diff --git a/demo/regression/README b/demo/regression/README
index c7965dc50..3642c7364 100644
--- a/demo/regression/README
+++ b/demo/regression/README
@@ -1,11 +1,5 @@
-Demonstrating how to use XGBoost accomplish regression tasks on UCI mushroom dataset  http://archive.ics.uci.edu/ml/datasets/Mushroom
+Demonstrating how to use XGBoost accomplish regression tasks on computer hardware dataset https://archive.ics.uci.edu/ml/datasets/Computer+Hardware
 
 Run: ./runexp.sh
 
-Format of input: LIBSVM format
-
-Format of featmap.txt:
-<featureid> <featurename> <q or i>\n
-
-q means continuous quantities, i means indicator features.
-Feature id must be from 0 to num_features, in sorted order.
+Format of input: LIBSVM format
\ No newline at end of file
diff --git a/demo/regression/agaricus-lepiota.data b/demo/regression/agaricus-lepiota.data
deleted file mode 100644
index 14fe8bbe7..000000000
--- a/demo/regression/agaricus-lepiota.data
+++ /dev/null
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-p,k,y,n,f,s,f,c,n,b,t,?,s,k,p,w,p,w,o,e,w,v,l
-p,k,s,e,f,y,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,d
-p,k,y,n,f,f,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,d
-e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,b,c,l
-e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,b,v,l
-e,f,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,b,c,l
-p,k,y,n,f,y,f,c,n,b,t,?,s,k,w,w,p,w,o,e,w,v,l
-e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,o,c,l
diff --git a/demo/regression/agaricus-lepiota.fmap b/demo/regression/agaricus-lepiota.fmap
deleted file mode 100644
index e1efc285e..000000000
--- a/demo/regression/agaricus-lepiota.fmap
+++ /dev/null
@@ -1,32 +0,0 @@
-     1. cap-shape:                bell=b,conical=c,convex=x,flat=f,knobbed=k,sunken=s
-     2. cap-surface:              fibrous=f,grooves=g,scaly=y,smooth=s
-     3. cap-color:                brown=n,buff=b,cinnamon=c,gray=g,green=r,pink=p,purple=u,red=e,white=w,yellow=y
-     4. bruises?:                 bruises=t,no=f
-     5. odor:                     almond=a,anise=l,creosote=c,fishy=y,foul=f,
-                                  musty=m,none=n,pungent=p,spicy=s
-     6. gill-attachment:          attached=a,descending=d,free=f,notched=n
-     7. gill-spacing:             close=c,crowded=w,distant=d
-     8. gill-size:                broad=b,narrow=n
-     9. gill-color:               black=k,brown=n,buff=b,chocolate=h,gray=g,
-                                  green=r,orange=o,pink=p,purple=u,red=e,
-                                  white=w,yellow=y
-    10. stalk-shape:              enlarging=e,tapering=t
-    11. stalk-root:               bulbous=b,club=c,cup=u,equal=e,
-                                  rhizomorphs=z,rooted=r,missing=?
-    12. stalk-surface-above-ring: fibrous=f,scaly=y,silky=k,smooth=s
-    13. stalk-surface-below-ring: fibrous=f,scaly=y,silky=k,smooth=s
-    14. stalk-color-above-ring:   brown=n,buff=b,cinnamon=c,gray=g,orange=o,
-                                  pink=p,red=e,white=w,yellow=y
-    15. stalk-color-below-ring:   brown=n,buff=b,cinnamon=c,gray=g,orange=o,
-                                  pink=p,red=e,white=w,yellow=y
-    16. veil-type:                partial=p,universal=u
-    17. veil-color:               brown=n,orange=o,white=w,yellow=y
-    18. ring-number:              none=n,one=o,two=t
-    19. ring-type:                cobwebby=c,evanescent=e,flaring=f,large=l,
-                                  none=n,pendant=p,sheathing=s,zone=z
-    20. spore-print-color:        black=k,brown=n,buff=b,chocolate=h,green=r,
-                                  orange=o,purple=u,white=w,yellow=y
-    21. population:               abundant=a,clustered=c,numerous=n,
-                                  scattered=s,several=v,solitary=y
-    22. habitat:                  grasses=g,leaves=l,meadows=m,paths=p,
-                                  urban=u,waste=w,woods=d
diff --git a/demo/regression/agaricus-lepiota.names b/demo/regression/agaricus-lepiota.names
deleted file mode 100644
index 4f1f3b53e..000000000
--- a/demo/regression/agaricus-lepiota.names
+++ /dev/null
@@ -1,148 +0,0 @@
-1. Title: Mushroom Database
-
-2. Sources: 
-    (a) Mushroom records drawn from The Audubon Society Field Guide to North
-        American Mushrooms (1981). G. H. Lincoff (Pres.), New York: Alfred
-        A. Knopf
-    (b) Donor: Jeff Schlimmer (Jeffrey.Schlimmer@a.gp.cs.cmu.edu)
-    (c) Date: 27 April 1987
-
-3. Past Usage:
-    1. Schlimmer,J.S. (1987). Concept Acquisition Through Representational
-       Adjustment (Technical Report 87-19).  Doctoral disseration, Department
-       of Information and Computer Science, University of California, Irvine.
-       --- STAGGER: asymptoted to 95% classification accuracy after reviewing
-           1000 instances.
-    2. Iba,W., Wogulis,J., & Langley,P. (1988).  Trading off Simplicity
-       and Coverage in Incremental Concept Learning. In Proceedings of 
-       the 5th International Conference on Machine Learning, 73-79.
-       Ann Arbor, Michigan: Morgan Kaufmann.  
-       -- approximately the same results with their HILLARY algorithm    
-    3. In the following references a set of rules (given below) were
-	learned for this data set which may serve as a point of
-	comparison for other researchers.
-
-	Duch W, Adamczak R, Grabczewski K (1996) Extraction of logical rules
-	from training data using backpropagation networks, in: Proc. of the
-	The 1st Online Workshop on Soft Computing, 19-30.Aug.1996, pp. 25-30,
-	available on-line at: http://www.bioele.nuee.nagoya-u.ac.jp/wsc1/
-
-	Duch W, Adamczak R, Grabczewski K, Ishikawa M, Ueda H, Extraction of
-	crisp logical rules using constrained backpropagation networks -
-	comparison of two new approaches, in: Proc. of the European Symposium
-	on Artificial Neural Networks (ESANN'97), Bruge, Belgium 16-18.4.1997,
-	pp. xx-xx
-
-	Wlodzislaw Duch, Department of Computer Methods, Nicholas Copernicus
-	University, 87-100 Torun, Grudziadzka 5, Poland
-	e-mail: duch@phys.uni.torun.pl
-	WWW     http://www.phys.uni.torun.pl/kmk/
-	
-	Date: Mon, 17 Feb 1997 13:47:40 +0100
-	From: Wlodzislaw Duch <duch@phys.uni.torun.pl>
-	Organization: Dept. of Computer Methods, UMK
-
-	I have attached a file containing logical rules for mushrooms.
-	It should be helpful for other people since only in the last year I
-	have seen about 10 papers analyzing this dataset and obtaining quite
-	complex rules. We will try to contribute other results later.
-
-	With best regards, Wlodek Duch
-	________________________________________________________________
-
-	Logical rules for the mushroom data sets.
-
-	Logical rules given below seem to be the simplest possible for the
-	mushroom dataset and therefore should be treated as benchmark results.
-
-	Disjunctive rules for poisonous mushrooms, from most general
-	to most specific:
-
-	P_1) odor=NOT(almond.OR.anise.OR.none)
-	     120 poisonous cases missed, 98.52% accuracy
-
-	P_2) spore-print-color=green
-	     48 cases missed, 99.41% accuracy
-         
-	P_3) odor=none.AND.stalk-surface-below-ring=scaly.AND.
-	          (stalk-color-above-ring=NOT.brown) 
-	     8 cases missed, 99.90% accuracy
-         
-	P_4) habitat=leaves.AND.cap-color=white
-	         100% accuracy     
-
-	Rule P_4) may also be
-
-	P_4') population=clustered.AND.cap_color=white
-
-	These rule involve 6 attributes (out of 22). Rules for edible
-	mushrooms are obtained as negation of the rules given above, for
-	example the rule:
-
-	odor=(almond.OR.anise.OR.none).AND.spore-print-color=NOT.green
-
-	gives 48 errors, or 99.41% accuracy on the whole dataset.
-
-	Several slightly more complex variations on these rules exist,
-	involving other attributes, such as gill_size, gill_spacing,
-	stalk_surface_above_ring, but the rules given above are the simplest
-	we have found.
-
-
-4. Relevant Information:
-    This data set includes descriptions of hypothetical samples
-    corresponding to 23 species of gilled mushrooms in the Agaricus and
-    Lepiota Family (pp. 500-525).  Each species is identified as
-    definitely edible, definitely poisonous, or of unknown edibility and
-    not recommended.  This latter class was combined with the poisonous
-    one.  The Guide clearly states that there is no simple rule for
-    determining the edibility of a mushroom; no rule like ``leaflets
-    three, let it be'' for Poisonous Oak and Ivy.
-
-5. Number of Instances: 8124
-
-6. Number of Attributes: 22 (all nominally valued)
-
-7. Attribute Information: (classes: edible=e, poisonous=p)
-     1. cap-shape:                bell=b,conical=c,convex=x,flat=f,
-                                  knobbed=k,sunken=s
-     2. cap-surface:              fibrous=f,grooves=g,scaly=y,smooth=s
-     3. cap-color:                brown=n,buff=b,cinnamon=c,gray=g,green=r,
-                                  pink=p,purple=u,red=e,white=w,yellow=y
-     4. bruises?:                 bruises=t,no=f
-     5. odor:                     almond=a,anise=l,creosote=c,fishy=y,foul=f,
-                                  musty=m,none=n,pungent=p,spicy=s
-     6. gill-attachment:          attached=a,descending=d,free=f,notched=n
-     7. gill-spacing:             close=c,crowded=w,distant=d
-     8. gill-size:                broad=b,narrow=n
-     9. gill-color:               black=k,brown=n,buff=b,chocolate=h,gray=g,
-                                  green=r,orange=o,pink=p,purple=u,red=e,
-                                  white=w,yellow=y
-    10. stalk-shape:              enlarging=e,tapering=t
-    11. stalk-root:               bulbous=b,club=c,cup=u,equal=e,
-                                  rhizomorphs=z,rooted=r,missing=?
-    12. stalk-surface-above-ring: fibrous=f,scaly=y,silky=k,smooth=s
-    13. stalk-surface-below-ring: fibrous=f,scaly=y,silky=k,smooth=s
-    14. stalk-color-above-ring:   brown=n,buff=b,cinnamon=c,gray=g,orange=o,
-                                  pink=p,red=e,white=w,yellow=y
-    15. stalk-color-below-ring:   brown=n,buff=b,cinnamon=c,gray=g,orange=o,
-                                  pink=p,red=e,white=w,yellow=y
-    16. veil-type:                partial=p,universal=u
-    17. veil-color:               brown=n,orange=o,white=w,yellow=y
-    18. ring-number:              none=n,one=o,two=t
-    19. ring-type:                cobwebby=c,evanescent=e,flaring=f,large=l,
-                                  none=n,pendant=p,sheathing=s,zone=z
-    20. spore-print-color:        black=k,brown=n,buff=b,chocolate=h,green=r,
-                                  orange=o,purple=u,white=w,yellow=y
-    21. population:               abundant=a,clustered=c,numerous=n,
-                                  scattered=s,several=v,solitary=y
-    22. habitat:                  grasses=g,leaves=l,meadows=m,paths=p,
-                                  urban=u,waste=w,woods=d
-
-8. Missing Attribute Values: 2480 of them (denoted by "?"), all for
-   attribute #11.
-
-9. Class Distribution: 
-    --    edible: 4208 (51.8%)
-    -- poisonous: 3916 (48.2%)
-    --     total: 8124 instances
diff --git a/demo/regression/machine.data b/demo/regression/machine.data
new file mode 100644
index 000000000..656ed8cd1
--- /dev/null
+++ b/demo/regression/machine.data
@@ -0,0 +1,209 @@
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+nas,as/9000-dpc,38,16000,32000,128,16,32,510,426
+nas,as/9000-n,48,4000,24000,32,8,24,214,151
+nas,as/9040,38,8000,32000,64,8,24,326,267
+nas,as/9060,30,16000,32000,256,16,24,510,603
+ncr,v8535:ii,112,1000,1000,0,1,4,8,19
+ncr,v8545:ii,84,1000,2000,0,1,6,12,21
+ncr,v8555:ii,56,1000,4000,0,1,6,17,26
+ncr,v8565:ii,56,2000,6000,0,1,8,21,35
+ncr,v8565:ii-e,56,2000,8000,0,1,8,24,41
+ncr,v8575:ii,56,4000,8000,0,1,8,34,47
+ncr,v8585:ii,56,4000,12000,0,1,8,42,62
+ncr,v8595:ii,56,4000,16000,0,1,8,46,78
+ncr,v8635,38,4000,8000,32,16,32,51,80
+ncr,v8650,38,4000,8000,32,16,32,116,80
+ncr,v8655,38,8000,16000,64,4,8,100,142
+ncr,v8665,38,8000,24000,160,4,8,140,281
+ncr,v8670,38,4000,16000,128,16,32,212,190
+nixdorf,8890/30,200,1000,2000,0,1,2,25,21
+nixdorf,8890/50,200,1000,4000,0,1,4,30,25
+nixdorf,8890/70,200,2000,8000,64,1,5,41,67
+perkin-elmer,3205,250,512,4000,0,1,7,25,24
+perkin-elmer,3210,250,512,4000,0,4,7,50,24
+perkin-elmer,3230,250,1000,16000,1,1,8,50,64
+prime,50-2250,160,512,4000,2,1,5,30,25
+prime,50-250-ii,160,512,2000,2,3,8,32,20
+prime,50-550-ii,160,1000,4000,8,1,14,38,29
+prime,50-750-ii,160,1000,8000,16,1,14,60,43
+prime,50-850-ii,160,2000,8000,32,1,13,109,53
+siemens,7.521,240,512,1000,8,1,3,6,19
+siemens,7.531,240,512,2000,8,1,5,11,22
+siemens,7.536,105,2000,4000,8,3,8,22,31
+siemens,7.541,105,2000,6000,16,6,16,33,41
+siemens,7.551,105,2000,8000,16,4,14,58,47
+siemens,7.561,52,4000,16000,32,4,12,130,99
+siemens,7.865-2,70,4000,12000,8,6,8,75,67
+siemens,7.870-2,59,4000,12000,32,6,12,113,81
+siemens,7.872-2,59,8000,16000,64,12,24,188,149
+siemens,7.875-2,26,8000,24000,32,8,16,173,183
+siemens,7.880-2,26,8000,32000,64,12,16,248,275
+siemens,7.881-2,26,8000,32000,128,24,32,405,382
+sperry,1100/61-h1,116,2000,8000,32,5,28,70,56
+sperry,1100/81,50,2000,32000,24,6,26,114,182
+sperry,1100/82,50,2000,32000,48,26,52,208,227
+sperry,1100/83,50,2000,32000,112,52,104,307,341
+sperry,1100/84,50,4000,32000,112,52,104,397,360
+sperry,1100/93,30,8000,64000,96,12,176,915,919
+sperry,1100/94,30,8000,64000,128,12,176,1150,978
+sperry,80/3,180,262,4000,0,1,3,12,24
+sperry,80/4,180,512,4000,0,1,3,14,24
+sperry,80/5,180,262,4000,0,1,3,18,24
+sperry,80/6,180,512,4000,0,1,3,21,24
+sperry,80/8,124,1000,8000,0,1,8,42,37
+sperry,90/80-model-3,98,1000,8000,32,2,8,46,50
+sratus,32,125,2000,8000,0,2,14,52,41
+wang,vs-100,480,512,8000,32,0,0,67,47
+wang,vs-90,480,1000,4000,0,0,0,45,25
diff --git a/demo/regression/machine.names b/demo/regression/machine.names
new file mode 100644
index 000000000..f19a21827
--- /dev/null
+++ b/demo/regression/machine.names
@@ -0,0 +1,72 @@
+1. Title: Relative CPU Performance Data 
+
+2. Source Information
+   -- Creators: Phillip Ein-Dor and Jacob Feldmesser
+     -- Ein-Dor: Faculty of Management; Tel Aviv University; Ramat-Aviv; 
+        Tel Aviv, 69978; Israel
+   -- Donor: David W. Aha (aha@ics.uci.edu) (714) 856-8779   
+   -- Date: October, 1987
+ 
+3. Past Usage:
+    1. Ein-Dor and Feldmesser (CACM 4/87, pp 308-317)
+       -- Results: 
+          -- linear regression prediction of relative cpu performance
+          -- Recorded 34% average deviation from actual values 
+    2. Kibler,D. & Aha,D. (1988).  Instance-Based Prediction of
+       Real-Valued Attributes.  In Proceedings of the CSCSI (Canadian
+       AI) Conference.
+       -- Results:
+          -- instance-based prediction of relative cpu performance
+          -- similar results; no transformations required
+    - Predicted attribute: cpu relative performance (numeric)
+
+4. Relevant Information:
+   -- The estimated relative performance values were estimated by the authors
+      using a linear regression method.  See their article (pp 308-313) for
+      more details on how the relative performance values were set.
+
+5. Number of Instances: 209 
+
+6. Number of Attributes: 10 (6 predictive attributes, 2 non-predictive, 
+                             1 goal field, and the linear regression's guess)
+
+7. Attribute Information:
+   1. vendor name: 30 
+      (adviser, amdahl,apollo, basf, bti, burroughs, c.r.d, cambex, cdc, dec, 
+       dg, formation, four-phase, gould, honeywell, hp, ibm, ipl, magnuson, 
+       microdata, nas, ncr, nixdorf, perkin-elmer, prime, siemens, sperry, 
+       sratus, wang)
+   2. Model Name: many unique symbols
+   3. MYCT: machine cycle time in nanoseconds (integer)
+   4. MMIN: minimum main memory in kilobytes (integer)
+   5. MMAX: maximum main memory in kilobytes (integer)
+   6. CACH: cache memory in kilobytes (integer)
+   7. CHMIN: minimum channels in units (integer)
+   8. CHMAX: maximum channels in units (integer)
+   9. PRP: published relative performance (integer)
+  10. ERP: estimated relative performance from the original article (integer)
+
+8. Missing Attribute Values: None
+
+9. Class Distribution: the class value (PRP) is continuously valued.
+   PRP Value Range:   Number of Instances in Range:
+   0-20               31
+   21-100             121
+   101-200            27
+   201-300            13
+   301-400            7
+   401-500            4
+   501-600            2
+   above 600          4
+
+Summary Statistics:
+	   Min  Max   Mean    SD      PRP Correlation
+   MCYT:   17   1500  203.8   260.3   -0.3071
+   MMIN:   64   32000 2868.0  3878.7   0.7949
+   MMAX:   64   64000 11796.1 11726.6  0.8630
+   CACH:   0    256   25.2    40.6     0.6626
+   CHMIN:  0    52    4.7     6.8      0.6089
+   CHMAX:  0    176   18.2    26.0     0.6052
+   PRP:    6    1150  105.6   160.8    1.0000
+   ERP:   15    1238  99.3    154.8    0.9665
+
diff --git a/demo/regression/mapfeat.py b/demo/regression/mapfeat.py
index 74ca22d32..a7f4100b5 100644
--- a/demo/regression/mapfeat.py
+++ b/demo/regression/mapfeat.py
@@ -1,48 +1,21 @@
 #!/usr/bin/python
 import sys
 
-def loadfmap( fname ):
-    fmap = {}
-    nmap = {}
-    
-    for l in open( fname ):
-        arr = l.split()
-        if arr[0].find('.') != -1:            
-            idx = int( arr[0].strip('.') )
-            assert idx not in fmap        
-            fmap[ idx ] = {}
-            ftype = arr[1].strip(':')        
-            content = arr[2]
-        else:
-            content = arr[0]
-        for it in content.split(','):
-            if it.strip() == '':
-                continue
-            k , v = it.split('=')
-            fmap[ idx ][ v ] = len(nmap)
-            nmap[ len(nmap) ] = ftype+'='+k
-    return fmap, nmap
-
-def write_nmap( fo, nmap ):    
-    for i in xrange( len(nmap) ):
-        fo.write('%d\t%s\ti\n' % (i, nmap[i]) )
-
-# start here
-fmap, nmap = loadfmap( 'agaricus-lepiota.fmap' )
-fo = open( 'featmap.txt', 'w' )
-write_nmap( fo, nmap )
-fo.close()
-
-fo = open( 'agaricus.txt', 'w' ) 
-for l in open( 'agaricus-lepiota.data' ):
+fo = open( 'machine.txt', 'w' ) 
+cnt = 6
+fmap = {}
+for l in open( 'machine.data' ):
     arr = l.split(',')
-    if arr[0] == 'p':
-        fo.write('1')
-    else:
-        assert arr[0] == 'e'
-        fo.write('0')
-    for i in xrange( 1,len(arr) ):
-        fo.write( ' %d:1' % fmap[i][arr[i].strip()] )
+    fo.write(arr[8])
+    for i in xrange( 0,6 ):
+        fo.write( ' %d:%s' %(i,arr[i+2]) )
+    
+    if arr[0] not in fmap.keys():
+        fmap[arr[0]] = cnt
+        cnt += 1
+    
+    fo.write( ' %d:1' % fmap[arr[0]] )
+	
     fo.write('\n')
 
 fo.close()
diff --git a/demo/regression/runexp.sh b/demo/regression/runexp.sh
index 64dbfbe98..5bd2fa36b 100644
--- a/demo/regression/runexp.sh
+++ b/demo/regression/runexp.sh
@@ -2,13 +2,10 @@
 # map feature using indicator encoding, also produce featmap.txt
 python mapfeat.py
 # split train and test
-python mknfold.py agaricus.txt 1
+python mknfold.py machine.txt 1
 # training and output the models
-../../xgboost mushroom.conf
+../../xgboost machine.conf
 # output predictions of test data
-../../xgboost mushroom.conf task=pred model_in=0003.model
+../../xgboost machine.conf task=pred model_in=0003.model
 # print the boosters of 00003.model in dump.raw.txt
-../../xgboost mushroom.conf task=dump model_in=0003.model name_dump=dump.raw.txt 
-# use the feature map in printing for better visualization
-../../xgboost mushroom.conf task=dump model_in=0003.model fmap=featmap.txt name_dump=dump.nice.txt
-cat dump.nice.txt
+../../xgboost machine.conf task=dump model_in=0003.model name_dump=dump.raw.txt 
\ No newline at end of file