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Duplicate from omasteam/waste-garbage-management-dataset

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Co-authored-by: omasteam <omasteam@users.noreply.huggingface.co>

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  2. README.md +121 -0
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
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+ ---
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+ dataset_info:
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+ features:
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+ - name: image
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+ dtype: image
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+ - name: label
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+ dtype:
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+ class_label:
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+ names:
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+ - Metal
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+ - Glass
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+ - Biological
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+ - Paper
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+ - Battery
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+ - Trash
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+ - Cardboard
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+ - Shoes
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+ - Clothes
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+ - Plastic
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+ splits:
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+ - name: train
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+ num_examples: 19762
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+ total_num_examples: 19762
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+ task_templates:
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+ - task: image-classification
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+ input_schema: image
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+ label_schema: class_label
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+ license: mit
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+ tags:
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+ - waste
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+ - garbage
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+ - waste-management
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+ - cnn
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # Garbage Classification Dataset
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+
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+ ## Dataset Summary
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+ This dataset contains images of garbage items categorized into **10 classes**, designed for machine learning and computer vision projects focusing on **recycling and waste management**.
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+
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+ It is ideal for building classification or object detection models, or developing **AI-powered solutions for sustainable waste disposal**.
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+
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+ - **Total Images:** 19,762
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+ - **Number of Classes:** 10
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+
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+ ### Class Distribution
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+ - **Metal:** 1020
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+ - **Glass:** 3061
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+ - **Biological:** 997
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+ - **Paper:** 1680
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+ - **Battery:** 944
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+ - **Trash:** 947
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+ - **Cardboard:** 1825
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+ - **Shoes:** 1977
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+ - **Clothes:** 5327
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+ - **Plastic:** 1984
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+
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+ ---
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+
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+ ## Key Features
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+ - **Diverse Categories:** Covers common household waste items for a wide range of applications.
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+ - **Balanced Distribution:** Each class is sufficiently populated, ensuring robust model training.
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+ - **High-Quality Images:** Clear and well-annotated images for better performance in computer vision tasks.
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+ - **Real-World Applications:** Ideal for recycling solutions, waste segregation apps, and educational tools.
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+
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+ ---
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+
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+ ## Academic Reference
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+ This dataset was featured in the research paper:
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+ **_"Managing Household Waste Through Transfer Learning"_**
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+ It demonstrates the dataset’s utility in **real-world waste management applications**. Researchers and developers can replicate or extend the experiments for further studies.
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+
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+ ---
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+
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+ ## 🔗 Parquet version
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+
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+ This dataset is automatically converted to [Apache Parquet](https://parquet.apache.org/) by the Hugging Face parquet-converter bot.
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+ You can find the Parquet files here:
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+
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+ 👉 [View Parquet files](https://huggingface.co/datasets/omasteam/waste-garbage-management-dataset/tree/refs%2Fconvert%2Fparquet)
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+
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+ Using the Parquet version is often faster for loading and querying metadata.
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+
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+ ### Example usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load metadata from the parquet-converted branch
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+ dataset = load_dataset("omasteam/waste-garbage-management-dataset", split="train")
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+
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+ print(dataset[0])
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+ ```
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+
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+ ---
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+
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+
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+ ## Applications
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+ - **AI for Sustainability:** Train AI models to classify garbage and promote automated waste management.
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+ - **Recycling Programs:** Build systems to sort garbage into recyclable and non-recyclable materials.
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+ - **Environmental Education:** Develop tools to teach kids and adults about proper waste disposal.
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+
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+ ---
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+
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+ ## Feedback
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+ Thank you for your interest in our waste dataset!
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+ Whether you have used the dataset or are considering its use, your feedback is crucial. Please share your thoughts and experiences to help us improve.
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+
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+ ---
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+
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+ ## Citation
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+ If you use this dataset, please cite the following:
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+
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+ **Author:** *Suman Kunwar*
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+ **Company:** *D.Waste.app*
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+ **App Link:** [Deep Waste - Play Store](https://play.google.com/store/apps/details?id=com.hai.deep_waste&hl=en)
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+
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+
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+ ---
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