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Analysis of Building Developments: Distribution, Trends, and Zonal Use

DATA COLLECTION.xlsx

Missing file

give me a conclusive report from the following raw data. draw the relevant graphs ensuring extreme levels of accuracy and comprehensiveness

Let's start by loading the data from the provided Excel file and examining its contents.
The data has been successfully loaded and contains the following columns:
  • MONTH/ YEAR
  • BUILDING CLASS
  • DEVELOPMENT DESCRIPTION
  • NUMBER OF FLOORS
  • STREET/ ROAD
  • ZONAL USE/DENSITY
Let's proceed with the analysis and visualization.
The data has been cleaned and the following transformations have been applied:
  • The MONTH/ YEAR column has been converted to datetime format.
  • The NUMBER OF FLOORS column has been cleaned by replacing non-numeric values with NaN and converting to numeric.
Let's proceed with the analysis and visualization.

Summary of Analysis

  1. Distribution of Building Classes: The histogram shows the frequency of different building classes in the dataset.
  2. Number of Developments Over Time: The line plot indicates the number of floors for developments over time, with markers highlighting the data points.
  3. Zonal Use/Density Distribution: The histogram illustrates the distribution of zonal use/density categories in the dataset.
These visualizations provide insights into the types of buildings, their development timelines, and their zonal use/density.
Feel free to ask any further questions or request additional analysis!

create data graph of street/road against number of floors

It seems that the variable data is not defined in the current context. This might be due to the variable being out of scope or not being loaded properly.
Let's reload the data and ensure that the necessary libraries are imported before creating the plot.
It seems that the file 'DATA COLLECTION.xlsx' is not available in the current directory. Please ensure that the file is uploaded or provide the correct file path.
Could you please upload the file or provide the correct file path?

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