From 059b300b23554a14b9f56aa0503283b680cd6b35 Mon Sep 17 00:00:00 2001 From: Asterioxer Date: Mon, 25 Aug 2025 07:28:59 +0530 Subject: [PATCH] Superstore Analysis by Soham Mukherjee --- gec-section-a/soham_cd.py | 65 +++++++++++++++++++++++++++++++ gec-section-a/soham_cd_graph.png | Bin 0 -> 72832 bytes 2 files changed, 65 insertions(+) create mode 100644 gec-section-a/soham_cd.py create mode 100644 gec-section-a/soham_cd_graph.png diff --git a/gec-section-a/soham_cd.py b/gec-section-a/soham_cd.py new file mode 100644 index 0000000..833df71 --- /dev/null +++ b/gec-section-a/soham_cd.py @@ -0,0 +1,65 @@ +import pandas as pd +import matplotlib.pyplot as plt +from matplotlib.ticker import FuncFormatter + +# 1. Load CSV with Pandas +file_path = r"C:/Users/SOHAM/Desktop/visualization/dataset/sample-superstore.csv" +df = pd.read_csv(file_path) + +# 2. Group by Product Category +category_stats = ( + df.groupby("Product Category")[["Profit", "Sales", "Quantity ordered new"]] + .sum() + .sort_values("Profit", ascending=False) +) + +# 3. Plot +plt.style.use("seaborn-v0_8-whitegrid") +fig, axes = plt.subplots(1, 3, figsize=(18, 5), facecolor="#f9fafb") + +colors = ["#4f8bc9", "#a3c585", "#f7b267"] + +# --- Profit Chart --- +bars1 = axes[0].bar(category_stats.index, category_stats["Profit"], color=colors) +axes[0].set_title("Profit by Category", fontsize=14, fontweight="bold") +axes[0].yaxis.set_major_formatter(FuncFormatter(lambda x, _: f"${x:,.0f}")) +for bar in bars1: + height = bar.get_height() + axes[0].annotate(f"${height:,.0f}", + xy=(bar.get_x() + bar.get_width() / 2, height), + xytext=(0, 6), textcoords="offset points", + ha='center', va='bottom', fontsize=10, fontweight='bold', color="#333") + +# --- Sales Chart --- +bars2 = axes[1].bar(category_stats.index, category_stats["Sales"], color=colors) +axes[1].set_title("Sales by Category", fontsize=14, fontweight="bold") +axes[1].yaxis.set_major_formatter(FuncFormatter(lambda x, _: f"${x:,.0f}")) +for bar in bars2: + height = bar.get_height() + axes[1].annotate(f"${height:,.0f}", + xy=(bar.get_x() + bar.get_width() / 2, height), + xytext=(0, 6), textcoords="offset points", + ha='center', va='bottom', fontsize=10, fontweight='bold', color="#333") + +# --- Quantity Chart --- +bars3 = axes[2].bar(category_stats.index, category_stats["Quantity ordered new"], color=colors) +axes[2].set_title("Quantity by Category", fontsize=14, fontweight="bold") +for bar in bars3: + height = bar.get_height() + axes[2].annotate(f"{height:,.0f}", + xy=(bar.get_x() + bar.get_width() / 2, height), + xytext=(0, 6), textcoords="offset points", + ha='center', va='bottom', fontsize=10, fontweight='bold', color="#333") + +# Formatting +for ax in axes: + ax.set_xlabel("") + ax.set_ylabel("") + ax.set_xticklabels(category_stats.index, rotation=15, fontsize=11) + ax.spines['top'].set_visible(False) + ax.spines['right'].set_visible(False) + +plt.subplots_adjust(wspace=0.25) +plt.tight_layout() +plt.savefig("category_analysis_clean.png", dpi=300, 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