🧩 AYNLP - Advanced Yet Simple NLP Toolkit

AYNLP is a lightweight, modular Natural Language Processing (NLP) library built for educational, research, and open-source projects.
It unifies core NLP components - Tokenization, Lemmatization, POS tagging, Named Entity Recognition, and Sentiment Analysis - into a single, easy-to-use pipeline.

🚀 Features

✅ Tokenizer - Splits text into structured tokens
✅ Stopword Remover - Filters out common stopwords
✅ Lemmatizer - Converts words to their base form
✅ Stemmer - Performs root-word stemming
✅ POS Tagger - Identifies grammatical roles
✅ NER - Extracts named entities (people, places, etc.)
✅ Sentiment Analyzer - Detects text polarity (positive, neutral, negative)
✅ Beautiful Output - Displays classical table results with emojis 🧠📊

⚙️ Installation

# Clone the repository
git clone https://github.com/aijadugar/AYNLP.git
cd AYNLP

# (Optional) Create a virtual environment
python -m venv venv
source venv/bin/activate   # On Windows: venv\Scripts\activate

# Install dependencies
pip install -r requirements.txt

>>>from aynlp import AYNLP

>>>aynlp = AYNLP()
>>>print(aynlp.analyze("The yesterdays festival was awesome."))

# Output

╒══════════════════╤══════════════════════════════════════════════════════════╕
│ 🔍 Feature       │ 📊 Result                                                │
╞══════════════════╪══════════════════════════════════════════════════════════╡
│ 🧩 Tokens        │ The, yesterdays, festival, was, awesome, .               │
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 🚫 Filtered ...  │ yesterdays, festival, awesome, .                         │
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 🔤 Lemmas        │ The, yesterday, festival, be, awesome, .                 │
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 🌱 Stems         │ the, yesterday, festiv, wa, awesom, .                    │
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 🏷️ POS Tags      │ The/DT, yesterdays/NNS, festival/NN, was/VBD, awesome/JJ│
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 🧠 Entities      │ —                                                        │
├──────────────────┼──────────────────────────────────────────────────────────┤
│ 💬 Sentiment     │ 😊 Positive                                              │
╘══════════════════╧══════════════════════════════════════════════════════════╛