1. In a big skillet, over medium heat, cook the onions and garlic in oil for 5 minutes, stirring frequently.
2. Add in the celery, thyme, and marjoram; cook and stir for 2 more minutes.
3. Add in the bell pepper; continue cooking and stirring for 2-3 more minutes.
4. Add in the drained tomatoes and tomato paste; stir to combine, crushing the tomatoes as you stir.
5. Add salt and pepper to taste;.
6. Add in the rice and stir to mix thoroughly.
7. If mixture is too dry, add some reserved tomato juice until you reach desired consistency.
8. When the rice is hot, the dish is ready to serve.

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