groupFormation-ICA.nlogo

;; This is the first model for the high-risk high-gain project with Mike and Ashley
;; Here we'd like to apply HK model in more than 1D and look how agents adapt in >1D opinion space and whether they form groups.
;; THIS IS THE EXACT VERSION WHICH PRODUCES RESULTS FOR ICA ABSTRACT
;;

;; Created:  2021-10-21 FranCesko
;; Edited:   2021-11-06 FranCesko
;; Encoding: windows-1250
;; NetLogo:  6.1.1
;;

;; Parameters:
;;   Small-world network (Watts-Strogatz)
;;   agents have more than 1 type of attitude
;;   opinion on scale <-1;+1>
;;   boundary -- defines range as fraction of maximum possible Eucleid distance in n-dimensional space, this maximum depends on number of opinions: sqrt(opinions * 4)
;;



extensions [nw]

turtles-own [Opinion-position Speak? Uncertainty Record Last-opinion]

globals [main-Record components positions]


;; Initialization and setup
to setup
  ca
  ask patches [set pcolor patch-color]

  if set-seed? [random-seed RS]

  nw:generate-watts-strogatz turtles links N-agents n-neis p-random [
    fd (max-pxcor - 1)
    set size (max-pxcor / 10)
    set Opinion-position n-values opinions [precision (1 - random-float 2) 3]
    set Last-opinion Opinion-position
    set Record n-values record-length [0]
    set speak? speaking
    set Uncertainty get-uncertainty
    getColor
  ]

  ask patches [set pcolor patch-color]
  ask links [set hidden? TRUE]
  set main-Record n-values record-length [0]

  reset-ticks
end


to-report get-uncertainty
  let uValue 0
  if boundary-drawn = "constant" [set uValue boundary]
  if boundary-drawn = "uniform" [set uValue precision (random-float (2 * boundary)) 3]
  report uValue
end


to getPlace
  if X-opinion > opinions [set X-opinion 1]
  if Y-opinion > opinions [set Y-opinion 1]

  facexy ((item (X-opinion - 1) opinion-position) * max-pxcor) ((item (Y-opinion - 1) opinion-position) * max-pycor)
  set xcor (item (X-opinion - 1) opinion-position) * max-pxcor
  set ycor (item (Y-opinion - 1) opinion-position) * max-pycor
end

to getColor
  ifelse speak? [
    set color 15 + 4 * mean(opinion-position)
    set size (max-pxcor / 10)
  ][
    set color white
    set size 0
  ]
end

to-report speaking
  report p-speaking > random-float 1
end

to-report patch-color
  report 59.9 - (9.8 * (ln(1 + count turtles-here) / ln(N-agents)))
end

;; Main routine
to go

  if updating > opinions [set updating opinions]

  ask turtles [
    ;; speaking and coloring
    set speak? speaking
    getColor
    getPlace
    set Last-opinion Opinion-position

    ;; Mechanism of opinion change
    change-opinion-HK
  ]

  ask patches [set pcolor patch-color]
  ask turtles [
    ;; we take 1 if opinion is same, we take 0 if opinion changes, then
    ;; we put on the start of the list Record, but we omit the last item from Record
    set Record fput ifelse-value (Last-opinion = Opinion-position) [1][0] but-last Record
  ]
  set main-Record fput precision (mean [mean Record] of turtles) 3 but-last main-Record

  tick

  if mean main-Record = 1 [last-steps stop]
end


to last-steps
  set components []
  set positions []
  while [count turtles > 0] [
    ask one-of turtles [
      let comp turtles with [opinion-position = [opinion-position] of myself]
      if count comp > smallest-component [
        set components fput count comp components
        set positions fput ([opinion-position] of one-of comp) positions
      ]
      ask comp [die]
    ]
  ]

  print components
  print positions
end


to change-opinion-HK
  let visibles other link-neighbors with [color != white]
  let influentials visibles with [opinion-distance <= (Uncertainty * sqrt(opinions * 4))]

  if count influentials > 0 [
      let op-list shuffle n-of updating range opinions ;; here we draw a list of dimensions which we will update
      let step 0
      while [step < updating] [
        let i (item step op-list)
        set opinion-position replace-item i opinion-position precision (mean [item i opinion-position] of influentials) 3 ;; NOTE: H-K model really assumes that agent adopts immediatelly the 'consesual' position
        set step step + 1
      ]
  ]
end


to-report opinion-distance
  let my opinion-position
  let her [opinion-position] of myself
  let steps length my
  let step 0
  let dist 0
  while [step < steps] [
    set dist dist + (item step my - item step her) ^ 2
    set step step + 1
  ]
  set dist sqrt dist
  report dist
end
@#$#@#$#@
GRAPHICS-WINDOW
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459
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-1
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1
1
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0
0
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5
-5
5
1
1
1
ticks
30.0

BUTTON
18
156
81
189
NIL
setup
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
81
156
144
189
GO!
go
T
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
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156
206
189
Step
go\n;ask turtles [\n;  set speak? TRUE\n;  getColor\n;]
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1
T
OBSERVER
NIL
NIL
NIL
NIL
1

SLIDER
29
198
201
231
N-agents
N-agents
10
1000
129.0
10
1
NIL
HORIZONTAL

SLIDER
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327
201
360
n-neis
n-neis
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150
16.0
1
1
NIL
HORIZONTAL

SLIDER
29
360
201
393
p-random
p-random
0
0.5
0.0
0.01
1
NIL
HORIZONTAL

SLIDER
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230
201
263
opinions
opinions
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50
2.0
1
1
NIL
HORIZONTAL

BUTTON
27
469
82
502
getPlace
ask turtles [getPlace]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

SLIDER
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262
201
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p-speaking
p-speaking
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1
0.1
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1
NIL
HORIZONTAL

SLIDER
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boundary
boundary
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1
0.15
0.01
1
NIL
HORIZONTAL

INPUTBOX
32
10
104
70
RS
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1
0
Number

SWITCH
105
10
215
43
set-seed?
set-seed?
1
1
-1000

BUTTON
84
469
139
502
getColor
ask turtles [\n  set speak? TRUE\n  getColor\n]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
140
471
195
504
inspect
inspect turtle 0\nask turtle 0 [print opinion-position]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
195
471
250
504
sizes
show sort remove-duplicates [count turtles-here] of turtles 
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
250
471
305
505
HIDE!
\nask turtles [set hidden? TRUE]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
303
473
358
506
SHOW!
\nask turtles [set hidden? FALSE]\nask turtles [set size (max-pxcor / 10)]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

CHOOSER
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107
171
152
boundary-drawn
boundary-drawn
"uniform" "normal" "constant"
0

PLOT
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262
1484
382
Distribution of 'Uncertainty'
NIL
NIL
0.0
1.0
0.0
10.0
true
false
"" ""
PENS
"default" 0.05 1 -16777216 true "" "histogram [Uncertainty] of turtles"

BUTTON
358
473
446
506
avg. Unretainty
show mean [Uncertainty] of turtles
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
445
473
507
506
Hide links
ask links [set hidden? TRUE]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

BUTTON
507
473
567
506
Show links
ask links [set hidden? FALSE]
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

SLIDER
1055
10
1227
43
X-opinion
X-opinion
1
50
1.0
1
1
NIL
HORIZONTAL

SLIDER
1056
47
1228
80
Y-opinion
Y-opinion
1
50
2.0
1
1
NIL
HORIZONTAL

BUTTON
566
473
637
506
avg. Opinion
show mean [mean opinion-position] of turtles
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

PLOT
674
258
1277
495
Developement of opinions
NIL
NIL
0.0
10.0
-0.01
0.01
true
true
"" ""
PENS
"Op01" 1.0 0 -16777216 true "" "plot mean [item 0 opinion-position] of turtles"
"Op02" 1.0 0 -7500403 true "" "if opinions >= 2 [plot mean [item 1 opinion-position] of turtles]"
"Op03" 1.0 0 -2674135 true "" "if opinions >= 3 [plot mean [item 2 opinion-position] of turtles]"
"Op04" 1.0 0 -955883 true "" "if opinions >= 4 [plot mean [item 3 opinion-position] of turtles]"
"Op05" 1.0 0 -6459832 true "" "if opinions >= 5 [plot mean [item 4 opinion-position] of turtles]"
"Op06" 1.0 0 -1184463 true "" "if opinions >= 6 [plot mean [item 5 opinion-position] of turtles]"
"Op07" 1.0 0 -10899396 true "" "if opinions >= 7 [plot mean [item 6 opinion-position] of turtles]"
"Op08" 1.0 0 -13840069 true "" "if opinions >= 8 [plot mean [item 7 opinion-position] of turtles]"
"Op09" 1.0 0 -14835848 true "" "if opinions >= 9 [plot mean [item 8 opinion-position] of turtles]"
"Op10" 1.0 0 -11221820 true "" "if opinions >= 10 [plot mean [item 9 opinion-position] of turtles]"
"Op11" 1.0 0 -13791810 true "" "if opinions >= 11 [plot mean [item 10 opinion-position] of turtles]"

SLIDER
33
74
171
107
updating
updating
1
50
1.0
1
1
NIL
HORIZONTAL

PLOT
674
107
1311
257
Stability of turtles (average)
NIL
NIL
0.0
10.0
0.0
1.0
true
true
"" ""
PENS
"Turtles" 1.0 0 -16777216 true "" "plot mean [mean Record] of turtles"
"Main record" 1.0 0 -2674135 true "" "plot mean main-Record"

BUTTON
765
10
842
43
avg. Record
show mean [mean Record] of turtles
NIL
1
T
OBSERVER
NIL
NIL
NIL
NIL
1

MONITOR
764
47
868
92
avg. Record
mean [mean Record] of turtles
6
1
11

SLIDER
29
425
201
458
record-length
record-length
10
100
100.0
1
1
NIL
HORIZONTAL

SLIDER
29
393
201
426
smallest-component
smallest-component
1
10
5.0
1
1
NIL
HORIZONTAL

@#$#@#$#@
## WHAT IS IT?

(a general understanding of what the model is trying to show or explain)  

## HOW IT WORKS

(what rules the agents use to create the overall behavior of the model)

## HOW TO USE IT

(how to use the model, including a description of each of the items in the Interface tab)

## THINGS TO NOTICE

(suggested things for the user to notice while running the model)

## THINGS TO TRY

(suggested things for the user to try to do (move sliders, switches, etc.) with the model)

## EXTENDING THE MODEL

(suggested things to add or change in the Code tab to make the model more complicated, detailed, accurate, etc.)

## NETLOGO FEATURES

(interesting or unusual features of NetLogo that the model uses, particularly in the Code tab; or where workarounds were needed for missing features)

## RELATED MODELS

(models in the NetLogo Models Library and elsewhere which are of related interest)

## CREDITS AND REFERENCES

(a reference to the model's URL on the web if it has one, as well as any other necessary credits, citations, and links)
@#$#@#$#@
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airplane
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flag
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flower
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@#$#@#$#@
NetLogo 6.1.1
@#$#@#$#@
@#$#@#$#@
@#$#@#$#@
<experiments>
  <experiment name="firstTry" repetitions="1" runMetricsEveryStep="false">
    <setup>setup</setup>
    <go>go</go>
    <timeLimit steps="5000"/>
    <metric>components</metric>
    <metric>positions</metric>
    <steppedValueSet variable="RS" first="1" step="1" last="10"/>
    <enumeratedValueSet variable="N-agents">
      <value value="129"/>
      <value value="257"/>
      <value value="513"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="p-random">
      <value value="0.05"/>
      <value value="0.25"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="n-neis">
      <value value="4"/>
      <value value="16"/>
      <value value="64"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="opinions">
      <value value="1"/>
      <value value="2"/>
      <value value="16"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="updating">
      <value value="1"/>
      <value value="8"/>
      <value value="16"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="boundary">
      <value value="0.1"/>
      <value value="0.2"/>
      <value value="0.3"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="boundary-drawn">
      <value value="&quot;constant&quot;"/>
      <value value="&quot;uniform&quot;"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="p-speaking">
      <value value="0.1"/>
      <value value="0.5"/>
      <value value="0.9"/>
      <value value="1"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="smallest-component">
      <value value="5"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="X-opinion">
      <value value="5"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="Y-opinion">
      <value value="1"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="model">
      <value value="&quot;HK&quot;"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="min-boundary">
      <value value="0"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="sigma">
      <value value="0.05"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="set-seed?">
      <value value="true"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="mu">
      <value value="0.5"/>
    </enumeratedValueSet>
    <enumeratedValueSet variable="record-length">
      <value value="100"/>
    </enumeratedValueSet>
  </experiment>
</experiments>
@#$#@#$#@
@#$#@#$#@
default
0.0
-0.2 0 0.0 1.0
0.0 1 1.0 0.0
0.2 0 0.0 1.0
link direction
true
0
Line -7500403 true 150 150 90 180
Line -7500403 true 150 150 210 180
@#$#@#$#@
0
@#$#@#$#@