{ "id": "restaurant-tipping-behavior", "name": "Restaurant Tipping Behavior Dataset", "title": "Restaurant Tipping Behavior Dataset", "description": "244 restaurant bill records with total bill, tip amount, server sex, smoker status, day of week, meal time, and party size. Classic dataset for analyzing tipping patterns.", "category": "finance", "source": "https://github.com/plotly/datasets", "source_url": "https://github.com/plotly/datasets", "updated": "2026-04", "record_count": 244, "columns": [ { "key": "total_bill", "label": "Total Bill", "type": "number" }, { "key": "tip", "label": "Tip", "type": "number" }, { "key": "sex", "label": "Sex", "type": "string" }, { "key": "smoker", "label": "Smoker", "type": "string" }, { "key": "day", "label": "Day", "type": "string" }, { "key": "time", "label": "Time", "type": "string" }, { "key": "size", "label": "Size", "type": "number" } ], "rows": [ { "total_bill": "16.99", "tip": "1.01", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "10.34", "tip": "1.66", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "21.01", "tip": "3.5", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "23.68", "tip": "3.31", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "24.59", "tip": "3.61", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "25.29", "tip": "4.71", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "8.77", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "26.88", "tip": "3.12", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "15.04", "tip": "1.96", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "14.78", "tip": "3.23", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "10.27", "tip": "1.71", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "35.26", "tip": "5.0", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "15.42", "tip": "1.57", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "18.43", "tip": "3.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "14.83", "tip": "3.02", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "21.58", "tip": "3.92", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "10.33", "tip": "1.67", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "16.29", "tip": "3.71", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "16.97", "tip": "3.5", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "20.65", "tip": "3.35", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "17.92", "tip": "4.08", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "20.29", "tip": "2.75", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "15.77", "tip": "2.23", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "39.42", "tip": "7.58", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "19.82", "tip": "3.18", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "17.81", "tip": "2.34", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "13.37", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "12.69", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "21.7", "tip": "4.3", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "19.65", "tip": "3.0", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "9.55", "tip": "1.45", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "18.35", "tip": "2.5", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "15.06", "tip": "3.0", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "20.69", "tip": "2.45", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "17.78", "tip": "3.27", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "24.06", "tip": "3.6", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "16.31", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "16.93", "tip": "3.07", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "18.69", "tip": "2.31", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "31.27", "tip": "5.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "16.04", "tip": "2.24", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "17.46", "tip": "2.54", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "13.94", "tip": "3.06", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "9.68", "tip": "1.32", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "30.4", "tip": "5.6", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "18.29", "tip": "3.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "22.23", "tip": "5.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "32.4", "tip": "6.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "28.55", "tip": "2.05", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "18.04", "tip": "3.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "12.54", "tip": "2.5", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "10.29", "tip": "2.6", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "34.81", "tip": "5.2", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "9.94", "tip": "1.56", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "25.56", "tip": "4.34", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "19.49", "tip": "3.51", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "38.01", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "26.41", "tip": "1.5", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "11.24", "tip": "1.76", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "48.27", "tip": "6.73", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "20.29", "tip": "3.21", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "13.81", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "11.02", "tip": "1.98", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "18.29", "tip": "3.76", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "17.59", "tip": "2.64", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "20.08", "tip": "3.15", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "16.45", "tip": "2.47", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "3.07", "tip": "1.0", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "1" }, { "total_bill": "20.23", "tip": "2.01", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "15.01", "tip": "2.09", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "12.02", "tip": "1.97", "sex": "Male", "smoker": "No", "day": 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"total_bill": "17.29", "tip": "2.71", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "19.44", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "16.66", "tip": "3.4", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "10.07", "tip": "1.83", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "1" }, { "total_bill": "32.68", "tip": "5.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "15.98", "tip": "2.03", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "34.83", "tip": "5.17", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "4" }, { "total_bill": "13.03", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "18.28", "tip": "4.0", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "24.71", "tip": "5.85", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "21.16", "tip": "3.0", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "28.97", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Fri", "time": "Dinner", "size": "2" }, { "total_bill": "22.49", "tip": "3.5", "sex": "Male", "smoker": "No", "day": "Fri", "time": "Dinner", "size": "2" }, { "total_bill": "5.75", "tip": "1.0", "sex": "Female", "smoker": "Yes", "day": "Fri", "time": "Dinner", "size": "2" }, { "total_bill": "16.32", "tip": "4.3", "sex": "Female", "smoker": "Yes", "day": "Fri", "time": "Dinner", "size": "2" }, { "total_bill": "22.75", "tip": "3.25", "sex": "Female", "smoker": "No", "day": "Fri", "time": "Dinner", "size": "2" }, { "total_bill": "40.17", "tip": "4.73", "sex": "Male", "smoker": "Yes", "day": "Fri", "time": "Dinner", 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"13.42", "tip": "1.68", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "14.26", "tip": "2.5", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "15.95", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "12.48", "tip": "2.52", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "29.8", "tip": "4.2", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "6" }, { "total_bill": "8.52", "tip": "1.48", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "14.52", "tip": "2.0", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "11.38", "tip": "2.0", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "22.82", "tip": "2.18", "sex": "Male", "smoker": 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"Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "3" }, { "total_bill": "11.87", "tip": "1.63", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "9.78", "tip": "1.73", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "7.51", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "14.07", "tip": "2.5", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "13.13", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "17.26", "tip": "2.74", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "24.55", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "19.77", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "29.85", "tip": "5.14", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "5" }, { "total_bill": "48.17", "tip": "5.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "6" }, { "total_bill": "25.0", "tip": "3.75", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "13.39", "tip": "2.61", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "16.49", "tip": "2.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "21.5", "tip": "3.5", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "12.66", "tip": "2.5", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "16.21", "tip": "2.0", "sex": "Female", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "13.81", "tip": "2.0", 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"34.65", "tip": "3.68", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "23.33", "tip": "5.65", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "45.35", "tip": "3.5", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "23.17", "tip": "6.5", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "4" }, { "total_bill": "40.55", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "20.69", "tip": "5.0", "sex": "Male", "smoker": "No", "day": "Sun", "time": "Dinner", "size": "5" }, { "total_bill": "20.9", "tip": "3.5", "sex": "Female", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "30.46", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "5" }, { "total_bill": "18.15", "tip": "3.5", "sex": "Female", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "23.1", "tip": "4.0", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "3" }, { "total_bill": "15.69", "tip": "1.5", "sex": "Male", "smoker": "Yes", "day": "Sun", "time": "Dinner", "size": "2" }, { "total_bill": "19.81", "tip": "4.19", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "28.44", "tip": "2.56", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "15.48", "tip": "2.02", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "16.58", "tip": "4.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "7.56", "tip": "1.44", "sex": "Male", "smoker": "No", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "10.34", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "43.11", "tip": "5.0", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "4" }, { "total_bill": "13.0", "tip": "2.0", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "13.51", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "18.71", "tip": "4.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "3" }, { "total_bill": "12.74", "tip": "2.01", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "13.0", "tip": "2.0", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "16.4", "tip": "2.5", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "2" }, { "total_bill": "20.53", "tip": "4.0", "sex": "Male", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "4" }, { "total_bill": "16.47", "tip": "3.23", "sex": "Female", "smoker": "Yes", "day": "Thur", "time": "Lunch", "size": "3" }, { "total_bill": "26.59", "tip": "3.41", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "38.73", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "24.27", "tip": "2.03", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "12.76", "tip": "2.23", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "30.06", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "25.89", "tip": "5.16", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "48.33", "tip": "9.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "13.27", "tip": "2.5", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "28.17", "tip": "6.5", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "12.9", "tip": "1.1", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "28.15", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "5" }, { "total_bill": "11.59", "tip": "1.5", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "7.74", "tip": "1.44", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "30.14", "tip": "3.09", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "12.16", "tip": "2.2", "sex": "Male", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "2" }, { "total_bill": "13.42", "tip": "3.48", "sex": "Female", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "2" }, { "total_bill": "8.58", "tip": "1.92", "sex": "Male", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "1" }, { "total_bill": "15.98", "tip": "3.0", "sex": "Female", "smoker": "No", "day": "Fri", "time": "Lunch", "size": "3" }, { "total_bill": "13.42", "tip": "1.58", "sex": "Male", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "2" }, { "total_bill": "16.27", "tip": "2.5", "sex": "Female", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "2" }, { "total_bill": "10.09", "tip": "2.0", "sex": "Female", "smoker": "Yes", "day": "Fri", "time": "Lunch", "size": "2" }, { "total_bill": "20.45", "tip": "3.0", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "13.28", "tip": "2.72", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "22.12", "tip": "2.88", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "24.01", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "4" }, { "total_bill": "15.69", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "11.61", "tip": "3.39", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "10.77", "tip": "1.47", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "15.53", "tip": "3.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "10.07", "tip": "1.25", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "12.6", "tip": "1.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "32.83", "tip": "1.17", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "35.83", "tip": "4.67", "sex": "Female", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "29.03", "tip": "5.92", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "3" }, { "total_bill": "27.18", "tip": "2.0", "sex": "Female", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "22.67", "tip": "2.0", "sex": "Male", "smoker": "Yes", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "17.82", "tip": "1.75", "sex": "Male", "smoker": "No", "day": "Sat", "time": "Dinner", "size": "2" }, { "total_bill": "18.78", "tip": "3.0", "sex": "Female", "smoker": "No", "day": "Thur", "time": "Dinner", "size": "2" } ], "meta": { "title": "Restaurant Tipping Behavior Dataset - Free Download", "description": "244 restaurant bill records with total bill, tip amount, server sex, smoker status, day of week, meal time, and party size. Classic dataset for analyzing tipping patterns. Contains 244 records. Download in Excel, CSV, PDF formats.", "seo_title": "Restaurant Tipping Behavior Dataset | ListBase", "seo_description": "Download Restaurant Tipping Behavior Dataset — 244 records. Available in Excel, CSV, PDF formats.", "key_takeaways": [ "Contains 244 records / 7 fields", "Available for free download in Excel, CSV, and PDF formats", "Data sourced from: https://github.com/plotly/datasets" ] } }