Kedah SE-15: Saluran-Level Statistics

Last updated: 28 Sept 2026

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

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2,947 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	Kedah	N.01 Ayer Hangat	004/01/UP Undi Pos	Undi Pos	1	357	18	26	313	0	95.0	7.7	5.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/00 Undi Awal	Pusat Latihan Polis (PULAPOL), Pantai Chenang	1	155	0	2	153	250	62.0	1.3	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/00 Undi Awal	Pusat Latihan Polis (PULAPOL), Pantai Chenang	2	130	0	1	129	251	51.8	0.8	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/01 Kuala Teriang	SK Kuala Teriang, Langkawi	1	352	0	11	341	450	78.2	3.1	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/01 Kuala Teriang	SK Kuala Teriang, Langkawi	2	405	0	4	401	550	73.6	1.0	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/01 Kuala Teriang	SK Kuala Teriang, Langkawi	3	356	0	0	356	550	64.7	0.0	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/01 Kuala Teriang	SK Kuala Teriang, Langkawi	4	392	0	0	392	577	67.9	0.0	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/02 Ewa	SK Ewa, Langkawi	1	308	0	3	305	450	68.4	1.0	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/02 Ewa	SK Ewa, Langkawi	2	466	0	1	465	650	71.7	0.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/02 Ewa	SK Ewa, Langkawi	3	425	0	1	424	650	65.4	0.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/02 Ewa	SK Ewa, Langkawi	4	482	0	1	481	720	66.9	0.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	1	268	0	3	265	450	59.6	1.1	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	2	341	0	5	336	450	75.8	1.5	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	3	462	0	5	457	650	71.1	1.1	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	4	440	0	3	437	650	67.7	0.7	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	5	402	0	4	398	650	61.8	1.0	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	6	393	0	1	392	650	60.5	0.3	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	7	424	0	3	421	723	58.6	0.7	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/03 Padang Lalang	SK Penghulu Ahmad, Langkawi	8	475	0	2	473	750	63.3	0.4	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/04 Kilim	SK Kilim, Langkawi	1	341	0	15	326	450	75.8	4.4	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/04 Kilim	SK Kilim, Langkawi	2	465	0	2	463	685	67.9	0.4	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/04 Kilim	SK Kilim, Langkawi	3	444	0	2	442	700	63.4	0.5	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/05 Ladang Sungai Raya	SK Seri Lagenda, Langkawi	1	313	0	10	303	450	69.6	3.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/05 Ladang Sungai Raya	SK Seri Lagenda, Langkawi	2	510	0	7	503	700	72.9	1.4	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/05 Ladang Sungai Raya	SK Seri Lagenda, Langkawi	3	423	0	6	417	700	60.4	1.4	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/05 Ladang Sungai Raya	SK Seri Lagenda, Langkawi	4	441	0	12	429	722	61.1	2.7	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/05 Ladang Sungai Raya	SK Seri Lagenda, Langkawi	5	485	0	1	484	750	64.7	0.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/06 Wang Tok Rendong	Dewan Homestay Desa Wang Tok Rendong, Langkawi	1	344	0	6	338	450	76.4	1.7	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/06 Wang Tok Rendong	Dewan Homestay Desa Wang Tok Rendong, Langkawi	2	409	0	1	408	647	63.2	0.2	0.0
12 Aug 2023	SE-15	Kedah	N.01 Ayer Hangat	004/01/07 Ulu Melaka	SK Ulu Melaka, Langkawi	1	292	0	1	291	450	64.9	0.3	0.0

CC0Dedicated to the public domain

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Download (2,947 rows x 15 columns)

Format	Best for	Size	Download	Link
Parquet	Data science & analytics	72 KB	Download
CSV	Universal compatibility	427 KB	Download

Programmatic Access

import pandas as pd

URL = "https://lake.electiondata.my/results_saluran/kdh_se15_stats.parquet"

df = pd.read_parquet(URL)
print(df.shape)   # (2947, 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}
}