- HMMFile fn3 = new HMMFile(
- new FileParse("test/jalview/io/test_fn3_hmm.txt",
- DataSourceType.FILE));
+ HMMFile fn3 = new HMMFile(new BufferedReader(
+ new FileReader(("test/jalview/io/test_fn3_hmm.txt"))));
- HMMFile pKinase = new HMMFile(
- new FileParse("test/jalview/io/test_PKinase_hmm.txt",
- DataSourceType.FILE));
+ HMMFile pKinase = new HMMFile(new BufferedReader(
+ new FileReader(("test/jalview/io/test_PKinase_hmm.txt"))));
- HMMFile made1 = new HMMFile(
- new FileParse("test/jalview/io/test_MADE1_hmm.txt",
- DataSourceType.FILE));
+ HMMFile made1 = new HMMFile(new BufferedReader(
+ new FileReader(("test/jalview/io/test_MADE1_hmm.txt"))));
HMMFileTest() throws IOException
{
assertEquals(hmm.getSymbols(), symbols);
- assertEquals(getMatchEmission(0, 19, hmm), 0.032298, 0.001d);
- assertEquals(getMatchEmission(12, 12, hmm), 0.0130, 0.001d);
- assertEquals(getMatchEmission(23, 7, hmm), 0.02583, 0.001d);
- assertEquals(getMatchEmission(54, 1, hmm), 0.008549, 0.001d);
- assertEquals(getMatchEmission(178, 3, hmm), 0.07998, 0.001d);
- assertEquals(getMatchEmission(210, 2, hmm), 0.014465, 0.001d);
- assertEquals(getMatchEmission(260, 19, hmm), 0.02213, 0.001d);
-
- assertEquals(getInsertEmission(2, 1, hmm), 0.012, 0.001d);
- assertEquals(getInsertEmission(15, 6, hmm), 0.02411, 0.001d);
- assertEquals(getInsertEmission(22, 9, hmm), 0.06764, 0.001d);
- assertEquals(getInsertEmission(57, 2, hmm), 0.0623, 0.001d);
- assertEquals(getInsertEmission(203, 16, hmm), 0.0623, 0.001d);
- assertEquals(getInsertEmission(255, 12, hmm), 0.0647, 0.001d);
-
- assertEquals(getStateTransition(0, 6, hmm),
- Double.NEGATIVE_INFINITY);
- assertEquals(getStateTransition(3, 6, hmm), 0.3848, 0.001d);
- assertEquals(getStateTransition(29, 3, hmm), 0.5382, 0.001d);
- assertEquals(getStateTransition(169, 3, hmm), 0.2916, 0.001d);
- assertEquals(getStateTransition(209, 0, hmm), 0.99, 0.001d);
- assertEquals(getStateTransition(243, 1, hmm), 0.0066, 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(0, 'Y'), 0.16102, 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(11, 'P'), 0.0130, 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(24, 'I'), 0.02583, 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(83, 'C'), 0.008549,
+ 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(332, 'E'), 0.07998,
+ 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(381, 'D'), 0.014465,
+ 0.001d);
+ assertEquals(hmm.getMatchEmissionProbability(475, 'Y'), 0.02213,
+ 0.001d);
+
+ assertEquals(hmm.getInsertEmissionProbability(1, 'C'), 0.012, 0.001d);
+ assertEquals(hmm.getInsertEmissionProbability(14, 'H'), 0.02411,
+ 0.001d);
+ assertEquals(hmm.getInsertEmissionProbability(23, 'L'), 0.06764,
+ 0.001d);
+ assertEquals(hmm.getInsertEmissionProbability(90, 'D'), 0.0623, 0.001d);
+ assertEquals(hmm.getInsertEmissionProbability(374, 'T'), 0.0623,
+ 0.001d);
+ assertEquals(hmm.getInsertEmissionProbability(470, 'P'), 0.0647,
+ 0.001d);
+
+ assertEquals(hmm.getStateTransitionProbability(2, 6), 0.3848, 0.001d);
+ assertEquals(hmm.getStateTransitionProbability(38, 3), 0.5382, 0.001d);
+ assertEquals(hmm.getStateTransitionProbability(305, 3), 0.2916, 0.001d);
+ assertEquals(hmm.getStateTransitionProbability(380, 0), 0.99, 0.001d);
+ assertEquals(hmm.getStateTransitionProbability(453, 1), 0.0066, 0.001d);
assertEquals(hmm.getNodeAlignmentColumn(3).intValue(), 2);
assertEquals(hmm.getReferenceAnnotation(7), '-');
}
- @Test
+ @Test(priority = 0)
public void testParseFileProperties() throws IOException
{
FileReader fr = new FileReader(
new File("test/jalview/io/test_fn3_hmm.txt"));
BufferedReader br = new BufferedReader(fr);
+ fn3.setHMM(new HiddenMarkovModel());
fn3.parseFileProperties(br);
fn3.parseModel(br); // this is for a later test
HiddenMarkovModel testHMM = new HiddenMarkovModel();
FileReader fr3 = new FileReader(
new File("test/jalview/io/test_MADE1_hmm.txt"));
BufferedReader br3 = new BufferedReader(fr3);
+ made1.setHMM(new HiddenMarkovModel());
made1.parseFileProperties(br3);
testHMM = made1.getHMM();
br3.close();
{
br.readLine();
}
+
made1.parseModel(br);
testHMM = made1.getHMM();
+
br.close();
fr.close();
- assertEquals(getMatchEmission(0, 2, testHMM), 0.1961, 0.001d);
- assertEquals(getMatchEmission(2, 1, testHMM), 0.09267, 0.001d);
- assertEquals(getMatchEmission(12, 2, testHMM), 0.07327, 0.001d);
- assertEquals(getMatchEmission(69, 1, testHMM), 0.04184, 0.001d);
- assertEquals(getMatchEmission(76, 2, testHMM), 0.07, 0.001d);
-
- assertEquals(getInsertEmission(0, 1, testHMM), 0.25, 0.001d);
- assertEquals(getInsertEmission(1, 2, testHMM), 0.25, 0.001d);
- assertEquals(getInsertEmission(31, 3, testHMM), 0.2776, 0.001d);
- assertEquals(getInsertEmission(70, 3, testHMM), 0.25, 0.001d);
- assertEquals(getInsertEmission(80, 3, testHMM), 0.25, 0.001d);
+ assertEquals(testHMM.getMatchEmissionProbability(1, 'C'), 0.09267,
+ 0.001d);
+ assertEquals(testHMM.getMatchEmissionProbability(25, 'G'), 0.07327,
+ 0.001d);
+ assertEquals(testHMM.getMatchEmissionProbability(1092, 'C'), 0.04184,
+ 0.001d);
+ assertEquals(testHMM.getMatchEmissionProbability(1107, 'G'), 0.07,
+ 0.001d);
+
+ assertEquals(testHMM.getInsertEmissionProbability(0, 'G'), 0.25,
+ 0.001d);
+ assertEquals(testHMM.getInsertEmissionProbability(247, 'T'), 0.2776,
+ 0.001d);
+ assertEquals(testHMM.getInsertEmissionProbability(1096, 'T'), 0.25,
+ 0.001d);
+ assertEquals(testHMM.getInsertEmissionProbability(1111, 'T'), 0.25,
+ 0.001d);
- assertEquals(getStateTransition(2, 0, testHMM), 0.9634, 0.001d);
- assertEquals(getStateTransition(6, 1, testHMM), 0.0203, 0.001d);
- assertEquals(getStateTransition(9, 3, testHMM), 0.2515, 0.001d);
- assertEquals(getStateTransition(20, 4, testHMM), 0.78808, 0.001d);
- assertEquals(getStateTransition(68, 2, testHMM), 0.01845, 0.001d);
- assertEquals(getStateTransition(80, 6, testHMM),
+ assertEquals(testHMM.getStateTransitionProbability(1, 0), 0.9634,
+ 0.001d);
+ assertEquals(testHMM.getStateTransitionProbability(5, 1), 0.0203,
+ 0.001d);
+ assertEquals(testHMM.getStateTransitionProbability(14, 3), 0.2515,
+ 0.001d);
+ assertEquals(testHMM.getStateTransitionProbability(65, 4), 0.78808,
+ 0.001d);
+ assertEquals(testHMM.getStateTransitionProbability(1080, 2), 0.01845,
+ 0.001d);
+ assertEquals(testHMM.getStateTransitionProbability(1111, 6),
Double.NEGATIVE_INFINITY);
}
public void testParseAnnotations()
{
HMMFile testFile = new HMMFile();
+ testFile.setHMM(new HiddenMarkovModel());
testFile.getHMM().getNodes().add(new HMMNode());
testFile.getHMM().getNodes().add(new HMMNode());
testFile.getHMM().getNodes().add(new HMMNode());
@Test(priority = 3)
- public void testExportFile() throws IOException
+ public void testPrint() throws IOException
{
- pKinase.exportFile("test/jalview/io/test_export_hmm.txt");
+ PrintWriter writer = new PrintWriter(
+ "test/jalview/io/test_export_hmm.txt");
+ String output = pKinase.print();
+ writer.print(output);
+ writer.close();
HMMFile pKinaseClone = new HMMFile(
new FileParse("test/jalview/io/test_export_hmm.txt",
DataSourceType.FILE));
- pKinaseClone.parse();
HiddenMarkovModel pKinaseHMM = new HiddenMarkovModel();
HiddenMarkovModel pKinaseCloneHMM = new HiddenMarkovModel();
pKinaseHMM = pKinase.getHMM();
}
@Test(priority = 1)
- public void testAppendFileProperties() throws FileNotFoundException
+ public void testGetFilePropertiesAsString() throws FileNotFoundException
{
- PrintWriter writer = new PrintWriter(
- "test/jalview/io/test_export_hmm.txt");
- fn3.appendFileProperties(writer);
- writer.close();
- String content;
- File file = new File("test/jalview/io/test_export_hmm.txt");
+ String string = fn3.getFilePropertiesAsString();
- Scanner testScanner = new Scanner(file);
- testScanner.useDelimiter("\\Z");
+ Scanner testScanner = new Scanner(string);
String[] expected = new String[] { "HMMER3/f [3.1b1 | May 2013]",
"NAME fn3", "ACC PF00041.13",
}
@Test(priority = 2)
- public void testAppendModel() throws FileNotFoundException
+ public void testGetModelAsString() throws FileNotFoundException
{
- PrintWriter writer = new PrintWriter(
- "test/jalview/io/test_export_hmm.txt");
- fn3.appendModel(writer);
- writer.close();
- String string;
- File file = new File("test/jalview/io/test_export_hmm.txt");
- Scanner scanner = new Scanner(file);
- scanner.useDelimiter("\\Z");
- string = scanner.next();
+ String string = fn3.getModelAsString();
assertEquals(findValue(2, 2, 2, string), "4.42225");
assertEquals(findValue(12, 14, 1, string), "2.79307");
{
String value = "";
+ String current;
Scanner scanner = new Scanner(model);
- scanner.nextLine();
- scanner.nextLine();
+ current = scanner.nextLine();
+ current = scanner.nextLine();
for (int lineIndex = 0; lineIndex < line - 1; lineIndex++)
{
- scanner.nextLine();
+ current = scanner.nextLine();
}
for (int node = 0; node < nodeIndex; node++)
{
- scanner.nextLine();
- scanner.nextLine();
- scanner.nextLine();
+ current = scanner.nextLine();
+ current = scanner.nextLine();
+ current = scanner.nextLine();
}
for (int symbol = 0; symbol < symbolIndex; symbol++)
value = scanner.next();
if ("COMPO".equals(value))
{
- scanner.next();
+ current = scanner.next();
}
else if (value.length() < 7)
{
- scanner.next();
+ current = scanner.next();
}
}
+ scanner.close();
return value;
}
return isDifferent;
}
- /**
- * gets the match emission at a node for a symbol
- *
- * @param nodeIndex
- * position of node in model
- * @param symbolIndex
- * index of symbol being searched
- * @return negative log probability of a match emission of the given symbol
- */
- public double getMatchEmission(int nodeIndex, int symbolIndex,
- HiddenMarkovModel hmm)
- {
- double value = hmm.getNodes().get(nodeIndex).getMatchEmissions()
- .get(symbolIndex);
- return value;
- }
-
- /**
- * gets the insert emission at a node for a symbol
- *
- * @param nodeIndex
- * position of node in model
- * @param symbolIndex
- * index of symbol being searched
- * @return negative log probability of an insert emission of the given symbol
- */
- public double getInsertEmission(int nodeIndex, int symbolIndex,
- HiddenMarkovModel hmm)
- {
- double value = hmm.getNodes().get(nodeIndex).getInsertEmissions()
- .get(symbolIndex);
- return value;
- }
-
- /**
- * gets the state transition at a node for a specific transition
- *
- * @param nodeIndex
- * position of node in model
- * @param transitionIndex
- * index of stransition being searched
- * @return negative log probability of a state transition of the given type
- */
- public double getStateTransition(int nodeIndex, int transitionIndex,
- HiddenMarkovModel hmm)
- {
- double value = hmm.getNodes().get(nodeIndex).getStateTransitions()
- .get(transitionIndex);
- return value;
- }
-
}
+HMMER3/e [3.0 | March 2010]
+NAME Pkinase
+ACC PF00069.17
+DESC Protein kinase domain
+LENG 260
+ALPH amino
+RF no
+MM no
+CONS yes
+CS yes
+MAP yes
+DATE Thu Jun 16 11:44:06 2011
+NSEQ 54
+EFFN 3.358521
+CKSUM 3106786190
+GA 70.30 70.30
+TC 70.30 70.30
+NC 70.20 70.20
+STATS LOCAL MSV -10.7215 0.70254
+STATS LOCAL VITERBI -11.6541 0.70254
+STATS LOCAL FORWARD -5.2305 0.70254
+HMM A C D E F G H I K L M N P Q R S T V W Y
+ m->m m->i m->d i->m i->i d->m d->d
+ COMPO 2.60017 4.19886 2.94089 2.63789 3.35087 2.89119 3.48337 2.79435 2.60265 2.43454 3.62613 3.06133 3.41286 3.09693 2.94507 2.65650 2.87761 2.67871 4.54052 3.43274
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.00000 *
+ 1 2.91704 4.31028 4.76351 3.63148 2.10912 3.47710 4.39734 2.27639 3.96619 1.99282 3.42844 4.19567 4.43771 4.11903 3.67403 3.22736 3.14918 2.35905 3.32515 1.82622 1 y -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 2 2.77204 4.20708 3.06476 1.97968 4.66603 3.66509 3.19858 3.37903 2.25347 3.34018 4.38833 2.97180 4.05804 2.36838 2.43173 2.67542 2.50268 2.83403 5.78758 4.38976 2 e -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 3 2.90076 4.04294 3.31590 2.80413 3.08157 3.87481 4.12616 2.18958 2.49735 1.97194 3.73714 3.32717 3.98753 3.23115 3.12315 2.99137 2.62008 2.29426 5.21478 3.75979 3 l -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 4 2.89383 4.85429 3.10311 2.63174 3.71383 2.56808 3.47232 2.82076 2.61844 1.98342 3.72320 3.05498 4.17347 3.05527 3.32194 2.85608 2.93671 2.18878 5.40057 3.87183 4 l -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 5 2.68261 5.39185 2.80437 1.87471 4.73638 2.79887 3.69591 4.22191 2.19487 3.69685 4.08896 3.12413 3.70490 2.48424 2.08916 2.53260 3.02309 3.43812 5.82480 4.41426 5 e -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 6 2.77253 4.06085 3.07881 2.53373 4.10647 3.71564 3.68370 2.64290 2.00036 2.72968 4.17370 3.24239 3.08607 2.77632 2.72820 2.69921 2.54335 2.71931 5.60386 4.26496 6 k -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 7 3.42930 4.74416 5.34765 4.76823 3.71832 4.71430 5.09461 1.33015 3.54417 1.12594 3.33523 4.84641 5.00427 4.73010 4.64986 4.05097 3.66327 1.83083 5.51142 4.37013 7 l -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 8 2.57460 4.94286 4.00732 3.93216 5.40516 0.41612 5.15134 4.86315 4.18766 4.52736 5.33508 4.05990 4.45245 3.74651 4.46171 3.15888 3.14590 4.15180 6.71159 5.52767 8 G -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 9 2.30218 5.38172 3.03799 2.02026 4.18991 3.65799 3.84554 3.67215 2.28945 3.68495 4.42365 2.84227 3.73039 2.44555 2.39428 2.00278 2.95859 3.63127 5.81726 4.40923 9 s -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 10 4.54226 6.07621 5.39207 5.44513 6.34643 0.07137 6.34600 6.33790 5.73770 5.76452 6.83374 5.56171 5.46536 5.98137 5.73783 4.76037 5.08470 5.67502 7.03864 6.52156 10 G -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 11 2.06444 5.37337 2.91595 2.40063 4.70969 2.61181 3.84889 4.18948 2.46835 3.67503 4.41668 2.62917 4.05392 2.88235 2.66711 2.00495 2.47288 3.39649 5.81159 4.40596 11 s -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 12 2.90920 4.46494 4.12493 3.14570 1.52027 3.22992 4.24969 2.92840 3.46467 2.66529 3.12827 3.55640 4.33979 3.72214 3.72236 2.53517 2.98442 2.55125 5.06498 2.30159 12 f -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 13 2.21104 4.80722 4.64199 4.55509 5.54982 0.52550 5.49025 5.04875 4.70671 4.72740 5.47955 4.30215 4.43233 4.84666 4.86038 1.95116 3.45005 4.17507 6.87595 5.79039 13 G -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 14 2.71551 3.46186 3.01248 2.27453 4.55840 3.55853 3.50842 3.55064 2.03335 3.34882 4.31847 3.17065 4.07218 2.83960 2.83653 2.25762 2.26864 2.61469 5.72841 4.35037 14 k -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 15 3.17885 3.97005 5.63014 5.16553 4.35293 4.89782 5.77682 2.09398 5.06494 2.94083 4.14496 5.20428 5.30924 5.30763 5.20260 4.32158 3.61414 0.44769 6.26043 5.04118 15 V -
+ 2.68625 4.42232 2.77526 2.73102 3.46361 2.40519 3.72501 3.29361 2.67747 2.69306 4.24696 2.90353 2.73746 3.18153 2.89807 2.37893 2.77526 2.98499 4.58484 3.61510
+ 0.09563 2.43065 5.73865 0.67073 0.71608 0.48576 0.95510
+ 16 2.91101 3.31342 4.36759 3.41772 2.45121 4.01227 4.31421 2.75922 2.81772 2.31733 3.50420 3.69862 4.38187 3.88257 3.14725 3.02772 3.14303 2.46483 3.37889 1.69905 18 y -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
+ 0.00990 5.01631 5.73865 0.61958 0.77255 0.48576 0.95510
+ 17 2.88484 5.28431 3.03179 2.31849 4.58595 3.47769 3.54625 2.98124 1.69233 2.43413 4.04064 3.16353 4.06907 2.72555 2.58277 2.55274 3.04512 3.20501 5.74377 4.36100 19 k -
+ 2.68618 4.42225 2.77519 2.73123 3.46354 2.40513 3.72494 3.29354 2.67741 2.69355 4.24690 2.90347 2.73739 3.18146 2.89801 2.37887 2.77519 2.98518 4.58477 3.61503
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+//
\ No newline at end of file