All Elections: Statistics

Last updated: 01 Aug 2026

Seat-level stats (voter turnout, rejected votes, etc) for every contest from 1955-present.

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10,092 rows × 15 cols

date	election	state	seat	voters_total	ballots_issued	ballots_not_returned	votes_rejected	votes_valid	majority	n_candidates	voter_turnout	majority_perc	votes_rejected_perc	ballots_not_returned_perc
01 Aug 2026	SE-16	Negeri Sembilan	N.01 Chennah	14,422	10,919	11	144	10,764	688	2	75.7	6.4	1.3	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.02 Pertang	12,873	9,398	9	117	9,272	3,719	3	73.0	40.1	1.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.03 Sungai Lui	19,684	14,625	18	210	14,397	8,466	3	74.3	58.8	1.4	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.04 Klawang	13,355	9,979	10	117	9,852	1,317	3	74.7	13.4	1.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.05 Serting	30,599	22,118	23	258	21,837	12,115	3	72.3	55.5	1.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.06 Palong	23,555	17,455	16	157	17,282	13,702	3	74.1	79.3	0.9	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.07 Jeram Padang	16,590	11,869	7	266	11,596	4,482	4	71.5	38.7	2.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.08 Bahau	25,972	16,883	19	181	16,683	3,307	2	65.0	19.8	1.1	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.09 Lenggeng	28,880	22,548	30	243	22,275	9,994	3	78.1	44.9	1.1	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.10 Nilai	45,911	32,753	22	345	32,386	5,937	5	71.3	18.3	1.1	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.11 Lobak	23,079	15,278	16	187	15,075	11,053	2	66.2	73.3	1.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.12 Temiang	12,947	9,208	9	70	9,129	1,883	3	71.1	20.6	0.8	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.13 Sikamat	34,103	26,433	41	153	26,239	4,413	3	77.5	16.8	0.6	0.2
01 Aug 2026	SE-16	Negeri Sembilan	N.14 Ampangan	21,336	16,316	17	133	16,166	3,969	3	76.5	24.6	0.8	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.15 Juasseh	13,671	10,320	9	82	10,229	4,091	3	75.5	40.0	0.8	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.16 Seri Menanti	10,105	7,845	5	84	7,756	4,323	3	77.6	55.7	1.1	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.17 Senaling	9,903	7,450	8	99	7,343	3,157	3	75.2	43.0	1.3	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.18 Pilah	18,034	13,057	14	113	12,930	730	2	72.4	5.6	0.9	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.19 Johol	12,331	9,062	10	109	8,943	4,383	2	73.5	49.0	1.2	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.20 Labu	32,884	25,379	18	237	25,124	5,279	3	77.2	21.0	0.9	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.21 Bukit Kepayang	49,568	33,352	34	333	32,985	15,207	2	67.3	46.1	1.0	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.22 Rahang	19,715	13,612	13	222	13,377	2,975	4	69.0	22.2	1.6	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.23 Mambau	30,346	20,410	15	196	20,199	12,103	3	67.3	59.9	1.0	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.24 Seremban Jaya	33,015	23,226	22	236	22,968	5,701	3	70.3	24.8	1.0	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.25 Paroi	64,998	49,785	70	461	49,254	16,959	3	76.6	34.4	0.9	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.26 Chembong	26,547	20,735	20	158	20,557	13,763	2	78.1	67.0	0.8	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.27 Rantau	34,831	26,381	31	268	26,082	12,018	2	75.7	46.1	1.0	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.28 Kota	16,744	13,084	11	122	12,951	7,693	3	78.1	59.4	0.9	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.29 Chuah	15,129	10,837	9	115	10,713	2,529	2	71.6	23.6	1.1	0.1
01 Aug 2026	SE-16	Negeri Sembilan	N.30 Lukut	28,219	18,905	17	227	18,661	5,717	3	67.0	30.6	1.2	0.1

CC0Dedicated to the public domain

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Programmatic Access

import pandas as pd

URL = "https://lake.electiondata.my/results_headline/headline_stats.parquet"

df = pd.read_parquet(URL)
print(df.shape)   # (10092, 15)
print(df.dtypes)
df

Cite

Users wishing to reference this dataset in an academic context should cite Thevananthan (2025), which documents the construction of the dataset as well as the data itself.

APA

Thevananthan, T. (2025). The Malaysian Election Corpus (MECo): Federal and State-Level Election Results from 1955 to 2025. Scientific Data.

Harvard

Thevananthan, T. 2025, The Malaysian Election Corpus (MECo): Federal and State-Level Election Results from 1955 to 2025. Scientific Data.

MLA

Thevananthan, Thevesh. "The Malaysian Election Corpus (MECo): Federal and State-Level Election Results from 1955 to 2025." Scientific Data (2025).

Chicago

Thevananthan, Thevesh. "The Malaysian Election Corpus (MECo): Federal and State-Level Election Results from 1955 to 2025." Scientific Data (2025).

BibTeX

@article{thevananthan2025malaysian,
  author  = {Thevananthan, Thevesh},
  title   = {The Malaysian Election Corpus (MECo): Federal and State-Level Election Results from 1955 to 2025},
  journal = {Scientific Data},
  year    = {2025}
}