1 Dataset
2 Heatmap
3 Scatter Plot
4 Bubble Chart
5 Correlation Matrix
6 Line Chart
7 Area Chart
Visualisasi
Data Science Programming
May 23, 2025
---
title: "Visualisasi"
subtitle: "Data Science Programming"
author: 
  "Isnaini Nur Hasanah (52240005)"
date:  "`r format(Sys.Date(), '%B %d, %Y')`"
output:
  rmdformats::downcute:   # https://github.com/juba/rmdformats
    self_contained: true
    thumbnails: true
    lightbox: true
    gallery: true
    number_sections: true
    lib_dir: libs
    df_print: "paged"
    code_folding: "show"
    code_download: yes
    css: "style (1).css"
    params:
  echo: false
editor_options: 
  markdown: 
    wrap: 72
---

<img id="Isna" src="C:\Users\ASUS\Desktop\Statistika Dasar\Isna.png" alt="Logo" style="width:200px; display: block; margin: auto;">

# Dataset

```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(DT)
library(readr)

# Baca data
data_bisnis <- read_csv("visualisasi.csv")

# Tampilkan tabel interaktif
datatable(data_bisnis, 
          options = list(pageLength = 5, 
                         autoWidth = TRUE,
                         searching = TRUE,
                         scrollX = TRUE),
          caption = 'Tabel Interaktif Data')
```

# Heatmap

```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(ggplot2)
library(dplyr)
library(scales)

# Hitung total penjualan per kategori produk dan wilayah
sales_matrix <- data_bisnis %>%
  group_by(Product_Category, Region) %>%
  summarise(Total_Sales = sum(Total_Price, na.rm = TRUE), .groups = "drop")

# Buat Heatmap
ggplot(sales_matrix, aes(x = Region, y = Product_Category, fill = Total_Sales)) +
  geom_tile(color = "white") +
  scale_fill_gradient(low = "lightblue", high = "darkblue", labels = dollar_format(prefix = "Rp", big.mark = ".", decimal.mark = ",")) +
  labs(
    title = "Heatmap of Total Sales by Product Category and Region",
    x = "Region",
    y = "Product Category",
    fill = "Total Sales"
  ) +
  theme_minimal() +
  theme(
    plot.title = element_text(size = 16, face = "bold"),
    axis.title = element_text(size = 14),
    axis.text = element_text(size = 12),
    legend.title = element_text(size = 12),
    legend.text = element_text(size = 10)
  )
```


# Scatter Plot
```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(ggplot2)
library(dplyr)
library(scales)

data_bisnis <- data_bisnis %>%
  mutate(
    Quantity     = as.numeric(Quantity),
    Total_Price  = as.numeric(Total_Price)
  ) %>%
  filter(!is.na(Quantity), !is.na(Total_Price))


# Scatter Plot
ggplot(data_bisnis, aes(x = Quantity, y = Total_Price)) +
  geom_point(alpha = 0.6, color = "darkorange", size = 2) +
  scale_y_continuous(labels = dollar_format(prefix = "Rp", big.mark = ".", decimal.mark = ",")) +
  labs(
    title = "Scatter Plot: Quantity vs Total Price",
    x = "Quantity",
    y = "Total Price (Rp)"
  ) +
  theme_minimal() +
  theme(
    plot.title = element_text(size = 16, face = "bold"),
    axis.title = element_text(size = 14),
    axis.text = element_text(size = 12)
  )
```

# Bubble Chart

```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(ggplot2)
library(dplyr)
library(scales)

# Pastikan data numerik
data_bisnis <- data_bisnis %>%
  mutate(
    Quantity = as.numeric(Quantity),
    Total_Price = as.numeric(Total_Price),
    Price_per_Unit = as.numeric(Price_per_Unit)
  ) %>%
  filter(!is.na(Quantity), !is.na(Total_Price), !is.na(Price_per_Unit))

# Bubble Chart
ggplot(data_bisnis, aes(x = Quantity, y = Total_Price, size = Price_per_Unit)) +
  geom_point(alpha = 0.5, color = "steelblue") +
  scale_size_continuous(range = c(1, 10)) +
  scale_y_continuous(labels = dollar_format(prefix = "Rp", big.mark = ".", decimal.mark = ",")) +
  labs(
    title = "Bubble Chart: Quantity vs Total Price (Size = Price per Unit)",
    x = "Quantity",
    y = "Total Price (Rp)",
    size = "Price per Unit"
  ) +
  theme_minimal() +
  theme(
    plot.title = element_text(size = 16, face = "bold"),
    axis.title = element_text(size = 14),
    axis.text = element_text(size = 12),
    legend.title = element_text(size = 12)
  )
```

# Correlation Matrix

```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(ggplot2)
library(reshape2)
library(RColorBrewer)
library(scales)

# Pilih hanya kolom numerik
numeric_data <- data_bisnis[sapply(data_bisnis, is.numeric)]

# Compute Correlation Matrix
cor_matrix <- cor(numeric_data, use = "complete.obs")

# Ubah ke format long untuk ggplot
melted_cor <- melt(cor_matrix)

# Plot Heatmap
ggplot(melted_cor, aes(x = Var2, y = Var1, fill = value)) +
  geom_tile(color = "white") +
  scale_fill_gradient2(
    low = "red", mid = "white", high = "blue", 
    midpoint = 0, limit = c(-1,1), 
    name = "Correlation"
  ) +
  geom_text(aes(label = round(value, 2)), size = 1) +
  labs(title = "Correlation Matrix", x = "", y = "") +
  theme_minimal(base_size = 14) +
  theme(
    axis.text.x = element_text(angle = 45, vjust = 1, hjust = 1),
    plot.title = element_text(face = "bold", hjust = 0.5)
  )
```

# Line Chart

```{r, echo=FALSE,warning=FALSE,message=FALSE}
# Load libraries
library(ggplot2)
library(dplyr)
library(scales)
library(lubridate)

data <- read.csv("visualisasi.csv", header = TRUE)
data$Transaction_Date <- as.Date(data$Transaction_Date)

# Agregasi Total Sales per Hari
daily_sales <- data %>%
  group_by(Transaction_Date) %>%
  summarise(Total_Price = sum(Total_Price, na.rm = TRUE)) %>%
  ungroup()

# Line Chart dengan format Rupiah
format_rupiah <- function(x) {
  paste0("Rp", formatC(x, format = "f", big.mark = ".", digits = 0))
}

ggplot(daily_sales, aes(x = Transaction_Date, y = Total_Price)) +
  geom_line(color = "steelblue", size = 1) +
  scale_y_continuous(labels = format_rupiah) +
  labs(
    title = "Daily Total Sales Over Time",
    x = "Transaction Date",
    y = "Total Sales (Rp)"
  ) +
  theme_minimal() +
  theme(
    plot.title = element_text(size = 16, face = "bold"),
    axis.title = element_text(size = 12),
    axis.text.x = element_text(angle = 45, hjust = 1)
  )
```


# Area Chart

```{r, echo=FALSE,warning=FALSE,message=FALSE}
library(ggplot2)
library(dplyr)
library(scales)

# Fungsi format Rupiah
format_rupiah <- function(x) {
  paste0("Rp", formatC(x, format = "f", big.mark = ".", digits = 0))
}

# Area chart
ggplot(daily_sales, aes(x = Transaction_Date, y = Total_Price)) +
  geom_area(fill = "steelblue", alpha = 0.5) +       # Area berwarna biru transparan
  geom_line(color = "steelblue", size = 1) +         # Garis di atas area
  scale_y_continuous(labels = format_rupiah) +       # Format sumbu Y ke Rupiah
  labs(
    title = "Daily Total Sales Over Time (Area Chart)",
    x = "Transaction Date",
    y = "Total Sales (Rp)"
  ) +
  theme_minimal() +
  theme(
    plot.title = element_text(size = 16, face = "bold"),
    axis.title = element_text(size = 12),
    axis.text.x = element_text(angle = 45, hjust = 1)
  )
```