https://www.kaggle.com/datasets/utsavdey1410/food-nutrition-dataset/data
FOOD.DATA.GROUP1 <- read.csv("~/Downloads/FINAL FOOD DATASET/FOOD-DATA-GROUP1.csv")
FOOD.DATA.GROUP1$healthy <- FOOD.DATA.GROUP1$Nutrition.Density > 10
df_healthy_food <- FOOD.DATA.GROUP1 [FOOD.DATA.GROUP1$healthy, ]
df_unhealthy_food <- FOOD.DATA.GROUP1 [!FOOD.DATA.GROUP1$healthy, ]
library(psych)
describe(df_healthy_food)## Warning in FUN(newX[, i], ...): no non-missing arguments to min; returning Inf## Warning in FUN(newX[, i], ...): no non-missing arguments to max; returning -Inf## vars n mean sd median trimmed mad min max
## X 1 518 271.13 157.42 268.50 270.20 199.41 1.00 550.0
## Unnamed..0 2 518 271.13 157.42 268.50 270.20 199.41 1.00 550.0
## food* 3 518 259.50 149.68 259.50 259.50 192.00 1.00 518.0
## Caloric.Value 4 518 249.51 198.62 196.50 222.81 165.31 8.00 1578.0
## Fat 5 518 11.35 12.71 7.35 9.01 7.71 0.00 87.5
## Saturated.Fats 6 518 3.83 5.23 2.10 2.78 2.52 0.00 43.5
## Monounsaturated.Fats 7 518 4.05 5.30 2.40 3.02 2.82 0.00 48.0
## Polyunsaturated.Fats 8 518 2.28 3.54 1.20 1.58 1.33 0.00 40.1
## Carbohydrates 9 518 16.77 20.56 7.20 13.54 10.67 0.00 128.3
## Sugars 10 518 2.87 7.66 0.00 1.20 0.00 0.00 70.8
## Protein 11 518 19.46 19.05 12.85 15.90 12.08 0.00 86.9
## Dietary.Fiber 12 518 1.17 2.21 0.00 0.66 0.00 0.00 17.5
## Cholesterol 13 518 64.93 70.93 39.00 52.61 49.22 0.00 352.5
## Sodium 14 518 0.59 0.60 0.40 0.51 0.48 0.00 6.1
## Water 15 518 107.55 88.01 88.75 99.16 93.18 0.00 535.8
## Vitamin.A 16 518 0.08 0.17 0.04 0.05 0.06 0.00 2.1
## Vitamin.B1 17 518 0.16 0.21 0.09 0.12 0.11 0.00 1.9
## Vitamin.B11 18 518 0.07 0.09 0.05 0.05 0.05 0.00 1.3
## Vitamin.B12 19 518 0.04 0.04 0.04 0.04 0.04 0.00 0.4
## Vitamin.B2 20 518 0.21 0.30 0.10 0.17 0.15 0.00 3.8
## Vitamin.B3 21 518 3.88 6.08 1.90 2.53 2.52 0.00 57.8
## Vitamin.B5 22 518 1.15 2.50 0.50 0.71 0.59 0.00 31.4
## Vitamin.B6 23 518 0.33 0.50 0.10 0.22 0.15 0.00 4.3
## Vitamin.C 24 518 2.23 5.20 0.10 0.92 0.15 0.00 42.9
## Vitamin.D 25 518 0.18 1.45 0.00 0.01 0.00 0.00 29.3
## Vitamin.E 26 518 0.58 1.26 0.04 0.30 0.07 0.00 14.1
## Vitamin.K 27 518 0.45 7.32 0.01 0.03 0.02 0.00 166.4
## Calcium 28 518 100.79 174.24 42.80 62.88 52.78 0.00 1283.5
## Copper 29 518 8.91 45.68 0.10 0.19 0.14 0.00 668.6
## Iron 30 518 1.62 1.91 1.20 1.31 1.33 0.00 21.1
## Magnesium 31 518 36.56 45.98 23.50 28.44 25.95 0.00 376.2
## Manganese 32 518 3.73 12.96 0.20 0.27 0.26 0.00 111.6
## Phosphorus 33 518 232.27 245.80 152.70 189.75 167.09 0.00 1385.1
## Potassium 34 518 367.27 383.28 246.80 297.51 246.33 0.00 3198.4
## Selenium 35 518 36.91 157.62 0.05 0.05 0.04 0.00 1679.0
## Zinc 36 518 1.74 6.71 0.90 1.09 1.04 0.00 147.3
## Nutrition.Density 37 518 153.46 189.54 93.81 114.95 83.96 10.15 1337.0
## healthy 38 518 NaN NA NA NaN NA Inf -Inf
## range skew kurtosis se
## X 549.00 0.04 -1.20 6.92
## Unnamed..0 549.00 0.04 -1.20 6.92
## food* 517.00 0.00 -1.21 6.58
## Caloric.Value 1570.00 1.95 6.90 8.73
## Fat 87.50 2.25 6.65 0.56
## Saturated.Fats 43.50 3.19 15.19 0.23
## Monounsaturated.Fats 48.00 3.17 15.43 0.23
## Polyunsaturated.Fats 40.10 5.18 42.82 0.16
## Carbohydrates 128.30 1.55 3.41 0.90
## Sugars 70.80 5.35 34.01 0.34
## Protein 86.90 1.67 2.43 0.84
## Dietary.Fiber 17.50 3.00 12.19 0.10
## Cholesterol 352.50 1.45 1.52 3.12
## Sodium 6.10 2.23 12.76 0.03
## Water 535.80 1.04 1.39 3.87
## Vitamin.A 2.10 6.56 58.35 0.01
## Vitamin.B1 1.90 3.61 20.60 0.01
## Vitamin.B11 1.30 6.33 63.47 0.00
## Vitamin.B12 0.40 2.17 15.88 0.00
## Vitamin.B2 3.80 6.45 62.42 0.01
## Vitamin.B3 57.80 3.61 18.04 0.27
## Vitamin.B5 31.40 7.42 70.05 0.11
## Vitamin.B6 4.30 3.39 15.66 0.02
## Vitamin.C 42.90 4.08 20.89 0.23
## Vitamin.D 29.30 16.53 317.27 0.06
## Vitamin.E 14.10 4.92 35.26 0.06
## Vitamin.K 166.40 22.50 507.11 0.32
## Calcium 1283.50 3.66 14.95 7.66
## Copper 668.60 9.01 103.82 2.01
## Iron 21.10 3.97 27.61 0.08
## Magnesium 376.20 3.45 17.59 2.02
## Manganese 111.60 4.61 23.85 0.57
## Phosphorus 1385.10 1.76 3.45 10.80
## Potassium 3198.40 2.17 7.19 16.84
## Selenium 1679.00 6.01 43.30 6.93
## Zinc 147.30 19.81 424.90 0.29
## Nutrition.Density 1326.85 3.17 11.64 8.33
## healthy -Inf NA NA NA