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Moisture (%)
# 3D Scatter (interactive)
> plot_ly(heated_only,
+ x = ~Moisture_pct,
+ y = ~PH,
+ z = ~Ammonia_release,
+ color = ~Species,
+ type = "scatter3d",
+ mode = "markers") %>%
+ layout(title = "3D Scatter: Moisture (%) + pH + Ammonia Release (Heated Only)")
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BRFSS Health Behavior Analysis
This project explores behavioral and lifestyle factors associated with mental health outcomes using the CDC BRFSS dataset. The analysis includes data preparation, subgroup comparisons, statistical summaries, and graphical exploration in R to identify patterns across demographic groups.
Multi-Center Monitoring Dashboard for PANTH-ER Study
Prevalence and outcome of third stage delays in surgical emergencies in Nigerian tertiary hospitals (PANTH-ER STUDY): a prospective, multi-center, observational study
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Behavioral Health Data Analysis using R
This project analyzes a large population-level dataset (CDC BRFSS) to examine relationships between sleep duration, psychological distress, smoking behavior, BMI, and physical activity across demographic groups. The analysis includes data cleaning, exploratory data analysis, statistical summaries, and visualization in R, using reproducible research practices.
One-Sample t-Test: Is the Average Height Greater Than 60
# Goal:
Test whether the population mean height is greater than 60.
# Data Source:
# Kaggle – High School Heights Dataset (hs_heights.csv)
Methane emission from paddy rice varieties
Methane emissions from different rice varieties.
Pemetaan Kinerja Keuangan Pemerintah Daerah di Jawa Timur: Analisis Kuadran Kemandirian Fiskal vs Produktivitas Belanja (2023)
Analisis visual ini memetakan postur Anggaran Pendapatan dan Belanja Daerah (APBD) dari 38 Kabupaten/Kota di Provinsi Jawa Timur pada tahun 2023 menggunakan pendekatan scatter plot kuadran.
Pengukuran didasarkan pada dua rasio utama:
1. Rasio Kemandirian (Sumbu X): Persentase Pendapatan Asli Daerah (PAD) terhadap Total Pendapatan.
2. Rasio Produktivitas (Sumbu Y): Persentase Belanja Modal terhadap Total Belanja.
Visualisasi ini menyoroti disparitas perilaku manajerial keuangan daerah. Terdapat temuan menarik, seperti dominasi Kota Surabaya pada kuadran kemandirian tinggi, serta anomali pada daerah penghasil migas (seperti Bojonegoro dan Tuban) yang memiliki rasio belanja modal sangat tinggi meski tingkat kemandirian fiskalnya berada di bawah rata-rata provinsi. Laporan ini dapat menjadi landasan evaluasi efisiensi dan kemandirian anggaran sektor publik.
Dolapo_GF
Methane emissions