Pulau Pinang SE-15: Saluran-Level Statistics

Last updated: 28 Sept 2026

Saluran-level stats (voter turnout, rejected votes, etc) for every contest in the 15th Pulau Pinang State Election (2023).

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2,226 rows × 15 cols

date	election	state	seat	dm	pm	saluran	ballots_issued	ballots_not_returned	votes_rejected	votes_valid	voters_total	voter_turnout	votes_rejected_perc	ballots_not_returned_perc
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/UP Undi Pos	Undi Pos	1	273	15	11	247	0	94.5	4.3	5.5
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/01 Kuala Muda	SK Kuala Muda	1	335	0	4	331	450	74.4	1.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/01 Kuala Muda	SK Kuala Muda	2	377	0	1	376	450	83.8	0.3	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/01 Kuala Muda	SK Kuala Muda	3	457	0	2	455	569	80.3	0.4	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/01 Kuala Muda	SK Kuala Muda	4	442	0	1	441	569	77.7	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/01 Kuala Muda	SK Kuala Muda	5	468	0	2	466	570	82.1	0.4	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	1	312	0	5	307	450	69.3	1.6	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	2	405	0	1	404	450	90.0	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	3	566	0	1	565	640	88.4	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	4	546	0	0	546	640	85.3	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	5	510	0	1	509	640	79.7	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	6	501	0	2	499	640	78.3	0.4	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	7	513	0	0	513	640	80.2	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/02 Pulau Mertajam	SK Pulau Mertajam	8	538	0	0	538	640	84.1	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/03 Pasir Gebu	SK Pasir Gebu	1	367	0	3	364	450	81.6	0.8	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/03 Pasir Gebu	SK Pasir Gebu	2	565	0	0	565	678	83.3	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/03 Pasir Gebu	SK Pasir Gebu	3	565	0	0	565	679	83.2	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga	1	382	0	3	379	450	84.9	0.8	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga	2	555	0	0	555	683	81.3	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga	3	508	0	2	506	683	74.4	0.4	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga	4	536	0	1	535	683	78.5	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga	5	571	0	0	571	685	83.4	0.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	1	314	0	4	310	450	69.8	1.3	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	2	382	0	4	378	450	84.9	1.0	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	3	537	0	1	536	638	84.2	0.2	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	4	494	0	2	492	638	77.4	0.4	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	5	489	0	3	486	638	76.6	0.6	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/04 Penaga	SK Penaga Jaya	6	511	0	9	502	639	80.0	1.8	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/05 Kota Aur	SMK Dato' Haji Hassan Noh	1	353	0	3	350	450	78.4	0.8	0.0
12 Aug 2023	SE-15	Pulau Pinang	N.01 Penaga	041/01/05 Kota Aur	SMK Dato' Haji Hassan Noh	2	395	1	1	393	450	87.8	0.3	0.3

CC0Dedicated to the public domain

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Format	Best for	Size	Download	Link
Parquet	Data science & analytics	56 KB	Download
CSV	Universal compatibility	321 KB	Download

Programmatic Access

import pandas as pd

URL = "https://lake.electiondata.my/results_saluran/png_se15_stats.parquet"

df = pd.read_parquet(URL)
print(df.shape)   # (2226, 15)
print(df.dtypes)
df

Cite

Users wishing to reference this dataset in an academic context should (for now) cite Thevananthan (2026). The citation will be updated in mid-Oct when a new preprint is published.

APA

Thevananthan, T. (2026). Saluran-Level Election Results. ElectionData.MY.

Harvard

Thevananthan, T. 2026, Saluran-Level Election Results. ElectionData.MY.

MLA

Thevananthan, Thevesh. "Saluran-Level Election Results." ElectionData.MY (2026).

Chicago

Thevananthan, Thevesh. "Saluran-Level Election Results." ElectionData.MY (2026).

BibTeX

@misc{electiondatamy2026,
  author  = {Thevananthan, Thevesh},
  title   = {Saluran-Level Election Results},
  journal = {ElectionData.MY},
  year    = {2026}
}