Have you ever had to make up your mind? See source below or at web site http://www.awaretek.com/python Here is a semi-finished working Decision_Analysis program that features a general purpose program that can be used to help make any decision, big or small as well as four sub-programs to illustrate its use on specific problems. I hope that others will add new specific decision functions based on areas of their own expertise. The program could thus grow to cover hundreds of specific topics. Needless to say, it could also use a more user friendly gui front end, as well as making the code more presentable. But the current form works and certainly illustrates the concept. This program uses a weighted average algorithm. The user chooses any number of alternative options amongst which she would like to choose. Then, the program looks at various criteria that are important in making the decision. Then, the criteria are ranked or weighted based on importance to the user. Then, the various alternative options are scored on each criteria. The computer then calculates and recommends a particular decision. Many people have trouble making decisions. This program helps folks to sort out what is really important and why, and encourages them to make assumptions explicit in order to search for the best solution. I hope to add other functions or modules that use more sophisticated algorithms, including one algorithm that will incorporate the Bayes theory. Forgive me for publishing such a crude beginning, but I am hoping to attract at least one or two folks who would like to contribute in moving the code forward. Newbies welcome!!!! Ron Stephens rdsteph at earthlink.net http://www.awaretek.com/python print "A General Decision Analysis Program." print print "Have You Ever Had to Make Up Your Mind?" print def decisionanalysis(): # This code is placed in the public domain print print "This is a general decision program, and you can define your choices and criteria." print print "When prompted, please enter the options or choices that you need to decide amongst." print print "Then, when prompted, enter the criteria for making this decision." def get_list(heading, prompt): print heading print print "(enter a blank line to end the list)" ret = [] i = 1 while 1: line = raw_input(prompt % i) if not line: break ret.append(line) i=i+1 print return ret def get_number(prompt): res = None while res is None: try: res = float(raw_input(prompt)) except ValueError: pass return res # First, ask the user to enter the lists options = get_list("Enter your options:", "Option %d: ") criteria = get_list("Now, enter your criteria:", "Criterion %d: ") # Next, get the user to rank his criteria. I use a system where higher # is better, so that an undesirable characteristic can be given a negative # weight. # # {} is a dictionary, it can be indexed by (nearly) any expression, # and we will index it with the names of the criteria. # number of the criterion) print "A program to help you make decisions." rankings = {} print print "Enter relative importance of criteria (higher is more important)" print for c in criteria: rankings[c] = get_number("Criterion %s: " % c) # Next, get the user to score each option on all the criteria. # Here, we index the dictionary on the pair (option, criterion). # This is similar to a two-dimensional array in other languages score = {} print print "Enter score for each option on each criterion" print for o in options: print print "Scores for option %s" % o print for c in criteria: score[o, c] = get_number("Criterion %s: " % c) # Calculate the resulting score for each option. This equation # is different from Rod Stephen's original program, because I # make more important criteria have higher rankings, and even let # bad criteria have negative rankings. # The "result" dictionary is indexed with the names of the options. result = {} for o in options: value = 0 for c in criteria: print o, c, rankings[c], score[o, c] value = value + rankings[c] * score[o, c] result[o] = value # Now, I want to take the dictionary result, and turn it into a ranked list results = result.items() # A list of tuples (key, value) results.sort(lambda x, y: -cmp(x[1], y[1])) # Sort the list using the reverse of the # "value" of the entry, so that higher # values come first print print "Results, in order from highest to lowest score" print print "%5s %s" % ("Score", "Option") # Take the pairs out of results in order, and print them out for option, result in results: print "%5s %s" % (result, option) def ProgramLanguageFinal(): print "This is a program to help give you an idea which programming languages you should consider learning." print "While there are any number of languages you might consider, this program considers only 11 of the most popluar ones." print print "The program will ask you to input a ranking or weighting for a number of criteria that may be of importance" print "in choosing your next programming language." def get_list(heading, prompt): print heading print print "(enter a blank line to end the list)" ret = [] i = 1 while 1: line = raw_input(prompt % i) if not line: break ret.append(line) i=i+1 print return ret def get_number(prompt): """ get_number(prompt) -> float This function prompts for a number. If the user enters bad input, such as "cat" or "3l", it will prompt again. """ res = None while res is None: try: res = float(raw_input(prompt)) except ValueError: pass return res options = ["Python", "Perl", "Ruby", "Tcl", "JavaScript", "Visual Basic", "Java", "C++", "C", "Lisp", "Delphi"] criteria = ["ease of learning", "ease of use", "speed of program execution", "quality of available tools", "popularity", "power & expressiveness", "cross platform?", "cost"] rankings = {} print print "Enter relative importance of criteria (higher is more important)" print for c in criteria: rankings[c] = get_number("Criterion %s: " % c) # Next, get the user to score each option on all the criteria. # Here, we index the dictionary on the pair (option, criterion). # This is similar to a two-dimensional array in other languages score = {("Python", "ease of learning"):100, ("Python", "ease of use"):100, ("Python", "speed of program execution"):10, ("Python", "quality of available tools"):70, ("Python", "popularity"):50, ("Python", "power & expressiveness"):100, ("Python", "cross platform?"):100, ("Python", "cost"):100, ("Perl", "ease of learning"):50, ("Perl", "ease of use"):60, ("Perl", "speed of program execution"):20, ("Perl", "quality of available tools"):50, ("Perl", "popularity"):85, ("Perl", "power & expressiveness"):70, ("Perl", "cross platform?"):100, ("Perl", "cost"):100, ("Ruby", "ease of learning"):50, ("Ruby", "ease of use"):100, ("Ruby", "speed of program execution"):20, ("Ruby", "quality of available tools"):20, ("Ruby", "popularity"):10, ("Ruby", "power & expressiveness"):100, ("Ruby", "cross platform?"):80, ("Ruby", "cost"):100, ("Tcl", "ease of learning"):100, ("Tcl", "ease of use"):100, ("Tcl", "speed of program execution"):10, ("Tcl", "quality of available tools"):50, ("Tcl", "popularity"):40, ("Tcl", "power & expressiveness"):10, ("Tcl", "cross platform?"):100, ("Tcl", "cost"):100, ("JavaScript", "ease of learning"):70, ("JavaScript", "ease of use"):75, ("JavaScript", "speed of program execution"):10, ("JavaScript", "quality of available tools"):50, ("JavaScript", "popularity"):100, ("JavaScript", "power & expressiveness"):40, ("JavaScript", "cross platform?"):50, ("JavaScript", "cost"):100, ("Visual Basic", "ease of learning"):50, ("Visual Basic", "ease of use"):100, ("Visual Basic", "speed of program execution"):20, ("Visual Basic", "quality of available tools"):100, ("Visual Basic", "popularity"):100, ("Visual Basic", "power & expressiveness"):50, ("Visual Basic", "cross platform?"):1, ("Visual Basic", "cost"):1, ("Java", "ease of learning"):15, ("Java", "ease of use"):50, ("Java", "speed of program execution"):50, ("Java", "quality of available tools"):100, ("Java", "popularity"):90, ("Java", "power & expressiveness"):100, ("Java", "cross platform?"):100, ("Java", "cost"):100, ("C++", "ease of learning"):10, ("C++", "ease of use"):25, ("C++", "speed of program execution"):90, ("C++", "quality of available tools"):90, ("C++", "popularity"):80, ("C++", "power & expressiveness"):100, ("C++", "cross platform?"):90, ("C++", "cost"):100, ("C", "ease of learning"):15, ("C", "ease of use"):20, ("C", "speed of program execution"):100, ("C", "quality of available tools"):80, ("C", "popularity"):80, ("C", "power & expressiveness"):80, ("C", "cross platform?"):110, ("C", "cost"):100, ("Lisp", "ease of learning"):40, ("Lisp", "ease of use"):50, ("Lisp", "speed of program execution"):80, ("Lisp", "quality of available tools"):60, ("Lisp", "popularity"):25, ("Lisp", "power & expressiveness"):110, ("Lisp", "cross platform?"):80, ("Lisp", "cost"):90, ("Delphi", "ease of learning"):50, ("Delphi", "ease of use"):110, ("Delphi", "speed of program execution"):85, ("Delphi", "quality of available tools"):100, ("Delphi", "popularity"):30, ("Delphi", "power & expressiveness"):100, ("Delphi", "cross platform?"):80, ("Delphi", "cost"):10} # Calculate the resulting score for each option. # The "result" dictionary is indexed with the names of the options. result = {} for o in options: value = 0 for c in criteria: value = value + rankings[c] * score[o, c] result[o] = value # Now, I want to take the dictionary result, and turn it into a ranked list results = result.items() # A list of tuples (key, value) results.sort(lambda x, y: -cmp(x[1], y[1])) # Sort the list using the reverse of the # "value" of the entry, so that higher # values come first print print "Results, in order from highest to lowest score" print print "%5s %s" % ("Score", "Option") # Take the pairs out of results in order, and print them out for option, result in results: print "%5s %s" % (result, option) def ProgramLanguageScript(): print print "This is a program to help you choose a scripting language." print print "You will be asked to rank some important criteria as to their relative importance to you." print "These criteria are 'ease of learning', 'ease of use', 'speed of program execution'" "'quality of available tools', 'popularity', and 'power & expressiveness'" print print "Please rank each of the criteria with a number from 1 to 100 when prompted." print print "100 means of highest relative importance, 1 means of least importance." def get_list(heading, prompt): print heading print print "(enter a blank line to end the list)" ret = [] i = 1 while 1: line = raw_input(prompt % i) if not line: break ret.append(line) i=i+1 print return ret def get_number(prompt): res = None while res is None: try: res = float(raw_input(prompt)) except ValueError: pass return res # First, ask the user to enter the lists options = ["Python", "Perl", "Ruby", "Tcl", "JavaScript", "Visual Basic"] criteria = ["ease of learning", "ease of use", "speed of program execution", "quality of available tools", "popularity", "power & expressiveness", "cross platform?", "cost"] # Next, get the user to rank his criteria. I use a system where higher # is better, so that an undesirable characteristic can be given a negative # weight. # # {} is a dictionary, it can be indexed by (nearly) any expression, # and we will index it with the names of the criteria. # (For a more traditional program, we could use a list and index by the # number of the criterion) rankings = {} print print "Enter relative importance of criteria (higher is more important)" print for c in criteria: rankings[c] = get_number("Criterion %s: " % c) # Next, get the user to score each option on all the criteria. # Here, we index the dictionary on the pair (option, criterion). # This is similar to a two-dimensional array in other languages score = {("Python", "ease of learning"):100, ("Python", "ease of use"):100, ("Python", "speed of program execution"):10, ("Python", "quality of available tools"):50, ("Python", "popularity"):50, ("Python", "power & expressiveness"):100, ("Python", "cross platform?"):100, ("Python", "cost"):100, ("Perl", "ease of learning"):50, ("Perl", "ease of use"):90, ("Perl", "speed of program execution"):30, ("Perl", "quality of available tools"):50, ("Perl", "popularity"):75, ("Perl", "power & expressiveness"):100, ("Perl", "cross platform?"):100, ("Perl", "cost"):100, ("Ruby", "ease of learning"):50, ("Ruby", "ease of use"):100, ("Ruby", "speed of program execution"):10, ("Ruby", "quality of available tools"):20, ("Ruby", "popularity"):10, ("Ruby", "power & expressiveness"):100, ("Ruby", "cross platform?"):80, ("Ruby", "cost"):100, ("Tcl", "ease of learning"):100, ("Tcl", "ease of use"):100, ("Tcl", "speed of program execution"):5, ("Tcl", "quality of available tools"):50, ("Tcl", "popularity"):40, ("Tcl", "power & expressiveness"):10, ("Tcl", "cross platform?"):100, ("Tcl", "cost"):100, ("JavaScript", "ease of learning"):70, ("JavaScript", "ease of use"):75, ("JavaScript", "speed of program execution"):10, ("JavaScript", "quality of available tools"):50, ("JavaScript", "popularity"):100, ("JavaScript", "power & expressiveness"):40, ("JavaScript", "cross platform?"):50, ("JavaScript", "cost"):100, ("Visual Basic", "ease of learning"):50, ("Visual Basic", "ease of use"):100, ("Visual Basic", "speed of program execution"):20, ("Visual Basic", "quality of available tools"):100, ("Visual Basic", "popularity"):100, ("Visual Basic", "power & expressiveness"):50, ("Visual Basic", "cross platform?"):1, ("Visual Basic", "cost"):1} # Calculate the resulting score for each option. This equation # is different from Rod Stephen's original program, because I # make more important criteria have higher rankings, and even let # bad criteria have negative rankings. # The "result" dictionary is indexed with the names of the options. result = {} for o in options: value = 0 for c in criteria: print o, c, rankings[c], score[o, c] value = value + rankings[c] * score[o, c] result[o] = value # Now, I want to take the dictionary result, and turn it into a ranked list results = result.items() # A list of tuples (key, value) results.sort(lambda x, y: -cmp(x[1], y[1])) # Sort the list using the reverse of the # "value" of the entry, so that higher # values come first print print "Results, in order from highest to lowest score" print print "%5s %s" % ("Score", "Option") # Take the pairs out of results in order, and print them out for option, result in results: print "%5s %s" % (result, option) def Basketball(): print "This is a program to help you decide which team will win a basketball game" print print "When prompted, enter a number ranking each team on the prompted team skill" print "on a scale from 1 to 100, with 1 being terrible and 100 being the best imaginable" print team_one = raw_input ("What is the name of team one:") team_two = raw_input ("What is the name of team two:") criteria = {"speed":100, "size":66, "jumping_ability":50, "defense":60, "shooting":75, "ballhandling":50, "rebounding":50} scoreonespeed = input ("rank the team speed of %s on a scale of 1 to 100:" % team_one) scoretwospeed = input ("rank the team speed of %s on a scale of 1 to 100:" % team_two) scoreonesize= input ("rank the team size of %s on scale of 1 to 100" % team_one) scoretwosize= input ("rank the team size of %s on scale of 1 to 100" % team_two) scoreonejumping_ability= input("rank the jumping ability of %s" % team_one) scoretwojumping_ability= input("rank the jumping ability of %s" % team_two) scoreonedefense = input ("ramk the defense of %s" % team_one) scoretwodefense = input ("ramk the defense of %s" % team_two) scoreoneshooting = input ("rank the shooting ability of %s" % team_one) scoretwoshooting = input ("rank the shooting ability of %s" % team_two) scoreoneballhandling= input("rank the ballhandling ability of %s:" % team_one) scoretwoballhandling= input("rank the ballhandling ability of %s:" % team_two) scoreonerebounding = input ("rank the rebounding ability of %s" % team_one) scoretworebounding = input ("rank the rebounding ability of %s" % team_two) scoreteamone = (criteria["speed"])*(scoreonespeed) + (criteria["size"])*(scoreonesize) +(criteria["jumping_ability"])*(scoreonejumping_ability) +(criteria["defense"])*(scoreonedefense) + (criteria["shooting"])*(scoreoneshooting) +(criteria["ballhandling"])*(scoreoneballhandling) +(criteria["rebounding"])*(scoreonerebounding) scoreteamtwo = (criteria["speed"])*(scoretwospeed) + (criteria["size"])*(scoretwosize) +(criteria["jumping_ability"])*(scoretwojumping_ability) +(criteria["defense"])*(scoretwodefense) + (criteria["shooting"])*(scoretwoshooting) +(criteria["ballhandling"])*(scoretwoballhandling) +(criteria["rebounding"])*(scoretworebounding) print "%s has a power ranking of %d" % (team_one, scoreteamone) print print "%s has a power ranking of %d" % (team_two, scoreteamtwo) if scoreteamone > scoreteamtwo: print "%s wins!!!" % team_one elif scoreteamone == scoreteamtwo: print "the two teams are a toss-up!!!" else: print "%s wins!!!" % team_two def YesNo(): def get_list(heading, prompt): print heading print print "(enter a blank line to end the list)" ret = [] i = 1 while 1: line = raw_input(prompt % i) if not line: break ret.append(line) i=i+1 print return ret def get_number(prompt): res = None while res is None: try: res = float(raw_input(prompt)) except ValueError: pass return res options = ["Yes", "No"] criteria = get_list("Enter your criteria ...", "Criterion %d: ") rankings = {} print print "Enter relative importance of criteria (higher is more important)" print for c in criteria: rankings[c] = get_number("Criterion %s: " % c) score = {} print print "Enter score for each option on each criterion" print for o in options: print print "Score for a %s decision "% o print for c in criteria: score[o, c] = get_number("Criterion %s: " % c) # Calculate the resulting score for each option. This equation # is different from Rod Stephen's original program, because I # make more important criteria have higher rankings, and even let # bad criteria have negative rankings. # The "result" dictionary is indexed with the names of the options. result = {} for o in options: value = 0 for c in criteria: value = value + rankings[c] * score[o, c] result[o] = value results = result.items() # A list of tuples (key, value) results.sort(lambda x, y: -cmp(x[1], y[1])) # Sort the list using the reverse of the # "value" of the entry, so that higher # values come first print print "The results are" print print "%5s %s" % ("Score", "Option") for option, result in results: print "%5s %s" % (result, option) if results[0] > results[1]: print "You should decide Yes!!!" else: print print "You should decide No!!!" print while 1: # loop forever print "Please enter the number for the type of decision you wish to analayze:" print "1. General Decision Analysis, you choose the options, criteria, etc." print "2. Help in Choosing Programming Language amongst 11 popular languages" print "3. Help in choosing scripting programming language amongst 6 scripting languages" print "4. Which Basketball Team will win the Game???" print "5. Questions with Yes or No type answers" choice = input("Please type in the number of the type of decision-program you wish to run from above and hit enter:") if choice ==1: decisionanalysis() elif choice ==2: ProgramLanguageFinal() elif choice ==3: ProgramLanguageScript() elif choice ==4: Basketball() elif choice ==5: YesNo() elif choice =="quit": break # exit from infinite loop else: print "Invalid operation"
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