Parking Lot Utilization Analysis Dashboard by Manideep racharlaParking Lot Utilization Analysis Dashboard by Manideep racharla

Parking Lot Utilization Analysis Dashboard

Manideep racharla

Data Analyst

Microsoft Power BI

Transportation

🚗 Parking Lot Utilization Analysis Dashboard in Power BI

Welcome to the Parking Lot Utilization Dashboard — an advanced Power BI project that analyzes parking trends using card access data. This dashboard tracks real-time occupancy, peak usage patterns, and access group behaviors for efficient parking management.

📊 Project Overview

This dashboard analyzes parking entry and exit transactions over time to track:

🚗 Cumulative active cars in the parking lot

📈 Daily, weekly, and monthly peak usage

🧑‍💼 Access group-based parking trends

📅 Time-based patterns across different calendar periods

📁 Dataset Overview (Not Uploaded)

Although the datasets are not included in this repository due to privacy and size concerns, here is a detailed explanation of their structure:

`CardTransaction.csv`

Contains raw transaction data for each card swipe at the parking gate:

CardNumber: Unique identifier for each user card

LotNumber: Identifier for the parking lot

EntranceTime: Timestamp of entry

ExitTime: Timestamp of exit

`CardAccessGroupAssignment.csv`

Maps each card to its access group(s):

CardNumber: Unique identifier

AccessGroup: Role or department assigned to the card (e.g., Staff, Visitor)

🧹 Data Preparation (Power Query)

Converted EntranceTime and ExitTime columns to DateTime

Handled missing values:

If EntranceTime is missing → set to midnight of the exit date

If ExitTime is missing → set to 23:59:59 of the entry date

Created ActualEntry and ActualExit columns

Calculated DurationMinutes as the difference between entry and exit

Normalized AccessGroup column by splitting multiple groups into separate rows

Created Events table with +1 (entry) and –1 (exit) records for tracking lot flow

🧠 Data Model Design

Created a Calendar table using DAX:

Calendar = 
  ADDCOLUMNS(
    CALENDAR(DATE(2021,1,1), DATE(2025,12,31)),
    "Year", YEAR([Date]),
    "Month", FORMAT([Date],"MMM YYYY"),
    "DayOfWeek", FORMAT([Date],"dddd")
  )

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Posted Jun 15, 2025

Developed a Power BI dashboard for parking trend analysis.

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Clients

University of Iowa