text: 
  # --------------------------------------------------------------------------- #
  # --------------------------------------------------------------------------- #
  # AUTHOR: César Miranda Meza
  # COMPLETITION DATE: September 21, 2021.
  # LAST UPDATE: November 08, 2021.
  #
  # This code is used to create a database for certain evaluation and validation
  # purposes of the CenyML library.
  # --------------------------------------------------------------------------- #
  # --------------------------------------------------------------------------- #
  # Python version 3.9.7
  
  
  
  # ------------------------------- #
  # ----- IMPORT OF LIBRARIES ----- #
  # ------------------------------- #
  import random
  
  
  # ------------------------------------ #
  # ----- MAIN PROGRAM STARTS HERE ----- #
  # ------------------------------------ #
  # ----- START OF: Variables to be mannually defined by the implementer ----- #
  f = open("100systems_1000samplesPerSys.txt","w+") # Create a new file to store data in it.
  totalSystemsEvaluated = 100; # This will define the number of systems that will be sampled.
  samplesGeneratedPerSystem = 1000; # This will define the number of samples to generate for each requested sampled system.
  rangeOfIndependentVariables = 100; # This will define the values to be generated for the independent variables will be ranged from 0 to the value defined in this variable.
  sampleTime = rangeOfIndependentVariables / samplesGeneratedPerSystem # This will define the sample time in between each sample generated for each of the generated systems.
  f.write("id;system_id;dependent_variable;independent_variable_1\n") # Write the header titles for each of the desired columns.
  # ---- END OF: Variables to be mannually defined by the implementer ----- #
  
  # ----- Generate the sample data and store it into the specified file ----- #
  currentRandomValue1 = 0 # This variable will be used by the program to store random values
  currentIndVarData1 = 0 # This variable will be used by the program to store each of the outputs of the independent variable 1.
  currentId = 1 # This varible will be used by the program to store the value of the current Id to be tagged for the current sample generated.
  x1 = 0 # This variable will be used to save in memory the current value of the independent variable 1
  # For-loop for each system to generate
  for currentSystem in range(1, totalSystemsEvaluated+1):
      # For-loop for each sample to generate for each of the systems to generate
      for currentSampleOfCurrentSystem in range(1, samplesGeneratedPerSystem+1):
          currentRandomValue1 = 0 # We will not generate a random bias value.
          x1 = (sampleTime * currentSampleOfCurrentSystem)
          currentIndVarData1 = (89 - 5.41*x1 + 0.19*x1**2 - 0.0028*x1**3 + +(1.4e-5)*x1**4) + currentRandomValue1 # This is the equation that will govern the generated systems.
          f.write(format(currentId) + ";" + format(currentSystem) + ";" + format(currentIndVarData1) + ";" + format(sampleTime * currentSampleOfCurrentSystem) + "\n") # Write the new line of data into the file.
          currentId = currentId + 1 # Increase the counter of the current row Id
  
  # ----- Close the file when the program is done inserting data into it ----- #
  f.close()
  