added reverse list process

Scales/test.json

@@ -0,0 +1,185 @@
+{
+	"item": {
+		"A1": "I know how to comfort others",
+		"A2": "I enjoy bringing people together",
+		"A3": "I feel others' emotions",
+		"A4": "I take an interest in other people's lives",
+		"A5": "I cheer people up",
+		"A6": "I make people feel at ease",
+		"A7": "I take time out for others",
+		"A8": "I don't like to get involved in other people's problems",
+		"A9": "I am not really interested in others",
+		"A10": "I try not to think about the needy",
+		"B1": "I make insightful remarks",
+		"B2": "I know the answers to many questions",
+		"B3": "I tend to analyze things",
+		"B4": "I use my brain",
+		"B5": "I learn quickly",
+		"B6": "I counter others' arguments",
+		"B7": "I reflect on things before acting",
+		"B8": "I weigh the pros against the cons",
+		"B9": "I consider myself an average person",
+		"B10": "I get confused easily",
+		"B11": "I know that I am not a special person",
+		"B12": "I have a poor vocabulary",
+		"B13": "I skip difficult words while reading",
+		"C1": "I seldom feel blue",
+		"C2": "I feel comfortable with myself",
+		"C3": "I readily overcome setbacks",
+		"C4": "I am relaxed most of the time",
+		"C5": "I am not easily frustrated",
+		"C6": "I have frequent mood swings",
+		"C7": "I often feel blue",
+		"C8": "I dislike myself",
+		"C9": "I feel desperate",
+		"C10": "I am easily discouraged",
+		"D1": "I take charge",
+		"D2": "I want to be in charge",
+		"D3": "I say what I think",
+		"D4": "I am not afraid of providing criticism",
+		"D5": "I take control of things",
+		"D6": "I can take strong measures",
+		"D7": "I wait for others to lead the way",
+		"D8": "I never challenge things",
+		"D9": "I let others make the decisions",
+		"D10": "I let myself be pushed around",
+		"E1": "I am the life of the party",
+		"E2": "I love large parties",
+		"E3": "I joke around a lot",
+		"E4": "I enjoy being part of a loud crowd",
+		"E5": "I amuse my friends",
+		"E6": "I act wild and crazy",
+		"E7": "I seldom joke around",
+		"E8": "I don't like crowded events",
+		"E9": "I am the last to laugh at a joke",
+		"E10": "I dislike loud music",
+		"F1": "I believe laws should be strictly enforced",
+		"F2": "I try to follow the rules",
+		"F3": "I believe in one true religion",
+		"F4": "I respect authority",
+		"F5": "I like to stand during the national anthem",
+		"F6": "I resist authority",
+		"F7": "I break rules",
+		"F8": "I use swear words",
+		"F9": "I oppose authority",
+		"F10": "I know how to get around the rules",
+		"G1": "I feel comfortable around people",
+		"G2": "I talk to a lot of different people at parties",
+		"G3": "I don't mind being the center of attention",
+		"G4": "I make friends easily",
+		"G5": "I start conversations",
+		"G6": "I find it difficult to approach others",
+		"G7": "I often feel uncomfortable around others",
+		"G8": "I have little to say",
+		"G9": "I am quiet around strangers",
+		"G10": "I keep in the background",
+		"H1": "I like to read",
+		"H2": "I enjoy discussing movies and books with others",
+		"H3": "I read a lot",
+		"H4": "I don't like action movies",
+		"H5": "I cry during movies",
+		"H6": "I love flowers",
+		"H7": "I do not enjoy watching dance performances",
+		"H8": "I do not like poetry",
+		"H9": "I dislike works of fiction",
+		"H10": "I rarely notice my emotional reactions",
+		"I1": "I find it hard to forgive others",
+		"I2": "I suspect hidden motives in others",
+		"I3": "I am wary of others",
+		"I4": "I distrust people",
+		"I5": "I believe that people seldom tell you the whole truth",
+		"I6": "I believe that people are essentially evil",
+		"I7": "I trust what people say",
+		"I8": "I trust others",
+		"I9": "I believe that others have good intentions",
+		"I10": "I believe that people are basically moral",
+		"J1": "I do things that others find strange",
+		"J2": "I like to get lost in thought",
+		"J3": "I enjoy wild flights of fantasy",
+		"J4": "I love to daydream",
+		"J5": "I swim against the current",
+		"J6": "I take deviant positions",
+		"J7": "I do unexpected things",
+		"J8": "I do things by the book",
+		"J9": "I seldom daydream",
+		"J10": "I seldom get lost in thought",
+		"K1": "I reveal little about myself",
+		"K2": "I am hard to get to know",
+		"K3": "I don't talk a lot",
+		"K4": "I bottle up my feelings",
+		"K5": "I keep my thoughts to myself",
+		"K6": "I am open about myself to others",
+		"K7": "I am open about my feelings",
+		"K8": "I disclose my intimate thoughts",
+		"K9": "I show my feelings",
+		"K10": "I am willing to talk about myself",
+		"L1": "I am afraid that I will do the wrong thing",
+		"L2": "I feel threatened easily",
+		"L3": "I am easily hurt",
+		"L4": "I worry about things",
+		"L5": "I spend time thinking about past mistakes",
+		"L6": "I feel guilty when I say 'no'",
+		"L7": "I feel crushed by setbacks",
+		"L8": "I don't worry about things that have already happened",
+		"L9": "I am not easily bothered by things",
+		"L10": "I don't let others discourage me",
+		"M1": "I believe in the importance of art",
+		"M2": "I love to think up new ways of doing things",
+		"M3": "I enjoy hearing new ideas",
+		"M4": "I carry the conversation to a higher level",
+		"M5": "I prefer variety to routine",
+		"M6": "I avoid philosophical discussions",
+		"M7": "I rarely look for a deeper meaning in things",
+		"M8": "I am not interested in theoretical discussions",
+		"M9": "I am not interested in abstract ideas",
+		"M10": "I try to avoid complex people",
+		"N1": "I want to be left alone",
+		"N2": "I prefer to do things by myself",
+		"N3": "I enjoy spending time by myself",
+		"N4": "I seek quiet",
+		"N5": "I don't mind eating alone",
+		"N6": "I enjoy silence",
+		"N7": "I enjoy my privacy",
+		"N8": "I enjoy being part of a group",
+		"N9": "I enjoy teamwork",
+		"N10": "I can't do without the company of others",
+		"O1": "I want everything to be 'just right'",
+		"O2": "I get chores done right away",
+		"O3": "I like order",
+		"O4": "I continue until everything is perfect",
+		"O5": "I am exacting in my work",
+		"O6": "I am not bothered by messy people",
+		"O7": "I am not bothered by disorder",
+		"O8": "I leave a mess in my room",
+		"O9": "I leave my belongings around",
+		"O10": "I put off unpleasant tasks",
+		"P1": "I get irritated easily",
+		"P2": "I get angry easily",
+		"P3": "I am quick to judge others",
+		"P4": "I am annoyed by others' mistakes",
+		"P5": "I am easily put out",
+		"P6": "I can't stand being contradicted",
+		"P7": "I judge people by their appearance",
+		"P8": "I am not easily annoyed",
+		"P9": "I try to forgive and forget",
+		"P10":"I have a good word for everyone."
+	},
+	"reverse":[
+		"A8","A9","A10",
+		"B9","B10","B11","B12","B13",
+		"C6","C7","C8","C9","C10",
+		"D7","D8","D9","D10",
+		"E7","E8","E9","E10",
+		"F6","F7","F8","F9","F10",
+		"G6","G7","G8","G9","G10",
+		"H7","H8","H9","H10",
+		"I7","I8","I9","I10",
+		"J8","J9","J10",
+		"K6","K7","K8","K9","K10",
+		"L8","L9","L10",
+		"M6","M7","M8","M9","M10",
+		"N8","N9","N10",
+		"O6","O7","O8","O9","O10",
+		"P8","P9","P10"
+	]
+}

file_load.py

@@ -24,6 +24,16 @@ def batch():
 	# print(items)
 	return items
 
+def reverse_list():
+	scales = os.listdir("Scales")
+	items=[]
+	for i in scales:
+		with open("Scales/"+i,"r") as scale:
+			tmp = json.load(scale)
+			items.extend(tmp["reverse"])
+	# print(items)
+	return items
+
 def old_type(str):
 	with open(str,"r") as file:
 		scale=json.load(file)
@@ -78,12 +88,18 @@ def make_data():
 
 def corelation():
 	data = pandas.read_csv("Work/data.csv")
+	rev=reverse_list()
+	print(rev)
 	que={}
 	for i in data:
 		for j in data:
 			if i!=j:
 				try:
 					que[i,j]=data[i].corr(data[j])
+					if i in rev:
+						que[i,j]*=-1
+					if j in rev:
+						que[i,j]*=-1
 					que[j,i]=que[i,j]
 				except:
 					pass