data.csv

idx,scientific_name,common_name,family,benefits,label
0,Tagetes minuta,Aztec marigold,Asteraceae,Repels insects and nematodes,Pest_Control
1,Nicotiana attenuata,Tree tobacco,Solanaceae,Attracts beneficial insects,Pollinator_Attraction
2,Lavandula angustifolia,Lavender,Lamiaceae,Repels pests and improves soil health,Pest_Control_Soil_Improvement
3,Foeniculum vulgare,Fennel,Apiaceae,Enhances growth of neighboring plants,Growth_Enhancement
4,Tagetes erecta,Marigold,Asteraceae,Deters root-knot nematodes and other pests,Pest_Control_Deterrence
5,Erysimum cheiri,Wallflower,Brassicaceae,Repels aphids and caterpillars,Pest_Control
6,Salvia officinalis,Sage,Lamiaceae,Attracts bees and butterflies,Pollinator_Attraction
7,Prunus domestica,Plum,Rosaceae,Enhances soil fertility and deter pests,Pest_Control_Soil_Improvement
8,Hordeum vulgare,Barley,Poaceae,Shade tolerance,Growth_Enhancement
9,Nepeta cataria,Catnip,Lamiaceae,Repels mosquitoes and flies,Pest_Control_Deterrence
10,Allium cepa,Onion,Amaryllidaceae,Deters aphids and whiteflies,Pest_Control
11,Salvia officinalis,Sage,Lamiaceae,Attracts bees and butterflies,Pollinator_Attraction
12,Citrullus lanatus,Watermelon,Cucurbitaceae,Mulching properties,Soil_Improvement
13,Mentha piperita,Peppermint,Lamiaceae,Improves soil quality and repels pests,Growth_Enhancement
14,Nepeta cataria,Catnip,Lamiaceae,Repels cats and mosquitoes,Pest_Control_Cat_Repellent
15,Ocimum basilicum,Basil,Lamiaceae,Deters flies and mosquitoes,Pest_Control
16,Echinacea purpurea,Purple coneflower,Asteraceae,Lures butterflies and bees,Pollinator_Attraction
17,Pseudognaphalium obtusifolium,Cotton-tail Grass,Asteraceae,Improves soil structure and repels pests,Pest_Control_Soil_Improvement
18,Lathyrus odoratus,Sweet pea,Fabaceae,Improves soil fertility,Growth_Enhancement
19,Thymus vulgaris,Thyme,Lamiaceae,Deters cabbage worms and other pests,Pest_Control_Deterrence
20,Origanum vulgare,Oregano,Lamiaceae,Repels carrot flies and cabbage moths,Pest_Control
21,Penstemon spp.,Beardtongue,Polemoniaceae,Brightly colored flowers for hummingbirds and bees,Pollinator_Attraction
22,Vicia faba,Fava beans,Fabaceae,Fixes nitrogen,Nitrogen_Fixation
23,Calendula officinalis,Calendula,Asteraceae,Attracts beneficial insects and improves soil health,Growth_Enhancement
24,Hedera helix,English ivy,Araliaceae,Decoys insects and covers the ground,Pest_Control_Decoys_Ground
25,Ruta graveolens,Rue,Rutaceae,Repels slugs and snails,Pest_Control
26,Lavandula dentata,Spanish lavender,Lamiaceae,Attracts bees and butterflies,Pollinator_Attraction
27,Calendula officinalis,Calendula,Asteraceae,Improves soil fertility and repels pests,Pest_Control_Soil_Improvement
28,Raphanus sativus,Radish,Brassicaceae,Pulls up nutrients from soil,Growth_Enhancement
29,Plectranthus barbatus,Mosquito plant,Lamiaceae,Repels mosquitoes and other insects,Pest_Control_Deterrence
30,Calendula officinalis,Pot marigold,Asteraceae,Repels aphids and beetles,Pest_Control
31,Centaurea cyanus,Cornflower,Asteraceae,Vibrant blue flowers for bees and butterflies,Pollinator_Attraction
32,Cucumis sativus,Cucumber,Cucurbitaceae,Loosens soil,Soil_Improvement
33,Salvia officinalis,Sage,Lamiaceae,Attracts pollinators and enhances flavor of neighboring crops,Growth_Enhancement
34,Taraxacum officinale,Dandelion,Asteraceae,Attracts predatory insects,Pest_Control_Attracts_Predators
35,Chrysanthemum cinerariifolium,Pyrethrum,Asteraceae,Repels mosquitoes and ticks,Pest_Control
36,Phlox paniculata,Panicle phlox,Polemoniaceae,Inviting to hummingbirds and bees,Pollinator_Attraction
37,Phacelia tanacetifolia,Fiddleneck,Boraginaceae,Attracts beneficial insects and improves soil health,Pest_Control_Soil_Improvement
38,Beta vulgaris,Sugar beet,Chenopodiaceae,Increases water uptake,Growth_Enhancement
40,Salvia officinalis,Sage,Lamiaceae,Attracts beneficial insects and repels spider mites,Pest_Control
41,Buddleja davidii,Butterfly bush,Buddlejaceae,Prolific nectar for butterflies and hummingbirds,Pollinator_Attraction
42,Triticum aestivum,Wheat,Poaceae,Cover crop,Soil_Improvement
43,Citrus x limon,Lemon,Rutaceae,Provides shade and attracts beneficial insects,Growth_Enhancement
44,Eucalyptus globulus,Blue gum,Myrtaceae,Repels mosquitoes and moths,Pest_Control_Mosquito_Moths
45,Nicotiana sylvestris,Wild tobacco,Solanaceae,Attracts predatory insects,Pest_Control
46,Coreopsis grandiflora,Large-flowered tickseed,Asteraceae,Bright colors attract bees,Pollinator_Attraction
47,Vicia faba,Fava bean,Fabaceae,Improves soil fertility and suppresses weeds,Pest_Control_Soil_Improvement
48,Cucurbita pepo,Zucchini,Cucurbitaceae,Stimulates leaf growth,Growth_Enhancement
50,Tagetes patula,French marigold,Asteraceae,Repels nematodes and attracts beneficial insects,Pest_Control
51,Citrus aurantium,Bitter orange,Rutaceae,Provides nectar for bees and attracts other pollinators,Pollinator_Attraction
52,Capsicum annuum,Bell pepper,Solanaceae,Deters soil-borne pathogens,Disease_Prevention
53,Basilium vulgare,Basil,Lamiaceae,Improves soil quality and attracts pollinators,Growth_Enhancement
54,Papaver somniferum,Opium poppy,Papaveraceae,Repels slugs and snails,Pest_Control_Slugs_Snails
55,Satureja hortensis,Summer savory,Lamiaceae,Deters whiteflies and aphids,Pest_Control
57,Viola odorata,Sweet violet,Violaceae,Improves soil fertility and repels pests,Pest_Control_Soil_Improvement
58,Solanum lycopersicum,Tomato,Solanaceae,Enhances fruit production,Growth_Enhancement
60,Helianthus annuus,Sunflower,Asteraceae,Deters aphids and repels rabbits,Pest_Control
61,Lavandula latifolia,Spike lavender,Lamiaceae,Attracts bees with its fragrant flowers,Pollinator_Attraction
62,Brassica juncea,Indian mustard,Brassicaceae,Release biofumigants,Pest_Control_Biofumigation
63,Thymus vulgaris,Thyme,Lamiaceae,Improves soil quality and repels pests,Growth_Enhancement
64,Zingiber officinale,Ginger,Zingiberaceae,Repels mosquitoes and Japanese beetles,Pest_Control_Mosquito_Japanese_Beetles
65,Allium sativum,Garlic,Alliaceae,Repels aphids and onion maggots,Pest_Control
67,Capsicum annuum,Bell pepper,Solanaceae,Enhances soil structure and repels pests,Pest_Control_Soil_Improvement
68,Vicia faba,Fava bean,Fabaceae,Improves soil nitrogen levels,Growth_Enhancement
70,Nigella damascena,Love-in-a-mist,Ranunculaceae,Repels cabbage worms and attracts predatory insects,Pest_Control
71,Phacelia tanacetifolia,French phacelia,Boraginaceae,Flowers produce ample nectar for bees and butterflies,Pollinator_Attraction
72,Medicago sativa,Alfalfa,Fabaceae,Improves soil structure,Soil_Improvement
73,Helianthus annuus,Sunflower,Asteraceae,Provides shade and attracts pollinators,Growth_Enhancement
74,Pavonia lasiopetala,Hawaiian pikake,Malvaceae,Repels flies and aphids,Pest_Control_Flies_Aphids
75,Mentha spicata,Spearmint,Lamiaceae,Deters spider mites and whiteflies,Pest_Control
77,Lactuca sativa,Lettuce,Asteraceae,Improves soil fertility and repels pests,Pest_Control_Soil_Improvement
78,Amaranthus retroflexus,Redroot pigweed,Amaranthaceae,Increases soil organic matter,Growth_Enhancement
80,Chrysanthemum cinerariifolium,Pyrethrum,Asteraceae,Produces natural insecticide compounds,Pest_Control
82,Phaseolus vulgaris,Common bean,Fabaceae,Legume-based soil enhancement,Nitrogen_Fixation
83,Zinnia elegans,Evening Primrose,Asteraceae,Attracts pollinators and improves soil health,Growth_Enhancement
84,Artemisia vulgaris,Wormwood,Asteraceae,Repels aphids and caterpillars,Pest_Control_Aphids_Caterpillars
85,Mentha piperita,Peppermint,Lamiaceae,Repels ants and aphids,Pest_Control
87,Bidens pilosa,Brazilian Daisy,Asteraceae,Improves soil fertility and repels pests,Pest_Control_Soil_Improvement
88,Phaseolus vulgaris,Common bean,Fabaceae,Trees can provide necessary shade for lower-growing beans,Growth_Enhancement
90,Bacopa monnieri,Water hyssop,Lamiaceae,Repels aphids and caterpillars,Pest_Control
92,Pisum sativum,Garden pea,Fabaceae,Attracts beneficial insects,Pollinator_Attraction
93,Tagetes patula,French marigold,Asteraceae,Repels nematodes and other pests,Growth_Enhancement
94,Calendula officinalis,Calendula,Asteraceae,Attracts ladybugs and lacewings,Pest_Control_Attracts_Ladybugs_Lacewings
95,Lamium purpureum,Red dead-nettle,Lamiaceae,Repels aphids and mites,Pest_Control
97,Hedysarum coronarium,Cornelian Vetch,Fabaceae,Improves soil fertility and repels pests,Pest_Control_Soil_Improvement
98,Capsicum annuum,Bell pepper,Solanaceae,Root systems can support each other,Growth_Enhancement