Datasets:

soumikmahato
/

plant-health-points-synthetic

record_id stringlengths 9 9	plant_type stringclasses 8 values	habitat stringclasses 6 values	season stringclasses 5 values	air_humidity_pct float64 25 93.9	soil_humidity_pct float64 8.1 90	ethylene_ppm float64 0 2.5	co2_ppm float64 330 1.25k	o2_ppm float64 18.2 21.5	ldr_on_plant int64 30 1.02k	leaf_color_index float64 20.1 100	temperature_c float64 8 38	health_score int64 0 100	health_class stringclasses 3 values
php_00001	rose	garden	winter	86.3	55.9	1.145	725.9	19.62	559	42.5	34.1	60	moderate_stress
php_00002	pothos	indoor	spring	55.3	29.8	1.102	1,202.2	19.11	58	51.6	37.5	52	high_stress
php_00003	lettuce	greenhouse	autumn	92.6	10.3	1.042	1,003.2	18.31	682	74.4	8.7	35	high_stress
php_00004	pothos	shade_house	autumn	62	40.3	0.7	566.3	20.43	460	57.7	29.8	92	healthy
php_00005	mint	indoor	spring	70.9	64.6	0.603	381.8	18.85	964	26.2	31.1	52	high_stress
php_00006	basil	greenhouse	monsoon	62.2	33.6	2.195	1,176.9	18.54	745	95.5	35.8	41	high_stress
php_00007	basil	indoor	autumn	73.6	43.4	1.354	496.3	19.87	705	74.6	8.7	62	moderate_stress
php_00008	pothos	indoor	spring	90.9	61	1.016	1,189.9	21.38	798	21.9	15.9	37	high_stress
php_00009	rose	garden	summer	93.7	32	1.809	627.4	19.82	451	97.8	33.2	55	moderate_stress
php_00010	mint	garden	monsoon	79.9	41.9	0.154	532.1	19.55	453	78	35	72	moderate_stress
php_00011	mint	greenhouse	winter	81.9	58.5	1.474	1,192.9	21.41	347	31.5	14.1	58	moderate_stress
php_00012	snake_plant	indoor	autumn	65.9	32.4	1.743	1,085.9	21.29	483	86.7	13.1	76	moderate_stress
php_00013	mint	greenhouse	winter	35.6	88.5	1.246	1,086.6	19.74	288	29.3	10.1	43	high_stress
php_00014	aloe_vera	indoor	autumn	59	68.9	0.04	722.1	18.49	426	56.1	24.4	60	moderate_stress
php_00015	snake_plant	shade_house	spring	93.9	86.4	0.23	825	20.24	885	28	31.6	21	high_stress
php_00016	lettuce	hydroponic	spring	52.3	78.3	0.816	499.6	18.75	201	26.8	36.5	27	high_stress
php_00017	aloe_vera	indoor	spring	83.8	61.3	1.454	460.4	20.66	261	78.1	31.1	54	high_stress
php_00018	basil	indoor	summer	36.2	18.8	2.152	1,113.7	18.38	534	45.6	18.1	36	high_stress
php_00019	basil	garden	autumn	37.1	15.9	1.492	543.2	19.59	596	79.5	24	60	moderate_stress
php_00020	rose	greenhouse	monsoon	86.8	87.3	1.64	550.4	18.43	230	23	27.1	24	high_stress
php_00021	pothos	shade_house	autumn	90.2	43.2	1.497	609.7	18.54	591	41.5	8.4	34	high_stress
php_00022	aloe_vera	indoor	summer	43.3	9.2	2.494	1,229.5	21.19	201	36.4	37.3	37	high_stress
php_00023	aloe_vera	arid_garden	autumn	44.2	80.9	2.137	719.3	21.05	643	69	13.9	38	high_stress
php_00024	aloe_vera	arid_garden	spring	87.5	35.3	1.061	874.4	20.2	366	37.7	14.9	69	moderate_stress
php_00025	tomato	garden	winter	32.2	59.5	2.436	517.7	18.69	888	72	10.4	44	high_stress
php_00026	rose	greenhouse	spring	85.6	37.2	0.745	1,149.9	20.29	328	86.8	33.8	67	moderate_stress
php_00027	lettuce	greenhouse	autumn	87.2	35.4	0.025	428.6	20.21	55	82	36	49	high_stress
php_00028	pothos	indoor	spring	38.3	62.9	2.333	947	21.39	864	69.3	11.6	50	high_stress
php_00029	pothos	shade_house	autumn	60.1	62.9	0.295	372.3	18.23	82	52	34.4	62	moderate_stress
php_00030	basil	greenhouse	summer	51.7	57.2	0.728	995.7	19.17	257	99.4	23.1	75	moderate_stress
php_00031	basil	greenhouse	monsoon	93	50.1	1.961	612.4	18.79	626	21.8	31.1	36	high_stress
php_00032	snake_plant	shade_house	spring	37.3	59.6	0.588	485	19.02	383	87.8	24.7	73	moderate_stress
php_00033	mint	garden	winter	62.2	10.2	1.528	1,048.9	18.31	334	89	20	40	high_stress
php_00034	aloe_vera	indoor	monsoon	36.6	57.1	0.875	410.6	20.53	683	75.2	37.5	72	moderate_stress
php_00035	mint	greenhouse	winter	60.5	51.2	1.667	800.5	20.38	900	24.1	8.5	50	high_stress
php_00036	snake_plant	indoor	spring	67.7	69.4	0.804	769.7	18.73	894	49.4	9.7	26	high_stress
php_00037	tomato	greenhouse	winter	56.2	21.5	0.992	832.5	19.74	1,018	50.8	12.3	52	high_stress
php_00038	pothos	shade_house	summer	44.4	53.4	2.201	803.9	18.65	614	49.2	19	63	moderate_stress
php_00039	tomato	garden	monsoon	38.7	43.6	0.251	433.9	19.46	72	72.1	29.7	76	moderate_stress
php_00040	basil	indoor	summer	45.4	39.1	0.772	448.9	20.49	663	71.7	33.6	82	healthy
php_00041	mint	indoor	autumn	30.8	46.9	2.413	420.5	18.65	645	60.1	24.9	60	moderate_stress
php_00042	snake_plant	shade_house	summer	35.4	85.9	1.27	1,152.6	21.43	290	25.4	13	22	high_stress
php_00043	tomato	greenhouse	winter	36.4	23.8	1.674	1,107	20.17	917	91.8	11.1	40	high_stress
php_00044	rose	garden	monsoon	73.4	59.5	1.571	539.6	20.92	150	48.4	18.1	72	moderate_stress
php_00045	lettuce	greenhouse	winter	61.2	25.1	1.356	565.2	18.7	772	29.6	22.8	38	high_stress
php_00046	snake_plant	shade_house	autumn	42.9	49.1	0.662	1,164.3	19.69	126	71.3	30.8	82	healthy
php_00047	tomato	garden	summer	69.2	56.4	0.721	530.5	18.8	778	46.7	37.4	62	moderate_stress
php_00048	lettuce	hydroponic	spring	75.4	32.1	0.528	1,150.5	18.82	949	64.9	22.6	61	moderate_stress
php_00049	lettuce	greenhouse	autumn	80.9	42.9	0.691	636	20.1	971	77.3	26.1	76	moderate_stress
php_00050	basil	garden	spring	82.5	14.5	1.948	759.5	19.14	650	93.5	33.1	49	high_stress
php_00051	basil	indoor	spring	69.4	23.3	0.969	1,213.4	19.25	452	32.7	14.5	42	high_stress
php_00052	tomato	garden	autumn	49.9	74.3	1.695	964.5	20.76	770	92.7	17.3	79	moderate_stress
php_00053	basil	garden	summer	67.3	83.4	1.067	862.3	18.63	762	61.2	32.4	55	moderate_stress
php_00054	snake_plant	indoor	monsoon	61.3	61.6	1.149	474	19.54	456	92.4	32.9	66	moderate_stress
php_00055	basil	indoor	summer	71.3	28.2	0.252	745.9	18.8	149	53.6	12.9	53	high_stress
php_00056	mint	greenhouse	winter	49	21.6	1.31	401.2	20.24	317	84.6	16.4	68	moderate_stress
php_00057	basil	indoor	summer	88.8	21.5	1.376	895.6	21.06	536	74.2	30.7	61	moderate_stress
php_00058	aloe_vera	arid_garden	summer	32.9	27.1	1.716	941.8	20.23	114	97	18.9	77	moderate_stress
php_00059	rose	garden	autumn	51.4	64	1.135	481.7	20.27	425	35.5	10.5	66	moderate_stress
php_00060	aloe_vera	arid_garden	monsoon	87.5	79.2	0.773	1,099.2	19.75	255	69.9	31.2	46	high_stress
php_00061	basil	greenhouse	summer	76.6	28.3	1.722	1,132.4	21.05	503	59.4	13.9	62	moderate_stress
php_00062	rose	garden	winter	37.2	73.3	2.488	537	19.19	118	20.3	28.3	25	high_stress
php_00063	pothos	indoor	winter	45.2	89.4	1.383	420.5	21.09	136	82.2	26.1	66	moderate_stress
php_00064	pothos	indoor	summer	52.6	78.5	2.109	799	19.87	153	89	23.2	64	moderate_stress
php_00065	pothos	shade_house	spring	78.8	74	1.393	356.5	21.2	629	65.2	22.1	62	moderate_stress
php_00066	pothos	shade_house	autumn	79.1	27.4	0.67	376.9	18.5	831	74.1	10.1	47	high_stress
php_00067	tomato	garden	summer	56.4	23.7	1.924	530.6	18.89	345	90.1	12.1	33	high_stress
php_00068	tomato	greenhouse	spring	27.4	46.1	0.942	1,105.2	18.21	405	48.8	37.3	42	high_stress
php_00069	pothos	shade_house	summer	31.9	87.3	1.828	741.3	18.84	575	99.7	36	26	high_stress
php_00070	pothos	indoor	monsoon	38.3	32	2.295	1,044.1	20.1	432	64.2	18.5	76	moderate_stress
php_00071	pothos	shade_house	summer	35.3	69.7	2.323	1,151.5	20.34	289	83.1	17.9	65	moderate_stress
php_00072	lettuce	hydroponic	summer	61.9	34.6	1.958	529.1	18.27	186	57.5	34.8	29	high_stress
php_00073	basil	garden	monsoon	84.6	31.5	2.085	892.7	21.49	629	66.3	19.5	69	moderate_stress
php_00074	snake_plant	shade_house	summer	61.1	48.4	0.195	1,149.1	21.41	813	44.9	15.3	65	moderate_stress
php_00075	rose	greenhouse	monsoon	64.5	52.7	1.248	636	20.32	294	67.7	23.1	81	healthy
php_00076	lettuce	greenhouse	autumn	82.8	35.4	1.879	411.1	18.56	366	39.6	26.8	37	high_stress
php_00077	aloe_vera	indoor	winter	92.6	64	1.81	851.3	19.41	648	98.5	23.5	43	high_stress
php_00078	pothos	shade_house	winter	56.2	15	1.973	493	20.91	565	94.6	33.7	53	high_stress
php_00079	lettuce	hydroponic	autumn	61.2	71.4	1.942	353.2	20.74	726	48.1	10.3	73	moderate_stress
php_00080	aloe_vera	indoor	summer	79.1	55.8	2.427	723.4	21.4	469	70.9	26.8	60	moderate_stress
php_00081	lettuce	greenhouse	monsoon	80.8	38.9	1.707	655.1	20.88	989	94.7	18.4	74	moderate_stress
php_00082	snake_plant	shade_house	spring	87.2	88.6	0.467	469.5	20.41	876	90.3	11.2	30	high_stress
php_00083	mint	indoor	autumn	31.3	82.5	0.186	490.5	19.51	928	40.8	8.6	55	moderate_stress
php_00084	aloe_vera	indoor	winter	80	31.7	0.798	472.2	18.75	600	73.6	34.4	73	moderate_stress
php_00085	basil	garden	autumn	82.9	75.9	1.505	741.8	18.21	464	53.6	27.5	57	moderate_stress
php_00086	mint	garden	spring	74.7	65	1.719	788.2	20.71	502	43.1	12.7	72	moderate_stress
php_00087	snake_plant	shade_house	spring	48.6	59.8	2.274	456.6	19.53	158	90.2	16.5	62	moderate_stress
php_00088	mint	garden	monsoon	64.8	68.5	0.127	860.6	20.84	387	71.1	18.1	97	healthy
php_00089	mint	greenhouse	summer	51.7	63.1	0.428	511.5	19.64	249	88.7	20.3	93	healthy
php_00090	tomato	garden	spring	51.2	29.9	0.447	796.2	20.59	673	32.6	33.6	62	moderate_stress
php_00091	lettuce	hydroponic	autumn	25.3	71.2	0.477	1,123.5	20.95	499	43.1	14.9	81	healthy
php_00092	lettuce	hydroponic	winter	79	26.1	2.455	1,090.7	18.84	906	43.3	18.5	30	high_stress
php_00093	basil	garden	spring	43.7	62.3	0.163	569	18.63	841	43.9	15.1	72	moderate_stress
php_00094	rose	greenhouse	winter	70.2	26	0.513	801.2	19.06	62	62.6	12.9	66	moderate_stress
php_00095	snake_plant	indoor	summer	36.4	27.3	1.017	629.6	20.21	846	43.8	10.6	60	moderate_stress
php_00096	mint	garden	winter	75.2	87.5	1.705	606.4	20.17	646	21.4	11.4	45	high_stress
php_00097	snake_plant	shade_house	winter	60.2	57.1	0.331	366.5	19.28	1,003	68	32.7	67	moderate_stress
php_00098	pothos	shade_house	winter	46.5	47.6	0.389	633.9	20.92	682	75.4	26.5	89	healthy
php_00099	rose	garden	winter	90.4	86.2	2.03	1,221.5	18.86	811	69.5	19.2	46	high_stress
php_00100	pothos	shade_house	autumn	29	16.1	1.643	415.7	21.01	413	22.8	11	33	high_stress

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Synthetic Plant Health Points

A deterministic, fully synthetic tabular dataset for learning ML/deep learning workflows such as MLP regression and classification. It is not appropriate for scientific conclusions, production agronomy, or plant-care decisions.

Splits

train.csv: 2,000 rows
test.csv: 500 rows

Columns

Column	Meaning
plant_type	Plant species/type
habitat	Growing context
season	Seasonal category
air_humidity_pct / soil_humidity_pct	Relative humidity and soil moisture (%)
ethylene_ppm, co2_ppm, o2_ppm	Atmospheric gas readings
ldr_on_plant	Simulated light-dependent-resistor value (0–1023)
leaf_color_index	Simulated leaf greenness/color index (0–100)
temperature_c	Temperature in Celsius
health_score	Synthetic 0–100 regression label
health_class	Derived classification label: healthy, moderate_stress, or high_stress

Use health_score for regression, or health_class for classification. Do not train on both labels as features.

Generation

Records use broad, simulated plant-specific target ranges with random variation and a deterministic seed. health_score was generated from the listed sensor values, so it is intentionally learnable for educational models.

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