diff --git a/run b/run
index 3769e89..b59f00a 100755
--- a/run
+++ b/run
@@ -618,58 +618,115 @@ addMode('tables', 'QA on HTML tables', lambda { |e| l(
   letDefault(:class, 'main'),
   sel(:class, {
     'main' => 'edu.stanford.nlp.sempre.Main',
-    'check' => 'edu.stanford.nlp.sempre.tables.test.DPParserChecker',
-    'align' => 'edu.stanford.nlp.sempre.tables.alignment.IBMAligner',
+    'check' => 'edu.stanford.nlp.sempre.tables.test.DPDParserChecker',
+    'align' => l('edu.stanford.nlp.sempre.tables.alignment.AlignerMain', o('maxTrainIters', 11)),
     'dump' => 'edu.stanford.nlp.sempre.tables.serialize.SerializedDumper',
-    'load' => l('edu.stanford.nlp.sempre.tables.serialize.SerializedLoader', let(:parser, 'dummy')),
+    'load' => l('edu.stanford.nlp.sempre.tables.serialize.SerializedLoader', let(:parser, 'serialized')),
     'stats' => 'edu.stanford.nlp.sempre.tables.test.TableStatsComputer',
+    'ann-data' => 'edu.stanford.nlp.sempre.tables.serialize.AnnotatedDatasetGenerator',
+    'ann-table' => 'edu.stanford.nlp.sempre.tables.serialize.AnnotatedTableGenerator',
+    'alter' => l('edu.stanford.nlp.sempre.tables.alter.BatchTableAlterer', let(:parser, 'serialized')),
+    'alter-ex' => l('edu.stanford.nlp.sempre.tables.alter.AlteredTablesExecutor', let(:parser, 'serialized')),
   }),
   # Fig parameters
-  selo(:cldir, 'execDir', '_OUTPATH_', '.'),
-  o('overwriteExecDir'), o('addToView', 0), o('jarFiles', 'libsempre/*'),
+  selo(:cldir, 'execDir', '_OUTPATH_', 'exec'),
+  o('overwriteExecDir'), o('addToView', 11), o('jarFiles', 'libsempre/*'),
   sel(:cldir, l(), '>/dev/null'),
   # Set environment for table execution
   o('executor', 'tables.lambdadcs.LambdaDCSExecutor'),
-  o('Builder.valueEvaluator', 'tables.TableValueEvaluator'),
-  o('TargetValuePreprocessor.targetValuePreprocessor', 'tables.TableValuePreprocessor'),
+  o('targetValuePreprocessor', 'tables.TableValuePreprocessor'),
   o('NumberFn.unitless'), o('NumberFn.alsoTestByConversion'),
   o('TypeInference.typeLookup', 'tables.TableTypeLookup'),
   o('JoinFn.specializedTypeCheck', false), o('JoinFn.typeInference', true),
+  # Value Evaluator
+  letDefault(:eval, 'value'),
+  sel(:eval, {
+    'value' => o('Builder.valueEvaluator', 'tables.TableValueEvaluator'),
+    'denotation' => o('Builder.valueEvaluator', 'tables.TableValueEvaluator'),  # alias of 'value'
+    'formula' => l(
+      o('Builder.valueEvaluator', 'tables.TableFormulaEvaluator'),
+      o('fallBackToValueEvaluator', false),
+    nil),
+  }),
   # Parser
   letDefault(:parser, 'floatsize'),
   sel(:parser, {
-    'floatsize' => l(
+    'old-floatsize' => l(
       o('Builder.parser', 'FloatingParser'),
       o('useSizeInsteadOfDepth'),
       o('FloatingParser.maxDepth', 15),
     nil),
-    'baseline' => l(
+    'old-baseline' => l(
       o('Builder.parser', 'tables.baseline.TableBaselineParser'),
     nil),
-    'dummy' => o('Builder.parser', 'tables.serialize.DummyParser'),
+    'serialized' => o('Builder.parser', 'tables.serialize.SerializedParser'),
+    # ACL 2016
+    'grow-dp' => l(
+      o('Builder.parser', 'tables.dpd.DPDParser'),
+      o('useSizeInsteadOfDepth'),
+      o('FloatingParser.maxDepth', 8),
+    nil),
+    'grow-float' => l(
+      o('Builder.parser', 'FloatingParser'),
+      o('useSizeInsteadOfDepth'),
+      o('FloatingParser.maxDepth', 8),
+      o('FloatingParser.betaReduce'), o('initialFloatingHasZeroDepth'),
+    nil),
+    'grow-mix' => l(
+      o('Builder.parser', 'MixParser'),
+      o('MixParser.parsers', 'FloatingParser', 'tables.serialize.SerializedParser:train-0xc'),
+      o('useSizeInsteadOfDepth'),
+      o('FloatingParser.maxDepth', 8),
+      o('FloatingParser.betaReduce'), o('initialFloatingHasZeroDepth'),
+    nil),
   }),
-  o('FloatingParser.useAnchorsOnce', true),
+  o('Parser.verbose', 1),
   letDefault(:pruning, 1),
   sel(:pruning,
     l(),
     l(
       o('DerivationPruner.pruningStrategies', *tablesPruningStrategies),
       o('DerivationPruner.pruningComputers', 'tables.TableDerivationPruningComputer'),
+      o('recursivePruning', false),
     nil),
   nil),
   # Grammar
   tablesGrammarPaths,
+  letDefault(:fuzzy, 1),
+  sel(:fuzzy,
+    l(),
+    l(o('fuzzyMatchSubstring'), o('fuzzyMatchMaxEditDistanceRatio', 0.3), o('alsoReturnUnion'), o('alsoMatchPart')),
+  nil),
+  letDefault(:normalize, 1),
+  sel(:normalize,
+    l(),
+    l(o('genericDateValue'), o('numberCanStartAnywhere'), o('num2CanStartAnywhere'), o('NumberFn.alsoTestByIsolatedNER')),
+  nil),
+  letDefault(:anchor, 1),
+  sel(:anchor, {
+    1 => o('FloatingParser.useAnchorsOnce', true),
+    2 => l(o('FloatingParser.useAnchorsOnce', false), o('FloatingParser.useMaxAnchors', 2)),
+  }),
   # Dataset
   letDefault(:data, 'none'),
-  letDefault(:unseen, 0),
-  tablesDataPaths,
+  tableDataPaths,
   # Verbosity
   o('FeatureVector.ignoreZeroWeight'),
   o('maxPrintedPredictions', 10), o('maxPrintedTrue', 10), o('logFeaturesLimit', 10),
-  letDefault(:verbose, 0),
+  o('LambdaDCSException.noErrorMessage'),
+  letDefault(:verbose, 2),
   sel(:verbose,
     l(),
     l(
+      o('putCellNameInCanonicalUtterance'), o('showUtterance'),
+    nil),
+    l(
+      o('putCellNameInCanonicalUtterance'), o('showUtterance'),
+      o('summarizeRuleTime'), o('summarizeDenotations'),
+    nil),
+    l(
+      o('putCellNameInCanonicalUtterance'), o('showUtterance'),
+      o('summarizeRuleTime'), o('summarizeDenotations'),
       o('showRules'),
       o('Parser.verbose', 2),
       o('JoinFn.verbose', 3),
@@ -686,25 +743,25 @@ addMode('tables', 'QA on HTML tables', lambda { |e| l(
   # Training
   letDefault(:train, 0),
   sel(:train,
-    l(),
+    l(
+      let(:l1, 0),
+    nil),
     l(
       o('combineFromFloatingParser'),
-      sel(:unseen, unbalancedTrainDevSplit, l()),
       o('maxTrainIters', 3),
       o('showValues', false), o('showFirstValue'),
     nil),
     l(
       # for dumping derivations (@class=dump)
       # force unbalancedTrainDevSplit + combine from floating parser
-      o('combineFromFloatingParser'), o('DPParser.cheat'),
-      sel(:unseen, unbalancedTrainDevSplit, l()),
+      o('combineFromFloatingParser'), o('DPDParser.cheat'),
     nil),
   nil),
   # Regularization
   letDefault(:l1, 1),
   sel(:l1,
     l(),
-    l(o('Params.l1Reg','lazy'), o('Params.l1RegCoeff', '3e-5')),
+    l(o('Params.l1Reg','lazy'), o('Params.l1RegCoeff', '3e-5')),    # Default
     l(o('Params.l1Reg','lazy'), selo(nil, 'Params.l1RegCoeff', 0, 0.00001, 0.0001, 0.001, 0.01)),
     l(o('Params.l1Reg','lazy'), selo(nil, 'Params.l1RegCoeff', 0.00001, 0.00003, 0.0001, 0.0003)),
     l(o('Params.l1Reg','lazy'), selo(nil, 'Params.l1RegCoeff', 0.00001, 0.00003, 0.0005)),
@@ -720,6 +777,10 @@ addMode('tables', 'QA on HTML tables', lambda { |e| l(
       o('FeatureExtractor.featureDomains', 'custom-denotation phrase-predicate phrase-denotation headword-denotation missing-predicate'.split),
       o('FeatureExtractor.featureComputers', 'tables.features.PhrasePredicateFeatureComputer tables.features.PhraseDenotationFeatureComputer'.split),
     nil),
+    'all-fragment' => l(
+      o('FeatureExtractor.featureDomains', 'custom-denotation phrase-denotation headword-denotation phrase-fragment'.split),
+      o('FeatureExtractor.featureComputers', 'tables.features.PhraseDenotationFeatureComputer tables.features.PhraseFragmentFeatureComputer'.split),
+    nil),
     'baseline' => l( # For the baseline classifier
       o('FeatureExtractor.featureDomains', 'custom-denotation phrase-denotation headword-denotation table-baseline'.split),
       o('FeatureExtractor.featureComputers', 'tables.baseline.TableBaselineFeatureComputer tables.features.PhraseDenotationFeatureComputer'.split),
@@ -741,7 +802,6 @@ addMode('tables', 'QA on HTML tables', lambda { |e| l(
     'none' => l(),
     'careful' => l(
       o('maxNforLexicalizeAllPairs', 2),
-      o('traverseWithFormulaTypes'), o('reverseNameValueConversion', 'allBang'),
       o('lookUnderCellProperty'), o('useGenericCellType'),
       o('computeFuzzyMatchPredicates'),
     nil),
@@ -754,6 +814,7 @@ def tablesGrammarPaths
     l(
       letDefault(:grammar, 'combined-all'),
       sel(:grammar, {
+        'custom' => l(),
         'restrict' => o('Grammar.inPaths', "#{baseDir}restrict.grammar"),
         'simple' => o('Grammar.inPaths', "#{baseDir}simple.grammar"),
         'combined' => o('Grammar.inPaths', "#{baseDir}combined.grammar"),
@@ -769,10 +830,25 @@ def tablesGrammarPaths
           o('Grammar.inPaths', "#{baseDir}combined.grammar"),
           o('Grammar.tags', *'alternative movement comparison count aggregate superlative arithmetic merge'.split),
         nil),
+        'combined-more' => l(
+          o('Grammar.inPaths', "#{baseDir}combined.grammar"),
+          o('Grammar.tags', *'alternative movement comparison count aggregate superlative arithmetic merge u-superlative neq'.split),
+        nil),
         'combined-trigger' => l(    # Use trigger words for operations
           o('Grammar.inPaths', "#{baseDir}combined.grammar"),
           o('Grammar.tags', *'t-alternative t-movement t-comparison t-count t-aggregate t-superlative t-arithmetic merge'.split),
         nil),
+        # ACL 2016
+        'grow-custom' => l(
+          o('Grammar.inPaths', "#{baseDir}grow.grammar"),
+          o('Grammar.binarizeRules', false),
+        nil),
+        'grow-default' => l(
+          o('Grammar.inPaths', "#{baseDir}grow.grammar"),
+          o('Grammar.binarizeRules', false),
+          o('Grammar.tags', *'scoped merge-and arithmetic comparison alternative neq yearrange part closedclass scoped-2args-merge-and'.split),
+          let(:anchor, 2),
+        nil),
       }),
     nil)
   }
@@ -790,21 +866,20 @@ def tablesDataPaths
           "train,#{baseDir}training.examples",
           "test,#{baseDir}pristine-unseen-tables.examples"),
         o('Dataset.trainFrac', 1), o('Dataset.devFrac', 0),
-        let(:unseen, 1),
       nil),
     }
     # Development sets: 80:20 random split of training data
     ['1', '2', '3', '4', '5'].each do |x|
       datasets['u-' + x] = l(
         o('Dataset.inPaths',
-          "train,#{baseDir}random-split-seed-#{x}-train.examples",
-          "dev,#{baseDir}random-split-seed-#{x}-test.examples",
+          "train,#{baseDir}random-split-#{x}-train.examples",
+          "dev,#{baseDir}random-split-#{x}-dev.examples",
         nil),
-        let(:unseen, 1),
       nil)
     end
     # That's it!
     l(
+      o('splitDevFromTrain', false),
       o('TableKnowledgeGraph.baseCSVDir', csvDir),
       sel(:data, datasets),
     nil)
@@ -813,23 +888,25 @@ end
 
 def tablesPruningStrategies
   [
-    # Formula
-    "atomic",
-    "multipleSuperlatives",
-    "sameMerge",
-    "forwardBackward",
-    "doubleNext",
-    # Denotation
+    ### Critical strategies
     "emptyDenotation",
     "nonLambdaError",
+    ### Strategies that do not depend on the children's actual formulas
+    "singleton",
     "tooManyValues",
-    "badSuperlativeHead",
+    "badSummarizerHead",
     "mistypedMerge",
+    ### Strategies that depend on the children's formulas
+    "doubleNext",
+    "doubleSummarizers",
+    "sameMerge",
+    "unsortedMerge",
+    "typeRowMerge",
   nil].compact
 end
 
 
-
+############################################################
 # {2015-01-18} Generate utterances [Percy]
 addMode('genovernight', 'Generate utterances for overnight semantic parsing', lambda { |e| l(
   'fig/bin/qcreate',
diff --git a/tables/alignment/compiled b/tables/alignment/compiled
deleted file mode 120000
index 150691f..0000000
--- a/tables/alignment/compiled
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/data/tables/compiled/
\ No newline at end of file
diff --git a/tables/alignment/csv b/tables/alignment/csv
deleted file mode 120000
index 2f37b28..0000000
--- a/tables/alignment/csv
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/data/tables/csv/
\ No newline at end of file
diff --git a/tables/alignment/execs b/tables/alignment/execs
deleted file mode 120000
index b9dd3ee..0000000
--- a/tables/alignment/execs
+++ /dev/null
@@ -1 +0,0 @@
-../../state/execs/
\ No newline at end of file
diff --git a/tables/codalab-schema b/tables/codalab-schema
index 5241a23..71583ef 100644
--- a/tables/codalab-schema
+++ b/tables/codalab-schema
@@ -1,14 +1,15 @@
 // Codalab schema for SEMPRE runs
 % schema sempre
+% add uuid uuid [0:8]
 % add name
 % add state state
 % add date created date
-% add host remote s/\..*/
+% add host remote s/[.].*/
 % add disk data_size size
 % add mem memory size
 % add time time duration
 % add |
-% add data /options.map:Dataset.inPaths "s/WikiTableQuestions\/compiled\// | s/\.examples/ | s/unnormalized/U | s/normalized/N | s/unseen-(train|dev)-seed/u"
+% add data /options.map:Dataset.inPaths "s/WikiTableQuestions\/compiled\// | s/\.examples/ | s/unnormalized/U | s/normalized/N | s/unseen-(train|dev)-seed/u | s/random-split/u"
 % add maxex /options.map:Dataset.maxExamples
 % add parser /options.map:Builder.parser
 % add beam /options.map:Parser.beamSize %d
diff --git a/tables/dump-parsers/convert-to-postfix.py b/tables/dump-parsers/convert-to-postfix.py
new file mode 100755
index 0000000..e64514b
--- /dev/null
+++ b/tables/dump-parsers/convert-to-postfix.py
@@ -0,0 +1,130 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Convert LispTree formulas to Postfix.
+
+If the file is tab-separated, only process the first column.
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import fileinput
+import lisptree
+
+NUMBER_PREFIX = 'N'
+DATE_PREFIX = 'D'
+TYPE_ROW = 'type-row'
+AGGREGATE = ['count', 'min', 'max', 'sum', 'avg']
+MERGE_ARITH = ['and', 'or', '-']
+SUPERLATIVE = ['argmin', 'argmax']
+
+def convert(tree, args):
+    answer = []
+    u_stack = []
+    def recurse(subtree):
+        if isinstance(subtree, basestring):
+            answer.append(subtree)
+            return
+        if isinstance(subtree[0], basestring):
+            opr = subtree[0]
+            if opr in AGGREGATE:
+                assert len(subtree) == 2, str(subtree)
+                recurse(subtree[1])
+                answer.append(opr)
+            elif opr in MERGE_ARITH:
+                assert len(subtree) == 3, str(subtree)
+                recurse(subtree[1])
+                recurse(subtree[2])
+                answer.append(opr)
+            elif opr in SUPERLATIVE:
+                assert len(subtree) in (3, 5), str(subtree)
+                if len(subtree) == 3:
+                    u, b = subtree[1], subtree[2]
+                else:
+                    u, b = subtree[3], subtree[4]
+                if args.implicit_superlative_lambda:
+                    assert b[0] == 'reverse'
+                    assert b[1][0] == 'lambda'
+                    u_stack.append(convert(u, args))
+                    recurse(b[1][2])
+                    answer.append(opr)
+                    u_stack.pop()
+                else:
+                    recurse(u)
+                    recurse(b)
+                    answer.append(opr)
+            elif opr == 'lambda':
+                assert len(subtree) == 3, str(subtree)
+                recurse(subtree[2])
+                answer.append(opr)
+            elif opr == 'reverse':
+                assert len(subtree) == 2, str(subtree)
+                recurse(subtree[1])
+                answer.append(opr)
+            elif opr == 'var':
+                assert len(subtree) == 2, str(subtree)
+                if args.implicit_superlative_lambda:
+                    answer.extend(u_stack[-1])
+                answer.append(subtree[1])
+            elif opr == 'number':
+                assert len(subtree) == 2, str(subtree)
+                answer.append(NUMBER_PREFIX + subtree[1])
+            elif opr == 'date':
+                assert len(subtree) == 4, str(subtree)
+                answer.append(DATE_PREFIX + '-'.join(
+                    'XX' if x == '-1' else x for x in subtree[1:4]))
+            else:    # Join with a name
+                assert len(subtree) == 2, str(subtree)
+                if (args.collapse_type_row and
+                        'fb:type.object.type' == opr and
+                        'fb:type.row' == subtree[1]):
+                    answer.append(TYPE_ROW)
+                else:
+                    recurse(subtree[1])
+                    answer.append(opr)
+                    if not args.implicit_join:
+                        answer.append('.')
+        else:   # Join with a complex construct
+            assert len(subtree) == 2, str(subtree)
+            if args.implicit_join:
+                # Only allows ((reverse ...) ...)
+                assert subtree[0][0] == 'reverse', str(subtree)
+                assert len(subtree[0]) == 2, str(subtree)
+                recurse(subtree[1])
+                answer.append('!' + subtree[0][1])
+            else:
+                recurse(subtree[1])
+                recurse(subtree[0])
+                answer.append('.')
+    recurse(tree)
+    return answer
+
+def process(line, args):
+    line = line[:-1].split('\t')
+    print '\t'.join([' '.join(convert(lisptree.parse(line[0]), args))] + line[1:])
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-j', '--implicit-join', action='store_true',
+            help='Do not output "." for joins')
+    parser.add_argument('-s', '--implicit-superlative-lambda', action='store_true',
+            help='Do not output "lambda reverse" for superlatives')
+    parser.add_argument('-t', '--collapse-type-row', action='store_true',
+            help='Collapse "(type row)" into a single token')
+    parser.add_argument('infile')
+    args = parser.parse_args()
+
+    if args.infile != '-':
+        opener = gzip.open if args.infile.endswith('.gz') else open 
+        with opener(args.infile, 'r', 'utf8') as fin:
+            for line in fin:
+                process(line, args)
+    else:
+        for line in sys.stdin:
+            process(line, args)
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/count-sizes.py b/tables/dump-parsers/count-sizes.py
new file mode 100755
index 0000000..5e63181
--- /dev/null
+++ b/tables/dump-parsers/count-sizes.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Count the size of each example in the file.
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import glob, gzip
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-m', '--max-size', default=8)
+    parser.add_argument('indirs', nargs='+')
+    args = parser.parse_args()
+
+    for i, indir in enumerate(sorted(args.indirs)):
+        print >> sys.stderr, 'INDIR {:2}: {}'.format(i, indir)
+
+    filenames = []
+    for indir in args.indirs:
+        filenames.extend(glob.glob(os.path.join(indir, '*.gz')))
+    print >> sys.stderr, len(filenames), 'files.'
+    
+    count = 0
+    for filename in sorted(filenames):
+        print >> sys.stderr, 'Processing', filename
+        with gzip.open(filename) as fin:
+            for line in fin:
+                if line.startswith('#'):
+                    tokens = line.strip().split()
+                    assert tokens[1] == 'Example'
+                    ex_id = tokens[2]
+                    sizes = defaultdict(int)
+                    count += 1
+                elif line.startswith(')'):
+                    print '\t'.join([ex_id] + [str(sizes[i]) for i in xrange(args.max_size + 1)])
+                else:
+                    match = re.search(r'\$ROOT:(\d+)', line)
+                    if match:
+                        sizes[int(match.group(1))] += 1
+            print >> sys.stderr, 'Processed', count, 'examples'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/derivation-lisptree-to-tsv.py b/tables/dump-parsers/derivation-lisptree-to-tsv.py
new file mode 100755
index 0000000..b44329e
--- /dev/null
+++ b/tables/dump-parsers/derivation-lisptree-to-tsv.py
@@ -0,0 +1,63 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Convert derivation LispTree to TSV.
+
+Each input line has the following format:
+  (derivation
+    (formula ...)
+    (value ...)
+    (type ...)
+    (canonicalUtterance ...)
+  )
+
+Currently prints out 'formula <tab> size'
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import gzip, fileinput
+import lisptree
+
+def process(line):
+    line = line.strip()
+    if line.startswith('Processing'):
+        print '#' * 20, line[:-1], '#' * 20
+    if not line.startswith('(derivation '):
+        return
+    # Just find matching parentheses
+    # Wow this is an awful hack
+    line = re.sub(r'^\(derivation \(formula ', '', line)
+    num_open = 0
+    stuff = []
+    for char in line:
+        stuff.append(char)
+        if char == '(':
+            num_open += 1
+        elif char == ')':
+            num_open -= 1
+            if not num_open:
+                break
+    formula = ''.join(stuff)
+    size = int(re.search(r'\$ROOT:(\d+)', line).group(1))
+    print '\t'.join(str(x) for x in [formula, size])
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('infile')
+    args = parser.parse_args()
+
+    if args.infile != '-':
+        opener = gzip.open if args.infile.endswith('.gz') else open 
+        with opener(args.infile, 'r', 'utf8') as fin:
+            for line in fin:
+                process(line)
+    else:
+        for line in sys.stdin:
+            process(line)
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/generate-train-and-test.py b/tables/dump-parsers/generate-train-and-test.py
new file mode 100755
index 0000000..a511bee
--- /dev/null
+++ b/tables/dump-parsers/generate-train-and-test.py
@@ -0,0 +1,53 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Convert dump gzip file to training and test files.
+- Training file does not contain the contexts
+- Test file has only the first 200 examples.
+
+The parser is super specific to the dump produced by
+./run @mode=tables @class=dump
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import gzip
+
+def process(fin, fout_train, fout_test):
+    # First line
+    meta = fin.readline()
+    fout_train.write(meta)
+    fout_test.write("(metadata (group test) (size 200))\n")
+    # The rest
+    count = 0
+    for line in fin:
+        if line[0] == '#':
+            count += 1
+            if count % 500 == 0:
+                print >> sys.stderr, 'Processing', count, '...' 
+        if not line.startswith('  (context'):
+            fout_train.write(line)
+        if count <= 200:
+            fout_test.write(line)
+    print >> sys.stderr, 'Done processing', count, 'examples.'
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('infile')
+    args = parser.parse_args()
+
+    infile = args.infile
+    assert infile.endswith('.gz')
+    out_train = re.sub(r'\.gz$', '-train.gz', infile)
+    out_test = re.sub(r'\.gz$', '-test.gz', infile)
+
+    with gzip.open(args.infile) as fin:
+        with gzip.open(out_train, 'w') as fout_train:
+            with gzip.open(out_test, 'w') as fout_test:
+                process(fin, fout_train, fout_test)
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/lisptree.py b/tables/dump-parsers/lisptree.py
new file mode 100644
index 0000000..102589f
--- /dev/null
+++ b/tables/dump-parsers/lisptree.py
@@ -0,0 +1,60 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""LispTree utilities."""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+def parse(x):
+    """Parse a LispTree string into a (nested) Python list."""
+    stack = [[]]
+    buff = []
+    in_quote = False
+    is_escape = False
+    for c in x:
+        if in_quote:
+            if is_escape:
+                is_escape = False
+                buff.append(c)
+            else:
+                if c == '"':
+                    in_quote = False
+                    stack[-1].append(''.join(buff))
+                    buff = None
+                elif c == '\\':
+                    is_escape = True
+                else:
+                    buff.append(c)
+        else:
+            if c == '(':
+                assert buff == []
+                stack.append([])
+            elif c == '"':
+                assert buff == []
+                in_quote = True
+            elif c == ')':
+                if buff:
+                    stack[-1].append(''.join(buff))
+                buff = []
+                last = stack.pop()
+                stack[-1].append(last)
+            elif c in ' \n\t':
+                if buff:
+                    stack[-1].append(''.join(buff))
+                buff = []
+            else:
+                assert buff is not None
+                buff.append(c)
+    assert len(stack) == 1 and len(stack[0]) == 1
+    return stack[0][0]
+
+if __name__ == '__main__':
+    # Tests
+    a = '(derivation (formula (max ((reverse fb:cell.cell.date) ((reverse fb:row.row.year) (and (fb:row.row.league fb:cell.usl_a_league) (fb:row.row.playoffs (!= fb:cell.usl_a_league))))))) (value (list (date 2004 -1 -1))) (type (union fb:type.number fb:type.datetime)) (canonicalUtterance $ROOT:8))'
+    print a
+    print parse(a)
+    a = r'(derivation (formula ((reverse fb:row.row.venue) (argmax (number 1) (number 1) (fb:row.row.venue ((reverse fb:row.row.venue) (fb:row.row.position fb:cell.1st))) (reverse (lambda x ((reverse fb:row.row.index) (var x))))))) (value (list (name fb:cell.bangkok_thailand "Bangkok, \"Thai\"land"))) (type fb:type.cell) (canonicalUtterance $ROOT:8))'
+    print a
+    print parse(a)
diff --git a/tables/dump-parsers/print-formulas.py b/tables/dump-parsers/print-formulas.py
new file mode 100755
index 0000000..29285f9
--- /dev/null
+++ b/tables/dump-parsers/print-formulas.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Take in lines of derivations
+and print the abbreviated formulas."""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import gzip
+
+def process(line):
+    line = line.strip()
+    if line.startswith('Processing'):
+        print '#' * 20, line[:-1], '#' * 20
+    if not line.startswith('(derivation '):
+        return
+    # Extract only formula
+    line = re.sub(r'^\(derivation \(formula ', '', line)
+    num_open = 0
+    stuff = []
+    for char in line:
+        stuff.append(char)
+        if char == '(':
+            num_open += 1
+        elif char == ')':
+            num_open -= 1
+            if not num_open:
+                break
+    line = ''.join(stuff)
+    # Abbreviate stuff
+    line = re.sub(r'\(reverse ([^()]*)\)', r'!\1', line)
+    line = re.sub(r'\(number ([^()]*)\)', r'\1', line)
+    line = line.replace('fb:row.row.next', '@next')
+    line = line.replace('fb:row.row.index', '@index')
+    line = line.replace('fb:type.object.type', '@type')
+    line = line.replace('fb:type.row', '@row')
+    line = line.replace('fb:row.row.', 'r.')
+    line = line.replace('fb:cell.cell.', '@p.')
+    line = line.replace('@p.number', '@p.num')
+    line = line.replace('fb:cell.', 'c.')
+    print line
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('infile')
+    args = parser.parse_args()
+
+    if args.infile != '-':
+        opener = gzip.open if args.infile.endswith('.gz') else open 
+        with opener(args.infile, 'r', 'utf8') as fin:
+            for line in fin:
+                process(line)
+    else:
+        for line in sys.stdin:
+            process(line)
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/split.py b/tables/dump-parsers/split.py
new file mode 100755
index 0000000..dd42691
--- /dev/null
+++ b/tables/dump-parsers/split.py
@@ -0,0 +1,62 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Split gzip files generated from SerializedDumper
+into multiple files, each with only a single example.
+
+The filenames are the example IDs.
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+import glob, gzip
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('destdir')
+    parser.add_argument('indirs', nargs='+')
+    args = parser.parse_args()
+
+    for i, indir in enumerate(sorted(args.indirs)):
+        print >> sys.stderr, 'INDIR {:2}: {}'.format(i, indir)
+
+    if os.path.exists(args.destdir):
+        if raw_input('Delete {} directory? (y/N): '.format(args.destdir))[0:].lower() != 'y':
+            return
+        shutil.rmtree(args.destdir)
+    os.makedirs(args.destdir)
+
+    filenames = []
+    for indir in args.indirs:
+        filenames.extend(glob.glob(os.path.join(indir, '*.gz')))
+    print >> sys.stderr, len(filenames), 'files.'
+    
+    count = 0
+    for filename in sorted(filenames):
+        print >> sys.stderr, 'Processing', filename
+        with gzip.open(filename) as fin:
+            fout = None
+            metadata = fin.readline()
+            group = re.search(r'\(group ([^)]*)\)', metadata).group(1)
+            for line in fin:
+                if line.startswith('#'):
+                    tokens = line.strip().split()
+                    assert tokens[1] == 'Example'
+                    ex_id = tokens[2]
+                    if fout:
+                        fout.close()
+                    new_filename = 'dumped-single_{}-{:06d}-{}.gz'.format(group, count, ex_id)
+                    fout = gzip.open(os.path.join(args.destdir, new_filename), 'wb')
+                    print >> fout, '(metadata (group {}) (offset {}) (size 1))'.format(group, count)
+                    count += 1
+                if fout:
+                    fout.write(line)
+            if fout:
+                fout.close()
+            print >> sys.stderr, 'Written', count, 'files'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/dump-parsers/write-simple-s2s-dataset.py b/tables/dump-parsers/write-simple-s2s-dataset.py
new file mode 100755
index 0000000..bc41739
--- /dev/null
+++ b/tables/dump-parsers/write-simple-s2s-dataset.py
@@ -0,0 +1,69 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Write a simple sequence-to-sequence dataset
+in the default format of nn-semparse.
+
+- Only the shortest formula is retained.
+- Optionally, example ID is given as the first column
+"""
+
+import sys, os, shutil, re, argparse, json, gzip, random
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+def get_formula(fpost):
+    formulas = []
+    for line in fpost:
+        formula, size = line[:-1].split('\t')
+        formulas.append([formula, int(size)])
+    if not formulas:
+        return None
+    # Choose a formula
+    best_size = min(x[1] for x in formulas)
+    best_formulas = [x[0] for x in formulas if x[1] == best_size]
+    return random.choice(best_formulas)
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('annotated_path',
+            help='paths to annotated TSV')
+    parser.add_argument('dataset_path',
+            help='path to dataset TSV')
+    parser.add_argument('postfix_dir',
+            help='path to postfix directory')
+    parser.add_argument('-e', '--ex-id', action='store_true',
+            help='add example ID as the first column')
+    args = parser.parse_args()
+
+    # Read annotated data
+    annotated = {}
+    with open(args.annotated_path, 'r', 'utf8') as fin:
+        header = fin.readline()[:-1].split('\t')
+        for line in fin:
+            record = dict(zip(header, line[:-1].split('\t')))
+            annotated[record['id']] = record
+    
+    # Read dataset in order
+    count = 0
+    with open(args.dataset_path, 'r', 'utf8') as fin:
+        header = fin.readline()[:-1].split('\t')
+        for line in fin:
+            record = dict(zip(header, line[:-1].split('\t')))
+            record = annotated[record['id']]
+            ex_id = record['id']
+            question = record['tokens'].split('|')
+            with gzip.open(os.path.join(args.postfix_dir, ex_id + '.gz')) as fpost:
+                random.seed(ex_id)
+                formula = get_formula(fpost)
+            if formula:
+                fields = [' '.join(question), formula]
+                if args.ex_id:
+                    fields.insert(0, ex_id)
+                print u'\t'.join(fields)
+                count += 1
+    print >> sys.stderr, 'Printed', count, 'examples.'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/grammars/base-predicates.grammar b/tables/grammars/base-predicates.grammar
new file mode 100644
index 0000000..efb9e73
--- /dev/null
+++ b/tables/grammars/base-predicates.grammar
@@ -0,0 +1,84 @@
+# Grammar for Printing out Base Predicates
+
+################################################################
+# Macros
+
+(def @R reverse)
+(def @type fb:type.object.type)
+(def @row fb:type.row)
+(def @numdate (union fb:type.number fb:type.datetime))
+
+(def @next fb:row.row.next)
+(def @index fb:row.row.index)
+(def @p.num fb:cell.cell.number)
+(def @p.date fb:cell.cell.date)
+(def @p.num2 fb:cell.cell.num2)
+(def @p.part fb:cell.cell.part)
+
+################################################################
+# Base Rules for Sets
+
+################################
+# Anchored Rules
+
+# Fuzzy match the utterance phrase to a table cell (or part of cell)
+(rule $Set ($PHRASE) (FuzzyMatchFn entity) (anchored 1))
+
+# Extract number or date value from the phrase
+(rule $Set ($PHRASE) (NumberFn) (anchored 1))
+(rule $Set ($PHRASE) (DateFn) (anchored 1))
+(when yearrange
+  (rule $Set ($PHRASE) (YearRangeFn) (anchored 1))
+)
+
+################################
+# Floating Rules
+
+# Set of all rows
+(rule $Set (nothing) (ConstantFn (@type @row)))
+
+(when closedclass
+  # Generate things like "null"
+  (rule $Set (nothing) (tables.match.ClosedClassFn generic))
+  # If a column contains only a few unique things, generate them
+  (rule $Set (nothing) (tables.match.ClosedClassFn column))
+)
+
+################################################################
+# Binaries
+
+# Table column relations (row <-> cell)
+(rule $Binary (nothing) (FuzzyMatchFn any binary))
+
+# Normalization relations (cell <-> primitive)
+(when (not prenormalized)
+  (for @property (@next @index @p.num @p.date @p.num2)
+    (rule $Binary (nothing) (ConstantFn @property))
+  )
+  (when part
+    (rule $Binary (nothing) (ConstantFn @p.part))
+  )
+)
+(when prenormalized
+  (for @property (@next @index)
+    (rule $Binary (nothing) (ConstantFn @property))
+  )
+)
+
+# Comparison
+(when comparison
+  (for @comparison (< > <= >=)
+    (rule $Comparison (nothing) (ConstantFn @comparison))
+  )
+)
+(when neq
+  (rule $Neq (nothing) (ConstantFn !=))
+)
+
+################################################################
+# ROOT
+
+(rule $ROOT ($Set) (IdentityFn))
+(rule $ROOT ($Binary) (IdentityFn))
+(rule $ROOT ($Comparison) (IdentityFn))
+(rule $ROOT ($Neq) (IdentityFn))
diff --git a/tables/grammars/combined.grammar b/tables/grammars/combined.grammar
index 7381cd5..3f95e42 100644
--- a/tables/grammars/combined.grammar
+++ b/tables/grammars/combined.grammar
@@ -17,8 +17,8 @@
 (def @!p.num !fb:cell.cell.number)
 (def @p.date fb:cell.cell.date)
 (def @!p.date !fb:cell.cell.date)
-(def @p.second fb:cell.cell.second)
-(def @!p.second !fb:cell.cell.second)
+(def @p.num2 fb:cell.cell.num2)
+(def @!p.num2 !fb:cell.cell.num2)
 
 ################################################################
 # Lexicon
@@ -32,6 +32,7 @@
 
 ################################
 # Create binary from thin air
+#(rule $Entity (nothing) (ConstantFn fb:cell.null))
 (rule $Binary (nothing) (FuzzyMatchFn any binary))
 (rule $Unary (nothing) (FuzzyMatchFn any unary))
 
@@ -42,7 +43,7 @@
   (rule $Property (nothing) (ConstantFn @property))
 )
 (when second
-  (rule $Property (nothing) (ConstantFn @p.second))
+  (rule $Property (nothing) (ConstantFn @p.num2))
 )
 
 ################################################################
@@ -97,8 +98,7 @@
 (when movement
   # (@next (...[rows]...)) --> ...[rows]...
   (for @movement (@next @!next)
-    # HACK: Added 'nothing' to prevent unary cycle
-    (rule $RowSet (nothing $RowSet) (lambda r (@movement (var r))))
+    (rule $RowSet ($RowSet) (lambda r (@movement (var r))))
   )
 )
 
@@ -228,7 +228,7 @@
 (when superlative
   (for @argm (argmax argmin)
     # "first", "last"
-    (rule $RowSet (nothing $RowSet) (lambda r (@argm 1 1 (var r) @index)))
+    (rule $RowSet ($RowSet) (lambda r (@argm 1 1 (var r) @index)))
     # Generic argmax / argmin on rows or values
     (rule $RowSet ($RowSet $FnOnRow) (lambda r (lambda f (@argm 1 1 (var r) (@R (var f))))))
     (when u-superlative
diff --git a/tables/grammars/generic.grammar b/tables/grammars/generic.grammar
deleted file mode 100644
index 40648fa..0000000
--- a/tables/grammars/generic.grammar
+++ /dev/null
@@ -1,174 +0,0 @@
-# Generic Grammar
-# Use more generic compositional patterns.
-
-################################################################
-# Macros
-
-(def @R reverse)
-(def @type fb:type.object.type)
-(def @row fb:type.row)
-
-(def @next fb:row.row.next)
-(def @!next !fb:row.row.next)
-(def @index fb:row.row.index)
-(def @!index !fb:row.row.index)
-
-(def @p.num fb:cell.cell.number)
-(def @!p.num !fb:cell.cell.number)
-(def @p.date fb:cell.cell.date)
-(def @!p.date !fb:cell.cell.date)
-
-################################################################
-# Lexicon
-
-################################
-# Anchored Rules: Entity, Unary, Binary
-(rule $Entity ($PHRASE) (FuzzyMatchFn entity) (anchored 1))
-(rule $Binary ($PHRASE) (FuzzyMatchFn binary) (anchored 1))
-(rule $Entity ($PHRASE) (NumberFn) (anchored 1))
-(rule $Entity ($PHRASE) (DateFn) (anchored 1))
-
-################################
-# Create binary from thin air
-(rule $Binary (nothing) (FuzzyMatchFn any binary))
-
-################################
-# Property
-# (@p.num (number 42)) / (@p.date (date 2012 12 21))
-(for @property (@p.num @p.date)
-  (rule $Property (nothing) (ConstantFn @property))
-)
-
-################################################################
-# Composition
-
-# $RowSet = list of rows (type = fb:row.row)
-# $ValueSet = list of values (NameValue or other primitives)
-# $SingleValue = number representing count (may not make sense to compose it with other things)
-
-################################
-# Generic Rows
-# (@type @row)
-(rule $RowSet (nothing) (ConstantFn (@type @row)))
-
-################################
-# Join
-# c_name.barack_obama
-(rule $ValueSet ($Entity) (IdentityFn))
-# (or c_name.barack_obama c_name.bill_clinton)
-(rule $ValueSet ($Entity $Entity) (lambda e1 (lambda e2 (or (var e1) (var e2)))))
-# (c.name c_name.barack_obama)
-(rule $RowSet ($Binary $ValueSet) (lambda b (lambda v ((var b) (var v)))))
-# (!c.name (...[rows]...)) --> c_name.barack_obama
-(rule $ValueSet ($Binary $RowSet) (lambda b (lambda r ((@R (var b)) (var r)))))
-# (c.height (@p.num (number 180)))
-(rule $RowSet ($Binary $Property $ValueSet)
-  (lambda b (lambda p (lambda v ((var b) ((var p) (var v))))))
-)
-# (@!p.num (!c.height (...[rows]...))) --> (number 180)
-(rule $ValueSet ($Binary $Property $RowSet)
-  (lambda b (lambda p (lambda r ((@R (var p)) ((@R (var b)) (var r))))))
-)
-# (@next (...[rows]...)) --> ...[rows]...
-(for @movement (@next @!next)
-  # HACK: Added 'nothing' to prevent unary cycle
-  (rule $RowSet (nothing $RowSet) (lambda r (@movement (var r))))
-)
-
-(when comparison
-  # (c.name (!= c_name.barack_obama))
-  (rule $RowSet ($Binary $Entity)
-    (lambda b (lambda e ((var b) (!= (var e)))))
-  )
-  # (c.height (@p.num (>= (number 180))))
-  (for @comparison (!= < > <= >=)
-    (rule $RowSet ($Binary $Property $Entity)
-      (lambda b (lambda p (lambda e ((var b) ((var p) (@comparison (var e)))))))
-    )
-  )
-)
-
-################################
-# Aggregate
-
-# (count (...[rows]...)) --> (number 4)
-(rule $SingleValue ($RowSet) (lambda r (count (var r))))
-(when aggregate
-  (rule $SingleValue ($ValueSet) (lambda r (min (var r))))
-  (rule $SingleValue ($ValueSet) (lambda r (max (var r))))
-  (rule $SingleValue ($ValueSet) (lambda r (sum (var r))))
-  (rule $SingleValue ($ValueSet) (lambda r (avg (var r))))
-)
-
-################################
-# Superlative
-
-# Function on row set -- used in:
-# (argmax 1 1 (@type @row) (reverse ___))
-# ___ = (lambda r (@!p.num (!c.height (var r))))
-# "highest"
-(rule $FnOnRow ($Binary $Property)
-  (lambda b (lambda p (lambda r ((@R (var p)) ((@R (var b)) (var r))))))
-)
-
-# Function on value set -- used in:
-# (argmax 1 1 (!c.name (@type @row)) (reverse ___))
-# ___ = (lambda v (count (c.name (var v))))
-# "which name occurs the most often"
-(rule $FnOnValue ($Binary)
-  (lambda b (lambda v (count ((var b) (var v)))))
-)
-# (argmax 1 1 (@!p.num (!c.height (@type @row))) (reverse ___))
-# ___ = (lambda v (count (c.height (@p.num (var v)))))
-# "which height occurs the most often"
-(rule $FnOnValue ($Binary $Property)
-  (lambda b (lambda p (lambda v (count ((var b) ((var p) (var v)))))))
-)
-# (argmax 1 1 (!c.name (@type @row)) (reverse ___))
-# ___ = (lambda v (@!p.num (!c.height (c.name (var v)))))
-# "which person is the highest"
-(rule $FnOnValue ($Binary $Binary $Property)
-  (lambda b1 (lambda b2 (lambda p (lambda v ((@R (var p)) ((@R (var b2)) ((var b1) (var v))))))))
-)
-
-# Actual declaration for argmin and argmax
-(for @argm (argmax argmin)
-  # "first", "last"
-  (rule $RowSet (nothing $RowSet) (lambda r (@argm 1 1 (var r) @index)))
-  # Generic argmax / argmin on rows or values
-  (rule $RowSet ($RowSet $FnOnRow) (lambda r (lambda f (@argm 1 1 (var r) (reverse (var f))))))
-  (rule $ValueSet ($ValueSet $FnOnValue) (lambda v (lambda f (@argm 1 1 (var v) (reverse (var f))))))
-)
-
-################################
-# Arithmetic
-
-# (- (... (c_name.barack_obama)) (... (c_name.bill_clinton)))
-# "How much taller is Barack Obama than Bill Clinton"
-(when arithmetic
-  (rule $SingleValue ($FnOnValue $Entity $Entity)
-    (lambda f (lambda e1 (lambda e2 (- ((var f) (var e1)) ((var f) (var e2))))))
-  )
-)
-
-################################
-# Merge
-# Warning: Without pruning, this can blow up the search space!
-(when merge
-  (rule $RowSet ($RowSet $RowSet) (lambda r1 (lambda r2 (and (var r1) (var r2)))))
-)
-
-################################
-# ROOT
-(rule $ROOT ($ValueSet) (IdentityFn))
-(rule $ROOT ($SingleValue) (IdentityFn))
-
-################################################################
-# For debugging:
-
-(when debug 
-  (rule $Any ($ValueSet) (IdentityFn))
-  (rule $Any ($RowSet) (IdentityFn))
-  (rule $Any ($SingleValue) (IdentityFn))
-  (rule $ROOT ($Any) (IdentityFn))
-)
diff --git a/tables/grammars/grow.grammar b/tables/grammars/grow.grammar
new file mode 100644
index 0000000..f230879
--- /dev/null
+++ b/tables/grammars/grow.grammar
@@ -0,0 +1,204 @@
+# Grow Grammar
+#
+# Grow formulas from solid entities. No floating relations are formed.
+# This is more similar to the search method in Jonathan Berant's ACL2014 paper.
+#
+# Main Categories:
+# - Set: a set of things
+# - Map[Set s]: a mapping whose domain is s
+
+################################################################
+# Macros
+
+(def @R reverse)
+(def @type fb:type.object.type)
+(def @row fb:type.row)
+(def @numdate (union fb:type.number fb:type.datetime))
+
+(def @next fb:row.row.next)
+(def @index fb:row.row.index)
+(def @p.num fb:cell.cell.number)
+(def @p.date fb:cell.cell.date)
+(def @p.num2 fb:cell.cell.num2)
+(def @p.part fb:cell.cell.part)
+
+################################################################
+# Base Rules for Sets
+
+################################
+# Anchored Rules
+
+# Fuzzy match the utterance phrase to a table cell (or part of cell)
+(rule $Set ($PHRASE) (FuzzyMatchFn entity) (anchored 1))
+
+# Extract number or date value from the phrase
+(rule $Set ($PHRASE) (NumberFn) (anchored 1))
+(rule $Set ($PHRASE) (DateFn) (anchored 1))
+(when yearrange
+  (rule $Set ($PHRASE) (DateRangeFn) (anchored 1))
+)
+
+# Allow |or| on two entities. (Allowing |or| on any Sets leads to massive explosion)
+(when alternative
+  (rule $Entity ($PHRASE) (FuzzyMatchFn entity) (anchored 1))
+  (rule $Set ($Entity $Entity)
+    (tables.grow.ApplyFn (lambda e1 (lambda e2 (or (var e1) (var e2)))))
+  )
+)
+
+################################
+# Floating Rules
+
+# Set of all rows
+(rule $Set (nothing) (ConstantFn (@type @row)))
+
+(when closedclass
+  # Generate things like "null"
+  (rule $Set (nothing) (tables.match.ClosedClassFn generic))
+  # If a column contains only a few unique things, generate them
+  (rule $Set (nothing) (tables.match.ClosedClassFn column))
+)
+
+################################################################
+# Binaries
+
+# Table column relations (row <-> cell)
+(rule $Binary (nothing) (FuzzyMatchFn any binary))
+
+# Normalization relations (cell <-> primitive)
+(when (not prenormalized)
+  (for @property (@next @index @p.num @p.date @p.num2)
+    (rule $Binary (nothing) (ConstantFn @property))
+  )
+  (when part
+    (rule $Binary (nothing) (ConstantFn @p.part))
+  )
+)
+(when prenormalized
+  (for @property (@next @index)
+    (rule $Binary (nothing) (ConstantFn @property))
+  )
+)
+
+# Comparison
+(when comparison
+  (for @comparison (< > <= >=)
+    (rule $Comparison (nothing) (ConstantFn @comparison))
+  )
+)
+(when neq
+  (rule $Neq (nothing) (ConstantFn !=))
+)
+
+################################################################
+# Composition on Sets
+
+################################
+# Set = g(Set)
+
+# Joins (apply Binary on Set)
+(rule $Set ($Set $Binary) (tables.grow.ApplyFn (lambda s (lambda b ((var b) (var s))))))
+(rule $Set ($Set $Binary) (tables.grow.ApplyFn (lambda s (lambda b ((@R (var b)) (var s))))))
+(rule $Set ($Set $Comparison) (tables.grow.ApplyFn (lambda s (lambda c ((var c) (var s))))))
+(rule $Set ($Set $Neq) (tables.grow.ApplyFn (lambda s (lambda c ((var c) (var s))))))
+
+# Aggregates
+(for @aggregate (count min max sum avg)
+  (rule $Set ($Set) (tables.grow.ApplyFn (lambda s (@aggregate (var s)))))
+)
+
+################################
+# Set = g(Set, Set)
+
+# Merge
+(when (or merge merge-and)
+  (rule $Set ($Set $Set)
+        (tables.grow.ApplyFn (lambda s1 (lambda s2 (and (var s1) (var s2))))
+                             same-type))
+)
+(when (or merge merge-or)
+  (rule $Set ($Set $Set)
+        (tables.grow.ApplyFn (lambda s1 (lambda s2 (or (var s1) (var s2))))
+                             same-type))
+)
+
+# Arithmetic
+(when arithmetic
+  (rule $Set ($Set $Set)
+        (tables.grow.ApplyFn (lambda s1 (lambda s2 (- (var s1) (var s2))))
+                             (arg1-type fb:type.number) (arg2-type fb:type.number)))
+)
+
+################################################################
+# ScopedFormula
+
+(when scoped
+
+  ################################
+  # Map = Grow[start](Set)
+
+  # Set s -> Identity map with domain = s
+  (rule $Map ($Set) (tables.grow.BeginGrowFn))
+
+  ################################
+  # Map = g(Map)
+
+  # Joins
+  (rule $Map ($Map $Binary) (tables.grow.ApplyFn (lambda m (lambda b (lambda x ((var b) ((var m) (var x))))))))
+  (rule $Map ($Map $Binary) (tables.grow.ApplyFn (lambda m (lambda b (lambda x ((@R (var b)) ((var m) (var x))))))))
+  (rule $Map ($Map $Comparison) (tables.grow.ApplyFn (lambda m (lambda c (lambda x ((var c) ((var m) (var x))))))))
+
+  # Aggregates
+  (for @aggregate (count min max sum avg)
+    (rule $Map ($Map) (tables.grow.ApplyFn (lambda m (lambda x (@aggregate ((var m) (var x)))))))
+  )
+
+  ################################
+  # Map = g(Set|Map, Set|Map) with at least 1 Map
+
+  (when (or scoped-2args-merge scoped-2args-merge-and)
+    # Need both rules since the children in ingredients are not commutable
+    (rule $Map ($Map $Map) (tables.grow.ApplyFn (lambda m1 (lambda m2 (lambda x (and ((var m1) (var x)) ((var m2) (var x))))))
+                                                same-type))
+    (rule $Map ($Map $Set) (tables.grow.ApplyFn (lambda m1 (lambda s2 (lambda x (and ((var m1) (var x)) (var s2)))))
+                                                same-type))
+    (rule $Map ($Set $Map) (tables.grow.ApplyFn (lambda s1 (lambda m2 (lambda x (and (var s1) ((var m2) (var x))))))
+                                                same-type))
+  )
+  # This is super productive
+  (when (or scoped-2args-merge scoped-2args-merge-or)
+    (rule $Map ($Map $Map) (tables.grow.ApplyFn (lambda m1 (lambda m2 (lambda x (or  ((var m1) (var x)) ((var m2) (var x))))))
+                                                same-type))
+    (rule $Map ($Map $Set) (tables.grow.ApplyFn (lambda m1 (lambda s2 (lambda x (or ((var m1) (var x)) (var s2)))))
+                                                same-type))
+    (rule $Map ($Set $Map) (tables.grow.ApplyFn (lambda s1 (lambda m2 (lambda x (or  (var s1) ((var m2) (var x))))))
+                                                same-type))
+  )
+  # This is super productive
+  (when scoped-2args-arithmetic
+    (rule $Map ($Map $Map) (tables.grow.ApplyFn (lambda m1 (lambda m2 (lambda x (- ((var m1) (var x)) ((var m2) (var x))))))
+                                                (arg1-type fb:type.number) (arg2-type fb:type.number)))
+    (rule $Map ($Map $Set) (tables.grow.ApplyFn (lambda m1 (lambda s2 (lambda x (- ((var m1) (var x)) (var s2)))))
+                                                (arg1-type fb:type.number) (arg2-type fb:type.number)))
+    (rule $Map ($Set $Map) (tables.grow.ApplyFn (lambda s1 (lambda m2 (lambda x (- (var s1) ((var m2) (var x))))))
+                                                (arg1-type fb:type.number) (arg2-type fb:type.number)))
+  )
+
+  ################################
+  # Set = Grow[end, f](Map)
+
+  # Superlatives
+  (rule $Set ($Map) (tables.grow.EndGrowFn (lambda s (lambda r (argmax 1 1 (var s) (reverse (var r)))))))
+  (rule $Set ($Map) (tables.grow.EndGrowFn (lambda s (lambda r (argmin 1 1 (var s) (reverse (var r)))))))
+
+  # Set (x in s such that r(x) is nonempty)
+  (when set
+    (rule $Set ($Map) (tables.grow.EndGrowFn (lambda s (lambda r (and (var s) (mark x (: ((var r) (var x)))))))))
+  )
+
+)
+
+################################################################
+# ROOT
+
+(rule $ROOT ($Set) (IdentityFn))
diff --git a/tables/grammars/simple.grammar b/tables/grammars/simple.grammar
index 922294b..2904a57 100644
--- a/tables/grammars/simple.grammar
+++ b/tables/grammars/simple.grammar
@@ -1,106 +1,131 @@
 # Simple Grammar
-# Use only joins, next, and maybe superlatives
+# 
+# Main Categories:
+# - Set
+# - Relation (function from Set to Set)
 
 ################################################################
-# Macros
+# Macros 
 
 (def @R reverse)
 (def @type fb:type.object.type)
 (def @row fb:type.row)
 
 (def @next fb:row.row.next)
-(def @!next !fb:row.row.next)
 (def @index fb:row.row.index)
-(def @!index !fb:row.row.index)
-
 (def @p.num fb:cell.cell.number)
-(def @!p.num !fb:cell.cell.number)
 (def @p.date fb:cell.cell.date)
-(def @!p.date !fb:cell.cell.date)
+(def @p.num2 fb:cell.cell.num2)
+(def @p.str1 fb:cell.cell.str1)
+(def @p.str2 fb:cell.cell.str2)
 
 ################################################################
 # Lexicon
 
 ################################
-# Anchored Rules: Entity, Unary, Binary
+# Anchored Rules
 (rule $Entity ($PHRASE) (FuzzyMatchFn entity) (anchored 1))
-(rule $Binary ($PHRASE) (FuzzyMatchFn binary) (anchored 1))
 (rule $Entity ($PHRASE) (NumberFn) (anchored 1))
 (rule $Entity ($PHRASE) (DateFn) (anchored 1))
 
-################################
-# Create binary from thin air
-(rule $Binary (nothing) (FuzzyMatchFn any binary))
+(rule $Set ($Entity) (IdentityFn))
+
+(when alternative
+  (rule $Set ($Entity $Entity) (lambda e1 (lambda e2 (or (var e1) (var e2)))))
+)
 
 ################################
-# Property
-# (@p.num (number 42)) / (@p.date (date 2012 12 21))
-(for @property (@p.num @p.date)
-  (rule $Property (nothing) (ConstantFn @property))
+# Floating Rules
+(rule $Set (nothing) (ConstantFn (@type @row)))
+
+################################################################
+# Binaries
+
+(rule $Binary (nothing) (FuzzyMatchFn any binary))
+(for @property (@p.num @p.date @p.num2 @next)
+  (rule $Binary (nothing) (ConstantFn @property))
+)
+# Treat comparisons specially as reversed comparisons are redundant.
+(for @comparison (< > <= >= !=)
+  (rule $Comparison (nothing) (ConstantFn @comparison))
 )
 
 ################################################################
 # Composition
 
-# $RowSet = list of rows (type = fb:row.row)
-# $ValueSet = list of values (NameValue or other primitives)
-
 ################################
-# Generic Rows
-# (@type @row)
-(rule $RowSet (nothing) (ConstantFn (@type @row)))
+# Composition
+
+# Option 1: Create any Relation with any domain
+(when (not scoped)
+  (rule $Relation ($Binary) (IdentityFn))
+  (rule $Relation ($Binary) (lambda b (lambda x ((@R (var b)) (var x)))))
+  (rule $Relation ($Comparison) (IdentityFn))
+)
+# Option 2: Relations must be scoped with a Set
+(when scoped
+  (rule $Relation ($Set $Binary)
+    (lambda s (lambda b (lambda x ((var b) (and (var s) (var x)))))))
+  (rule $Relation ($Set $Binary)
+    (lambda s (lambda b (lambda x ((@R (var b)) (and (var s) (var x)))))))
+  (rule $Relation ($Set $Comparison)
+    (lambda s (lambda c (lambda x ((var c) (and (var s) (var x)))))))
+)
+  
+(rule $Relation ($Binary $Relation) 
+  (lambda b (lambda r (lambda x ((var b) ((var r) (var x)))))))
+(rule $Relation ($Binary $Relation) 
+  (lambda b (lambda r (lambda x ((@R (var b)) ((var r) (var x)))))))
+(rule $Relation ($Comparison $Relation)
+  (lambda b (lambda r (lambda x ((var b) ((var r) (var x)))))))
 
 ################################
 # Join
-# c_name.barack_obama
-(rule $ValueSet ($Entity) (IdentityFn))
-# (c.name c_name.barack_obama)
-(rule $RowSet ($Binary $ValueSet) (lambda b (lambda v ((var b) (var v)))))
-# (!c.name (...[rows]...)) --> c_name.barack_obama
-(rule $ValueSet ($Binary $RowSet) (lambda b (lambda r ((@R (var b)) (var r)))))
-# (c.height (@p.num (number 180)))
-(rule $RowSet ($Binary $Property $ValueSet)
-  (lambda b (lambda p (lambda v ((var b) ((var p) (var v))))))
+
+# Option 1: Repeatedly apply binaries to Set
+(when layerjoin
+  (rule $Set ($Binary $Set) (lambda b (lambda s ((var b) (var s)))))
+  (rule $Set ($Binary $Set) (lambda b (lambda s ((@R (var b)) (var s)))))
+  (rule $Set ($Comparison $Set) (lambda c (lambda s ((var c) (var s)))))
 )
-# (@!p.num (!c.height (...[rows]...))) --> (number 180)
-(rule $ValueSet ($Binary $Property $RowSet)
-  (lambda b (lambda p (lambda r ((@R (var p)) ((@R (var b)) (var r))))))
+# Option 2: Apply composed relations to Set
+# This is cleaner and more general, but it produces redundant formulas.
+(when (not layerjoin)
+  (rule $Set ($Relation $Set) (lambda r (lambda s ((var r) (var s)))))
 )
 
-(when movement
-  # (@next (...[rows]...)) --> ...[rows]...
-  (for @movement (@next @!next)
-    # HACK: Added 'nothing' to prevent unary cycle
-    (rule $RowSet (nothing $RowSet) (lambda r (@movement (var r))))
-  )
+################################
+# Aggregate
+(for @aggregate (count min max sum avg)
+  # Technically can be combined with the rule below,
+  # but the resulting formula will be different from the annotation
+  (rule $Set (nothing $Set) (lambda s (@aggregate (var s))))
+  (rule $Relation (nothing $Relation) (lambda r (lambda x (@aggregate ((var r) (var x))))))
 )
 
 ################################
 # Superlative
+(for @argm (argmax argmin)
+  (rule $Set (nothing $Set) (lambda s (@argm 1 1 (var s) @index)))
+  (rule $Set ($Set $Relation) (lambda s (lambda r (@argm 1 1 (var s) (@R (var r))))))
+)
 
-(when superlative
-  (for @argm (argmax argmin)
-    # "first", "last"
-    (rule $RowSet (nothing $RowSet) (lambda r (@argm 1 1 (var r) @index)))
-    # Generic argmax / argmin on rows or values
-    # (argmax 1 1 (@type @row) (reverse ___))
-    # ___ = (lambda r (@!p.num (!c.height (var r))))
-    # "highest"
-    (rule $RowSet ($RowSet $Binary $Property)
-      (lambda r (lambda b (lambda p (@argm 1 1 (var r) (reverse (lambda x ((@R (var p)) ((@R (var b)) (var x) ))))))))
-    )
+################################
+# Arithmetic
+(when arithmetic
+  (rule $Set ($Set $Set) (lambda s1 (lambda s2 (- (var s1) (var s2)))))
+  (when r-arithmetic
+    (rule $Set ($Relation $Set $Set)
+      (lambda r (lambda s1 (lambda s2 (- ((var r) (var s1)) ((var r) (var s2)))))))
   )
 )
 
 ################################
-# ROOT
-(rule $ROOT ($ValueSet) (IdentityFn))
-
-################################################################
-# For debugging:
-
-(when debug 
-  (rule $Any ($ValueSet) (IdentityFn))
-  (rule $Any ($RowSet) (IdentityFn))
-  (rule $ROOT ($Any) (IdentityFn))
+# Merge
+(when merge
+  (rule $Set ($Set $Set) (lambda s1 (lambda s2 (and (var s1) (var s2)))))
 )
+
+################################
+# ROOT
+(rule $ROOT ($Set) (IdentityFn))
diff --git a/tables/grammars/tiny.grammar b/tables/grammars/tiny.grammar
deleted file mode 100644
index 184f97e..0000000
--- a/tables/grammars/tiny.grammar
+++ /dev/null
@@ -1,107 +0,0 @@
-# Tiny grammar for semantic parsing on tables.
-# Use emnlp2013.grammar as the base grammar.
-
-################################################################
-# Macros
-
-(def @R reverse)
-(def @type fb:type.object.type)
-(def @row fb:type.row)
-(def @cell fb:type.cell)
-(def @any fb:type.any)
-
-################################################################
-# Lexicon
-
-################################
-# Padding: can skip these sequences
-(rule $Padding ($PHRASE) (IdentityFn))
-
-################################
-# TokenSpan
-(rule $TokenSpan ($PHRASE) (FilterSpanLengthFn 1))
-
-################################
-# Entity, Unary, Binary (using FuzzyMatchFn)
-(rule $Entity ($TokenSpan) (FuzzyMatchFn entity))
-(rule $Entity ($PHRASE) (NumberFn))
-(rule $Entity ($PHRASE) (DateFn))
-(rule $Binary ($TokenSpan) (FuzzyMatchFn binary))
-
-################################
-# Hard coded rules
-(rule $Operator (how many) (ConstantFn (lambda x (count (var x)))))
-(rule $Binary (after) (ConstantFn fb:row.row.next))
-(rule $Binary (before) (ConstantFn fb:row.row.next))
-
-# (argmax 1 1 (!r.nation *) (@R (lambda c (!r.total (r.nation (var c))))))
-# (argmax 1 1 (!x *) (@R (lambda c (!y (x (var c)))))
-
-(rule $DoubleOperator (most) (ConstantFn
-  (lambda x (lambda y
-    (argmax 1 1
-      ((@R (var x)) *)
-      (@R (lambda c ((@R (var y)) ((var x) (var c)))))
-    )
-  ))
-  (-> (-> @cell @row) (-> (-> @cell @row) @cell))
-))
-(rule $DoubleOperator (most) (ConstantFn
-  (lambda x (lambda y
-    (argmax 1 1
-      ((@R (var x)) *)
-      (@R (lambda c (count ((@R (var y)) ((var x) (var c))))))
-    )
-  ))
-  (-> (-> @cell @row) (-> (-> @cell @row) @cell))
-))
-#(rule $Operator (most length) (ConstantFn
-#  (lambda x
-#    (argmax 1 1
-#      ((@R (var x)) *)
-#      (@R (lambda c (!fb:row.row.length ((var x) (var c)))))
-#    )
-#  )
-#  (-> (-> @cell @row) @cell)
-#))
-#(rule $Operator (title with the most) (ConstantFn
-#  (lambda y
-#    (argmax 1 1
-#      (!fb:row.row.title *)
-#      (@R (lambda c ((@R (var y)) (fb:row.row.title (var c)))))
-#    )
-#  )
-#  (-> (-> @cell @row) @cell)
-#))
-
-################################################################
-# Composition
-
-################################
-# Join
-(rule $Set ($Entity) (IdentityFn))
-(rule $Set ($Binary ($Padding optional) $Set) (JoinFn binary,unary unaryCanBeArg0 unaryCanBeArg1))
-(rule $Set ($Set ($Padding optional) $Binary) (JoinFn unary,binary unaryCanBeArg0 unaryCanBeArg1))
-(rule $Set ($Set ($Padding optional) $Set) (MergeFn and))
-
-################################
-# Aggregation / Superlative
-(rule $Set ($Operator ($Padding optional) $Set) (JoinFn binary,unary unaryCanBeArg1 betaReduce))
-(rule $Set ($Set ($Padding optional) $Operator) (JoinFn unary,binary unaryCanBeArg1 betaReduce))
-(rule $Set ($Operator ($Padding optional) $Binary) (JoinFn binary,unary unaryCanBeArg1 betaReduce))
-(rule $Set ($Binary ($Padding optional) $Operator) (JoinFn unary,binary unaryCanBeArg1 betaReduce))
-(rule $Operator ($Binary ($Padding optional) $DoubleOperator) (JoinFn unary,binary unaryCanBeArg1 betaReduce))
-(rule $Operator ($DoubleOperator ($Padding optional) $Binary) (JoinFn binary,unary unaryCanBeArg1 betaReduce))
-
-################################
-# ROOT
-(rule $ROOT (($Padding optional) $Set ($Padding optional)) (IdentityFn))
-
-################################################################
-# For debugging:
-
-(rule $Any ($Set) (IdentityFn))
-(rule $Any ($Binary) (IdentityFn))
-(rule $Any ($Operator) (IdentityFn))
-(rule $Any ($DoubleOperator) (IdentityFn))
-#(rule $ROOT ($Any) (IdentityFn))
diff --git a/tables/log-parsers/compiled b/tables/log-parsers/compiled
deleted file mode 120000
index 0a7541b..0000000
--- a/tables/log-parsers/compiled
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/data/tables/compiled
\ No newline at end of file
diff --git a/tables/log-parsers/csv b/tables/log-parsers/csv
deleted file mode 120000
index 229936c..0000000
--- a/tables/log-parsers/csv
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/data/tables/csv
\ No newline at end of file
diff --git a/tables/log-parsers/execs b/tables/log-parsers/execs
deleted file mode 120000
index c00f560..0000000
--- a/tables/log-parsers/execs
+++ /dev/null
@@ -1 +0,0 @@
-../../state/execs
\ No newline at end of file
diff --git a/tables/log-parsers/get-base-predicates.py b/tables/log-parsers/get-base-predicates.py
new file mode 100755
index 0000000..e9f0419
--- /dev/null
+++ b/tables/log-parsers/get-base-predicates.py
@@ -0,0 +1,228 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Dump all possible context predicates of each example.
+
+Output:
+    - Example ID
+    - Tokens <tab> Context <tab> Canonicalized Target
+    - Lines of records with the following fields (tab-separated):
+        - flag (see below)
+        - predicate
+        - words in the original string of the predicate
+      If the predicate is from an utterance, also add these fields:
+        - inclusive begin index of the utterance span
+        - exclusive end index of the utterance span
+        - source utterance span
+
+Flags:
+    1st bit = Whether it is from the utterance
+    2nd bit = Whether it is from the table
+    3rd bit = Whether it is a unary (0), binary (1), or operation (2; not used)
+    The next few bits indicate the type
+    - fb:cell. (or a union thereof)
+    - fb:part. (or a union thereof)
+    - fb:row.row.
+    - !fb:row.row.
+    - number or number range
+    - date
+
+Interpretation of the first two flag bits:
+    00 = predefined predicates (not used here)
+    01 = floating stuff (relations, closed class cells)
+    10 = matched values (pure numbers, pure dates, date ranges)
+    11 = fuzzy matched (cells, parts, unions of cells or parts)
+"""
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict, Counter
+
+MONTH = [None, 'january', 'february', 'march', 'april',
+        'may', 'june', 'july', 'august',
+        'september', 'october', 'november', 'december']
+
+UNSEEN = Counter()
+
+class Record(object):
+    def __init__(self):
+        self.predicates = []
+
+    def add_info(self, line):
+        m = re.match(r'iter=(\S*): example (\d+)/\d+: (\S+) {', line)
+        if m:
+            self.group, self.num, self.ex_id = m.groups()
+            return
+        m = re.match(r'Tokens: \[(.*)\]$', line)
+        if m:
+            self.question, = m.groups()
+            self.question = self.question.split(', ')
+            return
+        m = re.match(r'(\$[^(]*)\(([-0-9]*),([-0-9]*)\): ([^{]*) {.*', line)
+        if m:
+            cat, start, end, formula = m.groups()
+            if cat != '$ROOT':
+                start, end = int(start), int(end)
+                formulas = self.encode(formula)
+                if not formulas:
+                    return
+                if isinstance(formulas, (str, unicode)):
+                    formulas = [formulas]
+                for formula in formulas:
+                    # Get flags
+                    flag = self.get_flag(cat, start, end, formula)
+                    if flag.startswith('00'):
+                        continue
+                    if flag[0] == '0':
+                        self.predicates.append((flag, formula, self.get_words(formula)))
+                    else:
+                        self.predicates.append((flag, formula, self.get_words(formula),
+                            start, end, ' '.join(self.question[start:end])))
+            return
+        if line.startswith('$'):
+            raise Exception('Unknown line format: %s' % line)
+
+    def encode(self, formula):
+        if formula == '(date -1 -1 -1)':
+            return None
+        # Postfix encoding for specific cases
+        if formula == '(fb:type.object.type fb:type.row)':
+            return 'type-row'
+        if formula.startswith('(number'):
+            tokens = formula[1:-1].split()
+            assert len(tokens) == 2, '|'.join(tokens)
+            return 'N' + tokens[1]
+        if formula.startswith('(date'):
+            tokens = formula[1:-1].split()
+            assert len(tokens) == 4, '|'.join(tokens)
+            return 'D' + '-'.join(
+                    'XX' if x == '-1' else x for x in tokens[1:4])
+        if formula.startswith('(or'):
+            tokens = formula.replace('(or ', '').replace(')', '').split()
+            # Technically we should output each predicate ...
+            return ' '.join([tokens[0]] + [x + ' or' for x in tokens[1:]])
+        if formula.startswith('(and'):
+            tokens = formula.replace('(', '').replace(')', '').split()
+            assert len(tokens) == 7
+            assert tokens[1] == '<'
+            assert tokens[4] == '>='
+            assert tokens[2] == tokens[5] == 'number'
+            return ' '.join(['N' + tokens[3], tokens[1],
+                'N' + tokens[6], tokens[4], tokens[0]])
+        assert not formula.startswith('(')
+        if formula.startswith('fb:row.row.'):
+            return [formula, '!' + formula]
+        return formula
+
+    def get_flag(self, cat, start, end, formula):
+        stuff = formula.split()
+        # First bit: from the utterance?
+        anchored = (start != -1)
+        flag = ('1' if anchored else '0')
+        # Second bit: from the table?
+        if anchored:
+            flag += ('1' if any(x.startswith('fb:') for x in stuff) else '0')
+        else:
+            flag += ('0' if any(x.startswith('fb:cell.cell.') for x in stuff)
+                    or formula.replace('!', '') in ('<', '<=', '>', '>=', '=',
+                        'type-row', 'fb:row.row.next', 'fb:row.row.index') else '1')
+        # Third bit: relation?
+        flag += ('1' if formula in ('<', '<=', '>', '>=', '!=')
+                or formula.replace('!', '').startswith('fb:cell.cell.')
+                or formula.replace('!', '').startswith('fb:row.row.') else '0')
+        # Next 6 bits: types
+        flag += ('1' if not formula.startswith('fb:cell.cell.') and
+                any(x.startswith('fb:cell.') for x in stuff) else '0')
+        flag += ('1' if any(x.startswith('fb:part.') for x in stuff) else '0')
+        flag += ('1' if formula.startswith('fb:row.row.') else '0')
+        flag += ('1' if formula.startswith('!fb:row.row.') else '0')
+        flag += ('1' if any(x.startswith('N') for x in stuff) else '0')
+        flag += ('1' if any(x.startswith('D') for x in stuff) else '0')
+        return flag
+
+    def get_words(self, formula):
+        words = []
+        for x in formula.split():
+            for prefix in ['fb:cell.cell.', 'fb:row.row.', '!fb:row.row.',
+                    'fb:cell.', 'fb:part.']:
+                if not x.startswith(prefix):
+                    continue
+                x = x[len(prefix):]
+                # TODO: Use original string instead!
+                words.extend(x.split('_'))
+                break
+            else:
+                if x[0] == 'N':
+                    words.append(x[1:])
+                elif x[0] == 'D':
+                    if x[1] == '-':
+                        # negative year?
+                        x = 'D' + x[2:]
+                    year, month, day = x[1:].split('-')
+                    if year != 'XX':
+                        words.append(year)
+                    if month != 'XX':
+                        words.append(MONTH[int(month)])
+                    if day != 'XX':
+                        words.append(day)
+                else:
+                    UNSEEN[x] += 1
+        return ' '.join(words)
+
+    def dump(self, args, annotated_data):
+        filename = os.path.join(args.outdir, self.ex_id)
+        assert not os.path.exists(filename)
+        with open(filename, 'w', 'utf8') as fout:
+            print >> fout, self.ex_id
+            print >> fout, '\t'.join([u' '.join(self.question),
+                annotated_data['context'], annotated_data['targetCanon']])
+            for stuff in sorted(set(self.predicates)):
+                print >> fout, u'\t'.join(unicode(x) for x in stuff)
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('infile',
+            help='Input log file')
+    parser.add_argument('outdir',
+            help='Output directory to create (must NOT exist)')
+    parser.add_argument('-a', '--annotated-dir', default='t/annotated/',
+            help='Path to annotated directory')
+    args = parser.parse_args()
+
+    assert not os.path.exists(args.outdir)
+    os.makedirs(args.outdir)
+
+    # Read annotated data
+    annotated_data = {}
+    dirname = os.path.join(args.annotated_dir, 'data')
+    for filename in os.listdir(dirname):
+        print >> sys.stderr, 'Reading', filename
+        with open(os.path.join(dirname, filename), 'r', 'utf8') as fin:
+            header = fin.readline().rstrip('\n').split('\t')
+            for line in fin:
+                record = dict(zip(header, line.rstrip('\n').split('\t')))
+                annotated_data[record['id']] = record
+    print >> sys.stderr, 'Read %d annotated records' % len(annotated_data)
+
+    # Process the log
+    current_record = None
+    num_records = 0
+    with open(args.infile, 'r', 'utf8') as fin:
+        for line in fin:
+            line = line.strip()
+            if line.startswith('iter='):
+                if current_record:
+                    current_record.dump(args, annotated_data[current_record.ex_id])
+                    if num_records % 1000 == 0:
+                        print >> sys.stderr, 'Processed %d ...' % num_records
+                num_records += 1
+                current_record = Record()
+            if current_record:
+                current_record.add_info(line)
+    current_record.dump(args, annotated_data[current_record.ex_id])
+    print >> sys.stderr, 'Finished reading %d records' % num_records
+    print UNSEEN
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/log-parsers/get-trues.py b/tables/log-parsers/get-trues.py
index 1a8aa08..b5d8781 100755
--- a/tables/log-parsers/get-trues.py
+++ b/tables/log-parsers/get-trues.py
@@ -6,28 +6,54 @@ from codecs import open
 from itertools import izip
 from collections import defaultdict
 
+def process(line):
+    # Extract only formula
+    line = re.sub(r'^ *True@\d+: \(derivation \(formula ', '', line)
+    num_open = 0
+    stuff = []
+    for char in line:
+        stuff.append(char)
+        if char == '(':
+            num_open += 1
+        elif char == ')':
+            num_open -= 1
+            if not num_open:
+                break
+    line = ''.join(stuff)
+    # Abbreviate stuff
+    line = re.sub(r'\(reverse ([^()]*)\)', r'!\1', line)
+    line = re.sub(r'\(number ([^()]*)\)', r'\1', line)
+    line = line.replace('fb:row.row.next', '@next')
+    line = line.replace('fb:row.row.index', '@index')
+    line = line.replace('fb:type.object.type', '@type')
+    line = line.replace('fb:type.row', '@row')
+    line = line.replace('fb:row.row.', 'r.')
+    line = line.replace('fb:cell.cell.', '@p.')
+    line = line.replace('@p.number', '@p.num')
+    line = line.replace('fb:cell.', 'c.')
+    return line
+
+def dump(formulas):
+    formulas.sort()
+    for x in formulas:
+        print x
+
 def main():
     parser = argparse.ArgumentParser()
     parser.add_argument('infile')
     args = parser.parse_args()
-
-    state = None
+    formulas = []
 
     with open(args.infile, 'r', 'utf8') as fin:
         for line in fin:
-            line = line.rstrip()
             if line.strip().startswith('Example: '):
-                state = 'started'
-                print
-                print '#' * 200
-                print
-                print line
-            elif state == 'started':
-                print line
-                if line.strip() == '}':
-                    state = None
+                if formulas:
+                    dump(formulas)
+                print '#', re.sub('^Example: ', '', line.strip())
             elif line.strip().startswith('True@'):
-                print line
+                formulas.append(process(line))
+        if formulas:
+            dump(formulas)
 
 if __name__ == '__main__':
     main()
diff --git a/tables/log-parsers/header-frequencies.txt b/tables/log-parsers/header-frequencies.txt
new file mode 100644
index 0000000..2fb5bfc
--- /dev/null
+++ b/tables/log-parsers/header-frequencies.txt
@@ -0,0 +1,9952 @@
+Phrases
+       708 year
+       617 date
+       495 notes
+       460 name
+       355 rank
+       316 result
+       282 score
+       259 opponent
+       257 title
+       253 position
+       243 location
+       227 venue
+       209 total
+       206 #
+       198 team
+       192 time
+       174 attendance
+       169 competition
+       145 country
+       143 points
+       140 season
+       134 peak chart positions
+       133 nationality
+       132 player
+       131 nation
+       124 bronze
+       124 gold
+       124 silver
+       121 no.
+       109 
+       104 record
+       101 event
+        98 round
+        94 place
+        92 role
+        89 party
+        83 driver
+        83 type
+        82 winner
+        80 pos
+        74 chart positions
+        72 album
+        72 no
+        70 laps
+        69 city
+        69 tournament
+        63 week
+        62 club
+        60 number
+        58 division
+        58 site
+        56 time/retired
+        54 grid
+        50 athlete
+        50 surface
+        49 league
+        47 outcome
+        46 artist
+        46 state
+        46 votes
+        45 county
+        43 film
+        42 constructor
+        42 wins
+        39 length
+        39 pos.
+        38 population
+        37 height
+        37 opponent#
+        37 song
+        36 class
+        35 status
+        34 category
+        34 goals
+        34 rider
+        33 age
+        33 scorers
+        33 tv
+        32 district
+        32 manufacturer
+        31 award
+        31 description
+        31 rank#
+        31 report
+        31 series
+        30 from
+        29 label
+        29 language
+        28 coordinates
+        28 game
+        28 games
+        28 lane
+        28 model
+        28 month
+        28 opponents
+        27 car
+        27 home
+        27 single
+        26 engine
+        25 director
+        25 draw
+        25 fate
+        25 home team
+        25 played
+        25 playoffs
+        25 producer(s)
+        25 winning team
+        24 %
+        24 builder
+        24 region
+        24 sport
+        24 won
+        23 comments
+        23 final
+        23 lost
+        23 results
+        23 runner-up
+        23 weight
+        22 apr
+        22 aug
+        22 college
+        22 dec
+        22 feb
+        22 jan
+        22 jul
+        22 jun
+        22 mar
+        22 may
+        22 network
+        22 nov
+        22 oct
+        22 release date
+        22 sep
+        21 2009
+        21 circuit
+        21 pick
+        21 regular season
+        21 years
+        20 2010
+        20 2011
+        20 area (km²)
+        20 away team
+        20 capacity
+        20 chassis
+        20 left office
+        20 owner
+        20 school
+        19 1st leg
+        19 2nd leg
+        19 candidate
+        19 dates
+        19 format
+        19 founded
+        19 hometown
+        19 note
+        19 remarks
+        19 to par
+        18 2007
+        18 against
+        18 agg.
+        18 episode
+        18 finish
+        18 genre
+        18 partner
+        18 pole position
+        18 score in the final
+        18 stadium
+        18 tier
+        18 took office
+        18 winning driver
+        17 2008
+        17 entrant
+        17 heat
+        17 incumbent
+        17 matches
+        17 percentage
+        17 runners-up
+        17 team 1
+        17 team 2
+        16 area
+        16 average
+        16 championship
+        16 coach
+        16 date of birth
+        16 game site
+        16 level
+        16 losses
+        16 method
+        16 nickname
+        16 pick #
+        16 win
+        15 2005
+        15 jockey
+        15 launched
+        15 losing team
+        15 loss
+        15 original air date
+        15 publisher
+        15 stage
+        15 to
+        14 2006
+        14 channel
+        14 code
+        14 directed by
+        14 drawn
+        14 institution
+        14 overall
+        14 written by
+        13 2004
+        13 2012
+        13 area (km2)
+        13 change
+        13 fa cup
+        13 fastest lap
+        13 frequency
+        13 laid down
+        13 league cup
+        13 opponent in the final
+        13 province
+        13 race
+        13 source
+        13 winners
+        12 2002
+        12 distance
+        12 edition
+        12 first elected
+        12 movements
+        12 opponents in the final
+        12 races
+        12 representative
+        12 save
+        12 visitor
+        11 2000
+        11 2001
+        11 2003
+        11 away
+        11 bib
+        11 capital
+        11 company
+        11 completed
+        11 conference
+        11 cup
+        11 established
+        11 for
+        11 loser
+        11 member
+        11 money ($)
+        11 municipality
+        11 opened
+        11 opposition
+        11 other
+        11 podiums
+        11 poles
+        11 release
+        11 section
+        11 summary
+        11 third
+        11 ±%
+        10 attempts
+        10 character
+        10 developer
+        10 floors
+        10 goal
+        10 l
+        10 margin of victory
+        10 origin
+        10 performer(s)
+        10 production code
+        10 pts
+        10 race distance
+        10 reign
+        10 route
+        10 seats
+        10 ship
+        10 start
+        10 trainer
+        10 w
+        10 №
+         9 built
+         9 callsign
+         9 catalog
+         9 college/junior/club team
+         9 contestant
+         9 day
+         9 difference
+         9 discipline
+         9 draws
+         9 electorate
+         9 english title
+         9 enrollment
+         9 featured guest(s)
+         9 ga
+         9 group
+         9 head coach
+         9 postseason
+         9 president
+         9 race name
+         9 ranking
+         9 res.
+         9 run 1
+         9 run 2
+         9 runner(s)-up
+         9 runs
+         9 station
+         9 tie no
+         9 town
+         9 winning score
+         9 year built
+         8 2013
+         8 air date
+         8 album details
+         8 artist(s)
+         8 assists
+         8 champion
+         8 date of death
+         8 days held
+         8 deaths
+         8 drivers
+         8 episodes
+         8 gf
+         8 headquarters
+         8 launch date
+         8 medal
+         8 men's winner
+         8 nfl team
+         8 no. in season
+         8 no. in series
+         8 occupation
+         8 open cup
+         8 others
+         8 peak
+         8 preliminary
+         8 rnd
+         8 second
+         8 station name
+         8 term of office
+         8 time (h:m:s)
+         8 version
+         8 win %
+         8 work
+         7 1999
+         7 aircraft
+         7 appearances
+         7 appointed by
+         7 athletes
+         7 author
+         7 call sign
+         7 candidates
+         7 caps
+         7 city of license
+         7 commissioned
+         7 constituency
+         7 election
+         7 elevation
+         7 fee
+         7 finished
+         7 fips
+         7 games played
+         7 geographic coordinates
+         7 goals against
+         7 goals for
+         7 high assists
+         7 high points
+         7 high rebounds
+         7 high school
+         7 image
+         7 japanese
+         7 match
+         7 nhl team
+         7 numbers
+         7 operator
+         7 original airdate
+         7 ot
+         7 passengers
+         7 pct.
+         7 platform
+         7 political party
+         7 population (2011)
+         7 quantity
+         7 reg. season
+         7 released
+         7 residence
+         7 retired
+         7 sales
+         7 seed
+         7 service
+         7 tenure
+         7 theme
+         7 third place
+         7 township
+         7 women's winner
+         7 w–l
+         7 yards
+         6 +/–
+         6 1995
+         6 1996
+         6 1997
+         6 2014
+         6 aggregate
+         6 airline
+         6 airport
+         6 apps
+         6 birth
+         6 building
+         6 captain
+         6 certifications
+         6 chart
+         6 chinese title
+         6 city or town
+         6 closed
+         6 co-driver
+         6 comment
+         6 current status
+         6 d
+         6 date listed
+         6 death
+         6 deficit
+         6 designation
+         6 destination
+         6 english translation
+         6 europe
+         6 event year
+         6 flag bearer
+         6 goal difference
+         6 gp
+         6 host
+         6 iata
+         6 icao
+         6 in service
+         6 km
+         6 location attendance
+         6 make
+         6 manager
+         6 margin
+         6 music
+         6 name of place
+         6 name on the register
+         6 nominee
+         6 notes:
+         6 office
+         6 opposing team
+         6 order
+         6 peak positions
+         6 peak-positions
+         6 performer
+         6 population (2010 census)
+         6 power
+         6 principal county
+         6 race time
+         6 rd.
+         6 rebounds
+         6 rounds
+         6 school/club team
+         6 show
+         6 size
+         6 songwriters
+         6 stations
+         6 teams
+         6 total goals
+         6 track
+         6 tries
+         6 unit
+         6 withdrawn
+         6 works number
+         6 wrestler
+         6 wrestlers
+         6 writer(s)
+         6 years won
+         5 1
+         5 1992
+         5 1993
+         5 1998
+         5 2
+         5 address
+         5 affiliation
+         5 alma mater
+         5 arena
+         5 average speed (mph)
+         5 bike
+         5 brand
+         5 chinese
+         5 class pos.
+         5 co-drivers
+         5 color
+         5 composition
+         5 cyclist
+         5 date of appointment
+         5 date:
+         5 density (/km²)
+         5 details
+         5 diameter
+         5 election year
+         5 encrypted
+         5 entered service
+         5 f/laps
+         5 features
+         5 field
+         5 formed
+         5 fourth place
+         5 gb
+         5 gender
+         5 goals scored
+         5 gross
+         5 horse
+         5 kickoff
+         5 land area (km²)
+         5 land area km² (sq mi)
+         5 league apps
+         5 league goals
+         5 livery
+         5 long
+         5 lower zip code
+         5 mark
+         5 nominated work
+         5 number of counties
+         5 official website
+         5 other notes
+         5 pages
+         5 pair
+         5 pennant
+         5 performer (s)
+         5 period
+         5 place, theatre
+         5 platform(s)
+         5 point group
+         5 population density /km² (/sq mi)
+         5 première date
+         5 pts.
+         5 qual
+         5 runners up
+         5 seasons
+         5 song title
+         5 species
+         5 speed
+         5 stamps catalogues
+         5 subject
+         5 sub­divisions
+         5 system
+         5 tally
+         5 team name
+         5 term
+         5 terrain
+         5 tonnage (grt)
+         5 total votes
+         5 transfers
+         5 translation
+         5 tv time
+         5 tyres
+         5 undecided
+         5 until
+         5 value
+         5 via
+         5 viewers
+         5 water area km² (sq mi)
+         5 water %
+         5 website
+         5 wrestler:
+         5 writer
+         4 # of overall seats won
+         4 +/-
+         4 0
+         4 1994
+         4 3
+         4 4
+         4 5
+         4 6
+         4 7
+         4 8
+         4 9
+         4 accolade
+         4 act
+         4 actor
+         4 album title
+         4 appearance
+         4 area served
+         4 assisted tackles
+         4 average population (x 1000)
+         4 awards
+         4 balls
+         4 birth date
+         4 block
+         4 born
+         4 career
+         4 career sr
+         4 carries
+         4 cast
+         4 certifications (sales thresholds)
+         4 champions
+         4 champions league
+         4 color commentator(s)
+         4 combined tackles
+         4 community
+         4 composer
+         4 crowd
+         4 crude birth rate (per 1000)
+         4 crude death rate (per 1000)
+         4 date opened
+         4 deaths per year
+         4 design
+         4 developer(s)
+         4 dimensions
+         4 diver
+         4 draft order
+         4 duration
+         4 eliminated
+         4 employees
+         4 episode title
+         4 f
+         4 fillrate
+         4 final score
+         4 first downs
+         4 first issued
+         4 first tops
+         4 forced fumbles
+         4 fumble recoveries
+         4 fumble return yards
+         4 function
+         4 gauge
+         4 gd
+         4 goals conceded
+         4 grade
+         4 ground
+         4 h / a
+         4 hanzi
+         4 home ground
+         4 home/away
+         4 host city
+         4 innings
+         4 inns.
+         4 interception return yards
+         4 interceptions
+         4 interceptions returned for touchdown
+         4 introduced
+         4 judge
+         4 latitude
+         4 led
+         4 length (km)
+         4 libretto
+         4 lifetime
+         4 link
+         4 live births
+         4 live births per year
+         4 location:
+         4 longest interception return
+         4 longitude
+         4 margin of error
+         4 material
+         4 meet
+         4 memory
+         4 moving from
+         4 names
+         4 namesake
+         4 natural change
+         4 natural change (per 1000)
+         4 natural change per year
+         4 notable as
+         4 number of votes
+         4 organization
+         4 ossulstone hundred
+         4 overall record
+         4 partnering
+         4 passes defended
+         4 pct
+         4 play-by-play
+         4 player name
+         4 points against
+         4 points difference
+         4 points for
+         4 poll source
+         4 population (2010)
+         4 population center
+         4 post season
+         4 producer
+         4 production
+         4 programming
+         4 publication
+         4 race 1
+         4 race 2
+         4 railroad
+         4 rating
+         4 reason for termination
+         4 references
+         4 rf
+         4 run 3
+         4 run 4
+         4 sacks
+         4 sample size
+         4 seats won
+         4 second tops
+         4 semi
+         4 serial format
+         4 setting
+         4 slogan
+         4 song choice
+         4 storage
+         4 symbol
+         4 tackles
+         4 term end
+         4 term start
+         4 terminals
+         4 termination of mission
+         4 thousands
+         4 times:
+         4 titles
+         4 tonnage
+         4 total apps
+         4 train name
+         4 tyre
+         4 us hot 100
+         4 usage
+         4 volume
+         4 wager
+         4 winnings
+         4 works no.
+         4 yacht
+         4 yards per interception return
+         4 year completed
+         4 year opened
+         4 years active
+         4 ż
+         4 м
+         3 100s
+         3 1926 census
+         3 1939 census
+         3 1959 census
+         3 1960
+         3 1970
+         3 1970 census
+         3 1975
+         3 1979 census
+         3 1980
+         3 1985
+         3 1989
+         3 1989 census
+         3 1990
+         3 1991
+         3 a
+         3 actors
+         3 additional information
+         3 administration
+         3 affiliates
+         3 airdate
+         3 apparent magnitude
+         3 appointment
+         3 area km2
+         3 arrival
+         3 author(s)
+         3 auto
+         3 avg. spd.
+         3 b
+         3 band
+         3 behind
+         3 best finish
+         3 birthdate
+         3 born/died
+         3 branding
+         3 broadcast date
+         3 c
+         3 casualties
+         3 celebrity
+         3 certification
+         3 certifications (sales threshold)
+         3 chart position
+         3 chart-positions
+         3 charts
+         3 chief
+         3 church name
+         3 citation
+         3 city / state
+         3 city/location
+         3 city/municipality
+         3 classification
+         3 closing date
+         3 club performance
+         3 co-star
+         3 college/junior/club team (league)
+         3 combined
+         3 combined days
+         3 common name
+         3 comp
+         3 composer(s)
+         3 conf.
+         3 connections
+         3 constituency number
+         3 counties represented
+         3 course
+         3 courthouse
+         3 cpu
+         3 created
+         3 credit
+         3 crew chief
+         3 crime
+         3 current club
+         3 current location
+         3 cylinders
+         3 d score
+         3 dance
+         3 date built
+         3 date established
+         3 date from
+         3 date(s) administered
+         3 date/time
+         3 decision
+         3 denomination
+         3 density
+         3 departure
+         3 destinations
+         3 displacement
+         3 distance (km)
+         3 distance (miles)
+         3 div.
+         3 downhill
+         3 e
+         3 e score
+         3 elected
+         3 eliminated by
+         3 emperor's cup
+         3 end
+         3 end date
+         3 entered
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+         2 height (meters)
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+         2 number of electorates (2009)
+         2 number of episodes
+         2 number of spectral channels (max in use simultaneously)
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+         2 octal
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+         2 population (2001 census)
+         2 population (2003 est.)
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+         2 proportion aged 0–14 (%)
+         2 proportion aged 15–64 (%)
+         2 proportion aged 65+ (%)
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+         2 tiebreaker #2
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+         2 €0.01
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+         2 €0.10
+         2 €0.20
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+         2 €1.00
+         2 €2.00
+         2 ∆%
+         1 # albums released under bad boy
+         1 # beds
+         1 # of accidents
+         1 # of branches as of 30 september 2012
+         1 # of danish seats won
+         1 # of prisoners designed for
+         1 # of seats available
+         1 # of votes
+         1 # on map opposite
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+         1 $125,000+
+         1 $150,000+
+         1 $175,000+
+         1 $200,000+
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+         1 $275,000+
+         1 $300,000+
+         1 $50,000+
+         1 $75,000+
+         1 % albanian
+         1 % change 2011 / 12
+         1 % change 2012/13
+         1 % direct and indirect employment in tourism 2005
+         1 % no
+         1 % of annual production
+         1 % of constituency votes
+         1 % of danish vote
+         1 % of popular vote
+         1 % of popular votes
+         1 % of state population
+         1 % of summer capacity
+         1 % of us households reached
+         1 % of vote
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+         1 'give'
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+         1 'save'
+         1 (caboolture)
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+         1 (pine rivers)
+         1 (redcliffe)
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+         1 +/- (dif.)
+         1 +/−
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+         1 -2001
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+         1 1,67
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+         1 1,75
+         1 1. alby-sur-chéran (74002)
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+         1 1.82
+         1 1.83
+         1 1.85
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+         1 1.92
+         1 1.95
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+         1 10.16
+         1 100
+         1 100 m
+         1 100+
+         1 100-yard (91 m)
+         1 100 yd (91 m)
+         1 10k wins
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+         1 11 feb
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+         1 11.20
+         1 12
+         1 125 cc
+         1 13 mar
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+         1 14
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+         1 16 feb
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+         1 17
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+         1 1857
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+         1 1870
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+         1 1913
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+         1 1973
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+         1 1981
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+         1 1983
+         1 1984
+         1 1987
+         1 1988
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+         1 1995/ 96
+         1 1996/ 97
+         1 1997/ 98
+         1 1998 attendance
+         1 1998/ 99
+         1 1999/ 00
+         1 19th fri
+         1 1st leg score*
+         1 1st match
+         1 1st place
+         1 1st prize ($)
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+         1 1st team
+         1 1st venue
+         1 2 credits
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+         1 2.19
+         1 2.20
+         1 2.23
+         1 2.24
+         1 2.26
+         1 2.27
+         1 20-20
+         1 200-yard (180 m)
+         1 2000 attendance
+         1 2000/ 01
+         1 2001 census[1] (total population 1,004.59 million)
+         1 2001/ 02
+         1 2002 album
+         1 2002 attendance
+         1 2002/ 03
+         1 2002– 2010
+         1 2003/ 04
+         1 2004 attendance
+         1 2004/ 05
+         1 2005/ 06
+         1 2006 attendance
+         1 2007 arms sales (us$ m.)
+         1 2007 estimate
+         1 2007 rank
+         1 2007 wjcc
+         1 2007 wwcc
+         1 2007/08
+         1 2008 arms sales (us$ m.)
+         1 2008 attendance
+         1 2008 club
+         1 2008 general
+         1 2008 rank
+         1 2008 status
+         1 2008 wjcc
+         1 2008 wwcc
+         1 2008/09
+         1 2009 arms sales (us$ m.)
+         1 2009 european
+         1 2009 rank
+         1 2009 winter universiade
+         1 2009/10
+         1 2009–10 team
+         1 2010 arms sales (us$ m.)
+         1 2010 attendance
+         1 2010 rank
+         1 2010 regional
+         1 2010/11
+         1 2010s
+         1 2011 arms sales (us$ m.)
+         1 2011 rank
+         1 2011 ttci index
+         1 2011/12
+         1 2011– 2013
+         1 2012 attendance
+         1 2012 club
+         1 2012 population rank
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+         1 streak
+         1 stream
+         1 string
+         1 stroke
+         1 sts
+         1 student
+         1 stunts
+         1 subbed
+         1 subdivision
+         1 subdivisions
+         1 subgroup
+         1 submission
+         1 subs
+         1 subset
+         1 subsidization
+         1 subsidy
+         1 succeeded
+         1 successes
+         1 successful
+         1 sudetendeutsch
+         1 suffixing
+         1 suggested
+         1 summaries
+         1 sun
+         1 sunday
+         1 sundsvall
+         1 sunspot
+         1 supercup
+         1 superintendent
+         1 superleague
+         1 superseded
+         1 superstar
+         1 supranational
+         1 supreme
+         1 sur
+         1 surrey
+         1 suruga
+         1 sustained
+         1 swara
+         1 sweat
+         1 swimmers
+         1 switched
+         1 symbolic
+         1 symmetry
+         1 sync
+         1 synchronization
+         1 synonym
+         1 synonyms
+         1 synthesis
+         1 synthetized
+         1 t1
+         1 t2
+         1 tablet
+         1 tag
+         1 taiwan
+         1 takasaki
+         1 taken
+         1 takeoff
+         1 taker
+         1 taking
+         1 talent
+         1 tallest
+         1 tamil
+         1 tamino
+         1 tank
+         1 tapping
+         1 targets
+         1 tarxien
+         1 task
+         1 tax
+         1 tbh
+         1 tdp
+         1 tds
+         1 teacher
+         1 teachers
+         1 teamwork
+         1 technical
+         1 technologies
+         1 tehsils
+         1 telenovela
+         1 televote
+         1 telugu
+         1 temp
+         1 tennis
+         1 tensas
+         1 tense
+         1 tension
+         1 terms
+         1 terrestrial
+         1 terry
+         1 texas
+         1 than
+         1 that
+         1 therapeutic
+         1 thermal
+         1 they
+         1 those
+         1 thread
+         1 thu
+         1 thursday
+         1 tied
+         1 till
+         1 timber
+         1 tip
+         1 tipperary
+         1 tips2
+         1 tires
+         1 titular
+         1 tl
+         1 tmc
+         1 toilet
+         1 toll
+         1 tom
+         1 tomatoes
+         1 tone
+         1 tong
+         1 tons
+         1 tony
+         1 tool
+         1 tornadoes
+         1 torneo
+         1 toss
+         1 tosses
+         1 totora
+         1 tourist
+         1 tower
+         1 tpi
+         1 traffic
+         1 trailer
+         1 trains
+         1 tramway
+         1 trans
+         1 transactions
+         1 transport
+         1 trauma
+         1 travelled
+         1 trends
+         1 tribunal
+         1 tributaries
+         1 trood
+         1 truck
+         1 trunk
+         1 tubing
+         1 tue
+         1 tuesday
+         1 tulu
+         1 tumbling
+         1 turbine
+         1 turbo
+         1 turf1
+         1 turista
+         1 turkish
+         1 turnout
+         1 turnover
+         1 turnovers
+         1 typ
+         1 type1
+         1 typical
+         1 ubigeo
+         1 ufo
+         1 ume
+         1 undo
+         1 unemployment
+         1 uninominal
+         1 unitary
+         1 united
+         1 universiade
+         1 unknown
+         1 unrsgn
+         1 unsung
+         1 unterf
+         1 updated
+         1 ups
+         1 usda
+         1 user
+         1 ussr
+         1 usual
+         1 utilization
+         1 utilizing
+         1 v1
+         1 v2
+         1 v3
+         1 v4
+         1 v5
+         1 v6
+         1 va
+         1 valle
+         1 valves
+         1 variation
+         1 vascular
+         1 venting
+         1 venues
+         1 versions
+         1 vertebrates
+         1 ves
+         1 vicariate
+         1 victim
+         1 vidhan
+         1 view
+         1 viewable
+         1 views
+         1 villa
+         1 villages
+         1 villarroel
+         1 vin
+         1 violent
+         1 virgin
+         1 virtual
+         1 virtualization
+         1 visitation
+         1 vittoriosa
+         1 vld
+         1 vmax
+         1 vnd
+         1 vocalist
+         1 vocals
+         1 voivodeship
+         1 voltage
+         1 volts
+         1 volumes
+         1 voter
+         1 vp
+         1 walls
+         1 wards
+         1 warhead
+         1 warnings
+         1 was
+         1 waterbody
+         1 waterford
+         1 watkins
+         1 wcc
+         1 wed
+         1 wehrmacht
+         1 wellington
+         1 welsh
+         1 weltklasse
+         1 westbound
+         1 westminster
+         1 wg
+         1 when
+         1 where
+         1 which
+         1 white
+         1 whiteness
+         1 whitworth
+         1 who
+         1 whose
+         1 wicket
+         1 wickets
+         1 widely
+         1 wife
+         1 wii
+         1 wikipedia
+         1 wilkinson
+         1 william
+         1 wimbledon
+         1 window
+         1 windows
+         1 windspeed
+         1 wine
+         1 wing
+         1 wingspan
+         1 winter
+         1 withdrew
+         1 without
+         1 wives
+         1 wkts
+         1 wonders
+         1 worcestershire
+         1 worn
+         1 worship
+         1 write
+         1 writers
+         1 writing
+         1 ws
+         1 www
+         1 wxdxh
+         1 wyckoff
+         1 x0
+         1 x1
+         1 x1000
+         1 x2
+         1 x3
+         1 x4
+         1 x5
+         1 x6
+         1 x7
+         1 x8
+         1 x9
+         1 xbox
+         1 xj
+         1 yale
+         1 yang
+         1 yields
+         1 yokohama
+         1 young
+         1 ypc
+         1 ypes
+         1 yr
+         1 yugoslavia
+         1 zaccaria
diff --git a/tables/log-parsers/plot-num-denotations.py b/tables/log-parsers/plot-num-denotations.py
new file mode 100755
index 0000000..bdd1816
--- /dev/null
+++ b/tables/log-parsers/plot-num-denotations.py
@@ -0,0 +1,88 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-f', '--field', type=int, default=4)
+    parser.add_argument('infile')    
+    args = parser.parse_args()
+
+    firsts = []
+    seconds = []
+
+    with open(args.infile, 'r', 'utf8') as fin:
+        for line in fin:
+            line = line.strip()
+            if line.startswith('Reading Example'):
+                firsts.append([])
+                seconds.append([])
+            elif line.startswith('(FIRST)') or line.startswith('(SECOND)'):
+                line = line.split() 
+                if line[1].isdigit():
+                    amount = int(line[args.field])
+                    if line[0] == '(FIRST)':
+                        firsts[-1].append(amount)
+                    elif line[0] == '(SECOND)':
+                        seconds[-1].append(amount)
+                    else:
+                        raise Exception('Huh?')
+    print >> sys.stderr, 'Read', len(firsts), 'examples'
+
+    # Pad
+    def pad(stuff):
+        n = max(len(x) for x in stuff)
+        for y in stuff:
+            while len(y) < n:
+                y.append(y[-1])
+    pad(firsts)
+    pad(seconds)
+
+    # Find statistics
+    def stat(stuff):
+        if not stuff:
+            return
+        answer = []
+        for i in xrange(len(stuff[0])):
+            data = [x[i] for x in stuff]
+            data.sort()
+            n = len(data)
+            mean = sum(float(x) for x in data) / n
+            var = sum(float(x) * float(x) for x in data) / n - mean * mean
+            print '{}: N={} mean={:.2f} sd={:.2f} min={:d} q1={:d} q2={:d} q3={:d} max={:d}'.format(
+                i, n, mean, var**.5, data[0], data[n/4], data[n/2], data[3*n/4], data[-1])
+            answer.append([data[n/4], data[n/2], data[3*n/4]])
+        return zip(*answer)
+    print 'FIRST:'
+    answer_first = stat(firsts)
+    print 'SECOND:'
+    answer_second = stat(seconds)
+
+    # Plot
+    import matplotlib.pyplot as plt
+
+    fig = plt.figure()
+    ax1 = fig.add_subplot(211)
+    if answer_first:
+        for series in answer_first:
+            print series
+            ax1.plot(series)
+    #for stuff in firsts:
+    #    ax1.plot(stuff)
+    ax2 = fig.add_subplot(212)
+    if answer_second:
+        for series in answer_second:
+            print series
+            ax2.plot(series)
+    #for stuff in seconds:
+    #    ax2.plot(stuff)
+    plt.show()
+
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/mturk-www/table-alter/cookies.js b/tables/mturk-www/table-alter/cookies.js
new file mode 100644
index 0000000..47875fd
--- /dev/null
+++ b/tables/mturk-www/table-alter/cookies.js
@@ -0,0 +1,63 @@
+/*\
+|*|
+|*|  :: cookies.js ::
+|*|
+|*|  A complete cookies reader/writer framework with full unicode support.
+|*|
+|*|  Revision #1 - September 4, 2014
+|*|
+|*|  https://developer.mozilla.org/en-US/docs/Web/API/document.cookie
+|*|  https://developer.mozilla.org/User:fusionchess
+|*|
+|*|  This framework is released under the GNU Public License, version 3 or later.
+|*|  http://www.gnu.org/licenses/gpl-3.0-standalone.html
+|*|
+|*|  Syntaxes:
+|*|
+|*|  * docCookies.setItem(name, value[, end[, path[, domain[, secure]]]])
+|*|  * docCookies.getItem(name)
+|*|  * docCookies.removeItem(name[, path[, domain]])
+|*|  * docCookies.hasItem(name)
+|*|  * docCookies.keys()
+|*|
+\*/
+
+var docCookies = {
+  getItem: function (sKey) {
+    if (!sKey) { return null; }
+    return decodeURIComponent(document.cookie.replace(new RegExp("(?:(?:^|.*;)\\s*" + encodeURIComponent(sKey).replace(/[\-\.\+\*]/g, "\\$&") + "\\s*\\=\\s*([^;]*).*$)|^.*$"), "$1")) || null;
+  },
+  setItem: function (sKey, sValue, vEnd, sPath, sDomain, bSecure) {
+    if (!sKey || /^(?:expires|max\-age|path|domain|secure)$/i.test(sKey)) { return false; }
+    var sExpires = "";
+    if (vEnd) {
+      switch (vEnd.constructor) {
+        case Number:
+          sExpires = vEnd === Infinity ? "; expires=Fri, 31 Dec 9999 23:59:59 GMT" : "; max-age=" + vEnd;
+          break;
+        case String:
+          sExpires = "; expires=" + vEnd;
+          break;
+        case Date:
+          sExpires = "; expires=" + vEnd.toUTCString();
+          break;
+      }
+    }
+    document.cookie = encodeURIComponent(sKey) + "=" + encodeURIComponent(sValue) + sExpires + (sDomain ? "; domain=" + sDomain : "") + (sPath ? "; path=" + sPath : "") + (bSecure ? "; secure" : "");
+    return true;
+  },
+  removeItem: function (sKey, sPath, sDomain) {
+    if (!this.hasItem(sKey)) { return false; }
+    document.cookie = encodeURIComponent(sKey) + "=; expires=Thu, 01 Jan 1970 00:00:00 GMT" + (sDomain ? "; domain=" + sDomain : "") + (sPath ? "; path=" + sPath : "");
+    return true;
+  },
+  hasItem: function (sKey) {
+    if (!sKey) { return false; }
+    return (new RegExp("(?:^|;\\s*)" + encodeURIComponent(sKey).replace(/[\-\.\+\*]/g, "\\$&") + "\\s*\\=")).test(document.cookie);
+  },
+  keys: function () {
+    var aKeys = document.cookie.replace(/((?:^|\s*;)[^\=]+)(?=;|$)|^\s*|\s*(?:\=[^;]*)?(?:\1|$)/g, "").split(/\s*(?:\=[^;]*)?;\s*/);
+    for (var nLen = aKeys.length, nIdx = 0; nIdx < nLen; nIdx++) { aKeys[nIdx] = decodeURIComponent(aKeys[nIdx]); }
+    return aKeys;
+  }
+};
diff --git a/tables/mturk-www/table-alter/cookies.min.js b/tables/mturk-www/table-alter/cookies.min.js
new file mode 100644
index 0000000..75daec2
--- /dev/null
+++ b/tables/mturk-www/table-alter/cookies.min.js
@@ -0,0 +1,31 @@
+/*\
+|*|
+|*|  :: cookies.js ::
+|*|
+|*|  A complete cookies reader/writer framework with full unicode support.
+|*|
+|*|  Revision #1 - September 4, 2014
+|*|
+|*|  https://developer.mozilla.org/en-US/docs/Web/API/document.cookie
+|*|  https://developer.mozilla.org/User:fusionchess
+|*|
+|*|  This framework is released under the GNU Public License, version 3 or later.
+|*|  http://www.gnu.org/licenses/gpl-3.0-standalone.html
+|*|
+|*|  Syntaxes:
+|*|
+|*|  * docCookies.setItem(name, value[, end[, path[, domain[, secure]]]])
+|*|  * docCookies.getItem(name)
+|*|  * docCookies.removeItem(name[, path[, domain]])
+|*|  * docCookies.hasItem(name)
+|*|  * docCookies.keys()
+|*|
+\*/
+var docCookies={getItem:function(e){return e?decodeURIComponent(document.cookie.replace(new RegExp("(?:(?:^|.*;)\\s*"+encodeURIComponent(e).replace(/[\-\.\+\*]/g,"\\$&")+"\\s*\\=\\s*([^;]*).*$)|^.*$"),"$1"))||null:null},setItem:function(e,n,o,t,c,r){if(!e||/^(?:expires|max\-age|path|domain|secure)$/i.test(e))return!1
+var s=""
+if(o)switch(o.constructor){case Number:s=o===1/0?"; expires=Fri, 31 Dec 9999 23:59:59 GMT":"; max-age="+o
+break
+case String:s="; expires="+o
+break
+case Date:s="; expires="+o.toUTCString()}return document.cookie=encodeURIComponent(e)+"="+encodeURIComponent(n)+s+(c?"; domain="+c:"")+(t?"; path="+t:"")+(r?"; secure":""),!0},removeItem:function(e,n,o){return this.hasItem(e)?(document.cookie=encodeURIComponent(e)+"=; expires=Thu, 01 Jan 1970 00:00:00 GMT"+(o?"; domain="+o:"")+(n?"; path="+n:""),!0):!1},hasItem:function(e){return e?new RegExp("(?:^|;\\s*)"+encodeURIComponent(e).replace(/[\-\.\+\*]/g,"\\$&")+"\\s*\\=").test(document.cookie):!1},keys:function(){for(var e=document.cookie.replace(/((?:^|\s*;)[^\=]+)(?=;|$)|^\s*|\s*(?:\=[^;]*)?(?:\1|$)/g,"").split(/\s*(?:\=[^;]*)?;\s*/),n=e.length,o=0;n>o;o++)e[o]=decodeURIComponent(e[o])
+return e}}
diff --git a/tables/mturk-www/table-alter/data/501-alter/0.js b/tables/mturk-www/table-alter/data/501-alter/0.js
new file mode 100644
index 0000000..a39904a
--- /dev/null
+++ b/tables/mturk-www/table-alter/data/501-alter/0.js
@@ -0,0 +1,9 @@
+var QUESTIONS=[];
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["10,727","11th","1st","1st Round","1st, Western","2","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2nd","2nd Round","2nd, Pacific","3rd Round","3rd, Pacific","3rd, USL (3rd)","4th Round","4th, Western","5,575","5,628","5,871","5th","6,028","6,260","6,851","7,169","8,567","9,734","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","Semifinals","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":0,"table":[[46,36,37,41,39,38,34],[6,5,43,23,40,35,31],[7,5,43,18,3,35,29],[8,5,43,20,35,35,26],[9,5,43,4,40,22,25],[10,5,44,27,40,22,28],[11,5,44,1,35,19,24],[12,5,44,16,42,17,30],[13,5,44,1,35,3,32],[14,5,44,2,42,19,33],[15,5,45,21,40,19,0]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["1st Round","2","2001","2002","2003","2004","2005","2006","2nd, Pacific","3rd, Pacific","3rd, USL (3rd)","4th Round","4th, Western","5,575","5,628","5,871","5th","6,028","6,260","7,169","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":4,"table":[[31,22,23,27,25,24,20],[2,1,29,12,26,11,14],[3,1,28,8,0,11,13],[4,1,28,9,21,11,15],[5,1,30,8,26,11,18],[6,1,28,16,26,11,19],[7,1,28,10,26,11,17]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["10,727","11th","1st Round","2","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2nd, Pacific","3rd Round","3rd, Pacific","3rd, USL (3rd)","4th Round","4th, Western","5,575","5,628","5,871","6,028","6,260","6,851","7,169","8,567","9,734","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","Semifinals","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":10,"table":[[41,31,32,36,34,33,29],[4,3,40,19,30,15,22],[5,3,40,1,30,2,26],[6,3,39,1,30,2,24],[7,3,39,17,35,18,23],[8,3,39,16,35,15,27],[9,3,38,14,35,15,20],[10,3,39,1,37,15,25],[11,3,39,1,37,18,28],[12,3,38,17,37,15,21],[13,3,39,17,35,18,0]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["11th","1st Round","1st, Western","2","2001","2002","2003","2004","2005","2006","2007","2008","2nd","3rd Round","3rd, USL (3rd)","4th Round","4th, Western","5,575","5,628","5,871","5th","6,028","6,260","6,851","7,169","8,567","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","Semifinals","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":16,"table":[[38,28,29,33,31,30,26],[4,3,36,12,32,27,24],[5,3,36,0,27,27,17],[6,3,36,16,27,27,18],[7,3,35,14,32,1,22],[8,3,36,20,34,15,19],[9,3,37,2,27,27,21],[10,3,35,20,32,13,23],[11,3,35,2,27,27,25]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["11th","1st Round","1st, Western","2","2001","2002","2003","2004","2005","2006","2007","2008","2009","2nd Round","2nd, Pacific","3rd, USL (3rd)","4th Round","5,575","5,628","5,871","5th","6,028","6,260","6,851","7,169","8,567","9,734","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","Semifinals","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":17,"table":[[39,29,30,34,32,31,27],[4,3,37,20,33,13,21],[5,3,37,2,28,28,25],[6,3,38,0,33,28,23],[7,3,36,0,35,1,26],[8,3,36,0,28,16,17],[9,3,37,15,35,13,24],[10,3,36,14,1,28,18],[11,3,36,20,33,16,19],[12,3,36,0,33,28,22]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
+QUESTIONS.push({"retained":{"score":0.989,"otherAlterIndices":[0,4,10,16,17,19]},"sprite":["10,727","11th","1st","1st Round","1st, Western","2","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2nd","2nd, Pacific","3rd Round","3rd, Pacific","3rd, USL (3rd)","4th Round","4th, Western","5,575","5,628","5,871","5th","6,028","6,260","6,851","7,169","8,567","9,734","Avg. Attendance","Did not qualify","Division","League","Open Cup","Playoffs","Quarterfinals","Regular Season","Semifinals","USL A-League","USL First Division","USSF D-2 Pro League","Year"],"question":"what was the last year where this team was a part of the usl a-league?","alterIndex":19,"table":[[45,35,36,40,38,37,33],[6,5,44,16,41,21,25],[7,5,43,26,3,21,27],[8,5,43,1,41,18,23],[9,5,43,1,3,18,28],[10,5,42,22,41,21,24],[11,5,44,17,41,18,32],[12,5,42,19,34,34,0],[13,5,43,20,34,21,30],[14,5,43,4,39,3,29],[15,5,42,2,39,34,31]],"id":"nt-0","metadata":{"url":"http://en.wikipedia.org/wiki?action=render&curid=14240688&oldid=599565109","tableIndex":0,"title":"Portland Timbers (2001–10)"}});
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index 0000000..f5d66a8
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+  <script type="text/javascript" src="cookies.min.js"></script>
+  <script type="text/javascript" src="main.js"></script>
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+  <title>MTurk</title>
+</head>
+<body style="margin:0;padding:0;height:100%;width:100%;">
+<form>
+<input value="dASSIGNMENT_ID_NOT_AVAILABLE" name="assignmentId" id="assignmentId" type="hidden">
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diff --git a/tables/mturk-www/table-alter/index.min.html b/tables/mturk-www/table-alter/index.min.html
new file mode 100644
index 0000000..65b4350
--- /dev/null
+++ b/tables/mturk-www/table-alter/index.min.html
@@ -0,0 +1,18 @@
+<!DOCTYPE html>
+<html>
+<head>
+  <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+  <link rel="stylesheet" type="text/css" href="style.min.css">
+  <script type="text/javascript" src="jquery.min.js"></script>
+  <script type="text/javascript" src="cookies.min.js"></script>
+  <script type="text/javascript" src="main.min.js"></script>
+  <script type="text/javascript" src="data/501-alter/0.js"></script>
+  <title>MTurk</title>
+</head>
+<body style="margin:0;padding:0;height:100%;width:100%;">
+<form>
+<input value="dASSIGNMENT_ID_NOT_AVAILABLE" name="assignmentId" id="assignmentId" type="hidden">
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diff --git a/tables/mturk-www/table-alter/jquery.min.js b/tables/mturk-www/table-alter/jquery.min.js
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diff --git a/tables/mturk-www/table-alter/main.js b/tables/mturk-www/table-alter/main.js
new file mode 100644
index 0000000..fb3e0b6
--- /dev/null
+++ b/tables/mturk-www/table-alter/main.js
@@ -0,0 +1,363 @@
+$(function() {
+  var VERSION = "5.2";
+  
+  $('#content').html(['<div id=webpage class=column>&nbsp;</div>',
+    '<div id=wrapper class=column>',
+    '<div id=instruction>',
+    '<div id=hidingInstruction class=hidden><button type=button class=floatButton id=showInstructionButton>Show Instructions</button></div>',
+    '<div id=showingInstruction>',
+    '<h2>Task: Answer the question using the information from the table.</h2>',
+    '<button type=button class=floatButton id=hideInstructionButton disabled>Loading ...</button>',
+    '<ul>',
+      '<li>The tables were generated by shuffling the cells in some original table. Assume that each table presents data from a fictional world.</li>',
+      '<li>As such, some questions may sound a little strange (e.g., asking for <em>the city</em> but many cities fit the criteria). Please answer according to the intent of the question.</li>',
+      '<li>If the question really cannot be answered (e.g., when the main entity in the question is missing from the table, or when the table does not make sense), briefly describe the reason in the <strong>second box</strong> and leave the answer box blank.</li>',
+      '<li>We <strong>manually</strong> review the answers and check some of the answers with the gold standard. We use answers from other workers to detect suspicious submissions, but will not reject your work as long as it correctly follows the instructions.</li>',
+    '</ul>',
+    '<h2>Answer Format</h2>',
+    '<ul>',
+      '<li>If the answer appears in the table, please <strong>copy and paste</strong> to avoid typos.</li>',
+      '<li><strong>Do not</strong> add punctuation marks or elaboration to the answers: use <span class=whitebox>Paris</span> instead of <span class=redbox>Paris.</span> or <span class=redbox>Paris because it is in France</span>.</li>',
+      '<li>If the answer is a <strong>number</strong>, please enter the number directly (e.g., <span class=whitebox>13</span>). <strong>Do not</strong> spell out the number (e.g., <span class=redbox>thirteen</span>), except when it is a <a target=_blank href="https://en.wikipedia.org/wiki/Thirteen_%282003_film%29">name</a>.</li>',
+      '<li>If the answer is a <strong>list</strong> or has <strong>multiple parts</strong>, use multiple lines with <strong>one answer per line</strong> (e.g., <span class=whitebox>Paris</span> <kbd>Enter</kbd> <span class=whitebox>Madrid</span>, not <span class=redbox>Paris and Madrid</span>).</li>',
+    '</ul>',
+    '<h2>Tools</h2>',
+    '<ul>',
+      '<li><strong><kbd>Ctrl</kbd> (or <kbd>&#8984;</kbd>) + click on a table cell:</strong> copy cell content to the answer box.</li>',
+      '<li><strong>Hold <kbd>Shift</kbd> + paint on table cells:</strong> highlight cells and display statistics in the box above.</li>',
+      '<li><strong>Click on table header:</strong> sort the table by that column. (Note: does not work well on dates.)</li>',
+    '</ul>',
+    '<p><em>If you have any problems or suggestions, please leave a comment or <a href="mailto:percyliangmturk@gmail.com?subject=%5BMTurk%5D%20table-alter" id=email>contact us</a>.</em></p>',
+    '</div></div>',
+    '<div id=warning>Preview Mode<br>Please accept the HIT to start working.</div>',
+    '<div id=answerForm><div id=questionWrapper>&nbsp;</div>',
+    '<div id=navbar class=centerize>',
+    '<input type=hidden id=assignmentId name=assignmentId>',
+    '<button id=prevButton type=button>Previous</button> <span id=qNum>&nbsp;</span> <button id=nextButton type=button>Next</button> ',
+    '<button id=submitButton type=button class=hidden disabled><strong>Submit</strong></button>',
+    '</div>',
+    '<div id=usedReasons class=hidden><p>Used reasons (<kbd>Ctrl</kbd> + click to copy):</p><ul></ul></div>',
+    '<p id=incompleteWarning class="red hidden"><strong>Error:</strong> Please answer all questions (Missing question <span id=missingQuestions>&nbsp;</span>)</p>',
+    '</div></div>'].join(''));
+
+  var questionDivs = [], tableDivs = [], formElements = [], currentQuestion = 0;
+
+  ////////////////////////////////////////////////////////////////
+  // Form submission
+
+  function clean(text, cleanNewlines) {
+    var answer = [];
+    text.split(/\n/).forEach(function (x) {
+      x = x.replace(/\s+/g, ' ').replace(/^ | $/g, '');
+      if (x.length) answer.push(x);
+    });
+    return answer.join(cleanNewlines ? " " : "\n");
+  }
+
+  var iWillSubmit = false;
+
+  $('#submitButton').click(function () {
+    iWillSubmit = true;
+    $('#submitButton').closest('form').submit();
+  });
+  
+  $('#submitButton').keyup(function(e) {
+    var keyCode = e.keyCode || e.which;
+    if (keyCode === 13 || keyCode === 32) {
+      iWillSubmit = true;
+      $('#submitButton').closest('form').submit();
+    }
+  });
+
+  $('#submitButton').closest('form').submit(function() {
+    if (!iWillSubmit) return false;
+    // Check if all text fields are filled.
+    var missingQuestions = [];
+    for (var i = 0; i < questionDivs.length; i++) {
+      var a = formElements[i].a, b = formElements[i].b;
+      a.val(clean(a.val()));
+      b.val(clean(b.val(), true));
+      if ((!a.prop('disabled') && !a.val().length) ||
+          (!b.prop('disabled') && !b.val().length)) {
+        missingQuestions.push(i + 1);
+      }
+    }
+    if (!missingQuestions.length) {
+      $('#incompleteWarning').hide();
+      $('#submitButton').prop('disabled', true);
+      return true;
+    } else {
+      $('#missingQuestions').text(missingQuestions.join(', '));
+      $('#incompleteWarning').show();
+      return false;
+    }
+  });
+
+  function gatherUsedReasons() {
+    $('#usedReasons').hide();
+    $('#usedReasons ul').empty();
+    for (var i = 0; i < questionDivs.length; i++) {
+      var b = formElements[i].b;
+      if (!b.prop('disabled')) {
+        b.val(clean(b.val(), true));
+        var reason = b.val(), used = false;
+        if (!reason.length) continue;
+        $('#usedReasons ul li').each(function (_, x) {
+          if ($(x).text() === reason) { used = true; return false; }
+        });
+        if (!used) {
+          $('#usedReasons').show();
+          $('<li>').text(reason).appendTo('#usedReasons ul')
+            .click(function (event) {
+              if (!event.ctrlKey) return;
+              formElements[currentQuestion].cb.click();
+              var reasonBox = formElements[currentQuestion].b;
+              reasonBox.val(clean(reasonBox.val() + ' ' + $(this).text()));
+            });
+        }
+      }
+    }
+
+  }
+
+  ////////////////////////////////////////////////////////////////
+  // Instructions
+
+  function toggleInstructions(state) {
+    $("#showingInstruction").toggle(!!state);
+    $("#hidingInstruction").toggle(!state);
+  }
+
+  $("#showInstructionButton").click(function () {
+    toggleInstructions(true);
+  });
+
+  $("#hideInstructionButton").click(function () {
+    toggleInstructions(false);
+  });
+
+  ////////////////////////////////////////////////////////////////
+  // Navigation
+
+  function goToQuestion(questionNum) {
+    $('.question, .table').hide();
+    questionDivs[questionNum].show();
+    tableDivs[questionNum].show();
+    $('html, body').scrollTop(0);
+    $('#qNum').text('' + (questionNum + 1) + ' / ' + questionDivs.length);
+    $('#prevButton').prop('disabled', questionNum === 0);
+    $('#nextButton').toggle(questionNum !== questionDivs.length - 1);
+    $('#submitButton').toggle(questionNum === questionDivs.length - 1);
+    currentQuestion = questionNum;
+    $('#qNum').trigger('questionChanged');
+    var a = formElements[currentQuestion].a, b = formElements[currentQuestion].b;
+    if (!a.prop('disabled')) a.focus();
+    if (!b.prop('disabled')) b.focus();
+    gatherUsedReasons();
+  }
+
+  $('#prevButton').click(function () {
+    goToQuestion(currentQuestion - 1);
+  });
+  
+  $('#nextButton').click(function () {
+    goToQuestion(currentQuestion + 1);
+  });
+
+  ////////////////////////////////////////////////////////////////
+  // Load data
+
+  function getNumber(x) {
+    var result = /^[0-9,.]*/.exec(x);
+    if (result === null) return null;
+    result = result[0].replace(/,/g, '');
+    if (result === '') return null;
+    return +result;
+  }
+
+  function constructTable(tableData, sprite, tableInfoBox, answerRadio, answerBox, actionVal) {
+    var table = $('<table>'), header, originalRowOrder = [], currentRow, i, j;
+    // First row is a header
+    for (i = 0; i < tableData.length; i++) {
+      currentRow = $('<tr>');
+      for (j = 0; j < tableData[0].length; j++) {
+        $(i === 0 ? '<th>' : '<td>')
+          .html(sprite[tableData[i][j]])
+          .appendTo(currentRow);
+      }
+      if (i == 0)
+        header = currentRow;
+      originalRowOrder.push(currentRow);
+    }
+    // Restore order
+    function restoreOrder() {
+      table.empty().append(header);
+      originalRowOrder.forEach(function (x) {
+        table.append(x);
+      });
+      header.children().removeClass('selected');
+      restoreRowOrderButton.prop('disabled', true);
+      sortInfoSpan.text('(original order)');
+      actionVal.val(actionVal.val() + 'O;');
+    }
+    var restoreRowOrderButton = $('<button>').text('Restore row order')
+      .appendTo(tableInfoBox).click(restoreOrder);
+    tableInfoBox.append(' ');
+    var sortInfoSpan = $('<span>').appendTo(tableInfoBox);
+    restoreOrder();
+    // Sort
+    table.on("click", "th", function (event) {
+      // Stable Sort
+      j = $(this).index();
+      var sortedIndices = [], rows = table.find('tr').get();
+      for (i = 1; i < rows.length; i++) sortedIndices.push(i);
+      sortedIndices.sort(function (a, b) {
+        var textA = table.find('tr:eq(' + a + ') td:eq(' + j + ')').text();
+        var textB = table.find('tr:eq(' + b + ') td:eq(' + j + ')').text();
+        var numA = getNumber(textA), numB = getNumber(textB);
+        // Put numbers first
+        if (numA !== null) {
+          if (numB === null) return -1;
+          if (numA != numB) return numA - numB;
+        } else {
+          if (numB !== null) return 1;
+        }
+        return textA > textB ? 1 : textA < textB ? -1 : a - b;
+      });
+      table.empty().append(header);
+      sortedIndices.forEach(function (a) {
+        table.append(rows[a]); 
+      });
+      header.children().removeClass('selected');
+      $(this).addClass('selected');
+      restoreRowOrderButton.prop('disabled', false);
+      sortInfoSpan.text('(ordered by column ' + (j+1) + ')');
+      actionVal.val(actionVal.val() + 'S' + j + ';');
+    });
+    // Selection
+    tableInfoBox.append(' ');
+    var computeInfoText = $('<span>').appendTo(tableInfoBox);
+    function computeSelected() {
+      var count = 0; sum = 0, numbers = [];
+      table.find('td.selected').get().forEach(function (x) {
+        count++;
+        var num = getNumber($(x).text().replace(/^[^0-9]*/, ''));
+        if (num !== null) {
+          numbers.push(num);
+          sum += num;
+        }
+      });
+      if (count == 0)
+        computeInfoText.text('').attr('title', null);
+      else {
+        computeInfoText.text('count = ' + count + ' | sum = ' + sum + ' (hover for details)');
+        computeInfoText.attr('title', 'sum = ' + (numbers.length ? numbers.join(' + ') : '(none)'));
+      }
+    }
+    var shiftSelecting = false;
+    table.on("mousedown", "td", function (event) {
+      if (event.ctrlKey) {
+        answerRadio.click();
+        var originalAnswer = answerBox.val();
+        if (originalAnswer.length && originalAnswer[originalAnswer.length - 1] !== '\n')
+          originalAnswer += '\n';
+        answerBox.val(originalAnswer + clean($(this).text(), true) + '\n');
+        actionVal.val(actionVal.val() + 'C' + $(this).parent().index() + '-' + $(this).index() + ';');
+        event.preventDefault();
+      } else if (event.shiftKey) {
+        $(this).toggleClass('selected');
+        shiftSelecting = $(this).hasClass('selected');
+        computeSelected();
+        actionVal.val(actionVal.val() + 'X' + $(this).parent().index() + '-' + $(this).index() + ';');
+        event.preventDefault();
+      }
+    });
+    table.on("mouseenter", "td", function (event) {
+      if (event.shiftKey && event.buttons > 0) {
+        $(this).toggleClass('selected', shiftSelecting);
+        computeSelected();
+        actionVal.val(actionVal.val() + 'X' + $(this).parent().index() + '-' + $(this).index() + ';');
+        event.preventDefault();
+      }
+    });
+    return table;
+  }
+
+  function newHidden(name, index) {
+    return $('<input type=hidden>').attr('name', name + index);
+  }
+
+  function populateDatum(datum, index) {
+    var answerRadio, answerBox, reasonRadio, reasonBox, actionVal;
+    questionDivs.push(
+      $('<div class=question>').appendTo('#questionWrapper').hide()
+        .append($('<fieldset>')
+          .append(newHidden('id', index).val(datum.id))
+          .append(newHidden('title', index).val(datum.metadata.title))
+          .append(newHidden('url', index).val(datum.metadata.url))
+          .append(newHidden('tableid', index).val(datum.metadata.tableIndex))
+          .append(newHidden('question', index).val(datum.question))
+          .append(newHidden('alterIndex', index).val(datum.alterIndex))
+          .append(newHidden('otherAlterIndices', index).val(datum.retained.otherAlterIndices))
+          .append(newHidden('score', index).val(datum.retained.score))
+          .append(actionVal = newHidden('actions', index).val(''))
+          .append($('<h2>Question</h2>'))
+          .append($('<div class=questionText>').text(datum.question).addClass('q' + index))
+          .append($('<p>')
+            .append($('<label>').attr('for', 'c' + index + 'a')
+              .append(answerRadio = $('<input type=radio value=a checked=checked disabled>')
+                .attr('name', 'c' + index).attr('id', 'c' + index + 'a')
+                .change(function () {
+                  reasonBox.prop('disabled', true);
+                  answerBox.prop('disabled', false).focus();
+                }))
+              .append('The answer is:')))
+          .append(answerBox = $('<textarea class=answerBox disabled rows=4>').attr('name', 'a' + index).attr('id', 'a' + index))
+          .append($('<p>')
+            .append($('<label>').attr('for', 'c' + index + 'b')
+              .append(reasonRadio = $('<input type=radio value=b disabled>')
+                .attr('name', 'c' + index).attr('id', 'c' + index + 'b')
+                .change(function () {
+                  answerBox.prop('disabled', true);
+                  reasonBox.prop('disabled', false).focus();
+                }))
+              .append('Cannot be answered because:')))
+          .append(reasonBox = $('<textarea class=reasonBox disabled rows=2>').attr('name', 'b' + index).attr('id', 'b' + index))
+          ));
+    var tableInfoBox = $('<div class=table-info>');
+    var table = constructTable(datum.table, datum.sprite,
+        tableInfoBox, answerRadio, answerBox, actionVal).addClass('q' + index);
+    tableDivs.push(
+      $('<div class=table>').hide()
+        .append(tableInfoBox)
+        .append($('<div class=table-lower>')
+          .append($('<h2>').append('Page Title: ')
+            .append($('<a target=_blank>').attr('href', datum.metadata.url)
+              .text(datum.metadata.title)))
+        .append(table)).appendTo('#webpage'));
+    formElements.push(
+      {'ca': answerRadio, 'a': answerBox, 'cb': reasonRadio, 'b': reasonBox});
+  }
+
+  function populateData(data) {
+    $('#webpage, #questionWrapper').empty();
+    data.forEach(populateDatum);
+    // Show / Hide instructions
+    $("#hideInstructionButton").text("Hide").prop('disabled', false);
+    toggleInstructions(false);
+    if (docCookies.getItem("percyTableSeenInstruction") != VERSION) {
+      toggleInstructions(true);
+      docCookies.setItem("percyTableSeenInstruction", VERSION);
+    }
+    if ($('#assignmentId').val() === 'ASSIGNMENT_ID_NOT_AVAILABLE') {
+      toggleInstructions(true);
+    } else {
+      $('.question textarea.answerBox, .question input, #submitButton').prop('disabled', false);
+      $('#warning').hide();
+    }
+    goToQuestion(0);
+  }
+
+  populateData(QUESTIONS);
+
+});
diff --git a/tables/mturk-www/table-alter/main.min.js b/tables/mturk-www/table-alter/main.min.js
new file mode 100644
index 0000000..03ec9c7
--- /dev/null
+++ b/tables/mturk-www/table-alter/main.min.js
@@ -0,0 +1,38 @@
+$(function(){function e(e,t){var n=[]
+return e.split(/\n/).forEach(function(e){e=e.replace(/\s+/g," ").replace(/^ | $/g,""),e.length&&n.push(e)}),n.join(t?" ":"\n")}function t(){$("#usedReasons").hide(),$("#usedReasons ul").empty()
+for(var t=0;t<u.length;t++){var n=c[t].b
+if(!n.prop("disabled")){n.val(e(n.val(),!0))
+var a=n.val(),s=!1
+if(!a.length)continue
+$("#usedReasons ul li").each(function(e,t){return $(t).text()===a?(s=!0,!1):void 0}),s||($("#usedReasons").show(),$("<li>").text(a).appendTo("#usedReasons ul").click(function(t){if(t.ctrlKey){c[h].cb.click()
+var n=c[h].b
+n.val(e(n.val()+" "+$(this).text()))}}))}}}function n(e){$("#showingInstruction").toggle(!!e),$("#hidingInstruction").toggle(!e)}function a(e){$(".question, .table").hide(),u[e].show(),p[e].show(),$("html, body").scrollTop(0),$("#qNum").text(""+(e+1)+" / "+u.length),$("#prevButton").prop("disabled",0===e),$("#nextButton").toggle(e!==u.length-1),$("#submitButton").toggle(e===u.length-1),h=e,$("#qNum").trigger("questionChanged")
+var n=c[h].a,a=c[h].b
+n.prop("disabled")||n.focus(),a.prop("disabled")||a.focus(),t()}function s(e){var t=/^[0-9,.]*/.exec(e)
+return null===t?null:(t=t[0].replace(/,/g,""),""===t?null:+t)}function i(t,n,a,i,o,r){function l(){b.empty().append(u),g.forEach(function(e){b.append(e)}),u.children().removeClass("selected"),m.prop("disabled",!0),v.text("(original order)"),r.val(r.val()+"O;")}function d(){var e=0
+sum=0,numbers=[],b.find("td.selected").get().forEach(function(t){e++
+var n=s($(t).text().replace(/^[^0-9]*/,""))
+null!==n&&(numbers.push(n),sum+=n)}),0==e?f.text("").attr("title",null):(f.text("count = "+e+" | sum = "+sum+" (hover for details)"),f.attr("title","sum = "+(numbers.length?numbers.join(" + "):"(none)")))}var u,p,c,h,b=$("<table>"),g=[]
+for(c=0;c<t.length;c++){for(p=$("<tr>"),h=0;h<t[0].length;h++)$(0===c?"<th>":"<td>").html(n[t[c][h]]).appendTo(p)
+0==c&&(u=p),g.push(p)}var m=$("<button>").text("Restore row order").appendTo(a).click(l)
+a.append(" ")
+var v=$("<span>").appendTo(a)
+l(),b.on("click","th",function(e){h=$(this).index()
+var t=[],n=b.find("tr").get()
+for(c=1;c<n.length;c++)t.push(c)
+t.sort(function(e,t){var n=b.find("tr:eq("+e+") td:eq("+h+")").text(),a=b.find("tr:eq("+t+") td:eq("+h+")").text(),i=s(n),o=s(a)
+if(null!==i){if(null===o)return-1
+if(i!=o)return i-o}else if(null!==o)return 1
+return n>a?1:a>n?-1:e-t}),b.empty().append(u),t.forEach(function(e){b.append(n[e])}),u.children().removeClass("selected"),$(this).addClass("selected"),m.prop("disabled",!1),v.text("(ordered by column "+(h+1)+")"),r.val(r.val()+"S"+h+";")}),a.append(" ")
+var f=$("<span>").appendTo(a),w=!1
+return b.on("mousedown","td",function(t){if(t.ctrlKey){i.click()
+var n=o.val()
+n.length&&"\n"!==n[n.length-1]&&(n+="\n"),o.val(n+e($(this).text(),!0)+"\n"),r.val(r.val()+"C"+$(this).parent().index()+"-"+$(this).index()+";"),t.preventDefault()}else t.shiftKey&&($(this).toggleClass("selected"),w=$(this).hasClass("selected"),d(),r.val(r.val()+"X"+$(this).parent().index()+"-"+$(this).index()+";"),t.preventDefault())}),b.on("mouseenter","td",function(e){e.shiftKey&&e.buttons>0&&($(this).toggleClass("selected",w),d(),r.val(r.val()+"X"+$(this).parent().index()+"-"+$(this).index()+";"),e.preventDefault())}),b}function o(e,t){return $("<input type=hidden>").attr("name",e+t)}function r(e,t){var n,a,s,r,l
+u.push($("<div class=question>").appendTo("#questionWrapper").hide().append($("<fieldset>").append(o("id",t).val(e.id)).append(o("title",t).val(e.metadata.title)).append(o("url",t).val(e.metadata.url)).append(o("tableid",t).val(e.metadata.tableIndex)).append(o("question",t).val(e.question)).append(o("alterIndex",t).val(e.alterIndex)).append(o("otherAlterIndices",t).val(e.retained.otherAlterIndices)).append(o("score",t).val(e.retained.score)).append(l=o("actions",t).val("")).append($("<h2>Question</h2>")).append($("<div class=questionText>").text(e.question).addClass("q"+t)).append($("<p>").append($("<label>").attr("for","c"+t+"a").append(n=$("<input type=radio value=a checked=checked disabled>").attr("name","c"+t).attr("id","c"+t+"a").change(function(){r.prop("disabled",!0),a.prop("disabled",!1).focus()})).append("The answer is:"))).append(a=$("<textarea class=answerBox disabled rows=4>").attr("name","a"+t).attr("id","a"+t)).append($("<p>").append($("<label>").attr("for","c"+t+"b").append(s=$("<input type=radio value=b disabled>").attr("name","c"+t).attr("id","c"+t+"b").change(function(){a.prop("disabled",!0),r.prop("disabled",!1).focus()})).append("Cannot be answered because:"))).append(r=$("<textarea class=reasonBox disabled rows=2>").attr("name","b"+t).attr("id","b"+t))))
+var d=$("<div class=table-info>"),h=i(e.table,e.sprite,d,n,a,l).addClass("q"+t)
+p.push($("<div class=table>").hide().append(d).append($("<div class=table-lower>").append($("<h2>").append("Page Title: ").append($("<a target=_blank>").attr("href",e.metadata.url).text(e.metadata.title))).append(h)).appendTo("#webpage")),c.push({ca:n,a:a,cb:s,b:r})}function l(e){$("#webpage, #questionWrapper").empty(),e.forEach(r),$("#hideInstructionButton").text("Hide").prop("disabled",!1),n(!1),docCookies.getItem("percyTableSeenInstruction")!=d&&(n(!0),docCookies.setItem("percyTableSeenInstruction",d)),"ASSIGNMENT_ID_NOT_AVAILABLE"===$("#assignmentId").val()?n(!0):($(".question textarea.answerBox, .question input, #submitButton").prop("disabled",!1),$("#warning").hide()),a(0)}var d="5.2"
+$("#content").html(["<div id=webpage class=column>&nbsp;</div>","<div id=wrapper class=column>","<div id=instruction>","<div id=hidingInstruction class=hidden><button type=button class=floatButton id=showInstructionButton>Show Instructions</button></div>","<div id=showingInstruction>","<h2>Task: Answer the question using the information from the table.</h2>","<button type=button class=floatButton id=hideInstructionButton disabled>Loading ...</button>","<ul>","<li>The tables were generated by shuffling the cells in some original table. Assume that each table presents data from a fictional world.</li>","<li>As such, some questions may sound a little strange (e.g., asking for <em>the city</em> but many cities fit the criteria). Please answer according to the intent of the question.</li>","<li>If the question really cannot be answered (e.g., when the main entity in the question is missing from the table, or when the table does not make sense), briefly describe the reason in the <strong>second box</strong> and leave the answer box blank.</li>","<li>We <strong>manually</strong> review the answers and check some of the answers with the gold standard. We use answers from other workers to detect suspicious submissions, but will not reject your work as long as it correctly follows the instructions.</li>","</ul>","<h2>Answer Format</h2>","<ul>","<li>If the answer appears in the table, please <strong>copy and paste</strong> to avoid typos.</li>","<li><strong>Do not</strong> add punctuation marks or elaboration to the answers: use <span class=whitebox>Paris</span> instead of <span class=redbox>Paris.</span> or <span class=redbox>Paris because it is in France</span>.</li>",'<li>If the answer is a <strong>number</strong>, please enter the number directly (e.g., <span class=whitebox>13</span>). <strong>Do not</strong> spell out the number (e.g., <span class=redbox>thirteen</span>), except when it is a <a target=_blank href="https://en.wikipedia.org/wiki/Thirteen_%282003_film%29">name</a>.</li>',"<li>If the answer is a <strong>list</strong> or has <strong>multiple parts</strong>, use multiple lines with <strong>one answer per line</strong> (e.g., <span class=whitebox>Paris</span> <kbd>Enter</kbd> <span class=whitebox>Madrid</span>, not <span class=redbox>Paris and Madrid</span>).</li>","</ul>","<h2>Tools</h2>","<ul>","<li><strong><kbd>Ctrl</kbd> (or <kbd>&#8984;</kbd>) + click on a table cell:</strong> copy cell content to the answer box.</li>","<li><strong>Hold <kbd>Shift</kbd> + paint on table cells:</strong> highlight cells and display statistics in the box above.</li>","<li><strong>Click on table header:</strong> sort the table by that column. (Note: does not work well on dates.)</li>","</ul>",'<p><em>If you have any problems or suggestions, please leave a comment or <a href="mailto:percyliangmturk@gmail.com?subject=%5BMTurk%5D%20table-alter" id=email>contact us</a>.</em></p>',"</div></div>","<div id=warning>Preview Mode<br>Please accept the HIT to start working.</div>","<div id=answerForm><div id=questionWrapper>&nbsp;</div>","<div id=navbar class=centerize>","<input type=hidden id=assignmentId name=assignmentId>","<button id=prevButton type=button>Previous</button> <span id=qNum>&nbsp;</span> <button id=nextButton type=button>Next</button> ","<button id=submitButton type=button class=hidden disabled><strong>Submit</strong></button>","</div>","<div id=usedReasons class=hidden><p>Used reasons (<kbd>Ctrl</kbd> + click to copy):</p><ul></ul></div>",'<p id=incompleteWarning class="red hidden"><strong>Error:</strong> Please answer all questions (Missing question <span id=missingQuestions>&nbsp;</span>)</p>',"</div></div>"].join(""))
+var u=[],p=[],c=[],h=0,b=!1
+$("#submitButton").click(function(){b=!0,$("#submitButton").closest("form").submit()}),$("#submitButton").keyup(function(e){var t=e.keyCode||e.which;(13===t||32===t)&&(b=!0,$("#submitButton").closest("form").submit())}),$("#submitButton").closest("form").submit(function(){if(!b)return!1
+for(var t=[],n=0;n<u.length;n++){var a=c[n].a,s=c[n].b
+a.val(e(a.val())),s.val(e(s.val(),!0)),(!a.prop("disabled")&&!a.val().length||!s.prop("disabled")&&!s.val().length)&&t.push(n+1)}return t.length?($("#missingQuestions").text(t.join(", ")),$("#incompleteWarning").show(),!1):($("#incompleteWarning").hide(),$("#submitButton").prop("disabled",!0),!0)}),$("#showInstructionButton").click(function(){n(!0)}),$("#hideInstructionButton").click(function(){n(!1)}),$("#prevButton").click(function(){a(h-1)}),$("#nextButton").click(function(){a(h+1)}),l(QUESTIONS)})
diff --git a/tables/mturk-www/table-alter/style.css b/tables/mturk-www/table-alter/style.css
new file mode 100644
index 0000000..35fc3b6
--- /dev/null
+++ b/tables/mturk-www/table-alter/style.css
@@ -0,0 +1,254 @@
+.centerize { text-align: center; margin: 0 auto; }
+.hidden { display: none; }
+.red { color: red; }
+.btn-primary { max-width: 7em; }
+
+.floatButton {
+  position: absolute;
+  top: 1em;
+  right: 1em;
+}
+
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+
+.column {
+  left: 0;
+  top: 0;
+}
+
+kbd {
+  border: 1px solid #aaa;
+  border-radius: 0.2em;
+  box-shadow: 0.1em 0.2em 0.2em #ddd;
+  background-color: #f9f9f9;
+  padding: 0 0.5em;
+  font-family: inherit;
+  font-size: 0.9em;
+}
+
+/*
+button {
+  box-shadow: inset 0px 1px 0px 0px #5AF;
+  background-color: #06A;
+  border-radius: 3px;
+  border: 1px solid #147;
+  cursor: pointer;
+  color: #FFF;
+  padding: 3px 10px;
+}
+button:hover {
+  background-color: #059;
+}
+*/
+
+/*****************************************************************/
+
+#wrapper {
+  position: fixed;
+  width: 350px;
+  background-color: #F3F3FF;
+  border-bottom-right-radius: 1em;
+}
+
+#wrapper h1 {
+  font-size: 120%;
+  margin: 0.5em auto;
+}
+
+#wrapper h2 {
+  font-size: 100%;
+  margin: 0.8em auto 0.5em;
+}
+
+#instruction, #warning, #answerForm, #footer, #navbar {
+  margin: 0.8em;
+}
+
+#warning {
+  margin-top: 3em;
+  margin-bottom: -1em;
+  padding: 0.8em;
+  text-align: center;
+  color: #D22;
+  background-color: #EDD;
+  font-weight: bold;
+}
+
+#showingInstruction {
+  font-size: 85%;
+  padding: 0.2em 1em;
+  width: 600px;
+  position: absolute;
+  margin-left: 100px;
+  border-radius: 1em;
+  background-color: #ded;
+  border: 2px solid #bcb;
+}
+
+#showingInstruction h2 {
+  margin: 0.5em 0 0.3em;
+  font-size: 108%;
+}
+
+#showingInstruction p {
+  margin: 0.3em 0;
+}
+
+#showingInstruction ul {
+  margin-top: 0.3em;
+  margin-bottom: 0.3em;
+  padding-left: 1em;
+}
+
+#showingInstruction ul li {
+  margin-bottom: 0.3em;
+  line-height: 1.4em;
+}
+
+#showingInstruction .button {
+  border: 1px solid gray;
+  border-radius: 0.2em;
+  border-style: outset;
+  background-color: #DDD;
+  padding: 0 0.5em;
+  white-space: nowrap;
+  font-size: 0.9em;
+}
+
+#showingInstruction .whitebox {
+  background-color: #F9F9FF;
+  border: 1px solid gray;
+  padding: 0 3px;
+}
+
+#showingInstruction .redbox {
+  background-color: #F9DDDD;
+  border: 1px solid gray;
+  padding: 0 3px;
+}
+
+#qNum {
+  margin: 0 0.5em;
+}
+
+#navbar button {
+  width: 7em;
+  height: 2.5em;
+}
+
+#navbar button:disabled {
+  color: #aaa;
+}
+
+.questionText {
+  padding: 0.5em;
+  text-align: center;
+  border: 1px solid #CCC;
+  background-color: #F9F9FF;
+}
+
+#answerForm fieldset {
+  border: none;
+  padding: 0;
+}
+
+#answerForm textarea  {
+  width: 96%;
+  margin-top: 0.5em;
+}
+
+#answerForm button.s {
+  padding: 2px 0;
+}
+
+#answerForm p {
+  margin: 0.5em 0 0.3em;
+}
+
+#answerForm input[type=radio] {
+  margin-right: 0.5em;
+  margin-top: -2px;
+  vertical-align: middle;
+}
+
+#answerForm label {
+  cursor: pointer;
+  display: inline-block;
+  width: 98%;
+}
+
+#answerForm ul {
+  margin: 0.5em 0;
+  padding-left: 1.5em;
+}
+
+/*****************************************************************/
+
+#webpage {
+  position: absolute;
+  margin-left: 350px;
+  padding: 1em;
+}
+
+#webpage .table {
+  position: relative;
+}
+
+#webpage .table-info {
+  position: fixed;
+  top: 1em;
+  border: 1px solid #BCB;
+  background-color: #EFE;
+  padding: 0.4em 0.8em;
+}
+#webpage .table-info * {
+  vertical-align: text-bottom;
+}
+
+#webpage .table-lower {
+  margin-top: 3em;
+}
+
+#webpage h2 {
+  font-size: 108%;
+  margin-top: 0;
+}
+
+#webpage a {
+  text-decoration: none;
+  color: #0645AD;
+}
+#webpage a:hover {
+  text-decoration: underline;
+}
+
+#webpage table {
+  border-collapse: collapse;
+}
+
+#webpage table, #webpage th, #webpage td {
+  border: 1px solid #DDD;
+  padding: 2px 8px;
+  cursor: pointer;
+}
+
+#webpage th {
+  background-color: #DDD;
+}
+#webpage th.selected {
+  background-color: #BBB;
+}
+#webpage td {
+  background-color: #FFF;
+}
+#webpage td.selected {
+  background-color: #F6B900;
+}
+#webpage table td:hover {
+  background-color: #CCD;
+}
+#webpage table td.selected:hover {
+  background-color: #E87D00;
+}
diff --git a/tables/mturk-www/table-alter/style.min.css b/tables/mturk-www/table-alter/style.min.css
new file mode 100644
index 0000000..8255906
--- /dev/null
+++ b/tables/mturk-www/table-alter/style.min.css
@@ -0,0 +1 @@
+.centerize{text-align:center;margin:0 auto}.hidden{display:none}.red{color:red}.btn-primary{max-width:7em}.floatButton{position:absolute;top:1em;right:1em}body{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}.column{left:0;top:0}kbd{border:1px solid #aaa;border-radius:0.2em;box-shadow:0.1em 0.2em 0.2em #ddd;background-color:#f9f9f9;padding:0 0.5em;font-family:inherit;font-size:0.9em}#wrapper{position:fixed;width:350px;background-color:#F3F3FF;border-bottom-right-radius:1em}#wrapper h1{font-size:120%;margin:0.5em auto}#wrapper h2{font-size:100%;margin:0.8em auto 0.5em}#instruction,#warning,#answerForm,#footer,#navbar{margin:0.8em}#warning{margin-top:3em;margin-bottom:-1em;padding:0.8em;text-align:center;color:#D22;background-color:#EDD;font-weight:bold}#showingInstruction{font-size:85%;padding:0.2em 1em;width:600px;position:absolute;margin-left:100px;border-radius:1em;background-color:#ded;border:2px solid #bcb}#showingInstruction h2{margin:0.5em 0 0.3em;font-size:108%}#showingInstruction p{margin:0.3em 0}#showingInstruction ul{margin-top:0.3em;margin-bottom:0.3em;padding-left:1em}#showingInstruction ul li{margin-bottom:0.3em;line-height:1.4em}#showingInstruction .button{border:1px solid gray;border-radius:0.2em;border-style:outset;background-color:#DDD;padding:0 0.5em;white-space:nowrap;font-size:0.9em}#showingInstruction .whitebox{background-color:#F9F9FF;border:1px solid gray;padding:0 3px}#showingInstruction .redbox{background-color:#F9DDDD;border:1px solid gray;padding:0 3px}#qNum{margin:0 0.5em}#navbar button{width:7em;height:2.5em}#navbar button:disabled{color:#aaa}.questionText{padding:0.5em;text-align:center;border:1px solid #CCC;background-color:#F9F9FF}#answerForm fieldset{border:none;padding:0}#answerForm textarea{width:96%;margin-top:0.5em}#answerForm button.s{padding:2px 0}#answerForm p{margin:0.5em 0 0.3em}#answerForm input[type=radio]{margin-right:0.5em;margin-top:-2px;vertical-align:middle}#answerForm label{cursor:pointer;display:inline-block;width:98%}#answerForm ul{margin:0.5em 0;padding-left:1.5em}#webpage{position:absolute;margin-left:350px;padding:1em}#webpage .table{position:relative}#webpage .table-info{position:fixed;top:1em;border:1px solid #BCB;background-color:#EFE;padding:0.4em 0.8em}#webpage .table-info *{vertical-align:text-bottom}#webpage .table-lower{margin-top:3em}#webpage h2{font-size:108%;margin-top:0}#webpage a{text-decoration:none;color:#0645AD}#webpage a:hover{text-decoration:underline}#webpage table{border-collapse:collapse}#webpage table,#webpage th,#webpage td{border:1px solid #DDD;padding:2px 8px;cursor:pointer}#webpage th{background-color:#DDD}#webpage th.selected{background-color:#BBB}#webpage td{background-color:#FFF}#webpage td.selected{background-color:#F6B900}#webpage table td:hover{background-color:#CCD}#webpage table td.selected:hover{background-color:#E87D00}
\ No newline at end of file
diff --git a/tables/mturk-www/table-alter/sync b/tables/mturk-www/table-alter/sync
new file mode 100755
index 0000000..d108bcb
--- /dev/null
+++ b/tables/mturk-www/table-alter/sync
@@ -0,0 +1,5 @@
+#!/bin/bash
+minify main.js
+minify style.css
+rsync -avzuL data main.min.js cookies.min.js jquery.min.js style.min.css jamie:~/www/mturk/tables-alter-v5/ $@
+rsync -avzuL index.min.html jamie:~/www/mturk/tables-alter-v5/index.html $@
diff --git a/tables/package-dataset/README-internal.md b/tables/package-dataset/README-internal.md
new file mode 100644
index 0000000..3ab6d2d
--- /dev/null
+++ b/tables/package-dataset/README-internal.md
@@ -0,0 +1,10 @@
+- create a zip file
+- update `README.md`
+- add `README.md`, `t/data/` and `t/csv/`
+- rsync the html data from the cluster and then add to zip file
+- run the following:
+
+./run @mode=tables @class=ann-data @data=none -Dataset.inPaths train,t/data/training.examples dev,t/data/pristine-seen-tables.examples test,t/data/pristine-unseen-tables.examples -splitdevfromtrain false
+./run @mode=tables @class=ann-table
+
+and then put the results in `annotated`
diff --git a/tables/package-dataset/README.md b/tables/package-dataset/README.md
new file mode 100644
index 0000000..3200e85
--- /dev/null
+++ b/tables/package-dataset/README.md
@@ -0,0 +1,169 @@
+WikiTableQuestions Dataset
+==========================
+Version 0.3 (January 14, 2016)
+
+Introduction
+------------
+
+The WikiTableQuestions dataset is for the task of question answering on
+semi-structured HTML tables as presented in the paper:
+
+> Panupong Pasupat, Percy Liang.  
+>   Compositional Semantic Parsing on Semi-Structured Tables  
+>   Association for Computational Linguistics (ACL), 2015.
+
+About TSV Format
+----------------
+
+Many files in this dataset are stored as tab-separated values (TSV).
+They use the following special constructs:
+
+- List items are separated by `|` (e.g., `when|was|taylor|swift|born|?`).
+
+- The following characters are escaped:
+  newline (=> `\n`), backslash (`\` => `\\`), and pipe (`|` => `\p`)
+  Note that pipes become `\p` so that doing `x.split('|')` will work.
+
+- Consecutive whitespaces (except newlines) are collapsed into a single space.
+
+
+Questions and Answers
+---------------------
+
+The `data/` directory contains the questions, answers, and the ID of the tables
+that the questions are asking about.
+
+Each portion of the dataset is stored as a TSV file where each line contains
+one example.
+
+**Field descriptions:**
+- id:          unique ID of the example
+- utterance:   the question in its original format
+- context:     the table used to answer the question
+- targetValue: the answer, possibly a `|`-separated list
+
+**Dataset Splits:** We split 22033 examples into multiple sets:
+
+- `training`:
+  Training data (14152 examples)
+
+- `pristine-unseen-tables`:
+  Test data -- the tables are *not seen* in training data (4344 examples)
+
+- `pristine-seen-tables`:
+  Additional data where the tables are *seen* in training data. (3537 examples)
+  (Initially intended to be used as development data, this portion of the
+  dataset has not been used in any experiment in the paper.)
+
+- `random-split-*`:
+  For development, we split `training.tsv` into random 80-20 splits.
+  Within each split, tables in the training data (`random-split-seed-*-train`)
+  and the test data (`random-split-seed-*-test`) are disjoint.
+
+For our ACL 2015 paper:
+
+- In development set experiments:
+  we trained on `random-split-seed-{1,2,3}-train`
+  and tested on `random-split-seed-{1,2,3}-test`, respectively.
+
+- In test set experiments:
+  we trained on `training` and tested on `pristine-unseen-tables`.
+
+**Supplementary Files:**
+
+- `*.examples` files:
+  The LispTree format of the dataset is used internally in our
+  [SEMPRE](http://nlp.stanford.edu/software/sempre/) code base.
+  The `*.examples` files contain the same information as the TSV files.
+
+Tables
+------
+
+The `csv/` directory contains the extracted tables, while the `page/` directory
+contains the raw HTML data of the whole web page.
+
+**Table Formats:**
+
+- `csv/xxx-csv/yyy.csv`:
+  Comma-separated table (The first row is treated as the column header)
+  The escaped characters include:
+  double quote (`"` => `\"`) and backslash (`\` => `\\`).
+  Newlines are represented as quoted line breaks.
+
+- `csv/xxx-csv/yyy.tsv`:
+  Tab-separated table. The TSV escapes explained at the beginning are used.
+
+- `csv/xxx-csv/yyy.table`:
+  Human-readable column-aligned table. Some information was loss during
+  data conversion, so this format should not be used as an input.
+
+- `csv/xxx-csv/yyy.html`:
+  Formatted HTML of just the table
+
+- `page/xxx-page/yyy.html`:
+  Raw HTML of the whole web page
+
+- `page/xxx-page/yyy.json`:
+  Metadata including the URL, the page title, and the index of the chosen table.
+  (Only tables with the `wikitable` class are considered.)
+
+The conversion from HTML to CSV and TSV was done using `table-to-tsv.py`.
+Its dependency is in the `weblib/` directory.
+
+CoreNLP Annotated Files
+-----------------------
+Questions and tables are annotated using CoreNLP 3.5.2.
+The annotation is not perfect (e.g., it cannot detect the date "13-12-1989"),
+but it is usually good enough.
+
+- `annotated/data/*.annotated`:
+  Annotated questions. Each line contains one example.
+
+  Field descriptions:
+  - id:          unique ID of the example
+  - utterance:   the question in its original format
+  - context:     the table used to answer the question
+  - targetValue: the answer, possibly a `|`-separated list
+  - tokens:      the question, tokenized
+  - lemmaTokens: the question, tokenized and lemmatized
+  - posTags:     the part of speech tag of each token
+  - nerTags:     the name entity tag of each token
+  - nerValues:   if the NER tag is numerical or temporal, the value of that
+     NER span will be listed here
+  - targetCanon: canonical form of the answers where numbers and dates
+     are converted into normalized values
+
+- `annotated/xxx-annotated/yyy.annotated`:
+  Tab-separated file containing the CoreNLP annotation of each table cell.
+  Each line represents one table cell.
+
+  Mandatory fields:
+  - row:         row index (-1 is the header row)
+  - col:         column index
+  - id:          unique ID of the cell.
+    - Each header cell gets a unique ID even when the contents are identical
+    - Non-header cells get the same ID if they have exactly the same content
+  - content:     the cell text (images and hidden spans are removed)
+  - tokens:      the cell text, tokenized
+  - lemmaTokens: the cell text, tokenized and lemmatized
+  - posTags:     the part of speech tag of each token
+  - nerTags:     the name entity tag of each token
+  - nerValues:   if the NER tag is numerical or temporal, the value of that
+     NER span will be listed here
+
+  The following fields are optional:
+  - number:      interpretation as a number (for multiple numbers, the first
+     number is extracted)
+  - date:        interpretation as a date
+  - num2:        the second number in the cell (useful for scores like `1-2`)
+  - list:        interpretation as a list of items
+
+  Header cells do not have these optional fields.
+
+Version History
+---------------
+
+0.3 - Repaired table headers / Added raw HTML tables and CoreNLP annotated data
+0.2 - Initial release
+
+For questions and comments, please contact Ice Pasupat <ppasupat@cs.stanford.edu>
diff --git a/tables/stats-computer/csv b/tables/stats-computer/csv
deleted file mode 120000
index 2f37b28..0000000
--- a/tables/stats-computer/csv
+++ /dev/null
@@ -1 +0,0 @@
-../../lib/data/tables/csv/
\ No newline at end of file
diff --git a/tables/table-alter/classes-experiments.py b/tables/table-alter/classes-experiments.py
new file mode 100755
index 0000000..803c3c5
--- /dev/null
+++ b/tables/table-alter/classes-experiments.py
@@ -0,0 +1,589 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Perform experiments on the dumped denotations."""
+
+import sys, os, shutil, re, argparse, json, gzip
+from codecs import open
+from itertools import izip
+from collections import defaultdict, Counter
+
+def clean(x):
+    # Remove actual string from names
+    x = x.decode('utf8').replace(ur'\"', '')
+    x = re.sub(ur'\(name fb:(?:cell|part)\.([^ )]*)\)', r'(name \1)', x)
+    x = re.sub(ur'\(name fb:(?:cell|part)\.([^ )]*) [^")]*\)', r'(name \1)', x)
+    x = re.sub(ur'\(name fb:(?:cell|part)\.([^ )]*) "[^"]*"\)', r'(name \1)', x)
+    return x
+
+def read_denotation_file(ex_id, fin):
+    """Return n, k, d, denotations, grid"""
+    n, k, d = [int(x) for x in fin.readline().split()]
+    denotations = []
+    for i in xrange(d):
+        denotations.append(clean(fin.readline()[:-1]))
+    if not denotations:
+        print >> sys.stderr, 'Warning: no denotations - ', ex_id
+    elif denotations[0] == '(list)':
+        print >> sys.stderr, 'Warning: denotations[0] == (list) - ', ex_id
+    denotations.append(None)
+    grid = []
+    for i in xrange(n):
+        row = [denotations[int(x)] for x in fin.readline()[:-1].split()]
+        grid.append(row)
+    denotations.pop()
+    return n, k, d, denotations, grid
+
+################################################
+
+# Count number of equivalence classes
+def process1(ex_id, fin):
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    equiv_classes = {0: set(), 5: set(), 10: set(),
+            30: set(), 100: set(), 300: set()}
+    for row in grid:
+        row = tuple(row)
+        for num_tables, value in equiv_classes.items():
+            value.add(row[:num_tables+1])
+    
+    fields = [ex_id, n, k, d]
+    for key, value in sorted(equiv_classes.items()):
+        fields.append(len(value))
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Find out how many are split from main class when going from 30 --> 300
+def process2(ex_id, fin):
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    thirties = defaultdict(Counter)
+    for row in grid:
+        row = tuple(row)
+        thirties[row[:31]][row[:301]] += 1
+        #thirties[row[:6]][row[:31]] += 1
+
+    cores = splits = 0
+    for key, value in thirties.items():
+        core = value.most_common(1)[0][1]
+        cores += core
+        splits += (sum(value.values()) - core)
+    
+    fields = [ex_id, n, k, d, len(thirties), cores, splits]
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Find out the splitters from 30 --> 300
+def process3(ex_id, fin):
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    thirties = defaultdict(lambda: defaultdict(list))
+    counts = Counter()
+    for i, row in enumerate(grid):
+        row = tuple(row)
+        thirties[row[:31]][row].append(i)
+        counts[row[:31]] += 1
+
+    cores = []
+    splits = []
+    if counts:
+        first_thirty_one, count = counts.most_common(1)[0]
+        full = thirties[first_thirty_one]
+        # full = map from full denotation tuple to deriv indices
+        core = max(len(x) for x in full.values())
+        for indices in full.values():
+            if len(indices) == core:
+                cores.extend(indices)
+            else:
+                splits.extend(indices)
+    if not splits:
+        cores = []
+    else:
+        splits = sorted(splits)
+    
+    fields = [ex_id, n, k, d, len(thirties), len(cores), len(splits),
+            ' '.join(str(x) for x in cores[:30]),
+            ' '.join(str(x) for x in splits[:30])]
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Find out more stuff about annotation
+def process5(ex_id, fin, ann_fin, ret_data, size_path, formula_path):
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    grid = [row[:31] for row in grid]
+
+    # Equiv class to list of indices
+    equiv_classes = defaultdict(list)
+    for i, row in enumerate(grid):
+        equiv_classes[tuple(row)].append(i)
+
+    # Read annotation
+    annotations = []
+    for line in ann_fin:
+        annotations.append(clean(line[:-1]))
+    annotations = tuple(annotations[:31])
+
+    # Read size
+    if size_path:
+        with open(size_path) as fin:
+            sizes = [int(x) for x in fin]
+    else:
+        sizes = [0] * n
+    sizes_counter = Counter(sizes)
+
+    # Read formulas
+    if formula_path:
+        with (open if formula_path.endswith('.gz') else gzip.open)(formula_path) as fin:
+            formulas = fin.readlines()
+    else:
+        formulas = [''] * n
+    
+    score, chosen_entropy = ret_data
+    chosen_random = range(len(chosen_entropy))
+
+    fields = [ex_id, n, k, d, len(equiv_classes),
+            '{:.3}'.format(score),
+            ' '.join(str(x) for x in chosen_entropy),
+            ' '.join('{}:{}'.format(u, sizes_counter[u])
+                for u in xrange(1, 9))]
+    if annotations[0] == 'null':
+        fields.append('no')
+    else:
+        fields.append('yes')
+        # Count the number of matches
+        matched = len(equiv_classes[annotations])
+        fields.append(matched)
+        # Chosen equiv classes based on chosen tables
+        def count_on_chosen(chosen):
+            chosen_annotations = tuple(annotations[x] for x in chosen)
+            num_classes_matched = 0
+            num_derivs_matched = []
+            derivs_matched = []
+            for key, value in equiv_classes.items():
+                chosen_key = tuple(key[x] for x in chosen)
+                if chosen_key == chosen_annotations:
+                    num_classes_matched += 1
+                    num_derivs_matched.append(len(value))
+                    derivs_matched.extend(value)
+            fields.extend([num_classes_matched, sum(num_derivs_matched)])
+            fields.append(list(reversed(sorted(num_derivs_matched))))
+            derivs_matched.sort()
+            matched_sizes = [sizes[x] for x in derivs_matched]
+            matched_sizes_counter = Counter(matched_sizes)
+            fields.append(' '.join('{}:{}'.format(u, matched_sizes_counter[u])
+                for u in xrange(1, 9)))
+            # Is the formula with the lowest size the annotated one?
+            if matched_sizes:
+                min_size, min_index = min((u,i) for (u,i)
+                        in zip(matched_sizes, derivs_matched))
+                fields.append([min_size, min_index, formulas[min_index]])
+            else:
+                fields.append('')
+        count_on_chosen(chosen_entropy)
+        count_on_chosen(chosen_random)
+
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Find out stuff about annotation; turked version
+def process6(ex_id, fin, ann_fin, size_path, formula_path, exec_dir):
+    # These are only for computing equivalence classes
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    grid = [row[:31] for row in grid]
+
+    # Equiv class to list of indices
+    equiv_classes = defaultdict(list)
+    for i, row in enumerate(grid):
+        equiv_classes[tuple(row)].append(i)
+    deriv_to_rep = {}
+    for equiv_class in equiv_classes.values():
+        rep = min(equiv_class)
+        for x in equiv_class:
+            deriv_to_rep[x] = rep
+
+    # Read annotation
+    annotations = []
+    for line in ann_fin:
+        annotations.append(clean(line[:-1]))
+    annotations = tuple(annotations[:31])
+
+    # Read size
+    if size_path:
+        with open(size_path) as fin:
+            sizes = [int(x) for x in fin]
+    else:
+        sizes = [0] * n
+    sizes_counter = Counter(sizes)
+
+    # Read formulas
+    if formula_path:
+        with (open if formula_path.endswith('.gz') else gzip.open)(formula_path) as fin:
+            formulas = fin.readlines()
+    else:
+        formulas = [''] * n
+
+    fields = [ex_id, n, k, d, len(equiv_classes),
+            ' '.join('{}:{}'.format(u, sizes_counter[u])
+                for u in xrange(1, 9))]
+    correct_class = None
+    if annotations[0] == 'null':
+        fields.append('no')
+        fields.append('')
+    else:
+        fields.append('yes')
+        # Count the number of matches
+        matched = len(equiv_classes[annotations])
+        fields.append(matched)
+        if matched > 0:
+            correct_class = min(equiv_classes[annotations])
+    fields.append(correct_class)
+
+    def get_flag(x):
+        if x == '(number 42)' or x == '(name Ao)':
+            return 'G'
+        elif x == '(number 13)' or x == '(name Ax)':
+            return 'F'
+        elif x == '(number 666)':
+            return 'B'
+        elif x == '(number 777)' or x == '(name Bo)':
+            return 'g'
+        elif x == '(number 999)' or x == '(name Bx)':
+            return 'f'
+        elif x == '(number 88)' or x == '(name X)':
+            return 'X'
+        else:
+            return None
+        
+    # Read Turk data
+    if os.path.exists(os.path.join(exec_dir, 'denotations')):
+        prefix = ''
+    else:
+        prefix = 'actual-'
+    with gzip.open(os.path.join(exec_dir, prefix + 'denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        _, _, _, _, turk_grid = read_denotation_file(ex_id, fin)
+    with gzip.open(os.path.join(exec_dir, 'check-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        _, _, _, _, check_grid = read_denotation_file(ex_id, fin)
+        check_grid = [[get_flag(x) for x in y] for y in check_grid]
+    with gzip.open(os.path.join(exec_dir, prefix + 'annotated-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        anno_grid = [x[:-1] for x in fin]
+    with gzip.open(os.path.join(exec_dir, 'check-annotated-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        check_anno_grid = [x[:-1] for x in fin]
+        check_anno_grid = [get_flag(x) for x in check_anno_grid]
+    
+    # Used indices
+    if check_grid:
+        used_indices = [i for (i,x) in enumerate(check_grid[0]) if x is not None]
+        flags = [check_grid[0][i] for i in used_indices]
+    else:
+        used_indices = [i for (i,x) in enumerate(anno_grid) if x is not None]
+        flags = [check_anno_grid[i] for i in used_indices]
+    fields.append(used_indices)
+    fields.append(''.join([{'G': 'A', 'F': 'A', 'B': 'B',
+        'g': 'B', 'f': 'B', 'X': 'X', None: '?'}[x] for x in flags]))
+    fields.append(check_anno_grid[0])
+
+    # Scheme is a function that takes in a check vector (only for used indices)
+    #   and return True (matched) or False (not matched).
+    #
+    # For each possible scheme, compute
+    # - number of classes matched
+    # - number of formulas matched
+    # - class sizes
+    # - whether the annotated formula matches turked data
+    # - whether the "correct" class is among the matched classes
+    def check_scheme(scheme):
+        hello = []
+        for check_vector in check_grid:
+            hello.append(scheme([check_vector[x] for x in used_indices]))
+        hello_anno = scheme([check_anno_grid[x] for x in used_indices])
+        # num classes matched
+        matched_derivs = [i for (i,x) in enumerate(hello) if x]
+        matched_classes = set(deriv_to_rep[x] for x in matched_derivs)
+        fields.append(len(matched_classes))
+        fields.append(len(matched_derivs))
+        class_sizes = [(len(equiv_classes[tuple(grid[x])]), x) for x in matched_classes]
+        #class_sizes.sort(key=lambda x: -x[0])
+        #fields.append([x[1] for x in class_sizes])
+        #fields.append([x[0] for x in class_sizes])
+        # manually annotated formula
+        fields.append(hello_anno)
+        # correct is among?
+        fields.append(correct_class in matched_classes)
+
+    def no_big_f(vector):
+        return all(x != 'F' for x in vector)
+    check_scheme(no_big_f)
+    def no_f_ever(vector):
+        return all((x != 'f' and x != 'F') for x in vector)
+    check_scheme(no_f_ever)
+    def at_most_one_big_f(vector):
+        return sum([x == 'F' for x in vector], 0) <= 1
+    check_scheme(at_most_one_big_f)
+
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Dump equivalence classes to a file
+def process7(ex_id, fin, ann_fin, size_path, formula_path, exec_dir, outdir):
+    n, k, d, denotations, grid = read_denotation_file(ex_id, fin)
+    denotations_set = set(denotations)
+    #grid = [row[:31] for row in grid]
+
+    # Read annotation
+    annotations = []
+    for line in ann_fin:
+        annotations.append(clean(line[:-1]))
+    for x in set(annotations):
+        if x not in denotations_set and n > 0:
+            print >> sys.stderr, 'WTF:', ex_id, n, k, d, x
+    annotations = tuple(annotations)
+    print annotations
+    #annotations = annotations[:31]
+
+    # Read size
+    if size_path:
+        with open(size_path) as fin:
+            sizes = [int(x) for x in fin]
+    else:
+        sizes = [0] * n
+    sizes_counter = Counter(sizes)
+
+    # Read formulas
+    if formula_path:
+        with (open if formula_path.endswith('.gz') else gzip.open)(formula_path) as fin:
+            formulas = [x.strip() for x in fin.readlines()]
+    else:
+        formulas = [''] * n
+
+    fields = [ex_id, n, k, d]
+    if annotations[0] == 'null':
+        fields.append('no')
+    else:
+        fields.append('yes')
+
+    def get_flag(x):
+        if x == '(name Ao)':
+            return 'G'
+        elif x == '(name Ax)':
+            return 'F'
+        elif x == '(name Bo)':
+            return 'g'
+        elif x == '(name Bx)':
+            return 'f'
+        elif x == '(name X)':
+            return 'X'
+        else:
+            assert x is None or x == 'null'
+            return None
+        
+    # Read Turk data
+    with gzip.open(os.path.join(exec_dir, 'actual-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        _, _, _, _, turk_grid = read_denotation_file(ex_id, fin)
+    with gzip.open(os.path.join(exec_dir, 'check-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        _, _, _, _, check_grid = read_denotation_file(ex_id, fin)
+        check_grid = [[get_flag(x) for x in y] for y in check_grid]
+    with gzip.open(os.path.join(exec_dir, 'actual-annotated-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        anno_grid = [x[:-1] for x in fin]
+    with gzip.open(os.path.join(exec_dir, 'check-annotated-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        check_anno_grid = [x[:-1] for x in fin]
+        check_anno_grid = [get_flag(x) for x in check_anno_grid]
+
+    # Dump equivalence classes
+    # Also dump whether the class
+    # - Matches the annotated formula
+    # - Matches the turked data
+    deno_tuple_to_indices = defaultdict(list)
+    for i, row in enumerate(grid):
+        row = tuple(row)
+        deno_tuple_to_indices[row].append(i)
+    classes = []
+    flag_counts_classes = [0, 0, 0, 0]
+    flag_counts_formulas = [0, 0, 0, 0]
+    for deno_tuple, indices in deno_tuple_to_indices.iteritems():
+        real = all(x != 'F' for x in check_grid[indices[0]])
+        ideal = (deno_tuple == annotations)
+        classes.append([real, ideal, indices])
+        flag_counts_classes[real * 2 + ideal] += 1
+        flag_counts_formulas[real * 2 + ideal] += len(indices)
+    classes.sort(key=lambda x: (-x[0]-x[1], -x[0], -len(x[2])))
+    fields.append(len(classes))
+    fields.extend(flag_counts_classes)
+    fields.extend(flag_counts_formulas)
+    with open(os.path.join(outdir, 'nt-' + str(ex_id)), 'w') as fout:
+        print >> fout, '{} classes ({} formulas) {{'.format(len(classes), n)
+        for i, (real, ideal, indices) in enumerate(classes):
+            equiv_class = [(sizes[i], formulas[i]) for i in indices]
+            equiv_class.sort(key=lambda x: x[1])
+            print >> fout, '  CLASS {} ({} formulas){}{} {{'.format(
+                i, len(equiv_class), '[IDEAL]' if ideal else '',
+                '[TURK]' if real else '')
+            for s, f in equiv_class:
+                print >> fout, '   ', s, f
+            print >> fout, '  }'
+        print >> fout, '}'
+
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+# Dump matching formulas to a file
+def process8(ex_id, fin, formula_path, exec_dir, outdir):
+    # Actually fin is not needed ...
+    n, k, d = [int(x) for x in fin.readline().split()]
+    fields = [ex_id, n, k, d]
+
+    def get_flag(x):
+        if x == '(name Ao)':
+            return 'G'
+        elif x == '(name Ax)':
+            return 'F'
+        elif x == '(name Bo)':
+            return 'g'
+        elif x == '(name Bx)':
+            return 'f'
+        elif x == '(name X)':
+            return 'X'
+        else:
+            assert x is None or x == 'null'
+            return None
+        
+    # Read Turk data
+    with gzip.open(os.path.join(exec_dir, 'check-denotations', 'nt-{}.gz'.format(ex_id))) as fin:
+        _, _, _, _, check_grid = read_denotation_file(ex_id, fin)
+        check_grid = [[get_flag(x) for x in y] for y in check_grid]
+    if n > 0:
+        used_indices = [i for (i,x) in enumerate(check_grid[0]) if x is not None]
+        flags = [check_grid[0][i] for i in used_indices]
+    else:
+        used_indices = []
+        flags = []
+    fields.append(''.join([{'G': 'A', 'F': 'A', 'B': 'B',
+        'g': 'B', 'f': 'B', 'X': 'X', None: '?'}[x] for x in flags]))
+
+    # Get the "correct" derivations
+    corrects = []
+    cur_i = 0
+    with gzip.open(formula_path) as fin:
+        for line in fin:
+            line = line.strip()
+            if line.startswith('(derivation (formula'):
+                if all(check_grid[cur_i][i] != 'F' for i in used_indices):
+                    corrects.append(line)
+                cur_i += 1
+    fields.append(len(corrects))
+
+    # Dump matching formulas
+    with gzip.open(os.path.join(outdir, 'nt-{}.gz'.format(ex_id)), 'w') as fout:
+        for correct in corrects:
+            print >> fout, correct
+
+    print '\t'.join(str(x) for x in fields)
+    sys.stdout.flush()
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-s', '--step', type=int, default=1)
+    parser.add_argument('-a', '--annotation-dir',
+            help='directory to search for dumped annotated formula denotations')
+    parser.add_argument('-r', '--retained-tables',
+            help='path to retained-tables file')
+    parser.add_argument('-z', '--sizes-dir',
+            help='path to sizes directory')
+    parser.add_argument('-f', '--formulas-dir',
+            help='path to formulas directory')
+    parser.add_argument('-e', '--exec-dir',
+            help='path to exec dir with denotations, annotated-denotations, check-*')
+    parser.add_argument('-R', '--range', nargs=2, type=int,
+            help='range of example ids')
+    parser.add_argument('denotation_dir',
+            help='directory to search for dumped denotations')
+    parser.add_argument('-o', '--outdir',
+            help='output directory')
+    args = parser.parse_args()
+    
+    # Read denotation directories
+    ex_id_to_path = {}
+    directory = args.denotation_dir
+    for filename in os.listdir(directory):
+        match = re.match(r'nt-(\d+)\.gz', filename)
+        assert match, filename
+        ex_id_to_path[int(match.group(1))] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_path), 'denotation files'
+
+    ex_id_to_ann_path = {}
+    if args.annotation_dir:
+        directory = args.annotation_dir
+        for filename in os.listdir(directory):
+            match = re.match(r'nt-(\d+)\.gz', filename)
+            assert match, filename
+            ex_id_to_ann_path[int(match.group(1))] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_ann_path), 'annotated denotation files'
+
+    ex_id_to_size_path = {}
+    if args.sizes_dir:
+        directory = args.sizes_dir
+        for filename in os.listdir(directory):
+            match = re.match(r'nt-(\d+)', filename)
+            assert match, filename
+            ex_id_to_size_path[int(match.group(1))] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_size_path), 'annotated sizes files'
+
+    ex_id_to_formula_path = {}
+    if args.formulas_dir:
+        directory = args.formulas_dir
+        for filename in os.listdir(directory):
+            match = re.match(r'nt-(\d+)(\.gz)?', filename)
+            assert match, filename
+            ex_id_to_formula_path[int(match.group(1))] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_formula_path), 'annotated formulas files'
+
+    if args.retained_tables:
+        ret_data = {}
+        with open(args.retained_tables) as fin:
+            for line in fin:
+                line = line[:-1].split('\t')
+                ex_id = int(line[0][3:])
+                score = float(line[1])
+                chosen = [int(x) for x in line[2].split()]
+                ret_data[ex_id] = (score, chosen)
+
+    print >> sys.stderr, 'STEP:', args.step
+    for i, ex_id in enumerate(sorted(ex_id_to_path)):
+        if i % 20 == 0:
+            print >> sys.stderr, 'Processing', i
+        if args.range and not (args.range[0] <= i <= args.range[1]):
+            continue
+        with gzip.open(ex_id_to_path[ex_id]) as fin:
+            if args.step == 1:
+                process1(i, fin)
+            elif args.step == 2:
+                process2(i, fin)
+            elif args.step == 3:
+                process3(i, fin)
+            elif args.step == 5:
+                with gzip.open(ex_id_to_ann_path[ex_id]) as ann_fin:
+                    process5(i, fin, ann_fin, ret_data[ex_id],
+                            ex_id_to_size_path.get(i),
+                            ex_id_to_formula_path.get(i))
+            elif args.step == 6:
+                with gzip.open(ex_id_to_ann_path[ex_id]) as ann_fin:
+                    process6(i, fin, ann_fin,
+                            ex_id_to_size_path.get(i),
+                            ex_id_to_formula_path.get(i),
+                            args.exec_dir)
+            elif args.step == 7:
+                assert args.outdir
+                if not os.path.exists(args.outdir):
+                    os.makedirs(args.outdir)
+                with gzip.open(ex_id_to_ann_path[ex_id]) as ann_fin:
+                    process7(i, fin, ann_fin,
+                            ex_id_to_size_path.get(i),
+                            ex_id_to_formula_path.get(i),
+                            args.exec_dir, args.outdir)
+            elif args.step == 8:
+                assert args.outdir
+                if not os.path.exists(args.outdir):
+                    os.makedirs(args.outdir)
+                process8(i, fin,
+                        ex_id_to_formula_path.get(i),
+                        args.exec_dir, args.outdir)
+    print >> sys.stderr, 'DONE!'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/concat-cache.py b/tables/table-alter/concat-cache.py
new file mode 100755
index 0000000..66256cc
--- /dev/null
+++ b/tables/table-alter/concat-cache.py
@@ -0,0 +1,53 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('id_range', type=int, nargs=2)
+    parser.add_argument('-d', '--basedir', default='altered')
+    parser.add_argument('-o', '--outfile')
+    args = parser.parse_args()
+
+    if args.outfile and os.path.exists(args.outfile):
+        if raw_input('Delete {}? (y/N): '.format(args.outfile))[0:].lower() != 'y':
+            return
+        os.remove(args.outfile)
+
+    if args.outfile:
+        fout = open(args.outfile, 'w', 'utf8')
+    else:
+        fout = sys.stdout
+
+    num_ex = num_files = 0
+    for i in xrange(args.id_range[0], args.id_range[1] + 1):
+        print >> sys.stderr, 'Processing', i
+        basedir = os.path.join(args.basedir, 'nt-' + str(i))
+        j = 1
+        while True:
+            infile = os.path.join(basedir, str(j) + '.tsv')
+            if not os.path.exists(infile):
+                break
+            with open(infile, 'r', 'utf8') as fin:
+                data = fin.readlines()
+                print >> fout, '{}\t{}\t{}'.format('nt-' + str(i), j, len(data))
+                for line in data:
+                    fout.write(line)
+            j += 1
+            num_files += 1
+        num_ex += 1
+
+    if args.outfile:
+        fout.close()
+    print >> sys.stderr, 'Written {} files ({} examples)'.format(num_files, num_ex)
+    
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/count-num-classes.py b/tables/table-alter/count-num-classes.py
new file mode 100755
index 0000000..e768226
--- /dev/null
+++ b/tables/table-alter/count-num-classes.py
@@ -0,0 +1,59 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Fix up the turk-info.tsv file.
+- Add numClasses field
+- Swap numClassesMatched and numDerivsMatched
+"""
+
+import sys, os, shutil, re, argparse, json, gzip
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('turk_info_file',
+            help='path to turk info file')
+    parser.add_argument('denotation_dirs', nargs='+',
+            help='directories to search for dumped denotations')
+    args = parser.parse_args()
+    
+    # Read denotation directories
+    ex_id_to_path = {}
+    for directory in args.denotation_dirs:
+        for filename in os.listdir(directory):
+            match = re.match(r'(nt-\d+)\.gz', filename)
+            assert match, filename
+            ex_id_to_path[match.group(1)] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_path), 'denotation files'
+
+    def compute_num_classes(ex_id):
+        with gzip.open(ex_id_to_path[ex_id]) as fin:
+            n, k, d = [int(x) for x in fin.readline().split()]
+            for i in xrange(d):
+                fin.readline()
+            unique_denotation_tuples = set()
+            for j in xrange(n):
+                unique_denotation_tuples.add(fin.readline())
+            return len(unique_denotation_tuples)
+
+    data = []
+    with open(args.turk_info_file, 'r', 'utf8') as fin:
+        header = fin.readline().rstrip('\n').split('\t')
+        header.insert(1, 'numClasses')
+        header[8], header[9] = header[9], header[8]
+        print u'\t'.join(header)
+        for i, line in enumerate(fin):
+            if i % 500 == 0:
+                print >> sys.stderr, 'Processing', i
+            line = line.rstrip('\n').split('\t')
+            line.insert(1, str(compute_num_classes(line[0])))
+            line[8], line[9] = line[9], line[8]
+            print u'\t'.join(line)
+    print >> sys.stderr, 'DONE!'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/find-class-sizes.py b/tables/table-alter/find-class-sizes.py
new file mode 100755
index 0000000..b5b56bf
--- /dev/null
+++ b/tables/table-alter/find-class-sizes.py
@@ -0,0 +1,50 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""Compute the sizes of equivalence classes.
+"""
+
+import sys, os, shutil, re, argparse, json, gzip
+from codecs import open
+from itertools import izip
+from collections import defaultdict, Counter
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('denotation_dirs', nargs='+',
+            help='directories to search for dumped denotations')
+    args = parser.parse_args()
+    
+    # Read denotation directories
+    ex_id_to_path = {}
+    for directory in args.denotation_dirs:
+        for filename in os.listdir(directory):
+            match = re.match(r'nt-(\d+)\.gz', filename)
+            assert match, filename
+            ex_id_to_path[int(match.group(1))] = os.path.join(directory, filename)
+    print >> sys.stderr, 'There are', len(ex_id_to_path), 'denotation files'
+
+    def compute_num_classes(ex_id):
+        with gzip.open(ex_id_to_path[ex_id]) as fin:
+            n, k, d = [int(x) for x in fin.readline().split()]
+            for i in xrange(d):
+                fin.readline()
+            counter = Counter()
+            for j in xrange(n):
+                counter[fin.readline()] += 1
+            return counter
+
+    for i, ex_id in enumerate(sorted(ex_id_to_path)):
+        if i % 500 == 0:
+            print >> sys.stderr, 'Processing', i
+        sizes = compute_num_classes(ex_id).values()
+        if sizes:
+            counter = Counter(sizes)
+            print ' '.join(('{}x{}'.format(x, y) if y > 1 else str(x))
+                    for (x, y) in reversed(sorted(counter.items())))
+        else:
+            print 0
+    print >> sys.stderr, 'DONE!'
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/generate-json.py b/tables/table-alter/generate-json.py
new file mode 100755
index 0000000..9ff57cf
--- /dev/null
+++ b/tables/table-alter/generate-json.py
@@ -0,0 +1,135 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import sys, os, shutil, re, argparse, json, shutil
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+def read_dataset(filename):
+    with open(filename, 'r', 'utf8') as fin:
+        header = fin.readline().rstrip('\n').split('\t')
+        dataset = {}
+        for line in fin:
+            example = dict(zip(header, line.rstrip('\n').split('\t')))
+            example['targetValue'] = example['targetValue'].split('|')
+            dataset[example['id']] = example
+    print >> sys.stderr, 'Read {} examples'.format(len(dataset))
+    return dataset
+
+class RetainedTablesData(object):
+    def __init__(self, ex_id, alter_id, score, other_alter_ids):
+        self.ex_id = ex_id
+        self.alter_id = int(alter_id)
+        self.score = round(float(score), 3)
+        self.other_alter_ids = [int(x) for x in other_alter_ids]
+
+def read_retained(filename):
+    """Format: ID <tab> score <tab> altered table ids"""
+    retained = []
+    with open(filename) as fin:
+        for line in fin:
+            ex_id, score, alter_ids = line.rstrip().split('\t')
+            alter_ids = alter_ids.split()
+            for alter_id in alter_ids:
+                retained.append(RetainedTablesData(ex_id, alter_id, score, alter_ids))
+    print >> sys.stderr, 'Read {} retained tables'.format(len(retained))
+    return retained
+
+def escaped_TSV_to_HTML(x):
+    # '\n' -> newline, '\p' -> pipe, '\\' -> backslash
+    x = x.replace(r'\n', '\n').replace(r'\p', '|').replace('\\\\', '\\')
+    # & -> '&amp;', '<' -> '&lt;', '>' -> '&gt;'
+    x = x.replace('&', '&amp;').replace('<', '&lt;').replace('>', '&gt;')
+    # \n -> <br>
+    x = x.replace('\n', '<br>')
+    return x
+
+def read_table(filename):
+    with open(filename, 'r', 'utf8') as fin:
+        lines = []
+        for line in fin:
+            cells = line.rstrip('\n').split('\t')
+            cells = [escaped_TSV_to_HTML(x) for x in cells]
+            lines.append(cells)
+    return lines
+
+def generate_json(example, metadata, table, data):
+    sprite = set()
+    for row in table:
+        sprite.update(row)
+    sprite = sorted(sprite)
+    table_sprited = []
+    for row in table:
+        table_sprited.append([sprite.index(cell) for cell in row])
+    stuff = {
+        'id': example['id'],
+        'question': example['utterance'],
+        'metadata': {
+            'title': metadata['title'],
+            'url': metadata['url'],
+            'tableIndex': metadata['tableIndex'],
+            },
+        'sprite': sprite,
+        'table': table_sprited,
+        'alterIndex': data.alter_id,
+        'retained': {
+            'score': data.score,
+            'otherAlterIndices': data.other_alter_ids,
+            },
+        }
+    return stuff
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-d', '--dataset_filename', default='t/data/training.tsv')
+    parser.add_argument('-j', '--json_dir', default='t/json/')
+    parser.add_argument('-o', '--out_dir', default='out/')
+    parser.add_argument('-a', '--altered_dir', default='altered')
+    parser.add_argument('-q', '--questions', default=8, type=int)
+    parser.add_argument('retained_filename')
+    args = parser.parse_args()
+
+    if os.path.exists(args.out_dir):
+        if raw_input('Delete {}? (y/N): '.format(args.out_dir))[0:].lower() != 'y':
+            return
+        shutil.rmtree(args.out_dir)
+    os.makedirs(args.out_dir)
+
+    # Read examples
+    dataset = read_dataset(args.dataset_filename)
+
+    # Read retained tables
+    retained = read_retained(args.retained_filename)
+
+    print >> sys.stderr, args.questions, 'per file'
+    print >> sys.stderr, '->', len(retained) / args.questions, ' * ', args.questions,
+    print >> sys.stderr, ' + ', len(retained) % args.questions
+    fout = None
+    for i, data in enumerate(retained):
+        if i % 500 == 0:
+            print >> sys.stderr, 'Processing {} / {} ...'.format(i, len(retained))
+        if i % args.questions == 0:
+            if fout is not None:
+                fout.close()
+            fout = open(os.path.join(args.out_dir, '{}.js'.format(i / args.questions)), 'w', 'utf8')
+            fout.write('var QUESTIONS=[];\n')
+        # Read table
+        table = read_table(os.path.join(args.altered_dir, data.ex_id, str(data.alter_id) + '.tsv'))
+        # Read example
+        example = dataset[data.ex_id]
+        xxx, yyy = re.match(r'csv/(\d+)-csv/(\d+).csv', example['context']).groups()
+        # Read metadata
+        with open(os.path.join(args.json_dir, xxx + '-json', yyy + '.json'), 'r', 'utf8') as fin:
+            metadata = json.load(fin)
+        # Generate JSON
+        fout.write('QUESTIONS.push(')
+        json.dump(generate_json(example, metadata, table, data), fout,
+                ensure_ascii=False, separators=(',', ':'))
+        fout.write(');\n')
+    if fout is not None:
+        fout.close()
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/parse-turk-info.py b/tables/table-alter/parse-turk-info.py
new file mode 100755
index 0000000..c3d0997
--- /dev/null
+++ b/tables/table-alter/parse-turk-info.py
@@ -0,0 +1,101 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('infile')
+    parser.add_argument('-p', '--plot', action='store_true',
+            help='Plot number of classes vs number of denotations')
+    group = parser.add_mutually_exclusive_group()
+    group.add_argument('-s', '--summarize', action='store_true',
+            help='Summarize the number of classes')
+    group.add_argument('-d', '--dump', action='store_true',
+            help='Dump the list of examples with at least one agreed classes')
+    group.add_argument('-D', '--dataset-file',
+            help='Take a dataset file and print a filtered list of only examples'
+            ' with at least one agreed classes')
+    args = parser.parse_args()
+
+    data = []
+    with open(args.infile) as fin:
+        print >> sys.stderr, 'Reading from', args.infile
+        header = fin.readline().rstrip('\n').split('\t')
+        for line in fin:
+            data.append(dict(zip(header, line.rstrip('\n').split('\t'))))
+    print >> sys.stderr, 'Read', len(data), 'records.'
+    # ['id', 'numDerivs', 'allTurkedTables', 'agreedTurkedTables',
+    #  'origTableTarget', 'origTableTurkedTarget', 'origTableFlag',
+    #  'numClassesMatched', 'numDerivsMatched']
+
+    # Classify examples
+    no_derivs = []
+    orig_table_mismatch = []
+    no_classes_matched = []
+    classes_matched = defaultdict(list)
+
+    plt_num_classes, plt_num_derivs = [], []
+
+    for record in data:
+        if record['numDerivs'] == '0':
+            no_derivs.append(record)
+            assert record['numDerivsMatched'] == '0'
+            continue
+        if record['origTableFlag'] == 'mismatched':
+            orig_table_mismatch.append(record)
+            #assert record['numDerivsMatched'] == '0'
+            continue
+        if record['numClassesMatched'] == '0':
+            no_classes_matched.append(record)
+            assert record['numDerivsMatched'] == '0'
+            continue
+        assert record['numDerivsMatched'] != '0'
+        num_classes = int(record['numClassesMatched'])
+        plt_num_classes.append(num_classes)
+        plt_num_derivs.append(int(record['numDerivsMatched']))
+        if num_classes < 10:
+            classes_matched[num_classes].append(record)
+        else:
+            classes_matched['> 10'].append(record)
+
+    if args.summarize:
+        print 'No derivs:', len(no_derivs)
+        print 'Original table mismatched:', len(orig_table_mismatch)
+        print 'No classes matched:', len(no_classes_matched)
+        print 'Classes matched:'
+        total = 0
+        for key in sorted(classes_matched):
+            num_matches = len(classes_matched[key])
+            total += num_matches
+            print '  {}: {} (cum = {})'.format(key, num_matches, total)
+
+    if args.plot:
+        import matplotlib.pyplot as plt
+        plt.scatter(plt_num_classes, plt_num_derivs)
+        plt.show()
+
+    if args.dump:
+        for key in sorted(classes_matched):
+            for x in classes_matched[key]:
+                print x['id']
+
+    if args.dataset_file:
+        indices = set(int(x['id'].replace('nt-', ''))
+                for y in classes_matched.values() for x in y)
+        count_all, count_filtered = 0, 0
+        with open(args.dataset_file, 'r', 'utf8') as fin:
+            for i, line in enumerate(fin):
+                count_all += 1
+                if i in indices:
+                    print line.rstrip('\n')
+                    count_filtered += 1
+        print >> sys.stderr, 'Printed {} / {} lines'.format(count_filtered, count_all)
+
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/table-alter/subtract-agreed.py b/tables/table-alter/subtract-agreed.py
new file mode 100755
index 0000000..712f86f
--- /dev/null
+++ b/tables/table-alter/subtract-agreed.py
@@ -0,0 +1,44 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import sys, os, shutil, re, argparse, json
+from codecs import open
+from itertools import izip
+from collections import defaultdict
+
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('-z', '--remove-zeros', action='store_true',
+            help='remove lines with zero score (= no candidates)')
+    parser.add_argument('retained')
+    parser.add_argument('aggregated')
+    args = parser.parse_args()
+    
+    agreed = defaultdict(set)
+
+    # Read Turk aggregated data
+    with open(args.aggregated, 'r', 'utf8') as fin:
+        for line in fin:
+            tokens = line.rstrip().split('\t')
+            ex_id = tokens[1]
+            table_id = int(tokens[2])
+            flag = tokens[3]
+            if flag != 'X':
+                agreed[ex_id].add(table_id)
+
+    # Read Retained
+    with open(args.retained, 'r', 'utf8') as fin:
+        for line in fin:
+            ex_id, score, alter_table_ids = line.rstrip().split('\t')
+            if args.remove_zeros and float(score) == 0:
+                continue
+            alter_table_ids = [int(x) for x in alter_table_ids.split()]
+            non_agreed = [x for x in alter_table_ids if x not in agreed[ex_id]]
+            if non_agreed:
+                print '\t'.join([ex_id, score, ' '.join(str(x) for x in sorted(non_agreed))])
+
+if __name__ == '__main__':
+    main()
+
diff --git a/tables/scripts/README b/tables/wikipedia-scripts/README
similarity index 100%
rename from tables/scripts/README
rename to tables/wikipedia-scripts/README
diff --git a/tables/scripts/convert-all-to-html b/tables/wikipedia-scripts/convert-all-to-html
similarity index 100%
rename from tables/scripts/convert-all-to-html
rename to tables/wikipedia-scripts/convert-all-to-html
diff --git a/tables/scripts/convert-to-html b/tables/wikipedia-scripts/convert-to-html
similarity index 100%
rename from tables/scripts/convert-to-html
rename to tables/wikipedia-scripts/convert-to-html
diff --git a/tables/scripts/decode-html b/tables/wikipedia-scripts/decode-html
similarity index 100%
rename from tables/scripts/decode-html
rename to tables/wikipedia-scripts/decode-html
diff --git a/tables/scripts/display.css b/tables/wikipedia-scripts/display.css
similarity index 100%
rename from tables/scripts/display.css
rename to tables/wikipedia-scripts/display.css
diff --git a/tables/scripts/display.html b/tables/wikipedia-scripts/display.html
similarity index 100%
rename from tables/scripts/display.html
rename to tables/wikipedia-scripts/display.html
diff --git a/tables/scripts/display.js b/tables/wikipedia-scripts/display.js
similarity index 100%
rename from tables/scripts/display.js
rename to tables/wikipedia-scripts/display.js
diff --git a/tables/scripts/download-wikipedia-pages.py b/tables/wikipedia-scripts/download-wikipedia-pages.py
similarity index 100%
rename from tables/scripts/download-wikipedia-pages.py
rename to tables/wikipedia-scripts/download-wikipedia-pages.py
diff --git a/tables/scripts/dump.py b/tables/wikipedia-scripts/dump.py
similarity index 100%
rename from tables/scripts/dump.py
rename to tables/wikipedia-scripts/dump.py
diff --git a/tables/scripts/extract.py b/tables/wikipedia-scripts/extract.py
similarity index 100%
rename from tables/scripts/extract.py
rename to tables/wikipedia-scripts/extract.py
diff --git a/tables/scripts/find-good-tables.py b/tables/wikipedia-scripts/find-good-tables.py
similarity index 100%
rename from tables/scripts/find-good-tables.py
rename to tables/wikipedia-scripts/find-good-tables.py
diff --git a/tables/scripts/format.py b/tables/wikipedia-scripts/format.py
similarity index 100%
rename from tables/scripts/format.py
rename to tables/wikipedia-scripts/format.py
diff --git a/tables/scripts/get-wikipedia-pages.py b/tables/wikipedia-scripts/get-wikipedia-pages.py
similarity index 100%
rename from tables/scripts/get-wikipedia-pages.py
rename to tables/wikipedia-scripts/get-wikipedia-pages.py
diff --git a/tables/scripts/process-exemplars.sh b/tables/wikipedia-scripts/process-exemplars.sh
similarity index 100%
rename from tables/scripts/process-exemplars.sh
rename to tables/wikipedia-scripts/process-exemplars.sh
diff --git a/tables/scripts/table-to-csv.py b/tables/wikipedia-scripts/table-to-csv.py
similarity index 100%
rename from tables/scripts/table-to-csv.py
rename to tables/wikipedia-scripts/table-to-csv.py
diff --git a/tables/scripts/weblib/AsciiDammit.py b/tables/wikipedia-scripts/weblib/AsciiDammit.py
similarity index 100%
rename from tables/scripts/weblib/AsciiDammit.py
rename to tables/wikipedia-scripts/weblib/AsciiDammit.py
diff --git a/tables/scripts/weblib/__init__.py b/tables/wikipedia-scripts/weblib/__init__.py
similarity index 100%
rename from tables/scripts/weblib/__init__.py
rename to tables/wikipedia-scripts/weblib/__init__.py
diff --git a/tables/scripts/weblib/blacklist.py b/tables/wikipedia-scripts/weblib/blacklist.py
similarity index 100%
rename from tables/scripts/weblib/blacklist.py
rename to tables/wikipedia-scripts/weblib/blacklist.py
diff --git a/tables/scripts/weblib/clean_html.py b/tables/wikipedia-scripts/weblib/clean_html.py
similarity index 100%
rename from tables/scripts/weblib/clean_html.py
rename to tables/wikipedia-scripts/weblib/clean_html.py
diff --git a/tables/scripts/weblib/external/.gitignore b/tables/wikipedia-scripts/weblib/external/.gitignore
similarity index 100%
rename from tables/scripts/weblib/external/.gitignore
rename to tables/wikipedia-scripts/weblib/external/.gitignore
diff --git a/tables/scripts/weblib/external/README b/tables/wikipedia-scripts/weblib/external/README
similarity index 100%
rename from tables/scripts/weblib/external/README
rename to tables/wikipedia-scripts/weblib/external/README
diff --git a/tables/scripts/weblib/table.py b/tables/wikipedia-scripts/weblib/table.py
similarity index 100%
rename from tables/scripts/weblib/table.py
rename to tables/wikipedia-scripts/weblib/table.py
diff --git a/tables/scripts/weblib/tee.py b/tables/wikipedia-scripts/weblib/tee.py
similarity index 100%
rename from tables/scripts/weblib/tee.py
rename to tables/wikipedia-scripts/weblib/tee.py
diff --git a/tables/scripts/weblib/web.py b/tables/wikipedia-scripts/weblib/web.py
similarity index 100%
rename from tables/scripts/weblib/web.py
rename to tables/wikipedia-scripts/weblib/web.py
diff --git a/tables/x b/tables/x
index a8ec0a5..40bc1fe 100755
--- a/tables/x
+++ b/tables/x
@@ -1,21 +1,52 @@
-#!/bin/bash
+#!/usr/bin/env bash
+# Usage:
+#   ./x up
+#       Upload the compiled code and the run file into a bundle called `stuff`
+#   ./x {walk|run|jog} [-n] [-- additional_dependencies --] run_arguments
+#       Call cl run on the ./run script. The run name is automatically generated.
+#       Use -n to print the command and exit.
 
 operation=$1
 shift
 queue=
 if [ "$operation" == "up" ]; then
-  cl upload program libsempre module-classes.txt tables/grammars run -L -n stuff
-elif [ "$operation" == "jog" ]; then
-  queue="nlp"
+  cl upload libsempre module-classes.txt tables/grammars run -L -n stuff
+  exit 0
+elif [ "$operation" == "walk" ]; then
+  queue="--request-memory 11g --request-cpus 2 --request-queue nlp"
 elif [ "$operation" == "run" ]; then
-  queue="john"
+  queue="--request-memory 11g --request-cpus 2 --request-queue john"
+elif [ "$operation" == "jog" ]; then
+  queue="--request-memory 11g --request-cpus 2 --request-queue jag"
 else
-  echo "Available operation: up jog run"
+  echo "Available operation: up walk run jog"
+  exit 1
 fi
 
-if [ "$queue" ]; then
-  name=$(YAY=$(cat .cnt.info || echo 0) && echo $(($YAY + 1)) > .cnt.info && echo -n `hostname`-$YAY.cl)
-  cl run --request_cpus 3 --request_memory 10g --request_queue "$queue" -n "$name" \
-    :fig :lib libsempre:stuff/libsempre module-classes.txt:stuff/module-classes.txt run:stuff/run grammars:stuff/grammars :WikiTableQuestions \
-    "./run @cldir=1 $*"
+dryrun=
+if [ "$1" == "-n" ]; then
+  shift
+  dryrun=1;
 fi
+
+dependencies=":fig :lib libsempre:stuff/libsempre module-classes.txt:stuff/module-classes.txt run:stuff/run grammars:stuff/grammars :WikiTableQuestions"
+if [ "$1" == "--" ]; then
+  shift 
+  while [ "$1" != "--" ]; do
+    dependencies="$dependencies $1"
+    shift
+  done
+  shift
+fi
+
+prefix=`hostname`
+if [[ "$prefix" == j* ]]; then
+  prefix="nlp"
+elif [ "$prefix" != "nazrin" -a "$prefix" != "fandango" ]; then
+  prefix="what"
+fi
+name=$(YAY=$(cat .cnt.info || echo 0) && echo $(($YAY + 1)) > .cnt.info && echo -n $prefix-$YAY.cl)
+cl_run_args="cl run $queue -n $name $dependencies"
+cl_run_command="LC_ALL=C.UTF-8 ./run @cldir=1 $*"
+echo "$cl_run_args \"$cl_run_command\""
+[ $dryrun ] || $cl_run_args "$cl_run_command"