All Elections: Statistics
Last updated: 18 Jul 2026
Seat-level stats (voter turnout, rejected votes, etc) for every contest from 1955-present.
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 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.02 Pertang | 12,873 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.03 Sungai Lui | 19,684 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.04 Klawang | 13,355 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.05 Serting | 30,599 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.06 Palong | 23,555 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.07 Jeram Padang | 16,590 | 0 | 0 | 0 | 0 | 0 | 4 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.08 Bahau | 25,972 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.09 Lenggeng | 28,880 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.10 Nilai | 45,911 | 0 | 0 | 0 | 0 | 0 | 5 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.11 Lobak | 23,079 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.12 Temiang | 12,947 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.13 Sikamat | 34,103 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.14 Ampangan | 21,336 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.15 Juasseh | 13,671 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.16 Seri Menanti | 10,105 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.17 Senaling | 9,903 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.18 Pilah | 18,034 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.19 Johol | 12,331 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.20 Labu | 32,884 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.21 Bukit Kepayang | 49,568 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.22 Rahang | 19,715 | 0 | 0 | 0 | 0 | 0 | 4 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.23 Mambau | 30,346 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.24 Seremban Jaya | 33,015 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.25 Paroi | 64,998 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.26 Chembong | 26,547 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.27 Rantau | 34,831 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.28 Kota | 16,744 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.29 Chuah | 15,129 | 0 | 0 | 0 | 0 | 0 | 2 | — | — | — | — |
| 01 Aug 2026 | SE-16 | Negeri Sembilan | N.30 Lukut | 28,219 | 0 | 0 | 0 | 0 | 0 | 3 | — | — | — | — |
Download (10,092 rows x 15 columns)
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)
dfCite
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}
}