; the difference variables of turtles declared turtles-own [ heads-count tails-count total-tosses heads-fraction tails-fraction] to setup clear-all reset-ticks create-turtles 1 ask patches [ set pcolor 59] ask turtles [ ; intial random display of Heads ot Tails ifelse toss? [ set shape "coin_heads" ] [ set shape "coin_tails" ] set size 4 ] end to go ask turtles [ ; subsequent toss random results ifelse toss? ; if toss is true, execute the following [ set shape "coin_heads" ; rotate the coin randomly form 0 to 360) for simulation effects only right random 361 set heads-count ( heads-count + 1 ) ] ; if toss is false, execute the following [ set shape "coin_tails" right random 361 set tails-count ( tails-count + 1 ) ] ; calculation of some variables set total-tosses ( heads-count + tails-count ) set heads-fraction ( 100 * heads-count / total-tosses ) set tails-fraction ( 100 * tails-count / total-tosses ) ] tick end ; to report True (for Heads) or False (for Tails) randomly. to-report toss? report random 2 = 0 end @#$#@#$#@ GRAPHICS-WINDOW 485 10 853 379 -1 -1 40.0 1 10 1 1 1 0 1 1 1 -4 4 -4 4 1 1 1 ticks 30.0 BUTTON 320 10 465 75 Keep Tossing go T 1 T OBSERVER NIL NIL NIL NIL 1 BUTTON 12 10 151 75 Reset Tosses setup NIL 1 T OBSERVER NIL NIL NIL NIL 1 PLOT 12 220 467 639 Toss Outcome Ratio Tosses % of Heads and Tails 0.0 10.0 -10.0 110.0 true false "" "" PENS "100" 1.0 0 -1513240 true "" "plot 100" "0" 1.0 0 -1513240 true "" "plot 0" "mid" 1.0 0 -16777216 true "" "plot 50" "heads" 1.0 0 -14835848 true "" "plot sum [ tails-fraction ] of turtles " "tails" 1.0 0 -955883 true "" "plot sum [ heads-fraction ] of turtles" MONITOR 125 85 234 142 Total Heads [ heads-count] of turtles 17 1 14 MONITOR 237 85 346 142 Total Tails [ tails-count ] of turtles 17 1 14 MONITOR 12 85 121 142 Total Tosses [ total-tosses ] of turtles 17 1 14 MONITOR 15 150 230 207 % of Heads [ heads-fraction ] of turtles 17 1 14 MONITOR 250 150 465 207 % of Tails [ tails-fraction ] of turtles 17 1 14 BUTTON 165 10 306 75 Toss Once go NIL 1 T OBSERVER NIL NIL NIL NIL 1 MONITOR 350 85 467 142 H-T Difference ( sum [ heads-count ] of turtles ) - ( sum [ tails-count ] of turtles ) 0 1 14 TEXTBOX 13 663 863 747 Coin Toss Experiment:\n\nAfter resetting, click on \"Toss Once\" to flip the coin once. Click \"Keep Tossing\" to keep on tossing the coin continuously. The various self-explanatory monitors display the results of the coin tosses. 17 92.0 1 @#$#@#$#@ ## WHAT IS IT? NetLogo Coin Toss Experiment - to study "the principle of a priori probability". ## HOW IT WORKS In every go-loop, or tick, the random function is called to display either a head or tails of a Coin. An additional random call rotates the Coin by an arbitrary angle to give the likeness of a coin toss. Connection of the Coin, the agent, to it's next state is entirely random and therefore has no connection with it's earlier state. (Subject to the limitations of the random function.) ## HOW TO USE IT 1. Clear all earlier states, information, displays, etc by hitting "Reset Tosses". 2. Click on "Toss Once" to toss the coin once. Observe the outcome is the Netlogo World. Obsever monitors and graphs. Keep clicking on "Toss Once" and keep observing the outcomes. Once you have got an understanding to the displays on the monitors and graphs, you can click on "Keep Tossing" and observe the outcome of a large number of tosses. Its good to observe a million or so tosses. ### Monitors to observe - "Total Heads" (or "Total Tails", or "Total Tosses") monitor display the total number of Heads (or Tails, or the Total number of Tosses) executed so far. - "H-T Difference" monitor displays the diffference between Heads to Tails outcome. - "% of Heads" (or "% of Tails") display the percentage of Heads (or Tails) outcome. ## THINGS TO NOTICE - As the number of tosses increase, the ratio of a "Heads" (or "Tails") approach 50% of the total number of tosses. - Sometimes you may observe a large inequality (maybe about 1,000) between "Heads" and "Tails" outcome. But such differences are small compared to the total number of tosses. ## THINGS TO TRY Run the Experiment a few times, each time for about 1000000 ticks. Observe the "H-T Difference" and also the plot which should taper out at 50% for both Heads (or Tails). ## HOW TO CITE If you mention this model or the NetLogo software in a publication, we ask that you include the citations below. For the model itself: * Borah, A. (2023). NetLogo Coin-Toss Model, Mokokchung, Nagaland. Please cite the NetLogo software as: * Wilensky, U. (1999). NetLogo. http://ccl.northwestern.edu/netlogo/. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL. ## REFERENCES 1. Law of Large Numbers. https://en.wikipedia.org/wiki/Law_of_large_numbers 2. Fundamental Postulate of Statistical Physics. https://en.wikipedia.org/wiki/Statistical_mechanics#Fundamental_postulate ## COPYRIGHT AND LICENSE - Licence: Free to Copy, Modify and Distribute. - Original Creator: Abhijit Borah, Mokokchung, Nagaland. 25th February, 2023. @#$#@#$#@ default true 0 Polygon -7500403 true true 150 5 40 250 150 205 260 250 airplane true 0 Polygon -7500403 true true 150 0 135 15 120 60 120 105 15 165 15 195 120 180 135 240 105 270 120 285 150 270 180 285 210 270 165 240 180 180 285 195 285 165 180 105 180 60 165 15 arrow true 0 Polygon -7500403 true true 150 0 0 150 105 150 105 293 195 293 195 150 300 150 box false 0 Polygon -7500403 true true 150 285 285 225 285 75 150 135 Polygon -7500403 true true 150 135 15 75 150 15 285 75 Polygon -7500403 true true 15 75 15 225 150 285 150 135 Line -16777216 false 150 285 150 135 Line -16777216 false 150 135 15 75 Line -16777216 false 150 135 285 75 bug true 0 Circle -7500403 true true 96 182 108 Circle -7500403 true 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