diff --git a/07_final_assignment/Grainger.Table.S2.xls b/07_final_assignment/Grainger.Table.S2.xls
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--- /dev/null
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diff --git a/07_final_assignment/dataDan.txt b/07_final_assignment/dataDan.txt
new file mode 100644
index 0000000..04c5fd8
--- /dev/null
+++ b/07_final_assignment/dataDan.txt
@@ -0,0 +1,8140 @@
+String Type
+acme word
+ahem word
+amen word
+atom word
+axis word
+back word
+band word
+bane word
+bang word
+bare word
+beak word
+bean word
+beau word
+beck word
+beef word
+beep word
+bees word
+beet word
+bent word
+berk word
+best word
+bite word
+boat word
+bond word
+boon word
+boor word
+boos word
+bore word
+born word
+brow word
+bust word
+came word
+cane word
+cert word
+chap word
+char word
+chat word
+chem word
+chew word
+chic word
+chid word
+cite word
+come word
+coon word
+dais word
+dame word
+deed word
+deem word
+deep word
+deer word
+dell word
+dime word
+dire word
+dome word
+done word
+doom word
+door word
+dory word
+dose word
+dost word
+doth word
+dour word
+down word
+dust word
+each word
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+fame word
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+feat word
+fiat word
+find word
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+fool word
+fore word
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+gist word
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diff --git a/07_final_assignment/description.txt b/07_final_assignment/description.txt
deleted file mode 100644
index 218614d..0000000
--- a/07_final_assignment/description.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-final assignment
-the final assignment will be on Rescorla-Wagner networks and the XOR (exclusive or) problem, and more in general, whether a Rescorla-Wagner network can learn a nonlinearly separable problem given sufficient "background cues"
-
-this final assignment will be due at the latest three weeks after the end of the course (giving you time to first get all your exams done)
-
-details on this assignment will be added next week
diff --git a/07_final_assignment/finalAssignment.txt b/07_final_assignment/finalAssignment.txt
new file mode 100644
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--- /dev/null
+++ b/07_final_assignment/finalAssignment.txt
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+Grainger et al. (2012) trained baboons to do a lexical decision task, with
+food as reward for correct decisions (paper on moodle).
+
+From the perspective of discrimination learning (and prior work on animal
+learning), the results are fun but not unexpected.
+
+The words and nonwords used by Grainger and colleagues are available in the
+excel file Grainger.Table.S2.xls .
+
+I extracted the data for the first baboon in a separate file (dataDan.txt),
+and the next bit of R code (which requires the ndl package and a special
+function learnWeights.fnc available in the file learnWeights.R) shows that
+just learning on the words and nonwords with a flat distribution already
+picks up on the words.
+
+#-------------------------------------------------------------------------
+
+library(ndl)
+source("learnWeights.R")        # creates learnWeights.fnc
+dat = read.table("dataDan.txt", T, stringsAsFactors=FALSE)
+dat$Cues = orthoCoding(dat$String, grams=2)
+dat$Frequency=1
+dat$Outcomes = dat$Type
+# reshuffle order of learning events
+
+# use Danks equilibrium equations 
+wD = estimateWeights(dat, alpha=0.1, beta=0.1)
+aD = estimateActivations(dat, wD)$activationMatrix
+aD = aD[,order(colnames(aD))]
+dat$ChoiceD = apply(aD, 1, FUN=function(v){
+                   if(v[1]>=v[2]) {
+                     return("nonword")
+                   } else {
+                     return("word")
+                   }})
+table(dat$Type, dat$ChoiceD)
+#         
+#          nonword word
+#  nonword    7832    0
+#  word        116  191
+
+
+
+
+# use RW equations learning event by learning event
+# now order becomes important
+set.seed(314)
+dat = dat[sample(1:nrow(dat)),]
+cues = unique(unlist(strsplit(dat$Cues, "_")))
+outcomes = unique(unlist(strsplit(dat$Outcomes, "_")))
+wRW = learnWeights.fnc(dat, cues, outcomes, alpha=0.1, beta=0.1)
+aRW = estimateActivations(dat, wRW)$activationMatrix
+aRW = aRW[,order(colnames(aRW))]
+
+dat$ChoiceRW = apply(aRW, 1, FUN=function(v){
+                   if(v[1]>=v[2]) {
+                     return("nonword")
+                   } else {
+                     return("word")
+                   }})
+table(dat$Type, dat$ChoiceRW)
+#         
+#          nonword word
+#  nonword    7832    0
+#  word        296   11
+
+
+#-------------------------------------------------------------------------
+
+With the overwhelming numbers of nonwords in the training data, iterative
+learning is not as successful.  Interestingly, Grainger at al. trained
+the monkeys in a more subtle (and for the monkeys, more encouraging) way:
+
+   "Words and nonwords were presented randomly in blocks of 100 trials.  The
+   100-trial sessions were composed of 25 presentations of a novel word to
+   learn, 25 presentations of words randomly selected from already learned
+   words, and 50 nonword trials. Each new word was added to the ever-increasing
+   pool of already learned words, once responses to that word exceeded 80%
+   correct within the preceding session. Thus, in terms of explicit information
+   available to the baboons, a word was defined as a string of letters that was
+   repeatedly presented, whereas a nonword was rarely repeated. The baboons
+   responded by touching one of two shapes shown on the touch screen and were
+   given a food reward after a correct response (Fig. 1C) (see the
+   supplementary materials for more details)."
+
+Let's create a fictive first block of 100 learning trials.
+
+
+#-------------------------------------------------------------------------
+
+dat = read.table("dataDan.txt", T, stringsAsFactors=FALSE)
+dat$Cues = orthoCoding(dat$String, grams=2)
+dat$Frequency=1
+dat$Outcomes = dat$Type
+
+set.seed(314)
+words = dat[dat$Type=="word",]
+nonwords = dat[dat$Type=="nonword",]
+words1 = words[sample(1:nrow(words), 50),]
+nonwords1 = nonwords[sample(1:nrow(nonwords),50),]
+block1 = rbind(words1,nonwords1)
+block1 = block1[sample(1:nrow(block1)),]
+
+cues = unique(unlist(strsplit(block1$Cues, "_")))
+outcomes = unique(unlist(strsplit(block1$Outcomes, "_")))
+block1.w = learnWeights.fnc(datset=block1,cueset=cues, outcomeset=outcomes, 
+                            alpha=sqrt(0.001), beta=sqrt(0.001), lambda=1.0)
+block1.a = estimateActivations(block1, block1.w)$activationMatrix
+block1.a = block1.a[,order(colnames(block1.a))]
+
+block1$Choice = apply(block1.a, 1, FUN=function(v){
+                   if(v[1]>=v[2]) {
+                     return("nonword")
+                   } else {
+                     return("word")
+                   }})
+table(block1$Type, block1$Choice)
+#         
+#          nonword word
+#  nonword      38   12
+#  word          1   49
+
+
+#-------------------------------------------------------------------------
+
+Now, iterative learning fares much better (half of the stimuli are words).
+In other words, after this first block, 49 out of 50 words would have been
+learned.  Success rates will, of course, vary as we change the random
+ordering of learning events.
+
+Your final assignment is to simulate the learning of the six monkeys in the
+Grainger et al. experiment.  Try to reconstruct, to the extent possible, the
+kind of learning exposure that the six monkeys were given (see the above quote
+and the paper itself).
+
+These monkeys learn with different success rates.  Experiment with the values
+of alpha, beta, and lambda to see if you can make your simulation model perform
+with different success rates. Also investigate to what extent different orders
+(and random selections of items) could give rise to different learning
+performance.
+
+It is likely that the iterative RW equations will perform at ceiling.
+If so, you will want to make learning less effective, perhaps by letting
+the monkey make random guesses instead of prediction - other ideas welcomed!
+
+Your final paper should be in the form of a short report, with an abstract, a
+statement of the problem, a short reportage of the simulations and results
+obtained, and your conclusions about what is most likely to underlie the
+different success rates of the baboons.  Also provide a list of references, and
+add your R code in an appendix.  Your paper should be roughly APA compliant.
+
+As before, you can make this into a group project if you would like to do so.
+
+The grade for this assignment will have twice the weight of the five preceeding
+assignments.
+
+
+
+
+
diff --git a/07_final_assignment/learnWeights.R b/07_final_assignment/learnWeights.R
new file mode 100644
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+++ b/07_final_assignment/learnWeights.R
@@ -0,0 +1,35 @@
+learnWeights.fnc = function(datset=block1, cueset=cues, outcomeset=outcomes, 
+                            alpha=sqrt(0.001), beta=sqrt(0.001), lambda=1.0) {
+  # set up weight matrix and assign row and column names
+  w = matrix(0, length(cueset), length(outcomeset))
+  rownames(w)=cueset
+  colnames(w)=outcomeset
+  # make a list of relevant sets of cues
+  cues = strsplit(datset$Cues, "_")
+  # loop over all learning events in datset, row by row
+  for (i in 1:length(cues)) {
+    # apply Rescorla-Wagner equations
+    Vtotals = colSums(w[cues[[i]], outcomeset])
+    for (j in 1:length(cues[[i]])) {
+      if (datset$Type[i]=="nonword") {
+        w[cues[[i]][j],"nonword"] =  w[cues[[i]][j],"nonword"] + 
+                                     alpha*beta*(lambda-Vtotals["nonword"])
+        w[cues[[i]][j],"word"] =  w[cues[[i]][j],"word"] + 
+                                     alpha*beta*(0-Vtotals["word"])
+      } else {
+        if (datset$Type[i]=="word") {
+          w[cues[[i]][j],"word"] =  w[cues[[i]][j],"word"] + 
+                                       alpha*beta*(lambda-Vtotals["word"])
+          w[cues[[i]][j],"nonword"] =  w[cues[[i]][j],"nonword"] + 
+                                       alpha*beta*(0-Vtotals["nonword"])
+        }
+      }
+    }
+  }
+  # and return weight matrix at the end of learning
+  return(w)
+}
+
+
+
+