a bit hesitant about the whole thing", "label": "4"} +{"text": "i have unwashed hair but a new shirt and also the weather is the bomb but i also feel sleep deprived and havent had a diet coke and its am", "label": "0"} +{"text": "im a huge fan of both london grammar and disclosure so in my eyes this is just a perfect collaboration and it definitely helps to make me feel creative", "label": "1"} +{"text": "i feel like that fact is being abused", "label": "0"} +{"text": "i feel ridiculously glamourous in it i never want to take it off i may become a recluse just so that i can wear this dressing gown all day swan about", "label": "1"} +{"text": "i can say that it is happening in the eastern part of the country and that i feel quite safe here", "label": "1"} +{"text": "i like you and im feeling generous", "label": "1"} +{"text": "i cant talk to anyone about how i feel because i feel like im just a burden to them and with all of their problems they dont need to be dealing with mine as well", "label": "1"} +{"text": "i have a feeling might have offended one of the dorks sitting in the censorship cubicle of doom", "label": "3"} +{"text": "i feel gracious for the opportunity to make a difference", "label": "1"} +{"text": "i feel uptight my day is complete when hes around i feel so right a little nervs i dream about what we can do date and all the things we can pursue wedding i always dream that your mine very day min", "label": "4"} +{"text": "i realized that when i let my mind race and i start to feel restless i get the desire to smoke", "label": "4"} +{"text": "i am totally enamoured with this dress it is so flowy and lovely perfect for a warm summer day it feels really romantic and springy and i am so so excited to show you all", "label": "2"} +{"text": "when my last years second semester results came through i was ecstatic", "label": "1"} +{"text": "i feel lucky to know what its like to revel in the freedom and wide open spaces that being by the sea affords", "label": "1"} +{"text": "i pull this out and reread it when im feeling low", "label": "0"} +{"text": "i feel more shitty and emotional and helpless", "label": "0"} +{"text": "i am starting to feel like a worthless person", "label": "0"} +{"text": "i write that i feel a bit anxious", "label": "4"} +{"text": "i feel bad enough now", "label": "0"} +{"text": "i feel stupid using this name", "label": "0"} +{"text": "i wouldnt have beared witness to the incredibly well spoken bouncer making an emo kid feel completely unwelcome", "label": "0"} +{"text": "i didnt feel terrible about slowing them down", "label": "0"} +{"text": "i managed to eat more than i usually can on race morning mostly because jon was there and i didnt feel quite as nervous", "label": "4"} +{"text": "i could feel her loving gaze on me as i made my way down between her legs", "label": "2"} +{"text": "i didnt feel as intimidated as i had felt at the beginning of class", "label": "4"} +{"text": "i know we create our own destiny but do you ever feel resentful for the way your life turned out", "label": "3"} +{"text": "i would accept your gift without feeling mad", "label": "3"} +{"text": "i see are self centered statements about you and your feelings and your looking for a sympathetic ear from anyone that will listen", "label": "2"} +{"text": "i say his name over and over and feel the change in him the nearly violent desire he reigns in with difficulty as the first waves of orgasmic stupor envelops me", "label": "3"} +{"text": "i have been really feeling my age and beyond this week i thought a gentle reminder was in order", "label": "2"} +{"text": "i feel welcomed by my confidence that i belong here", "label": "1"} +{"text": "i do and love so much i realized that ive simply been cooking and posting recipes because i feel like i have to for content not because i have a story", "label": "1"} +{"text": "i feel i ve had years of being told i m intelligent", "label": "1"} +{"text": "i really feel like everything is so worthless", "label": "0"} +{"text": "i feel like the earthquake has also shaken the foundations of my life and work", "label": "4"} +{"text": "i feel awkward saying such things", "label": "0"} +{"text": "i would like to take this opportunity to say how amazing his family are all of them made me feel welcomed and if i have children who are half as lovely as the children who were sat on my table i would very happy", "label": "1"} +{"text": "i never know if theres enough light to properly expose the photo and i feel like often i end up with dull images that disappoint", "label": "0"} +{"text": "i feel specially fond of", "label": "2"} +{"text": "i invite him to send me an email detailing all the ways he feels that ive wronged him and i promise to post it unedited outside of names or what not in this blog", "label": "3"} +{"text": "i just feel so listless from the gloominess of it all", "label": "0"} +{"text": "i can make a sugar laden roasted chocolate cake like the best of em and nobody can even tell its vegan phase which is perfectly understandable for a year old girl to feel i am thrilled that she is a vegan and wish her continued success and health", "label": "1"} +{"text": "i feel exhausted but i get my workout in", "label": "0"} +{"text": "i feel like i am carrying him suuuper low too", "label": "0"} +{"text": "im not necessarily sure what but something in the education system must change or students can feel anxiety and pressure with needing to be flawless with their vast knowledge of the world", "label": "1"} +{"text": "i feel really lethargic today and just cant be bothered with much", "label": "0"} +{"text": "i feel so insulted because of a woman", "label": "3"} +{"text": "i spend countless hours on the computer and feel that processing the image is as important as the initial taking of the photograph", "label": "1"} +{"text": "i dont know why i feel disheartened", "label": "0"} +{"text": "i feel a bit reluctant to turn to other people", "label": "4"} +{"text": "i feel like i ve welcomed freedom into my life over the past several years", "label": "1"} +{"text": "i have a feeling i may be popular with the lady folk", "label": "1"} +{"text": "im not feeling very supportive of the football team", "label": "2"} +{"text": "im feeling awfully overwhelmed by everything right now the demands from mother the needs of my family trying to shield my dear husband from as much as possible the list goes on and on", "label": "5"} +{"text": "im feeling very hesitant about wanting to buy another house", "label": "4"} +{"text": "i do find that this question puts me right at the edge of bringing the love of the dharma into the world an edge that i feel is vital and necessary", "label": "1"} +{"text": "i feel i cant talk move sometimes even breath with the fear of some kind of rude hateful comment", "label": "3"} +{"text": "im feeling determined to face facts have a gander at my donut a href http", "label": "1"} +{"text": "i feel like the rest of the season will continue to be successful like we were at freestone", "label": "1"} +{"text": "i start an aimless internet search when im feeling curious", "label": "5"} +{"text": "im feeling glad all over yes im glad all over baby im glad all over so glad youre mine", "label": "1"} +{"text": "i didn t sleep well the night before and am not feeling half as brave as i was yesterday", "label": "1"} +{"text": "i am left feeling happy about having the time to rest and take care of me but at the same time this huge sense of guilt builds up inside of me for not having respected our date for being an unreliable teacher a selfish friend", "label": "1"} +{"text": "i feel very blessed to call them mom and dad", "label": "1"} +{"text": "im still paying attention but i feel distracted", "label": "3"} +{"text": "i feel like i ve always been jaded towards the classic movies but then when i actually sit down to watch them casablanca the great escape etc", "label": "0"} +{"text": "im feeling hopeful and grateful", "label": "1"} +{"text": "i feel most passionate about", "label": "2"} +{"text": "i feel its my job to let you know when you might have missed another holiday", "label": "0"} +{"text": "i can go from elated laughing to plunging back into my extreme misery at a simple exchange that it feels so dangerous now", "label": "3"} +{"text": "i try to get in at least minutes a day five days a week though i have been known to skip a workout if i m feeling particularly lethargic or lazy", "label": "0"} +{"text": "i feel like this shows the change that many countries have taken and that many countries are on the way to making this decision that includes supporting and increasing women in all areas of life", "label": "1"} +{"text": "i would have been happy to have had a nap but since we were already here steve and i then wandered around the botanical gardens getting a feel tor where i could go to get some lovely shoots for families", "label": "2"} +{"text": "i am a very generous person in that i give quality time and make people feel special", "label": "1"} +{"text": "i am feeling uncertain and insecure and fearful", "label": "4"} +{"text": "i also feel stubborn", "label": "3"} +{"text": "i have trouble in early afternoon and in the evening with feeling lethargic and pessimistic so i save it for then", "label": "0"} +{"text": "i spent the first couple of days feeling a bit restless so i kept myself busy with cleaning and organizing etc", "label": "4"} +{"text": "i hear it makes me feel reassured of my views towards humanity", "label": "1"} +{"text": "im feeling thankful for books york peppermint patties finding a roommate this year who has become a very dear friend of mine blake", "label": "1"} +{"text": "i cant hide my feeling when i feel so glad", "label": "1"} +{"text": "i have the dried bladders all ready for a day im feeling brave", "label": "1"} +{"text": "i feel privileged to have narrated erik princes autobiography civilian warriors the inside story of blackwater and the unsung heroes of the war on terror which will be released this monday nov th", "label": "1"} +{"text": "i love to add just a little milk and when i m feeling especially naughty a splash of caramel and vanilla syrup but shhh", "label": "2"} +{"text": "i feel extremely drained of energy", "label": "0"} +{"text": "i guess since this book kind of bring a negative feeling to my self that im longing to find my simon i guess i wont be reading a romance book again in the future", "label": "2"} +{"text": "i seriously hate one subject to death but now i feel reluctant to drop it", "label": "4"} +{"text": "i arrived at the monastery one week later i was feeling terrified", "label": "4"} +{"text": "i was a child this song makes me smile because i was brought up the mediterranean because you only love the sea when you feel it in your bones when it makes you frightened and when it surprise you every day somehow so many ways", "label": "4"} +{"text": "i feel that this is going to get very messy to get fixed and back on the road again", "label": "0"} +{"text": "i could feel myself hit this strange foggy wall", "label": "4"} +{"text": "i started to feel discouraged", "label": "0"} +{"text": "i frantically try to get it done and now feel frantic as i walk in the studio", "label": "4"} +{"text": "i always get questions about blocking in my classes and its a topic i feel pretty passionately about as a knitter and as a teacher", "label": "1"} +{"text": "i feel dismayed at how many people get stuck on a do it yourself salvation mentality", "label": "0"} +{"text": "i take it that taylor has apprised you of the latest situation and that you feel reassured that the security of the apartment is no longer compromised", "label": "1"} +{"text": "i feel when you should walk in to see the film you should be pleasantly surprised with the film s inherent connect", "label": "5"} +{"text": "i get a little gripped about timing i feel frantic in my thoughts", "label": "4"} +{"text": "i also feel less inhibited about interacting with them", "label": "0"} +{"text": "i was feeling quite broke", "label": "0"} +{"text": "i feel quite rebellious actually", "label": "3"} +{"text": "i also feel like a sophist half the time when im looking for supportive examples", "label": "2"} +{"text": "i flipped out at guys i feel terrible today i flipped out at guys i feel terrible a href http www", "label": "0"} +{"text": "i feel assured saying the world could have one heck of a pacesetter on their hands", "label": "1"} +{"text": "i felt i handled it okay but the class really began to feel like instead of caring about the subject matter it was turning into a fight for my grade", "label": "2"} +{"text": "i wasnt feeling all that hot and i was moving well", "label": "2"} +{"text": "i walked away from them feeling discouraged about how technology seems to have replaced relationships in so many ways lately and what did i do", "label": "0"} +{"text": "im feeling so invigorated and ready for whats ahead and very excited to share all that information with all of you", "label": "1"} +{"text": "i feel relaxed merson said", "label": "1"} +{"text": "i was left feeling a little disheartened", "label": "0"} +{"text": "i feel it is unfortunate that governor riley has stated that he and the republican party are raising funds to unseat democrats in the elections", "label": "0"} +{"text": "i didnt feel that it was strong enough to stop me from turning into a strawberry by the end of my holiday", "label": "1"} +{"text": "i feel afraid to write because there are so many thoughts that need to come out", "label": "4"} +{"text": "i just feel that as my reader and loyal subscriber you need to be informed about how great butterfly marketing really is and not be taken for a ride so i can bank some chunky commissions", "label": "2"} +{"text": "i chose not to use weaving in this piece i feel like it goes well within the collection of my other pieces that i have made this semester because of its similar shapes and materials", "label": "1"} +{"text": "i can usually tell if someone is being honest i can feel if they are sincere and if they are just teasing", "label": "1"} +{"text": "when i was cycling past a parked car someone opened the door and nearly pushed me off my bike and into the traffic", "label": "4"} +{"text": "i feel more and more dissatisfied with each passing weekend", "label": "3"} +{"text": "i started on this day and no matter how well i did i would feel horrible", "label": "0"} +{"text": "i think maybe the person gives a fake hope just because he doesnt want to show his feeling just because he is to afraid about the girl reactions", "label": "4"} +{"text": "i feel frustrated sometimes with my mac lipsticks when i have to read names or open each of them to select shade", "label": "3"} +{"text": "i am pinned as the culprit of digging out their inferiority and made them feel useless again", "label": "0"} +{"text": "i drink a glass of champagne and feel really relieved", "label": "1"} +{"text": "i feel utterly joyful and brimming with gratitude", "label": "1"} +{"text": "i feel this may be a popular topic in the blogosphere", "label": "1"} +{"text": "i feel jaded about stpm sigh", "label": "0"} +{"text": "i feel terrible for him and want to cheer him up", "label": "0"} +{"text": "i feel as though im becoming jaded to the point of numbness", "label": "0"} +{"text": "i enjoy reading immensely and i feel strange or off when i m in between books or just lack the time to read", "label": "5"} +{"text": "i don t want to feel dissatisfied i want to feel happy and fulfilled i don t want to feel i am lacking of something or nothing at all life would be so emptied", "label": "3"} +{"text": "i can t help but feel troubled by this", "label": "0"} +{"text": "i didnt feel angry i didnt feel bitter i felt", "label": "3"} +{"text": "i feel like an impostor in my work as i smile and talk about behavior contracts positive reinforcement cognitive reframing physical activity and other means for diminishing dissolving or deferring the pain of reality", "label": "1"} +{"text": "i move in to sit real close close enough to smell the cherry candy you ve been sucking on close enough to feel nervous", "label": "4"} +{"text": "i feel like im being petty about this", "label": "3"} +{"text": "i wanted was to feel accepted by you", "label": "1"} +{"text": "i was feeling amorous", "label": "2"} +{"text": "i will state right now that i feel strongly that someone should be punished for the hurt that was inflicted on him", "label": "0"} +{"text": "i fully believe and feel passionate about living bravely and outside my comfort zone i often revert to my comfortable ways", "label": "2"} +{"text": "i feel that the very foundations of my faith have been shaken to the core", "label": "4"} +{"text": "i feel like im the supportive and encouraging one when it comes to our healthy eating and fitness", "label": "2"} +{"text": "ive been feeling completely stupid about this whole thing", "label": "0"} +{"text": "i feel like a crappy mummy if were stuck in but there are days where i really cant face much else then venturing out to the garden at pm", "label": "0"} +{"text": "i just repeat it again and again until i feel myself become less afraid", "label": "4"} +{"text": "im not always able capture the essence of the way i see the world in writing i feel that my weird way of thinking has been generally consistent throughout my short years", "label": "4"} +{"text": "i dont know what mediation means to everyone else but to me this process only has value if i freely express how i feel and as this will inevitably leave me feeling vulnerable and exposed the longer the delay the more i can feel anxiety building", "label": "4"} +{"text": "i walked away feeling a little dismayed but ive got a mission to carry out now", "label": "0"} +{"text": "i just say that i feel like a terrible person for not being completely in love with this book", "label": "0"} +{"text": "i still didnt feel like the problems had really been resolved", "label": "1"} +{"text": "i can feel but i cant touch you said my love was a bit too much i wont deny it broke my heart cant find no crush so why dont you come on back home", "label": "0"} +{"text": "i feel their pain their suffering", "label": "0"} +{"text": "i had been feeling was all my fault that i had wronged her and caused her to abandon me", "label": "3"} +{"text": "i did kind of feel bad for him", "label": "0"} +{"text": "when i saw all the starving people in ethiopia on tv it felt awful to see such suffering", "label": "3"} +{"text": "i don t really feel like doing much but maybe something gentle", "label": "2"} +{"text": "ive basically been cold calling companies with very little success which is why ive been feeling depressed from getting discouraged", "label": "0"} +{"text": "i don t feel that my society has accepted me whole heartedly", "label": "2"} +{"text": "i have keep posting up sleeping pictures when i was feeling exhausted like as of right now especially after lunch getting stuck in the office in midst of the rain nice air conditioning", "label": "0"} +{"text": "i feel that spitting on somebody is the most vicious kind of disrespect that you can do he said", "label": "3"} +{"text": "i wasnt supposed to be with n to just let it happen so i could feel the hurt and move on and be with who i was supposed to be with", "label": "0"} +{"text": "i feel foolish for how much i ve analyzed this one solitary choice to go or not to go", "label": "0"} +{"text": "i just feel complacent and not at all like bothering", "label": "1"} +{"text": "i am a down to earth person and say what i feel very affectionate", "label": "2"} +{"text": "i feel respected so his notions of feeling good or thinking good about someone become my notions of ensuring respect", "label": "1"} +{"text": "im feeling bitchy and unappreciated today", "label": "3"} +{"text": "i personally feel to confront violent death with absolute openness for example on video which is not something i have managed to do yet", "label": "3"} +{"text": "i was a feeling a bit low a few weeks back and i just focused on all the things that werent right in my life at the moment the requests that i had made that hadnt been granted", "label": "0"} +{"text": "i want to talk to you about but with the limited time we have on the phone and with our current arrangment i feel hesitant to bring it up", "label": "4"} +{"text": "i hate complaining all the time but it s so scary to feel so alone", "label": "0"} +{"text": "i just feel resentful and show my resentment by eating tempura and sundaes", "label": "3"} +{"text": "i feel stupid img width height src http voicesfromkrypton", "label": "0"} +{"text": "i am feeling quite anxious about it all", "label": "4"} +{"text": "i feel accepted well we all know there are a few exceptions to the rule and like i belong", "label": "1"} +{"text": "i legs would feel shitty for a few miles but would come around like they always do", "label": "0"} +{"text": "i was pregnant with my first i remember thinking a lot that i didn t have to feel so sentimental about the time passing so quickly because there would be another pregnancy yes i am one of those crazy people that loves being pregnant", "label": "0"} +{"text": "im feeling less impressed with the speech this morning than i was last night", "label": "5"} +{"text": "i woke up feeling amazed and then i realized that a dream is still a dream", "label": "5"} +{"text": "i feel the absence of my herbs especially when i am craving a delicious homemade soup", "label": "1"} +{"text": "i feel so appreciative to the owners of this cafe", "label": "1"} +{"text": "i did in fact feel very strange", "label": "5"} +{"text": "i dance i should feel pretty", "label": "1"} +{"text": "im feeling morose as i tend to do when im awake and writing here at almost am", "label": "0"} +{"text": "i take things very personally when i feel wronged even little memories stay with me", "label": "3"} +{"text": "i feel a mix of emotions lonely sad insecure angry", "label": "0"} +{"text": "im feeling homesick for him", "label": "0"} +{"text": "i enjoy not feeling horny not craving sex", "label": "2"} +{"text": "i really feel like i have a lot to offer in this area i would like to focus on troubled teenagers", "label": "0"} +{"text": "i can assure you that there are some in our midst who feel quite unwelcome who have not known what it is to be beloved", "label": "0"} +{"text": "i do not feel like supporting this country however", "label": "1"} +{"text": "i feel very blessed and lucky to have found a true old soul", "label": "1"} +{"text": "i feel incredibly damaged by the way he behaved towards me and i am not prepared to be treated that way by anyone else", "label": "0"} +{"text": "i feel tortured with tiredness everyday", "label": "4"} +{"text": "i feel guilty and sorry to them", "label": "0"} +{"text": "i really enjoy the tone and feeling of the piece i wonder whether it would have been more successful had it been stretched out over a few days rather than just one", "label": "1"} +{"text": "i may not be rich by material standards but i feel very rich because i am grateful for what i have", "label": "1"} +{"text": "i remember that beauty truly is in the eye of the beholder people see the beautiful compliment as a statement of how valuable they find that person and people don t want to kick someone when they are feeling vulnerable", "label": "4"} +{"text": "i am feeling so morose right now i hate how little things like this have enough power to distract me from my day to day life", "label": "0"} +{"text": "i feel so rotten that i need to tell myself all this is just a passing cloud that ill be laughing at years from now", "label": "0"} +{"text": "i can fail so im feeling pretty relaxed about them", "label": "1"} +{"text": "i was feeling so angry so upset that i just want to run away", "label": "3"} +{"text": "i feel like a treasured prize", "label": "2"} +{"text": "i will feel as though that time has come in vain", "label": "0"} +{"text": "i feel like those rich people all fall into the category of don t belong when i see them on the bus", "label": "1"} +{"text": "i was feeling pretty triumphant i had held a little conversation with the cashier and she didn t realize i was deaf", "label": "1"} +{"text": "i was able to be myself and not feel pressured to talk in a group so it was in a way better than all the years in secondary school", "label": "4"} +{"text": "i still feel so alone i just cant give you anything for you to call your own and i can feel you breathing and its keeping me awake can you feel it beating", "label": "0"} +{"text": "i feel humiliated at her apartment i came here to this family i feel stuckin this life and go the hell i do not want to be more present in my life", "label": "0"} +{"text": "i can feel more submissive", "label": "0"} +{"text": "i still feel incredibly frustrated by it", "label": "3"} +{"text": "i am feeling overwhelmed i want to physically shake everything off me the way i would if there was a spider in my shirt", "label": "5"} +{"text": "i just want to share and i feel like its not socially acceptable to do so right now", "label": "1"} +{"text": "i have to say im feeling very tender about a great many things today being a mom is one", "label": "2"} +{"text": "i feel depressed or even short tempered some days", "label": "0"} +{"text": "i feel petty jealousy or anger yesterday in the face of my wifes happiness and our decision to chaperone a trip with my sons school", "label": "3"} +{"text": "i feel he was eager to help", "label": "1"} +{"text": "i feel that your prince charming will come through sooner than you expected", "label": "1"} +{"text": "i heard a song on the radio yesterday that just made me feel amazed at the lyrics", "label": "5"} +{"text": "i feel that i need to be more generous with my offerings to them especially in hunting and fishing", "label": "2"} +{"text": "i feel accepted and loved and a place where i belong", "label": "1"} +{"text": "i feel absolutely no longing for the patch of dirt which some dead stranger related to me by blood happened to have been birthed on", "label": "2"} +{"text": "i went home that day feeling very discouraged at all of the ground that i had to make up but with my heart set on fulfilling my destiny", "label": "0"} +{"text": "i like to throw in a habanero if i m feeling brave and spring onions", "label": "1"} +{"text": "i feel a hint of my beloved art nouveau era in this bracelet", "label": "2"} +{"text": "i can feel from here beloved your fragrance", "label": "2"} +{"text": "im feeling a bit shaken but not stirred nice bond reference ehh", "label": "4"} +{"text": "i feel a bit jealous because i been trying to date him long time ago but he doesnt want me", "label": "3"} +{"text": "i have always liked to use the original fragrance to freshen up and lightly scent my underwear drawer to feel gorgeously glamorous and girly", "label": "1"} +{"text": "i shall never rest until each and every ukrainian will feel that he she is a precious part of an inclusive ukrainian society whose historical roots have always been diverse and multi national language issue", "label": "1"} +{"text": "i could set all these discouraging feelings free", "label": "1"} +{"text": "i feel like i have gone for broke", "label": "0"} +{"text": "i feel valuable a href http idreamculture", "label": "1"} +{"text": "i start to feel ugly unloved poor and unhappy", "label": "0"} +{"text": "i sing the more confident i feel but i still get a little nervous on an opening night", "label": "4"} +{"text": "im excited to get home and spend time with everyone please feel free to email call or text and let me know if youre available for dinner or coffee or anything", "label": "1"} +{"text": "when my grandmother came to stay with us permanently as she is a very difficult person to stay with and when she started telling false stories about us to other people", "label": "3"} +{"text": "i feel rejected and unwanted", "label": "0"} +{"text": "im waiting in my paper gown and plastic slippers for them to call me feeling very apprehensive but a bit dopey in the head due to lack of food", "label": "4"} +{"text": "i was feeling kind of hesitant about food which sucked because we were going out to dinner that night followed by drinking", "label": "4"} +{"text": "im putting it in my palm and blowing on it hoping it gets to the ears of the universe and its feeling a little generous the day it reaches them", "label": "1"} +{"text": "i feel quietly ecstatic over the painless change in our grocery expense", "label": "1"} +{"text": "im feeling agitated again the usual evening mood that is becoming the norm", "label": "4"} +{"text": "i said feeling strange uttering those words but space flight was still a pretty novel way of traveling in my time", "label": "4"} +{"text": "i feel lost as in what the fuck am i doing", "label": "0"} +{"text": "i feel scared that i own it", "label": "4"} +{"text": "i will be honest it did feel a little strange being in the company of such greatness", "label": "5"} +{"text": "i don t feel like i m unsuccessful when i fail at reaching a goal in my freelance writing career", "label": "0"} +{"text": "i was feeling stressed or run down to support the immune system", "label": "3"} +{"text": "i feel christmas more special than ever", "label": "1"} +{"text": "i feel like were getting married again it was so romantic and fun", "label": "2"} +{"text": "i also feel much more triumphant while doing homework reading", "label": "1"} +{"text": "i rid myself of many bad habits only to fall back into them when i feel insecure or vulnerable", "label": "4"} +{"text": "i feel a bit naughty too for making it all public but then i remembered when i was made to feel like shit and had my confidence stripped", "label": "2"} +{"text": "im really praying and concentrating and im just inundated in thoughts that i feel should be devoted much time to", "label": "2"} +{"text": "i feel very passionate about this because of children reared within the evangelical church leave it before they are", "label": "1"} +{"text": "i feel popular today", "label": "1"} +{"text": "i feel so badly for his daughter thats tragic", "label": "0"} +{"text": "i was feeling homesick and somewhat wondering what i am doing here", "label": "0"} +{"text": "i can feel the sweet euphermal scent of justice", "label": "1"} +{"text": "i definitely feel that my poems are in conversation with nature poetry but in the way that a rebellious activist might be in conversation with a government official", "label": "3"} +{"text": "i close my eyes i can hear the pitiful wailing sounds of my own cries taste the salty taste of my tears and feel that anger and hurt saturating my heart", "label": "0"} +{"text": "i feel really discouraged and hope is the only thing i have to hold onto", "label": "0"} +{"text": "im gradually feeling a little irritated with how pacified all these people can be at present until i wish to just disappear and let them coordinate their own nonsense sometimes", "label": "3"} +{"text": "i already feel like i fucked up though because i dont usually eat at all in the morning", "label": "3"} +{"text": "i actually prefer peep toe shoes because of it because then i wont notice that my shoes feel funny", "label": "5"} +{"text": "i feel like an innocent victim i feel that i just can t win", "label": "1"} +{"text": "i feel sorry for those who taps and feeds from others good intentions", "label": "0"} +{"text": "i baht into usd and feeling very satisfied with how little i spent", "label": "1"} +{"text": "i feel much more energetic generally im sleeping better and so is my wife", "label": "1"} +{"text": "i have an overwhelming feeling of sadness that there are people in this world that are so hateful", "label": "3"} +{"text": "i feel quite frustrated", "label": "3"} +{"text": "i feel inspired to get back to my indigo pot", "label": "1"} +{"text": "i don t discuss even my feelings for beloved with anyone", "label": "1"} +{"text": "i dont even know what i am going to write about but the wines been flowing and the dining rooms are playing on pandora so i am feeling cosmopolitian and artistic tonight", "label": "1"} +{"text": "i did some really valuable spiritual work and grew of course but i came out of the whole thing feeling stronger not more mellow", "label": "1"} +{"text": "i would feel that a few words would be not only inadequate but a travesty", "label": "0"} +{"text": "i can barely maintain long distance relationships because im too invested in feeling shitty alone", "label": "0"} +{"text": "i feel hesitant around it", "label": "4"} +{"text": "i would be feeling guilty of writing craps on my blog nothing useful nor beneficial to others", "label": "0"} +{"text": "i feel supportive of him i also cant help but feel jealous", "label": "2"} +{"text": "i feel ugly he can smile at me with this look in his eye and i know that not only does he love me but he is still in love with me", "label": "0"} +{"text": "i feel like im assaulted by constant flakiness", "label": "4"} +{"text": "i remember feeling so calmed and at ease because even though we had just a few minutes of good light i felt your confidence and determination to get the best possible shots and that made all the difference in the world to me", "label": "1"} +{"text": "i think she apologizes for a little too much stuff that s not in her control i get the feeling she was sincere about this one", "label": "1"} +{"text": "i feel so useless and stupid", "label": "0"} +{"text": "i feel funny telling you about my name change anyway gracias por todo", "label": "5"} +{"text": "i feel so out of the loop and have missed alot but i am catching up", "label": "0"} +{"text": "i feel that our values need to be shifted in the direction of caring for all things on earth for each other and for the planet we live on", "label": "2"} +{"text": "i feel you caring even if you will insist you are mean", "label": "2"} +{"text": "i feel a fearless future", "label": "1"} +{"text": "i feel it and im unhappy", "label": "0"} +{"text": "i am now feeling fine if not a bit worn out and tired from a few days of sickness", "label": "1"} +{"text": "i am not sure why in that moment that i thought i would be able to feel it hellip but it was pretty funny", "label": "5"} +{"text": "i feel when my socks bunch up under my feet that it makes me cranky and liable to bite someone s head off for saying hello", "label": "3"} +{"text": "i can feel innocent cuz i aint mean n bitchy", "label": "1"} +{"text": "i feel relieved and excited that someone else feels the same way that i do", "label": "1"} +{"text": "i was feeling quite something im not sure", "label": "1"} +{"text": "i can t help but feel petrified of the future is she ever going to get better", "label": "4"} +{"text": "when i knew about my first job", "label": "1"} +{"text": "i feel like nothing can stop me and sometimes i feel like so defeated", "label": "0"} +{"text": "i feel honoured to have readers who understand and will incorporate it into their sport", "label": "1"} +{"text": "i feel the meal was incredibly pleasant for both of use", "label": "1"} +{"text": "i can use these moments as an opportunity to feel that radiant beautiful soul that has been hidden for so long behind those walls", "label": "1"} +{"text": "i feel a change coming espa a hd target blank rel nofollow title google img src http sky sport", "label": "0"} +{"text": "i feel free exhilarated", "label": "1"} +{"text": "i am now feeling delighted to have a bigger definition of magic", "label": "1"} +{"text": "i feel most of your parents are republicans i shall not overload the stories with feeling or the need for society to be blamed for the outcome", "label": "0"} +{"text": "i wish i could say this led to me feeling socially accepted", "label": "1"} +{"text": "i miss our talks our cuddling our kissing and the feelings that you can only share with your beloved", "label": "1"} +{"text": "i oil rich in omega reverses the look and feel of damaged hair as it weightlessly restores bounce for full flowing styles", "label": "0"} +{"text": "i range has always been giving you feel reluctant to select your spray for anyone who are to select and exposed variants", "label": "4"} +{"text": "i don t like the idea that women in the entertainment industry especially in pop music may feel pressured to turn themselves into hypersexual tartlets but i get the feeling that rihanna isn t being provocative because she feels she has to", "label": "4"} +{"text": "i didnt feel brave or confident coming out of the mass", "label": "1"} +{"text": "i feel glad to have mu tou cause only him can tolerate me and give in to me and massage my leg when its cramp up", "label": "1"} +{"text": "i don t feel bothered about it getting credit equals getting debt and i have no interest in doing that again", "label": "3"} +{"text": "i feel it is my solemn duty to share this divine knowledge of mine in order that others may benefit from it s truth and beauty and render their world just a tad closer to thearchitecturality that utopian perfectly set garage society to which we all strive", "label": "1"} +{"text": "i feel a little pained but that will probably pass the last illusions of childhood", "label": "0"} +{"text": "i really do feel for kids who are tortured in highschool", "label": "4"} +{"text": "i hate that colby wasnt feeling well that day but im very thankful that he is feeling better now", "label": "1"} +{"text": "i was feeling pretty rotten", "label": "0"} +{"text": "i feel fine now but it was pretty rough running for hours and minutes straight", "label": "1"} +{"text": "i feel about him i never really told him too much guess i was scared but i havent got anything to loose now", "label": "4"} +{"text": "i cant help how i feel im sorry", "label": "0"} +{"text": "i also told my cousin that i feel like the other family members do not know how to talk to me or are afraid to talk to me", "label": "4"} +{"text": "i feel bad the photo does not do it justice", "label": "0"} +{"text": "i had a feeling going into this book that its a little too well loved to be orthodox", "label": "1"} +{"text": "i play in the rain squeal with glee at the feeling of mud squishing between my toes and enjoy pretty much anything that takes place outdoors", "label": "1"} +{"text": "i am for the first time this year feeling the cold", "label": "3"} +{"text": "i feel utterly depend on my sweet jesus to carry me through the next day hour mile conversation minute", "label": "1"} +{"text": "i feel so insecure about my writing", "label": "4"} +{"text": "i was too occupied feeling triumphant", "label": "1"} +{"text": "i have lost kg and feeling fab", "label": "1"} +{"text": "i don t feel superior to people who have made different choices or threatened by them", "label": "1"} +{"text": "i feel somewhat jaded and tired of having this discussion", "label": "0"} +{"text": "i feel like even though i dont buy into societys ideas about what a woman should look like i am still constantly unhappy with myself", "label": "0"} +{"text": "ive been feeling pretty terrible for weeks so it would be hard to get significantly worse from where i was", "label": "0"} +{"text": "i feel like i just want to be smart because i dont want to be seen as stupid", "label": "1"} +{"text": "i am feeling terribly burdened by impending anxiety i am trying to just keep my eyes on the prize", "label": "0"} +{"text": "i ended up feelin shitty in mind", "label": "0"} +{"text": "ive worked plenty of them and have yet to find one that leaves me feeling satisfied with the way ive spent another day that i will never get back", "label": "1"} +{"text": "i feel my life being threatened by illness i lose my mind", "label": "4"} +{"text": "i cant tell you the joy i was feeling as i held my now calm son", "label": "1"} +{"text": "i hadnt anticipated happening quite so quickly in this new international life was feeling passionate about honduras", "label": "2"} +{"text": "i suggest you give it a listen i feel like i am blessed", "label": "2"} +{"text": "when my boyfriend last told me he loved me after i gave him an impulsive kiss", "label": "1"} +{"text": "i feel so honoured so have been allowed to write my story and", "label": "1"} +{"text": "i didn t like the first book should have stayed with my gut feeling on that one liked the second book pretty well third book was a little better and i hated the last book", "label": "2"} +{"text": "i feel completely blessed to be a part of this group", "label": "2"} +{"text": "i feel those moments are very precious even to share", "label": "1"} +{"text": "i feel like today is way suffering than the exam day which we have to open books everytime we went home", "label": "0"} +{"text": "i want something that is personalized where they can appreciate and at least feel that i am for real sincere in giving them", "label": "1"} +{"text": "ive been coughing for the past few days now and my stomach muscles are definitely feeling rather tender the sore throat is a new development as is the runny nose", "label": "2"} +{"text": "im feeling easily irritable lately too", "label": "3"} +{"text": "i certainly feel loved and appreciated and grateful for all that i have", "label": "2"} +{"text": "i feel insulted video pete edochie responds to death hoax i feel insulted a href http olajideolafunmbi", "label": "3"} +{"text": "i feel dazed and unsure of a world in which dying young and disasters that sacrifice so many lives in one swath happen let alone happen with frequency great enough to make me cringe", "label": "5"} +{"text": "im feeling as if im not caring and i dont want to fail my finals", "label": "2"} +{"text": "i just feel overwhelmed thinking about it", "label": "5"} +{"text": "i have a feeling its the kind of thing logan would have admired and hes the last person on earth would have ever betrayed that trust", "label": "2"} +{"text": "i hate the moment when i completely feel perfect with people around me whom i love the most suddenly disappear", "label": "1"} +{"text": "i start to feel myself become irritated when conversing with him", "label": "3"} +{"text": "i am feeling slightly apprehensive about tomorrow s crim exam that has a hefty weighting of but not to the point where i am sweating buckets or reaching for the razor blades", "label": "4"} +{"text": "i do feel more isolated since i started working", "label": "0"} +{"text": "i can feel superior on that point", "label": "1"} +{"text": "i feel like i have an artistic block right now and my artwork looks stiff and forced when that happens", "label": "1"} +{"text": "i can t help feeling jealous", "label": "3"} +{"text": "i have my best most productive happiest days when i m feeling inspired", "label": "1"} +{"text": "i didnt want to be lazy or feel groggy so i just kept drinking red bull", "label": "0"} +{"text": "i didnt feel exhausted", "label": "0"} +{"text": "i have a feeling of being scared but also knowing that i am in for some really big changes in my mind body and spirit", "label": "4"} +{"text": "i feel proud of myself for finishing with good test scores and for expanding my education", "label": "1"} +{"text": "i feel anxious and worry just in case i dont understand the customers problems", "label": "4"} +{"text": "im feeling pretty discouraged this morning", "label": "0"} +{"text": "i feel inside cause life is like a game sometimes but then you came around me the walls just disappeared nothing to surround me and keep me from my fears im unprotected see how ive opened up oh youve made me trust cause ive never felt like this before im naked around you does it show", "label": "0"} +{"text": "i think im going to go play with larry now and feel awkward about my singing instead of all that i admitted up there", "label": "0"} +{"text": "im feeling sad so i can remind myself of how i am talented and good at things and also see things that inspire me all in once place", "label": "0"} +{"text": "i left feeling defeated like nothing had been accomplished the day a complete waste of time amp energy", "label": "0"} +{"text": "i could be really screwed just on waiting for a sitter so i was feeling stressed", "label": "3"} +{"text": "i feel frightened to be a citizen of india where honest performances are neither recognised nor appreciated", "label": "4"} +{"text": "when i was subjected to a very nasty joke by a group of friends", "label": "3"} +{"text": "i feel like i am being one person whom his life will be very miserable and not doing the best", "label": "0"} +{"text": "i always feel very afraid as i work on books egan tells kurt", "label": "4"} +{"text": "i was feeling lethargic hahaha", "label": "0"} +{"text": "i cannot seem to shake this feeling of being completely numb", "label": "0"} +{"text": "i feel so heartbroken and confused and just blah blah blah", "label": "0"} +{"text": "i want them to feel eager to attend a amp m i want them to feel like they belong", "label": "1"} +{"text": "i wasnt going to make this about what i cant eat and feel like i was suffering or giving anything up i was going to make this about what i was going to gain and what i could eat", "label": "0"} +{"text": "i didnt know when i feel boring but though im happy i made a new blog linked happywarmworld", "label": "0"} +{"text": "i feel the need to be distracted", "label": "3"} +{"text": "i feel annoyed but its because im afraid i wont be able to speak well just like them", "label": "3"} +{"text": "im feeling it would be obnoxious", "label": "3"} +{"text": "im feeling a little apprehensive about this party", "label": "4"} +{"text": "i wanted to be here and it seems as though the feeling is mutual the club was keen to keep me", "label": "1"} +{"text": "ive been feeling like im running on empty and fearful that ill get my usual progression of sinus infection to walking pneumonia so ive been pounding the a href http www", "label": "0"} +{"text": "i want to seduce you into buying it without you feeling liked youve been conned or connived into it", "label": "2"} +{"text": "im not a huge fan but one of my best friends in high school loved her and so many of brittneys songs remind me of a time i actually had friends so i listen to not feel so alone", "label": "0"} +{"text": "i feel i am beyond pissed off disappointed frustrated with myself", "label": "3"} +{"text": "i feel and the longing i feel for is the connections i already have but have not been brave enough to complete my friendships", "label": "2"} +{"text": "i just feel sooooooooooo fucked up at this moment", "label": "3"} +{"text": "i feel i need to change that pattern so that i can stand up for myself and learn to be supportive", "label": "2"} +{"text": "i feel really valuable because of this knowing he considers me worth the sacrifice", "label": "1"} +{"text": "i am feeling really carefree and today was really carefree", "label": "1"} +{"text": "i feel as if it only engrains these prejudiced ideas more", "label": "0"} +{"text": "i feel this effect backfires as the changes were distracting and solondz is talented enough to gain our sympathy sans gimmicks", "label": "1"} +{"text": "i wish that there were some way i could numb myself when i need it but i either feel everything or go completely numb", "label": "0"} +{"text": "i often feel like a child here i speak the language like a child i generally walk around the town confused like a child i have child like relationships with most of the natives and my knowledge of the area and culture is equivalent to a childs", "label": "4"} +{"text": "i feel like a little giggly schoolgirl but its all in fun", "label": "1"} +{"text": "i feel fucked tape last year make sure you get this", "label": "3"} +{"text": "i feel good about the choices i made in terms of our readings", "label": "1"} +{"text": "i feel kinda violent today", "label": "3"} +{"text": "i do feel lonely at times and at times i still feel that i am alone", "label": "0"} +{"text": "i feel really bless to have a very supportive family who appreciate everything that i do", "label": "2"} +{"text": "i feel hopeful like things are going to be great and like things are great", "label": "1"} +{"text": "i have a feeling hell be a casual favorite if blue or red are heavy colors at your casual tables otherwise i could see it in tournament decks while red is popular and possibly when if blue steps in its place one zendikar block rotates out", "label": "1"} +{"text": "i have nothnig to say im just feeling giggly as someoen on lauging gas", "label": "1"} +{"text": "i feel honored that the veil was lifted in that moment", "label": "1"} +{"text": "im still not sure why reilly feels the need to be so weird", "label": "4"} +{"text": "i mean i guess creativity could be even more of a broad categorie that beauty fits into but i ll talk about beauty for now since it s something i feel passionate about", "label": "2"} +{"text": "i could feel the envious eyes and hatred stares of the women wising they was in my place at the moment", "label": "3"} +{"text": "i feel my repressed emotions surfacing im glad for the solace i can seek in my writing", "label": "0"} +{"text": "i wanted to upgrade the characters i was creating and engage them in battles of a similar setting transformations the raising of energy flashy colors chaotic explosions feelings of desperation when the adversary has you beaten etc", "label": "0"} +{"text": "i didnt feel disheartened", "label": "0"} +{"text": "i got back to my desk i just sat there and cried feeling so humiliated", "label": "0"} +{"text": "i have a feeling that there will be plenty of football watching and that we will be indulging in many delicious eats this weekend", "label": "1"} +{"text": "i feel this energy of the divine flame", "label": "1"} +{"text": "i feel a little more relaxed", "label": "1"} +{"text": "i feel like its important to vote on all of the local stuff", "label": "1"} +{"text": "i feel that we are often at the forefront of what soon becomes popular", "label": "1"} +{"text": "a boyfriend with whom i split up with came over to a friends house where i was visiting with a male friend in a confrontation in another room he tried to find out if i was aroused by my friend by feeling my parts", "label": "3"} +{"text": "i am feeling very delighted after watching the indian cricket team chasing sri lankas mammoth total of", "label": "1"} +{"text": "i can but i feel massively uncomfortable doing it it consumes massive amounts of processing power and i associate it with some very bad situations ive been in recently", "label": "4"} +{"text": "i really feel rotten and my ear hurts so bad but i still managed to work out days and really push the intensity", "label": "0"} +{"text": "i dont need that sense of social approval that i craved right now i dont even feel that aching guilt that so often gave me headaches", "label": "0"} +{"text": "i feel like i should be ecstatic and i just want to cry all the time", "label": "1"} +{"text": "i guess and by am i was feeling really melancholy and sad for the people in the movie the heavy use of the cello in the soundtrack makes anything seem sad", "label": "0"} +{"text": "i feel weird a href http bondmusings", "label": "4"} +{"text": "i was also worried about the long trip because i had vomited the night before and as you may guess im not feeling well at all", "label": "1"} +{"text": "i feel sorry for her she had a good thing in dh but she abused it and him resulting in his depression and diagnosis of generalised anxiety with panic features and then lost it", "label": "0"} +{"text": "i feel distracted and its sometimes hard to talk to god and that used to be second nature to me", "label": "3"} +{"text": "i feel like if this was a longer book i would have liked it more", "label": "2"} +{"text": "i feel delighted to contact you", "label": "1"} +{"text": "i lock mine with a long lifeline and loop to a cleat or piling and take my gas line and if i m feeling especially paranoid the spark plug too covering the hole with duct tape", "label": "4"} +{"text": "im feeling totally lame for not posting anything in forever and not even checking this blog in forever", "label": "0"} +{"text": "i often times feel helpless in regards to my life s path", "label": "4"} +{"text": "i wish i could call off the wedding just so i can feel carefree again", "label": "1"} +{"text": "i feel like i have had a sweet tooth this week", "label": "2"} +{"text": "i do like hearing about ministries that reach out to people that need it but one concern i have is that they may feel pressured to except jesus into their hearts by accepting care from the ministries", "label": "4"} +{"text": "i feel blank the more it freaks me out", "label": "0"} +{"text": "i write this very moment i feel the cold chill of", "label": "3"} +{"text": "i hang my head down and feel even more embarrassed to complaint about such minor things in my life when others are having a hard time just surviving minute to minute of the day", "label": "0"} +{"text": "i feel dirty and cheap just talking about going this far", "label": "0"} +{"text": "i remember feeling so inadequate as i stood there and they thanked me because of your purchases", "label": "0"} +{"text": "i feel so unimportant to all of them they all have more special friends partners etc in their lives", "label": "0"} +{"text": "i feel in love with the weight watchers program and was faithful to count my points", "label": "2"} +{"text": "i feel like i missed the singular flight that they took to get to z", "label": "0"} +{"text": "i feel so honored to know all of you", "label": "1"} +{"text": "after my boyfriend and i had separated", "label": "0"} +{"text": "i feel like i was assaulted by a titanium hedgehog", "label": "4"} +{"text": "i feel unwelcome or uncomfortable oh except for that time i pulled the doorknob right out of the cloest door", "label": "0"} +{"text": "i have ticket stubs going all the way back to and every once in a while when i m feeling kinda sentimental i open up the box and go through my ticket stubs so that they can remind me of all the good times i ve had at stadiums around the country", "label": "0"} +{"text": "im referring to a comment in the pattern right now not feeling that divine really since i probably was born with a set of dpns in my hands", "label": "1"} +{"text": "i feel like i do for every one and the only one who does for me does it with an attitude and is aggravated to be asked", "label": "3"} +{"text": "i feel hot when i walk to the market in the sun", "label": "2"} +{"text": "i have noticed my body has not been to happy when i eat red meat and last week i was feeling lethargic and a little seedy nothing i put in seem", "label": "0"} +{"text": "i dont know i have this one feeling that i feel isolated on twitter well nobody were isolating me i just felt like among those who were having convos together im the only one who keep talking about how i am happy the drama ive been following was updating their new episode", "label": "0"} +{"text": "i feel as if i could speak volumes and be ignored", "label": "0"} +{"text": "i feel shes just more talented than i am", "label": "1"} +{"text": "i feel lousy about how much i have to study", "label": "0"} +{"text": "i feel very blessed to have a new team of doctors that are by my side and listen", "label": "2"} +{"text": "i feel like it was just a title mimm fall inspired weekend href http thislifeissparkling", "label": "1"} +{"text": "i had a blister the size of a quarter on my right foot so i wore my flip flops feeling badly about it until we got there and saw how casual the atmosphere was", "label": "1"} +{"text": "i can look back likely years from now realize the impact of several lessons learned through the course of a season that just had that feel of something special and know that even if nothing in my tenure comes close to this again i will always have", "label": "1"} +{"text": "i am feeling thankful for warm sunshine crisp autumn air and bright fall colors", "label": "1"} +{"text": "im feeling pretty rebellious right now because im writing this is my engineering class", "label": "3"} +{"text": "i feel like being selfish and keeping this foodie secret myself but why would i deny everyone else", "label": "3"} +{"text": "i hate feeling like this im always getting mad for no reason feeling lonely", "label": "3"} +{"text": "i wanted to not feel frightened anymore", "label": "4"} +{"text": "i think im getting the feeling that were the weird ones for using dryers most of the time", "label": "5"} +{"text": "i or you are feeling adventurous you can buy k ji kin spores by mailorder and make your own kome k ji using the rice of your choice", "label": "1"} +{"text": "i just feel like if i don t suffer to produce something then it s not worthwhile", "label": "1"} +{"text": "i questioned myself wondering why didnt i feel jubilant", "label": "1"} +{"text": "i am feeling called to show up in a more faithful way", "label": "2"} +{"text": "i sense this is wat has let you feeling unsure", "label": "4"} +{"text": "i feel low energy i m just thirsty", "label": "0"} +{"text": "i am feeling emotional about something or other positive or otherwise", "label": "0"} +{"text": "i literally fell on my knees during one episode which feels so pathetic", "label": "0"} +{"text": "i left the office feeling so relieved", "label": "1"} +{"text": "i remember feeling terrified as a child", "label": "4"} +{"text": "i do think we have a decent scheme worked out which will be generous enough to provide the average player with plenty of free experience without forcing them to feel crappy and that they have to pay to get an enjoyable game", "label": "0"} +{"text": "i really feel shamed", "label": "0"} +{"text": "i feel like beloved", "label": "2"} +{"text": "im feeling to what im watching and reading beware here be spoilers and music that im loving to listen to", "label": "2"} +{"text": "i feel pretty jolly", "label": "1"} +{"text": "i didnt feel very accepted by most of my family members so my relationship with my church family made up for that", "label": "1"} +{"text": "i feel like i hated them when we argue", "label": "0"} +{"text": "i feel gentle as if i have let go of so much", "label": "2"} +{"text": "i am hoping the weatherman is right with his forecast of stay at home dont venture out rain for tomorrow i am feeling all kind of creative", "label": "1"} +{"text": "i was feeling shitty inside but never show it", "label": "0"} +{"text": "i slow a bit to stay with him partly because i am feeling like if i start to win he will just give up and partly because i am afraid that if i push it he will kill himself trying to stay with me", "label": "4"} +{"text": "i guess it makes me feel more appreciative being able to live life", "label": "1"} +{"text": "i was feeling make it all worthwhile she has been loving on her daddy and she let him feed her breakfast she snuggled up in the chair with spencer and played with him she is walking more and she has officially been in all of her grandparents arms with a smile on her face", "label": "1"} +{"text": "i devised myself rather than had suggested to me the flower distribution and im esp pleased as i bought the flowers when i didnt have my bank card it feels much harder to be generous when having to be especially careful with money and im now wondering if that was the lesson of losing it", "label": "2"} +{"text": "i am having my usual october where things are drastically in flux where i am feeling melancholy at best and where god is asking me to step off the cliff and have faith he will provide", "label": "0"} +{"text": "im sure its because when i am lost i feel like everyone is being hostile toward me and i hate that feeling", "label": "3"} +{"text": "i decided for the first time in about months to try not wearing my ugly pink and black running shoes and at least feel a little bit cute going out", "label": "1"} +{"text": "i feel physically beaten and so very exhausted", "label": "0"} +{"text": "i didnt feel if i was having a shitty day i wouldnt usually come right out and say i was having a shitty day", "label": "0"} +{"text": "i think im allowing myself to feel this way because im not heartbroken", "label": "0"} +{"text": "i think i should tell him how i feel the moment i see him looking for something dumb to do", "label": "0"} +{"text": "i try not to let their ignorance get to me if i have the energy and it feels important sometimes ill engage them in a little light debate and try and to broaden their view of the world", "label": "1"} +{"text": "i felt like spock amongst a world of humans it was difficult for me to reciprocate feelings for someone because i was so terrified of being hurt and i refused to let other people into my world", "label": "4"} +{"text": "i feel like oh please why im so fake again but the spazzing thingy about gikwang is not fake", "label": "0"} +{"text": "i feel when juggling all of the fine details that go into a professional writing career", "label": "1"} +{"text": "im feeling romantic towards not another relative friend coworker", "label": "2"} +{"text": "i feel like valentines day should about confessing romantic love said jin hee oh an office worker shopping at lotte department store", "label": "2"} +{"text": "i think its fair to say that in this life we all want to feel sincere connections with other people to experience bonding through similar beliefs or experiences to have true synchronicity with the people in our lives", "label": "1"} +{"text": "i like to think i can handle a lot but when i feel like my cup runneth over i get irritable", "label": "3"} +{"text": "i feel are acceptable response times for non crisis responses", "label": "1"} +{"text": "i feel no remorse about doing this it was unsuccessful and a learning process for me in the development of this blog", "label": "0"} +{"text": "i ended up changing my clothes and laying in bed with my eyes closed for the next hour and eventually i started to feel better", "label": "1"} +{"text": "i feel very numb at the moment", "label": "0"} +{"text": "i didn t feel like i was being punished and didn t feel any pain at any time", "label": "0"} +{"text": "i almost feel intimidated by the attempt to describe it", "label": "4"} +{"text": "i am in true victim style feeling shamed for being me for having ptsd for going to them in good faith and then the symptoms of my trauma showing itself", "label": "0"} +{"text": "i came home still feeling stunned and in need of rest i received a call from a dear elderly cousin marie to say she called an ambulance for herself and would be going to the hospital", "label": "5"} +{"text": "im feeling so emotional today", "label": "0"} +{"text": "i feel as it is imprinted in my brain by now how vital stress in the college community", "label": "1"} +{"text": "im feeling pretty smug about going down yesterday instead of waiting", "label": "1"} +{"text": "i know that there will be days that i am going to feel discouraged", "label": "0"} +{"text": "i am feeling a little overwhelmed but ive been given some amazing tools met some wonderfully creative fun and crazy people and was reminded that i have a voice that has been silent for too long", "label": "5"} +{"text": "i looked around and once again was disappointed that so little had shown up this evening but apparently this was my day to feel selfish", "label": "3"} +{"text": "i feel like i have weird sugar issues that my hunger is all over the place", "label": "5"} +{"text": "i generally like to blog about things that make my day but today im feeling particularly generous so im blogging about something that made my kids day", "label": "1"} +{"text": "i still have feelings for him only broke up for a month or so we re friends at the moment and i want him back as well", "label": "0"} +{"text": "i started feeling intimidated by the thought", "label": "4"} +{"text": "i feel triumphant so deal with it", "label": "1"} +{"text": "i could just feel the joy rage coming at me for that one but i m glad you re feeling back at it and i m also glad we went to yoga tonight because sometimes you just need to know that you re better than your crossfit coach at side plank img src http s", "label": "1"} +{"text": "i feel embarrassed if anyone were to stop by and see the state of my house enough that i wish i could pretend we werent even home when someone does stop by", "label": "0"} +{"text": "i feel alone so marginalized by my wacky core beliefs that are shared by a tiny percentage of the u", "label": "0"} +{"text": "i have some christmas undecorating to start but im in no hurry i like feeling festive", "label": "1"} +{"text": "im still not sure why reilly feels the need to be so weird", "label": "5"} +{"text": "i am feeling intimidated by all that work", "label": "4"} +{"text": "i feel extremely boring", "label": "0"} +{"text": "i know i would feel weird about that and probably act strangely for a few days", "label": "5"} +{"text": "i feel so dumb for being honest", "label": "0"} +{"text": "i truly feel i am irate", "label": "3"} +{"text": "i hope i feel mellow well fed well slept at peace with myself within this external world", "label": "1"} +{"text": "i dunno i just feel that i started this blog a little shaky as i wasnt really sure about what sort of audience i was addressing or anything", "label": "4"} +{"text": "i still feel so amazed knowing i stood right in front of jason", "label": "5"} +{"text": "i feel rushed trying to get everything together late at night", "label": "3"} +{"text": "i really want to be proud to say i ve lost x amount of weight rather than feel discouraged because i m not where i want to be", "label": "0"} +{"text": "i look at him and say nicely and friendly well im sorry you feel that way i do apologize to you this angered him more and he stormed out saying i dont need this shit not a good night overall but im off till friday thankfully", "label": "3"} +{"text": "i feel so thrilled to share with my fans because lots of my songs are inspiring", "label": "1"} +{"text": "i shut the door but i didn t feel triumphant", "label": "1"} +{"text": "i feel it is vital for google to become a player altogether of web technology aforementioned schmidt", "label": "1"} +{"text": "i was feeling so ungrateful earlier this week", "label": "0"} +{"text": "i could hardly feel my legs yet i was eager to get off the stuffy plane and quickly get out of customs", "label": "1"} +{"text": "i do feel envious of those with kids at certain moments", "label": "3"} +{"text": "i hate chemo and the thought of having toxins washing through every single cell and making me feel horrible makes me cringe", "label": "0"} +{"text": "i was feeling abnormally wimpy so i staked out my bird feeder", "label": "4"} +{"text": "i was still feeling the effects of marathon sex julie looked amazing", "label": "1"} +{"text": "i know there are a million strollers and babies in the world but the thought that my stroller had made someone feel how ive felt so many times broke my heart", "label": "0"} +{"text": "i feel heartless in saying so though", "label": "3"} +{"text": "i was actually feeling quite smart i was understanding the questions without even having to do the readings", "label": "1"} +{"text": "i sometimes feel shitty and guilty for buying into them without actively making any choices i am about as normative you can get in terms of the fashion blogosphere", "label": "0"} +{"text": "i feel selfish but i think it s about time i was", "label": "3"} +{"text": "i just cannot write when i am so sick and that means more than a week of feeling rotten which means a stalled novel", "label": "0"} +{"text": "i was feeling on the inside my face broke out really bad i had a rash on my eyelids that left them red and peeling thank you harsh pool chemicals and my mouth was i think experiencing some sort of allergic reaction to something i ate", "label": "0"} +{"text": "i feel utterly useless as a mother because i just dont know what to do", "label": "0"} +{"text": "i feel kinda worthless and unwanted at times cuz ive always felt that im the ugliest among all my friends cuz they are so freaking pretty oh dayummm like forever feeling inferior and stuff la", "label": "0"} +{"text": "i feel twitchy and physically agitated", "label": "3"} +{"text": "i feel myself being sucked back in and this vicious cycle starts again every time you open the door and every time you show me more you back back any hints of love what is it that youre afraid of", "label": "3"} +{"text": "i feel like im getting less intelligent more and more each day", "label": "1"} +{"text": "i would probably dine here once in a while especially if i am feeling rich which i dont", "label": "1"} +{"text": "i feel ashamed of my lack of empathy at times", "label": "0"} +{"text": "when my father passed away in i was left alone with my mother who was very sick so i had to go and live with my aunt", "label": "0"} +{"text": "im glad no ones feelings got hurt", "label": "0"} +{"text": "i am sure the organisation themselves have the best of intentions though i disagree with them whole heartedly its just i get the feeling that some of the demostrators will be slightly hostile to students", "label": "3"} +{"text": "i feel disheartened because i trust people to try to want to get to know me to not see through me and think i am boring or anything", "label": "0"} +{"text": "i absolutely refuse to feel insecure about how i look anymore", "label": "4"} +{"text": "i don t know how i feel about today because part of me is convinced that i am making this so much more difficult than it actually is or as mehow casually remarks in the april infield insider getting out of the box you are in that was never there in the first place", "label": "1"} +{"text": "i often feel this is a very unfortunate flaw that i possess", "label": "0"} +{"text": "i can only feel sympathy for you if you are suffering", "label": "0"} +{"text": "i probably love a handful of friends too but i always feel a bit strange when describing this as love", "label": "4"} +{"text": "i guess it s that whole i need a hobby thing to feel worthwhile smart and important", "label": "1"} +{"text": "i read up on the practicies and cult like beliefs of falun gong and now i feel sceptical and a tad bemused", "label": "4"} +{"text": "i feel weird sharing that but this is the source of some of my greatest insecurities", "label": "5"} +{"text": "i didn t sleep well last night and i woke up feeling to borrow a wonderful phrase from a book i read rough as a badger s arse", "label": "1"} +{"text": "i just have to be sure i still remember to keep feeling excited and enjoying what i am already doing along the way", "label": "1"} +{"text": "i feel passionate about sharing it with you", "label": "2"} +{"text": "i do know is this i have no desire to spend my life feeling discontent so i seek a solution to the problem", "label": "0"} +{"text": "i look forward to when i am feeling better and can write more often", "label": "1"} +{"text": "i feel surprised because i didnt expect it", "label": "5"} +{"text": "i feel all mellow and calm", "label": "1"} +{"text": "i am feeling abused for having wasted hundreds of dollars a year in subsidization for this crap and though im not sure whether or not im mad as hell im surely not going to be taking it anymore", "label": "0"} +{"text": "ive eaten today well ill give you the highlights i feel like focusing on the negatives like that unpleasant green curry from thai club", "label": "0"} +{"text": "i feel that being faithful isnt enough in your eyes", "label": "1"} +{"text": "im feeling every bit the spiteful vindictive bitch i can be at times", "label": "3"} +{"text": "i should feel pissed", "label": "3"} +{"text": "i feel divine whenever i captured a moment smiled silently saving all the details to my treasure chest that i fill only with memories that i knew will only happened once in my lifespan", "label": "1"} +{"text": "i was older i might not feel as frightened about spending the time i have left alone", "label": "4"} +{"text": "i had to lose my best friends to be with the one who can make me feel forever contented with life and be eternally happy", "label": "1"} +{"text": "i feel oddly nostalgic for those early days when we were all still figuring things out", "label": "2"} diff --git a/data/emotion_test/classification/train.jsonl b/data/emotion_test/classification/train.jsonl new file mode 100644 index 0000000..8b4cd10 --- /dev/null +++ b/data/emotion_test/classification/train.jsonl @@ -0,0 +1,1000 @@ +{"text": "im feeling abit grouchy with kim", "label": "3"} +{"text": "i just feel like being selfish and really live my life", "label": "3"} +{"text": "i spent some time at the school yesterday talking to folks and snapping pics of my daughters as they delighted in the last day of school fun and i came away feeling impressed and happy which to tell the truth is my usual feeling about the place", "label": "5"} +{"text": "i pray that you feel the presence of god around you and that you realize that the birth of gods son was a precious gift for you and you never have to be alone", "label": "1"} +{"text": "i do like riding on brooms but there is something about just sitting and holding colin and feeling the wind in my hair that is quite pleasant", "label": "1"} +{"text": "i feel has such a lovely touch", "label": "2"} +{"text": "i just need to express my feeling badly ignore this if i offended you", "label": "3"} +{"text": "i feel like i ve been there and gained a sense of the everyday paranoia and the casual brutality of the time", "label": "1"} +{"text": "i come out of that fight feeling whipped and saddened and hated for who i am and i have to put on my big girl panties and pretend hey everything s fine even though we re pissy at each other", "label": "0"} +{"text": "i do feel slightly ungrateful about it but i can only spend so much time with them before going mad", "label": "0"} +{"text": "i say that feelings dont dull selectively", "label": "0"} +{"text": "i feel a little bit brave", "label": "1"} +{"text": "i feel that im as curious as when i was a child", "label": "5"} +{"text": "i was made to feel that i was damaged and not good or giving enough when in reality nothing is ever enough", "label": "0"} +{"text": "i feel pained just thinking about it", "label": "0"} +{"text": "i feel honoured to be asked thanks a href http doodlesandscrapsofme", "label": "1"} +{"text": "i feel relaxed and comfortable", "label": "1"} +{"text": "i am feeling ever so homesick", "label": "0"} +{"text": "i used to believe that a feeling like fear was to be ignored or suppressed right away more on this in a moment", "label": "0"} +{"text": "i mention this seemingly obvious little tidbit is that either many of my friends have an innate inability to understand this or they feel hurt and neglected because of it", "label": "0"} +{"text": "i feel ive been physically uncomfortable for the last months of my life so nothing new there", "label": "4"} +{"text": "i also always feel a little scared", "label": "4"} +{"text": "i feel better now on the menu tonight", "label": "1"} +{"text": "i feel the pain again until i came from school and its still aching", "label": "0"} +{"text": "i stayed for a short while but feeling like he didnt need me anymore and having my own emotional drainage to work through i decided i needed to go home", "label": "0"} +{"text": "i feel so burdened as if something is holding me still and weighing me down", "label": "0"} +{"text": "i went to pick up the kids feeling scared and trembly and very self critical for my stupidity", "label": "4"} +{"text": "i leave feeling defeated hopeless and too weak to keep pressing into god and recovery", "label": "0"} +{"text": "i cry about feeling shitty i cry because dad made fun of me for being sick haha i kid you not that has happened many times all in good fun i cry because thats what i do in all adverse situations", "label": "0"} +{"text": "i feel like doing something productive on this", "label": "1"} +{"text": "i don t think there s a woman around who hasn t felt the angst rosa feels as she deals with the death of her beloved aunt the chasm between her and her father", "label": "2"} +{"text": "i finished our drinks and left and i came to feel more and more sympathetic and bad for this old man to the point where im still thinking about it hours later", "label": "2"} +{"text": "i feel so amazed with myself as i could stride nonstop for more than minutes", "label": "5"} +{"text": "i feel they look a little awkward just below", "label": "0"} +{"text": "i start feeling angry i need to actually stop and figure out what im really feeling so i can deal with life in a more balanced way", "label": "3"} +{"text": "i would feel i was devastated", "label": "0"} +{"text": "ive been feeling needy lately", "label": "0"} +{"text": "i feel a bit embarrassed at times when i make mistakes", "label": "0"} +{"text": "i know that sounds really recycled and generic but its actually how i feel i love to sing and would more than love to make a living doing that but im going to school because i know that its not in the cards for all the talented people in the world to make it in the music business", "label": "1"} +{"text": "i feel will be warmly welcomed on any floor", "label": "1"} +{"text": "i think about the woman in the congregation who cried as she spoke about the family trying to find a church where her homosexual daughter would feel accepted", "label": "2"} +{"text": "i really feel i was wronged as a patient", "label": "3"} +{"text": "i tried to reconcile the two feelings into one piece of music the unease and tender nostalgia present in martin s song of wwii france is different from the sharp bleeding ache i was feeling", "label": "2"} +{"text": "i feel happy i feel elated but i also thank god for bringing me to this stage", "label": "1"} +{"text": "ive talked with her telling her that sometimes i feel shes not sincere", "label": "1"} +{"text": "i feel like i probably would have liked this book a little bit more if it wasn t such a simple story line", "label": "2"} +{"text": "i feel like someone who really should learn not to stress out because we live in an ultimately benign universe", "label": "1"} +{"text": "i am feeling particularly disheartened and unmotivated today", "label": "0"} +{"text": "i did not want to feel discouraged looking at a gain", "label": "0"} +{"text": "i cant feel complacent", "label": "1"} +{"text": "im so tired and heavy all the time its a familiar feeling though not a pleasant one", "label": "1"} +{"text": "i feel a lot of support and very honoured because i was chosen to represent my country", "label": "1"} +{"text": "i would feel terrified for them and enjoy this movie a little better", "label": "4"} +{"text": "i was left feeling a little delicate but thoughtful", "label": "2"} +{"text": "i feel embarrassed by it", "label": "0"} +{"text": "i am feeling fine all things considered", "label": "1"} +{"text": "i say walking away and shaking my head feeling a little dazed to get the drinks", "label": "5"} +{"text": "i feel like a delicate fragile vase", "label": "2"} +{"text": "ive gone for my k training or a swim then i feel energised and be productive like actually cleaning my room", "label": "1"} +{"text": "i generally don t eat a lot of junk it is mostly stress eating but as i become more comfortable with the child care i am feeling less stressed and eating less junk", "label": "3"} +{"text": "i hate falling asleep napping during the day i wake up feeling so groggy", "label": "0"} +{"text": "i really feel amazed on how they can do that", "label": "5"} +{"text": "i still well feel quite ok with my results", "label": "1"} +{"text": "i bring these to mind and feel the joyful laughter well up within my heart it becomes hard to remain weighed down by the heavier negative feelings", "label": "1"} +{"text": "i tend to err on the justice side of things and so over the past few years i feel that ive become a lot more jaded and unwilling to let god deal with people as he sees", "label": "0"} +{"text": "i feel so spiteful towards people sometimes just the way they look makes me want to hurt them", "label": "3"} +{"text": "i can t help but feel considerate towards others", "label": "1"} +{"text": "i guess you cant see how wed feel a bit unwelcome", "label": "0"} +{"text": "i really feel like trying to be cute every day", "label": "1"} +{"text": "i wonder how shed feel about supporting me", "label": "2"} +{"text": "i feel like an ungrateful bitch because of what i made you see", "label": "0"} +{"text": "i can feel what hes feeling but not quite because this is his own beloved brother", "label": "1"} +{"text": "ive been feeling pretty punished lately", "label": "0"} +{"text": "i assert it is better to feel rich than to be rich", "label": "1"} +{"text": "i feel violent and crazy and i feel myself slowly losing patience", "label": "3"} +{"text": "im feeling so goddamn pissed and just", "label": "3"} +{"text": "i t want t know f t habitual t feel frightened wh n initiation r career", "label": "4"} +{"text": "i just feel you so so dont be afraid naega deo apaya hae and pray again dasi neol chajeul su itge sigani heureulsurok gaseumi apawa i need you go back in time dan hanbeon manirado forgive my sins wo doedollil suman itdamyeon i gotong ttawin naegen so so sloth", "label": "4"} +{"text": "i love to sew cook and also dabble in mixed media art when i feel like getting messy", "label": "0"} +{"text": "i feel so dirty in you i crash cars br style background color white color font family georgia times new roman times serif font size px line height", "label": "0"} +{"text": "i m filled with astonishment and feel amused about what this city has witnesed today", "label": "1"} +{"text": "i signed the petition and knowing that it will be served in the next few days has left me feeling vulnerable as i am unsure about his reaction", "label": "4"} +{"text": "i really enjoyed feeling that i was not alone", "label": "0"} +{"text": "i go back to that day however and hear jesus words the son of man has authority to forgive sins on earth i feel electrified and doubtful", "label": "4"} +{"text": "i feel so passionate about it and know this is where god wants me to be but i am human and i do have flaws and short comings", "label": "2"} +{"text": "i don t know about you but that feeling of powerlessness of not being in control sends me in a mad tizzy for the haagen dazs", "label": "3"} +{"text": "i feel this strange shift between us the heat between us intensifying and i get excited my nerves bubbling up inside me", "label": "4"} +{"text": "i am feeling more generous though i see it for what it is someone who doesn t know what we are going through from the insdie and is desperate to be helpful in some measure", "label": "2"} +{"text": "i keep going despite feeling miserable", "label": "0"} +{"text": "i still feel funny writing that like maybe i should call her my spirit guide or really observant cheerleader or something", "label": "5"} +{"text": "i feel is determined by the thoughts i allow to dominate my thinking", "label": "1"} +{"text": "i feel really petty and immature but i dont want to cheat on greg or end up breaking up because were fighting over the stupid little things", "label": "3"} +{"text": "i feel cdm flac custodes title alibi how much i feel cdm flac custodes download this in super speed resume support with premium account img src http i", "label": "1"} +{"text": "i could feel his sweet spirit and i was happy to be helping him", "label": "1"} +{"text": "i want to feel like the casting director is going to take one look at me and say you re amazing", "label": "1"} +{"text": "im in a strange situation or feeling awkward i sometimes switch into comedian mode a bit of a defence mechanism from my self conscious school days and turned some of the sessions into katrinas minute stand up routine", "label": "0"} +{"text": "i aint pissed angry mad or anything i just feel pretty much fuckin insulted", "label": "3"} +{"text": "i still pretty much feel ashamed and i m certain i m disappointed in my weaknesses i know for fact i am angry and upset and that s just for one situation", "label": "0"} +{"text": "i don t feel bitter about my lot nor do i wish any other mother s son was in my place", "label": "3"} +{"text": "i feel frightened by it all", "label": "4"} +{"text": "i feel like i dont have anything worthwhile to blog about so im continuing to blog about things that i used to when i wasnt married", "label": "1"} +{"text": "i understand that you re feeling anxious", "label": "4"} +{"text": "i feel like garbage i cant think about being thankful right now it hurts too badly", "label": "1"} +{"text": "i almost could feel it attempting to smother me like a hot blanket pressed down over me", "label": "2"} +{"text": "im feeling kind of dumb admitting i was gloating over the fact that i had her now", "label": "0"} +{"text": "i feel so curious why she add me back", "label": "5"} +{"text": "i finally have access to the website on our development site and am in absolute rapture and delight over how it looks feels and even functions and amazed that my baby has finally arrived", "label": "5"} +{"text": "i focus on the injustice the anger rises and i feel frustrated because i know i cannot change things on my own", "label": "3"} +{"text": "i slapped him because feelings are dumb", "label": "0"} +{"text": "i wasnt mad at him i was mad at j for making me feel unimportant", "label": "0"} +{"text": "i feel heartbroken that a group of my fellow americans fell for the prosecutions fear mongering theory elashis daughter noor said outside the courthouse late monday", "label": "0"} +{"text": "i feel like i rather have loyal readers than followers that don t ever look at my blog", "label": "2"} +{"text": "i just feel them around me and it s wonderful it s just wonderful", "label": "1"} +{"text": "i am waiting for a feeling that special feeling that makes life easy and bearable", "label": "1"} +{"text": "i am feeling a bit ecstatic about a kinda new clothing business brand sendi", "label": "1"} +{"text": "i feel that if i make one mistake everything will shatter like a delicate crystal flower that slipped from my grasp", "label": "2"} +{"text": "i have days were i prefer to be the submissive it is a simple life i feel on the days i am submissive i do my best to please him he seems to be happy enough after two years of having me", "label": "0"} +{"text": "i chose innocent worlds alphabet rose jsk for its longer length longer lengths on lolita dresses always feel more casual and innocent to me than knee length styles and it reminds me of jane austen", "label": "1"} +{"text": "i feel myself uncertain as to the next step to take", "label": "4"} +{"text": "im feeling funny a href http", "label": "5"} +{"text": "im feeling a bit greedy", "label": "3"} +{"text": "i mean i have a lot of love to give and i feel most myself when i am giving and loving", "label": "2"} +{"text": "i feel rude about going to the bathroom when she s in there", "label": "3"} +{"text": "i have to say that when i received a gorgeous parcel of therapi skincare the beauty of the products absolutely took my breath away the lovely white glass packaging looks luxe but retains an apothecary feel perfect for an organic brand", "label": "1"} +{"text": "i had a feeling bernd would have odds this week around to and that is more than generous of the sportsbook", "label": "2"} +{"text": "i feel in the long run this hurts paulie as you could visibly see how distraught he was with the result and the perception of his performance", "label": "4"} +{"text": "i dont know how i feel about it at the moment my charming naive style of drawing just looks like i cant draw to me", "label": "1"} +{"text": "i feel like im supporting myself and doing ok on my own and i am hesitant to include anyone new in the equation at least romantically", "label": "2"} +{"text": "ive test tried dropping it and nothing happened which is supposed to be if something happened to my phone i would feel so fucked up", "label": "3"} +{"text": "i think if youre sad a top tip is to eat lots and lots and lots and lots of it until you feel very satisfied and a maybe a bit queasy", "label": "1"} +{"text": "i am feeling resentful because i am thinking to myself that she should trust me", "label": "3"} +{"text": "i get a slightly warm feeling coming over me and a strange sense of completeness like the feeling you get right afterwards except it s coupled with those thoughts of a one night stand in which you sobered up before she left in the morning", "label": "4"} +{"text": "i havent hopped on one yet but i definitely will and speaking of cardio exercise i was feeling all kinds of superior after a href http emilyhursh", "label": "1"} +{"text": "i often feel disappointed in my decisions and who i am and call myself names", "label": "0"} +{"text": "i was trying to think of anywhere else ive been that made me feel so awful awful awful", "label": "0"} +{"text": "i feel absolutely amazed at the unfolding story of my life", "label": "5"} +{"text": "i don t feel the issue is resolved", "label": "1"} +{"text": "i feel hesitant unsure doubtful of myself", "label": "4"} +{"text": "i can t help but think what they must be feeling with the loss of jon s talented advanced horse coupled with the joy of a new baby on the way such a mixture of extreme emotions", "label": "1"} +{"text": "i like to slump into when i m feeling precious", "label": "1"} +{"text": "i feel more terrified than the customers will be in my maze", "label": "4"} +{"text": "i would spend hours prepping for the meeting with my supervisor and feeling convinced that i ve nailed it", "label": "1"} +{"text": "ive been feeling low when i get home so i eat to fill my time and the hole in my heart", "label": "0"} +{"text": "im feeling particularly homesick for my parents or the rolling west virginia hills that most of the people i love are concentrated in hickory lenoir and morganton", "label": "0"} +{"text": "i feel really angry sometimes because for the love of god havent we been through enough", "label": "3"} +{"text": "i imagine is how this woman at the breast clinic had been feeling and how unfortunate that something like this did happen for her", "label": "0"} +{"text": "i was still feelin kind of irritable and funky from the day before but so it goes", "label": "3"} +{"text": "i could even think about it i said uh well most days i feel like im being tortured i want to pull all my hair out and scream so i guess not", "label": "3"} +{"text": "i climbed over that day and awful hump and i feel fabulous", "label": "1"} +{"text": "i feel foolish amazed and yet i feel foolish a href http dkang", "label": "0"} +{"text": "i feel like i am being obnoxious by posting every three seconds", "label": "3"} +{"text": "i currently am feeling rotten with some sort of illness not exactly what i had hoped for in my small amount of time back home but hey ho", "label": "0"} +{"text": "i relaxed and nodded feeling assured that someone i love is safe and pampered even if he s no longer with me", "label": "1"} +{"text": "i am feeling really quite disheartened", "label": "0"} +{"text": "i feel offended used and disgusted", "label": "3"} +{"text": "i feel like i was there to feed them food touch love caring and compassion", "label": "2"} +{"text": "i feel it isnt enough times i dont feel respected or special or that this relationship is good for me", "label": "1"} +{"text": "i remember feeling inspired and thinking that it was a fine example of parenting", "label": "1"} +{"text": "i am not feeling fabulous i can now speak", "label": "1"} +{"text": "i feel listless most of the time nowadays", "label": "0"} +{"text": "i look around at the people around me and i feel almost slightly envious about how they have a way of motivating themselves sitting down and studying so hard", "label": "3"} +{"text": "i feel like a messy after a while because it often is a struggle between keeping emails images documents etc", "label": "0"} +{"text": "ive had to harden my heart to toughen my skin in order to truly protect myelf from feeling utterly devastated", "label": "0"} +{"text": "i was going crazy thank god i have a craving for fruits and chocolate it made me go out in the cold with a gross wind blowing in my neck feeling mad and angry and crappy", "label": "3"} +{"text": "i first entered the clinic i feel very welcomed by the beautiful ivory themed furnitures because the whole clinic look very clean spacious and professional and the cheerful consultants awaiting for me at the reception with a smile of course", "label": "1"} +{"text": "i also feel ungrateful after hearing stories from my grandma about people she knew at hospitals or nursing homes who had no one to talk to at all and for whom simple small talk was a huge step", "label": "0"} +{"text": "i could vocalize my feelings here i would put in a sarcastic great", "label": "3"} +{"text": "i am surprised no one is feeling repressed misrepresented or offended by it", "label": "0"} +{"text": "i feel invigorated and enlivened and a bit more fully completely myself", "label": "1"} +{"text": "i feel ungrateful too", "label": "0"} +{"text": "i hope the pair of us harbor no hard feelings and do enjoy casual chats about the ways our lives turn out without needing to press a title into everything", "label": "1"} +{"text": "i can flirt along with the best of em and i rarely if ever feel intimidated by male identifying folks or the idea of striking up a conversation with them regardless of how hopelessly attracted i am to them", "label": "4"} +{"text": "i was not able to say in a public forum indeed some of our most difficult struggles are left unmentioned i do feel that pleased that i was able to create some narrative unity in the experience we had there including some of the true highlights and challenges", "label": "1"} +{"text": "i feel like im actually doing somewhat well with it and right now im getting my swing down", "label": "1"} +{"text": "i hardly feel they have any wow factor at all until i saw how stunned liv was at the entire concept", "label": "5"} +{"text": "i am going to miss running over and putting my hand on your belly to feel my sweet holli reese kick", "label": "2"} +{"text": "i feel ecstatic when youre with me mr mrs lightning rod", "label": "1"} +{"text": "im kinda exhausted today and you might be feeling exhausted reading this post too", "label": "0"} +{"text": "i am feeling irate", "label": "3"} +{"text": "i feel helpless and lacking right at this moment all i want to do is go to edmonton and then wainwright and look after david", "label": "0"} +{"text": "im not too psyched about any of those stops but thats kind of a good thing because i wont feel pressured to go see and do everything there is to do and i can just hopefully relax and focus on making it fun for the kids which by extension makes it fun for me", "label": "4"} +{"text": "i believe we ve decided to catch the bus from there to burgos which again feels like a smart compromise for our feet and bodies", "label": "1"} +{"text": "i would have never understood or valued the meaning of a life partner if i did not feel lonely", "label": "0"} +{"text": "i feel so privileged and yet so powerful", "label": "1"} +{"text": "i like to keep them on hand when i m feeling not so brave or extraordinary", "label": "1"} +{"text": "im feeling horny right now", "label": "2"} +{"text": "i could feel the frantic need in him the need to make me his", "label": "4"} +{"text": "i can feel a little better about sunday maybe i can continue that good feeling and get back to the little hot bod i once rocked", "label": "1"} +{"text": "i know that i will always feel a little bit strange and out of place in the academy", "label": "5"} +{"text": "i told dh i was feeling internally shaky", "label": "4"} +{"text": "i feel very regretful i wasn t able to finish what i set out to do data url http www", "label": "0"} +{"text": "i am already feeling broke", "label": "0"} +{"text": "i vow to be gasp nicer to everyone not just a select few marybeth and isabella lol i will say what i feel and not cover up something sweet with something shitty", "label": "2"} +{"text": "i can breathe his scent the first time i will feel his embrace if only in a friendly hug in five years", "label": "1"} +{"text": "i do not want to feel regretful because i did not stop you from smoking before so much damage was done", "label": "0"} +{"text": "i feel satisfied with our progress and proud of myself for doing it", "label": "1"} +{"text": "i was feeling a little grumpy thinking about everything that needs to get done but flipping it around this way well now i m ready to roll up my sleeves write some to do lists and get to work", "label": "3"} +{"text": "i can t believe it i feel so nervous but my father reassures me that there is nothing to be nervous about which only makes me more nervous", "label": "4"} +{"text": "i was feeling regretful that i made contact with someone with whom i need to keep distance", "label": "0"} +{"text": "i lost him i realized that i really didnt have anything to fear and that in reality he was the one person that was helping me to trust again because i would tell him how i felt and he would give me back the same and it was starting to feel safe", "label": "1"} +{"text": "i was feeling pretty bitchy and horrible but dont worry", "label": "3"} +{"text": "i finished the bike not only feeling strong but like i had a complete success out there i nailed what i wanted to do and my bike split was at the faster end of what i thought i could do", "label": "1"} +{"text": "i started off the week feeling groggy and unwell picking up a sick note from the doctor and climbing into fresh sheets with snacks and a bottle of water to hand", "label": "0"} +{"text": "i actually answered you pathetic fucking e mails but no thats too fucking easy just call andintrupte what was a wonderful fucking day with you trad trash what the fuck slave he felt the feeling come over him he bagan to shiver and shaken with fear", "label": "4"} +{"text": "im in the car with my roommate and her family i feel like im being all rude because i have to call her and my dad so that my dad can give her directions and she keeps asking what she needs to bring", "label": "3"} +{"text": "i feel like i should have some wine or something i was amused", "label": "1"} +{"text": "i can pass test two this time round ill feel much better about the main exams in may next year", "label": "1"} +{"text": "i think most people have little problem expressing but once in a while i can t help but feel that we shouldn t be afraid to let it all hang out there and express the other emotions that don t get nearly as much airtime", "label": "4"} +{"text": "i have a feeling im going to be heartless", "label": "3"} +{"text": "i mean its a good level on its own terms but everything before it was so well thought out and executed that doing constant mirror puzzles and topping it off with a crap final boss battle made the last level feel rushed in comparison though the last boss is bad no matter what way you slice it", "label": "3"} +{"text": "i cant help but feel somewhat heartbroken by this news", "label": "0"} +{"text": "i feel inspired and eager to press on when the sun shines", "label": "1"} +{"text": "i just sit in the rv dinette in the driveway look out the big back window and feel amazing", "label": "1"} +{"text": "i didn t ride on sunday and was still feeling a little apprehensive on monday so decided to a title lunge href http en", "label": "4"} +{"text": "im stuck feeling hopeless at this time", "label": "0"} +{"text": "i feel that stay is important too this word reminds me of a feeling i get sometimes", "label": "1"} +{"text": "i feel so lucky to be nominated for the liebster award", "label": "1"} +{"text": "ive been feeling really energetic at night and honestly i needed this", "label": "1"} +{"text": "i am starting to feel emotional", "label": "0"} +{"text": "i admit that with all the thoughts that go through my head i feel doubtful at times coz im scared", "label": "4"} +{"text": "i feel i don t need to describe how gorgeous the dominican republic was i ll let the film speak for itself", "label": "1"} +{"text": "i still feel a little shitty right now as i type this", "label": "0"} +{"text": "i feel so emotionally drained i really really hate feeling this way and i hate keeping things from people i love and i hate having to pretend everything is normal i want it to be normal and i hate that my happiness is coming from someone else and im so tired i really need a break", "label": "0"} +{"text": "i started off feeling rather cranky and grumpy and ultimately ordinary then there was a little facebook flash from my cousin in west meath and suddenly we were pinging bad jokes and naughty stories about rudolph valentino performing unspeakable acts back and forth and it felt like a party", "label": "3"} +{"text": "i feel special i would like to take this moment to thank everyone who sent out their warm birthday wishes and greetings it made me feel special", "label": "1"} +{"text": "im feeling particularly brave my armpits but common sense be damned", "label": "1"} +{"text": "i left feeling helpless and more than a little sad", "label": "4"} +{"text": "i am feeling rather bitter and rather defeated over a multitude of subjects but lets talk about the main one", "label": "3"} +{"text": "i really hope you like my card and feel inspired to make christmas cards and a href http papermakeupstamps", "label": "1"} +{"text": "i feel privileged to have read this work as it fulfilled everything i want out of a book", "label": "1"} +{"text": "i am ashamed when i feel like that the moment i see terrified crying children and dead ones", "label": "4"} +{"text": "i feel like ive become more relaxed as a parent", "label": "1"} +{"text": "im sitting here in the belmont library listening to hold on tight by electric light orchestra feeling a bit of discontent", "label": "0"} +{"text": "i apologise i really shouldn t be thinking that but it just makes me feel that the person isn t taking into consideration the fact that we need to watch other videos to it s called supporting our subscribers does it make me a bad person thinking and feeling this", "label": "2"} +{"text": "i guess his widow was feeling generous when she packed it up", "label": "2"} +{"text": "i really like this attempt at being nonbipartisan which i feel is sincere on their part", "label": "1"} +{"text": "im feeling particularly carefree i have hawaiian bbq chicken pizza with chicken bbq sauce pineapple and onions", "label": "1"} +{"text": "i feel that i can answer in a completely un sarcastic way", "label": "3"} +{"text": "i am stories this week and decide not to be separated from the feelings you are after any longer by introducing a little sprinkling of the delicious feelings you are after right away", "label": "1"} +{"text": "i am quite perplexed by liam i m trying to figure out if he s always been submissive or does he feel he needs to be submissive to mark and johnny", "label": "0"} +{"text": "ive been angry and under that anger hurt are not gone but they feel resolved", "label": "1"} +{"text": "i express my true feelings about such a wonderful experience", "label": "1"} +{"text": "i have this feeling that if i have anymore vigorous sexual activity in the coming yes i misspelt that as cumming days parts of me will begin to fall off", "label": "1"} +{"text": "im feeling very sarcastic today", "label": "3"} +{"text": "i feel very out of place as well", "label": "1"} +{"text": "i feel so guilty", "label": "0"} +{"text": "im still using blogger to follow other blogs but i like livejournals feature of enabling private posts so i can keep just one journal without feeling inhibited about writing things i dont want to publish on the net", "label": "4"} +{"text": "i look back and i feel so incredibly satisfied with my life refreshed ready for my next adventure", "label": "1"} +{"text": "i began feeling a bit melancholy until my friend saba called asking to meet me up before waleeds birthday", "label": "0"} +{"text": "im feeling so jaded right now", "label": "0"} +{"text": "i swear he had feelings that teddy i was so convinced of that and i was very very careful to always make him feel special and more loved than any of my other toys and teddies", "label": "1"} +{"text": "i feel like ive blinked and missed it", "label": "0"} +{"text": "i feel totally ignored and excluded", "label": "0"} +{"text": "i feel lighter and more compassionate after i have these little talks with myself", "label": "2"} +{"text": "im reminding myself to feel calm", "label": "1"} +{"text": "i can be as kind as an angel but sometimes i can also be as mean as a devil i used to use harsh words when i feel irritated", "label": "3"} +{"text": "arriving in new zealand as a teenager first overseas trip something exhilarating about the change of scenery etc", "label": "1"} +{"text": "i feel like god has been gracious in answering prayers", "label": "1"} +{"text": "i feel about mcraven at ut not sure div class g plusone data size medium data href http wilcfry", "label": "1"} +{"text": "i feel like i am being held firmly in loving arms surrounded by a wide circle of people who are not going to let me fall", "label": "2"} +{"text": "i would like a lazy immersed in my boring feeling i like the friends have a pleasant talk together and boring", "label": "1"} +{"text": "i have a desk job and sit on my ass all day long so sometimes i feel paranoid that i m not being active enough and think things like dear god what if i get so fat that i can never lose the baby weight", "label": "4"} +{"text": "i was sitting in the corner stewing in my own muck feeling hated alone unworthy and violated", "label": "3"} +{"text": "i feel as though this was a project we missed in february or last years february", "label": "0"} +{"text": "i didn t feel overly drained", "label": "0"} +{"text": "i feel about my beloved country and what i think the true capability of our government is in other areas", "label": "1"} +{"text": "i feel rebellious because i don t particularly like watching romcoms but i get the feeling that i may be pretty good at writing them", "label": "3"} +{"text": "im being particular but id feel uncomfortable even asserting ive ever been in love", "label": "4"} +{"text": "i feel really naughty and wicked today", "label": "2"} +{"text": "i tend to stop breathing when i m feeling stressed", "label": "0"} +{"text": "i did not feel like i was on the edge and it got to a point where i wasn t bothered about who wins and to hell with it whether this fight will even end", "label": "3"} +{"text": "i do have a chinese mum a few chinese sisters spent two very important years of my life in china so when someone who knows all this has a conversation like the one below with me i feel pretty hopeless about the power of education", "label": "0"} +{"text": "i just sort of feel lame in comparison to other bloggers", "label": "0"} +{"text": "i cleaned i walked to work i feel very eco friendly right now and did manual labor with charts", "label": "1"} +{"text": "i learnt to never talk about feelings when ive had a drink because it gets messy", "label": "0"} +{"text": "i couldn t help but feel personally insulted when oscar denounced the very idea as grotesque and unrealistic", "label": "3"} +{"text": "i am a bit depressed really feeling defeated", "label": "0"} +{"text": "i spread my arms wide feeling the cold wind rushing past me feeling the rain hitting me and", "label": "3"} +{"text": "i can feel the frantic beat of his heart but cookie s voice is surprisingly clear", "label": "4"} +{"text": "i feel insecure all the time", "label": "4"} +{"text": "i loved feeling lily move and have missed it so much", "label": "0"} +{"text": "i was feeling very mellow and it had certainly taken the wallet episode off my mind", "label": "1"} +{"text": "i am still feeling unhappy and upset about the big changes happened befoe but i know times will heal everything img src http s", "label": "0"} +{"text": "i write i feel a little dissatisfied", "label": "3"} +{"text": "im with you when your professor looks at you like a spitball when your friend is dying when you cry into your pillow at night when you feel the dangerous tickles of jealousy luring you down into its lair", "label": "3"} +{"text": "i havent worked out today but i feel like im just not going to feel it ive been so stressed at work and just in life that this week is just bad", "label": "3"} +{"text": "i feel very honored to be part of this team and attending this launch as it definitely was an eye opener and something very new to me", "label": "1"} +{"text": "i could follow every twitch of thought and swell of feeling quiver through his tortured expression", "label": "3"} +{"text": "i feel like that little boy with no sense of value perpetually doomed to keep breaking all that is valuable in life", "label": "0"} +{"text": "im feeling a little impressed at their creativity", "label": "5"} +{"text": "i know how you feel i m sorry you feel like that", "label": "0"} +{"text": "i feel we should not be supporting these rebels in a violent manner at all and particularly not give them weapons or funding", "label": "2"} +{"text": "i feel that every step in my plan has been taken with the divine help", "label": "1"} +{"text": "i feel sarcastic more often than not", "label": "3"} +{"text": "i am living with my dad and his wife in his new home and i feel very unwelcome here", "label": "0"} +{"text": "i come to feel assured as part of your power to do what s in my greatest interest", "label": "1"} +{"text": "im feeling a little less jaded", "label": "0"} +{"text": "im feeling so mellow right now and so im listening to coldplays song yellow", "label": "1"} +{"text": "i feel completely unsure of any boundaries or normalcy", "label": "4"} +{"text": "i feel less stressed and at the end of the day usually discover that ive done more", "label": "0"} +{"text": "i feel terrible but i can t even remember all the girls that came to pray with me last night", "label": "0"} +{"text": "im more than ready to meet this little man but knowing that time is running out leaves me feeling a little apprehensive", "label": "4"} +{"text": "i feel like i have been learning through the job transition and now through this ordeal is how precious it is when someone asks or cares about what we are going through", "label": "1"} +{"text": "i feel like i must defend my beloved blue hehe", "label": "2"} +{"text": "i feel their energy i feel a joyful sweet enthusiasm for life", "label": "1"} +{"text": "im sitting there with both boobs hanging out so why do i feel uncomfortable", "label": "4"} +{"text": "i feel so virtuous writin my morning journal like here i am in a jane austen novel which is aided by the fact that mr gs computer is on a kinda", "label": "1"} +{"text": "i feel as though you are determined to annoy me you know i dont want you listening to the radio", "label": "1"} +{"text": "i expect ou to win but i feel there strongest competition will be a pretty talented and experienced ok state squad", "label": "1"} +{"text": "i hate feeling discouraged but i keep trying to start the couch to k again and it just isnt going well at all", "label": "0"} +{"text": "i am just kind of left feeling insecure and uneasy in my own skin", "label": "4"} +{"text": "i smile people smile back and tell me they feel a little cheered up seeing me being jolly in the morning", "label": "1"} +{"text": "i love how the smells can make you feel so nostalgic", "label": "2"} +{"text": "i know some people may cringe but when i feel something in me i have to say it and if you wanna get mad well get mad", "label": "3"} +{"text": "i mean fuck i feel like i was way more considerate with customers and concerned about appearance and sanitiation snoozel pm but fine", "label": "2"} +{"text": "i feel i hate that cute patterns go out of print but similar variations of the same crappy skirt seem to last forever im looking at you simplicity", "label": "1"} +{"text": "i am feeling a bit nostalgic today", "label": "2"} +{"text": "i guess i feel that if i don t fulfill some of my artistic pursuits now i certainly won t have the time when the economy picks up", "label": "1"} +{"text": "i feel comfortable that i am not far above a and would like some more", "label": "1"} +{"text": "i love my job and i love my kids but at times i feel like they take so much of me the person that is left is dull", "label": "0"} +{"text": "i honestly never expected to feel so vulnerable", "label": "4"} +{"text": "i continue to cruise along the expressway feeling shitty", "label": "0"} +{"text": "i am so connected with families that are not my own and i love them so much and so i feel blessed to find a family to be connected with on so many different levels", "label": "1"} +{"text": "i started feeling festive very soon right back in november and i suppose it was inevitable that i ran out of steam before the day itself im feeling all a bit hummpffff today you know so much to do so little time and its all going to be over in a flash", "label": "1"} +{"text": "i understand that any of my extremely positive attributes and there are some are overshadowed by my weakness and subconsciously some people are wired up to feel superior to others and thereby treat them differently", "label": "1"} +{"text": "i feel nostalgic to travel away from my country my family and my friends not because i dont like them", "label": "2"} +{"text": "i should say how i feel that he s perfect for me and this love is for real", "label": "1"} +{"text": "i wrapped one child after another in a hug i realized with a sinking feeling how quickly each precious moment was passing and i was thankful that in that particular precious passing moment i was with my kids", "label": "1"} +{"text": "i feel so unimportant right now like i am not worth the time people waste on me i tried to be happy and not seem like something is wrong but i come back to the realization that something is wrong and i feel like i am worthless again", "label": "0"} +{"text": "i feel fantastic at a weight higher than than that is where i will stay", "label": "1"} +{"text": "i smokes hi feels more hat ome and kind o contented like", "label": "1"} +{"text": "i know my children feel valued as equal members of our family", "label": "1"} +{"text": "i hate feeling stupid and incompetent", "label": "0"} +{"text": "i feel quite disappointed in myself for being sucked into the charade", "label": "0"} +{"text": "i feel civilly disturbed class delicious title share this on del", "label": "0"} +{"text": "i feel passionate about and want to convey in my stories are not suburban north america but the truths of who god is are bigger than geography", "label": "1"} +{"text": "i care very little about impressing people unless its a person who i feel deserves being impressed", "label": "5"} +{"text": "i havent written in awhile and it feels terrific to scribble stuff down in a notebook from time to time", "label": "1"} +{"text": "i would further suggest people might feel more at ease in caring giving societies", "label": "2"} +{"text": "i was in the bathroom i had sat down to pee it was to make me feel submissive again per instructions", "label": "0"} +{"text": "i feel now so uncomfortable with all of them i guess is me", "label": "4"} +{"text": "i feel instantly glamorous just pulling it out of my handbag and sachaying it about for all to see", "label": "1"} +{"text": "i really wanted to like this one and whilst a couple of performances and the setting made this worth seeing it is developed in a way which is pedestrian at best and critically flawed when i feel less generous", "label": "2"} +{"text": "i feel so regretful about getting such high hopes on myself coz i thought i got the damn job and then spurging on things that i dont need when i can use those money to get something decent for both of us", "label": "0"} +{"text": "i feel weird having to yank it down and readjust it at points", "label": "4"} +{"text": "i am suddenly feeling very energetic", "label": "1"} +{"text": "im happy to have finished the script s its good to have a feeling of accomplishment but im feeling rather discontent", "label": "0"} +{"text": "i didn t for one minute feel intimidated or stupid", "label": "4"} +{"text": "i know mom s who would take once look at my facebook profile and feel envious of all the fun i seem to be having out with my friends the carefree state that my life is in where i am only responsible for me and can pick up at any time and go away for the weekend", "label": "3"} +{"text": "i was feeling rather playful last night as well", "label": "1"} +{"text": "i feel all kinds of excitment bacuse i really enjoy art and i hope my art will generate some talk amongst the loyal and the passerby", "label": "2"} +{"text": "i honestly hoped for you to wake up one day feeling terrible crying blood whatever", "label": "0"} +{"text": "i came across this picture of a diy twiggy candle holder and now im feeling all festive and creative", "label": "1"} +{"text": "i always had a feeling of being in shape and became increasingly frustrated with the daily accumulation of body fat elusive", "label": "3"} +{"text": "i don t feel frustrated anymore from the fierce us media campaign against egypt because the more they attack us the more we know that we are on the right track", "label": "3"} +{"text": "i feel like they might be engineering hostile situations by which i mean wars and missile testing and dropping spy planes out of the sky and all the rest because overwhelmingly they have y chromosomes and because they are bored", "label": "3"} +{"text": "i feel all bouncy and yay today for it", "label": "1"} +{"text": "i feel disgusted embarrased and sad about how i handled the situation", "label": "3"} +{"text": "i feel like im as useless as dust bunnies", "label": "0"} +{"text": "i overhear the victory tune on some geeks ringtone i feel triumphant", "label": "1"} +{"text": "i also got a chance to watch my cousin dance in the royal opera house and i must say i was feeling so proud i got teary eyes on the beginning but shhhhhhh its a secret", "label": "1"} +{"text": "i was okay with it but still little have feeling for that my brother was more amazed he like mihm but he wasn t going to get playing time", "label": "5"} +{"text": "i think thats exactly how ill be i love my year at school but were all leaving at the same time whereas it feels very sad to leave behind all my friends from years within the music department as well as the year form ive worked with for years and my amazing violin pupils", "label": "0"} +{"text": "i am going to print this and refer to it as often as i can so that when i feel things which arent so pleasant i can remember that now is the only moment i have to live in so make the most of it", "label": "1"} +{"text": "i am so happy because i finally feel like i m doing something that i am compassionate about", "label": "2"} +{"text": "i feel like time is precious so they were dead on with saying i would be interested in time saving devices i m always looking to save time", "label": "1"} +{"text": "i stop feeling so depressed and", "label": "0"} +{"text": "i needed to clear my head he tells him and sighs when he feels gentle fingers in his hair", "label": "2"} +{"text": "i have this nagging feeling that i fucked everything up on the first try", "label": "3"} +{"text": "i feel really bitter", "label": "3"} +{"text": "im finally looking forward to my toes kissing the sand once again and feeling so free", "label": "1"} +{"text": "i feel agitated im nervous im anxious", "label": "3"} +{"text": "im feeling much devastated", "label": "0"} +{"text": "i reached down to feel what that strange sensation was and i felt something there", "label": "4"} +{"text": "ive been munching on craisins when i feel like something sweet", "label": "2"} +{"text": "i didnt cry but something inside was feeling incredibly doomed", "label": "0"} +{"text": "i am raising funds for the jag foundation jointly achieving growth a charity that i feel extremely passionate about", "label": "2"} +{"text": "i am feeling overwhelmed with the responsibilities of being a teacher that someone is trusting me with their most precious gift and it is an honor", "label": "5"} +{"text": "i entered the temple feeling vaguely terrified", "label": "4"} +{"text": "i have been feeling so overwhelmed lately", "label": "4"} +{"text": "i feel so hopeless and usually just want o scream", "label": "0"} +{"text": "i think im just being stupid feeling nervous", "label": "4"} +{"text": "i feel like i ve been beaten up by an american footballer then run over by a london bus", "label": "0"} +{"text": "i feel a bit foolish now", "label": "0"} +{"text": "i was upset and feeling weepy my mom wanted me to drink a mainstream caffeinated tea that she thought would help me feel calmer and more relaxed", "label": "0"} +{"text": "i feel so welcomed in chicago", "label": "1"} +{"text": "im not some outcast always feeling a fake sense of belonging", "label": "0"} +{"text": "i sometimes feel ashamed that i only care about my imagi nations", "label": "0"} +{"text": "i had to get up soon for choir so i dealt with the feeling of a headache thats not killer but could get that way if you angered it for most of the evening", "label": "3"} +{"text": "ive been feeling a little stressed and overwhelmed", "label": "0"} +{"text": "i hope you feel a little more glamorous after reading todays pinterest loves", "label": "1"} +{"text": "i feel one with the divine intelligence of life and can see it s creative expressions everywhere", "label": "1"} +{"text": "i feel much more relaxed i am enjoying life again i am very comfortable being myself and i never stop dreaming and tackling new projects", "label": "1"} +{"text": "i will try to tackle issues such as the bills that make their way through congress as well as those that i feel should be on the table for issues to be resolved", "label": "1"} +{"text": "i didnt like that she was intent on getting in between them when they were first starting to have feelings for each other but i liked how she backed off when she realized just how strongly leo felt for clara", "label": "2"} +{"text": "i go back to my village i feel i am really lonely", "label": "0"} +{"text": "i was expecting to say this is a very bittersweet feeling but all im feeling is bitter", "label": "3"} +{"text": "i must confess im feeling a little overwhelmed", "label": "4"} +{"text": "ill feel terrible in the end i dont know why i chose to continue being the shoulder for people to cry on or the one reliable person they can always turn to", "label": "0"} +{"text": "i remember feeling equally dazed and road rollered when the twins came home and that was with the pee and poo all neatly tied up in diapers", "label": "5"} +{"text": "i feel offended if you question my results as unfair saying that i am lazy and all so why", "label": "3"} +{"text": "i drove home i was aware of feeling not like myself and then she called to ask if i was ok", "label": "1"} +{"text": "i feel nervous when i think about going to australia though i feel exited at the same time", "label": "4"} +{"text": "i feel wonderful im tipping over backwards im so ambitious im looking back im running a race and youre the books i read so feel my fingers as they touch you arms im spinning around and i feel alright the book i read was in your eyes", "label": "1"} +{"text": "i am feeling really lousy i take out the diy therapy chart and look up the emotion i am experiencing", "label": "0"} +{"text": "i crossed the line targeting the developer more than the game and hurting feelings that didn t need to be hurt", "label": "0"} +{"text": "i feel romantic and passionate toward my partner", "label": "2"} +{"text": "i want to wimp out on feeling outraged", "label": "3"} +{"text": "i did feel a little lighter in spirit now that i knew that neither he nor warrick despised me for my incredible naivety and stupidity", "label": "3"} +{"text": "i thought it might and it makes my hair feel lovely and silky", "label": "2"} +{"text": "i checked on you was a long time ago i can say you were happy way back then feeling contented with everyone and everything around you", "label": "1"} +{"text": "im still feeling annoyed though", "label": "3"} +{"text": "when i found out that i had passed the last two exams by a margin of three marks", "label": "1"} +{"text": "i feel like im rotten and empty inside", "label": "0"} +{"text": "i can begin to process the emotions i am also feeling from a pregnancy which would have been welcomed if it had been under different physical conditions but these thoughts are for my next blog", "label": "1"} +{"text": "i feel smart though", "label": "1"} +{"text": "i actually feel the most content", "label": "1"} +{"text": "i feel the gentle press of the seed through the soil", "label": "2"} +{"text": "i feel so insecure when we figt", "label": "4"} +{"text": "i want to love you but i feel like there some sort of hindrance thats keeping me from loving you", "label": "2"} +{"text": "i herself wearing some of the items and they make me feel optimistic", "label": "1"} +{"text": "i love the way he talks sometimes i feel shy when i was inside him", "label": "4"} +{"text": "im in the kitchen and glance over at that lovely robins egg blue binding i feel assured that anything i will ever need to know about food can be found within those pages", "label": "1"} +{"text": "i love gives me a great feeling of contented accomplishment", "label": "1"} +{"text": "i couldnt help but feel totally distraught and utterly helpless when lorena was kidnapped and tortured almost to death by a band of enemies i was desperate for her freedom", "label": "4"} +{"text": "i feel a little weepy over the fact that my baby is no longer a baby", "label": "0"} +{"text": "i would probably feel much less exhausted if i had a husband who was able to come home after work and contribute to the parenting and household tasks", "label": "0"} +{"text": "i was overwhelmed by the feeling of being impressed i think these kids theyre years younger than me i can call them kids right", "label": "5"} +{"text": "i have a feeling innocent world and i are going to become great friends", "label": "1"} +{"text": "i was still feeling strong but i missed a couple lifts", "label": "1"} +{"text": "i know im not in the best place of my life still dealing with the infertility issue but i feel i have a lot to be thankful for", "label": "1"} +{"text": "i just remember being so fully stressed out and while i had fun i feel it could have been more lively", "label": "1"} +{"text": "i am feeling very generous today and normally when i feel that way ill host some sort of giveaway or contest", "label": "1"} +{"text": "i have not always believed that i deserved to feel this divine guidance", "label": "1"} +{"text": "i feel it s a worthwhile cause and hope you decide to participate", "label": "1"} +{"text": "i feel beyond ecstatic acause i can", "label": "1"} +{"text": "ill be whingeing about how much i ache but at least i can feel slightly virtuous about it too", "label": "1"} +{"text": "i really want to write and still feel like ive not been useful that day", "label": "1"} +{"text": "i feel safe secure and protected when im in my daddys embrace", "label": "1"} +{"text": "i feel very contented whenever i think of this because the thought of having good school mates seniors and batchmates makes me feel somewhat rather comforted", "label": "1"} +{"text": "ive been more vocal about how i feel what i think and am convinced that i will not let anyone walk all over me or let my opinion not matter", "label": "1"} +{"text": "i guess i do have to give some credit to the douche bags out there though because after all those feelings are what give birth to these lovely words i utter", "label": "2"} +{"text": "i cannot help but feel a bit anxious on how this delivery will go hopefully another vbac if all goes as planned", "label": "4"} +{"text": "i feel like things are getting a little overwhelming a few spritz of this toner really helps calm and soothe me", "label": "1"} +{"text": "i provided dinner alcohol and a place to crash and all i got in return was the feeling of being completely unwelcome in my own apartment", "label": "0"} +{"text": "i feel these unwelcome guests beginning to take hold of me i will retreat to pray if but only for a moment", "label": "0"} +{"text": "i walk by those temptations i feel disgusted", "label": "3"} +{"text": "i feel really dumb but also have way more sympathy for people with real and life long allergies", "label": "0"} +{"text": "i would have liked to go but that i wouldnt leave without reason because that would feel highly uncomfortable", "label": "4"} +{"text": "i want to feel all year long that lovely warm tingle that october brings", "label": "2"} +{"text": "i swallowed my feelings trusting him", "label": "1"} +{"text": "i had this strange feeling that she was incredibly distressed", "label": "4"} +{"text": "i was feeling very reluctant about the players even finding a library or sage to identify stuff for them", "label": "4"} +{"text": "i have days where i want nothing more than to be unwanted and where i resent the pressure i feel to be and do everything for everyone even my precious children", "label": "1"} +{"text": "i really do feel giggly", "label": "1"} +{"text": "i feel tranquil now", "label": "1"} +{"text": "i have not written is that i am still feeling angry about something that happened on friday which seems to have invaded my happy place with recurring angry thoughts", "label": "3"} +{"text": "i was feeling glad", "label": "1"} +{"text": "i restrain all emotion asked asked her su wen is a laugh said see us smiling at the side maybe the feeling that i am sincere concern for su wen is right", "label": "1"} +{"text": "im feeling really festive now tree is up amp decorated apart from the fairy shes still in the loft will have to go and find her tomorrow", "label": "1"} +{"text": "i do feel that i need to do something more productive with my days not having the stress of exams has made me feel like i dont have a goal which im working towards if that makes sense", "label": "1"} +{"text": "i was i might be buying stuff from there but i feel the clothes are too casual", "label": "1"} +{"text": "i kept feeling like i missed something and i needed to go back and re read", "label": "0"} +{"text": "i feel horrible having to say not right now so often", "label": "0"} +{"text": "i think theres nothing inherently wrong with feeling homesick", "label": "0"} +{"text": "i get to feel virtuous in comparison to him but i don t really have to put out", "label": "1"} +{"text": "i would feel drained after my workouts but that to be expected after any workout at least in my experience", "label": "0"} +{"text": "i get the feeling that she is dissatisfied with life now and that she is filled with regret and bitterness as she has distanced herself from all possible means for disappointment", "label": "3"} +{"text": "i feel it is because mccarthy isn t at that place yet in her career where she can really consistently humanize a character while balancing out the fact they are supposed to be funny", "label": "5"} +{"text": "i am kind of feeling melancholy because of the recent tragedy in bontoc you know when we were there you do get the feeling that every turn is the last turn you are ever going to make in your life", "label": "0"} +{"text": "i feel like i mother at the expense of being productive", "label": "1"} +{"text": "i feel completely drained physically and mentally worn out", "label": "0"} +{"text": "i feel that things are a lot more relaxed than they were maybe years ago", "label": "1"} +{"text": "i could spend hours on a set and feel amazing", "label": "5"} +{"text": "i get one i feel like i need to either even things out by immediately giving one back or make things even less even by using a comeback as if i was just insulted", "label": "3"} +{"text": "i am feeling shaky all day too", "label": "4"} +{"text": "i feel all glamorous", "label": "1"} +{"text": "i had been out of sorts and feeling a bit isolated", "label": "0"} +{"text": "i feel the sting of pain from its teeth but im angered", "label": "3"} +{"text": "i feel like a low life mooching off everyone", "label": "0"} +{"text": "when junior doctors returned to work after bunking them", "label": "3"} +{"text": "i am feeling to embarrassed about my body to take my son to the local pool i ll think of this poor woman and just rock the most scandalous piece of swimwear available", "label": "0"} +{"text": "i thought maybe i can get through this but now today and i am up crying already and feeling incredibly depressed", "label": "0"} +{"text": "i made justin feel pretty miserable last night im sure", "label": "0"} +{"text": "i am sitting here typing this and wondering where i belong feeling distracted feeling comfortable feeling misunderstood and hurt", "label": "3"} +{"text": "i had a great relationship i feel so blessed to have had such a strong male figure in my life he truly treated me like his princess", "label": "2"} +{"text": "i feel badly enough about myself and everything thats going on and some of these people that are supposed to be helping me arent particularly sympathetic", "label": "2"} +{"text": "i feel and however tragic their situation that s no reason to increase the wage", "label": "0"} +{"text": "i am not sure what would make me feel content if anything", "label": "1"} +{"text": "i feel very successful in both my family and work life", "label": "1"} +{"text": "i feel like i was actually productive today", "label": "1"} +{"text": "i feel heartbroken and sad", "label": "0"} +{"text": "i am here again feeling confused of what is happening around me looking for a plane to grasp a reality to settle that feels like it is my own", "label": "4"} +{"text": "i feel loved by family and smiled at by friends", "label": "2"} +{"text": "i still have a lot to paint on the warhound but enough of the model is now put together that i would not feel embarrassed fieldi", "label": "0"} +{"text": "i feel that way considering most people are pretending to be the way they are and very very few are being sincere", "label": "1"} +{"text": "im standing by myself off near maxs crib watching the whole thing and feeling more terrified", "label": "4"} +{"text": "i feel when i recall fond memories of trips spending time with family", "label": "2"} +{"text": "im excited that i got the chance to get away and am now feeling a lot more appreciative of what i thought was just a normal life but realize with a different lens to look through is a pretty darn great one with a lot to be thankful for each and every day", "label": "1"} +{"text": "i felt humiliated and belittled me because it keyed into all of my trigger points it made me feel stupid and inarticulate and laughable and flattened about something i m passionate about knowledgeable about and see as my place in the world", "label": "0"} +{"text": "i grow learn more and mature a little more which really makes me feel a sense of joyful peace within", "label": "1"} +{"text": "i was feeling quite nervous", "label": "4"} +{"text": "i feel that i helped to bring some happiness into the life of my troubled friend and to this day the zz top logo keychain hangs in my room and wherever he is i know that he s doing just fine cheers man", "label": "0"} +{"text": "im just feeling that dating is an important part of growing up", "label": "1"} +{"text": "i woke up feeling distraught", "label": "4"} +{"text": "i am very very tired of feeling like such a horrible person", "label": "0"} +{"text": "im feeling very hopeful about that and this seems like a good time for me to switch doctors too", "label": "1"} +{"text": "i am terrified and not feeling terribly keen right now", "label": "1"} +{"text": "i was feeling pretty wiped out mentally amp physically i was determined to get some oxygen to my brain", "label": "1"} +{"text": "i feel so appreciative to have my life to live", "label": "1"} +{"text": "i hardly feel like i had a weekend if i dont get fucked up", "label": "3"} +{"text": "i feel decently intelligent", "label": "1"} +{"text": "i still have cramps plus i get really dizzy when i stand up and my whole body is aching and i just generally feel extremely uncomfortable", "label": "4"} +{"text": "i expect and hope the greater id feel disappointed", "label": "0"} +{"text": "i definitely feel he should get a title supporting and the picture for once", "label": "1"} +{"text": "i feel so vulnerable", "label": "4"} +{"text": "i of britain so were louis xvi and marie antoinette but i think perhaps i feel the loss of russia more because it was so violent it was the entire family and because it was so comparatively recent", "label": "3"} +{"text": "i am a mother though most days it still feels strange to realize i am one", "label": "5"} +{"text": "i spend my energy making the world i live in a better place and do everything in my power not to kick people or feel superior to others who dont have the same challenges as myself", "label": "1"} +{"text": "i have to get it in my head that i didnt do anything wrong its just of them have feelings for someone else and one just doesnt appear very considerate", "label": "2"} +{"text": "i don t feel super strongly about it", "label": "1"} +{"text": "i woke up feeling listless and dehydrated from a weekend that included a strip club tackle football hours of binge drinking and a hockey game so i decided not to go to work", "label": "0"} +{"text": "i like listening to hardcore sxe music its the one thing that lets me feel rebellious while not chocolating out or spending till its gone", "label": "3"} +{"text": "im really excited for her birthday but feeling super nostalgic about it", "label": "1"} +{"text": "i seem to remember feeling very contented", "label": "1"} +{"text": "i keep feeling weird sensations img src http s", "label": "4"} +{"text": "i feel like i want to make something but the house is so messy and i am still finishing up christmas gift knitting", "label": "0"} +{"text": "i know that s wrong but i feel ugly", "label": "0"} +{"text": "i left feeling quite dissatisfied with the whole thing specifically that she dictated to me that i should be on meds and did not discuss with me why she thought this was necessary nor what other lifestyle options there might be to reduce my risks etc", "label": "3"} +{"text": "i walked out the disinfected building feeling immensely dirty and lost and couldn t recognize where i was", "label": "0"} +{"text": "i feel super bad that thanksgiving seems to disappear more and more each year but i would be lying if i said that i werent excited for official christmas time", "label": "1"} +{"text": "im not feeling well a href http", "label": "1"} +{"text": "i feel super bad about it", "label": "1"} +{"text": "i feel like no other day should be less valuable than another because of a certain event is going to happen", "label": "1"} +{"text": "when i received the first year results as the first year had involved a lot of work and i was very pleased when i got the results", "label": "1"} +{"text": "im which turned out to be easy yummy and made me feel very clever as i was able to make sandwiches and soup out of the leftovers like my mum", "label": "1"} +{"text": "i hate being selfish but i gotta admit i feel so depressed about it", "label": "0"} +{"text": "i do feel angry", "label": "3"} +{"text": "i experienced that feeling that people get when they are charmed or attracted to someone and that time was enough and a blessing in itself for me", "label": "1"} +{"text": "i feel however that this is my least successful look and one that upon reflection i would change the most", "label": "1"} +{"text": "i guess i am just feeling slightly shaken at this sudden news", "label": "4"} +{"text": "i wish i could take my feelings and sort them as i would a messy file", "label": "0"} +{"text": "i feel the tingle in my stomach and the pleasant fullness of satisfaction", "label": "1"} +{"text": "i have had some very emotional nights of crying feeling unsure and angry", "label": "4"} +{"text": "i feel that phrase implies a calm orderly procession in which i would remove the refuse from my", "label": "1"} +{"text": "i feel like my house is constantly messy and i feel like i am always cleaning up after them", "label": "0"} +{"text": "i feel really pumped and also am eager to try hiit high intensity interval training thanks to my new friend sarah", "label": "1"} +{"text": "i cant help but feel someones going to end up pissed at me", "label": "3"} +{"text": "once i was caught by thugs aged between", "label": "4"} +{"text": "i only feel vaguely remorseful", "label": "0"} +{"text": "i feel drops of sweat break out on my forehead and i contemplate doing anything taking anything taking everything to cool the reactor", "label": "1"} +{"text": "i know what i believe and how i feel but some part of me is still hesitant because the old me would have said that anyone who believed there was a god was crazy", "label": "4"} +{"text": "i didnt feel as amazed as i expected their nail area is quite small and isnt very posh and cushy like i hoped", "label": "5"} +{"text": "i started to feel really confused", "label": "4"} +{"text": "i went to work like normal and didnt feel bad in any way shape or form", "label": "0"} +{"text": "i could feel myself putting on that i m simply splendid", "label": "1"} +{"text": "i mean architectural wonders just make you feel wowed impressed and you just end up really respecting the people who built them but nature just makes you feel so much more aware of the world around you without actually actively doing anything because they were always there you know", "label": "5"} +{"text": "i feel awful for making this all about me and my flawed academia instilled value system but my brain won t shut up about it", "label": "0"} +{"text": "i feel more self assured and confident in my abilities", "label": "1"} +{"text": "i read cases of sons ignoring their old and helpless parents i feel very unhappy and sad", "label": "0"} +{"text": "i cant continue to be the whipping post for someone who feels lousy about themselves", "label": "0"} +{"text": "i focus on it the better i feel ive been writing this post on what makes me truly happy after being inspired by the happiness project and its seems like the most simple thing but its so eye opening", "label": "1"} +{"text": "i hope that you realize how such little effort is required to make a person feel better about themselves or their situation whether its me a family member a college or high school friend a neighbor down the street or even a complete stranger", "label": "1"} +{"text": "i definitely cannot prove but i feel that its important enough", "label": "1"} +{"text": "i feel so humiliated because as i was spending my days off planning a beautiful wedding he was calling texting taking some other girl out and fucking her", "label": "0"} +{"text": "i feel less comfortable in some parts of the blogosphere than i do in real life", "label": "1"} +{"text": "i always feel kinda sad for them when the authority figures eventually show up on the scene and squeeze all of the risky fun out of their play time", "label": "0"} +{"text": "i came home from work today feeling satisfied that work went alright", "label": "1"} +{"text": "i go to little tiny andover and take a walk at night i feel absolutely terrified", "label": "4"} +{"text": "when in a car accident where car was total wipe off wipe out", "label": "4"} +{"text": "i took away all the disappointed feeling all the paining i gave my heart to be heal by lord because he s the only one love who never betrayed never lose loyalty even i didn t loyal to him", "label": "2"} +{"text": "i dont know who i like i feel so bitchy and flirty", "label": "3"} +{"text": "i feel like im giving them a story to tell to their friends and family which is funny because growing up i anticipated to be the one to travel and spontaneously meet an erratic person that swoons me with their life stories", "label": "5"} +{"text": "i do feel weird making an exact replica of someone else work", "label": "4"} +{"text": "i kind of messed up the tips on the left hand but its a bit harder to stamp backwards and upside down but i feel that it still looks pretty cute or should i say delicate to me", "label": "1"} +{"text": "i really need to be at church to feel gods gentle touch in my life", "label": "2"} +{"text": "i had been lying to myself feeling that maybe because i so loved spending time with this fellow and thought he enjoyed his time so equally with me that maybe the ends justified the means", "label": "2"} +{"text": "i do feel a bit deprived of a typical experience", "label": "0"} +{"text": "i feel disturbed betrayed untrustworthy slightly disagreeable", "label": "0"} +{"text": "i cant blog if im feeling inspired and once i do blog i lose inspiration", "label": "1"} +{"text": "i love it i love doing it that way the pride and self satisfaction i feel when i do something by hand like that is a more pleasant feeling than what most other things in life can offer me these days", "label": "1"} +{"text": "i feel numb burn with a weak heart so i guess i must be having fun the less we say about it the better make it up as we go along feet on the ground head in the sky its ok i know nothings wrong", "label": "0"} +{"text": "i feel cute and sexy all at once and its not so sheer i feel naked", "label": "1"} +{"text": "i hope to always remain grateful even when feeling a little unsure about my endeavors", "label": "4"} +{"text": "i bet you are feeling really mad and hurt", "label": "3"} +{"text": "im looking up at the clouds moving across the sky and up up at the tallest buildings in the city i immediately feel a sense of calm surround me but oops", "label": "1"} +{"text": "i much regret that i allowed johann to accompany me from khartoum i feel convinced he can never rally from his present descara", "label": "1"} +{"text": "i feel im getting less and less vigorous", "label": "1"} +{"text": "i feel more useful", "label": "1"} +{"text": "i feel so thankful to be on their team", "label": "1"} +{"text": "i just feel like supporting them", "label": "1"} +{"text": "i sympathize with this person but i also feel a bit skeptical the theme is loss because everyone looses", "label": "4"} +{"text": "i can feel my self as a fearless continuous being", "label": "1"} +{"text": "i feel really burdened by this days challenge", "label": "0"} +{"text": "i keep feeling pleasantly surprised at his supportiveness and also his ease in new situations", "label": "5"} +{"text": "im zooming right through the second trimester and i feel fantastic just as i did with trinity", "label": "1"} +{"text": "i feel like we are pressured into being young beautiful thin and depending on the trend having the girls rejuvenated or butt implants", "label": "4"} +{"text": "i know it will come next week and i will sit in it relish it love it hate it and feel the hurt", "label": "0"} +{"text": "i have that overwhelming feeling of not being good enough recently", "label": "1"} +{"text": "i should have known she likes kamiki kun he laughs nozomi feels an unpleasant knot in her stomach you must think i m a fool don t you nonchan", "label": "0"} +{"text": "i feel more joy and anticipation of all that is my divine right", "label": "1"} +{"text": "i last posted to the blog i feel a bit like a neglectful mother", "label": "0"} +{"text": "i feel stressed out i would watch movies alone or just walk on the streets alone", "label": "3"} +{"text": "i could sit for hours with some old friends catching up and just feel like i am in a uber gorgeous", "label": "1"} +{"text": "i prefer to sit in the large room at the back with its wooden floor and upholstered chairs which has a timeless feel in summer a gentle breeze blows through the floral curtains as you savour your large piece of cake or perhaps some of their famous a href http en", "label": "2"} +{"text": "im writing again but feel like discarding it because of lack of supporting ideas", "label": "2"} +{"text": "i expect fast food sales to rise a smidgen a negligible blip and for someone to be benched and half of the people to feel jubilant and about the same number to either feel let down or house their disappointments in hopes for the next season", "label": "1"} +{"text": "i figured out why i feel so crappy and so now i don t feel so crappy because a lot of feeling crappy comes from trying to figure out why certain negative emotions exist especially when my life is pretty damn good most of the time ya", "label": "0"} +{"text": "i feel frustrated and upset and demotivated when i dont see a whole picture of the curriculum that im studying for example english class", "label": "3"} +{"text": "i could feel her eyes boring a hole in my neck as i quickly stepped to the side so i wasn t in the way of her son anymore", "label": "0"} +{"text": "i walked away feeling triumphant with my first purchase of new make up finally done", "label": "1"} +{"text": "i feel like if i train smart and take it easy i will be back to my former self in no time", "label": "1"} +{"text": "i feel like a very impatient mensa member at such times", "label": "3"} +{"text": "i instead feel restless", "label": "4"} +{"text": "i feel lonely so unbearably crushingly lonely you are not the only one a href http creativeliar", "label": "0"} +{"text": "im feeling bitter today my mood has been strange the entire day so i guess its that", "label": "3"} +{"text": "i don t believe these feelings can be blamed solely on the lack of empathy towards family life by government policy makers and employers which the analysis on this survey would seem to suggest", "label": "0"} +{"text": "i will enclose her verses on her could not weigh much more thinking and feeling curious to hear the odd couple", "label": "5"} +{"text": "i feel them and im loving it", "label": "2"} +{"text": "i love this or that it s an unconscious attempt to cover up or remove the deep seated feelings that always accompany the ego the discontent the unhappiness the sense of insufficiency that is so familiar", "label": "0"} +{"text": "i feel like this is something i can do well and its helped me out of tough spots before", "label": "1"} +{"text": "i hope to god it is a false reading because i feel so unprotected without him", "label": "4"} +{"text": "i was feeling very keen to get out of the camp site before they realised i had been given the best gift of all free accommodation and free services", "label": "1"} +{"text": "i view jesus as a human being through whom i and others feel weve encountered the divine i dont view him as a superman", "label": "1"} +{"text": "i find myself often feeling isolated alone and starved for stimulating adult conversation", "label": "0"} +{"text": "i feel special joy in your elevation to this post", "label": "1"} +{"text": "i want to take a shower without feeling like i was beaten with a baseball bat", "label": "0"} +{"text": "i am feeling rather triumphant that i decided to disagree with davids notion that the real peak was further on and decided to give the side trail a chance", "label": "1"} +{"text": "i feel very triumphant when ive found s", "label": "1"} +{"text": "i feel that they are vulnerable in the coming election given their performance", "label": "4"} +{"text": "i feel unimportant but even if i am in some way its still not my place to be making any decisions or voicing my opinions and its certainly not my place to be sharing my feelings", "label": "0"} +{"text": "i feel confident that my prayer will be granted", "label": "1"} +{"text": "i really feel stupid", "label": "0"} +{"text": "ive had little movie star tears come down but the way i feel is not relieved by that", "label": "1"} +{"text": "im already feeling less agitated", "label": "3"} +{"text": "i feel listless and things have been rather strained around here lately", "label": "0"} +{"text": "i feel complacent in my life", "label": "1"} +{"text": "i dont know how and i dont know why but i feel as if everything is going to be ok", "label": "1"} +{"text": "i think of what dharavi means for mumbai and the country if you keep the annual turnovers aside for a while i feel agitated", "label": "3"} +{"text": "i feel irritable and unfulfilled if i dont paint for several days", "label": "3"} +{"text": "i got a very encouraging phone call the other day and im feeling very hopeful", "label": "1"} +{"text": "i dont have to buy it in tubs which feels vile", "label": "3"} +{"text": "i can feel what it feels like being a girl in hypnosis only and be perfect and normal in real life", "label": "1"} +{"text": "i feel super bad because i miss the blogging world miss reading everyones blogs miss documenti", "label": "1"} +{"text": "i wake up feeling kind of dazed and groggy", "label": "5"} +{"text": "i am feeling gloomy like the weather", "label": "0"} +{"text": "i was also feeling pretty low being fired four days before christmas", "label": "0"} +{"text": "i am an infp a very strong introverted feeling person you could say i am passionately emotional about even the most insignificant of things", "label": "0"} +{"text": "i have been taking it slowly going at my own pace and not feeling pressured to finish or catch up and im not looking for a miracle cure", "label": "4"} +{"text": "i guess i m a sucker for the grand and endless battle between apparent good and apparent evil and i m no different than anyone else who feels they have the divine gift of discernment in situations like this", "label": "1"} +{"text": "i could feel her eyes on me hot on my skin", "label": "2"} +{"text": "ive been feeling so jaded", "label": "0"} +{"text": "im feeling more stressed", "label": "0"} +{"text": "i feel like im not being the joyful me maybe its the hormones just act like how you feel never lie to yourself", "label": "1"} +{"text": "i am offering two original works for immediate sale for cheaper than usual as i want to donate all the proceeds to a cause i feel very worthwhile before mid february", "label": "1"} +{"text": "a group of youngsters dressed in fads talked foul language on a bus they also insulted the pedestrians on the road and were impolite to the passengers of the bus", "label": "3"} +{"text": "i feel so heartbroken but in a silly way of course", "label": "0"} +{"text": "i was telling obbie last night i feel like a terrible christian", "label": "0"} +{"text": "i suppose because everyone elses problems are generally much worse than mine so i feel idiotic for not just learning to deal with everything myself", "label": "0"} +{"text": "i feel very peaceful about the whole situation", "label": "1"} +{"text": "i was out shopping with a friend the other day and she asked how i was feeling about the book coming out and i said i was terrified and she asked why", "label": "4"} +{"text": "i feel most of the time i think i look pretty cute", "label": "1"} +{"text": "i am feeling brave we will go somewhere further afield like a walk in the woodlands around a farm to the beach or some other full day activity", "label": "1"} +{"text": "i was on my own tearful and feeling unloved even though i know that i am", "label": "0"} +{"text": "i hope that one day they feel as strong and optimist as i do right now in my life", "label": "1"} +{"text": "i watched him run by i couldnt help but feel envious", "label": "3"} +{"text": "im trying to standby his mother and follow my heart but she makes me feel like its all in vain sometimes", "label": "0"} +{"text": "i feel proud of my work and the playful enriching curiosity encouraging environment that work has created for future kindergarteners who come through the school", "label": "1"} +{"text": "i feel her longing to be touched and all that but really with the guy who wanted to control you and make you kill other people", "label": "2"} +{"text": "i feel like im not serving a purpose to anyone whether it be keeping them from committing suicide or just a casual conversation partner at a social gathering i am transported to a dark spot", "label": "1"} +{"text": "i want to feel playful and open and vulnerable and have a great time", "label": "1"} +{"text": "i feel eager to see the show sometimes i just cringe at the thought of watching it again", "label": "1"} +{"text": "i feel impatient to do a final post after four more weeks with tangible results so far its exciting to see how far the philips reaura can go in terms of firming and smoothing", "label": "3"} +{"text": "i dunno being around him makes me feel like a startled rabbit", "label": "4"} +{"text": "i just feel more vulnerable than other people", "label": "4"} +{"text": "when reading a newspaper story of a man who had committed incestuous acts on his twoyear old child the thought that anyone could do such a thing is abhorrent to me", "label": "3"} +{"text": "i feel like an idiotic twat for some of the things i have written in the past and for some of the things i have advertised having done", "label": "0"} +{"text": "i feel that the perpetrator should be punished to the full extent of the law", "label": "0"} +{"text": "i had a quarrel with my parents i was convinced to be right", "label": "3"} +{"text": "i feel this perverse pleasure in knowing how were so much the opposite of everything youre supposed to do", "label": "0"} +{"text": "i feel may be useful to my readers who are searching tablets but dont want to break your wallet like the apple ipad tablets do", "label": "1"} +{"text": "id feel like a heartless bitch if i didnt share these with anybody", "label": "3"} +{"text": "i can feel again i want to talk about the positive feelings of love good will and support that are raining down upon my detoxified mind and body and on behalf of the team here at iws radio i want to give a virtual hug and say thanks to some people for making me smile during sunday s show", "label": "1"} +{"text": "i feel blessed that i am free to be me", "label": "2"} +{"text": "i am still working through the guilt of feeling selfish for self preservation without the justification that i must survive to bring up my babies", "label": "3"} +{"text": "i feel really good about all of these schools though i know some are long shots", "label": "1"} +{"text": "i just feel like its rude", "label": "3"} +{"text": "i just don t feel thankful rel bookmark some days i just don t feel thankful posted on a href http babychaser", "label": "1"} +{"text": "i lose well it will be no great loss but if i win then i will feel rather smug at having picked out the end to this unbelievable run", "label": "1"} +{"text": "i like my new bunnysuit when i wear it i feel cute", "label": "1"} +{"text": "i am thinking and keeping current so they don t feel they need to keep me entertained or babysat me by giving me more work or projects that are not needed", "label": "1"} +{"text": "im feeling very sentimental tonight", "label": "0"} +{"text": "i am just feeling shitty right now", "label": "0"} +{"text": "i feel quite uncertain that the art i create and my personal brand of creative living are what im here to contribute", "label": "4"} +{"text": "i cant believe the moment where i feel the most useful is when im washing the dishes", "label": "1"} +{"text": "i feel rejected by all the men i like i gave up on asking why and what i did so they ran away", "label": "0"} +{"text": "i am feeling generally morose and didnt stop for my jamba juice today so i am going for a frappucino later", "label": "0"} +{"text": "i feel my foot is aching my thigh is numb from the knee to the hip although i haven t gained weight i feel like it is shifting to my middle and i feel like i m a little trapped in this crumbling body", "label": "0"} +{"text": "i feel amazing about tonight", "label": "1"} +{"text": "i do not believe there is any child that deep in the depths of their soul does not feel a longing for their mother", "label": "2"} +{"text": "i really feel valued", "label": "1"} +{"text": "i feel like ive missed the boat", "label": "0"} +{"text": "i am so pissed now lol screaming silently baby sleep beside me well thats that and tody is another day and i feel like being petty", "label": "3"} +{"text": "i feel every part of me agitated by the reality of the kingdom walk the talk", "label": "3"} +{"text": "i was feeling a little adventurous and ordered the seafood paella and lemonade and after the drink arrived i kicked myself as i should have ordered a glass of sangria", "label": "1"} +{"text": "i feel rubbish today having a bad cold and cough really isn t ideal and the thought of attempting to leave the sofa fil", "label": "0"} +{"text": "i feel like i m not really sure where everything is leading and i d look like a boob if i misrepresent things", "label": "1"} +{"text": "i feel wonderful and i m very very grateful for all the support", "label": "1"} +{"text": "i never knew it hurt his feelings i just thought he was being sarcastic in return", "label": "3"} +{"text": "i feel only love yesterday it brought tears to my eyes to hear him say that today i realize that it was why it was so special to be with them i was surrounded by love", "label": "1"} +{"text": "i hurt so bad i feel like i am finally getting punished for thinking the way i do and feeling so damn restless", "label": "0"} +{"text": "i really could not feel a thing and i felt slightly annoyed at the nurse who every time i pushed kept saying things like you are an incredibly strong woman be strong be strong", "label": "3"} +{"text": "i feel very passionate about healthy life and people who want to lose weight and get fit", "label": "2"} +{"text": "i love wearing new shoes i just feel so glamourous and when i get a pair of designer shoes i love the box and all the trimmings that come with them", "label": "1"} +{"text": "i changed i feel that im taking advantage of her this wouldnt have bothered me one bit before", "label": "3"} +{"text": "i feel more peaceful even though i dont think its very visible yet ive been trying to give less importance to the things that usually bother me like problems of organisation at my school for instance and focus more on trying to be happy and content with small things", "label": "1"} +{"text": "im just feeling very uncertain and", "label": "4"} +{"text": "i make an arcade i have a very simple purpose and that is to try to make it feel absolutely comfortable physically emotionally practically and absolutely", "label": "1"} +{"text": "i get the feeling this miserable narrator is pining for an ex lover dreaming of her return and wonders whether he should unlock his door in case she should come this way and in and have a drink and dancing", "label": "0"} +{"text": "i go to school feeling miserable but end up laughing for some reason is weird", "label": "0"} +{"text": "ive never been a huge holiday person but i definitely feel more festive more hopeful more willing to celebrate others joys", "label": "1"} +{"text": "im feeling cranky and horrible", "label": "3"} +{"text": "i am feeling a little nostalgic about it", "label": "2"} +{"text": "i have really come up against some intense struggles since moving in here and i have to say i am very proud at the way we are giving each other the respect to feel however we need to feel mad stressed whatever and yet we still pull together to fix the issue", "label": "3"} +{"text": "i feel exhausted just by writing that", "label": "0"} +{"text": "im constantly feeling alone", "label": "0"} +{"text": "i have a feeling if he balks at the soup it will be divine enough for me to finish all by myself", "label": "1"} +{"text": "i remember wearing the dress feeling fabulous looking fabulous announcing my good news to many friends whilst wearing that dress", "label": "1"} +{"text": "i was feeling unhappy with my work i joined in with the carping", "label": "0"} +{"text": "i guess im a tough woman but i feel delicate", "label": "2"} +{"text": "i can remember what it feels like to be enthralled by him i cant actually feel it", "label": "5"} +{"text": "i feel so sorry for the people affected", "label": "0"} +{"text": "i feel almost virtuous almost as though ive rejected being tethered to material goods but of course i still have two suitcases full of cashmere sweaters and rainboots", "label": "1"} +{"text": "ill admit it im bitchy sometimes but i feel as time goes by im getting more bitchy with him than my other relationships that went past the month mark", "label": "3"} +{"text": "i did not feel any emotion or was deeply saddened or stunned for that matter", "label": "5"} +{"text": "i think i was right to feel insulted", "label": "3"} +{"text": "i find when i look at things in this way i deal with the situation better and do not feel as agitated", "label": "4"} +{"text": "i feel with my precious little girls arms wrapped so tightly around my neck", "label": "1"} +{"text": "i feel i find i felt target blank clasheen by nicola brown a href http keepmeinstitchez", "label": "0"} +{"text": "im blocked i could at least be doing something constructive my room needs a major cleaning for instance but i feel agitated if im not at least doing research for this story it does require a lot of research", "label": "3"} +{"text": "my flatmate was asking questions about my relationship with my boyfriend", "label": "3"} +{"text": "i feel all the effort was worthwhile", "label": "1"} +{"text": "i seriously feel like a prisoner and i feel awfully gloomy when im in school thats why i always want to get out of the gates as early as possible", "label": "0"} +{"text": "im feeling all puppy dogs and rainbows when im exhausted yes believe it or not my hour work week can be exhausting too have work piling up and havent been able to do laundry or grocery shop in a week cause i have other things to do", "label": "0"} +{"text": "i feel like i have to dumb myself down in order to communicate effectively", "label": "0"} +{"text": "i feel like it dirty src http i", "label": "0"} +{"text": "i have found myself a lot lately i feel discouraged about many things in life", "label": "0"} +{"text": "i was feeling grouchy and upset about a situation with a girl which wasn t going how i d hoped", "label": "3"} +{"text": "i feel like im selfish", "label": "3"} +{"text": "i am baffled hurt that i feel assaulted and unsafe", "label": "4"} +{"text": "i can feel it in my aching bones", "label": "0"} +{"text": "i am so jealous im always jealous when he has fun without me and i fucking hate it i feel pathetic", "label": "0"} +{"text": "i am thankful for the safety of my loved ones and the loved ones of my friends here i am guilty for feeling so i am selfish and i am deeply saddened that there are people back home who cannot say the same", "label": "3"} +{"text": "i feel useless i don t pay for anything i just sit on the computer and do nothing all day while waiting or sending out resumes", "label": "0"} +{"text": "im so stoned on endorphin that all i can feel is my leg muscles seizing into petrified meat", "label": "4"} +{"text": "i thought maybe it was just my hands feeling funny but i touched my hair with my totally clean forearm and it became sticky", "label": "5"} +{"text": "im not mistaken all the thai business leaders at the dinner feel ashamed about the setbacks that have held thailand back from its full potential", "label": "0"} +{"text": "i try that i just feel that im being judged by eyes that only see me as a weird and vain bastard who thinks so much of himself", "label": "4"} +{"text": "i feel that my beloved nakahara mai would voice her nicely", "label": "2"} +{"text": "i was feeling that we had two too many as it was but oh well", "label": "1"} +{"text": "i tend to be a window shopper when im alone because theres always going to be a self imposed limit of one or two when im feeling naughty", "label": "2"} +{"text": "i could wear on a casual shopping trip to feel fabulous without even trying", "label": "1"} +{"text": "i most want to do better think harder feel more and be more tender", "label": "2"} +{"text": "i have to care about and care for people with disabilities who are targeted by sensationalist media reports as well as at the same time feel the sorrow i do for the parents family members and community in newtown connecticut that is stunned by the events of today", "label": "5"} +{"text": "i always feel that it is profoundly worthwhile", "label": "1"} +{"text": "i won t feel so shy and ashamed about it", "label": "4"} +{"text": "i was saying that ive been feeling unhappy besides having all those assignments im feeling unhappy also because im feeling kinda lost", "label": "0"} +{"text": "ive slowed down i take time to listen to my child and be in the moment and not feel like i need to immediately update my status on fb about the cute thing she did", "label": "1"} +{"text": "i need to feel like my time is valuable", "label": "1"} +{"text": "i became more dismayed as i studied what people were wearing and started feeling like though some of the outfits were gorgeous they were bought that way", "label": "1"} +{"text": "i am grateful to have a strong support system both internally and externally that i can rely on when i am feeling uncertain and weak", "label": "4"} +{"text": "i feel proud to be queer performing at lovebox", "label": "1"} +{"text": "i have been feeling so bad that he has to be coherent and deal with teenagers all week", "label": "0"} +{"text": "i feel like you re being super humble right now", "label": "1"} +{"text": "i don t know everyone s political views nor do i ask unless i feel it s important for further discussions or so that i don t offend them", "label": "1"} +{"text": "i do understand my mother and i feel bad that i cant help the way she wants me to because im still trying to help myself", "label": "0"} +{"text": "im feeling insecure and sad because i dont know what to do with my book", "label": "4"} +{"text": "i got up and started doing the one thing that always gives me joy even when im feeling lousy", "label": "0"} +{"text": "i realize i should be extremely grateful for your act of kindness lord i m feeling quite distressed at the moment", "label": "4"} +{"text": "i have to mention that i feel slightly unhappy because i have yet to get back any of my prelim papers maths aside and because of that ive been feeling stuck in limbo for the last weeks because i cant really start studying properly until i get back my papers", "label": "0"} +{"text": "i feel like the most hated person on the planet for turning brendon down", "label": "3"} +{"text": "i feel about being naughty for breast cancer awareness", "label": "2"} +{"text": "i feel very excited after my graduated what kind of lifestyle well have at the same time cafe are going to open but not that soon and we have to think about before a coffee shop what job we have to work as well to me i already fixed and i think youll be soon too", "label": "1"} +{"text": "i know and i feel that its time to wake up to be brave to change my perspective", "label": "1"} +{"text": "im not used to feeling the dependency or the neediness for being needy is not me or at least wasnt prior to recently", "label": "0"} +{"text": "i am feeling blessed that i live in america have a wonderful family and that dorothy kelsey was a part of my life", "label": "2"} +{"text": "i have a feeling his sex phobia is the result of his having been sexually abused by his sister when he was a child", "label": "0"} +{"text": "im feeling really quite angry", "label": "3"} +{"text": "i still feel worthless deep down inside", "label": "0"} +{"text": "i felt the sadness and remorse we are supposed to feel when we realize we have wronged someone corinthians", "label": "3"} +{"text": "ive been feeling lately that i am much less likeable than i used to be", "label": "1"} +{"text": "i dont know how i feel about my beloved teams draft", "label": "2"} +{"text": "i did not feel disappointed with the performance here", "label": "0"} +{"text": "i feel for these people they are some of the smartest most talented people i have ever met", "label": "1"} +{"text": "i feel people around me do not understand it they have no acceptance that i might need to grieve and suffer not only from the loss of my mother but the grief of never having a loving relationship expressed in ways i would want", "label": "2"} +{"text": "i had to change after several months due to the fact that i didnt feel my daughter was being helped or my daughter convinced me how rotten the therapists were", "label": "1"} +{"text": "i feel the pain of this in ways that only a tortured ti could possibly understand", "label": "4"} +{"text": "i didn t want to leave but i didn t before i thanked her parents for trusting me to spend the night and that it made me feel like they respected me", "label": "1"} +{"text": "i was not aware of his point of view as a white european who had undertaken this trip as a fulfillment of a childhood dream but maybe because of this awareness i was able to feel the tragic dawning marlowe experiences of humanitys ruthless rapacity and greed", "label": "0"} +{"text": "i know at this point is im starting to feel doubtful of the decisions i made", "label": "4"} +{"text": "i still feel slightly strange with sorrow but i know its not something of god but of satan", "label": "5"} +{"text": "i can t help but feel nostalgic every time i listen to it", "label": "2"} +{"text": "i feel so utterly humiliated and at the same time humbled by the goodness of her heart", "label": "0"} +{"text": "im well chuffed made me feel fab straight away", "label": "1"} +{"text": "i feel this strong urge to stop the work trip", "label": "1"} +{"text": "i really remember is feeling wonderful in the oatmeal bath", "label": "1"} +{"text": "i chat with other parents no great friendships have come out of it yet but it s nice to feel on friendly terms with some of the people i see at school events and around the neighborhood", "label": "1"} +{"text": "ive been feeling reluctant intermittent and lacklustre to pen my thoughts down", "label": "4"} +{"text": "i am feeling super excited as the weeks seem to be flying by and we are getting closer and closer to our due date", "label": "1"} +{"text": "i hope that you are all feeling festive and keeping warm", "label": "1"} +{"text": "im feeling festive and i dont think i posted a good picture of our tree", "label": "1"} +{"text": "im definately feeling the change but im refusing to feel impatient about it", "label": "3"} +{"text": "i feel privileged to be there at this very real and intense time", "label": "1"} +{"text": "i feel that disdain from him when i acted as if id been wronged by him", "label": "3"} +{"text": "i feel free really better a href http", "label": "1"} +{"text": "i can help but feel sympathetic", "label": "2"} +{"text": "i am feeling like painting tonight and simply being creative", "label": "1"} +{"text": "i hope you can feel that and will take the time to feel tender about your life for a moment", "label": "2"} +{"text": "i have certainly been in places where i did not feel welcomed and i made a point to go on to a place where i did find that feeling of welcoming", "label": "1"} +{"text": "i was feeling melty and miserable enough myself so i can only imagine what he must have been going through", "label": "0"} +{"text": "i feel passionate about people particularly those i love admire and respect", "label": "1"} +{"text": "i feel privileged to have them as a part of my world", "label": "1"} +{"text": "i need to do this that and the other for college by such and such a date because for the past four years ive always felt like ive been needing to do something college based and now i dont but i still have that feeling its really weird i feel almost guilty in fact", "label": "5"} +{"text": "i feel like this is like fake bogart said at one point in the show", "label": "0"} +{"text": "i feel really lucky to be part of it", "label": "1"} +{"text": "i have been doing absolutely no exercise however and sticking to that literally just sitting around but i feel i just need some supporting thoughts", "label": "1"} +{"text": "i feel for you i feel sorry for those who think autistics have no ability to empathize", "label": "0"} +{"text": "im years old and i must admit that it has made me feel uncomfortable", "label": "4"} +{"text": "i feel like everything i have ever valued is now stripped", "label": "1"} +{"text": "i feel like it blog april a wonderful spring weekend filed under a href http karmardav", "label": "1"} +{"text": "i wont complain too much though as it did cool the place down and im feeling nowhere near as hot as i have been lately", "label": "2"} +{"text": "i feel free to create the definition of what i believe in rather than following a prescribed path", "label": "1"} +{"text": "i feel an important experience for short term mission groups", "label": "1"} +{"text": "i could feel he divine blessing on me for the tryst", "label": "1"} +{"text": "i immediately related to feeling curious about everything", "label": "5"} +{"text": "i feel like listening to mellow music", "label": "1"} +{"text": "i didnt feel pressured to do more or like he wont get anything out of the one day", "label": "4"} +{"text": "i feel unimportant and undesired", "label": "0"} +{"text": "in a dam lake", "label": "4"} +{"text": "i know when i have had a crappy day and didn t feel productive i feel lousy and sleepy in the evening", "label": "1"} +{"text": "i post this today partly because it s how today is and partly because i sometimes worry that my reputation for positivity might make people feel that my message is you should be happy all the time", "label": "1"} +{"text": "i feel humiliated to introduce you to my colleagues as my wife", "label": "0"} +{"text": "i thought how great it must feel for the author to have created a story that has been so popular and now to come back with the story of the beginnings", "label": "1"} +{"text": "i feel satisfied and pleased after getting good marks in exams or praise from teachers for good performance", "label": "1"} +{"text": "i feel like someone is being judged harshly not accepted or asked to be something they are not", "label": "2"} +{"text": "i think for myself i feel everyone is greedy but in their own little ways whether that is going for the good or bad way thats another issue because usually you link both together but right now im trying to separate both issue separately so we can see the sole topic more cleary", "label": "3"} +{"text": "i feel like i missed most of my precious summer", "label": "0"} +{"text": "i must comment that i believe medications are life saving in many situations but i also feel that it is important to report the full story", "label": "1"} +{"text": "i feel gloomy and i desperately seek affection", "label": "0"} +{"text": "i don t feel gloomy about it despite losing my journalism gig last march", "label": "0"} +{"text": "i feel that the message is too lame or something", "label": "0"} +{"text": "i feel sexually threatened because some guys can be assholes fuck you of course im going to be a bitch and do whatever i need to do to get my ass out of the situation", "label": "4"} +{"text": "i started thinking about all the times that people were jerks and there was nothing really that i could do except go home write unsatisfying angry complaints into the internetsphere and generally feel helpless marginalized and disregarded by society", "label": "0"} +{"text": "i feel loyal to the one im with now", "label": "2"} +{"text": "i feel some control over caring for the little ones finances future decisions family tensions tough friendships you name it", "label": "2"} +{"text": "i got lots o crazy shit going on but i am loved and feel hopeful about the future", "label": "1"} +{"text": "i just feel terrified", "label": "4"} +{"text": "i asked zack if i could go all out and write what i was feeling and he was gracious enough to let me do so", "label": "1"} +{"text": "i am feeling very satisfied with where i am heading with my training and cannot wait to see where this journey continues to ta", "label": "1"} +{"text": "i am just tired of feeling abused by everyone", "label": "0"} +{"text": "i didnt feel threatened at all by the people like i would have for the first minutes walking in indonesia", "label": "4"} +{"text": "i am a nameless mid s bottom law school graduate who finds himself marginally attached and awash in a sea of overeducated but underpaid indentured peers who feel and were duped by the promise of a better life through debt and modern chemistry", "label": "1"} +{"text": "i feel horrible about wanting sonipro amp source geekparty linkedin a target blank title share on tumblr rel nofollow href http www", "label": "0"} +{"text": "i feel so low from living high chorus post chorus outro i need you more need you more i need you more than dope", "label": "0"} +{"text": "i can remember i feel especially impressed to start fresh new and remove clutter", "label": "5"} +{"text": "im not feeling all that happy or thankful today", "label": "1"} +{"text": "i feel embarrassed that im doing it because i think people like me insert liberal amount of negative self talk about weight dont do things like this", "label": "0"} +{"text": "i feel like the thing that i call an artistic tendency in myself is really just laziness and narcissism justifying and strengthening each other", "label": "1"} +{"text": "i am tired and not feeling well all morning", "label": "1"} +{"text": "i feel like i talented young man i don t feel talented then i don t to work with", "label": "1"} +{"text": "i think there are quality submissions out there but authors are conforming more to writing in genres they feel will get accepted by a publisher", "label": "1"} +{"text": "i am fair skinned and i feel that this gives a lovely highlight on pale skin without just looking like a mass of glitter", "label": "2"} +{"text": "i don t have any issues with the obvious i went chinese with them yesterday and i wasn t feeling hostile towards any of them", "label": "3"} +{"text": "i feel like i cause a lot of problems for her and am not exactly sure of her sincere feelings", "label": "1"} +{"text": "i rarely feel hesitant to say something sometimes even too much", "label": "4"} +{"text": "i am feeling a blank space in right testicle area and i think that right testicle size is being decrease through urinate system or the semen s out", "label": "0"} +{"text": "i suffer from very low confidence and im always looking for ways to come across more confident and feel more outgoing in myself", "label": "1"} +{"text": "i am sure that fans of every other team feel one of their guys got slighted and in the long run it really doesnt make much of a difference its just a shame that someone as talented as evgeni malkin was left off", "label": "1"} +{"text": "i can feel it think i determined to a href http usarious", "label": "1"} +{"text": "i could walk at a slow pace browse each booth as long as i wanted and dart in and out of the shops on main street without feeling rushed", "label": "3"} +{"text": "i feel as if this opportunity to return to moz is gods gracious gracious way of giving me that heat desire despite my own self doubt and uncertainty in the past", "label": "1"} +{"text": "i try to feel confident about it but when ever our eyes meet i feel strong like in gym we have the exercise machines and i could only do lbs on average and i always wanted to do", "label": "1"} +{"text": "i wept with my grandparents who prayed for me by phone that i would feel gods presence to which i replied that i felt so punished", "label": "0"} +{"text": "i am mostly feeling contentedly terrified about it all", "label": "4"} +{"text": "i wanted to feel like i could depend on you and put in ur care and dare i say tender hands some of the things i hold dear u like a winter never seen in these lands became so cold", "label": "2"} +{"text": "i can pick at my skin for a while and make myself feel terrible and then when i feel bad enough that i need to make myself feel better i can stop and theres the illusion of released pressure", "label": "0"} +{"text": "im totally walking on sunshine feeling lighter and less burdened by excess weight but then people snicker or i get on the bus and people would rather stand than sit next to me and im reminded of how much work i still have to do", "label": "0"} +{"text": "i feel more inhibited to practice during public sessions compared to the lessons but any ice time is good ice time", "label": "0"} +{"text": "i suppose that when a magazine is presenting practical tips to their readers its editors feel the need to spice up the article in order to make it seem not so boring", "label": "0"} +{"text": "im feeling pretty miserable and sorry for myself", "label": "0"} +{"text": "i don t feel as relaxed when i sleep because of this", "label": "1"} +{"text": "i am months into the medication and i feel fantastic", "label": "1"} +{"text": "i was taken by sentimental feelings for the characters and distressed by their destinies", "label": "4"} +{"text": "i guess i feel insecure and anxious", "label": "4"} +{"text": "i feel a bit disillusioned about men as a whole population", "label": "0"} +{"text": "i am going to stop feeling sorry for myself", "label": "0"} +{"text": "i hoped it would i would feel disappointed and depleted", "label": "0"} +{"text": "i feel many readers are amazed by the many ways the whitley family has influenced hollywood and continues to influence today", "label": "5"} +{"text": "i don t feel particularly passionate as i once did and my goals are changing and evolving quickly", "label": "1"} +{"text": "i will have spontaneous bouts of needing to feel productive or at least busy and i have nothing to do", "label": "1"} +{"text": "i still feel it is equally unimportant but in the spirit of a href http blog", "label": "0"} +{"text": "i am feeling hopeful and looking forward once again", "label": "1"} +{"text": "i feel kind of dumb", "label": "0"} +{"text": "i cant help but feel that bioware have missed an opportunity here", "label": "0"} +{"text": "i got a feeling like something tragic is going to happen and im praying to god im not like kristie and that im completely wrong on this one and that everything is fine", "label": "0"} +{"text": "i feel like supporting a yorkshire team you never know they could be the surprise packet of the round ha ha ha", "label": "1"} +{"text": "i was feeling nostalgic and celebratory", "label": "2"} +{"text": "id gotten the feeling that her friend hated me deeply for whatever id done to her", "label": "3"} +{"text": "i am feeling a little lost without it", "label": "0"} +{"text": "i hate feeling this pathetic", "label": "0"} +{"text": "ill feel lively again", "label": "1"} +{"text": "i stopped feeling intimidated when looking at a wod i guess that means i am learning how to find a right balance where to scale down and where to push harder", "label": "4"} +{"text": "i feel like its my fault for letting the vampire in and constantly running into them trusting them befriending them etc", "label": "1"} +{"text": "i feel suspicious if there is no one outside like the rapture has happened or something", "label": "4"} +{"text": "i am on this track i feel good things coming", "label": "1"} +{"text": "i feel like everything about me is defective and wrong and needs to be changed but when i change it the new thing is wrong too because its mine and therefore it must be wrong", "label": "0"} +{"text": "i feel truly honoured that you ve accepted my invitation to participate in this project", "label": "1"} +{"text": "i can feel the tortured emo poetry coming on already", "label": "3"} +{"text": "i feel i should be at and the pay is too low to maintain life in the city", "label": "0"} +{"text": "i was not feeling the song but i was delighted with his re emergence", "label": "1"} +{"text": "i feel like this is the perfect kind of shade for the crazy weather were having in the uk right now its cloudy its sunny its windy its cold its warm", "label": "1"} +{"text": "i feel pressured to write because i pressure myself to write or at least that it s just ingrained to do so", "label": "4"} +{"text": "i bet you feel safe keeping your life in a cage while i take my chances but always collapses", "label": "1"} +{"text": "i often feel overwhelmed with all of the office and administration work required of the teacher", "label": "4"} +{"text": "i get the happy i can die now feeling and i honestly feel like if i died in the next few minutes i would be satisfied with life", "label": "1"} +{"text": "i feel like i am really grouchy and some days i get in moods where i feel like it is me against the world", "label": "3"} +{"text": "i am feeling very inadequate about how to share my feelings and of how to write this blog post but i am going to give it a go and hope that it makes sense", "label": "0"} +{"text": "i feel like its not worth trusting him", "label": "1"} +{"text": "i feel reassured that they called said mayor byron brown", "label": "1"} +{"text": "i could feel what was going to happen at the very end but it still startled me", "label": "4"} +{"text": "i want to not feel angry because i haven t the right to feel that way", "label": "3"} +{"text": "i felt sad and apprehensive and angry that i d had vertigo and that it had left me feeling uncertain", "label": "4"} +{"text": "i feel burdened with the guilt of burdening her with the burden of knowing about my burden", "label": "0"} +{"text": "i hope she s feeling ok", "label": "1"} +{"text": "i feel what its like to be popular", "label": "1"} +{"text": "i dont win a lot of things but i still feel ridiculously lucky", "label": "1"} +{"text": "i am so happy but yet i feel enraged", "label": "3"} +{"text": "i wish it had been a little more and this makes me feel greedy and sheepish and lazy for not having worked harder over the last few months", "label": "3"} +{"text": "i did yesterday is very akin to carlas work in this book so i feel it could help strengthen my drawing in this area of playful creating and help me gain confidence", "label": "1"} +{"text": "i always feel relaxed and happy there", "label": "1"} +{"text": "i feel that she doesnt think i appreciate what she did for me and i couldnt be more appreciative", "label": "1"} +{"text": "i take a long sip and feel the cold sensation of the iced capp", "label": "3"} +{"text": "i already feel the atmosphere around it seems dangerous", "label": "3"} +{"text": "i was also feeling unimportant", "label": "0"} +{"text": "on the way down a ski slope which was difficult and steep", "label": "4"} +{"text": "im feeling angry i think i strop about ruffling the air and inflating my position and exaggerating the issue", "label": "3"} +{"text": "i hate feeling so fucked up all the time because of this", "label": "3"} +{"text": "i feel like special honored guests", "label": "1"} +{"text": "i feel like screaming and if she was ugly", "label": "0"} +{"text": "i struggled with feelings of guilt as i took very gentle care of myself during my recovery and sometimes even now", "label": "2"} +{"text": "im feeling a bit mellow this morning", "label": "1"} +{"text": "i feel about perfect endings", "label": "1"} +{"text": "i am so burdened to be a spiritual father to all generations and i really feel impressed that each and every believer should do so", "label": "5"} +{"text": "i just got a whole pile of presents so im feeling generous", "label": "1"} +{"text": "im feeling depressed anxious and despondent thats all i seem to want to do", "label": "0"} +{"text": "i love winter so maybe i should be happy but i cant i feel gloomy and depressed", "label": "0"} +{"text": "im doing things that make me feel brave and strong i have a a href http derfwadmanor", "label": "1"} +{"text": "i feel ugly to my fellow humans", "label": "0"} +{"text": "i never wanted to be kissed never wanted to break the code but shed stolen that from me and i feel like i lost something i will never get back", "label": "0"} +{"text": "i can remember when cammie was a couple of months old looking at her sweet innocent face and just sobbing thinking about her going to school the thought that someone would hurt her feelings be unkind to her be unfair to her the thought that a teacher might be mean to her or not love her", "label": "3"} +{"text": "i have omitted the link to this article as i feel readers of this blog may be offended by the questionable adult content on the nyps webpage", "label": "3"} +{"text": "i was feeling some irritation and anger feeling being insulted", "label": "3"} +{"text": "i do feel sorry for you", "label": "0"} +{"text": "i feel just a tinge of melancholy around labor day weekend", "label": "0"} +{"text": "i know it was not pleasant for her and i feel selfish saying it but i think i would have fallen apart if i had been there", "label": "3"} +{"text": "im not one of those people who can bury all their feelings and anger just in a second giving out a sweet smile even when in pain and anger", "label": "2"} +{"text": "i wanted other women to feel envious of my figure and say oooh youd never guess youd just had a baby", "label": "3"} +{"text": "i started out feeling really optimistic and driven for this paper coz it was gonna teach me the meaning and ways of being a leader", "label": "1"} +{"text": "i feel very annoyed with this kind of people who comment and try to be so philosophy on their religion", "label": "3"} +{"text": "i miss the feeling of feeling amazing", "label": "5"} +{"text": "i have the feeling that im going to be stubborn about it", "label": "3"} +{"text": "i never feel fucked the week after i used some i feel great acctually thinking of the wonderfull time i had the weekend before img src http israel", "label": "3"} +{"text": "i wanted to create this feeling of longing and sadness", "label": "2"} +{"text": "i have wasted entirely too much time feeling insecure about my body", "label": "4"} +{"text": "i get the feeling that i m totally isolated from them all and that they talk about me and my low self esteem behind my back and how they don t think much of me and how i m kind of a killjoy sometimes and how disappointed they must be because of the failure that i am", "label": "0"} +{"text": "i think and how i feel and i m kind of proud that i have the guts to share this", "label": "1"} +{"text": "i feel hated by", "label": "3"} +{"text": "i feel very rich very blessed very joyful", "label": "1"} +{"text": "im feeling a little stressed over it already", "label": "0"} +{"text": "i feel dirty and don t know why", "label": "0"} +{"text": "i thought i wont be affected by how youre thinking feeling but the petty side of you digust me", "label": "3"} +{"text": "im just not feeling it at all id much rather stay in singapore and spend time with my friends i hate everyone and sara is being really bitchy right now div style clearboth padding bottom", "label": "3"} +{"text": "i certainly do sound like some lowdown bitch who is just countering back what people have to say but whatever it is what exactly bothers me oh well bet that hit one of their aims is that i wonder why people feel so entertained exhilarated thrilled excited when they provoke the feelings of others", "label": "1"} +{"text": "i guess i just need to see how it goes so while im feeling very nervous im also very excited", "label": "4"} +{"text": "ive vented and cried and now im a little more calm and feeling less hostile", "label": "3"} +{"text": "i am learning to step back and call it out to not be too proud to admit that yes i am feeling annoyed and yes i should tell you why", "label": "3"} +{"text": "i feel gutted now i am joyful and at the same time enraged", "label": "1"} +{"text": "i got a feeling that they were trying to create a nostalgic atmosphere but it didnt work for me", "label": "2"} +{"text": "i feel more sure with where i am going in my business", "label": "1"} +{"text": "i went through everything you all have too and am feeling fantastic right now", "label": "1"} +{"text": "im feeling lucky search means you spend less time searching for web pages and more time looking at them", "label": "1"} +{"text": "i do feel quite happy", "label": "1"} +{"text": "im not enjoying winter hate feeling cold and having to dress in so many layers", "label": "3"} +{"text": "i am feeling completely useless lately", "label": "0"} +{"text": "im quite sore today and physically just feeling exhausted and burnt out", "label": "0"} +{"text": "i always feel a bit anxious before i preceptor because i am still learning", "label": "4"} +{"text": "i feel so abused and taken advantage of", "label": "0"} +{"text": "i don t really like to have the same kind of music all night but i do want all the bands to feel like they played with someone they liked", "label": "2"} +{"text": "i brought up privately a couple weeks ago that i felt targeted after feeling frustrated and belittled", "label": "3"} +{"text": "i guess ill just feel awkward with him for a while till i get over shit", "label": "0"} diff --git a/data/emotion_test/classification/validation.jsonl b/data/emotion_test/classification/validation.jsonl new file mode 100644 index 0000000..cb31b44 --- /dev/null +++ b/data/emotion_test/classification/validation.jsonl @@ -0,0 +1,999 @@ +{"text": "i still feel the longing to be with you inspite of you sitting in front of me", "label": "2"} +{"text": "i do give up at times when i feel there s no point in a friendship when one cant be bothered", "label": "3"} +{"text": "i was so proud of him and i feel so hopeful i realise this is the nature of asd if he is motivated he will let us have a small glimpse of his abilities and it seems toy story lego is the motivator at the moment", "label": "1"} +{"text": "im not joking we had the feeling they were either extremely friendly or they hadnt seen a westerner before", "label": "1"} +{"text": "i feel betrayed where i serve and fellowship by no fault of my beloved pastor and c pastor", "label": "2"} +{"text": "i used to work he feels so needy and this just screams for attention so to please him i felt obligated to give him some", "label": "0"} +{"text": "i feel less threatened by the world", "label": "4"} +{"text": "i party wah wah wah nationalism blah yay aryans wah boo jews with there stupid brown hair blah blah should feel appreciative that we even talk to them because it makes them cool by association blah blah", "label": "1"} +{"text": "i do know that i am feeling fabulous and having more energy then i have had in a long time even if my clothes are still a little snug", "label": "1"} +{"text": "i used to down a large mushroom pizza and a pitcher of beer and feel positively virtuous afterward", "label": "1"} +{"text": "i guess the man knows how to make each and every one of them feel special", "label": "1"} +{"text": "i do feel has conditions it hurts deeply and it is not pleasant", "label": "1"} +{"text": "i feeling dangerous at wimbledon width", "label": "3"} +{"text": "i dont know why i feel so frantic about this but i really want to have this particular song for my little girl to be", "label": "4"} +{"text": "im feeling a bit sentimental", "label": "0"} +{"text": "im still feeling pretty gloomy if truth be told", "label": "0"} +{"text": "i stepped outside of the house feeling glad to be home again", "label": "1"} +{"text": "i personally feel they are doomed to finish dead last in the nl central without this key cog to any championship team", "label": "0"} +{"text": "i feel accepted as long as i am real and am not pious uppity and religious for the sake of religion", "label": "1"} +{"text": "i have a sense of both in my mind s eye i feel that divine energy way up aloft and i experience its reflection in me sometimes like a rare sunny day in a rainy climate", "label": "1"} +{"text": "i feel devastated betrayed and abandoned i ask for peace and comfort and a new direction", "label": "0"} +{"text": "i feel bad listing the movies becasue i like them so much", "label": "0"} +{"text": "i feel this is a very truthful parable because it s so evident in all aspects of life", "label": "1"} +{"text": "i am feeling generous and seasonal", "label": "1"} +{"text": "ive been feeling an aching loss a void in my life in the place that she filled", "label": "0"} +{"text": "i feel like all she wants is his parents fortune which is unfortunate", "label": "0"} +{"text": "i dare not say i feel ecstatic now but hey", "label": "1"} +{"text": "i feel a surge of adrenaline and excitement as i immediately recognize these two birds to be a gorgeous pair of marbled murrelets", "label": "1"} +{"text": "im feeling generous ill give you a story as well", "label": "2"} +{"text": "i was feeling a bit disheartened until one of our black belt instructors at the dojo richard and i own asked why let anyone else set your destiny", "label": "0"} +{"text": "i must not be left to feel foolish lost unhappy and with distaste", "label": "0"} +{"text": "i feel naughty a href http www", "label": "2"} +{"text": "i may be starting to feel paranoid or maybe insecure but im just a mere human being who yearns to be loved to be cared of and to be noticed", "label": "4"} +{"text": "i simply feel it is important to be presented well in front of others and when one is asked about himself there should be evident support in why he thinks so of himself as for any type of discussions during which perspectives on a topic are being exchanged", "label": "1"} +{"text": "i feel that this is a very important subject to discuss", "label": "1"} +{"text": "i remember feeling annoyed but also wondering if i shouldn t stop and buy something", "label": "3"} +{"text": "i feel pain even when i see an unfortunate person in street begging why does my mind race and think why is that person there", "label": "0"} +{"text": "i am not feeling very clever or creative", "label": "1"} +{"text": "i feel angry at him for being so selfish and giving me absolutely nothing to go on", "label": "3"} +{"text": "i asked him what was making him feel so fabulous and he said i m healthy my family is healthy and we live in a free country", "label": "1"} +{"text": "i just didnt feel thrilled let alone excited", "label": "1"} +{"text": "im feeling reluctant to change anything because it is all working so well", "label": "4"} +{"text": "i swear is releasing my neighbors inner crazy weve had cops called on our block like out of days this week im feeling inspired", "label": "1"} +{"text": "i hate feeling that a day got away from me and nothing not one thing productive got done", "label": "1"} +{"text": "i feel so dumb talking about this i feel like a whiny emo teenager who has so many problems and who is far too in love with her temporary boyfriend", "label": "0"} +{"text": "i mustered up energy to feel christmassy i remember feeling kind of pissed off at the bad timing of everything", "label": "3"} +{"text": "i was feeling apprehensive about my life as a student i felt like i couldnt succeed wouldnt succeed could never succeed", "label": "4"} +{"text": "i had grand plans of baking through my two days off but i mostly ended up just curled up on the couch pouting about not feeling well", "label": "1"} +{"text": "im not sure theyre right to feel triumphant but they certainly got a lot of comfort from the way the arguments went", "label": "1"} +{"text": "i feel we have a wonderful thing called a minute breathing space you can stop any time in the day even when you are driving along the motorway or in the middle of an important telephone call", "label": "1"} +{"text": "i could only see and feel the poison in my veins which deprived me of the strength and the ability to feel the joy i knew held me", "label": "0"} +{"text": "i can just remember that when im feeling ungrateful that would be great", "label": "0"} +{"text": "i love feeling productive and getting things cleaned out an sorted through", "label": "1"} +{"text": "i had climbed on a cherry tree alone and there was a thick caterpillar beside my fingers i feel disgusted by caterpillars and snakes i was terribly afraid of the caterpillar crawling on my fingers out of the fear i was almost unable to climb down", "label": "4"} +{"text": "i feel so neglectful of lj", "label": "0"} +{"text": "i feel resigned to what i have brought myself to and docile", "label": "0"} +{"text": "i cant get wrapped up in that kind of crap tv because my brain starts getting mushy and i feel feverishly hostile", "label": "3"} +{"text": "i find myself feeling irritable or depleted i run through a mental checklist have i worked out", "label": "3"} +{"text": "i feel like i ve lost some of my main roots i feel less secure emotionally financially and socially", "label": "0"} +{"text": "i could not help feeling thatrupert meant to be rude to my father though his words were quite polite", "label": "3"} +{"text": "i hold it for a day my arm will feel numb and paralysed", "label": "0"} +{"text": "i feel so shitty about wearing you out", "label": "0"} +{"text": "i am feeling rather delicate due to alot of white wine and a considerable amount of dancing one of my best friends ended up in a amp e due to a fractured wrist caused by excessive dancing", "label": "2"} +{"text": "i do however want you to know that if something someone is causing you to feel less then your splendid self step away from them", "label": "1"} +{"text": "i have to say it is making me feel very tender inside like a wound that has scabbed over on the surface but is still raw and unhealed underneath", "label": "2"} +{"text": "i feel sentimental i close my eyes and look up i feel powerful if i do that", "label": "0"} +{"text": "i feel as though my sub arguments are stronger and i support my claims better than i did in the beginning", "label": "1"} +{"text": "i quickly trotted off he added i feel embarrassed to ask hoping i would enter into some kind of conversation with him", "label": "0"} +{"text": "when an alcoholic stood dribbling over a food counter", "label": "3"} +{"text": "i feel like itd be strange at the least and possibly offensive to tell a gay friend id like to experiment or something like that", "label": "5"} +{"text": "i feel accepted for who i am", "label": "2"} +{"text": "i was feeling shaken walking along the streets and less able to concentrate on not having an accident while simultaneously worrying about having one due to not concentrating", "label": "4"} +{"text": "i fear that because i suffer from depression the people i care about feel inhibited when they are going through hard times", "label": "0"} +{"text": "i was feeling excited and motivated", "label": "1"} +{"text": "i feel many petty people have judged me simply because i may be one", "label": "3"} +{"text": "i have a feeling this will be a good soap for january", "label": "1"} +{"text": "i feel pretty confident giving endless opinons about", "label": "1"} +{"text": "i feel that way about popular culture", "label": "1"} +{"text": "i was okay but thats an awful feeling to be falling with no way to stop it maybe thats why to this day im so afraid of falling", "label": "4"} +{"text": "i think i confuse my feelings of longing with feeling good", "label": "2"} +{"text": "i feel very awkward", "label": "0"} +{"text": "i feel like i am part of a team now and far from the isolated feeling i have had for so many months now", "label": "0"} +{"text": "i can feel that the two girls are shocked with what i m saying", "label": "5"} +{"text": "im days post op and i am feeling fantastic", "label": "1"} +{"text": "i kind of feel more violent after having watched the non violence video", "label": "3"} +{"text": "i love my increased intense feeling of connection to the divine", "label": "1"} +{"text": "i do feel devastated", "label": "0"} +{"text": "i know both of them feel threatened by the job i do even after long years but i get really tired of the ganging up i get from them", "label": "4"} +{"text": "i feel very resolved yet somehow very depressed", "label": "1"} +{"text": "i feel so carefree nowwwwww", "label": "1"} +{"text": "i feel like as much as it was an unfortunate situation that i wasnt with my father i was in a great place", "label": "0"} +{"text": "i remember feeling more amused than sensing that i was in any real danger however i must have been experiencing a little bit of shock", "label": "1"} +{"text": "i love autumn and everything that comes with it although i feel i am getting excited for christmas way too early this year me and my friends including a href http andthenwear", "label": "1"} +{"text": "i sensed he had so much to offer but there were also many many times where his behaviour made me doubt myself did not make me feel special and at times frankly just rude and immature", "label": "1"} +{"text": "i haven t quite figured out and whenever i can t find the time or ability or money to take care of each side equally i end up feeling disappointed", "label": "0"} +{"text": "i was definitely feeling nostalgic and was a bit sad when one of my favorite exhibitions the hall of ocean life was closed", "label": "2"} +{"text": "ive been feeling the desire for a romantic interest even with my circumstances i feel as though im emotionally ready for a special someone in my life", "label": "2"} +{"text": "i feel not surprised by where i ended up i m happy with a lot of what i ve achieved the positions i ve put myself in", "label": "5"} +{"text": "i begin to have these doubts my stomach clenches my heart races and i feel fearful", "label": "4"} +{"text": "i feel even more determined to educate about self breast exams and to get your yearly check ups they can and will save your life", "label": "1"} +{"text": "i feel that he has lost the game", "label": "0"} +{"text": "i follow through with the feelings that have been repressed for years months or days", "label": "0"} +{"text": "i knew it would feel empty and there would be the potential to feel like i wasnt doing well as i wasnt passing folks", "label": "0"} +{"text": "im feeling a little discouraged as i realize its going to be impossible for me to meet my goal of miles this year", "label": "0"} +{"text": "i am feeling very eager for what my darling has in store for us", "label": "1"} +{"text": "i feel very contented and happy upon seeing him", "label": "1"} +{"text": "i feel the less successful pieces were my two front covers as the images i used here were taken from movie stills", "label": "1"} +{"text": "im most afraid of i already feel slightly out of place at cru because while most of them will say they are my friend very few of them bothered to reach out and ask how things were going in australia", "label": "3"} +{"text": "i feel less assured that my basic rights are being protected by our political system especially as a woman and every time im disappointed i feel more personal responsibility to produce change", "label": "1"} +{"text": "i feel in my bones like nobody cares if im here nobody cares if im gone here i am again saying im feeling so lonely people either say its ok to be alone or just go home it kills me and i dont know why it doesnt mean i dont try i try and try but people just treat me like im a ghost", "label": "0"} +{"text": "i have struggled to fit all the work in for this module and have felt frustrated at times feeling that my blogs were rushed and although i have read with great interested fellow students blogs i feel i havent interacted as much as i could have done this is a definite area for development", "label": "3"} +{"text": "i thought this was a good idea in that it gave you time to recover if you were feeling nervous or overwhelmed and also gave you the opportunity to make your escape if you felt so inclined", "label": "4"} +{"text": "i do feel blamed for everything i", "label": "0"} +{"text": "i feel idiotic and wierd in this class", "label": "0"} +{"text": "im not saying cut everyone out of your life but i feel its important to find comfort in solitude meditation or working on projects alone", "label": "1"} +{"text": "i do however feel a bit envious of people who have different perfumes for different seasons", "label": "3"} +{"text": "i was fascinated by the ebb and flow of the water and stood there feeling content watching the waves", "label": "1"} +{"text": "i would sometimes feel awkward talking to my brothers or mum if i dont see them for awhile", "label": "0"} +{"text": "i feel its a reminder that im taking care of something so precious and need to treat myself better", "label": "1"} +{"text": "i do know what it feels like when no one seems to be supporting your vision and just admiring it from the outside when you not only invest your time but your personal money that should be feeding your family and still not seeing anything", "label": "2"} +{"text": "i love the latter for their smooth feel and delicious flavours not to mention their awesome glossy appearance", "label": "1"} +{"text": "i feel sort of appreciative", "label": "1"} +{"text": "i said earlier he was feeling ignored ever since the baby came but is now getting back to normal as attention is given to him as well", "label": "0"} +{"text": "im feeling increasingly comfortable with the return of laddies marking skills", "label": "1"} +{"text": "i also feel proud of her", "label": "1"} +{"text": "i was coming out of a lengthy illness and i was feeling lousy groundless indecisive and without any direction", "label": "0"} +{"text": "i feel most apprehensive about each week probably because it is the one most likely to unavoidably show me my shortcomings as a runner", "label": "4"} +{"text": "i was sent home still feeling a bit shaky and dizzy", "label": "4"} +{"text": "im feeling generous with my words", "label": "1"} +{"text": "i had to choose the sleek and smoother feel of the sweet revenge made drawing and handling the blaster a bit nicer", "label": "2"} +{"text": "i started feeling a bit alarmed but i was not afraid for some reason", "label": "4"} +{"text": "i still feel that i expect pieces of the world from him but im afraid to come close and place those expectations upon him again in fear that hell disappoint me", "label": "4"} +{"text": "im feeling pretty hopeful about the future of the public service", "label": "1"} +{"text": "i feel very strongly passionate about when some jerk off decides to poke and make fun of us", "label": "1"} +{"text": "i feel angry because i have led myself to leading people to believe i couldnt do this", "label": "3"} +{"text": "im in a place right now where i feel safe and peaceful", "label": "1"} +{"text": "i longed for that feeling i once knew the feeling i treasured once and forgot because of pain", "label": "2"} +{"text": "when the paramilitary was sent to the unza and it started using tear gas and started intimidating the students without any provocation", "label": "3"} +{"text": "i thought i should be excited that im starting work but im feeling reluctant as ever", "label": "4"} +{"text": "i use it i envision how it would work if i had long thick lashes and i just have this strong feeling that it would provide me the perfect amount of lift definition and separation", "label": "1"} +{"text": "im going to say is that i know my activities are out of balance when i start feeling burdened by something that is supposed to be fun", "label": "0"} +{"text": "i found out that someone that i knew had someone else taking tests for her", "label": "3"} +{"text": "i feel like i should go for a run to expend all this idiotic energy but iv decided to do some homework now instead and store the energy for a social event im going to this evening", "label": "0"} +{"text": "i guess sometimes you arent aware of your true feelings until a playful kiss exposes them", "label": "1"} +{"text": "i feel like a rockette and i also feel like im glad its over", "label": "1"} +{"text": "i did get up to go and see the gp who told me i had probably been over confident that i should have rested for longer that this time i was to go to bed and not get up until hours after i feel better", "label": "1"} +{"text": "i told my boss at around weeks because i was feeling incredibly guilty", "label": "0"} +{"text": "i tell the people closest to me things that i am feeling and its as if they arent surprised because theyd known it all along", "label": "5"} +{"text": "i feel a remembrance of the strange by justin aryiku falls into the latter category", "label": "5"} +{"text": "i went to him personally and started talking about the way i feel and why i broke it off with him", "label": "0"} +{"text": "i feel tremendously lonely", "label": "0"} +{"text": "i feel that i don t have anything to contribute to the conversation about books and that my writing is boring shallow bunk", "label": "0"} +{"text": "i cannot speak for others but all i know is i feel i am the most successful prettiest version of myself when i walk out of my starbucks with my red cup holiday cup in hand", "label": "1"} +{"text": "i feel honoured to be friends with you", "label": "1"} +{"text": "i feel increasingly fond of coppers", "label": "2"} +{"text": "i know at least one other person besides myself was feeling nervous and anxious about getting started", "label": "4"} +{"text": "i kept having this strong feeling of moving into something i stayed and i was punished for not stepping out when i should", "label": "0"} +{"text": "i feel totally comfortable without being wealthy and like the feeling to work hardly and a long time for every single wish in my mind that i want to become true", "label": "1"} +{"text": "i wanna scream out my feelings that i keep until it bleeds the life is sometimes prejudiced it kills happiness thus it becomes even worst feeling like the life is now meaningless why should i be the victim", "label": "0"} +{"text": "i felt overly hopeful last week and now i feel like i am more resigned to waiting the next week or potentially longer", "label": "0"} +{"text": "i actually have been in china for some time and i feel that the people were quite friendly", "label": "1"} +{"text": "i have teamed it with a slouchy studded jacket that i picked up from warehouse in the sale and feel nicely smart", "label": "1"} +{"text": "i am not working i can cope with but days like today when i am i just feel awful", "label": "0"} +{"text": "i don t need to though i must admit i kept comparing myself to the skinny japanese girls i see everyday on the street and just writing that here makes me feel ludicrous", "label": "0"} +{"text": "i feel so often when i roll through my beloved new york that so little is done for so many if i start to write about race colour religion and sexual preference and gender identity my readers will say hey mia what s up are you confused", "label": "2"} +{"text": "i feel so humiliated at failing to achieve what i should have", "label": "0"} +{"text": "i really feel like this year will be a mellow one", "label": "1"} +{"text": "im feeling irritable and sick", "label": "3"} +{"text": "i feel some kind of sincere connection to everyone i talk to while im working", "label": "1"} +{"text": "i had hernia surgery on friday night and i still feel awful even though lots of people said i d be as good as new in a few days so now i feel shitty because i hurt and also shitty because i hurt", "label": "0"} +{"text": "i feel disturbed by the more and more unreasonable lie my life is taking towards", "label": "0"} +{"text": "i feel a strange sensation course through my limbs", "label": "5"} +{"text": "i have some great friends who help me deal with my issues because you cant always leave your baggage at the door see offspring feelings you guys know who you are and thanks again for being supportive", "label": "2"} +{"text": "im feeling a bit gloomy today because of the weather and because ive got no money to get on the tube to go anywhere pretty like columbia road", "label": "0"} +{"text": "ill be thirty next year and im feeling positive about my life and the choices im making and the things that im putting out there into the world", "label": "1"} +{"text": "i feel that i have lived long enough i am leaving you with your worries in this sweet cesspool", "label": "1"} +{"text": "i feel like a tortured artist when i talk to her", "label": "3"} +{"text": "i feel troubled lord and i honestly don t know why", "label": "0"} +{"text": "i feel glad to have had someone so fine burying their face in my crotch", "label": "1"} +{"text": "i feel grumpy i m going to dig out my xl mens pajama s grab a bar of chocolate put my favorite chick flick in the dvd player and treat myself not like a failure of some kind but like a person who is feeling grumpy who maybe just needs some time to herself", "label": "3"} +{"text": "i have lately been feeling very productive with my time at home and happy with my life in general and happy with my children and my husband", "label": "1"} +{"text": "i know my good friends are biking through tulip fields i feel a little regretful", "label": "0"} +{"text": "i do feel a bit guilty about the mean things ive said about jahmene as i heard his brother committed suicide so i think that abuse by their dad must have been pretty hardcore", "label": "0"} +{"text": "i really thought that after we had her i would stop feeling pained when i heard about other people getting pregnant", "label": "0"} +{"text": "i feel left alone", "label": "0"} +{"text": "i feel like im getting barely as much free time here as i do at oxford", "label": "1"} +{"text": "my sister once stole my mothers money and made her very angry after this my mother would beat her up for unreasonable reasons one day my sister lent her book to a friend without telling my mother about it when my mother learnt this she beat her up and even threatened her with a pair of scissors", "label": "3"} +{"text": "im lying in bed writing this feeling exceptionally smug about the fact ive got two more days off cos ive got lots of lovely plans", "label": "1"} +{"text": "i wish that my family and i didnt feel this need to keep her constantly entertained when shes around because shes always bored out of her mind irregardless of what we do with her and doesnt remotely appreciate our efforts to tolerate everything about her but whatever", "label": "1"} +{"text": "i realized what i am passionate about helping women feel accepted and appreciated", "label": "2"} +{"text": "i still didnt start feeling contractions but it was a tender mercy for me because she would have come on the st no matter what", "label": "2"} +{"text": "i feel defeated loss and confused", "label": "0"} +{"text": "i cant decide how i feel about some of the supporting roles particularly the girlfriend and alfred molina both quite funny but were they one dimensional caricatures or legitimate characters simply overshadowed by a fantastic lead", "label": "2"} +{"text": "i feel defeated like a lion s prey", "label": "0"} +{"text": "i feel like i missed out not being born into any particular religion", "label": "0"} +{"text": "i read in one horrific sitting made me feel ashamed of the world we live in", "label": "0"} +{"text": "i sat on a windy beach feeling thoroughly annoyed i vowed id be back and i would climb scafell", "label": "3"} +{"text": "i am feeling anxious that im not out watching this important game that im avoiding a bar because of an asshole who broke my heart and that im missing out meeting cute boys", "label": "4"} +{"text": "i feel it is equally important that you know i do have a passionate side that gets lit up every now and then and you are bound to see it", "label": "1"} +{"text": "i am sorry to hear that the assessment procedure conducted by atoshealthcare left you feeling humiliated and poorly represented", "label": "0"} +{"text": "i feel vulnerable and alone", "label": "4"} +{"text": "im feeling less generous i call her psychotic", "label": "2"} +{"text": "i go while feeling foolish so many times", "label": "0"} +{"text": "i hate or love or feel complacent about what i am working on", "label": "1"} +{"text": "i spent so much of this year waiting for these summer moments and it feels like i ve resigned summer to a certain extent just waiting to get on with life and start a new chapter in st paul", "label": "0"} +{"text": "i also like to listen to jazz whilst painting it makes me feel more artistic and ambitious actually look to the rainbow", "label": "1"} +{"text": "ive been feeling so bothered lately", "label": "3"} +{"text": "i feel it in every cell of my being god really really loves him intensely and is being faithful in fulfilling all his promises to him to us as he is also doing for you and yours", "label": "2"} +{"text": "i feel angry or resentful all i need do is remind myself that each day sober has been made possible by a fellowship which supports me all the way", "label": "3"} +{"text": "i vividly remember feeling so offended that she would even dream such a thing could be a choice", "label": "3"} +{"text": "i dont forget it i embrace it i dont feel pity i feel proud", "label": "1"} +{"text": "i feel so horny in these thigh high nylons", "label": "2"} +{"text": "i am feeling terrified anxious excited and apprehensive among a million other things", "label": "4"} +{"text": "i feel melancholy about the past as my parents have passed and i never really told them how thankful i am", "label": "0"} +{"text": "i feel slightly dazed and tired and angry but that is a normal emotion and mood for me to experience from day to day or week to week", "label": "5"} +{"text": "i feel that im fine without him", "label": "1"} +{"text": "i will not say much because chanel always speaks for its self and i feel that chanel makes sure they have something for every age group", "label": "1"} +{"text": "i will not feel so alone anymore", "label": "0"} +{"text": "i am afraid that once again i will feel hopeless and lose all of the peace that i gained after my last episode", "label": "0"} +{"text": "i added muas primer to mine and it makes my skin feel lovely", "label": "2"} +{"text": "i said though i am feeling gloomy", "label": "0"} +{"text": "i feel like ive become to complacent with the old and im ready to make some changes for the year", "label": "1"} +{"text": "i feel so thankful i have been able to figure out ways to get around or deal with most of these minor side effects and that i have not dealt with anything too serious", "label": "1"} +{"text": "i fought back the blush on his cheeks one hand resting over his heart feeling the frantic beating almost positive kai could hear it", "label": "4"} +{"text": "i feel stressed always", "label": "0"} +{"text": "i liked the feeling of being scared and jumping in my seat grabbing the arm of my preferably male companion", "label": "4"} +{"text": "i can totally sympathize with everyone here who doesn t speak native english as i feel like a brain damaged five year old whenever i try to speak japanese for any length of time", "label": "0"} +{"text": "i could feel the delicate pressure of her fingers searching to feel my arm beneath the course fabric", "label": "2"} +{"text": "im not feeling violent im feeling creative with weapons", "label": "3"} +{"text": "im just gonna end here cause i feel stupid lying on my bed typing non stop for the past mins", "label": "0"} +{"text": "i was feeling a bit annoyed but it didnt really affect me very much", "label": "3"} +{"text": "i feel uncomfortable with the fact i am so powerless at the moment", "label": "4"} +{"text": "i ask that before you dump millions of dollars into your party which you have rightfully earned perhaps consider that as the leader of the free world you should be feeling the crunch as well", "label": "1"} +{"text": "i feel fine which is good enough on a sunday evening", "label": "1"} +{"text": "i possibly understand what she was feeling i ignored her words ignored my feelings of uneasiness", "label": "0"} +{"text": "i feel permanently unimportant and i feel stupid", "label": "0"} +{"text": "im coming to have a full ransom as good as im feeling graceful good as it stands", "label": "1"} +{"text": "i feel like a savage when i eat meat but i wouldve eaten my own hand if i couldnt have some of that turkey", "label": "3"} +{"text": "im feeling awfully spiteful right now", "label": "3"} +{"text": "i am feeling very unsure of my future", "label": "4"} +{"text": "im not sure why today i feel so horrible", "label": "0"} +{"text": "i feel like this service is at its core relatively useless", "label": "0"} +{"text": "i sometimes feel hated but i am not it is all in my head", "label": "3"} +{"text": "i don t think i could feel more idiotic if i tried", "label": "0"} +{"text": "i can tell you that i feel oddly vulnerable and disjointed and like i just dont want to come out and play a lot of the time", "label": "4"} +{"text": "i start feeling overwhelmed and i just want to run away and hide in the back of my closet", "label": "4"} +{"text": "i feel like i have to pee already just thinking about this thing poking at my g spot but i m determined to find a stimulation method i enjoy", "label": "1"} +{"text": "i cant help but feel somehow he was punished in heather mills divorce settlement he is he does have a good sense of hum", "label": "0"} +{"text": "i have to be honest with a grandmother that passed away at i dread the idea that if i die young i wont get to do all of these things i really feel passionate about", "label": "2"} +{"text": "i feel peaceful secure and independent", "label": "1"} +{"text": "i hate feeling this loyal to this damned company", "label": "2"} +{"text": "im feeling quite adventurous and tried out those drinks that i just normally read through the pages of pocketbooks", "label": "1"} +{"text": "im super pumped to have crossed the nano finish line my novel is far from finished but im feeling optimistic", "label": "1"} +{"text": "i feel really comfortable in them", "label": "1"} +{"text": "i only will uploading photos which i feel so sweet to share with all of you lovers", "label": "2"} +{"text": "i really lose a lot of my nesting homemaking instinct and desire when i am pregnant and the longer im pregnant the worse it gets though i do get about a month reprieve where i feel creative again around the six month mark and youll notice that is when i did a post for halloween", "label": "1"} +{"text": "i was just wondering if that is common and why some girls feel the need to seem less intelligent than they really are", "label": "1"} +{"text": "i feel all hot and bothered and most of all i worry and worry some more and boy do i worry", "label": "2"} +{"text": "i feel less bothered of things happening around me", "label": "3"} +{"text": "i feel as rich as solomon", "label": "1"} +{"text": "i feel so deeply honoured to be able to offer these activations and i have made extra times available for sessions after the full moon next week as we move into the dark moon and then build up to the eclipse a natural time of bringing what needs to be examined to the surface of our lives", "label": "1"} +{"text": "i feel slightly emotional watching it", "label": "0"} +{"text": "i have a feeling that the smell is not going to be pleasant", "label": "1"} +{"text": "i feel but is ultimately just ok", "label": "1"} +{"text": "i said i feel incredibly thankful on the whole", "label": "1"} +{"text": "i finally realise the feeling of being hated and its after effects are so big", "label": "0"} +{"text": "ive noticed this week that im not the only one who struggles with feeling a little depressed after mothers day", "label": "0"} +{"text": "i have an ironic feel i dont feel anything special but i still smile broadly whenever he tells me something", "label": "1"} +{"text": "i thought i was ready for commitment for a relationship with someone but when it happens i just feel numb", "label": "0"} +{"text": "i have been a procrastinator i have endless potential and passion inside yet im stuck in the cage of my own soul the unresolved feelings hurt resentment that i hold inside has built up even do i try to build myself back up again", "label": "0"} +{"text": "i feel alan clay who is rather pathetic has a huge mass on the back of his neck that he is convinced is cancer", "label": "0"} +{"text": "i wake up feeling triumphant", "label": "1"} +{"text": "i feel someone has been wronged when i feel i have been wronged or when i get riled up against an action i find offensive i unsheathe my sword and good lord you better look out", "label": "3"} +{"text": "i can feel him kick and move and know that it will be ok", "label": "1"} +{"text": "i feel without being disturbed by it", "label": "0"} +{"text": "i feel even more alone although i have him", "label": "0"} +{"text": "im the solo follower at the moment but i have a feeling theres going to be some terrific stuff on there in no time", "label": "1"} +{"text": "i woke up on the sofa feeling extremely agitated around pm", "label": "4"} +{"text": "i just need to find ways to feel pretty", "label": "1"} +{"text": "i feel like ive hated on this series a lot since ive started blogging so a little honesty is in order", "label": "0"} +{"text": "i feel like hiding to prevent others from exposure to my decidedly unpleasant expression of anti christmas cheer or the bah humbugs as i like to call it", "label": "0"} +{"text": "i dunno how else to describe how great i feel i swear ive been giggly all day", "label": "1"} +{"text": "i have had a few days off work and i am feeling very relaxed and lucky to share and enjoy them with my hubby", "label": "1"} +{"text": "i was feeling very festive i decided to paint my nails for the holiday events", "label": "1"} +{"text": "i write on this space i feel quite nostalgic and my mind races back to the good old days when i used this as a daily haven to park my learnings and memories", "label": "2"} +{"text": "i go to pt i feel like a defective bum", "label": "0"} +{"text": "i feel useful giving in what i do", "label": "1"} +{"text": "i feel pleasantly mellow regardless", "label": "1"} +{"text": "i sat there in our living room feeling the sun come through the window cuddling my gorgeous puppy and cried", "label": "1"} +{"text": "i feel like i was aching for the summer to come and now it is slipping away so fast but doesnt it always", "label": "0"} +{"text": "i want to feel pain in my chest when something terrible happens and i want to cry happy tears when something good happens", "label": "0"} +{"text": "i was able to identify the speed in which f could get work done without feeling burdened by the work load", "label": "0"} +{"text": "i feel nervous but hes in control pretty soon", "label": "4"} +{"text": "i realized that i m feeling artistic in the extreme because the justice center has not been very kind to me lately", "label": "1"} +{"text": "i feel like how i m pissed that i have to spend an entire extra year in school because of stupid biochem", "label": "3"} +{"text": "i want to tell you what im feeling but i dont know where to start i want to tell you everything but im afraid youll break my heart why would something easy be so hard to do", "label": "4"} +{"text": "i feel discouraged that im never going to get on a good schedule because another big life change is going to happen again", "label": "0"} +{"text": "i feel stupid or overly awkward or less than them", "label": "0"} +{"text": "im feeling defeated or doubtful", "label": "0"} +{"text": "im feeling virtuous ill make do with a rich tea or hobnob but if money and calories are no object it has to be a k", "label": "1"} +{"text": "i woke up feeling positive i was totally in the mood for doing this and this evening i feel the same i had a banana shake for breakfast a chocolate shake for dinner and a sunday roast for tea", "label": "1"} +{"text": "i am feeling a little stressed but seriously i have no one or nothing to blame but myself", "label": "3"} +{"text": "i had a real life pet hamster when i was little so i really like this little family sylvanian families are great for role play learning about animals creating your own stories and their flocked fur makes them feel very special", "label": "1"} +{"text": "i went i was amazed at what i have and i began to feel when the woman canal spoke about the divine hierarchies and they wanted us to do for a new era of spiritual evolution", "label": "1"} +{"text": "i think we all feel very passionate about our favorite workout gear and i love seeing what other people love need have to have can t live without so i am hoping you will share your favorites in the comments", "label": "2"} +{"text": "i feel really strange without my bangs and sometimes i want just to cut my hair", "label": "4"} +{"text": "i feel completely blessed to have such wonderful family and friends", "label": "1"} +{"text": "im feeling a little groggy with a mild headache after a non wild and crazy evening", "label": "0"} +{"text": "i had just begun to feel like teaching was my metier but am now resigned to the fact that i likely wont teach at university ever again", "label": "0"} +{"text": "im feeling like a shitty person right now because i just did or worse", "label": "0"} +{"text": "i feel i was wronged", "label": "3"} +{"text": "i feel so horny just thinking about this", "label": "2"} +{"text": "i start to feel really awkward about the tubelight reflecting on the glossy paper with a picture of a red laced bra", "label": "0"} +{"text": "i will definitely be passing on my thanks to these wonderfully gifted people but words alone are difficult to express their awesomness and the feeling of safety when they are caring for us", "label": "2"} +{"text": "id actually been feeling less hostile towards ms than a lot of my linux using brethren lately", "label": "3"} +{"text": "i agree it looks gorgeous and feels amazing but i have only worn it out on the town one time on new years eve", "label": "1"} +{"text": "i mean that it feels to me that she feels that everyfuckingthing is my fault which fucking makes me irritated because im neither passive enough to tolerate it nor is it my fault", "label": "3"} +{"text": "i didn t allow myself to feel the emotional depths of my sorrow", "label": "0"} +{"text": "i feel like i ve been distracted all day or i ve been dealing more with fiddly necessities than actual creative work then i ll feel like the day s been wasted", "label": "3"} +{"text": "ive been feeling a little bit anxious of late as far as my relations or lack thereof with some of the ward and some of the investigators go so im excited to be able to ponder that in the temple and see if i can come up with a plan with the lords help", "label": "4"} +{"text": "i will give proper praise to the amish for being punctual but feel that i should point out that they have never had to finish a game or tv show before they rushed out the door", "label": "3"} +{"text": "i feel like a letdown and i feel like i allow myself to be hurt", "label": "0"} +{"text": "i have been on a roller coaster of emotions over these supposed feelings that something unpleasant was coming", "label": "0"} +{"text": "i was sitting in class on tuesday afternoon and all of a sudden that same feeling came over me a delicious feeling of being slightly out of control and out of my depth a thrill of adrenaline that left me weak and drained yet excited and inquisitive all at once", "label": "1"} +{"text": "i didnt feel i had put in half the effort or time and well quite frankly didnt feel like the pressure of it all", "label": "1"} +{"text": "im feeling generous im going to share them on my blog too", "label": "1"} +{"text": "i feel sure the majority would go for ios on a galaxy sii or a lumia", "label": "1"} +{"text": "i am feeling much more like myself but experiencing strange head and neck twinges", "label": "4"} +{"text": "i am your friend then why do i sometime feel so insulted around you", "label": "3"} +{"text": "i wanna talk tell you about sycf it stands for singapore youth chinese forum btw and although theres a singapore word inside i feel like the minority there p ok but thats beside the point", "label": "1"} +{"text": "i am feeling fine apart from being a little tired from being rudley woken up by some noisy drivers", "label": "1"} +{"text": "i do now as compared with years ago is that i no longer feel i have to be accepted by others only those who matter to me", "label": "2"} +{"text": "i feel so blessed just to be her mom", "label": "1"} +{"text": "i was sitting right next to him and i had a strong feeling that i liked him", "label": "2"} +{"text": "i feel so bitchy talking about myself this way ahaha i sound less retarded telling this story in person i swear and said if i were a boy i would fall in love with you", "label": "3"} +{"text": "i ignore her once shell keep trying and trying and trying till i break down and feel horrible about myself", "label": "0"} +{"text": "i feel humiliated when mistress watches me mince into bed wearing my frilly pink bloomers and pink babydoll", "label": "0"} +{"text": "im also feeling pretty paranoid a lot and no i dont take drugs", "label": "4"} +{"text": "i feel like i can and have accepted that but will others", "label": "2"} +{"text": "im told by horsey people that they are a rare find so i feel quite lucky", "label": "1"} +{"text": "i feel a little isolated being in my house all the time", "label": "0"} +{"text": "i don t want to go all very special episode of blossom on you but i am feeling a little melancholy about the final episode of rock", "label": "0"} +{"text": "i will be able to lay on my bed in the dark and not feel terrified at least for a while", "label": "4"} +{"text": "i get to feel all virtuous when i do something like whip out my cloth napkin or reusable shopping bag", "label": "1"} +{"text": "i want to feel like i m important", "label": "1"} +{"text": "i feel so ungrateful for the things he does regularly for me for i sin daily in everyday living", "label": "0"} +{"text": "i always feel a bit personally assaulted", "label": "0"} +{"text": "i just do it to keep up with ian but really i feel shitty about it and wish i could just date ian", "label": "0"} +{"text": "i not feel the tension that permeates the air in the calm before the storm", "label": "1"} +{"text": "i am feeling somewhat satisfied with myself for finally finishing an apron that i started making for my sisters birthday months ago", "label": "1"} +{"text": "i think of how much time we spent just doing fun childhood stuff together as a family i feel amazed", "label": "5"} +{"text": "i understand because of what but even towards the end when she starts going outside again i feel like she ll never be truly happy again", "label": "1"} +{"text": "i know the feeling will fade away in a day or two or even in a few hours when the cute hairstyle starts to droop and frizz", "label": "1"} +{"text": "i know suicide is selfish but right now i feel like i am worthless and that in the long run it would be better for everybody else", "label": "0"} +{"text": "i feel delighted be rice er si the young lady understand me", "label": "1"} +{"text": "i can feel his impatient and i can t stop my body from giving him positive response", "label": "3"} +{"text": "i feel that i was a girl that always being foolish and annoyed by boys", "label": "0"} +{"text": "i slowly realised that the intruder was actually dad and griff began to retreat a safe distance in case there were any repercussions after pulling dad through the roof but dad was feeling very groggy and disorientated", "label": "0"} +{"text": "i feel so uncertain all i did was crying over the phone saying i cant finish the reading", "label": "4"} +{"text": "i don t doubt that i m right in this case because i feel that you are a faithful gamer", "label": "2"} +{"text": "i feel innocent and free again", "label": "1"} +{"text": "i mean i could literally feel him feeling content", "label": "1"} +{"text": "i miller production dialog new media feeling generous", "label": "2"} +{"text": "i thought made the room feel playful and kid friendly", "label": "1"} +{"text": "i dont want her to beg at my feet but a how are you courtney or a hows your new project coming courtney would give me some affirmation that i dont feel like a submissive slug", "label": "0"} +{"text": "i feel like my brain is going to expload and its going to be messy and painful", "label": "0"} +{"text": "i feel empty and dim if i miss that", "label": "0"} +{"text": "i feel i am pretty smart raising three boys on my on and they are turning out to be great but my question myself and anyone who reads my blog whats wrong with be wiser", "label": "1"} +{"text": "i i have all the predictable feelings loki is that guy i know from many many other fandoms im not impressed with me for my loki feelings", "label": "5"} +{"text": "im feeling like life is fairly sweet", "label": "2"} +{"text": "i feel like i should be thrilled and i am but at the same time i feel like crap", "label": "1"} +{"text": "i also hope you understand why i feel so angry with you when you dont support the hat rule or when you turn up at a school event sans hat yourself", "label": "3"} +{"text": "i get the nasty feeling that my posts are boring the pants off everyone", "label": "0"} +{"text": "i used to feel rejected and like it was my fault as i am overweight", "label": "0"} +{"text": "i hate to feel threatened totally", "label": "4"} +{"text": "i want to have a job where i am permanent and where i feel like i am valued", "label": "1"} +{"text": "i know karen wouldnt see it that way if i addressed these things with her it would open a whole miserable can of worms she wouldnt see that shes doing anything wrong and wouldnt be open to hearing how i feel it would turn into an ugly confrontation and i hate confrontation", "label": "0"} +{"text": "i had to choose the sleek and smoother feel of the sweet revenge made drawing and handling the blaster a bit nicer", "label": "1"} +{"text": "i am feeling positive about it", "label": "1"} +{"text": "ive been at the lowest ive ever been feeling really shitty about myself", "label": "0"} +{"text": "i only share what i feel is valuable information", "label": "1"} +{"text": "i finally found this afternoon and i wear it feeling like a vicious lurker", "label": "3"} +{"text": "i just didnt feel they got me which meant i was reluctant to open up and really share what was going on", "label": "4"} +{"text": "i know shes right because i feel more energetic awake patient and happy when im running daily but i still feel a little bad too because i believe breast milk is so much better for babies than formula", "label": "1"} +{"text": "i care about but i feel unimportant to because they have their shit together enough so that they dont need me anymore", "label": "0"} +{"text": "i found myself feeling lousy which is pretty unusual for me", "label": "0"} +{"text": "i feel more confident already a href http johnnykaje", "label": "1"} +{"text": "im feeling a little more convinced", "label": "1"} +{"text": "i woke up yesterday morning wondering if i had hurt my mommys feelings and just had this horrible feeling in my stomach and horrible chest pains", "label": "0"} +{"text": "i have been feeling for quite a while that i am just not satisfied with my stash when it comes to blushes", "label": "1"} +{"text": "i seriously have no feeling when i got rejected in a sense i am neither happy sad or average", "label": "0"} +{"text": "i feel valued by just contributing what i know of and share what id discovered with others", "label": "1"} +{"text": "i feel heartbroken for the people of north carolina", "label": "0"} +{"text": "i have switched songs as that one was beginning to make me feel a little melancholy and who the fuck needs that", "label": "0"} +{"text": "i feel very unfortunate to have only in the last couple days have even discovered that seventy times seven even existed and hearing the twosongs together brought somewhat of a closure to a certain part of my musical life", "label": "0"} +{"text": "i feel a cold coming on or drink a little extra xango juice when i am stiff and sore", "label": "3"} +{"text": "i seriously feel talented now", "label": "1"} +{"text": "i feel thrilled i feel blessed i feel honored light who s boss", "label": "1"} +{"text": "i feel like i deserve to be punished in some way amp search out ways to do that self harm non lethal overdose etc", "label": "0"} +{"text": "i got to know more about the three movies i feel sincere respect to the director richard linklater and the whole team of crew of creating this love story", "label": "1"} +{"text": "i feel blessed to be able to see that we didn t do anything", "label": "1"} +{"text": "i feel like my fear of end times is gone and i am honestly longing for home more than i ever have in my life", "label": "2"} +{"text": "ive feeling a bit morose as of late", "label": "0"} +{"text": "i feel like i m a very very dangerous human being right now", "label": "3"} +{"text": "i am here to update my blog just found out that my blog looks feels dull when there are no updates", "label": "0"} +{"text": "i feel like there is a fragment sweet scent hang on my tongue it instantly disappear as if saying i was paranoid", "label": "2"} +{"text": "i believe the most readers feel impressed by the individual journey", "label": "5"} +{"text": "i feel very clearly now and am reassured that in leaving we did the thing that we needed to do the thing that god was leading us to do", "label": "1"} +{"text": "im feeling gloomy as i have completed nothing though im supposed to complete many things", "label": "0"} +{"text": "i dunno how it feels to be completely happy the real world has taught me about struggle but what i m going thru is nothing close to struggle", "label": "1"} +{"text": "id like to write something interesting right now but unfortunately i feel deprived of inspiration", "label": "0"} +{"text": "i think since im compelled to act all meek and asian in front of my own kind i feel a tad inhibited to the extent that i cant even be myself", "label": "4"} +{"text": "i sometimes feel quite isolated as we live in a regional area so i often think", "label": "0"} +{"text": "i think about talking to a lawyer and finishing this i feel anxious", "label": "4"} +{"text": "i was left feeling bothered by it for a long time afterwards", "label": "3"} +{"text": "i feel very much the tragic side of life but my endings are always happy somehow", "label": "0"} +{"text": "i listen to people explain their frustrations with dating or how they re feeling rejected after a possible date didn t materialise or not getting pas", "label": "0"} +{"text": "i alive i feel so defeated with this issue", "label": "0"} +{"text": "i took part in a football match the referee was extremely partial to the opposite team this stirred up my discontent and anger", "label": "3"} +{"text": "i keep forgetting but shouldnt is no matter what happens i should not hesitate or feel too ashamed to come back to allah and get back on my feet", "label": "0"} +{"text": "i am plagued by awkward feelings the charming tale of a not so charming gal named me", "label": "1"} +{"text": "i try to only buy fabrics that i would use in a project or that i feel are really fab", "label": "1"} +{"text": "i remember just knowing you were crazy in love with me without a shadow of a doubt and you made me feel gorgeous always", "label": "1"} +{"text": "i feel pretty in transition", "label": "1"} +{"text": "i feel like i ought to be working on casual activism but that construes something that is potentially stressful so there wont be any update tomorrow", "label": "1"} +{"text": "i am this thing i have these feelings and i m not afraid to express them and to stand up for what i believe in", "label": "4"} +{"text": "i feel so rotten for them but there is nothing i can do to change that", "label": "0"} +{"text": "i want to say that i feel vulnerable writing and sharing this info", "label": "4"} +{"text": "i die wont some man make me feel that lifes worthwhile", "label": "1"} +{"text": "i feel like this vile thing brooding gnawing deeper in spirit", "label": "3"} +{"text": "i appreciate when i open up to the universe and i feel and receive gentle nudges both through small happenstances and clues that present themselves and also through dreams", "label": "2"} +{"text": "i often feel like im drowning as i try to come up with valuable content and write engaging posts", "label": "1"} +{"text": "i always flashback to her talking about feeling burdened appearing on a radio show alone on lee jaeryong jungeuns good morning", "label": "0"} +{"text": "i feel useful again and serves as a reminder that ive come a long way since the first days of vertigo", "label": "1"} +{"text": "i feel so relaxed amp light since i emptied myself of this burden that had controlled me for so long", "label": "1"} +{"text": "i feel guilty for not having made any blog entries for months", "label": "0"} +{"text": "i still feel sleep deprived she is almost sleeping through the night giving us", "label": "0"} +{"text": "i am feeling shamed like i should not be enjoying this and i certainly should not have sex kissing is so far enough", "label": "0"} +{"text": "i feel the matter has been resolved", "label": "1"} +{"text": "i once read that when we feel nostalgia we are actually longing for heaven", "label": "2"} +{"text": "i feel so shaken and guilty for not being a better mother and shielding my offspring from this health problem", "label": "4"} +{"text": "i still feel shaky is because in the worst hit areas the damage and destruction is so complete", "label": "4"} +{"text": "im feeling a bit melancholy for some reason so im not going to post further for now but hopefully this re discovery of my old thoughts and goals will help me to re align my focus a bit", "label": "0"} +{"text": "i just feel so disgusted with myself", "label": "3"} +{"text": "i guess ive heard enough over the two months because each time i hear such comments i honestly feel offended", "label": "3"} +{"text": "i was feeling rebellious because of what was happening to us as a family", "label": "3"} +{"text": "i feel a bit strange saying it", "label": "5"} +{"text": "im happy to report that i didnt feel that angered urge to smack olivia today the way ive felt it before", "label": "3"} +{"text": "i could put a full thought together and didnt feel so lethargic", "label": "0"} +{"text": "i feel like such a vital part of the branch as a missionary and its a lot different in a big ward", "label": "1"} +{"text": "ive been feeling jealous lately of bloggers going off to author readings and book si", "label": "3"} +{"text": "i just feel more enraged and that my life has been taken advantage of yet again", "label": "3"} +{"text": "i feel disgusted to even be associated with this woman by my race and nationality", "label": "3"} +{"text": "i spontaneously come up with a new tune or when i am taking a solo and feel myself in that creative flow just going for it not knowing what i am going to play next and surprising myself he answers indisputably", "label": "1"} +{"text": "i feel a bit strange publishing these beautiful photos", "label": "4"} +{"text": "i feel like im tortured like years ago", "label": "4"} +{"text": "i sound feeling ballroom cd rel nofollow target blank va prandi sound feeling ballroom cd", "label": "0"} +{"text": "i feel that i have to justify this behavior to you my faithful blog reader", "label": "1"} +{"text": "i hope you can feel glad that she gave you so many things including memories that you can cherish", "label": "1"} +{"text": "ive been studying really hard for it and discovering pretty words that never crossed my mind and how they portray the exact meaning and i feel like ive missed out a lot", "label": "0"} +{"text": "i feel me better cuz i listen to this song img src http ifyouwanttoknow", "label": "1"} +{"text": "i feel this way about all relationships romantic platonic and friend zoned friends that dissolve", "label": "2"} +{"text": "i feel petty moaning about it but its annoying me so from now on im keeping my stuff in a bag in my room if they ask i can always say im keeping it there to stop the bathroom getting cluttered", "label": "3"} +{"text": "im feeling terrible i couldnt feel worse", "label": "0"} +{"text": "i feel pretty lame typing that but my upper body is so weak", "label": "0"} +{"text": "ive left my job i feel a lot less stressed in general and i had a really good time just observing how much the kids enjoy the process of creating something new", "label": "0"} +{"text": "i am slowly paying off my debts and i feel generally happy about where i am and what im doing", "label": "1"} +{"text": "i feel completely numb emotionless lost", "label": "0"} +{"text": "i buy books about people i feel are equally fucked up as i am or books about zen approaches to shitty situations", "label": "3"} +{"text": "i was feeling particularly glamorous in my charlies angel on the weekend travel outfit and comfortably passed three hours in the zoo that is gates by reading fashion mags", "label": "1"} +{"text": "i could feel myself moving slower and being generally more lethargic than our last ride on the same trail", "label": "0"} +{"text": "i hate getting behind because then i feel pressured to get it all back up to date so i can move on to other projects", "label": "4"} +{"text": "i feel like a haiku is a pleasant note to end on", "label": "1"} +{"text": "i know is that it s better for me as a teacher i feel the lesson is more pleasant that the language work is less artificial and it feels good that what i teach is closer to what they need instead of what someone else who is not even there thinks they need", "label": "1"} +{"text": "i was on to stop labor made me feel terrible", "label": "0"} +{"text": "im feeling shades of foolish", "label": "0"} +{"text": "i admit i walked into third wave cafe feeling a little apprehensive but what appeared to be a run of the mill cafe turned out to be a restaurant with great personality and even greater food", "label": "4"} +{"text": "i have to say however is that is is awfully difficult to feel glamorous and sensational in all this heat ash stench greasy hair and your basic post yeast infection mode", "label": "1"} +{"text": "im feeling as though this is all pretty boring", "label": "0"} +{"text": "i begin to feel a dull ache in my left side", "label": "0"} +{"text": "i feel pretty good about that", "label": "1"} +{"text": "i feel like i am being punished for something that i didn t even do", "label": "0"} +{"text": "i am feeling nostalgic more than anything", "label": "2"} +{"text": "i end up feeling exhausted for all the rest of the day", "label": "0"} +{"text": "i think his uniform and glove make him feel very important too", "label": "1"} +{"text": "i feel like these words from today s passage send the church of today a warning just as much as jesus was sending his beloved disciples a warning", "label": "1"} +{"text": "i cannot see and help me to feel more confident that my god is exactly who he says he is and that i can trust him", "label": "1"} +{"text": "im feeling a little tender in my wood works", "label": "2"} +{"text": "i almost feel hated by everyone", "label": "3"} +{"text": "im feeling generous and you can have two top tips", "label": "1"} +{"text": "i love what i do and i feel so blessed and lucky to be able to travel and be creative and meet amazing people and wake up every day loving my job", "label": "2"} +{"text": "i save recipes to springpad and when im feeling adventurous i might try something new", "label": "1"} +{"text": "i started feeling dazed", "label": "5"} +{"text": "i am pleased that only pgce qualified teachers can work here it makes the effort expense to gain mine feel worthwhile", "label": "1"} +{"text": "i write these words i feel sweet baby kicks from within and my memory is refreshed i would do anything for this boy", "label": "1"} +{"text": "i kept staring at her quivering flower feeling that it was like a violent flower in time lapse photography a flower shivering with vigorous growth as it accelerated out to the flickering sun racing sky heralding the end of our relationship before it had even started", "label": "3"} +{"text": "i could at least count it i didnt feel as frantic while the group followed the bird as it moved north through the trees", "label": "4"} +{"text": "im feeling at one of my calmer states over the past month which is more than pleasant", "label": "1"} +{"text": "i feel numb jun nd", "label": "0"} +{"text": "i feel very triumphant another personal mini goal accomplished", "label": "1"} +{"text": "i end up feeling very rushed and exhausted by the time we sit down to eat and i don t take the time to really think about what i am thankful for much less take time express that to god", "label": "3"} +{"text": "im feeling a bit dazed and out of sorts like someone needs to poke me to really wake me up", "label": "5"} +{"text": "i wonder if they ever feel any pain or sadness because they always seem lively", "label": "1"} +{"text": "i feel fearless when i am right", "label": "1"} +{"text": "i feel like i am being deprived of oxygen", "label": "0"} +{"text": "i it did not feel sincere", "label": "1"} +{"text": "i still feel so agitated", "label": "3"} +{"text": "i feel virtuous for going to spin class then driving all the way to blackburn in the manual unsupervised and sucessfully handbrake starting", "label": "1"} +{"text": "i am feeling and how much i am trusting god varies enormously", "label": "1"} +{"text": "i feel myself being very indecisive about how i see my work life playing out", "label": "4"} +{"text": "i certainly get worked up about feminist and other issues at times i also have periods of feeling fairly mellow", "label": "1"} +{"text": "i feel like it was a bit rushed", "label": "3"} +{"text": "i feel like i liked my hair much better before i was using a sulfate free brand and i believe i am using a reputable brand", "label": "2"} +{"text": "i hate asking myself why i feel so reluctant when he tries to kiss me", "label": "4"} +{"text": "i feel reluctant to leave", "label": "4"} +{"text": "i feel like i should be more bothered by this topic but for some reason im sor", "label": "3"} +{"text": "im feeling pretty contented too having an instructor to assist me with higher level math again for a while is very helpful", "label": "1"} +{"text": "i make some of those cracks by the age old system of not sleeping and driving myself insane but i dont have the energy and i dont have that feeling because it feels like ive already devoted my life to working and hacking systems and fucking with numbers for people", "label": "2"} +{"text": "i got some good feedback from my summary of uganda i still feel as though i missed out on a lot of things i had wanted to say that i hope ill be able to come back to later on", "label": "0"} +{"text": "i will feel shy and won t be able to talk to her", "label": "4"} +{"text": "i could feel myself getting weepy strangely my left axilla also ached", "label": "0"} +{"text": "i feel pleased about this issue there are a lot of beautiful pieces in it for example maggie lees poem titled a href http vol", "label": "1"} +{"text": "i still feel embarrassed when i think about it", "label": "0"} +{"text": "i feel lonely at work im not a social bird as i usually am when i was in school", "label": "0"} +{"text": "i also feel that too much content is contained in the vocref top ontology", "label": "1"} +{"text": "i really like him he has good morals and is very nice to me and respectful but its like i feel like i still belong to brad and i couldnt picture myself with eric because hes too innocent", "label": "1"} +{"text": "i dont have a yeast infection in the vagina i could be feeling irritated by yeast due to my diet so i should stop eating lots of sugary foods if i can", "label": "3"} +{"text": "i feel like him try to stay as faithful as possible to what he perceives as the real events that happened in that mountain", "label": "1"} +{"text": "i admit to feeling slightly alarmed that her book was also based on olden sarawak and there seemed to be parallel plot lines to the jugra chronicles", "label": "4"} +{"text": "i dont know that i am feeling fearful", "label": "4"} +{"text": "i feel like im almost uh afraid of everything so to speak", "label": "4"} +{"text": "ive been a bad bad lazy girl i can feel my muscle aching", "label": "0"} +{"text": "i went to bed late last night and feel sort of groggy this morning", "label": "0"} +{"text": "i wont face these obstacles and feel like a stressed out mess or worse a mommy failure", "label": "0"} +{"text": "i know all art animals are lame and i feel particularly violent about the crabs", "label": "3"} +{"text": "i feel excited about something that is soley for me here is the video about it", "label": "1"} +{"text": "im going to putter on the computer till i feel less violent and down", "label": "3"} +{"text": "i feel jealous with them why they can", "label": "3"} +{"text": "im packing up to leave the school and feeling sentimental", "label": "0"} +{"text": "i feel so clever to have done that", "label": "1"} +{"text": "i feel my desire to learn or explore the truth as they say in spirituality leads me to useful sources", "label": "1"} +{"text": "i feel weird if i just do completely nothing", "label": "5"} +{"text": "i just go into these modes where i want to write then feel disgusted and do not what to write at all", "label": "3"} +{"text": "i feel ashamed afraid to let people come over to see my messy house afraid i ll be pulled over and my car towed for my unpaid ticket afraid that blood work will come back with a diagnosis of imminent death", "label": "0"} +{"text": "i don t spew my desperation all over these situations that already feel uncertain to me", "label": "4"} +{"text": "i feel selfish as i read back to my former posts how i have never asked for prayers for others how i never considered that there may be others out there that deserve their prayers answered before my own", "label": "3"} +{"text": "i feel artistic", "label": "1"} +{"text": "i started feeling this job was worthwhile", "label": "1"} +{"text": "i feel amazing after every thrift trip i got on and to have some many in a small amount of time if my idea of bliss once i am earning again i will re claim my crown of thrift princess", "label": "5"} +{"text": "i know a lot of people are whining that a first boot cant possibly be a favourite but you guys know how i feel about my beloved a href http winterpaysforsummer", "label": "1"} +{"text": "i like to pull out when i ever i feel like being snobbish about my musical tastes", "label": "3"} +{"text": "i was able to guess or pick up on a lot of the plot twists in this episode from the first hints we were given and whether thats moffat using really obvious foreshadowing or me having a solid grasp of his narrative logic im not sure but i like it it both builds suspense and makes me feel clever", "label": "1"} +{"text": "im feeling a bit bitchy tonight so i will be", "label": "3"} +{"text": "i feel creative right now and it makes me happy", "label": "1"} +{"text": "i feel anger and love and failure i totally dont get an a in mothering friends and grief and loss and captivity and wonder and awe cannot be ignored", "label": "0"} +{"text": "i feel a little abused about this whole situation", "label": "0"} +{"text": "i also hate feeling aggravated when i dont know how i am supposed to eat because when i feel that way i often sound that way", "label": "3"} +{"text": "i feel there is a shortage of loyal people whom you can trust", "label": "2"} +{"text": "i look at myself and feel dissatisfied", "label": "3"} +{"text": "i didn t know it was possible to feel more terrified", "label": "4"} +{"text": "i hauled it i feel dumb i got my lock and key i paid a man his fee now i wait and see frank black amp the catholics devils workshop released simultaneously with black letter days i initially felt this was the better of the two", "label": "0"} +{"text": "i feel very low already", "label": "0"} +{"text": "i feel like im not the only whos fed up with the world and im glad they trust their watchers with this kind of information", "label": "1"} +{"text": "i have mishandled things alongside the rest and im feeling remorseful about it right now as opposed to my very initial reaction of not wanting to care because maybe somewhere deep down in me im hoping things might be like before", "label": "0"} +{"text": "i get the feeling they genuinely liked being out here and appreciated the place", "label": "2"} +{"text": "i would then plunge into the icy depths feeling invigorated and invincible", "label": "1"} +{"text": "im feeling lonely while scott is at work", "label": "0"} +{"text": "i feel like im the bitter old lady who has had such a long life and just cant deal with it anymore", "label": "3"} +{"text": "i realised how sick i was of working and feeling and being alone", "label": "0"} +{"text": "i think beaches are my favorite places although i get the feeling i would be quite fond of the desert also", "label": "2"} +{"text": "i feel quite surprised that i have a fairly significant amount of blog readers", "label": "5"} +{"text": "i often feel like i am punished for the strengths i do have which is almost worse than no one even noticing my value", "label": "0"} +{"text": "i feel pretty insecure about my current relationship", "label": "4"} +{"text": "i start feeling really lousy but figure it was pregnancy stuff", "label": "0"} +{"text": "i saw the pair of them walk out of the gates i couldnt help it the months of suppressed feelings of not being homesick came out for a few seconds anyways", "label": "0"} +{"text": "i feel guilty that i dont have the need to constantly check in on her", "label": "0"} +{"text": "i wish to feel your tender bites", "label": "2"} +{"text": "i am at a point where i dread anyone asking me for anything because i feel like it is just one more opportunity for me to fail at something and that is a very horrible place for me to be", "label": "0"} +{"text": "i feel like it wasnt that bad but i probably wouldnt have told you that in the moment", "label": "0"} +{"text": "i feel like ive ever perfectly captured this beauty this perfect girl", "label": "1"} +{"text": "i have been absolutely useless written about nothing at all and feel like im neglecting my faithful followers by failing to update the blog today", "label": "1"} +{"text": "i can understand that you may feel youd rather not do your bit for the vulnerable and homeless in london in that precise way", "label": "4"} +{"text": "i dont know why but i had started to feel the weird pressure of a largely silent audience and with it a falsely inflated sense of importance in expressing myself and my ever so articulate opinions to said audience", "label": "5"} +{"text": "finding out that i am not an as able student as i thought", "label": "4"} +{"text": "i feel like im the mad hatter rather than alice", "label": "3"} +{"text": "i am feeling so excited for many of the bloggers i follow who are anxiously bearing through a ww of the first few weeks of pregnancy", "label": "1"} +{"text": "i feel that we did a fantastic job of showcasing the impact affirmative action has had on higher education", "label": "1"} +{"text": "i feel like my casual nonchalant attitude is easi", "label": "1"} +{"text": "i feel blessed and lucky to have gone so many places and seen so many things", "label": "1"} +{"text": "i feel i was successful in doing that for the waxing moon it s quite a bit different than the hidden sun", "label": "1"} +{"text": "i would feel joyful", "label": "1"} +{"text": "i just feel so irritable which i guess is a classic symptom of depression", "label": "3"} +{"text": "i woke up feeling very disturbed", "label": "0"} +{"text": "i wasn t feeling hot i knew that i needed to cool my body temperature and drink more fluids", "label": "2"} +{"text": "i can almost feel your delicate heart breaking", "label": "2"} +{"text": "i is so brave to express her feelings for tomoe despite being rejected", "label": "0"} +{"text": "i feel drained of energy", "label": "0"} +{"text": "i feel like i should have actively hated every single second rather than just borne it all", "label": "3"} +{"text": "id fancy or feel particularly delicious about either", "label": "1"} +{"text": "ive done all my usual workouts and so i feel confident that i worked hard on that front", "label": "1"} +{"text": "im not emo ing no no no haha i am feeling happy instead for being able to meet up with them", "label": "1"} +{"text": "i feel stunningly elegant tonight darling", "label": "1"} +{"text": "im feeling playful google doodle of pac man game", "label": "1"} +{"text": "i will rest in the knowledge that even when im feeling isolated i am never alone", "label": "0"} +{"text": "im feeling damn fantastic", "label": "1"} +{"text": "i feel like when ever i start to feel happy for a consistent amount of time it all has to end", "label": "1"} +{"text": "i feel more relaxed improvising in front of a group of other dancers as opposed to myself", "label": "1"} +{"text": "i will sit there for a month while rich and carol go home for christmas by the way they did not put any lights on me this year i am not feeling very festive right now", "label": "1"} +{"text": "i didnt feel like i missed out one bit", "label": "0"} +{"text": "i know that i still feel kind of agitated but i also switch from feeling hot to feeling cold when i lay down", "label": "3"} +{"text": "i feel the longing for the way things used to be makes the ride a bit of an emotional roller coaster", "label": "2"} +{"text": "day i received my te score and acceptance into my chosen course", "label": "1"} +{"text": "i feel dumb but happy", "label": "0"} +{"text": "i left feeling triumphant that i had taken the challenge on and saved money", "label": "1"} +{"text": "i are another reason why foreign tourists feel reluctant to drive in this island", "label": "4"} +{"text": "i feel so bitchy suddenly", "label": "3"} +{"text": "i feel that they were just as surprised to be sharing my dream as i was to have them sharing it", "label": "5"} +{"text": "i really enjoy having the weekend off i feel naughty for not doing but i am still getting results and it is a really nice treat", "label": "2"} +{"text": "i was feeling restless no one was home and it was sunny outside", "label": "4"} +{"text": "i love you and i feel so blessed to spend another year with you", "label": "2"} +{"text": "i cant help but feel so helpless", "label": "0"} +{"text": "im going to sleep now while i still feel triumphant", "label": "1"} +{"text": "i hate that feeling and its making me antsy and irritable", "label": "3"} +{"text": "i feel so foolish for resisting what was obviously meant to be", "label": "0"} +{"text": "i am feeling it and it s really ok", "label": "1"} +{"text": "i was reading through my old messages from knight and feeling very sentimental so i texted him back", "label": "0"} +{"text": "i had to preform a few poems to the class so i will feel confident when i preform", "label": "1"} +{"text": "i did see some things that i would never have done myself for the movie adaption but feel that if i did not read the book it would not have bothered me", "label": "3"} +{"text": "im feeling this longing for this endless love that maybe we could have if we let ourselves", "label": "2"} +{"text": "i feel there are other options that not as violent probably more costly yet equally futile so whats the problem with keeping our men and women out of harms way", "label": "3"} +{"text": "i am feeling a little uncertain about my skills in the birthday party arena", "label": "4"} +{"text": "i feel this way i withdraw become irritable", "label": "3"} +{"text": "i feel tortured by this thought but it feels so true", "label": "4"} +{"text": "i know i haven t posted anything for months and i feel kind of guilty big thanks to the exams tests and assignments and all but so far so good", "label": "0"} +{"text": "i really feel cute when i wear them", "label": "1"} +{"text": "i still feel a little dazed and high which is alarming since its been hours or so", "label": "5"} +{"text": "i was feeling overwhelmed", "label": "5"} +{"text": "i feel this product deserves a positive review i do want to leave you with a somewhat contradictory final thought", "label": "1"} +{"text": "i plan on making another post all about that but ive had some progress and i feel fucking fantastic", "label": "1"} +{"text": "i leave his words feeling doubtful of the naight ever ending", "label": "4"} +{"text": "ive always been a giver not a taker i feel selfish in considering this idea", "label": "3"} +{"text": "i didnt think he could honestly feel this way about himself and if he did he had no reason to because again he was popular and incredibly hot", "label": "1"} +{"text": "i feel so blessed to have met each and every one of them", "label": "2"} +{"text": "i reali feel glad", "label": "1"} +{"text": "i laced my shoes and pounded out those feelings on the hot black pavement before me", "label": "2"} +{"text": "i go to sleep as soon as my head hits the pillow i sleep deeply all night and i wake up feeling a lot less lethargic then usual", "label": "0"} +{"text": "i feel so blessed for my husband and my family supporting me on my mission of health and happiness and spreading it to my community and the world", "label": "1"} +{"text": "i beg and crave a particular something that im convinced will bring happiness and yet when it arrives im left feeling jaded and used", "label": "0"} +{"text": "i sometimes feel so vulnerable and so lost", "label": "4"} +{"text": "i now feel less doubtful towards that person about his her sincerity in rebuilding our relationship", "label": "4"} +{"text": "i mean really really hard works to obtain such a high technical skill in wushu feel kinda ashamed but somehow motivated when i saw kids doing wushu performances whole heartedly despite their tiredness", "label": "0"} +{"text": "i feel pathetic to report that i know about as much korean after these three months as i did italian after a three week vacation in italy", "label": "0"} +{"text": "i continued to feel very submissive and continued to be aroused as well", "label": "0"} +{"text": "i feel which usually very few people may easily subdue the longing of ones or even", "label": "2"} +{"text": "i always feel convinced that there is a grimacing flip handled knife or one of those small pearl handled pistols in there", "label": "1"} +{"text": "i suppose i am a bit on occasion but now ive become this horrible annoying person and i feel so strange about it", "label": "4"} +{"text": "i dont want to sound cocky or full of myself but alhamdulillah so far i dont feel troubled by breastfeeding even after i start working", "label": "0"} +{"text": "i bought some eggs and because i was feeling adventurous i also got a whole chicken and an oxtail", "label": "1"} +{"text": "i know is that i feel fantastic", "label": "1"} +{"text": "ive just been feeling so submissive recently", "label": "0"} +{"text": "i want people to feel brave and i want society to accept us as disabled people amongst us who deserve dignity and respect not to be shunned and laughed at", "label": "1"} +{"text": "im slow about this but it does feel weird returning to a home without your mum anymore", "label": "4"} +{"text": "i thought of that feeling of delicious isolation i feel when i am absorbed in a quest each revelation leading to questions then answers then more questions a cave came to mind at first lined with ancient and wisdom filled tomes a deep comfortable chair and large paper strewn table in the centre", "label": "1"} +{"text": "i grieve my losses and then feel ashamed because the little way has the essential component of my life well lived i get to tell someone about jesus love", "label": "0"} +{"text": "i am so trying to understand why my feelings should be ignored", "label": "0"} +{"text": "i sometimes feel resentful that this has come into our lives at this time", "label": "3"} +{"text": "i apologise as a tank if we have a big pull and it all feels messy", "label": "0"} +{"text": "i feel a little stressed and lost just waiting for an idea to come", "label": "0"} +{"text": "i would veer from feeling utterly terrified to utterly disorientated to utterly queasy", "label": "4"} +{"text": "i feel like someone s strange uncle trying to break the ice at a party by showing this amazing talent thinking that guests will be impressed but in turn just made everything a hundred times more awkward", "label": "4"} +{"text": "i hide this secret inside of me away from everyone because i feel ashamed and like i have no assistance in making it better", "label": "0"} +{"text": "i was tired of feeling like a helpless victim and stuck in my circumstances and slowly started making changes", "label": "4"} +{"text": "i among other things it was one of those days when i got up feeling low", "label": "0"} +{"text": "i didnt use to feel embarrassed walking by people in it at the pool", "label": "0"} +{"text": "i feel it s so obnoxious another vocab word", "label": "3"} +{"text": "i really feel like an idiotic", "label": "0"} +{"text": "i talked with the zone leader this morning he listened carefully as i explained what i was feeling and then reassured me that everything i was feeling was okay and normal and that in fact im supposed to be feeling this way right now", "label": "1"} +{"text": "i was warming up starting feeling a little lethargic", "label": "0"} +{"text": "i still feel very very disheartened", "label": "0"} +{"text": "i get another call from a frantic junior for my file and i obviously refused ta help her and now im feeling like i was too rude i mean i jz went like yeah sorry i just dont do that", "label": "3"} +{"text": "i feel a little loyal toward her because her father used to work with mine until they both retired", "label": "2"} +{"text": "ill feel a little more sympathetic towards them but until that day", "label": "2"} +{"text": "i feel like i shouldn t be that amazed with a degree in biology i was blown away", "label": "5"} +{"text": "i was feeling pleased with the manuscript reporting the results of my fellowship research annoyed at the ridiculous requirements for for", "label": "1"} +{"text": "i feel like i am the most creative and talented person ever okay well maybe not but i do feel pretty good about myself", "label": "1"} +{"text": "when my mother kept me in leadingstrings", "label": "3"} +{"text": "im feeling so pissed off that i wanna scream and shout at the wall facing me right now", "label": "3"} +{"text": "i didn t really know many other ill people but nowadays i do and i m so glad that i do knowing other people in a similar position people who truly get how you feel is a wonderful thing", "label": "1"} +{"text": "i feel drained or do i feel energized", "label": "0"} +{"text": "i do find myself confused when i feel no pain and when my pain becomes resigned understanding a warm memory of a beautiful girl locked away for no one to ruin to taint", "label": "0"} +{"text": "i started feeling shaky hungry", "label": "4"} +{"text": "i and will be pleasantly surprised and vote heavily for him but i have a feeling a dignified comeback will have to make do for mr johnson this time around", "label": "1"} +{"text": "i give you some tips on overcoming the feelings of being overwhelmed", "label": "4"} +{"text": "i am already feeling frantic", "label": "4"} +{"text": "i started feeling better towards the afternoon and now i still intend to finish off some things in my to do list", "label": "1"} +{"text": "i just feel as though somehow shes become less likeable", "label": "1"} +{"text": "i feel like i know i m troubled and that s why i give myself an excuse", "label": "0"} +{"text": "i got this amazing news from tracy today the final covers only chapters no wonder we were feeling so rushed and it seemed we didnt have enough time", "label": "3"} +{"text": "i know first hand and all too well those feelings of pain hurt embarrassment and even shame over self image body shape physical features weight etc because of what i have let my body become", "label": "0"} +{"text": "i feel threatened i feel fear", "label": "4"} +{"text": "i was also given several shiny presents because my friends are really rather cool i actually prefer late birthday presents to early ones as it extends the period of feeling beloved significant segments of all and sundry and is more unexpected", "label": "1"} +{"text": "i am feeling needy needing you so needing your love by the grove", "label": "0"} +{"text": "i feel foolish for all these long runs and extra miles if the best i can muster is nearly seconds per mile slower than i was a year ago", "label": "0"} +{"text": "i feel cold spots", "label": "3"} +{"text": "i honestly feel envious", "label": "3"} +{"text": "ive been taking or milligrams or times recommended amount and ive fallen asleep a lot faster but i also feel like so funny", "label": "5"} +{"text": "i ignored my feelings i ignored myself", "label": "0"} +{"text": "i especially feel this way because someone who i thought was my friend rejected me and joined the clique", "label": "0"} +{"text": "i want the girl i love to feel loved and be loved", "label": "2"} +{"text": "i always feel i always understand that the people who are being the most hateful and harmful towards me are hurting themselves and taught wrongly and i hurt for them because i want to go back and undo the pain and childhood bigotry that binds their lives into this path", "label": "3"} +{"text": "i feel rather pathetic", "label": "0"} +{"text": "i want to capture this feeling and put it into words so i can again gain the sweet taste in my mouth right now", "label": "2"} +{"text": "i feel so unloved lately like i dont get given enough attention", "label": "0"} +{"text": "i can t believe i feel so petrified", "label": "4"} +{"text": "i feel slightly embarrassed that i keep telling myself and trying to make myself believe that life is actually to enjoy just to be let down harder and harder each time", "label": "0"} +{"text": "i was pregnant with emily and therefore always feeling exhausted it wasn t that hard to sleep when walter slept if i needed the extra rest", "label": "0"} +{"text": "i feel so pretty and glamorous", "label": "1"} +{"text": "i was feeling especially disillusioned and unhappy allowing the last lines to make the most difference but most this is especially telling of how much my life has changed since i was fourteen how my experiences have altered my perceptions", "label": "0"} +{"text": "i use the noticer to discover the source of my feelings it allows me to understand and realize that there is no solution for these past feelings i am grappling with only compassionate awareness", "label": "2"} +{"text": "i feel a despairing sadness because after so much time working on this we have to cut ties", "label": "0"} +{"text": "i feel that i no longer have to do things to look cool", "label": "1"} +{"text": "i am yelling at my kids at the drop of a hat for no reason possess no energy to do anything just feeling irritable and sad about everything", "label": "3"} +{"text": "i don t recall ever feeling carefree", "label": "1"} +{"text": "i feel like im being greedy when i say i want more money", "label": "3"} +{"text": "i had suppressed my homosexual feelings so much that i replaced them with what i thought would be socially acceptable", "label": "1"} +{"text": "i feel enormously honoured to be included in this list", "label": "1"} +{"text": "i feel like im craving it and then no matter what i order i just really am not that impressed", "label": "5"} +{"text": "i am really looking forward to feel like in europe again although somehow i m fond of this place", "label": "2"} +{"text": "i was feeling pretty hateful towards my refrigerator as i cleaned it", "label": "3"} +{"text": "i ought not come for i stipulation them to feel sorrowful for their skeered rupees which they re assert to the field but i will console for i allusion massou to live", "label": "0"} +{"text": "i got home i started to feel weird", "label": "4"} +{"text": "i feel quite lucky to have stumbled upon it", "label": "1"} +{"text": "i cannot thank you enough for always finding a way to make me feel better", "label": "1"} +{"text": "i never thought id feel comfortable in but im just going to go for it and make bold fashion choices", "label": "1"} +{"text": "i couldnt help but feel that all these people had missed the best of the day", "label": "0"} +{"text": "i may feel stress unhappy", "label": "0"} +{"text": "i am afrade for his life as some people feel quite hostile towards him", "label": "3"} +{"text": "i feel as if her call was not a sincere apology", "label": "1"} +{"text": "ive had two shots of lupron and im feeling fine", "label": "1"} +{"text": "i have survived the low part of the crash im starting to feel hopeful again", "label": "1"} +{"text": "i feel my own heart a lot to make sure i am still there", "label": "1"} +{"text": "i feel foolish for thinking this would work", "label": "0"} +{"text": "i feel like my trust is being abused the less i feel like theres a future for us", "label": "0"} +{"text": "i feel the need to blog pagetitle from flab to fab", "label": "1"} +{"text": "i was feeling so overwhelmed that i asked my bqff to keep of them at her house until theyre ready to be loaded so i dont feel so behind", "label": "5"} +{"text": "i do feel a little needy", "label": "0"} +{"text": "i feel very unhappy and incomplete", "label": "0"} +{"text": "i feel like the emotional fog is finally starting to lift", "label": "0"} +{"text": "i aint feeling it this is where been carefree deffinately is worrying in its self", "label": "1"} +{"text": "i will continue to struggle with experiencing normal feelings and the sense theyre chipping away at precious time", "label": "1"} +{"text": "i kind of feel like he is sincere", "label": "1"} +{"text": "i feel extremely jealous when ranbir works with other directors ayan mukerji filmfare", "label": "3"} +{"text": "im not crossing things off ever growing to do list i feel like i keep making stupid silly mistakes in all areas of my life amp im just tired", "label": "0"} +{"text": "i feel very reluctant to blog during my free period even when my hp is plugged to my laptop for charging making it easy to upload photos online", "label": "4"} +{"text": "i am just feeling too rotten to put on a happy face for the night", "label": "0"} +{"text": "i prefer to feel valued than just save money i prefer to work with people i know personally", "label": "1"} +{"text": "i did that at the recent french open with the claret jug so i now feel somewhat reluctant i got close to the claret jug in france as i felt afterwards i want to be able to do that till hopefully win the open and then get to bond it for the next twelve months", "label": "4"} +{"text": "i was feeling a little annoyed at some people", "label": "3"} +{"text": "i feel is defective", "label": "0"} +{"text": "i know not all women feel this way but i have felt very unimportant int the church and almost dare i say second class citizen im not trying to bash the church but i think some women are so thirsty for knowlege about her to reinforce their own place and importance in the world", "label": "0"} +{"text": "i was feeling all resentful that id been given such a boring assignment and", "label": "3"} +{"text": "i admits to feeling remorseful after her outbursts width height", "label": "0"} +{"text": "i feel terrific and i m starting to put weight on", "label": "1"} +{"text": "i started to open up about it i started to feel more like myself the stephanie who isn t embarrassed by life s setbacks who tackles difficult situations with humor and honesty", "label": "0"} +{"text": "i need when i feel beaten down", "label": "0"} +{"text": "i feel dirty if i dont", "label": "0"} +{"text": "i feel valued scores tracking terribly low", "label": "1"} +{"text": "i feel so repressed when compared to dear a href http eurodancemix", "label": "0"} +{"text": "i wont be so sure to feel optimistic about this either", "label": "1"} +{"text": "i feel smart yet comfortable in it i feel good when i wear it", "label": "1"} +{"text": "i mean it didnt feel like one it felt like a casual outing just meeting up to catch up and all", "label": "1"} +{"text": "im feeling generous i am gonna tell you about another cool blogger", "label": "2"} +{"text": "im grateful for the cozy feeling of hot cocoa and flannel nighties", "label": "2"} +{"text": "i feel honored or insulted", "label": "1"} +{"text": "i was down feeling greedy and depressed", "label": "3"} +{"text": "i feel bothered", "label": "3"} +{"text": "im feeling adventurous i get the philips better lemon chicken", "label": "1"} +{"text": "i feel to be the most popular right now", "label": "1"} +{"text": "i feel so hopeless and strange and all i really want is to actually disappear", "label": "0"} +{"text": "i have reached the conclusion that what i feel is most important is what i think will most likely make me feel good or and keep away bad or unhappy feelings", "label": "1"} +{"text": "i feel a little disheartened with like im making an effort and getting nothing in return", "label": "0"} +{"text": "i am feeling some divine intervention at work here", "label": "1"} +{"text": "i also were able to get appointment with the osteopath on the which is freaking awesome as it feels like i am caring a boulder in my stomach", "label": "2"} +{"text": "i started to feel discouraged at the thought of being there more than one day", "label": "0"} +{"text": "i was so stubborn and that it took you getting hurt for me to admit even to myself how i feel i haven t been very considerate of you in that respect", "label": "2"} +{"text": "i feel sad donna summer dead at a href http jtwoo", "label": "0"} +{"text": "i don t ever have to fully feel any unpleasant emotion", "label": "0"} +{"text": "i feel aching andangry", "label": "0"} +{"text": "i feel that way but yeah i do have a problem in trusting especially guys", "label": "1"} +{"text": "i know if i go to crossroads or thrift stores i can find something roughly like what im wishing for if i search hard enough and theres no feeling quite so delicious as something awesome for a good bargain", "label": "1"} +{"text": "i feel frustrated or impatient", "label": "3"} +{"text": "i feel so numb f", "label": "0"} +{"text": "i feel sorry gary today pm a href", "label": "0"} +{"text": "i love they way they feel in my hand im sort of shocked i dont have some psycho fetish", "label": "5"} +{"text": "i feel our children are caught up in these unfortunate situations by no fault of their own and they so deserve to have a voice and someone to be there just for them and their best interests", "label": "0"} +{"text": "i feel as one with the trail without being totally punished by it", "label": "0"} +{"text": "i begged my husband for it last year as if i thought once having it id lose weight and feel amazing", "label": "1"} +{"text": "i hate being so hungry and weak that i feel stubborn and dont want to do anything productive", "label": "3"} +{"text": "i am no fan of the current president i am a conservative and it made me feel unwelcome", "label": "0"} +{"text": "i appreciate the mix of modern hard rock and classic heavy metal on faithsedge s new album the answer of insanity i also feel the album lack of strong melodies", "label": "1"} +{"text": "i woke up the morning of our hike feeling jubilant", "label": "1"} +{"text": "i was so excited to try it considering i havent before and so many people rave about it but i didnt feel like it did anything special for my lashes i dont really like drier formula type mascaras but i prefer the wet formula ones more", "label": "1"} +{"text": "i function best with a lot on my plate and feel very uncomfortable with my life if i have nothing to do", "label": "4"} +{"text": "i feel like ive got the content down i print my work and read it through", "label": "1"} +{"text": "i am made to feel embarrassed about my injuries but in my circle of horse friends i am supported we all are", "label": "0"} +{"text": "im feeling very frustrated with my novel in progress right now and i cant even decide why", "label": "3"} +{"text": "i feel like i get blamed for all his stress sometimes", "label": "0"} +{"text": "i came away from the experience feeling rather confused and it left a sour taste in my mouth", "label": "4"} +{"text": "i have been feeling listless and loopy", "label": "0"} +{"text": "i begin to feel complacent with my life here", "label": "1"} +{"text": "i am feeling happy and stressed at the same time because i cant come up with photos for photography tomorrow", "label": "1"} +{"text": "i thought i would challenge myself i really wanted to capture a realistic view of the animal whilst also showing of my own unique painting style i feel this was successful yet next time i would go larger", "label": "1"} +{"text": "i just hope we can help him feel less afraid and more supported and loved", "label": "4"} +{"text": "i can usually do a month without feeling homesick", "label": "0"} +{"text": "i feel more inspired to get back into the mindset of putting the good stuff into my body", "label": "1"} +{"text": "i feel weird taking up time and making these sometimes terrible sounds that people have to hear", "label": "5"} +{"text": "i feel disturbed inside", "label": "0"} +{"text": "i hope to make blood clots feel unwelcome in my body in any way possible as one of my new years resolutions", "label": "0"} +{"text": "i had gone to the cumberland earlier that week so had met a few of n amp h friends prior to the weekend which was really lovely as since moving away i feel there are so many wonderful people i don t know", "label": "1"} +{"text": "im living alone while waiting for my license test and english speaking test im feeling more relaxed hibernating without any fresh air", "label": "1"} +{"text": "i feel that some people don t usually prefer to be truthful and would rather make up many different things and tell lies", "label": "1"} +{"text": "i find myself feeling happy more and more and it feels so very good", "label": "1"} +{"text": "i picked up and moved to the czech republic by myself it was chris who sent me a care package with food and music to remind me of home when i was feeling my most homesick", "label": "0"} +{"text": "i woke up feeling rather devastated", "label": "0"} +{"text": "i would also change the floor to a more pleasant feeling and dog friendly flooring", "label": "1"} +{"text": "i remember feeling really terrified when i was in brazil on a bus that was going up steep mountain hills on the side of the mountain in the middle of a big storm wondering if we were going to fall off", "label": "4"} +{"text": "i am pleased and a little disturbed i guess that these feelings of melancholy lead me right back to the thing that brings them on", "label": "0"} +{"text": "i really do feel unfortunate for the person who has to carrry me", "label": "0"} +{"text": "ive discontinued this once seemingly integral method of self preservation feeling assured that i am the only theif in philadelphia", "label": "1"} +{"text": "i am a bit of a romantic so i really feel like we missed out on those things this time but i would not trade the family time we spent together", "label": "0"} +{"text": "i also wouldnt mind a canon d mark iii if anyone is feeling generous", "label": "1"} +{"text": "i feel only reason skudrive is so popular is becsuse microsoft is so media driven", "label": "1"} +{"text": "i just didnt feel inspired", "label": "1"} +{"text": "i step back in the game day after day even when the odds of success seem out of favor i love on and when i feel nothing but ugly inside she is there to remind me of who i really am and nothing could be prettier than that", "label": "0"} +{"text": "i feel a lot more contented just having re lived a few moments of that trip through these photos", "label": "1"} +{"text": "i was feeling bouncy so i added a few of my go to tangles around it i rather like the spiraling effect achieved", "label": "1"} +{"text": "i feel irritable supersensitive", "label": "3"} +{"text": "i even feel weird living with lay people again", "label": "5"} +{"text": "i feel like im a hateful person sometimes", "label": "3"} +{"text": "i m being reserved kind i feel so loads and loads and loads of mood swings i am not caring eh", "label": "2"} +{"text": "i feel so selfish so self indulgent", "label": "3"} +{"text": "i feel so disheartened that i feel nauseous and sick", "label": "0"} +{"text": "i am feeling a bit agitated or stressed i find a surprising amount of relief from cleaning and decluttering my house or even just a small space like a closet", "label": "4"} +{"text": "im certainly not going to sit and tell you whats going on in my personal life but i feel that if you were ever curious about whats going in my life all youd have to do is watch the show", "label": "5"} +{"text": "i guess i sort of believe him but deep down i just feel unsure about the unknown", "label": "4"} +{"text": "i have been following your blog i feel like ive gotten to know the real you not some filtered version or a fake internet persona of who youd like to be", "label": "0"} +{"text": "i also stop reading fashion magazine because it makes me feel ugly and fat", "label": "0"} +{"text": "i have analyzed and overanalyzed my aversion to this suggestion and in the end have accepted my gut feeling this was not an acceptable solution for alex at that time and place", "label": "1"} +{"text": "im feeling really good and i know im getting stronger but i am also waking up early and working hard almost every morning", "label": "1"} +{"text": "i think maybe about how strongly she feels about him and being there for him but brad looks really distracted", "label": "3"} +{"text": "i didnt feel too needy i didnt feel too emotional", "label": "0"} +{"text": "i remember feeling as innocent as she looked that day", "label": "1"} +{"text": "i dont know if i feel this way because i live in la and id rather be somewhere else or if its because im stressed about money work or if im just in need of a hug", "label": "0"} +{"text": "i feel listless and lethargic with a hint of anxiety as if there is something i need to be doing but i dont know what", "label": "0"} +{"text": "i was feeling irritated and slightly upset after this conversation", "label": "3"} +{"text": "i can live out my values instead of just being crushed by debt feeling rejected and feeling empty", "label": "0"} +{"text": "i cannot feel more sincere", "label": "1"} +{"text": "i have been feeling restless and not quite grounded", "label": "4"} +{"text": "i pretty much have everything in place to feel terrific going into this affair", "label": "1"} +{"text": "i see how strong and bright you are and as you meet your milestones weeks early i feel assured that my gut was always right", "label": "1"} +{"text": "ive decided that the exes you had a real strong feeling whether love or just extremley caring you cant be just friends with them because it will eventually blow up in your face", "label": "2"} +{"text": "im feeling hopeful that the last piece in the lighting jigsaw may be finally complete", "label": "1"} +{"text": "i cried through it all but i remember them blessing us to feel comfort and i remember feeling a sweet spirit", "label": "2"} +{"text": "i also know that if i forget for a period of time it would cause tension or a feeling of unease that maybe i am mad at him", "label": "3"} +{"text": "i also feel fearful and concerned for them both worried", "label": "4"} +{"text": "i feel so damn complacent", "label": "1"} +{"text": "i would still feel weird", "label": "4"} +{"text": "i feel that sweet pang and a desire for adventure and excitement", "label": "2"} +{"text": "i am still spinning from all the activities but also feeling invigorated and excited by all the demos talks panel discussions exhibitions conversations the art fair the communal meals the art exchange the books the vendor room", "label": "1"} +{"text": "i am feeling incredibly restless", "label": "4"} +{"text": "i started back at work i have to admit that ive been feeling a little overwhelmed", "label": "5"} +{"text": "i feel been accepted and although sip compliant voip services may be used as part of an institution s telephony infrastructure on the desktop and indeed on mobile phones skype probably is the safe mainstream option", "label": "1"} +{"text": "im feeling generous or in a restaurant like the mandarin grill which has a fairly stellar reputation this impression may be extended to edible yet decorative garnishes like samphire", "label": "2"} +{"text": "i invest in my friendships i feel hurt when i perceive that this investment is not returned", "label": "0"} +{"text": "i dont know why i think its because were on a break so not actively ttc but i just feel better about the whole thing", "label": "1"} +{"text": "i want him to feel uncertain and unsettled because he deserves it and maybe itll teach him a lesson", "label": "4"} +{"text": "i came to china feeling a little frightened of everything around me", "label": "4"} +{"text": "im wondering why i feel submissive sometimes more than others because im feeling it", "label": "0"} +{"text": "i know the environment i live in we all smile and politely wave but i have my moments of feeling absolutely appalled at how shortsighted people can be", "label": "3"} +{"text": "i am quite a regular reader of your blog and each time i read an experience i feel the greatness and kindness of our beloved father sai", "label": "1"} +{"text": "i think people reject their feelings because they re terrified of them but the truth is that once you see that you can t die from them and that they actually go away they re not so scary", "label": "4"} +{"text": "i still feel good about the fact that im smaller than her now but thats not the drive that got me here", "label": "1"} +{"text": "i would do well in psychiatry because i really feel for my patients and am super perceptive of things most people dont pick up on", "label": "1"} +{"text": "i feel like i have to make the suffering i m seeing mean something", "label": "0"} +{"text": "i am already feeling heartbroken and alone again", "label": "0"} +{"text": "i found myself feeling inhibited and shushing her quite a lot", "label": "4"} +{"text": "i feel hopeless helpless and paralysed", "label": "0"} +{"text": "i feel like im facing alone my love hes gone", "label": "0"} +{"text": "im feeling this little one move a lot now and im constantly surprised by his her little kicks", "label": "5"} +{"text": "i feel like a little kid whose mom is proud that they touched the soccer ball once during the game", "label": "1"} +{"text": "i wont bore you with the psychological signs of workplace burnout except to say that if youre feeling depressed or anxious helpless or hopeless congratulations", "label": "0"} +{"text": "i just feel pathetic holding on when theres obviously nothing for me to hold on to", "label": "0"} +{"text": "i believe in you moment we all feel til then it s one more skeptical song", "label": "4"} +{"text": "i feel soo disturbed by it", "label": "0"} +{"text": "i feel more irritable", "label": "3"} +{"text": "i view myself in this way is that when i was growing up there were people who constantly made me feel like i wasnt good enough", "label": "1"} +{"text": "i have to admit i am afraid that i cannot do that one thing that can make you feel contented", "label": "1"} +{"text": "i didnt feel so hot", "label": "2"} +{"text": "i want to do with my life is an amazing feeling and i couldnt be more pleased about where my future is headed", "label": "1"} +{"text": "ive been feeling cranky lately", "label": "3"} +{"text": "i couldn t feel positive emotions of any sort", "label": "1"} +{"text": "i was sick with a cold amp not feeling well wondering if i would even be able to have the patience to go to whitleys month photo shoot", "label": "1"} +{"text": "i was starting to feel alarmed", "label": "4"} +{"text": "i feel im rather innocent in that respect", "label": "1"} +{"text": "i feel the responsibility of loving them even more", "label": "2"} +{"text": "i get to my desk at nine feeling exhausted and tired and grumpy to come home and rush through my to do list and get angry that i havent finished it", "label": "0"} +{"text": "i tried to make a cheerful comment about fitting her in but i feel really unwelcome", "label": "0"} +{"text": "i feel like this is another one of those dresses that looks really cool from far away but when i take a closer look i dont like it as much", "label": "1"} +{"text": "i glanced out the window at the people strolling on the sidewalks carefree suddenly feeling envious of them for reasons i couldn t explain", "label": "3"} +{"text": "i feel that the most intelligent people are the ones who pay attention to the world around them and think about an issue before they pass judgment on it or make a decision as to where they stand", "label": "1"} +{"text": "i actually put forth the effort and stick to a routine though i am busier i feel less stressed and more fulfilled at the end of the day and am better able to enjoy the simple moments of motherhood", "label": "0"} +{"text": "i feel helpless about not being able to help him in feeling better but do my best to encourage him and think positively as mom is doing", "label": "4"} +{"text": "i really don t feel all that bothered by the north london derby", "label": "3"} +{"text": "i was feeling melancholy on a cloudy rainy lonely easter sunday", "label": "0"} +{"text": "i don t feel too troubled over work anymore getting used to the movement of the day", "label": "0"} +{"text": "i had the feeling he didnt and he actually seemed impressed with me or i should say my work and my range of skills", "label": "5"} +{"text": "i like the padding because it makes the ride more comfortable but it feels funny to walk in when not riding let alone what it looks like lol", "label": "5"} +{"text": "i believe even though at the time i didn t feel i should be hospitalized i m pretty sure it was a good thing i was", "label": "1"} +{"text": "i have said in previous posts i always feel so elegant wearing an azul creation", "label": "1"} +{"text": "i just take control and baby when you kiss my lips and when you kiss my thighs you got me think of the perfect sh t and it always feel so tender and mild when you got your love in between mines", "label": "2"} +{"text": "i didnt really feel that embarrassed", "label": "0"} +{"text": "i feel so virtuous", "label": "1"} +{"text": "i feel if journalists then blamed me", "label": "0"} +{"text": "i was gay that i began to feel disturbed and embarrassed", "label": "0"} +{"text": "i feel quite fearful about her future other times i wonder how this happened to her or even if i did something to cause abbigail to have apraxia", "label": "4"} +{"text": "i feel a bit safer now in using the motivator that works and trusting that i will be able to use my other motivators and combat other parts of the ed if i am patient and strong", "label": "1"} +{"text": "i feel more calm and comfortable by wearing those neutral color", "label": "1"} +{"text": "i hurt went on and found someone more worthwhile so why when i cast my mind back to those times does it still make me feel ashamed", "label": "0"} +{"text": "i feel those artistic yearnings in my music and i know that if i was to provide for a family and couldnt do so with the gift god has given me it would be very very hard", "label": "1"} +{"text": "i feel that my labors are in vain when i don t see the expected results of my efforts", "label": "0"} +{"text": "i am feeling kind of sympathetic towards camilla for that", "label": "2"} +{"text": "i guess you could say i am teeter totering right now on the edge and i feel like im dangerous", "label": "3"} +{"text": "i want people to have the same feeling of delighted shock i had when i saw it", "label": "1"} +{"text": "i awoke an hour after feeling groggy", "label": "0"} +{"text": "i feel strongly it could be helping people and doing what i am unsure of but it isn t within the us", "label": "4"} +{"text": "i am most defensive when i feel most threatened", "label": "4"} +{"text": "im just trusting in my feelings and im trusting god above and im trusting you can give this baby both his mothers love", "label": "1"} +{"text": "im contemplating and feeling skeptical", "label": "4"} +{"text": "ive had a lot of good days where i feel fabulous and have lots of energy but lately ive also had some bad days where i feel gigantic and slow and clumsy", "label": "1"} +{"text": "i fucking love christmas so i ve compiled a list of fun things going on in the ol smoke to get you feeling festive", "label": "1"} +{"text": "i wrong or ridiculous to feel pissed", "label": "3"} +{"text": "i feel absolutely amazing", "label": "5"} +{"text": "i feel tortured and sickened exactly the way i felt the last day of lances leave", "label": "4"} +{"text": "i did feel a bit like i was being mircowaved which wasnt an entirely pleasant feeling", "label": "1"} +{"text": "i still feel uncertain with many new paths i must travel and as lost as i feel sometimes i am sure heavenly father is lifting me up and helping me to feel joy in the things that matter most", "label": "4"} +{"text": "i feel morally outraged and furious more often than i d like", "label": "3"} +{"text": "i feel herpes coming i would be very surprised at this point if i make it out again after my checkup at the clinic on wednesday", "label": "5"} +{"text": "i feel the cold mostly in my arms and torso", "label": "3"} +{"text": "i feel doubly honoured because both river of a href http river driftingthroughlife", "label": "1"} +{"text": "i feel like i m being mentally and emotionally assaulted with something and i just wanted to write that down somewhere", "label": "0"} +{"text": "i feel the nearness of my beloved grandpa bishop hi grandpa", "label": "1"} +{"text": "i did feel pretty cool when my wifes coworkers showed her the design on pinterest and she said my husband was the designer", "label": "1"} +{"text": "i can drop people who are using me no problem and i can certainly assert myself with the children but asking nik to leave early on an easy day just because im feeling weepy and want a hug", "label": "0"} +{"text": "i got s and really i feel like i hit the lottery i was scared itd be something like x and id be screwed", "label": "4"} +{"text": "i stood inside the chabad sukkah watching the sunlight filter through the woven schach of the roof and feeling the gentle breeze coming through the open lattice walls i began to relax", "label": "2"} +{"text": "i go i see our flag flying at the turkish schools and i feel very proud", "label": "1"} +{"text": "i was really feeling crappy even after my awesome week of workouts", "label": "0"} +{"text": "i feel confused after that", "label": "4"} +{"text": "im feeling a little apprehensive about it because i feel like im suddenly way too old compared to my mental age of about", "label": "4"} +{"text": "i feel angered by this", "label": "3"} +{"text": "i feel disturbed and sad", "label": "0"} +{"text": "i feel it s my job to give him all the tools he needs to be a successful person", "label": "1"} +{"text": "i didn t give up blogging but i still feel that i want to make my posts more useful to my readers", "label": "1"} +{"text": "i am regularly in a rush and feel irritated and i dont take the time to communicate my needs or my feelings", "label": "3"} +{"text": "i feel that uncertain should be a better communicator", "label": "4"} +{"text": "i feel like the truth is that to him it just wasnt working out he lost patience with me and he felt he would be better off by not trying to please me", "label": "0"} +{"text": "i feel fighter move in me and i am amazed at the way he and my tummy is growing so quickly", "label": "5"} +{"text": "i invariably feel very optimistic and focused", "label": "1"} +{"text": "i fall victim to feeling inadequate if i am anywhere short of perfection in what i set of my expectations or what i perceive are the expectations of others", "label": "0"} +{"text": "i pray look next to my phone what time i feel my anxiety levels getting too superior", "label": "1"} +{"text": "i feel rude bring my own fridge i do eat food but i guess my option", "label": "3"} +{"text": "i really didnt feel like running on saturday but decided i should to make sure i got my miles in for june", "label": "1"} +{"text": "i got a stitch in my side during the first mile couldnt feel my feet it was so cold etc etc", "label": "3"} +{"text": "i took a psych o class in college which defined love as something rather selfish its focus being on the way you feel about yourself when youre with your beloved", "label": "2"} +{"text": "watching a violent movie", "label": "3"} +{"text": "i feel like one of those dirty confidential intermediaries that i so dislike", "label": "0"} +{"text": "im just figuring these lyrics out myself so apologies if im slightly wrong but it just feels a bit fake", "label": "0"} +{"text": "i miss feeling pretty and delicate", "label": "2"} +{"text": "i feel a radiant and grounded presence of truth beauty and goodness", "label": "1"} +{"text": "i male are stupid first for woman cry babies and should get over it and you feel really cool for putting the stupid men in their place", "label": "1"} +{"text": "i feel neglectful and while at her reception i grazed her arm as i walked by and she pulled me back and said where are you going youre way more imporant than those people but i was stoned and full of champagne and could only tell her she was beautiful and that he seemed nice", "label": "0"} +{"text": "i don t feel agitated some part of me thinks that i ve finally managed to keep my emotions in check", "label": "4"} +{"text": "i feel rather pissed off", "label": "3"} +{"text": "ive always been very nervous to do something like that as i feel like i am not really that talented to enter something into an official contest", "label": "1"} +{"text": "i haven t been able to shake this akward and unusual feeling i feel irritable and space out all the time feels like i was surged as well as my computer", "label": "3"} +{"text": "i feel hated i feel angry i feel very sad i feel like im going to be abandoned i feel angry because i abandoned someone but in reality no one at this age can expect that neither party will be abandoned", "label": "3"} +{"text": "i feel this ad does i m not impressed", "label": "5"} +{"text": "i feel something i will say it rather than hold back in the fear that i might ruin some moment that seems happy to me often a fa ade that is only revealed much later", "label": "1"} +{"text": "i feel petrified about his future", "label": "4"} +{"text": "im sure anyone whos seen someone close go through this process you feel entirely useless in this situation not being able to take away any of the troubles or ailments", "label": "0"} +{"text": "i write when i am feeling happy and childish", "label": "1"} +{"text": "i am going to add some photos from today and again thank you all for your dear support when i was feeling overwhelmed at different moments", "label": "4"} +{"text": "im just really hurting and feeling a bit overwhelmed", "label": "4"} +{"text": "i feel useless and worthless", "label": "0"} +{"text": "i read premonition i had this rare feeling that i was caught by how dewi lestari plays with metaphors crazily in her charming words", "label": "1"} +{"text": "i ask him if he is feeling adventurous and wants to see that one since he already booked his friday and saturday nights and i already know he has church stuff on sundays", "label": "1"} +{"text": "i want to feel admired and loved", "label": "2"} +{"text": "i think its just a subconscious acknowledgement about my feelings towards eddie eg ignored", "label": "0"} +{"text": "i say i m feeling generous so have three winners lisa laurie and teresa", "label": "1"} diff --git a/pipelines/__init__.py b/pipelines/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pipelines/base/__init__.py b/pipelines/base/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pipelines/classification/__init__.py b/pipelines/classification/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pipelines/classification/data_processor.py b/pipelines/classification/data_processor.py new file mode 100644 index 0000000..9e9de70 --- /dev/null +++ b/pipelines/classification/data_processor.py @@ -0,0 +1,1073 @@ +import json +import pandas as pd +import numpy as np +from pathlib import Path +from typing import Dict, List, Optional, Union, Any, Tuple +from datasets import Dataset, load_dataset +import os +from dataclasses import dataclass +from abc import ABC, abstractmethod +import logging +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import LabelEncoder +import re +import argparse +import sys +import yaml + +logger = logging.getLogger(__name__) +logger.setLevel(logging.DEBUG) # Set logger level to DEBUG to capture INFO, DEBUG, ERROR + +@dataclass +class ClassificationConfig: + """Configuration for classification tasks""" + # Data source configuration + data_source: str ="huggingface" # "huggingface" or "custom" + dataset_name: Optional[str] = None # For Hugging Face datasets + data_path: Optional[str] = None # For custom datasets + data_format: str = "jsonl" # jsonl, csv, json + + # Field mapping + input_field: str = "text" # Field containing input text + label_field: str = "label" # Field containing labels + id_field: Optional[str] = None # Optional ID field + + # Data processing + max_samples: Optional[int] = None + train_split: float = 0.8 + validation_split: float = 0.1 + test_split: float = 0.1 + + # Text preprocessing + clean_text: bool = True + remove_special_chars: bool = False + lowercase: bool = True + min_length: int = 10 + max_length: int = 1000 + + # Label processing + label_encoding: str = "auto" # auto, numeric, string + multilabel: bool = False + label_separator: str = "," # For multilabel datasets + + # Output configuration + output_format: str = "classification" # instruction, conversation, qa + output_dir: str = "./data" + + # Hugging Face specific + hf_split: str = "train" + hf_cache_dir: Optional[str] = None + + # Split configuration - new flexible split handling + test_split_from: str = "train" # "train", "use_test_if_available", or "use_val_if_available" + val_split_from: str = "train" # "train", "use_val_if_available" + + # Custom data specific + encoding: str = "utf-8" + delimiter: str = "," # For CSV files + + +class DataValidator: + """Validates classification data quality and format""" + + @staticmethod + def validate_classification_data(data: Dict[str, List[Dict]], config: ClassificationConfig, is_processed: bool = False) -> Tuple[bool, List[str]]: + """Validate classification dataset splits""" + errors = [] + + # Check if we have the expected splits + expected_splits = ["train", "validation", "test"] + for split in expected_splits: + if split not in data or not data[split]: + errors.append(f"Missing or empty '{split}' split") + + if errors: + return False, errors + + total_samples = sum(len(split_data) for split_data in data.values()) + logger.info(f"Validating {total_samples} total samples across all splits...") + + # Determine field names based on whether data is processed or not + input_field = "input" if is_processed else config.input_field + label_field = "label" # label field stays the same + + # Validate each split + for split_name, split_data in data.items(): + logger.info(f"Validating {split_name} split with {len(split_data)} samples...") + + # Check required fields + missing_input_count = 0 + missing_label_count = 0 + + for i, item in enumerate(split_data): + if input_field not in item: + errors.append(f"Missing input field '{input_field}' in {split_name} split, item {i}") + missing_input_count += 1 + if label_field not in item: + errors.append(f"Missing label field '{label_field}' in {split_name} split, item {i}") + missing_label_count += 1 + + logger.info(f"{split_name} - Items missing input field: {missing_input_count}") + logger.info(f"{split_name} - Items missing label field: {missing_label_count}") + + # Check data types + type_errors = 0 + for i, item in enumerate(split_data): + if not isinstance(item.get(input_field, ""), str): + errors.append(f"Input field '{input_field}' must be string in {split_name} split, item {i}") + type_errors += 1 + + logger.info(f"{split_name} - Type errors: {type_errors}") + + # Check for empty inputs + empty_inputs = sum(1 for item in split_data if not item.get(input_field, "").strip()) + if empty_inputs > 0: + errors.append(f"Found {empty_inputs} items with empty input text in {split_name} split") + + logger.info(f"{split_name} - Empty inputs: {empty_inputs}") + + # Check label distribution + labels = [item.get(label_field) for item in split_data if item.get(label_field) is not None] + unique_labels = set(labels) + + logger.info(f"{split_name} - Found {len(unique_labels)} unique labels: {unique_labels}") + logger.info(f"{split_name} - Label distribution: {dict([(label, labels.count(label)) for label in unique_labels])}") + + if len(unique_labels) < 1: + errors.append(f"{split_name} split must have at least 1 label, found: {unique_labels}") + + # Show sample of processed data for debugging + if split_data: + logger.info(f"Sample processed items from {split_name}:") + for i in range(min(3, len(split_data))): + item = split_data[i] + logger.info(f" Item {i}: input='{item.get(input_field, '')[:50]}...', label='{item.get(label_field, '')}'") + + return len(errors) == 0, errors + + @staticmethod + def analyze_dataset(data: Dict[str, List[Dict]], config: ClassificationConfig, is_processed: bool = False) -> Dict[str, Any]: + """Analyze dataset characteristics across all splits""" + analysis = { + "splits": {}, + "overall": { + "total_samples": 0, + "all_unique_labels": set(), + "split_sizes": {} + } + } + + # Determine field names based on whether data is processed or not + input_field = "input" if is_processed else config.input_field + label_field = "label" # label field stays the same + + # Analyze each split + for split_name, split_data in data.items(): + split_analysis = { + "total_samples": len(split_data), + "unique_labels": len(set(item.get(label_field) for item in split_data)), + "label_distribution": {}, + "text_length_stats": {}, + "missing_values": {} + } + + # Label distribution + labels = [item.get(label_field) for item in split_data] + for label in set(labels): + split_analysis["label_distribution"][str(label)] = labels.count(label) + analysis["overall"]["all_unique_labels"].add(str(label)) + + # Text length statistics + text_lengths = [len(item.get(input_field, "")) for item in split_data] + if text_lengths: + split_analysis["text_length_stats"] = { + "min": min(text_lengths), + "max": max(text_lengths), + "mean": np.mean(text_lengths), + "median": np.median(text_lengths) + } + + # Missing values + for field in [input_field, label_field]: + missing_count = sum(1 for item in split_data if not item.get(field)) + split_analysis["missing_values"][field] = missing_count + + analysis["splits"][split_name] = split_analysis + analysis["overall"]["total_samples"] += len(split_data) + analysis["overall"]["split_sizes"][split_name] = len(split_data) + + analysis["overall"]["all_unique_labels"] = len(analysis["overall"]["all_unique_labels"]) + return analysis + + +class BaseDataLoader(ABC): + """Abstract base class for data loaders""" + + @abstractmethod + def load(self, config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Load data and return dictionary with train/val/test splits""" + pass + + @abstractmethod + def preprocess(self, data: Dict[str, List[Dict]], config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Apply preprocessing steps to all splits""" + pass + + +class HuggingFaceDataLoader(BaseDataLoader): + """Load datasets from Hugging Face Hub""" + + def load(self, config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Load dataset from Hugging Face Hub with flexible split handling""" + if not config.dataset_name: + raise ValueError("Dataset name is required for Hugging Face datasets") + + logger.info(f"Loading Hugging Face dataset: {config.dataset_name}") + + try: + # First, let's check what splits are available in the dataset + dataset = load_dataset( + config.dataset_name, + cache_dir=config.hf_cache_dir + ) + + # Log available splits + available_splits = list(dataset.keys()) + logger.info(f"Available splits in dataset: {available_splits}") + + # Initialize split data + splits_data = { + "train": [], + "validation": [], + "test": [] + } + + # Handle train split + if "train" in available_splits: + train_dataset = dataset["train"] + logger.info(f"Using 'train' split with {len(train_dataset)} samples") + splits_data["train"] = list(train_dataset) + else: + logger.error("No 'train' split found in dataset!") + logger.error(f"Available splits: {available_splits}") + raise ValueError(f"Dataset {config.dataset_name} does not have a 'train' split") + + # Handle validation split + if config.val_split_from == "use_val_if_available" and "validation" in available_splits: + val_dataset = dataset["validation"] + logger.info(f"Using 'validation' split with {len(val_dataset)} samples") + splits_data["validation"] = list(val_dataset) + elif config.val_split_from == "use_val_if_available" and "val" in available_splits: + val_dataset = dataset["val"] + logger.info(f"Using 'val' split with {len(val_dataset)} samples") + splits_data["validation"] = list(val_dataset) + elif config.val_split_from == "use_val_if_available": + logger.warning("No validation split found in dataset. Will create from train split.") + logger.info(f"Available splits: {available_splits}") + logger.info(f"Will use {config.validation_split * 100}% of train data for validation") + else: + logger.info(f"Will create validation split from train data ({config.validation_split * 100}%)") + + # Handle test split + if config.test_split_from == "use_test_if_available" and "test" in available_splits: + test_dataset = dataset["test"] + logger.info(f"Using 'test' split with {len(test_dataset)} samples") + splits_data["test"] = list(test_dataset) + elif config.test_split_from == "use_val_if_available" and "validation" in available_splits: + test_dataset = dataset["validation"] + logger.info(f"Using 'validation' split as test with {len(test_dataset)} samples") + splits_data["test"] = list(test_dataset) + elif config.test_split_from == "use_val_if_available" and "val" in available_splits: + test_dataset = dataset["val"] + logger.info(f"Using 'val' split as test with {len(test_dataset)} samples") + splits_data["test"] = list(test_dataset) + elif config.test_split_from == "use_test_if_available": + logger.warning("No test split found in dataset. Will create from train split.") + logger.info(f"Available splits: {available_splits}") + logger.info(f"Will use {config.test_split * 100}% of train data for test") + else: + logger.info(f"Will create test split from train data ({config.test_split * 100}%)") + + # If we need to create splits from train data + if not splits_data["validation"] or not splits_data["test"]: + train_data = splits_data["train"] + + # Calculate remaining percentages for train + total_train_percentage = config.train_split + config.validation_split + config.test_split + if total_train_percentage != 1.0: + logger.warning(f"Split percentages don't sum to 1.0 (got {total_train_percentage}). Normalizing...") + # Normalize percentages + config.train_split = config.train_split / total_train_percentage + config.validation_split = config.validation_split / total_train_percentage + config.test_split = config.test_split / total_train_percentage + + # Create splits from train data + if not splits_data["validation"] and not splits_data["test"]: + # Split train into train, val, test + train_size = int(len(train_data) * config.train_split) + val_size = int(len(train_data) * config.validation_split) + + # First split: train + (val+test) + new_train, temp_data = train_test_split( + train_data, + test_size=config.validation_split + config.test_split, + random_state=42, + stratify=[item.get(config.label_field) for item in train_data] if config.label_field in train_data[0] else None + ) + + # Second split: val + test + new_val, new_test = train_test_split( + temp_data, + test_size=config.test_split / (config.validation_split + config.test_split), + random_state=42, + stratify=[item.get(config.label_field) for item in temp_data] if config.label_field in temp_data[0] else None + ) + + splits_data["train"] = new_train + splits_data["validation"] = new_val + splits_data["test"] = new_test + + elif not splits_data["validation"]: + # Only need to create val from train + new_train, new_val = train_test_split( + train_data, + test_size=config.validation_split, + random_state=42, + stratify=[item.get(config.label_field) for item in train_data] if config.label_field in train_data[0] else None + ) + splits_data["train"] = new_train + splits_data["validation"] = new_val + + elif not splits_data["test"]: + # Only need to create test from train + new_train, new_test = train_test_split( + train_data, + test_size=config.test_split, + random_state=42, + stratify=[item.get(config.label_field) for item in train_data] if config.label_field in train_data[0] else None + ) + splits_data["train"] = new_train + splits_data["test"] = new_test + + logger.info(f"Final split sizes:") + logger.info(f" Train: {len(splits_data['train'])} samples") + logger.info(f" Validation: {len(splits_data['validation'])} samples") + logger.info(f" Test: {len(splits_data['test'])} samples") + + # Apply max_samples limit to each split if specified + if config.max_samples: + for split_name in splits_data: + if splits_data[split_name]: + original_size = len(splits_data[split_name]) + splits_data[split_name] = splits_data[split_name][:config.max_samples] + logger.info(f"Limited {split_name} split from {original_size} to {len(splits_data[split_name])} samples") + + # Log dataset info for debugging + for split_name, split_data in splits_data.items(): + if split_data: + logger.info(f"Sample data item from {split_name}: {split_data[0]}") + logger.info(f"Available fields in {split_name} split: {list(split_data[0].keys())}") + + # Check if the required fields exist + if config.input_field not in split_data[0]: + logger.warning(f"Input field '{config.input_field}' not found in {split_name}. Available fields: {list(split_data[0].keys())}") + # Suggest alternative fields + text_fields = [f for f in split_data[0].keys() if any(keyword in f.lower() for keyword in ['text', 'sentence', 'content', 'input', 'comment', 'message'])] + if text_fields: + logger.info(f"Suggested text fields for {split_name}: {text_fields}") + if config.label_field not in split_data[0]: + logger.warning(f"Label field '{config.label_field}' not found in {split_name}. Available fields: {list(split_data[0].keys())}") + # Suggest alternative fields + label_fields = [f for f in split_data[0].keys() if any(keyword in f.lower() for keyword in ['label', 'class', 'category', 'target', 'emotion', 'labels'])] + if label_fields: + logger.info(f"Suggested label fields for {split_name}: {label_fields}") + + logger.info(f"Successfully loaded dataset {config.dataset_name}") + return splits_data + + except Exception as e: + logger.error(f"Error loading dataset {config.dataset_name}: {e}") + raise + + def preprocess(self, data: Dict[str, List[Dict]], config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Apply preprocessing steps to all splits separately""" + processed_splits = {} + + logger.info(f"=== PREPROCESSING DATA ===") + + for split_name, split_data in data.items(): + logger.info(f"Processing {split_name} split with {len(split_data)} items...") + + # Log field availability for debugging + if split_data: + available_fields = set(split_data[0].keys()) + logger.info(f"Available fields in {split_name}: {available_fields}") + logger.info(f"Looking for input field: '{config.input_field}', label field: '{config.label_field}'") + + if config.input_field not in available_fields: + logger.error(f"Input field '{config.input_field}' not found in {split_name}. Available fields: {available_fields}") + if config.label_field not in available_fields: + logger.error(f"Label field '{config.label_field}' not found in {split_name}. Available fields: {available_fields}") + + # Count items with missing fields + missing_input = sum(1 for item in split_data if config.input_field not in item or not item.get(config.input_field)) + missing_label = sum(1 for item in split_data if config.label_field not in item or item.get(config.label_field) is None) + + logger.info(f"{split_name} - Items missing input field: {missing_input}") + logger.info(f"{split_name} - Items missing label field: {missing_label}") + + # Show sample of raw data before preprocessing + logger.info(f"=== SAMPLE RAW DATA FROM {split_name.upper()} BEFORE PREPROCESSING ===") + for i in range(min(3, len(split_data))): + item = split_data[i] + logger.info(f"Raw item {i} from {split_name}:") + for key, value in item.items(): + if isinstance(value, str) and len(value) > 100: + logger.info(f" {key}: '{value[:100]}...'") + else: + logger.info(f" {key}: {value}") + + # Process each item in the split + processed_data = [] + processed_count = 0 + skipped_count = 0 + + # Reset debug counter for each split + self._debug_count = 0 + + for i, item in enumerate(split_data): + processed_item = self._preprocess_item(item, config) + if processed_item is not None: + processed_data.append(processed_item) + processed_count += 1 + else: + skipped_count += 1 + if skipped_count <= 3: # Log first few skipped items + logger.info(f"Skipped item {i} from {split_name}: {item}") + + processed_splits[split_name] = processed_data + logger.info(f"{split_name} - Preprocessed {processed_count} samples, skipped {skipped_count} samples") + + # Show sample of processed data + if processed_data: + logger.info(f"=== SAMPLE PROCESSED DATA FROM {split_name.upper()} ===") + for i in range(min(3, len(processed_data))): + logger.info(f"Processed item {i} from {split_name}: {processed_data[i]}") + + return processed_splits + + def _preprocess_item(self, item: Dict, config: ClassificationConfig) -> Optional[Dict]: + """Preprocess a single item""" + # Extract input and label + input_text = item.get(config.input_field, "") + label = item.get(config.label_field, "") + + # Log what we're extracting (for first few items) + if hasattr(self, '_debug_count'): + self._debug_count += 1 + else: + self._debug_count = 1 + + if self._debug_count <= 3: + logger.debug(f"Processing item {self._debug_count}:") + logger.debug(f" Looking for input field '{config.input_field}': {input_text}") + logger.debug(f" Looking for label field '{config.label_field}': {label}") + + # Handle None values + if input_text is None: + input_text = "" + if label is None: + label = "" + + # Convert to string if needed + input_text = str(input_text) + label = str(label) + + if self._debug_count <= 3: + logger.debug(f" After conversion - input: '{input_text[:50]}...', label: '{label}'") + + # Clean text if requested + if config.clean_text: + original_text = input_text + input_text = self._clean_text(input_text, config) + if self._debug_count <= 3: + logger.debug(f" After cleaning - original: '{original_text[:50]}...', cleaned: '{input_text[:50]}...'") + + # Check length constraints + if len(input_text) < config.min_length or len(input_text) > config.max_length: + if self._debug_count <= 3: + logger.debug(f" Skipping - length {len(input_text)} not in range [{config.min_length}, {config.max_length}]") + return None + + # Create processed item + processed_item = { + "input": input_text, + "label": label + } + + # Add ID if available + if config.id_field and config.id_field in item: + processed_item["id"] = item[config.id_field] + + if self._debug_count <= 3: + logger.debug(f" Final processed item: {processed_item}") + + return processed_item + + def _clean_text(self, text: str, config: ClassificationConfig) -> str: + """Clean and normalize text""" + if not isinstance(text, str): + return "" + + # Remove extra whitespace + text = re.sub(r'\s+', ' ', text).strip() + + # Convert to lowercase if requested + if config.lowercase: + text = text.lower() + + # Remove special characters if requested + if config.remove_special_chars: + text = re.sub(r'[^\w\s]', '', text) + + return text + + +def create_huggingface_config(dataset_name: str, input_field: str = "text", label_field: str = "label", **kwargs) -> ClassificationConfig: + """Helper function to create a HuggingFace configuration""" + return ClassificationConfig( + data_source="huggingface", + dataset_name=dataset_name, + input_field=input_field, + label_field=label_field, + **kwargs + ) + + +class CustomDataLoader(BaseDataLoader): + """Load custom datasets from local files""" + + def load(self, config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Load custom dataset from local file and create splits""" + if not config.data_path: + raise ValueError("Data path is required for custom datasets") + + file_path = Path(config.data_path) + + if not file_path.exists(): + raise FileNotFoundError(f"Data file not found: {file_path}") + + logger.info(f"Loading custom dataset: {file_path}") + + if config.data_format == "jsonl": + raw_data = self._load_jsonl(file_path, config) + elif config.data_format == "csv": + raw_data = self._load_csv(file_path, config) + elif config.data_format == "json": + raw_data = self._load_json(file_path, config) + else: + raise ValueError(f"Unsupported format: {config.data_format}") + + if config.max_samples: + raw_data = raw_data[:config.max_samples] + + logger.info(f"Loaded {len(raw_data)} samples from {file_path}") + + # Create splits from the raw data + splits_data = self._create_splits(raw_data, config) + + return splits_data + + def _create_splits(self, data: List[Dict], config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Create train/validation/test splits from raw data""" + logger.info(f"Creating splits from {len(data)} samples...") + + # Calculate split sizes + total_samples = len(data) + train_size = int(total_samples * config.train_split) + val_size = int(total_samples * config.validation_split) + test_size = total_samples - train_size - val_size + + # Create stratified splits if possible + try: + labels = [item.get(config.label_field) for item in data] + + # First split: train + (val+test) + train_data, temp_data = train_test_split( + data, + test_size=config.validation_split + config.test_split, + random_state=42, + stratify=labels + ) + + # Second split: val + test + temp_labels = [item.get(config.label_field) for item in temp_data] + val_data, test_data = train_test_split( + temp_data, + test_size=config.test_split / (config.validation_split + config.test_split), + random_state=42, + stratify=temp_labels + ) + + except ValueError as e: + logger.warning(f"Could not create stratified splits: {e}. Using random splits.") + # Fallback to random splits + train_data, temp_data = train_test_split(data, test_size=config.validation_split + config.test_split, random_state=42) + val_data, test_data = train_test_split(temp_data, test_size=config.test_split / (config.validation_split + config.test_split), random_state=42) + + splits_data = { + "train": train_data, + "validation": val_data, + "test": test_data + } + + logger.info(f"Created splits:") + logger.info(f" Train: {len(splits_data['train'])} samples") + logger.info(f" Validation: {len(splits_data['validation'])} samples") + logger.info(f" Test: {len(splits_data['test'])} samples") + + return splits_data + + def _load_jsonl(self, file_path: Path, config: ClassificationConfig) -> List[Dict]: + """Load JSONL file""" + data = [] + with open(file_path, 'r', encoding=config.encoding) as f: + for line_num, line in enumerate(f, 1): + if line.strip(): + try: + data.append(json.loads(line)) + except json.JSONDecodeError as e: + logger.warning(f"Invalid JSON at line {line_num}: {e}") + return data + + def _load_csv(self, file_path: Path, config: ClassificationConfig) -> List[Dict]: + """Load CSV file""" + df = pd.read_csv(file_path, encoding=config.encoding, delimiter=config.delimiter) + return df.to_dict('records') + + def _load_json(self, file_path: Path, config: ClassificationConfig) -> List[Dict]: + """Load JSON file""" + with open(file_path, 'r', encoding=config.encoding) as f: + data = json.load(f) + + if isinstance(data, list): + return data + elif isinstance(data, dict) and "data" in data: + return data["data"] + else: + return [data] + + def preprocess(self, data: Dict[str, List[Dict]], config: ClassificationConfig) -> Dict[str, List[Dict]]: + """Apply preprocessing steps to all splits separately""" + processed_splits = {} + + logger.info(f"=== PREPROCESSING CUSTOM DATA ===") + + for split_name, split_data in data.items(): + logger.info(f"Processing {split_name} split with {len(split_data)} items...") + + processed_data = [] + processed_count = 0 + skipped_count = 0 + + # Reset debug counter for each split + self._debug_count = 0 + + for i, item in enumerate(split_data): + processed_item = self._preprocess_item(item, config) + if processed_item is not None: + processed_data.append(processed_item) + processed_count += 1 + else: + skipped_count += 1 + if skipped_count <= 3: # Log first few skipped items + logger.info(f"Skipped item {i} from {split_name}: {item}") + + processed_splits[split_name] = processed_data + logger.info(f"{split_name} - Preprocessed {processed_count} samples, skipped {skipped_count} samples") + + return processed_splits + + def _preprocess_item(self, item: Dict, config: ClassificationConfig) -> Optional[Dict]: + """Preprocess a single item""" + # Extract input and label + input_text = item.get(config.input_field, "") + label = item.get(config.label_field, "") + + # Handle None values + if input_text is None: + input_text = "" + if label is None: + label = "" + + # Convert to string if needed + input_text = str(input_text) + label = str(label) + + # Clean text if requested + if config.clean_text: + input_text = self._clean_text(input_text, config) + + # Check length constraints + if len(input_text) < config.min_length or len(input_text) > config.max_length: + return None + + # Create processed item + processed_item = { + "input": input_text, + "label": label + } + + # Add ID if available + if config.id_field and config.id_field in item: + processed_item["id"] = item[config.id_field] + + return processed_item + + def _clean_text(self, text: str, config: ClassificationConfig) -> str: + """Clean and normalize text""" + if not isinstance(text, str): + return "" + + # Remove extra whitespace + text = re.sub(r'\s+', ' ', text).strip() + + # Convert to lowercase if requested + if config.lowercase: + text = text.lower() + + # Remove special characters if requested + if config.remove_special_chars: + text = re.sub(r'[^\w\s]', '', text) + + return text + + +class ClassificationDataPipeline: + """Main classification pipeline""" + + def __init__(self): + self.validator = DataValidator() + self.hf_loader = HuggingFaceDataLoader() + self.custom_loader = CustomDataLoader() + + def create_config( + self, + data_source: str, + dataset_name: Optional[str] = None, + data_path: Optional[str] = None, + input_field: str = "text", + label_field: str = "label", + **kwargs + ) -> ClassificationConfig: + """Create classification configuration""" + return ClassificationConfig( + data_source=data_source, + dataset_name=dataset_name, + data_path=data_path, + input_field=input_field, + label_field=label_field, + **kwargs + ) + + def load_and_preprocess(self, config: ClassificationConfig) -> Tuple[Dict[str, List[Dict]], Dict[str, Any]]: + """Load and preprocess data""" + + # Load data + if config.data_source == "huggingface": + raw_splits = self.hf_loader.load(config) + processed_splits = self.hf_loader.preprocess(raw_splits, config) + elif config.data_source == "custom": + raw_splits = self.custom_loader.load(config) + processed_splits = self.custom_loader.preprocess(raw_splits, config) + else: + raise ValueError(f"Unsupported data source: {config.data_source}") + + # Validate processed data + is_valid, errors = self.validator.validate_classification_data(processed_splits, config, is_processed=True) + if not is_valid: + logger.error("Data validation failed:") + for error in errors: + logger.error(f" - {error}") + raise ValueError("Data validation failed") + + # Analyze dataset + analysis = self.validator.analyze_dataset(processed_splits, config, is_processed=True) + + return processed_splits, analysis + + def convert_to_classification_format(self, data: Dict[str, List[Dict]]) -> Dict[str, List[Dict]]: + """Convert classification data to standard classification format""" + classification_splits = {} + + for split_name, split_data in data.items(): + classification_data = [] + for item in split_data: + classification_data.append({ + "text": item["input"], + "label": item["label"] + }) + classification_splits[split_name] = classification_data + + return classification_splits + + def save_data(self, data: Dict[str, List[Dict]], output_dir: str, format: str = "jsonl"): + """Save processed data splits to files""" + output_path = Path(output_dir) + output_path.mkdir(parents=True, exist_ok=True) + + for split_name, split_data in data.items(): + if format == "jsonl": + output_file = output_path / f"{split_name}.jsonl" + with open(output_file, 'w', encoding='utf-8') as f: + for item in split_data: + f.write(json.dumps(item, ensure_ascii=False) + '\n') + elif format == "json": + output_file = output_path / f"{split_name}.json" + with open(output_file, 'w', encoding='utf-8') as f: + json.dump(split_data, f, ensure_ascii=False, indent=2) + elif format == "csv": + output_file = output_path / f"{split_name}.csv" + df = pd.DataFrame(split_data) + df.to_csv(output_file, index=False) + + logger.info(f"Saved {len(split_data)} samples to {output_file}") + + def run_pipeline( + self, + config: ClassificationConfig, + output_format: str = "classification", + save_splits: bool = True + ) -> Dict[str, Any]: + """Run complete classification pipeline""" + + logger.info("Starting classification pipeline...") + + # Load and preprocess data + processed_splits, analysis = self.load_and_preprocess(config) + + # Convert to desired output format + if output_format == "classification": + formatted_splits = self.convert_to_classification_format(processed_splits) + else: + formatted_splits = processed_splits + + # Save data if requested + if save_splits: + output_dir = Path(config.output_dir) / output_format + self.save_data(formatted_splits, str(output_dir)) + + # Create result summary + result = { + "config": config, + "analysis": analysis, + "splits": { + split_name: len(split_data) for split_name, split_data in formatted_splits.items() + }, + "output_format": output_format, + "output_dir": config.output_dir, + "data": formatted_splits # Include the actual processed data + } + + logger.info("Classification pipeline completed successfully!") + return result + + +def create_huggingface_config(dataset_name: str, input_field: str = "text", label_field: str = "label", **kwargs) -> ClassificationConfig: + """Helper function to create a HuggingFace configuration""" + return ClassificationConfig( + data_source="huggingface", + dataset_name=dataset_name, + input_field=input_field, + label_field=label_field, + **kwargs + ) + + +def create_custom_config(data_path: str, data_format: str = "jsonl", input_field: str = "text", label_field: str = "label", **kwargs) -> ClassificationConfig: + """Helper function to create a custom data configuration""" + return ClassificationConfig( + data_source="custom", + data_path=data_path, + data_format=data_format, + input_field=input_field, + label_field=label_field, + **kwargs + ) + + +def main(): + """Main function with YAML configuration support""" + + parser = argparse.ArgumentParser(description="Classification Data Processing Pipeline") + + # YAML configuration + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + + # Data source arguments + parser.add_argument("--data-source", choices=["huggingface", "custom"], help="Data source") + parser.add_argument("--dataset-name", type=str, help="HuggingFace dataset name") + parser.add_argument("--data-path", type=str, help="Path to custom data file") + parser.add_argument("--data-format", choices=["jsonl", "csv", "json"], help="Data format") + + # Field mapping + parser.add_argument("--input-field", type=str, help="Input field name") + parser.add_argument("--label-field", type=str, help="Label field name") + parser.add_argument("--id-field", type=str, help="Optional ID field name") + + # Data processing + parser.add_argument("--max-samples", type=int, help="Maximum samples to process") + parser.add_argument("--train-split", type=float, help="Training split ratio") + parser.add_argument("--validation-split", type=float, help="Validation split ratio") + parser.add_argument("--test-split", type=float, help="Test split ratio") + + # Text preprocessing + parser.add_argument("--clean-text", action="store_true", help="Clean and normalize text") + parser.add_argument("--remove-special-chars", action="store_true", help="Remove special characters") + parser.add_argument("--lowercase", action="store_true", help="Convert text to lowercase") + parser.add_argument("--min-length", type=int, help="Minimum text length") + parser.add_argument("--max-length", type=int, help="Maximum text length") + + # Output configuration + parser.add_argument("--output-format", choices=["classification", "instruction", "conversation", "qa"], help="Output format") + parser.add_argument("--output-dir", type=str, help="Output directory") + + # Logging + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Set up logging + logging.basicConfig( + level=getattr(logging, args.log_level), + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' + ) + + # Load configuration + config_dict = {} + + # Load YAML config if provided + if args.config: + try: + with open(args.config, 'r', encoding='utf-8') as f: + config_dict = yaml.safe_load(f) + logger.info(f"Loaded YAML configuration from: {args.config}") + except Exception as e: + logger.error(f"Error loading YAML config: {e}") + sys.exit(1) + + # Override YAML config with CLI arguments + cli_overrides = {} + if args.data_source: + cli_overrides['data_source'] = args.data_source + if args.dataset_name: + cli_overrides['dataset_name'] = args.dataset_name + if args.data_path: + cli_overrides['data_path'] = args.data_path + if args.data_format: + cli_overrides['data_format'] = args.data_format + if args.input_field: + cli_overrides['input_field'] = args.input_field + if args.label_field: + cli_overrides['label_field'] = args.label_field + if args.id_field: + cli_overrides['id_field'] = args.id_field + if args.max_samples: + cli_overrides['max_samples'] = args.max_samples + if args.train_split: + cli_overrides['train_split'] = args.train_split + if args.validation_split: + cli_overrides['validation_split'] = args.validation_split + if args.test_split: + cli_overrides['test_split'] = args.test_split + if args.clean_text: + cli_overrides['clean_text'] = True + if args.remove_special_chars: + cli_overrides['remove_special_chars'] = True + if args.lowercase: + cli_overrides['lowercase'] = True + if args.min_length: + cli_overrides['min_length'] = args.min_length + if args.max_length: + cli_overrides['max_length'] = args.max_length + if args.output_format: + cli_overrides['output_format'] = args.output_format + if args.output_dir: + cli_overrides['output_dir'] = args.output_dir + + # Merge configurations + for key, value in cli_overrides.items(): + if key in config_dict: + logger.info(f"Overriding YAML config '{key}' with CLI value: {value}") + config_dict[key] = value + + # Validate required arguments + if not config_dict.get('data', {}).get('source'): + parser.error("--data-source is required (either in YAML config or CLI)") + + if config_dict.get('data', {}).get('source') == "huggingface" and not config_dict.get('data', {}).get('dataset_name'): + parser.error("--dataset-name is required for HuggingFace datasets") + + if config_dict.get('data', {}).get('source') == "custom" and not config_dict.get('data', {}).get('data_path'): + parser.error("--data-path is required for custom datasets") + + # Create configuration object + config = ClassificationConfig( + data_source=config_dict.get('data', {}).get('source', 'huggingface'), + dataset_name=config_dict.get('data', {}).get('dataset_name'), + data_path=config_dict.get('data', {}).get('data_path'), + data_format=config_dict.get('data', {}).get('data_format', 'jsonl'), + input_field=config_dict.get('data', {}).get('input_field', 'text'), + label_field=config_dict.get('data', {}).get('label_field', 'label'), + id_field=config_dict.get('data', {}).get('id_field'), + max_samples=config_dict.get('data', {}).get('max_samples'), + train_split=config_dict.get('data', {}).get('train_split', 0.8), + validation_split=config_dict.get('data', {}).get('validation_split', 0.1), + test_split=config_dict.get('data', {}).get('test_split', 0.1), + clean_text=config_dict.get('data', {}).get('clean_text', True), + remove_special_chars=config_dict.get('data', {}).get('remove_special_chars', False), + lowercase=config_dict.get('data', {}).get('lowercase', True), + min_length=config_dict.get('data', {}).get('min_length', 10), + max_length=config_dict.get('data', {}).get('max_length', 1000), + label_encoding=config_dict.get('data', {}).get('label_encoding', 'auto'), + multilabel=config_dict.get('data', {}).get('multilabel', False), + label_separator=config_dict.get('data', {}).get('label_separator', ','), + output_format=config_dict.get('data', {}).get('output_format', 'classification'), + output_dir=config_dict.get('data', {}).get('output_dir', './data'), + hf_split=config_dict.get('data', {}).get('hf_split', 'train'), + hf_cache_dir=config_dict.get('data', {}).get('hf_cache_dir'), + test_split_from=config_dict.get('data', {}).get('test_split_from', 'train'), + val_split_from=config_dict.get('data', {}).get('val_split_from', 'train'), + encoding=config_dict.get('data', {}).get('encoding', 'utf-8'), + delimiter=config_dict.get('data', {}).get('delimiter', ',') + ) + + # Initialize pipeline + pipeline = ClassificationDataPipeline() + + try: + print(f"Starting classification pipeline with {config.data_source} data source...") + if args.config: + print(f"Using YAML configuration: {args.config}") + print() + + result = pipeline.run_pipeline(config, config.output_format, save_splits=True) + + print(f"✅ Pipeline completed successfully!") + print(f" Data source: {config.data_source}") + if config.data_source == "huggingface": + print(f" Dataset: {config.dataset_name}") + else: + print(f" Data file: {config.data_path}") + print(f" Total samples: {result['analysis']['overall']['total_samples']}") + print(f" Unique labels: {result['analysis']['overall']['all_unique_labels']}") + print(f" Split sizes: {result['analysis']['overall']['split_sizes']}") + print(f" Output directory: {config.output_dir}") + + except Exception as e: + print(f"❌ Error running pipeline: {e}") + sys.exit(1) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/pipelines/classification/inference.py b/pipelines/classification/inference.py new file mode 100644 index 0000000..30516f1 --- /dev/null +++ b/pipelines/classification/inference.py @@ -0,0 +1,481 @@ +import torch +from transformers import AutoTokenizer, AutoModelForSequenceClassification +from pathlib import Path +import json +import numpy as np +from typing import List, Dict, Union, Optional +from dataclasses import dataclass +import logging +import argparse +import sys +import yaml + +logger = logging.getLogger(__name__) + +@dataclass +class InferenceConfig: + """Simple configuration for inference""" + model_path: str # Path to saved model + device: str = "auto" # "auto", "cuda", "cpu" + batch_size: int = 32 + max_length: int = 512 + return_probabilities: bool = True + return_top_k: int = 1 # Return top K predictions + + +class ModelInference: + """Simple inference class for text classification""" + + def __init__(self, config: InferenceConfig): + self.config = config + self.model = None + self.tokenizer = None + self.label_info = {} + self.device = self._setup_device() + + # Load model and tokenizer + self.load_model() + + def _setup_device(self) -> torch.device: + """Setup device for inference""" + if self.config.device == "auto": + if torch.cuda.is_available(): + device = torch.device("cuda") + logger.info("Using CUDA device") + else: + device = torch.device("cpu") + logger.info("Using CPU device") + else: + device = torch.device(self.config.device) + logger.info(f"Using specified device: {device}") + + return device + + def load_model(self): + """Load model, tokenizer, and label mappings""" + model_path = Path(self.config.model_path) + + if not model_path.exists(): + raise FileNotFoundError(f"Model path not found: {model_path}") + + # Load tokenizer + self.tokenizer = AutoTokenizer.from_pretrained(model_path) + logger.info(f"Loaded tokenizer from {model_path}") + + # Load model + self.model = AutoModelForSequenceClassification.from_pretrained(model_path) + self.model.to(self.device) + self.model.eval() + logger.info(f"Loaded model from {model_path}") + + # Load label information + label_info_path = model_path / "label_info.json" + if label_info_path.exists(): + with open(label_info_path, 'r') as f: + self.label_info = json.load(f) + logger.info(f"Loaded label mappings: {self.label_info.get('id_to_label', {})}") + else: + logger.warning("No label_info.json found. Using default numeric labels.") + # Create default mappings + num_labels = self.model.config.num_labels + self.label_info = { + "id_to_label": {str(i): f"LABEL_{i}" for i in range(num_labels)}, + "label_to_id": {f"LABEL_{i}": i for i in range(num_labels)}, + "num_labels": num_labels + } + + def predict_single(self, text: str) -> Dict: + """Predict single text sample""" + return self.predict_batch([text])[0] + + def predict_batch(self, texts: List[str]) -> List[Dict]: + """Predict batch of texts""" + if not texts: + return [] + + # Tokenize inputs + inputs = self.tokenizer( + texts, + truncation=True, + padding=True, + max_length=self.config.max_length, + return_tensors="pt" + ) + + # Move to device + inputs = {k: v.to(self.device) for k, v in inputs.items()} + + # Get predictions + with torch.no_grad(): + outputs = self.model(**inputs) + logits = outputs.logits + + # Convert to probabilities + probabilities = torch.softmax(logits, dim=-1) + + # Process results + results = [] + for i, text in enumerate(texts): + text_probs = probabilities[i].cpu().numpy() + + # Get top K predictions + top_indices = np.argsort(text_probs)[-self.config.return_top_k:][::-1] + + predictions = [] + for idx in top_indices: + label = self.label_info["id_to_label"].get(str(idx), f"LABEL_{idx}") + prob = float(text_probs[idx]) + + pred_dict = { + "label": label, + "label_id": int(idx), + "score": prob + } + predictions.append(pred_dict) + + result = { + "text": text, + "predictions": predictions, + "predicted_label": predictions[0]["label"], + "confidence": predictions[0]["score"] + } + + if self.config.return_probabilities: + # Add all class probabilities + all_probs = {} + for label_id, label_name in self.label_info["id_to_label"].items(): + all_probs[label_name] = float(text_probs[int(label_id)]) + result["all_probabilities"] = all_probs + + results.append(result) + + return results + + def predict_file(self, input_file: str, output_file: str = None) -> List[Dict]: + """Predict on texts from file""" + input_path = Path(input_file) + + # Read texts from file + texts = [] + if input_path.suffix == '.txt': + # Plain text file (one text per line) + with open(input_path, 'r', encoding='utf-8') as f: + texts = [line.strip() for line in f if line.strip()] + + elif input_path.suffix == '.jsonl': + # JSONL file with "text" field + with open(input_path, 'r', encoding='utf-8') as f: + for line in f: + if line.strip(): + data = json.loads(line) + text = data.get("text", data.get("input", "")) + if text: + texts.append(text) + + else: + raise ValueError(f"Unsupported file format: {input_path.suffix}") + + logger.info(f"Loaded {len(texts)} texts from {input_file}") + + # Process in batches + all_results = [] + for i in range(0, len(texts), self.config.batch_size): + batch_texts = texts[i:i + self.config.batch_size] + batch_results = self.predict_batch(batch_texts) + all_results.extend(batch_results) + + if i % (self.config.batch_size * 10) == 0: + logger.info(f"Processed {i + len(batch_texts)}/{len(texts)} texts") + + # Save results if output file specified + if output_file: + output_path = Path(output_file) + output_path.parent.mkdir(parents=True, exist_ok=True) + + with open(output_path, 'w', encoding='utf-8') as f: + for result in all_results: + f.write(json.dumps(result) + '\n') + + logger.info(f"Results saved to {output_file}") + + return all_results + + +class BatchInference: + """Optimized batch inference for large datasets""" + + def __init__(self, config: InferenceConfig): + self.inference = ModelInference(config) + self.config = config + + def predict_large_file(self, input_file: str, output_file: str, + chunk_size: int = 1000) -> None: + """Process large files in chunks to manage memory""" + input_path = Path(input_file) + output_path = Path(output_file) + output_path.parent.mkdir(parents=True, exist_ok=True) + + # Count total lines first + total_lines = 0 + with open(input_path, 'r', encoding='utf-8') as f: + for _ in f: + total_lines += 1 + + logger.info(f"Processing {total_lines} lines in chunks of {chunk_size}") + + processed = 0 + with open(input_path, 'r', encoding='utf-8') as infile, \ + open(output_path, 'w', encoding='utf-8') as outfile: + + chunk_texts = [] + + for line in infile: + if line.strip(): + if input_path.suffix == '.jsonl': + data = json.loads(line) + text = data.get("text", data.get("input", "")) + else: + text = line.strip() + + chunk_texts.append(text) + + if len(chunk_texts) >= chunk_size: + # Process chunk + results = self.inference.predict_batch(chunk_texts) + + # Write results + for result in results: + outfile.write(json.dumps(result) + '\n') + + processed += len(chunk_texts) + logger.info(f"Processed {processed}/{total_lines} texts") + + chunk_texts = [] + + # Process remaining texts + if chunk_texts: + results = self.inference.predict_batch(chunk_texts) + for result in results: + outfile.write(json.dumps(result) + '\n') + processed += len(chunk_texts) + + logger.info(f"Completed processing {processed} texts") + + +def create_inference_config( + model_path: str, + device: str = "auto", + batch_size: int = 32, + **kwargs +) -> InferenceConfig: + """Helper function to create inference configuration""" + return InferenceConfig( + model_path=model_path, + device=device, + batch_size=batch_size, + **kwargs + ) + + +def main(): + """Main function with YAML configuration support""" + + parser = argparse.ArgumentParser(description="Model Inference Pipeline") + + # YAML configuration + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + + # Model settings + parser.add_argument("--model-path", type=str, help="Path to saved model directory") + parser.add_argument("--device", choices=["auto", "cuda", "cpu"], help="Device to run inference on") + parser.add_argument("--batch-size", type=int, help="Batch size for inference") + parser.add_argument("--max-length", type=int, help="Maximum sequence length for tokenization") + + # Inference settings + parser.add_argument("--return-probabilities", action="store_true", help="Return all class probabilities") + parser.add_argument("--return-top-k", type=int, help="Return top K predictions") + + # Input/Output settings + parser.add_argument("--input-text", type=str, help="Single text for prediction") + parser.add_argument("--input-file", type=str, help="Input file path (txt or jsonl)") + parser.add_argument("--output-file", type=str, help="Output file path for results") + parser.add_argument("--chunk-size", type=int, help="Chunk size for large file processing") + + # Logging + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Set up logging + logging.basicConfig( + level=getattr(logging, args.log_level), + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' + ) + + # Load configuration + config_dict = {} + + # Load YAML config if provided + if args.config: + try: + with open(args.config, 'r', encoding='utf-8') as f: + config_dict = yaml.safe_load(f) + logger.info(f"Loaded YAML configuration from: {args.config}") + except Exception as e: + logger.error(f"Error loading YAML config: {e}") + sys.exit(1) + + # Override YAML config with CLI arguments + cli_overrides = {} + if args.model_path: + cli_overrides['model_path'] = args.model_path + if args.device: + cli_overrides['device'] = args.device + if args.batch_size: + cli_overrides['batch_size'] = args.batch_size + if args.max_length: + cli_overrides['max_length'] = args.max_length + if args.return_probabilities: + cli_overrides['return_probabilities'] = True + if args.return_top_k: + cli_overrides['return_top_k'] = args.return_top_k + + # Merge configurations + for key, value in cli_overrides.items(): + if key in config_dict: + logger.info(f"Overriding YAML config '{key}' with CLI value: {value}") + config_dict[key] = value + + # Validate model path + model_path = config_dict.get('model_path') + if not model_path: + parser.error("--model-path is required (either in YAML config or CLI)") + + model_path = Path(model_path) + if not model_path.exists(): + print(f"❌ Model path not found: {model_path}") + print("Please ensure the model directory exists and contains the trained model files") + sys.exit(1) + + # Create configuration object + config = InferenceConfig( + model_path=str(model_path), + device=config_dict.get('device', 'auto'), + batch_size=config_dict.get('batch_size', 32), + max_length=config_dict.get('max_length', 512), + return_probabilities=config_dict.get('return_probabilities', True), + return_top_k=config_dict.get('return_top_k', 1) + ) + + try: + print(f"Loading model from: {config.model_path}") + print(f"Device: {config.device}") + print(f"Batch size: {config.batch_size}") + if args.config: + print(f"Using YAML configuration: {args.config}") + print() + + # Initialize inference + inference = ModelInference(config) + + # Handle different input types + if args.input_text: + # Single text prediction + print(f"=== Single Text Prediction ===") + print(f"Input text: {args.input_text}") + print() + + result = inference.predict_single(args.input_text) + print(f"Predicted label: {result['predicted_label']}") + print(f"Confidence: {result['confidence']:.4f}") + print(f"Top {config.return_top_k} predictions:") + for pred in result['predictions']: + print(f" - {pred['label']}: {pred['score']:.4f}") + + if config.return_probabilities and 'all_probabilities' in result: + print(f"\nAll class probabilities:") + for label, prob in result['all_probabilities'].items(): + print(f" - {label}: {prob:.4f}") + + elif args.input_file: + # File prediction + input_path = Path(args.input_file) + if not input_path.exists(): + print(f"❌ Input file not found: {input_path}") + sys.exit(1) + + print(f"=== File Prediction ===") + print(f"Input file: {args.input_file}") + print(f"Output file: {args.output_file}") + print() + + if args.output_file: + # Use batch inference for large files + if input_path.stat().st_size > 10 * 1024 * 1024: # > 10MB + print("Large file detected, using chunked processing...") + batch_inference = BatchInference(config) + chunk_size = args.chunk_size or 1000 + batch_inference.predict_large_file( + args.input_file, + args.output_file, + chunk_size=chunk_size + ) + else: + # Regular file processing + results = inference.predict_file(args.input_file, args.output_file) + print(f"Processed {len(results)} texts") + else: + # Just predict without saving + results = inference.predict_file(args.input_file) + print(f"Processed {len(results)} texts") + print("\nSample results:") + for i, result in enumerate(results[:3]): # Show first 3 + print(f" {i+1}. '{result['text'][:50]}...' -> {result['predicted_label']} ({result['confidence']:.4f})") + + else: + # Interactive mode - example predictions + print("=== Interactive Mode ===") + print("No input specified. Running example predictions...") + print() + + # Example texts + example_texts = [ + "I love this product! It's amazing.", + "This is terrible, I hate it.", + "The weather is okay today.", + "Best purchase ever made!" + ] + + print("Example predictions:") + for text in example_texts: + result = inference.predict_single(text) + print(f" '{text}' -> {result['predicted_label']} ({result['confidence']:.4f})") + + print(f"\n✅ Inference completed successfully!") + + except Exception as e: + print(f"❌ Inference failed: {e}") + sys.exit(1) + + +if __name__ == "__main__": + main() + +""" +# Quick usage examples: + +# 1. Single prediction +config = InferenceConfig(model_path="./results/my_model") +inference = ModelInference(config) +result = inference.predict_single("Your text here") + +# # 2. Batch prediction +# results = inference.predict_batch(["text1", "text2", "text3"]) + +# # 3. File prediction +# inference.predict_file("input.txt", "predictions.jsonl") + +# # 4. Large file processing +# batch_inference = BatchInference(config) +# batch_inference.predict_large_file("large_input.jsonl", "large_output.jsonl", chunk_size=1000) +""" \ No newline at end of file diff --git a/pipelines/classification/train.py b/pipelines/classification/train.py new file mode 100644 index 0000000..c71b893 --- /dev/null +++ b/pipelines/classification/train.py @@ -0,0 +1,467 @@ +import torch +from torch.optim import AdamW +from torch.utils.data import DataLoader +from transformers import ( + AutoTokenizer, + AutoModelForSequenceClassification, + DataCollatorWithPadding, + get_scheduler +) +from accelerate import Accelerator +from datasets import Dataset +from tqdm.auto import tqdm +import evaluate +import json +from pathlib import Path +from dataclasses import dataclass +from typing import Dict, List, Optional +import logging +import argparse +import sys +import yaml + +logger = logging.getLogger(__name__) + +@dataclass +class SimpleConfig: + """Simple configuration for accelerate training""" + # Model settings + model_name: str = "bert-base-uncased" + max_length: int = 512 + + # Training settings + num_epochs: int = 3 + batch_size: int = 16 + learning_rate: float = 2e-5 + weight_decay: float = 0.01 + + # Scheduler settings + lr_scheduler_type: str = "linear" + warmup_ratio: float = 0.1 + + # Paths + data_dir: str = "./data/classification" + output_dir: str = "./results" + + +class AccelerateTrainer: + """Simple trainer using Accelerate for distributed training""" + + def __init__(self, config: SimpleConfig): + self.config = config + + # Initialize accelerator + self.accelerator = Accelerator() + + # Setup logging only on main process + if self.accelerator.is_main_process: + logging.basicConfig( + format='%(asctime)s - %(levelname)s - %(message)s', + level=logging.INFO + ) + + self.tokenizer = None + self.model = None + self.label_to_id = {} + self.id_to_label = {} + self.num_labels = 0 + + def load_data(self) -> Dict[str, List[Dict]]: + """Load data from JSONL files""" + data_path = Path(self.config.data_dir) + splits = {} + + for split_name in ["train", "validation", "test"]: + split_file = data_path / f"{split_name}.jsonl" + if split_file.exists(): + split_data = [] + with open(split_file, 'r', encoding='utf-8') as f: + for line in f: + if line.strip(): + split_data.append(json.loads(line)) + splits[split_name] = split_data + + if self.accelerator.is_main_process: + logger.info(f"Loaded {len(split_data)} samples from {split_name}") + + return splits + + def setup_labels(self, train_data: List[Dict]): + """Setup label mappings""" + labels = set() + for item in train_data: + labels.add(str(item["label"])) + + sorted_labels = sorted(list(labels)) + self.label_to_id = {label: idx for idx, label in enumerate(sorted_labels)} + self.id_to_label = {idx: label for label, idx in self.label_to_id.items()} + self.num_labels = len(sorted_labels) + + if self.accelerator.is_main_process: + logger.info(f"Found {self.num_labels} labels: {sorted_labels}") + + def create_dataset(self, data: List[Dict]) -> Dataset: + """Create tokenized dataset""" + texts = [] + labels = [] + + for item in data: + text = item["text"] if "text" in item else item["input"] + label = item["label"] + + texts.append(str(text)) + # Convert label to ID + if isinstance(label, str): + label_id = self.label_to_id.get(label, 0) + else: + label_id = int(label) + labels.append(label_id) + + # Create dataset + dataset = Dataset.from_dict({ + "text": texts, + "labels": labels + }) + + # Tokenize + def tokenize_function(examples): + return self.tokenizer( + examples["text"], + truncation=True, + padding="max_length", + max_length=self.config.max_length + ) + + tokenized_dataset = dataset.map( + tokenize_function, + batched=True, + remove_columns=["text"] + ) + + return tokenized_dataset + + def compute_metrics(self, predictions, labels): + """Compute accuracy and F1""" + predictions = predictions.argmax(axis=-1) + + # Gather predictions from all processes + all_predictions = self.accelerator.gather_for_metrics(predictions) + all_labels = self.accelerator.gather_for_metrics(labels) + + if self.accelerator.is_main_process: + # Only compute metrics on main process + metric = evaluate.load("glue", "mrpc") # Using MRPC as example + results = metric.compute( + predictions=all_predictions.cpu().numpy(), + references=all_labels.cpu().numpy() + ) + return results + return {} + + def train(self): + """Main training function""" + if self.accelerator.is_main_process: + logger.info("=== Starting Accelerate Training ===") + + # Load data + splits_data = self.load_data() + if "train" not in splits_data: + raise ValueError("No training data found!") + + # Setup labels + self.setup_labels(splits_data["train"]) + + # Initialize tokenizer and model + self.tokenizer = AutoTokenizer.from_pretrained(self.config.model_name) + if self.tokenizer.pad_token is None: + self.tokenizer.pad_token = self.tokenizer.eos_token + + self.model = AutoModelForSequenceClassification.from_pretrained( + self.config.model_name, + num_labels=self.num_labels, + id2label=self.id_to_label, + label2id=self.label_to_id + ) + + # Create datasets + train_dataset = self.create_dataset(splits_data["train"]) + eval_dataset = None + if "validation" in splits_data: + eval_dataset = self.create_dataset(splits_data["validation"]) + + # Create data loaders + data_collator = DataCollatorWithPadding(tokenizer=self.tokenizer) + + train_dataloader = DataLoader( + train_dataset, + shuffle=True, + batch_size=self.config.batch_size, + collate_fn=data_collator + ) + + eval_dataloader = None + if eval_dataset: + eval_dataloader = DataLoader( + eval_dataset, + batch_size=self.config.batch_size, + collate_fn=data_collator + ) + + # Setup optimizer and scheduler + optimizer = AdamW( + self.model.parameters(), + lr=self.config.learning_rate, + weight_decay=self.config.weight_decay + ) + + num_training_steps = self.config.num_epochs * len(train_dataloader) + num_warmup_steps = int(num_training_steps * self.config.warmup_ratio) + + lr_scheduler = get_scheduler( + self.config.lr_scheduler_type, + optimizer=optimizer, + num_warmup_steps=num_warmup_steps, + num_training_steps=num_training_steps + ) + + # Prepare everything with accelerator + self.model, optimizer, train_dataloader, lr_scheduler = self.accelerator.prepare( + self.model, optimizer, train_dataloader, lr_scheduler + ) + + if eval_dataloader: + eval_dataloader = self.accelerator.prepare(eval_dataloader) + + # Training loop + if self.accelerator.is_main_process: + progress_bar = tqdm(range(num_training_steps)) + logger.info(f"Training steps: {num_training_steps}") + + self.model.train() + + for epoch in range(self.config.num_epochs): + if self.accelerator.is_main_process: + logger.info(f"Epoch {epoch + 1}/{self.config.num_epochs}") + + for step, batch in enumerate(train_dataloader): + outputs = self.model(**batch) + loss = outputs.loss + + # Backward pass + self.accelerator.backward(loss) + + optimizer.step() + lr_scheduler.step() + optimizer.zero_grad() + + if self.accelerator.is_main_process: + progress_bar.update(1) + + # Log every 100 steps + if step % 100 == 0: + logger.info(f"Step {step}, Loss: {loss.item():.4f}") + + # Evaluation at end of each epoch + if eval_dataloader: + self.evaluate(eval_dataloader, epoch) + + # Save model + self.save_model() + + if self.accelerator.is_main_process: + logger.info("=== Training Completed ===") + + def evaluate(self, eval_dataloader, epoch): + """Evaluation function""" + self.model.eval() + + all_predictions = [] + all_labels = [] + + for batch in eval_dataloader: + with torch.no_grad(): + outputs = self.model(**batch) + + predictions = outputs.logits + labels = batch["labels"] + + # Gather from all processes + predictions = self.accelerator.gather_for_metrics(predictions) + labels = self.accelerator.gather_for_metrics(labels) + + all_predictions.append(predictions.cpu()) + all_labels.append(labels.cpu()) + + if self.accelerator.is_main_process and all_predictions: + all_predictions = torch.cat(all_predictions) + all_labels = torch.cat(all_labels) + + predictions_np = all_predictions.argmax(dim=-1).numpy() + labels_np = all_labels.numpy() + + # Simple accuracy calculation + accuracy = (predictions_np == labels_np).mean() + logger.info(f"Epoch {epoch + 1} - Validation Accuracy: {accuracy:.4f}") + + self.model.train() + + def save_model(self): + """Save model and tokenizer""" + if self.accelerator.is_main_process: + output_path = Path(self.config.output_dir) + output_path.mkdir(parents=True, exist_ok=True) + + # Save model using accelerator + unwrapped_model = self.accelerator.unwrap_model(self.model) + unwrapped_model.save_pretrained(output_path) + self.tokenizer.save_pretrained(output_path) + + # Save label info + label_info = { + "label_to_id": self.label_to_id, + "id_to_label": self.id_to_label, + "num_labels": self.num_labels + } + + with open(output_path / "label_info.json", 'w') as f: + json.dump(label_info, f, indent=2) + + logger.info(f"Model saved to {output_path}") + + +def main(): + """Main function with YAML configuration support""" + + parser = argparse.ArgumentParser(description="Accelerate Training Pipeline") + + # YAML configuration + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + + # Model settings + parser.add_argument("--model-name", type=str, help="Model name from HuggingFace Hub") + parser.add_argument("--max-length", type=int, help="Maximum sequence length for tokenization") + + # Training settings + parser.add_argument("--num-epochs", type=int, help="Number of training epochs") + parser.add_argument("--batch-size", type=int, help="Training batch size") + parser.add_argument("--learning-rate", type=float, help="Learning rate") + parser.add_argument("--weight-decay", type=float, help="Weight decay for optimizer") + + # Scheduler settings + parser.add_argument("--lr-scheduler-type", choices=["linear", "cosine", "polynomial"], help="Learning rate scheduler type") + parser.add_argument("--warmup-ratio", type=float, help="Warmup ratio for scheduler") + + # Paths + parser.add_argument("--data-dir", type=str, help="Directory containing train/validation/test JSONL files") + parser.add_argument("--output-dir", type=str, help="Output directory for saved model") + + # Logging + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Set up logging + logging.basicConfig( + level=getattr(logging, args.log_level), + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' + ) + + # Load configuration + config_dict = {} + + # Load YAML config if provided + if args.config: + try: + with open(args.config, 'r', encoding='utf-8') as f: + config_dict = yaml.safe_load(f) + logger.info(f"Loaded YAML configuration from: {args.config}") + except Exception as e: + logger.error(f"Error loading YAML config: {e}") + sys.exit(1) + + # Override YAML config with CLI arguments + cli_overrides = {} + if args.model_name: + cli_overrides['model_name'] = args.model_name + if args.max_length: + cli_overrides['max_length'] = args.max_length + if args.num_epochs: + cli_overrides['num_epochs'] = args.num_epochs + if args.batch_size: + cli_overrides['batch_size'] = args.batch_size + if args.learning_rate: + cli_overrides['learning_rate'] = args.learning_rate + if args.weight_decay: + cli_overrides['weight_decay'] = args.weight_decay + if args.lr_scheduler_type: + cli_overrides['lr_scheduler_type'] = args.lr_scheduler_type + if args.warmup_ratio: + cli_overrides['warmup_ratio'] = args.warmup_ratio + if args.data_dir: + cli_overrides['data_dir'] = args.data_dir + if args.output_dir: + cli_overrides['output_dir'] = args.output_dir + + # Merge configurations + for key, value in cli_overrides.items(): + if key in config_dict: + logger.info(f"Overriding YAML config '{key}' with CLI value: {value}") + config_dict[key] = value + + # Create configuration object + config = SimpleConfig( + model_name=config_dict.get('model_name', 'bert-base-uncased'), + max_length=config_dict.get('max_length', 512), + num_epochs=config_dict.get('num_epochs', 3), + batch_size=config_dict.get('batch_size', 16), + learning_rate=config_dict.get('learning_rate', 2e-5), + weight_decay=config_dict.get('weight_decay', 0.01), + lr_scheduler_type=config_dict.get('lr_scheduler_type', 'linear'), + warmup_ratio=config_dict.get('warmup_ratio', 0.1), + data_dir=config_dict.get('data_dir', './data/classification'), + output_dir=config_dict.get('output_dir', './results') + ) + + # Validate data directory + data_path = Path(config.data_dir) + if not data_path.exists(): + print(f"❌ Data directory not found: {data_path}") + print("Please ensure the data directory exists and contains train.jsonl, validation.jsonl, and test.jsonl files") + sys.exit(1) + + # Check for required data files + required_files = ["train.jsonl"] + missing_files = [] + for file_name in required_files: + if not (data_path / file_name).exists(): + missing_files.append(file_name) + + if missing_files: + print(f"❌ Missing required data files: {missing_files}") + print(f"Please ensure these files exist in: {data_path}") + sys.exit(1) + + # Initialize and run training + try: + print(f"Starting training with model: {config.model_name}") + print(f"Data directory: {config.data_dir}") + print(f"Output directory: {config.output_dir}") + print(f"Training for {config.num_epochs} epochs with batch size {config.batch_size}") + if args.config: + print(f"Using YAML configuration: {args.config}") + print() + + trainer = AccelerateTrainer(config) + trainer.train() + + print(f"✅ Training completed successfully!") + print(f"Model saved to: {config.output_dir}") + + except Exception as e: + print(f"❌ Error during training: {e}") + sys.exit(1) + + +if __name__ == "__main__": + main() + diff --git a/pipelines/completion/__init__.py b/pipelines/completion/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pipelines/matching/__init__.py b/pipelines/matching/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pipelines/styling/__init__.py b/pipelines/styling/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..862bfea --- /dev/null +++ b/requirements.txt @@ -0,0 +1,11 @@ +torch>=2.0.0 +transformers>=4.30.0 +accelerate>=0.20.0 +datasets>=2.12.0 +evaluate>=0.4.0 +tqdm>=4.65.0 +pandas>=1.5.0 +numpy>=1.24.0 +scikit-learn>=1.3.0 +pyyaml>=6.0 +huggingface-hub>=0.15.0 diff --git a/results/classification/emotion_model/classification/test.jsonl b/results/classification/emotion_model/classification/test.jsonl new file mode 100644 index 0000000..b548a80 --- /dev/null +++ b/results/classification/emotion_model/classification/test.jsonl @@ -0,0 +1,100 @@ +{"text": "i know i shouldn t compare the relationships but i feel we are so disadvantaged and kept kiddy", "label": "0"} +{"text": "i am feeling extremely contented with our decision to home educate", "label": "1"} +{"text": "im not going to lie some days i feel uber supportive and other days i feel uber frustrated", "label": "2"} +{"text": "i feel honoured to become a journalist on his blog dedicated to this amazing song contest which is eurovision", "label": "1"} +{"text": "i feel like i m on an emotional high with so much excitment", "label": "0"} +{"text": "i feel tender cool and relax after enjoying these wonderful masters", "label": "2"} +{"text": "i am being told i should feel satisfied because i am in good standing with the powers that be", "label": "1"} +{"text": "i just take what i feel like would taste delicious and start off", "label": "1"} +{"text": "i am sure you will feel very unhappy about it too", "label": "0"} +{"text": "i do however feel that some people would not be so shocked right", "label": "5"} +{"text": "i think they feel somehow offended because the christians played a big part in destroying the earlier cultures religions and mythologies", "label": "3"} +{"text": "i feel like i should make one of these for every beach loving friend i know", "label": "2"} +{"text": "i have to admit i have been feeling very disheartened and disillusioned with the whole publishing community for months", "label": "0"} +{"text": "im feeling stressed or having a bad day i take a walk or run", "label": "3"} +{"text": "i started the dew beyond having a positive showing of the south to encourage writers from all experiences and levels of advancement to feel comfortable sharing their work", "label": "1"} +{"text": "i feel as though my capacity to love others to show love to be loved and share it has grown dramatically", "label": "2"} +{"text": "i have a strange feeling that this is going to turn out quite ok and soon enough the ladies pictured above will probably be begging me to brew more of this stuff", "label": "1"} +{"text": "i think just noticing this in me that i m more prone to feel jealous right now is helping me show up with a bit more intentionality than at other times in my life", "label": "3"} +{"text": "i ended up feeling really proud of the final product", "label": "1"} +{"text": "i dont want to put to much pressure on myself but i feel like i could make the most amazing year ever", "label": "5"} +{"text": "i feel that thursday was the important first step that is needed towards helping e get better with her eating", "label": "1"} +{"text": "i hate to have to clear my voice i hate to stammer i hate to feel the way i do now humiliated and frightened to the bones what do you want of me", "label": "0"} +{"text": "im simply feeling just a little unhappy about the whole skinnyg and even the charming customer provider hasnt made that go away", "label": "0"} +{"text": "ive also discovered that because i feel less agitated by caffeine and cravings this coping method is unnecessary huge", "label": "4"} +{"text": "i feel confident that my issue is being regarded with the highest sense of urgency", "label": "1"} +{"text": "i feel we need a little romantic boost in the relationship", "label": "2"} +{"text": "ive been quite confident in what i believe for my whole life this occasionally over whelming feeling of uncertainty has truly shaken me to my core", "label": "4"} +{"text": "im feeling font friendly", "label": "1"} +{"text": "im feeling punished for having loved the previous books", "label": "0"} +{"text": "i say to someone that i feel i have humiliated yeah well thats what you get", "label": "0"} +{"text": "i try to find something that does not make me feel foolish", "label": "0"} +{"text": "i should just let him calm down on his own but then ill feel like a neglectful aunt and i so cant have that", "label": "0"} +{"text": "i must ask if my column makes you feel so hateful why do you keep logging on", "label": "3"} +{"text": "i don t feel any safe", "label": "1"} +{"text": "im sure ive got it right and my state of unencumberedness despite many years of feeling like i couldnt keep up anybody else is causing me to see my life as charmed", "label": "1"} +{"text": "i can t tell you fortunate i feel to have access to so many wonderfully talented photographers like yourself", "label": "1"} +{"text": "i feel as though ive reached a point in my career where im highly respected there", "label": "1"} +{"text": "im not feeling so well right now so ill write some other day", "label": "1"} +{"text": "i was feeling rejected and sad", "label": "0"} +{"text": "i was feeling anything but adventurous and stuck with comfort zone and ordered mcdonalds", "label": "1"} +{"text": "ill admit i feel slightly disillusioned here", "label": "0"} +{"text": "i was feeling ok it would be fun to drive over to dunstable and stand in a field for an hour or so watching people try and drive preposterous motors up grass slopes thats trialling", "label": "1"} +{"text": "im feeling so disillusioned with it all right now", "label": "0"} +{"text": "i have experimented lots of the experiences she mentions and sadly this made me realize that most women feel that their career paths are somehow going to be determined by their partners if they support them or not their children ther co workers etc", "label": "1"} +{"text": "i sit here feeling blank about this", "label": "0"} +{"text": "i havent been measuring out food drinking nearly enough water tracking any fitness and overall i feel completely shaken and unfocused because i dont feel like my foundation is steady at the moment", "label": "4"} +{"text": "im feeling a little bit apprehensive about entering a new chapter again and having to prove myself all over again", "label": "4"} +{"text": "i just feel like being sarcastic and mean and all because history paper is overrrrrrrrrrrr", "label": "3"} +{"text": "im feeling pretty paranoid and trying to cover the cash and protect my belongings it definitely felt like i was doing something i shouldnt be doing like money laundering or something", "label": "4"} +{"text": "i feel like i am noticeably very inhibited in a lot of other things", "label": "0"} +{"text": "i finally get it right i feel happily smug and relieved that a piece of work is done", "label": "1"} +{"text": "i went to bed one night with my stomach in knots and woke up the next day feeling fantastic", "label": "1"} +{"text": "i ran upon it while looking for a cute saying to add to address change cards planning ahead and feeling positive", "label": "1"} +{"text": "i feel amused and kind of tired still in the morning i", "label": "1"} +{"text": "i feel violent or something today", "label": "3"} +{"text": "i don t know why that surprises me because whenever i get exercise whether it s working out in my garden or going to the gym i feel terrific afterward which is naturally the reason i don t do it all the time", "label": "1"} +{"text": "i am currently feeling very aggravated", "label": "3"} +{"text": "i asked if anyone has ever confessed their feelings for someone and got accepted rejected", "label": "1"} +{"text": "i will feel somehow punished so she holds me as much as possible when she puts the baby down", "label": "0"} +{"text": "i have to admit that while the story itself was interesting in their portrayal of the well known biblical story i came away feeling a little disappointed with the end result especially considering the names involved", "label": "0"} +{"text": "ive been feeling homesick for several months probably since christmas", "label": "0"} +{"text": "i woke up feeling incredibly content amp optimistic today however i woke up with a terrible cold and a complete lack of energy", "label": "1"} +{"text": "i reach for your hand feel its warmth sense a strange mysterious connection the greater sea of lives intimately shared and buoyed by a wave of love hope and joy surrender to its greater transcendent surge letting it take me wherever it will", "label": "4"} +{"text": "i miss it when i feel no one person who ignored me", "label": "0"} +{"text": "i don t want to bury the hatchet with even though it would be in my best interest simply because i feel that apologizing to a person that insulted me would make me feel like a punk", "label": "3"} +{"text": "i am known for letting things go when im not feeling good", "label": "1"} +{"text": "i think im just feeling sentimental right now p aaaaand tis another work day tomorrow", "label": "0"} +{"text": "i could feel my moms presence and my friends and family were supporting me that day", "label": "2"} +{"text": "i wake up feeling all beaten up and i dont feel that way right now im probably going to be tempted to do the lake again", "label": "0"} +{"text": "i feel disturbed today", "label": "0"} +{"text": "i feel rejected like i dont belong to the circle those circles that i realised i never was comfortable there", "label": "0"} +{"text": "i had this feeling that i would be welcomed by the art scene here", "label": "1"} +{"text": "i feel more happy inside on a scale i would say a", "label": "1"} +{"text": "i feel so cranky irrationally", "label": "3"} +{"text": "i feel miserable after my break up self", "label": "0"} +{"text": "i already feel impatient and cancel hyundai tucson last year waiting almost for seven months", "label": "3"} +{"text": "i feel so doomed all the time", "label": "0"} +{"text": "i feel completely groggy this morning", "label": "0"} +{"text": "i feel but distressed is sufficient", "label": "4"} +{"text": "i am feeling delicate after hogmanay if that s what you are thinking", "label": "2"} +{"text": "i feel like reading anansi boys again its gorgeous", "label": "1"} +{"text": "im lying in bed feeling very anxious and have a knot in my stomach", "label": "4"} +{"text": "i could do was feel i felt thankful that her battle was over thankful that she was now in a place of serenity", "label": "1"} +{"text": "i felt this was my next step and i dont want to be doubtful but i feel dumb keeping a hope for so much money to come through in such a short time", "label": "0"} +{"text": "i feel slightly triumphant thank you very much", "label": "1"} +{"text": "tutorial again a fearful feeling came to me when i sat on the chair and looked at my fellow students all around i was really scared that they would ask me some questions or challenge the ideas that i had presented", "label": "4"} +{"text": "i took several deep breaths feeling the cold air burn its way into my lungs and exhaling little clouds of vapor", "label": "3"} +{"text": "i have a few favourites of my own but the choice of book is up to you or you can have a dvd if you are us or uk im feeling generous so the limit is up to which is about something like that", "label": "2"} +{"text": "i just cant contain my joy but right now i feel troubled", "label": "0"} +{"text": "i feel that if people read my writing they will know that i m a dumb bunny", "label": "0"} +{"text": "i feel so honoured to receive this from krista know to the blogger world as a href https www", "label": "1"} +{"text": "i think lunch sounds datey and coffee feels casual", "label": "1"} +{"text": "i do feel confused", "label": "4"} +{"text": "i have been having bad dreams really weird dreams that make me feel like i got no sleep at all and with completely disturbed thoughts", "label": "0"} +{"text": "i feel even more regretful that i didnt get to go to her senior presentation", "label": "0"} +{"text": "i feel i m doing to my mom what i despised so much when it was done to me", "label": "3"} +{"text": "i hi tech color club holiday splendor sally hansen cha ching kiss silver glitter i was feeling a little festive tonight so i decided to", "label": "1"} +{"text": "i started feeling very gentle contractions about minutes apart", "label": "2"} +{"text": "i remember the same giddy feeling of contented good fortune lucky lucky me here safe in our cozy home watching my fabulous man head off for the day knowing he ll be coming home to me in a few hours", "label": "1"} +{"text": "i guess which meant or so i assume no photos no words or no other way to convey what it really feels unless you feels it yourself or khi bi t au th m i bi t th ng ng i b au i rephrase it to a bit more gloomy context unless you are hurt yourself you will never have sympathy for the hurt ones", "label": "0"} diff --git a/results/classification/emotion_model/classification/train.jsonl b/results/classification/emotion_model/classification/train.jsonl new file mode 100644 index 0000000..a13952b --- /dev/null +++ b/results/classification/emotion_model/classification/train.jsonl @@ -0,0 +1,100 @@ +{"text": "im feeling abit grouchy with kim", "label": "3"} +{"text": "i just feel like being selfish and really live my life", "label": "3"} +{"text": "i spent some time at the school yesterday talking to folks and snapping pics of my daughters as they delighted in the last day of school fun and i came away feeling impressed and happy which to tell the truth is my usual feeling about the place", "label": "5"} +{"text": "i pray that you feel the presence of god around you and that you realize that the birth of gods son was a precious gift for you and you never have to be alone", "label": "1"} +{"text": "i do like riding on brooms but there is something about just sitting and holding colin and feeling the wind in my hair that is quite pleasant", "label": "1"} +{"text": "i feel has such a lovely touch", "label": "2"} +{"text": "i just need to express my feeling badly ignore this if i offended you", "label": "3"} +{"text": "i feel like i ve been there and gained a sense of the everyday paranoia and the casual brutality of the time", "label": "1"} +{"text": "i come out of that fight feeling whipped and saddened and hated for who i am and i have to put on my big girl panties and pretend hey everything s fine even though we re pissy at each other", "label": "0"} +{"text": "i do feel slightly ungrateful about it but i can only spend so much time with them before going mad", "label": "0"} +{"text": "i say that feelings dont dull selectively", "label": "0"} +{"text": "i feel a little bit brave", "label": "1"} +{"text": "i feel that im as curious as when i was a child", "label": "5"} +{"text": "i was made to feel that i was damaged and not good or giving enough when in reality nothing is ever enough", "label": "0"} +{"text": "i feel pained just thinking about it", "label": "0"} +{"text": "i feel honoured to be asked thanks a href http doodlesandscrapsofme", "label": "1"} +{"text": "i feel relaxed and comfortable", "label": "1"} +{"text": "i am feeling ever so homesick", "label": "0"} +{"text": "i used to believe that a feeling like fear was to be ignored or suppressed right away more on this in a moment", "label": "0"} +{"text": "i mention this seemingly obvious little tidbit is that either many of my friends have an innate inability to understand this or they feel hurt and neglected because of it", "label": "0"} +{"text": "i feel ive been physically uncomfortable for the last months of my life so nothing new there", "label": "4"} +{"text": "i also always feel a little scared", "label": "4"} +{"text": "i feel better now on the menu tonight", "label": "1"} +{"text": "i feel the pain again until i came from school and its still aching", "label": "0"} +{"text": "i stayed for a short while but feeling like he didnt need me anymore and having my own emotional drainage to work through i decided i needed to go home", "label": "0"} +{"text": "i feel so burdened as if something is holding me still and weighing me down", "label": "0"} +{"text": "i went to pick up the kids feeling scared and trembly and very self critical for my stupidity", "label": "4"} +{"text": "i leave feeling defeated hopeless and too weak to keep pressing into god and recovery", "label": "0"} +{"text": "i cry about feeling shitty i cry because dad made fun of me for being sick haha i kid you not that has happened many times all in good fun i cry because thats what i do in all adverse situations", "label": "0"} +{"text": "i feel like doing something productive on this", "label": "1"} +{"text": "i don t think there s a woman around who hasn t felt the angst rosa feels as she deals with the death of her beloved aunt the chasm between her and her father", "label": "2"} +{"text": "i finished our drinks and left and i came to feel more and more sympathetic and bad for this old man to the point where im still thinking about it hours later", "label": "2"} +{"text": "i feel so amazed with myself as i could stride nonstop for more than minutes", "label": "5"} +{"text": "i feel they look a little awkward just below", "label": "0"} +{"text": "i start feeling angry i need to actually stop and figure out what im really feeling so i can deal with life in a more balanced way", "label": "3"} +{"text": "i would feel i was devastated", "label": "0"} +{"text": "ive been feeling needy lately", "label": "0"} +{"text": "i feel a bit embarrassed at times when i make mistakes", "label": "0"} +{"text": "i know that sounds really recycled and generic but its actually how i feel i love to sing and would more than love to make a living doing that but im going to school because i know that its not in the cards for all the talented people in the world to make it in the music business", "label": "1"} +{"text": "i feel will be warmly welcomed on any floor", "label": "1"} +{"text": "i think about the woman in the congregation who cried as she spoke about the family trying to find a church where her homosexual daughter would feel accepted", "label": "2"} +{"text": "i really feel i was wronged as a patient", "label": "3"} +{"text": "i tried to reconcile the two feelings into one piece of music the unease and tender nostalgia present in martin s song of wwii france is different from the sharp bleeding ache i was feeling", "label": "2"} +{"text": "i feel happy i feel elated but i also thank god for bringing me to this stage", "label": "1"} +{"text": "ive talked with her telling her that sometimes i feel shes not sincere", "label": "1"} +{"text": "i feel like i probably would have liked this book a little bit more if it wasn t such a simple story line", "label": "2"} +{"text": "i feel like someone who really should learn not to stress out because we live in an ultimately benign universe", "label": "1"} +{"text": "i am feeling particularly disheartened and unmotivated today", "label": "0"} +{"text": "i did not want to feel discouraged looking at a gain", "label": "0"} +{"text": "i cant feel complacent", "label": "1"} +{"text": "im so tired and heavy all the time its a familiar feeling though not a pleasant one", "label": "1"} +{"text": "i feel a lot of support and very honoured because i was chosen to represent my country", "label": "1"} +{"text": "i would feel terrified for them and enjoy this movie a little better", "label": "4"} +{"text": "i was left feeling a little delicate but thoughtful", "label": "2"} +{"text": "i feel embarrassed by it", "label": "0"} +{"text": "i am feeling fine all things considered", "label": "1"} +{"text": "i say walking away and shaking my head feeling a little dazed to get the drinks", "label": "5"} +{"text": "i feel like a delicate fragile vase", "label": "2"} +{"text": "ive gone for my k training or a swim then i feel energised and be productive like actually cleaning my room", "label": "1"} +{"text": "i generally don t eat a lot of junk it is mostly stress eating but as i become more comfortable with the child care i am feeling less stressed and eating less junk", "label": "3"} +{"text": "i hate falling asleep napping during the day i wake up feeling so groggy", "label": "0"} +{"text": "i really feel amazed on how they can do that", "label": "5"} +{"text": "i still well feel quite ok with my results", "label": "1"} +{"text": "i bring these to mind and feel the joyful laughter well up within my heart it becomes hard to remain weighed down by the heavier negative feelings", "label": "1"} +{"text": "i tend to err on the justice side of things and so over the past few years i feel that ive become a lot more jaded and unwilling to let god deal with people as he sees", "label": "0"} +{"text": "i feel so spiteful towards people sometimes just the way they look makes me want to hurt them", "label": "3"} +{"text": "i can t help but feel considerate towards others", "label": "1"} +{"text": "i guess you cant see how wed feel a bit unwelcome", "label": "0"} +{"text": "i really feel like trying to be cute every day", "label": "1"} +{"text": "i wonder how shed feel about supporting me", "label": "2"} +{"text": "i feel like an ungrateful bitch because of what i made you see", "label": "0"} +{"text": "i can feel what hes feeling but not quite because this is his own beloved brother", "label": "1"} +{"text": "ive been feeling pretty punished lately", "label": "0"} +{"text": "i assert it is better to feel rich than to be rich", "label": "1"} +{"text": "i feel violent and crazy and i feel myself slowly losing patience", "label": "3"} +{"text": "im feeling so goddamn pissed and just", "label": "3"} +{"text": "i t want t know f t habitual t feel frightened wh n initiation r career", "label": "4"} +{"text": "i just feel you so so dont be afraid naega deo apaya hae and pray again dasi neol chajeul su itge sigani heureulsurok gaseumi apawa i need you go back in time dan hanbeon manirado forgive my sins wo doedollil suman itdamyeon i gotong ttawin naegen so so sloth", "label": "4"} +{"text": "i love to sew cook and also dabble in mixed media art when i feel like getting messy", "label": "0"} +{"text": "i feel so dirty in you i crash cars br style background color white color font family georgia times new roman times serif font size px line height", "label": "0"} +{"text": "i m filled with astonishment and feel amused about what this city has witnesed today", "label": "1"} +{"text": "i signed the petition and knowing that it will be served in the next few days has left me feeling vulnerable as i am unsure about his reaction", "label": "4"} +{"text": "i really enjoyed feeling that i was not alone", "label": "0"} +{"text": "i go back to that day however and hear jesus words the son of man has authority to forgive sins on earth i feel electrified and doubtful", "label": "4"} +{"text": "i feel so passionate about it and know this is where god wants me to be but i am human and i do have flaws and short comings", "label": "2"} +{"text": "i don t know about you but that feeling of powerlessness of not being in control sends me in a mad tizzy for the haagen dazs", "label": "3"} +{"text": "i feel this strange shift between us the heat between us intensifying and i get excited my nerves bubbling up inside me", "label": "4"} +{"text": "i am feeling more generous though i see it for what it is someone who doesn t know what we are going through from the insdie and is desperate to be helpful in some measure", "label": "2"} +{"text": "i keep going despite feeling miserable", "label": "0"} +{"text": "i still feel funny writing that like maybe i should call her my spirit guide or really observant cheerleader or something", "label": "5"} +{"text": "i feel is determined by the thoughts i allow to dominate my thinking", "label": "1"} +{"text": "i feel really petty and immature but i dont want to cheat on greg or end up breaking up because were fighting over the stupid little things", "label": "3"} +{"text": "i feel cdm flac custodes title alibi how much i feel cdm flac custodes download this in super speed resume support with premium account img src http i", "label": "1"} +{"text": "i could feel his sweet spirit and i was happy to be helping him", "label": "1"} +{"text": "i want to feel like the casting director is going to take one look at me and say you re amazing", "label": "1"} +{"text": "im in a strange situation or feeling awkward i sometimes switch into comedian mode a bit of a defence mechanism from my self conscious school days and turned some of the sessions into katrinas minute stand up routine", "label": "0"} +{"text": "i aint pissed angry mad or anything i just feel pretty much fuckin insulted", "label": "3"} +{"text": "i still pretty much feel ashamed and i m certain i m disappointed in my weaknesses i know for fact i am angry and upset and that s just for one situation", "label": "0"} +{"text": "i don t feel bitter about my lot nor do i wish any other mother s son was in my place", "label": "3"} +{"text": "i feel frightened by it all", "label": "4"} diff --git a/results/classification/emotion_model/classification/validation.jsonl b/results/classification/emotion_model/classification/validation.jsonl new file mode 100644 index 0000000..d4e0865 --- /dev/null +++ b/results/classification/emotion_model/classification/validation.jsonl @@ -0,0 +1,99 @@ +{"text": "i still feel the longing to be with you inspite of you sitting in front of me", "label": "2"} +{"text": "i do give up at times when i feel there s no point in a friendship when one cant be bothered", "label": "3"} +{"text": "i was so proud of him and i feel so hopeful i realise this is the nature of asd if he is motivated he will let us have a small glimpse of his abilities and it seems toy story lego is the motivator at the moment", "label": "1"} +{"text": "im not joking we had the feeling they were either extremely friendly or they hadnt seen a westerner before", "label": "1"} +{"text": "i feel betrayed where i serve and fellowship by no fault of my beloved pastor and c pastor", "label": "2"} +{"text": "i used to work he feels so needy and this just screams for attention so to please him i felt obligated to give him some", "label": "0"} +{"text": "i feel less threatened by the world", "label": "4"} +{"text": "i party wah wah wah nationalism blah yay aryans wah boo jews with there stupid brown hair blah blah should feel appreciative that we even talk to them because it makes them cool by association blah blah", "label": "1"} +{"text": "i do know that i am feeling fabulous and having more energy then i have had in a long time even if my clothes are still a little snug", "label": "1"} +{"text": "i used to down a large mushroom pizza and a pitcher of beer and feel positively virtuous afterward", "label": "1"} +{"text": "i guess the man knows how to make each and every one of them feel special", "label": "1"} +{"text": "i do feel has conditions it hurts deeply and it is not pleasant", "label": "1"} +{"text": "i feeling dangerous at wimbledon width", "label": "3"} +{"text": "i dont know why i feel so frantic about this but i really want to have this particular song for my little girl to be", "label": "4"} +{"text": "im feeling a bit sentimental", "label": "0"} +{"text": "im still feeling pretty gloomy if truth be told", "label": "0"} +{"text": "i stepped outside of the house feeling glad to be home again", "label": "1"} +{"text": "i personally feel they are doomed to finish dead last in the nl central without this key cog to any championship team", "label": "0"} +{"text": "i feel accepted as long as i am real and am not pious uppity and religious for the sake of religion", "label": "1"} +{"text": "i have a sense of both in my mind s eye i feel that divine energy way up aloft and i experience its reflection in me sometimes like a rare sunny day in a rainy climate", "label": "1"} +{"text": "i feel devastated betrayed and abandoned i ask for peace and comfort and a new direction", "label": "0"} +{"text": "i feel bad listing the movies becasue i like them so much", "label": "0"} +{"text": "i feel this is a very truthful parable because it s so evident in all aspects of life", "label": "1"} +{"text": "i am feeling generous and seasonal", "label": "1"} +{"text": "ive been feeling an aching loss a void in my life in the place that she filled", "label": "0"} +{"text": "i feel like all she wants is his parents fortune which is unfortunate", "label": "0"} +{"text": "i dare not say i feel ecstatic now but hey", "label": "1"} +{"text": "i feel a surge of adrenaline and excitement as i immediately recognize these two birds to be a gorgeous pair of marbled murrelets", "label": "1"} +{"text": "im feeling generous ill give you a story as well", "label": "2"} +{"text": "i was feeling a bit disheartened until one of our black belt instructors at the dojo richard and i own asked why let anyone else set your destiny", "label": "0"} +{"text": "i must not be left to feel foolish lost unhappy and with distaste", "label": "0"} +{"text": "i feel naughty a href http www", "label": "2"} +{"text": "i may be starting to feel paranoid or maybe insecure but im just a mere human being who yearns to be loved to be cared of and to be noticed", "label": "4"} +{"text": "i simply feel it is important to be presented well in front of others and when one is asked about himself there should be evident support in why he thinks so of himself as for any type of discussions during which perspectives on a topic are being exchanged", "label": "1"} +{"text": "i feel that this is a very important subject to discuss", "label": "1"} +{"text": "i remember feeling annoyed but also wondering if i shouldn t stop and buy something", "label": "3"} +{"text": "i feel pain even when i see an unfortunate person in street begging why does my mind race and think why is that person there", "label": "0"} +{"text": "i am not feeling very clever or creative", "label": "1"} +{"text": "i feel angry at him for being so selfish and giving me absolutely nothing to go on", "label": "3"} +{"text": "i asked him what was making him feel so fabulous and he said i m healthy my family is healthy and we live in a free country", "label": "1"} +{"text": "i just didnt feel thrilled let alone excited", "label": "1"} +{"text": "im feeling reluctant to change anything because it is all working so well", "label": "4"} +{"text": "i swear is releasing my neighbors inner crazy weve had cops called on our block like out of days this week im feeling inspired", "label": "1"} +{"text": "i hate feeling that a day got away from me and nothing not one thing productive got done", "label": "1"} +{"text": "i feel so dumb talking about this i feel like a whiny emo teenager who has so many problems and who is far too in love with her temporary boyfriend", "label": "0"} +{"text": "i mustered up energy to feel christmassy i remember feeling kind of pissed off at the bad timing of everything", "label": "3"} +{"text": "i was feeling apprehensive about my life as a student i felt like i couldnt succeed wouldnt succeed could never succeed", "label": "4"} +{"text": "i had grand plans of baking through my two days off but i mostly ended up just curled up on the couch pouting about not feeling well", "label": "1"} +{"text": "im not sure theyre right to feel triumphant but they certainly got a lot of comfort from the way the arguments went", "label": "1"} +{"text": "i feel we have a wonderful thing called a minute breathing space you can stop any time in the day even when you are driving along the motorway or in the middle of an important telephone call", "label": "1"} +{"text": "i could only see and feel the poison in my veins which deprived me of the strength and the ability to feel the joy i knew held me", "label": "0"} +{"text": "i can just remember that when im feeling ungrateful that would be great", "label": "0"} +{"text": "i love feeling productive and getting things cleaned out an sorted through", "label": "1"} +{"text": "i had climbed on a cherry tree alone and there was a thick caterpillar beside my fingers i feel disgusted by caterpillars and snakes i was terribly afraid of the caterpillar crawling on my fingers out of the fear i was almost unable to climb down", "label": "4"} +{"text": "i feel so neglectful of lj", "label": "0"} +{"text": "i feel resigned to what i have brought myself to and docile", "label": "0"} +{"text": "i cant get wrapped up in that kind of crap tv because my brain starts getting mushy and i feel feverishly hostile", "label": "3"} +{"text": "i find myself feeling irritable or depleted i run through a mental checklist have i worked out", "label": "3"} +{"text": "i feel like i ve lost some of my main roots i feel less secure emotionally financially and socially", "label": "0"} +{"text": "i could not help feeling thatrupert meant to be rude to my father though his words were quite polite", "label": "3"} +{"text": "i hold it for a day my arm will feel numb and paralysed", "label": "0"} +{"text": "i feel so shitty about wearing you out", "label": "0"} +{"text": "i am feeling rather delicate due to alot of white wine and a considerable amount of dancing one of my best friends ended up in a amp e due to a fractured wrist caused by excessive dancing", "label": "2"} +{"text": "i do however want you to know that if something someone is causing you to feel less then your splendid self step away from them", "label": "1"} +{"text": "i have to say it is making me feel very tender inside like a wound that has scabbed over on the surface but is still raw and unhealed underneath", "label": "2"} +{"text": "i feel sentimental i close my eyes and look up i feel powerful if i do that", "label": "0"} +{"text": "i feel as though my sub arguments are stronger and i support my claims better than i did in the beginning", "label": "1"} +{"text": "i quickly trotted off he added i feel embarrassed to ask hoping i would enter into some kind of conversation with him", "label": "0"} +{"text": "when an alcoholic stood dribbling over a food counter", "label": "3"} +{"text": "i feel like itd be strange at the least and possibly offensive to tell a gay friend id like to experiment or something like that", "label": "5"} +{"text": "i feel accepted for who i am", "label": "2"} +{"text": "i was feeling shaken walking along the streets and less able to concentrate on not having an accident while simultaneously worrying about having one due to not concentrating", "label": "4"} +{"text": "i fear that because i suffer from depression the people i care about feel inhibited when they are going through hard times", "label": "0"} +{"text": "i was feeling excited and motivated", "label": "1"} +{"text": "i feel many petty people have judged me simply because i may be one", "label": "3"} +{"text": "i have a feeling this will be a good soap for january", "label": "1"} +{"text": "i feel pretty confident giving endless opinons about", "label": "1"} +{"text": "i feel that way about popular culture", "label": "1"} +{"text": "i was okay but thats an awful feeling to be falling with no way to stop it maybe thats why to this day im so afraid of falling", "label": "4"} +{"text": "i think i confuse my feelings of longing with feeling good", "label": "2"} +{"text": "i feel very awkward", "label": "0"} +{"text": "i feel like i am part of a team now and far from the isolated feeling i have had for so many months now", "label": "0"} +{"text": "i can feel that the two girls are shocked with what i m saying", "label": "5"} +{"text": "im days post op and i am feeling fantastic", "label": "1"} +{"text": "i kind of feel more violent after having watched the non violence video", "label": "3"} +{"text": "i love my increased intense feeling of connection to the divine", "label": "1"} +{"text": "i do feel devastated", "label": "0"} +{"text": "i know both of them feel threatened by the job i do even after long years but i get really tired of the ganging up i get from them", "label": "4"} +{"text": "i feel very resolved yet somehow very depressed", "label": "1"} +{"text": "i feel so carefree nowwwwww", "label": "1"} +{"text": "i feel like as much as it was an unfortunate situation that i wasnt with my father i was in a great place", "label": "0"} +{"text": "i remember feeling more amused than sensing that i was in any real danger however i must have been experiencing a little bit of shock", "label": "1"} +{"text": "i love autumn and everything that comes with it although i feel i am getting excited for christmas way too early this year me and my friends including a href http andthenwear", "label": "1"} +{"text": "i sensed he had so much to offer but there were also many many times where his behaviour made me doubt myself did not make me feel special and at times frankly just rude and immature", "label": "1"} +{"text": "i haven t quite figured out and whenever i can t find the time or ability or money to take care of each side equally i end up feeling disappointed", "label": "0"} +{"text": "i was definitely feeling nostalgic and was a bit sad when one of my favorite exhibitions the hall of ocean life was closed", "label": "2"} +{"text": "ive been feeling the desire for a romantic interest even with my circumstances i feel as though im emotionally ready for a special someone in my life", "label": "2"} +{"text": "i feel not surprised by where i ended up i m happy with a lot of what i ve achieved the positions i ve put myself in", "label": "5"} +{"text": "i begin to have these doubts my stomach clenches my heart races and i feel fearful", "label": "4"} diff --git a/scripts/__init__.py b/scripts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/scripts/classification/data_processor.py b/scripts/classification/data_processor.py new file mode 100644 index 0000000..f942250 --- /dev/null +++ b/scripts/classification/data_processor.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python3 +""" +Classification Data Processor Script +Uses YAML configurations for flexible and maintainable data processing. +""" + +import sys +import os +import subprocess +import argparse +from pathlib import Path + +def run_with_yaml_config(config_path: str, **cli_overrides): + """Run data processor with YAML configuration""" + print(f"=== Running Classification Data Processor ===") + print(f"Config: {config_path}") + + cmd = [ + "python", "pipelines/classification/data_processor.py", + "--config", config_path + ] + + # Add CLI overrides + for key, value in cli_overrides.items(): + if value is not None: + cmd.extend([f"--{key.replace('_', '-')}", str(value)]) + + print(f"Command: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Data processing completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running data processor: {e}") + print(f"Error output: {e.stderr}") + return False + +def run_emotion_example(): + """Run emotion classification example""" + print("=== Emotion Classification Example ===") + + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + max_samples=500, # Override YAML value + output_dir="./data/emotion_small" + ) + + if success: + print("✅ Emotion classification data processing completed!") + else: + print("❌ Emotion classification failed!") + +def run_custom_example(): + """Run custom dataset example""" + print("\n=== Custom Dataset Example ===") + + if os.path.exists("data/classification/train.jsonl"): + success = run_with_yaml_config( + "configs/classification/custom.yaml", + data_source="custom", + data_path="data/classification/train.jsonl", + output_dir="./data/custom_processed" + ) + if success: + print("✅ Custom dataset processing completed!") + else: + print("❌ Custom dataset processing failed!") + else: + print("⚠️ Custom dataset not found, skipping...") + +def create_custom_config(): + """Create a custom configuration file""" + custom_config = """task: + name: "classification" + type: "sequence_classification" + +data: + source: "custom" + data_format: "jsonl" + input_field: "text" + label_field: "label" + max_samples: 1000 + train_split: 0.8 + validation_split: 0.1 + test_split: 0.1 + +processing: + clean_text: true + lowercase: true + min_length: 10 + max_length: 1000 + +output: + output_dir: "./data/custom_processed" + output_format: "classification" +""" + + config_path = "configs/classification/custom.yaml" + with open(config_path, 'w') as f: + f.write(custom_config) + + print(f"✅ Created custom config: {config_path}") + +def show_usage(): + """Show usage examples""" + print("=== Classification Data Processor Usage ===") + print() + print("1. Use YAML config only:") + print(" python scripts/classification/data_processor.py --config configs/classification/emotion.yaml") + print() + print("2. Override YAML values:") + print(" python scripts/classification/data_processor.py --config configs/classification/emotion.yaml --max-samples 500") + print() + print("3. Use CLI only (backward compatibility):") + print(" python scripts/classification/data_processor.py --data-source huggingface --dataset-name dair-ai/emotion") + print() + print("4. Run examples:") + print(" python scripts/classification/data_processor.py examples") + print() + print("5. Create custom config:") + print(" python scripts/classification/data_processor.py create-config") + +def handle_direct_args(): + """Handle direct command-line arguments by passing them to the pipeline""" + parser = argparse.ArgumentParser(description="Classification Data Processor") + + # Add all the same arguments as the pipeline + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + parser.add_argument("--data-source", choices=["huggingface", "custom"], help="Data source") + parser.add_argument("--dataset-name", type=str, help="HuggingFace dataset name") + parser.add_argument("--data-path", type=str, help="Path to custom data file") + parser.add_argument("--data-format", choices=["jsonl", "csv", "json"], help="Data format") + parser.add_argument("--input-field", type=str, help="Input field name") + parser.add_argument("--label-field", type=str, help="Label field name") + parser.add_argument("--id-field", type=str, help="Optional ID field name") + parser.add_argument("--max-samples", type=int, help="Maximum samples to process") + parser.add_argument("--train-split", type=float, help="Training split ratio") + parser.add_argument("--validation-split", type=float, help="Validation split ratio") + parser.add_argument("--test-split", type=float, help="Test split ratio") + parser.add_argument("--clean-text", action="store_true", help="Clean and normalize text") + parser.add_argument("--remove-special-chars", action="store_true", help="Remove special characters") + parser.add_argument("--lowercase", action="store_true", help="Convert text to lowercase") + parser.add_argument("--min-length", type=int, help="Minimum text length") + parser.add_argument("--max-length", type=int, help="Maximum text length") + parser.add_argument("--output-format", choices=["classification", "instruction", "conversation", "qa"], help="Output format") + parser.add_argument("--output-dir", type=str, help="Output directory") + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Build command to call the pipeline + cmd = ["python", "pipelines/classification/data_processor.py"] + + # Add all arguments that were provided + for arg_name, arg_value in vars(args).items(): + if arg_value is not None: + if isinstance(arg_value, bool): + if arg_value: # Only add flag if True + cmd.append(f"--{arg_name.replace('_', '-')}") + else: + cmd.extend([f"--{arg_name.replace('_', '-')}", str(arg_value)]) + + print(f"Running: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Data processing completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running data processor: {e}") + print(f"Error output: {e.stderr}") + return False + +def main(): + """Main function""" + # Check if any command-line arguments were provided + if len(sys.argv) > 1: + # Check if it's a subcommand + if sys.argv[1] in ["examples", "emotion", "custom", "create-config", "help"]: + # Handle subcommands + if sys.argv[1] == "examples": + run_emotion_example() + run_custom_example() + elif sys.argv[1] == "emotion": + run_emotion_example() + elif sys.argv[1] == "custom": + run_custom_example() + elif sys.argv[1] == "create-config": + create_custom_config() + elif sys.argv[1] == "help": + show_usage() + else: + # Handle direct arguments (pass through to pipeline) + handle_direct_args() + else: + print("Classification Data Processor") + print("============================") + print() + print("This script processes classification datasets using YAML configurations.") + print() + print("Usage:") + print(" python scripts/classification/data_processor.py examples # Run examples") + print(" python scripts/classification/data_processor.py emotion # Run emotion example") + print(" python scripts/classification/data_processor.py custom # Run custom example") + print(" python scripts/classification/data_processor.py create-config # Create custom config") + print(" python scripts/classification/data_processor.py help # Show usage") + print() + print("Direct pipeline usage:") + print(" python scripts/classification/data_processor.py --config configs/classification/emotion.yaml") + print(" python scripts/classification/data_processor.py --data-source huggingface --dataset-name dair-ai/emotion") + print() + print("Benefits of YAML configurations:") + print(" ✅ Easier to manage complex configurations") + print(" ✅ Version control friendly") + print(" ✅ Self-documenting") + print(" ✅ Can still override with CLI args") + print(" ✅ Better for team collaboration") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/scripts/classification/inference.py b/scripts/classification/inference.py new file mode 100644 index 0000000..05995ed --- /dev/null +++ b/scripts/classification/inference.py @@ -0,0 +1,260 @@ +#!/usr/bin/env python3 +""" +Classification Inference Script +Uses YAML configurations for flexible and maintainable model inference. +""" + +import sys +import os +import subprocess +import argparse +from pathlib import Path + +def run_with_yaml_config(config_path: str, **cli_overrides): + """Run inference with YAML configuration""" + print(f"=== Running Classification Inference ===") + print(f"Config: {config_path}") + + cmd = [ + "python", "pipelines/classification/inference.py", + "--config", config_path + ] + + # Add CLI overrides + for key, value in cli_overrides.items(): + if value is not None: + cmd.extend([f"--{key.replace('_', '-')}", str(value)]) + + print(f"Command: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Inference completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running inference: {e}") + print(f"Error output: {e.stderr}") + return False + +def run_single_text_inference(): + """Run single text inference""" + print("=== Single Text Inference ===") + + # Check if model exists + model_path = "./results/emotion_model" + if not os.path.exists(model_path): + print(f"⚠️ Model not found: {model_path}") + print("Please train a model first using the trainer script.") + return False + + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + model_path=model_path, + input_text="I love this product! It's amazing.", + return_top_k=3 + ) + + if success: + print("✅ Single text inference completed!") + else: + print("❌ Single text inference failed!") + + return success + +def run_file_inference(): + """Run file-based inference""" + print("\n=== File-Based Inference ===") + + # Check if model exists + model_path = "./results/emotion_model" + if not os.path.exists(model_path): + print(f"⚠️ Model not found: {model_path}") + print("Please train a model first using the trainer script.") + return False + + # Create sample input file + sample_texts = [ + "I love this product! It's amazing.", + "This is terrible, I hate it.", + "The weather is okay today.", + "Best purchase ever made!" + ] + + input_file = "sample_texts.txt" + with open(input_file, 'w') as f: + for text in sample_texts: + f.write(text + '\n') + + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + model_path=model_path, + input_file=input_file, + output_file="predictions.jsonl", + batch_size=16 + ) + + if success: + print("✅ File-based inference completed!") + print(f"Results saved to: predictions.jsonl") + else: + print("❌ File-based inference failed!") + + return success + +def run_interactive_inference(): + """Run interactive inference""" + print("\n=== Interactive Inference ===") + + # Check if model exists + model_path = "./results/emotion_model" + if not os.path.exists(model_path): + print(f"⚠️ Model not found: {model_path}") + print("Please train a model first using the trainer script.") + return False + + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + model_path=model_path, + return_top_k=3 + ) + + if success: + print("✅ Interactive inference completed!") + else: + print("❌ Interactive inference failed!") + + return success + +def create_inference_config(): + """Create an inference configuration file""" + inference_config = """model_path: "./results/emotion_model" +device: "auto" +batch_size: 32 +max_length: 512 +return_probabilities: true +return_top_k: 3 +""" + + config_path = "configs/classification/inference.yaml" + with open(config_path, 'w') as f: + f.write(inference_config) + + print(f"✅ Created inference config: {config_path}") + +def show_usage(): + """Show usage examples""" + print("=== Classification Inference Usage ===") + print() + print("1. Use YAML config only:") + print(" python scripts/classification/inference.py --config configs/classification/inference.yaml") + print() + print("2. Override YAML values:") + print(" python scripts/classification/inference.py --config configs/classification/inference.yaml --input-text 'Your text here'") + print() + print("3. Use CLI only (backward compatibility):") + print(" python scripts/classification/inference.py --model-path ./results/emotion_model --input-text 'Your text here'") + print() + print("4. Run examples:") + print(" python scripts/classification/inference.py examples") + print() + print("5. Create inference config:") + print(" python scripts/classification/inference.py create-config") + +def handle_direct_args(): + """Handle direct command-line arguments by passing them to the pipeline""" + parser = argparse.ArgumentParser(description="Classification Inference") + + # Add all the same arguments as the pipeline + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + parser.add_argument("--model-path", type=str, help="Path to saved model directory") + parser.add_argument("--device", choices=["auto", "cuda", "cpu"], help="Device to run inference on") + parser.add_argument("--batch-size", type=int, help="Batch size for inference") + parser.add_argument("--max-length", type=int, help="Maximum sequence length for tokenization") + parser.add_argument("--return-probabilities", action="store_true", help="Return all class probabilities") + parser.add_argument("--return-top-k", type=int, help="Return top K predictions") + parser.add_argument("--input-text", type=str, help="Single text for prediction") + parser.add_argument("--input-file", type=str, help="Input file path (txt or jsonl)") + parser.add_argument("--output-file", type=str, help="Output file path for results") + parser.add_argument("--chunk-size", type=int, help="Chunk size for large file processing") + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Build command to call the pipeline + cmd = ["python", "pipelines/classification/inference.py"] + + # Add all arguments that were provided + for arg_name, arg_value in vars(args).items(): + if arg_value is not None: + if isinstance(arg_value, bool): + if arg_value: # Only add flag if True + cmd.append(f"--{arg_name.replace('_', '-')}") + else: + cmd.extend([f"--{arg_name.replace('_', '-')}", str(arg_value)]) + + print(f"Running: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Inference completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running inference: {e}") + print(f"Error output: {e.stderr}") + return False + +def main(): + """Main function""" + # Check if any command-line arguments were provided + if len(sys.argv) > 1: + # Check if it's a subcommand + if sys.argv[1] in ["examples", "single", "file", "interactive", "create-config", "help"]: + # Handle subcommands + if sys.argv[1] == "examples": + run_single_text_inference() + run_file_inference() + run_interactive_inference() + elif sys.argv[1] == "single": + run_single_text_inference() + elif sys.argv[1] == "file": + run_file_inference() + elif sys.argv[1] == "interactive": + run_interactive_inference() + elif sys.argv[1] == "create-config": + create_inference_config() + elif sys.argv[1] == "help": + show_usage() + else: + # Handle direct arguments (pass through to pipeline) + handle_direct_args() + else: + print("Classification Inference") + print("=======================") + print() + print("This script performs inference using trained classification models.") + print() + print("Usage:") + print(" python scripts/classification/inference.py examples # Run examples") + print(" python scripts/classification/inference.py single # Single text inference") + print(" python scripts/classification/inference.py file # File-based inference") + print(" python scripts/classification/inference.py interactive # Interactive inference") + print(" python scripts/classification/inference.py create-config # Create inference config") + print(" python scripts/classification/inference.py help # Show usage") + print() + print("Direct pipeline usage:") + print(" python scripts/classification/inference.py --config configs/classification/inference.yaml") + print(" python scripts/classification/inference.py --model-path ./results/emotion_model --input-text 'Your text here'") + print() + print("Benefits of YAML configurations:") + print(" ✅ Easier to manage complex configurations") + print(" ✅ Version control friendly") + print(" ✅ Self-documenting") + print(" ✅ Can still override with CLI args") + print(" ✅ Better for team collaboration") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/scripts/classification/trainer.py b/scripts/classification/trainer.py new file mode 100644 index 0000000..b67ea3c --- /dev/null +++ b/scripts/classification/trainer.py @@ -0,0 +1,204 @@ +#!/usr/bin/env python3 +""" +Classification Trainer Script +Uses YAML configurations for flexible and maintainable model training. +""" + +import sys +import os +import subprocess +import argparse +from pathlib import Path + +def run_with_yaml_config(config_path: str, **cli_overrides): + """Run trainer with YAML configuration""" + print(f"=== Running Classification Trainer ===") + print(f"Config: {config_path}") + + cmd = [ + "python", "pipelines/classification/train.py", + "--config", config_path + ] + + # Add CLI overrides + for key, value in cli_overrides.items(): + if value is not None: + cmd.extend([f"--{key.replace('_', '-')}", str(value)]) + + print(f"Command: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Training completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running trainer: {e}") + print(f"Error output: {e.stderr}") + return False + +def run_emotion_training(): + """Run emotion classification training""" + print("=== Emotion Classification Training ===") + + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + num_epochs=2, # Override YAML value + batch_size=8, # Smaller batch for testing + output_dir="./results/emotion_model" + ) + + if success: + print("✅ Emotion classification training completed!") + else: + print("❌ Emotion classification training failed!") + +def run_custom_training(): + """Run custom dataset training""" + print("\n=== Custom Dataset Training ===") + + if os.path.exists("data/custom_processed/train.jsonl"): + success = run_with_yaml_config( + "configs/classification/custom.yaml", + data_dir="data/custom_processed", + output_dir="./results/custom_model" + ) + if success: + print("✅ Custom dataset training completed!") + else: + print("❌ Custom dataset training failed!") + else: + print("⚠️ Custom dataset not found, skipping...") + +def create_training_config(): + """Create a training configuration file""" + training_config = """model_name: "bert-base-uncased" +max_length: 512 +num_epochs: 3 +batch_size: 16 +learning_rate: 2e-5 +weight_decay: 0.01 +lr_scheduler_type: "linear" +warmup_ratio: 0.1 +data_dir: "./data/classification" +output_dir: "./results/classification_model" +""" + + config_path = "configs/classification/training.yaml" + with open(config_path, 'w') as f: + f.write(training_config) + + print(f"✅ Created training config: {config_path}") + +def show_usage(): + """Show usage examples""" + print("=== Classification Trainer Usage ===") + print() + print("1. Use YAML config only:") + print(" python scripts/classification/trainer.py --config configs/classification/emotion.yaml") + print() + print("2. Override YAML values:") + print(" python scripts/classification/trainer.py --config configs/classification/emotion.yaml --num-epochs 5") + print() + print("3. Use CLI only (backward compatibility):") + print(" python scripts/classification/trainer.py --model-name bert-base-uncased --num-epochs 3") + print() + print("4. Run examples:") + print(" python scripts/classification/trainer.py examples") + print() + print("5. Create training config:") + print(" python scripts/classification/trainer.py create-config") + +def handle_direct_args(): + """Handle direct command-line arguments by passing them to the pipeline""" + parser = argparse.ArgumentParser(description="Classification Trainer") + + # Add all the same arguments as the pipeline + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + parser.add_argument("--model-name", type=str, help="Model name from HuggingFace Hub") + parser.add_argument("--max-length", type=int, help="Maximum sequence length for tokenization") + parser.add_argument("--num-epochs", type=int, help="Number of training epochs") + parser.add_argument("--batch-size", type=int, help="Training batch size") + parser.add_argument("--learning-rate", type=float, help="Learning rate") + parser.add_argument("--weight-decay", type=float, help="Weight decay for optimizer") + parser.add_argument("--lr-scheduler-type", choices=["linear", "cosine", "polynomial"], help="Learning rate scheduler type") + parser.add_argument("--warmup-ratio", type=float, help="Warmup ratio for scheduler") + parser.add_argument("--data-dir", type=str, help="Directory containing train/validation/test JSONL files") + parser.add_argument("--output-dir", type=str, help="Output directory for saved model") + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], default="INFO", help="Logging level") + + args = parser.parse_args() + + # Build command to call the pipeline + cmd = ["python", "pipelines/classification/train.py"] + + # Add all arguments that were provided + for arg_name, arg_value in vars(args).items(): + if arg_value is not None: + if isinstance(arg_value, bool): + if arg_value: # Only add flag if True + cmd.append(f"--{arg_name.replace('_', '-')}") + else: + cmd.extend([f"--{arg_name.replace('_', '-')}", str(arg_value)]) + + print(f"Running: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Training completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running trainer: {e}") + print(f"Error output: {e.stderr}") + return False + +def main(): + """Main function""" + # Check if any command-line arguments were provided + if len(sys.argv) > 1: + # Check if it's a subcommand + if sys.argv[1] in ["examples", "emotion", "custom", "create-config", "help"]: + # Handle subcommands + if sys.argv[1] == "examples": + run_emotion_training() + run_custom_training() + elif sys.argv[1] == "emotion": + run_emotion_training() + elif sys.argv[1] == "custom": + run_custom_training() + elif sys.argv[1] == "create-config": + create_training_config() + elif sys.argv[1] == "help": + show_usage() + else: + # Handle direct arguments (pass through to pipeline) + handle_direct_args() + else: + print("Classification Trainer") + print("====================") + print() + print("This script trains classification models using YAML configurations.") + print() + print("Usage:") + print(" python scripts/classification/trainer.py examples # Run examples") + print(" python scripts/classification/trainer.py emotion # Run emotion training") + print(" python scripts/classification/trainer.py custom # Run custom training") + print(" python scripts/classification/trainer.py create-config # Create training config") + print(" python scripts/classification/trainer.py help # Show usage") + print() + print("Direct pipeline usage:") + print(" python scripts/classification/trainer.py --config configs/classification/emotion.yaml") + print(" python scripts/classification/trainer.py --model-name bert-base-uncased --num-epochs 3") + print() + print("Benefits of YAML configurations:") + print(" ✅ Easier to manage complex configurations") + print(" ✅ Version control friendly") + print(" ✅ Self-documenting") + print(" ✅ Can still override with CLI args") + print(" ✅ Better for team collaboration") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/scripts/run_data_processor_yaml.py b/scripts/run_data_processor_yaml.py new file mode 100644 index 0000000..4829891 --- /dev/null +++ b/scripts/run_data_processor_yaml.py @@ -0,0 +1,168 @@ +#!/usr/bin/env python3 +""" +Data processor script that uses YAML configurations. +This provides a more flexible and maintainable approach than command-line arguments alone. +""" + +import sys +import os +import subprocess +from pathlib import Path +from utils.config.config_manager import ConfigManager + +def run_with_yaml_config(config_path: str, **cli_overrides): + """Run data processor with YAML configuration""" + print(f"=== Running with YAML config: {config_path} ===") + + cmd = [ + "python", "pipelines/classification/data_processor.py", + "--config", config_path + ] + + # Add CLI overrides + for key, value in cli_overrides.items(): + if value is not None: + cmd.extend([f"--{key.replace('_', '-')}", str(value)]) + + print(f"Running command: {' '.join(cmd)}") + print() + + try: + result = subprocess.run(cmd, check=True, capture_output=True, text=True) + print("✅ Data processing completed successfully!") + print(result.stdout) + return True + except subprocess.CalledProcessError as e: + print(f"❌ Error running data processor: {e}") + print(f"Error output: {e.stderr}") + return False + +def run_classification_examples(): + """Run classification examples with YAML configs""" + + # Example 1: Emotion classification + print("=== Example 1: Emotion Classification ===") + success = run_with_yaml_config( + "configs/classification/emotion.yaml", + max_samples=500, # Override YAML value + output_dir="./data/emotion_small" + ) + + if success: + print("✅ Emotion classification completed!") + + # Example 2: Custom dataset (if available) + print("\n=== Example 2: Custom Dataset ===") + if os.path.exists("data/classification/train.jsonl"): + success = run_with_yaml_config( + "configs/classification/custom.yaml", # You can create this + data_source="custom", + data_path="data/classification/train.jsonl", + output_dir="./data/custom_processed" + ) + if success: + print("✅ Custom dataset processing completed!") + else: + print("⚠️ Custom dataset not found, skipping...") + +def create_custom_config(): + """Create a custom configuration file""" + custom_config = """task: + name: "classification" + type: "sequence_classification" + +data: + source: "custom" + data_format: "jsonl" + input_field: "text" + label_field: "label" + max_samples: 1000 + train_split: 0.8 + validation_split: 0.1 + test_split: 0.1 + +processing: + clean_text: true + lowercase: true + min_length: 10 + max_length: 1000 + +output: + output_dir: "./data/custom_processed" + output_format: "classification" +""" + + config_path = "configs/classification/custom.yaml" + with open(config_path, 'w') as f: + f.write(custom_config) + + print(f"✅ Created custom config: {config_path}") + +def show_yaml_benefits(): + """Show the benefits of using YAML configurations""" + print("=== YAML Configuration Benefits ===") + print() + print("1. **Separation of Concerns**:") + print(" - Configuration separate from code") + print(" - Easy to version control configs") + print(" - No need to modify scripts for different experiments") + print() + print("2. **Flexibility**:") + print(" - Can override YAML values with CLI args") + print(" - Multiple configs for different experiments") + print(" - Easy to share and reproduce experiments") + print() + print("3. **Maintainability**:") + print(" - All parameters in one place") + print(" - Easy to understand and modify") + print(" - Self-documenting configurations") + print() + print("4. **Scalability**:") + print(" - Easy to add new parameters") + print(" - Hierarchical configuration structure") + print(" - Support for complex nested configurations") + print() + print("=== Usage Examples ===") + print() + print("1. Use YAML config only:") + print(" python scripts/run_data_processor_yaml.py --config configs/classification/emotion.yaml") + print() + print("2. Override YAML values:") + print(" python scripts/run_data_processor_yaml.py --config configs/classification/emotion.yaml --max-samples 500") + print() + print("3. Use CLI only (backward compatibility):") + print(" python scripts/run_data_processor_yaml.py --data-source huggingface --dataset-name dair-ai/emotion") + +def main(): + """Main function""" + if len(sys.argv) > 1: + if sys.argv[1] == "examples": + run_classification_examples() + elif sys.argv[1] == "create-config": + create_custom_config() + elif sys.argv[1] == "benefits": + show_yaml_benefits() + else: + print(f"Unknown option: {sys.argv[1]}") + print("Use: python scripts/run_data_processor_yaml.py [examples|create-config|benefits]") + else: + print("YAML-Based Data Processor") + print("========================") + print() + print("This script demonstrates using YAML configurations instead of") + print("command-line arguments for better flexibility and maintainability.") + print() + print("Usage:") + print(" python scripts/run_data_processor_yaml.py examples # Run examples") + print(" python scripts/run_data_processor_yaml.py create-config # Create custom config") + print(" python scripts/run_data_processor_yaml.py benefits # Show YAML benefits") + print() + print("Benefits of YAML configurations:") + print(" ✅ Easier to manage complex configurations") + print(" ✅ Version control friendly") + print(" ✅ Self-documenting") + print(" ✅ Can still override with CLI args") + print(" ✅ Better for team collaboration") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/__init__.py b/utils/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/__pycache__/__init__.cpython-311.pyc b/utils/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..31e0793 Binary files /dev/null and b/utils/__pycache__/__init__.cpython-311.pyc differ diff --git a/utils/config/__init__.py b/utils/config/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/config/__pycache__/__init__.cpython-311.pyc b/utils/config/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..4fb329c Binary files /dev/null and b/utils/config/__pycache__/__init__.cpython-311.pyc differ diff --git a/utils/config/__pycache__/config_manager.cpython-311.pyc b/utils/config/__pycache__/config_manager.cpython-311.pyc new file mode 100644 index 0000000..2f4f529 Binary files /dev/null and b/utils/config/__pycache__/config_manager.cpython-311.pyc differ diff --git a/utils/config/config_manager.py b/utils/config/config_manager.py new file mode 100644 index 0000000..bb21f7e --- /dev/null +++ b/utils/config/config_manager.py @@ -0,0 +1,130 @@ +import yaml +import argparse +from pathlib import Path +from typing import Dict, Any, Optional +import logging + +logger = logging.getLogger(__name__) + +class ConfigManager: + """Manages configuration loading from YAML files and command-line arguments""" + + def __init__(self): + self.config = {} + + def load_yaml_config(self, config_path: str) -> Dict[str, Any]: + """Load configuration from YAML file""" + config_file = Path(config_path) + + if not config_file.exists(): + raise FileNotFoundError(f"Configuration file not found: {config_path}") + + with open(config_file, 'r', encoding='utf-8') as f: + config = yaml.safe_load(f) + + logger.info(f"Loaded configuration from: {config_path}") + return config + + def merge_configs(self, yaml_config: Dict[str, Any], cli_args: Dict[str, Any]) -> Dict[str, Any]: + """Merge YAML configuration with command-line arguments""" + merged_config = yaml_config.copy() + + # Override YAML config with CLI args (CLI takes precedence) + for key, value in cli_args.items(): + if value is not None: # Only override if CLI arg is provided + self._set_nested_value(merged_config, key, value) + + return merged_config + + def _set_nested_value(self, config: Dict[str, Any], key: str, value: Any): + """Set a nested value in config using dot notation (e.g., 'training.batch_size')""" + keys = key.split('.') + current = config + + for k in keys[:-1]: + if k not in current: + current[k] = {} + current = current[k] + + current[keys[-1]] = value + + def get_config_value(self, config: Dict[str, Any], key: str, default: Any = None) -> Any: + """Get a nested value from config using dot notation""" + keys = key.split('.') + current = config + + for k in keys: + if isinstance(current, dict) and k in current: + current = current[k] + else: + return default + + return current + + def create_argparser_with_yaml(self, description: str = "Pipeline with YAML configuration") -> argparse.ArgumentParser: + """Create argument parser that supports YAML config files""" + parser = argparse.ArgumentParser(description=description) + + # YAML configuration + parser.add_argument("--config", type=str, help="Path to YAML configuration file") + + # Data source arguments + parser.add_argument("--data-source", choices=["huggingface", "custom"], help="Data source") + parser.add_argument("--dataset-name", type=str, help="HuggingFace dataset name") + parser.add_argument("--data-path", type=str, help="Path to custom data file") + parser.add_argument("--data-format", choices=["jsonl", "csv", "json"], help="Data format") + + # Field mapping + parser.add_argument("--input-field", type=str, help="Input field name") + parser.add_argument("--label-field", type=str, help="Label field name") + + # Processing options + parser.add_argument("--max-samples", type=int, help="Maximum samples to process") + parser.add_argument("--output-dir", type=str, help="Output directory") + + # Model options + parser.add_argument("--model-name", type=str, help="Model name") + parser.add_argument("--max-length", type=int, help="Maximum sequence length") + + # Training options + parser.add_argument("--num-epochs", type=int, help="Number of epochs") + parser.add_argument("--batch-size", type=int, help="Batch size") + parser.add_argument("--learning-rate", type=float, help="Learning rate") + + # Inference options + parser.add_argument("--model-path", type=str, help="Path to saved model") + parser.add_argument("--device", choices=["auto", "cuda", "cpu"], help="Device") + + # Logging + parser.add_argument("--log-level", choices=["DEBUG", "INFO", "WARNING", "ERROR"], help="Log level") + + return parser + + def load_and_merge_config(self, config_path: Optional[str] = None, cli_args: Optional[Dict[str, Any]] = None) -> Dict[str, Any]: + """Load YAML config and merge with CLI arguments""" + yaml_config = {} + + if config_path: + yaml_config = self.load_yaml_config(config_path) + + cli_args = cli_args or {} + + # Filter out None values from CLI args + cli_args = {k: v for k, v in cli_args.items() if v is not None} + + merged_config = self.merge_configs(yaml_config, cli_args) + + logger.info("Configuration loaded and merged successfully") + return merged_config + + +def load_config_from_yaml(config_path: str) -> Dict[str, Any]: + """Simple function to load config from YAML file""" + config_manager = ConfigManager() + return config_manager.load_yaml_config(config_path) + + +def create_config_from_yaml_and_cli(config_path: Optional[str] = None, **cli_args) -> Dict[str, Any]: + """Create configuration from YAML file and CLI arguments""" + config_manager = ConfigManager() + return config_manager.load_and_merge_config(config_path, cli_args) \ No newline at end of file diff --git a/utils/data/__init__.py b/utils/data/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/inference/__init__.py b/utils/inference/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/logging/__init__.py b/utils/logging/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/training/__init__.py b/utils/training/__init__.py new file mode 100644 index 0000000..e69de29