In your final program:Comments are required in the following locations:At the top of the source code comment your name and a short program...

0. 
   
   
   

   
   
   
   In your final program:
   
   
   

   
   
   
   

   
   
   
   Comments are required in the following locations:
   
   
   

   
   
   
   








• 
  
  
  

  
  
  
  At the top of the source code comment your name and a short program description.
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Comment the purpose of each variable neatly aligned to the right side.
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Comment major sections of code such as input, processing, and output.
  
  
  

  
  
  
  

  
  
  
  Program Design: Your program is a professional document and must be neat and easy to read. All programs should follow the listed specifications.
  
  
  

  
  
  
  












• 
  
  
  

  
  
  
  Comments should be aligned and entered in a consistent fashion
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Blank lines should be added to aid readability
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Code within blocks should be indented
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Comments should not contain spelling mistakes
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Variables names should be meaningful
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Define functions and data structures where necessary
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Optimize your code: least possible number of lines to produce the output
  
  
  

  
  
  
  




• 
  
  
  

  
  
  
  Error handling: you should handle all the possible error conditions and invalid inputs
  
  
  

  
  
  
  

SIE507 – Information Systems Programming November 26


th


, 2022

Option 1: Standard Project

Consider the dataset provided:






US_births_1994_2014_ monthly.csv


(This dataset contains the number of births in the United States from 1994–2014 - arranged monthly)

Write a python program to:

1. 
   
   
   

   
   
   
   Read the dataset from the .csv file to an appropriate Numpy array.
   
   
   (2%)
   
   
   

   
   
   
   




2. 
   
   
   

   
   
   
   Based on the dataset, calculate and report the most appropriate descriptive statistics (e.g., min, max, mean, standard deviation, median, etc.). Format your output to be aligned and consistent.
   
   
   

   
   
   
   

   
   
   
   (2%)
   
   
   

   
   
   
   




3. 
   
   
   

   
   
   
   Classify the dataset in multiple ways (note: original dataset is already classified monthly): yearly, decennially (every 10 years), and based on each month (e.g., data for January from all the years, similarly for 12-months). Use appropriate Numpy data structures to store the classified data (yearly, decennially, for 12 months).
   
   
   (5%)
   
   
   

   
   
   
   




4. 
   
   
   

   
   
   
   Visualize your data with basic graphs: select at least two suitable chart types (e.g., bar, line, scatter, pie, box, etc.), and plot your graphs in different ways under each classification
   
   
   (6%)
   
   
   

   
   
   
   




5. 
   
   
   

   
   
   
   After visualizing the data in multiple ways, what are the hidden features, data points, or trends you can find?
   
   
   

   
   
   
   

   
   
   
   Briefly explain your analysis, observations, and findings:
   
   
   (5%)
   
   
   

   
   
   
   
   
   
   
   
   1. 
      
      
      

      
      
      
      What are your overall conclusions?
      
      
      

      
      
      
      
   
   
   
   
   2. 
      
      
      

      
      
      
      What are your recommendations or predictions?
      
      
      

      
      
      
      
   
   
   
   
   3. 
      
      
      

      
      
      
      What are some new things that you learned from the dataset once you visualized the data
      
      
      

      
      
      
      

      
      
      
      in different ways? What surprised you?
      
      
      

      
      
      
      

      
      
      
      Did you notice any hidden information or patterns from the data and/or graphs?
      
      
      

      
      
      
      
   
   
   
   
   4. 
      
      
      

      
      
      
      Can you think of any innovative ways to plot the data/findings?
      
      
      

      
      
      
      

      
      
      
      
      
      
      
      
      
      
      
      
      
      

      
      
      
      

      
      
      
      textfile
      
      
      

      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      

      year	month	births
      1994	1	320705
      1994	2	301327
      1994	3	339736
      1994	4	317392
      1994	5	330295
      1994	6	329737
      1994	7	345862
      1994	8	352173
      1994	9	339223
      1994	10	330172
      1994	11	319397
      1994	12	326748
      1995	1	316013
      1995	2	295094
      1995	3	328503
      1995	4	309119
      1995	5	334543
      1995	6	329805
      1995	7	340873
      1995	8	350737
      1995	9	339103
      1995	10	330012
      1995	11	310817
      1995	12	314970
      1996	1	314283
      1996	2	301763
      1996	3	322581
      1996	4	312595
      1996	5	325708
      1996	6	318525
      1996	7	345162
      1996	8	346317
      1996	9	336348
      1996	10	336346
      1996	11	309397
      1996	12	322469
      1997	1	317211
      1997	2	291541
      1997	3	321212
      1997	4	314230
      1997	5	330331
      1997	6	321867
      1997	7	346506
      1997	8	339122
      1997	9	333600
      1997	10	328657
      1997	11	307282
      1997	12	329335
      1998	1	319340
      1998	2	298711
      1998	3	329436
      1998	4	319758
      1998	5	330519
      1998	6	327091
      1998	7	348651
      1998	8	344736
      1998	9	343384
      1998	10	332790
      1998	11	313241
      1998	12	333896
      1999	1	319182
      1999	2	297568
      1999	3	332939
      1999	4	316889
      1999	5	328526
      1999	6	332201
      1999	7	349812
      1999	8	351371
      1999	9	349409
      1999	10	332980
      1999	11	315289
      1999	12	333251
      2000	1	330108
      2000	2	317377
      2000	3	340553
      2000	4	317180
      2000	5	341207
      2000	6	341206
      2000	7	348975
      2000	8	360080
      2000	9	347609
      2000	10	343921
      2000	11	333811
      2000	12	336787
      2001	1	335198
      2001	2	303534
      2001	3	338684
      2001	4	323613
      2001	5	344017
      2001	6	331085
      2001	7	351047
      2001	8	361802
      2001	9	342564
      2001	10	344074
      2001	11	323746
      2001	12	326569
      2002	1	330674
      2002	2	303977
      2002	3	331505
      2002	4	324432
      2002	5	339007
      2002	6	327588
      2002	7	357669
      2002	8	359417
      2002	9	348814
      2002	10	345814
      2002	11	318573
      2002	12	334256
      2003	1	329803
      2003	2	307248
      2003	3	336920
      2003	4	330106
      2003	5	346754
      2003	6	337425
      2003	7	364226
      2003	8	360103
      2003	9	359644
      2003	10	354048
      2003	11	320094
      2003	12	343579
      2004	1	339077
      2004	2	321348
      2004	3	352379
      2004	4	339079
      2004	5	343248
      2004	6	350876
      2004	7	365380
      2004	8	361835
      2004	9	362895
      2004	10	355048
      2004	11	342359
      2004	12	353339
      2005	1	337478
      2005	2	314890
      2005	3	355121
      2005	4	338060
      2005	5	351736
      2005	6	356576
      2005	7	363196
      2005	8	376467
      2005	9	370354
      2005	10	351161
      2005	11	342182
      2005	12	354720
      2006	1	345976
      2006	2	324435
      2006	3	362520
      2006	4	334587
      2006	5	360901
      2006	6	363615
      2006	7	373445
      2006	8	394199
      2006	9	381204
      2006	10	373685
      2006	11	357976
      2006	12	362611
      2007	1	360521
      2007	2	331617
      2007	3	365888
      2007	4	342981
      2007	5	367491
      2007	6	363486
      2007	7	384861
      2007	8	396355
      2007	9	372774
      2007	10	375272
      2007	11	359335
      2007	12	360203
      2008	1	361868
      2008	2	343354
      2008	3	355484
      2008	4	351344
      2008	5	359835
      2008	6	353430
      2008	7	380707
      2008	8	379046
      2008	9	373625
      2008	10	363420
      2008	11	328905
      2008	12	359719
      2009	1	342975
      2009	2	321122
      2009	3	352571
      2009	4	341822
      2009	5	349831
      2009	6	351620
      2009	7	373491
      2009	8	364795
      2009	9	367694
      2009	10	353059
      2009	11	325247
      2009	12	346764
      2010	1	328120
      2010	2	306393
      2010	3	343448
      2010	4	329137
      2010	5	332651
      2010	6	338966
      2010	7	349648
      2010	8	354727
      2010	9	355887
      2010	10	341767
      2010	11	330984
      2010	12	344247
      2011	1	324845
      2011	2	301927
      2011	3	334439
      2011	4	317225
      2011	5	330667
      2011	6	341637
      2011	7	349841
      2011	8	364194
      2011	9	350662
      2011	10	333132
      2011	11	326107
      2011	12	332232
      2012	1	320661
      2012	2	308262
      2012	3	328123
      2012	4	310118
      2012	5	333908
      2012	6	330785
      2012	7	351472
      2012	8	365501
      2012	9	344333
      2012	10	349973
      2012	11	329306
      2012	12	328426
      2013	1	327352
      2013	2	294882
      2013	3	323629
      2013	4	314847
      2013	5	332868
      2013	6	322868
      2013	7	352495
      2013	8	356879
      2013	9	341676
      2013	10	344285
      2013	11	322157
      2013	12	339399
      2014	1	329962
      2014	2	300899
      2014	3	326267
      2014	4	322329
      2014	5	336504
      2014	6	327680
      2014	7	357476
      2014	8	356066
      2014	9	350497
      2014	10	344471
      2014	11	318655
      2014	12	339726