added some more samples for testing and fixed deprecated methods

MachineLearning/src/classifier/MyFilteredClassifier.java

@@ -56,7 +56,7 @@ public void load(String fileName) {
             }
 			System.out.println("===== Loaded text data: " + fileName + " =====");
 			reader.close();
-			System.out.println(text);
+			//System.out.println(text);
 		}
 		catch (IOException e) {
 			System.out.println("Problem found when reading: " + fileName);
@@ -73,7 +73,7 @@ public void loadModel(String fileName) {
             Object tmp = in.readObject();
 			classifier = (FilteredClassifier) tmp;
             in.close();
- 			System.out.println("===== Loaded model: " + fileName + " =====");
+ 			//System.out.println("===== Loaded model: " + fileName + " =====");
        } 
 		catch (Exception e) {
 			// Given the cast, a ClassNotFoundException must be caught along with the IOException
@@ -104,8 +104,8 @@ public void makeInstance() {
 		// Another way to do it:
 		// instance.setValue((Attribute)fvWekaAttributes.elementAt(1), text);
 		instances.add(instance);
- 		System.out.println("===== Instance created with reference dataset =====");
-		System.out.println(instances);
+ 		//System.out.println("===== Instance created with reference dataset =====");
+		//System.out.println(instances);
 	}
 
 	/**
@@ -115,7 +115,7 @@ public void makeInstance() {
 	public void classify() {
 		try {
 			double pred = classifier.classifyInstance(instances.instance(0));
-			System.out.println("===== Classified instance =====");
+			//System.out.println("===== Classified instance =====");
 			System.out.println("Class predicted: " + instances.classAttribute().value((int) pred));
 		}
 		catch (Exception e) {
@@ -130,10 +130,13 @@ public void classify() {
 	public static void main (String[] args) {
 
 		MyFilteredClassifier classifier;
-			classifier = new MyFilteredClassifier();
-			classifier.load("test/Chair_4.txt");
+
+		for(int i=1 ; i<9; i++){
+		classifier = new MyFilteredClassifier();
+			classifier.load("test/Gov_"+i+".txt");
 			classifier.loadModel("model/myModel.dat");
 			classifier.makeInstance();
 			classifier.classify();
+		}
 	}
 }

MachineLearning/src/classifier/MyFilteredLearner.java

@@ -23,6 +23,7 @@
 import java.util.SortedSet;
 import java.util.TreeSet;
 import weka.classifiers.bayes.NaiveBayes;
+import weka.classifiers.functions.SMO;
 import weka.classifiers.meta.FilteredClassifier;
 import weka.core.converters.ArffLoader.ArffReader;
 import java.io.*;
@@ -80,7 +81,7 @@ public void evaluate() {
 			filter.setAttributeIndices("last");
 			classifier = new FilteredClassifier();
 			classifier.setFilter(filter);
-			classifier.setClassifier(new NaiveBayes());//SMO
+			classifier.setClassifier(new SMO());//SMO
 			Evaluation eval = new Evaluation(trainData);
 			eval.crossValidateModel(classifier, trainData, 4, new Random(1));
 			System.out.println(eval.toSummaryString());
@@ -104,7 +105,7 @@ public void learn() {
 			filter.setAttributeIndices("last");
 			classifier = new FilteredClassifier();
 			classifier.setFilter(filter);
-			classifier.setClassifier(new NaiveBayes());
+			classifier.setClassifier(new SMO());
 			classifier.buildClassifier(trainData);
 			// Uncomment to see the classifier
 			//System.out.println("--------->  "+classifier);

MachineLearning/test/Chair_5.txt

@@ -0,0 +1,146 @@
+ ECO ANIMAL HEALTH GROUP PLC 
+DIRECTORS' REPORT (CONTINUED) 
+FOR THE YEAR ENDED 31 MARCH 2010 
+Financial instruments 
+The Group's accounting policies for financial instruments and strategy for management of those financial 
+instruments are given in notes 2 and 33 to the financial statements respectively. 
+Employees 
+Application for employment by disabled persons are given full and fair consideration. When existing 
+employees become disabled every effort is made to provide continuing employment wherever possible. 
+Donations 
+2010 2009 
+
+Charitable donations - 100 
+Restatement of comparative figures 
+As more fully disclosed in note 11 to the accounts, the Group's comparative figures have been restated to 
+take account of the reclass'rfication of an amount of  1,034,860 from goodwill to distribution rights and the 
+related effects on previous amortisation charges, to eliminate dividends shown in payables prior to their 
+approval in General Meeting and to satisfy the IFRS requirements that results from discontinued activities be 
+shown In one line on the income statement. The directors are confident that these adjustments, when taken 
+together, would not affect the user's view of the Group's financial position and results for the prior periods 
+concerned. 
+Final dividend for the year ending 31 March 2009 
+As more fully explained in note 10 to the accounts, an administrative oversight rendered this dividend 
+technically unlawful. The directors Intend to have this dividend ratified by shareholders at the next General 
+Meeting of the Company on the 28 September 2010. 
+Creditor payment policy 
+The Company agrees terms and conditions for its business transactions with its suppliers and payments are 
+made on these terms, subject to the terms and conditions being mel by the suppliers. The Parent Company 
+has no supplies of goods.Trade payables for the Parent and its UK subsidiary at the year end amounted to 
+84 days (2009: 75 days) of average supplies for the year. 
+Internal financial control 
+The board of directors is responsible for the Group's system of internal financial control. Internal control 
+systems are designed to meet the particular needs of the companies concerned and the risks to which they 
+are exposed. This provides reasonable, but not absolute, assurance against material misstatement or loss. 
+Strict financial and other controls are exercised by the Group over its subsidiary companies by day to day 
+supervision of the businesses by the directors. 
+Stockbrokers 
+Cenkos Securities pic are the Company's nominated advisor and stockbrokers. The closing share price on 
+31 March 2010 was 161p per share (2009:160p). During the year the average share price was 167p 
+(2009:113.59p). 
+Auditors 
+The directors having been notified of the cessation of the partnership known as F. W. Stephens, have 
+resolved that Reeves + Neylan LLP be appointed successor auditor in accordance with the provisions of the 
+Companies Act 2006, s.489. Reeves + Neylan LLP has indicated Its willingness to continue in office.  ECO ANIMAL HEALTH GROUP PLC 
+DIRECTORS' REPORT (CONTINUED) 
+FOR THE YEAR ENDED 31 MARCH 2010 
+Statement of directors' responsibilities 
+The directors are responsible for preparing the Annual Report and the financial statements in accordance 
+with applicable law and regulations. 
+Company law requires the directors to prepare financial statements for each financial year. Under that law 
+the directors have prepared the Group and Parent Company financial statements in accordance with 
+International Financial Reporting Standards (IFRSs) as adopted by the European Union. Under company law 
+the directors must not approve the financial statements unless they are satisfied that they give a true and 
+fair view of the state of affairs of the Group and the Company and of the profit or loss of the Group for thai 
+period. In preparing these financial statements, the directors are required to: 
+- select suitable accounting policies and then apply them consistently; 
+- make judgements and accounting estimates that are reasonable and prudent; 
+-slate whether applicable IFRSs as adopted by the European Union have been followed, subject to any 
+material departures disclosed and explained in the financial statements; 
+-prepare the financial statements on the going concern basis unless it is inappropriate to presume that the 
+Group will continue in business. 
+The directors are responsible for keeping adequate accounting records that are sufficient to show and 
+explain the Company's transactions and disclose with reasonable accuracy at any time the financial position 
+of the Company and the Group and enable them lo ensure that the financial statements comply with the 
+Companies Act 2006. They are also responsible for safeguarding the assets of the Company and the Group 
+and hence for taking reasonable steps for the prevention and detection of fraud and other irregularities. 
+The directors are responsible for the maintenance and integrity of the Company's website. Legislation in the 
+United Kingdom governing the preparation and dissemination of financial statements may differ from 
+legislation In other jurisdictions. 
+Statement of disclosure to auditors 
+So far as each of the directors are aware; 
+(a) there is no relevant audit information of which the Company's auditors are unaware, 
+and 
+(b) they have taken all the steps that they ought to have taken as directors In order to make themselves 
+aware of any relevant audit information and to establish that the Company's auditors are aware of that 
+information. 
+On behalf of the board 
+Mr Peter Lawrence 
+Director 
+9 August 2010 
+-10- ECO ANIMAL HEALTH GROUP PLC 
+INDEPENDENT AUDITORS' REPORT 
+TO THE SHAREHOLDERS OF ECO ANIMAL HEALTH GROUP PLC 
+We have audited the financial statements (the financial statements) of Eco Animal Health Group pic for 
+the year ended 31 March 2010 which comprise the Consolidated income statement, the Consolidated 
+statement of comprehensive income, the Consolidated and company statements of financial position, the 
+Consolidated and company statement of changes in equity, the Consolidated and company statements 
+of cashflows, and the related notes. The financial reporting framework that has been applied in their 
+preparation is applicable law and International Financial Reporting Standards (IFRSs) as adopted by the 
+European Union and, as regards the Parent Company financial statements, as applied in accordance 
+with the provisions of the Companies Act 2006. 
+This report, including the opinions, has been prepared for and only for the Company's members as a 
+body in accordance with Chapter 3 of Part 16 of the Companies Act 2006 and for no other purpose. We 
+do not, in giving these opinions, accept or assume responsibility for any other purpose or to any other 
+person to whom this report is shown or into whose hands it may come save where expressly agreed by 
+our prior consent in writing. 
+Respective responsibilities of directors and auditors 
+As explained more fully in the Directors' Responsibilities Statement set out on page 10, the directors are 
+responsible for the preparation of the financial statements and for being satisfied that they give a true 
+and fair view. 
+Our responsibility is to audit the financial statements in accordance with applicable law and International 
+Standards on Auditing (UK and Ireland). Those standards require us to comply with the Auditing 
+Practices Board's Ethical Standards for Auditors. 
+Scope of the audit of the financial statements 
+An audit involves obtaining evidence about the amounts and disclosures in the financial statements 
+sufficient to give reasonable assurance that the financial statements are free from material misstatemenl, 
+whether caused by fraud or error. This includes an assessment of: whether the accounting policies are 
+appropriate to the Group's and Parent Company's circumstances and have been consistently applied and 
+adequately disclosed; the reasonableness of significant accounting estimates made by the directors; and 
+the overall presentation of the financial statements. 
+Opinion on financial statements 
+In our opinion: 
+the financial statements give a true and fair view of the state of the Group's and of the Parent 
+Company's affairs as at 31 March 2010 and of the Group's profit and Group's and Parent 
+Company's cash flows for the year then ended; 
+the Group financial statements have been properly prepared in accordance with IFRSs as adopted 
+by the European Union; 
+the Parent Company financial statements have been properly prepared in accordance with IFRSs as 
+adopted by the European Union and as applied in accordance with the provisions of the Companies 
+Act 2006; and 
+the financial statements have been prepared In accordance with the requirements of the Companies 
+Act 2006. 
+Opinion on other matters prescribed by the Companies Act 2006 
+In our opinion the information given in the Directors' Report for the financial year for which the financial 
+statements are prepared Is consistent with the financial statements. 
+-11- ECO ANIMAL HEALTH GROUP PLC 
+INDEPENDENT AUDITORS' REPORT (CONTINUED) 
+TO THE SHAREHOLDERS OF ECO ANIMAL HEALTH GROUP PLC 
+Matters on which we are required to report by exception 
+We have nothing lo report in respecl of Ihe following matters where the Companies Act 2006 requires us 
+to report to you if, in our opinion: 
+adequate accounting records have not been kept by the Parent company, or returns adequate for 
+our audit have not been received from branches not visited by us; or 
+the Parent company financial statements are not in agreement with the accounting records and 
+relurns; or 
+certain disclosures of directors' remuneration specified by law are not made; or 
+we have not received all in the information and explanations we require for our audit 
+Stephen Tanner BSc(Econ) FCA 
+Senior Statutory Auditor 
+For and on behalf of: 
+Reeves and Neylan LLP 
+Statutory Auditors 
+Chartered Accountants 
+London 
+Date: 9 August 2010 
+-12-