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+e,b,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,b,c,l
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+e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,n,o,p,n,c,l
+p,k,y,e,f,s,f,c,n,b,t,?,k,k,w,w,p,w,o,e,w,v,l
+e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,y,v,l
+p,k,y,e,f,f,f,c,n,b,t,?,k,k,w,w,p,w,o,e,w,v,p
+e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,n,o,p,y,v,l
+e,b,f,g,f,n,f,w,b,w,e,?,k,k,w,w,p,w,t,p,w,n,g
+e,f,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,o,o,p,o,c,l
+e,b,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,y,c,l
+e,f,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,o,v,l
+e,b,f,g,f,n,f,w,b,g,e,?,s,s,w,w,p,w,t,p,w,s,g
+p,k,y,e,f,f,f,c,n,b,t,?,s,s,w,w,p,w,o,e,w,v,l
+p,k,s,n,f,s,f,c,n,b,t,?,s,k,p,w,p,w,o,e,w,v,d
+p,k,y,n,f,f,f,c,n,b,t,?,k,s,w,w,p,w,o,e,w,v,p
+p,k,s,e,f,s,f,c,n,b,t,?,k,k,p,p,p,w,o,e,w,v,p
+p,k,y,n,f,y,f,c,n,b,t,?,s,s,w,w,p,w,o,e,w,v,l
+e,b,f,g,f,n,f,w,b,p,e,?,k,k,w,w,p,w,t,p,w,s,g
+e,k,f,w,f,n,f,w,b,g,e,?,s,k,w,w,p,w,t,p,w,s,g
+e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,n,o,p,o,v,l
+p,x,s,e,f,f,f,c,n,b,t,?,k,s,w,p,p,w,o,e,w,v,p
+e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,n,v,l
+p,k,y,e,f,f,f,c,n,b,t,?,k,k,w,p,p,w,o,e,w,v,d
+p,k,s,n,f,f,f,c,n,b,t,?,k,s,p,p,p,w,o,e,w,v,d
+p,k,y,e,f,f,f,c,n,b,t,?,s,k,w,w,p,w,o,e,w,v,p
+p,k,y,e,f,y,f,c,n,b,t,?,s,s,p,p,p,w,o,e,w,v,p
+p,x,s,n,f,y,f,c,n,b,t,?,k,k,w,w,p,w,o,e,w,v,d
+e,b,s,g,f,n,f,w,b,g,e,?,k,s,w,w,p,w,t,p,w,n,g
+p,x,y,c,f,m,f,c,b,y,e,c,k,y,c,c,p,w,n,n,w,c,d
+e,k,f,w,f,n,f,w,b,w,e,?,k,s,w,w,p,w,t,p,w,n,g
+p,k,y,n,f,s,f,c,n,b,t,?,k,k,p,p,p,w,o,e,w,v,l
+p,k,s,e,f,y,f,c,n,b,t,?,k,k,w,p,p,w,o,e,w,v,d
+e,k,f,w,f,n,f,w,b,w,e,?,k,k,w,w,p,w,t,p,w,s,g
+e,f,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,b,v,l
+p,k,s,e,f,s,f,c,n,b,t,?,s,s,p,w,p,w,o,e,w,v,p
+e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,n,c,l
+e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,o,c,l
+e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,n,v,l
+e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,y,v,l
+e,k,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,o,o,p,n,v,l
+e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,n,c,l
+p,k,y,e,f,y,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,l
+e,b,s,w,f,n,f,w,b,w,e,?,s,s,w,w,p,w,t,p,w,n,g
+e,x,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,o,o,p,n,v,l
+e,k,s,w,f,n,f,w,b,p,e,?,s,s,w,w,p,w,t,p,w,n,g
+e,k,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,b,v,l
+p,k,y,e,f,y,f,c,n,b,t,?,k,k,p,p,p,w,o,e,w,v,d
+p,f,y,c,f,m,a,c,b,y,e,c,k,y,c,c,p,w,n,n,w,c,d
+e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,o,v,l
+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/06_Decision_Tree/agaricus-lepiota.names b/06_Decision_Tree/agaricus-lepiota.names
new file mode 100644
index 0000000..4f1f3b5
--- /dev/null
+++ b/06_Decision_Tree/agaricus-lepiota.names
@@ -0,0 +1,148 @@
+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/06_Decision_Tree/dtree-mushroom.cpp b/06_Decision_Tree/dtree-mushroom.cpp
new file mode 100644
index 0000000..1b539ef
--- /dev/null
+++ b/06_Decision_Tree/dtree-mushroom.cpp
@@ -0,0 +1,125 @@
+
+//Example 21-1. Creating and training a decision tree
+
+#include <opencv2/opencv.hpp>
+#include <stdio.h>
+#include <iostream>
+
+using namespace std;
+using namespace cv;
+
+void help(char **argv) {
+	cout << "\n\n"
+		<< "Using binary decision trees to learn to recognize poisonous\n"
+		<< "    from edible mushrooms based on visible attributes.\n"
+		<< "    This program demonstrates how to create and a train a \n"
+		<< "    decision tree using ml library in OpenCV.\n"
+		<< "Call:\n" << argv[0] << " <csv-file-path>\n\n"
+		<< "\nIf you don't enter a file, it defaults to agaricus-lepiota.data\n"
+		<< endl;
+}
+
+int main(int argc, char *argv[]) {
+	// If the caller gave a filename, great. Otherwise, use a default.
+	//
+	//const char *csv_file_name = argc >= 2 ? argv[1] : "../mushroom/agaricus-lepiota.data";
+	const char *csv_file_name = "agaricus-lepiota.data";
+	cout << "OpenCV Version: " << CV_VERSION << endl;
+	help(argv);
+
+	// Read in the CSV file that we were given.
+	//
+	cv::Ptr<cv::ml::TrainData> data_set =
+		cv::ml::TrainData::loadFromCSV(csv_file_name, // Input file name
+			0, // Header lines (ignore this many)
+			0, // Responses are (start) at thie column
+			1, // Inputs start at this column
+			"cat[0-22]" // All 23 columns are categorical
+		);
+	// Use defaults for delimeter (',') and missch ('?')
+	// Verify that we read in what we think.
+	//
+	int n_samples = data_set->getNSamples();
+	if (n_samples == 0) {
+		cerr << "Could not read file: " << csv_file_name << endl;
+		exit(-1);
+	}
+	else {
+		cout << "Read " << n_samples << " samples from " << csv_file_name << endl;
+	}
+
+	// Split the data, so that 90% is train data
+	//
+	data_set->setTrainTestSplitRatio(0.90, false);
+	int n_train_samples = data_set->getNTrainSamples();
+	int n_test_samples = data_set->getNTestSamples();
+	cout << "Found " << n_train_samples << " Train Samples, and "
+		<< n_test_samples << " Test Samples" << endl;
+
+	// Create a DTrees classifier.
+	//
+	cv::Ptr<cv::ml::RTrees> dtree = cv::ml::RTrees::create();
+	// set parameters
+	//
+	// These are the parameters from the old mushrooms.cpp code
+	// Set up priors to penalize "poisonous" 10x as much as "edible"
+	//
+	float _priors[] = { 1.0, 10.0 };
+	cv::Mat priors(1, 2, CV_32F, _priors);
+	dtree->setMaxDepth(8);
+	dtree->setMinSampleCount(10);
+	dtree->setRegressionAccuracy(0.01f);
+	dtree->setUseSurrogates(false /* true */);
+	dtree->setMaxCategories(15);
+	dtree->setCVFolds(0 /*10*/); // nonzero causes core dump
+	dtree->setUse1SERule(true);
+	dtree->setTruncatePrunedTree(true);
+	dtree->setPriors( priors );
+	//dtree->setPriors(cv::Mat()); // ignore priors for now...
+	// Now train the model
+	// NB: we are only using the "train" part of the data set
+	//
+	dtree->train(data_set);
+
+	// Having successfully trained the data, we should be able
+	// to calculate the error on both the training data, as well
+	// as the test data that we held out.
+	//
+	cv::Mat results;
+	float train_performance = dtree->calcError(data_set,
+		false, // use train data
+		results // cv::noArray()
+	);
+	std::vector<cv::String> names;
+	data_set->getNames(names);
+	Mat flags = data_set->getVarSymbolFlags();
+
+	// Compute some statistics on our own:
+	//
+	{
+		cv::Mat expected_responses = data_set->getResponses();
+		int good = 0, bad = 0, total = 0;
+		for (int i = 0; i < data_set->getNTrainSamples(); ++i) {
+			float received = results.at<float>(i, 0);
+			float expected = expected_responses.at<float>(i, 0);
+			cv::String r_str = names[(int)received];
+			cv::String e_str = names[(int)expected];
+			cout << "Expected: " << e_str << ", got: " << r_str << endl;
+			if (received == expected)
+				good++;
+			else
+				bad++;
+			total++;
+		}
+		cout << "Correct answers: " << (float(good) / total) << " % " << endl;
+		cout << "Incorrect answers: " << (float(bad) / total) << "%"
+			<< endl;
+	}
+	float test_performance = dtree->calcError(data_set,
+		true, // use test data
+		results // cv::noArray()
+	);
+	cout << "Performance on training data: " << train_performance << "%" << endl;
+	cout << "Performance on test data: " << test_performance << " % " << endl;
+	return 0;
+}
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