diff --git a/.gitattributes b/.gitattributes
index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..3f9a00abba64fb320f86cdf4de2afe2d41d04c6a 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -58,3 +58,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+assets/Project_CodeNet_statistics.xlsx filter=lfs diff=lfs merge=lfs -text
+model-experiments/token-based-similarity-classification/CodeMLtranslationDataset.pdf filter=lfs diff=lfs merge=lfs -text
+model-experiments/token-based-similarity-classification/LargeDataCodeClassifier.pdf filter=lfs diff=lfs merge=lfs -text
+model-experiments/token-based-similarity-classification/LargeDataCodeSimilarity.pdf filter=lfs diff=lfs merge=lfs -text
+tools/json-graph/graph-json.pdf filter=lfs diff=lfs merge=lfs -text
diff --git a/Container/Dockerfile b/Container/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..8297562cfe87ef821c09c2b5e8cc9a54400674eb
--- /dev/null
+++ b/Container/Dockerfile
@@ -0,0 +1,21 @@
+FROM centos:centos8
+ 
+RUN yum -y update; yum clean all
+RUN yum -y install net-tools iproute unzip git
+RUN yum -y install openssh-server openssh-clients
+
+RUN ssh-keygen -f /etc/ssh/ssh_host_rsa_key -N '' -t rsa
+RUN ssh-keygen -f /etc/ssh/ssh_host_ed25519_key -N '' -t ed25519
+RUN ssh-keygen -f /etc/ssh/ssh_host_ecdsa_key -N '' -t ecdsa
+
+RUN yum -y install wget tar maven gcc-c++
+RUN yum -y install java-1.8.0-openjdk
+
+
+RUN mkdir -p /root/.ssh
+COPY ./authorized_keys /root/.ssh/
+
+COPY ./start_container.sh /root/
+
+EXPOSE 22
+ENTRYPOINT ["/root/start_container.sh"]
diff --git a/Container/README.md b/Container/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..dba08ba6a650767fb8713cc2b711593d9bf44166
--- /dev/null
+++ b/Container/README.md
@@ -0,0 +1,26 @@
+Creating container that provides a 'VM' in which to experiment with the tools.
+
+1. Place a public keys for ssh into file 'authorized_keys' in the 'Container' directory
+
+2. docker build -t centos8_plain:v1 .
+
+3. docker run --init -d centos8_plain:v1 .
+
+4. docker ps -a
+   docker logs <containerid>
+
+   The log contains the network config of the container,
+   from which the ip address can be extracted.
+
+   An alternative is to 'inspect' the container.
+
+5. ssh root@<container-ip-address>
+
+   If the host from which the ssh is initiated has proper access to
+   the docker network and the private key matching one of the
+   public keys deposited into the container, this allows
+   access similar to a real system/VM.
+   If the container has internet access, 'yum install ...' and
+   'git clone ...' inside the container work as well to
+   expand functionality.
+   
\ No newline at end of file
diff --git a/Container/start_container.sh b/Container/start_container.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6d4ca950454754a2efa127feb27347b85bd86494
--- /dev/null
+++ b/Container/start_container.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+
+echo "Starting container"
+
+ifconfig
+
+/usr/sbin/sshd -D
+
diff --git a/Contest/ExampleSimAnalysis/README.md b/Contest/ExampleSimAnalysis/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..2138e4870db71fb12c5f8378e41761ba21576f33
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/README.md
@@ -0,0 +1,89 @@
+# Example of contest test set evaluation
+
+Author: [Vladimir Zolotov](mailto:zolotov@us.ibm.com)
+
+
+This directory holds an example of program `TestSetEval.py` and `scrip test_eval.sh` for evaluating a contest test set on source code similarity.
+
+The program is given only as an example. It is expected that the contestants write their own test set evaluation program better suitable for their operational environment, file formats and ML framework.
+
+The program `TestSetEval.py`  accepts a test set consisting of two components:
+
+1. Directory with source code files of C++ programs to detect similarity or dissimilarity with each other.
+2. csv file of a test set in the following format:
+
+`<sample number>,<path to 1-st file>,<path to 2-nd file>`
+
+where `path to 1-st file` and `path to 2-nd file` specify paths to the pair of files to detect similarity or dissimilarity. The paths are specified relative to the directory with source code files. Here is an example of the csv file of the test set:
+
+```
+pair-id,file1,file2
+1,p02761/s682789980.cpp,p02761/s060579067.cpp
+2,p02817/s224840938.cpp,p03360/s804824036.cpp
+3,p01085/s591760635.cpp,p01085/s734466918.cpp
+```
+
+The program `TestSetEval.py` can also accept a csv file of ground truth labels in the following format:
+`<sample number>,<label>`. Here is an example of the file with ground truth labels:
+
+```
+pair-id,similar
+1,1
+2,0
+3,1
+```
+
+The program `TestSetEval.py`  write down the computed similarity predictions as a csv file in the following format:
+
+`<sample number>,<path to 1-st file>,<path to 2-nd file>,<similarity score><prediction>`
+
+where `similarity score` is the computed probability that the pair of files are similar and, `prediction` is the computed prediction of the similarity. Here is an example of this file:
+
+```
+pair-id,file1,file2,confidence,prediction
+1,f8610.cpp,f8588.cpp,0.06234602,Dissimilar
+2,f1089.cpp,f9389.cpp,0.15431221,Dissimilar
+3,f9570.cpp,f9593.cpp,0.89995503,Similar
+```
+
+If the file with ground truth labels is given the program also computes the accuracy of the test set evaluation and prints it to the console report.
+
+The program uses the Codenet tokenizer from https://github.com/IBM/Project_CodeNet/tree/main/tools/tokenizer and 
+Keras API of TensorFlow ML framework.  However, it can be easily modified to  for a different ML framework.
+
+Program has the following arguments:
+*  The directory with source code files to analyze similarity.
+*  The csv file with sample pairs to analyze similarity
+*  The path to tokenizer of source code files. This should be the Codenet tokenizer from https://github.com/IBM/Project_CodeNet/tree/main/tools/tokenizer. Its default value is `tokenize`.
+*  The TensorFlow checkpoint file with the trained DNN. Its default value is `./dnn_ckpt`.
+*  The csv file with ground truth labels. If it is omitted the program does not compute the accuracy of testset evaluation.
+*  The file to write down the computed similarity predictions.
+*  The batch size.  Its default value is 400.
+*  The mode of Keras training progress bar. By default the program depicts the progress bar on the console.
+
+The program usage can be obtained with the command: `python TestSetEval.py -h`, which gives the following output:
+
+```
+usage: TestSetEval [-h] [--labels LABELS] [--dnn DNN] [--tokenizer TOKENIZER]
+                   [--predictions PREDICTIONS] [--batch BATCH]
+                   [--progress {0,1,2}]
+                   source_code test
+
+positional arguments:
+  source_code           directory with source code files to analyze similarity
+  test                  file with sample pairs to analyze similarity
+
+optional arguments:
+  -h, --help            show this help message and exit
+  --labels LABELS       file with similarity labels of test samples
+  --dnn DNN             checkpoint file with trained dnn
+  --tokenizer TOKENIZER
+                        path to tokenizer of source code files
+  --predictions PREDICTIONS
+                        file to write similarity predictions
+  --batch BATCH         batch size
+  --progress {0,1,2}    mode of Keras training progress bar
+```
+
+The directory has also a script  calling the program with and without ground truth labels.
+
diff --git a/Contest/ExampleSimAnalysis/TestSetEval.py b/Contest/ExampleSimAnalysis/TestSetEval.py
new file mode 100644
index 0000000000000000000000000000000000000000..51568914c4e03b4d9af60e1f3f7d0c33bf39c5aa
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/TestSetEval.py
@@ -0,0 +1,259 @@
+"""
+Program for predicting similarity of testset samples.
+- The DNN is loaded from a given TensorFlow check point.
+- The testset is a csv file with the following format:
+  <sample number>,<relative path to 1-st file>,<relative path to 2-nd file>
+- The program converts source code into token sequences
+  using the tokenizer from Project_CodeNet
+- Tokens coding is defined with dictionary of tokens hard coded in the program.
+- It is required that tokens coding is the same as the one used for DNN training.
+- More examples of token dictionaries can be found in  Project_CodeNet Github
+- Additionally to the testset the program can read a csv file with ground truth labels of the test set sample if it is given
+- The file with labels has the following format:
+  <sample number>,<label>
+    * The label = 1 for similar source code files, otherwise label = 0
+- The program computes the average accuracy of detecting similarity and dissimilarity of test set samples, if labels are defined
+- The program also writes down file csv file with predicted probabilities that samples represent similar source code files
+
+The program uses the following components:
+- The tokenizer from Project_CodeNet 
+- Keras API of TensorFlow ML framework
+
+Program arguments are described at the end of the file
+"""
+import sys
+import os
+import argparse
+import csv
+import numpy as np
+import tensorflow as tf
+
+def makeTokenSet():
+    """
+    Make a token set 
+    The set of tokens must be the same as it used for trainning the DNN
+    Here we make a CPP56X token set of C++ tokens
+    Returns a dictionary of tokens:
+    - Key is a string representing the token
+    - Value is integer value of token
+    """
+    #CPP56 OPERATORS
+    operators = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",
+        ";", ","]                                 #Others    
+    #CPP56 KEYWORDS
+    keywords= ["if", "else", "for", "while",
+               "switch", 
+               "enum", "int", "char", "short", "long",
+               "float", "double", "bool"]
+    #CPP SYNONYMS
+    synonyms = {"and": "&&", "or": "||", "not": "!"}
+
+    token_dict = {}
+    for _i, _op in enumerate(operators + keywords):
+        token_dict[_op] = _i
+    print(f"Token set of {len(token_dict)} tokens is constructed")    
+    for _syn, _orig in synonyms.items():
+        token_dict[_syn] = token_dict[_orig]
+    print(f"Additionally it has {len(synonyms)} synonym tokens")    
+    return token_dict
+
+#Dictionary of tokens and their indicies
+token_set = makeTokenSet()
+
+def tokenizeFile(filename, tokenizer):
+    """
+    Tokenize a given file
+    Parameters:
+    - filename     -- name of source code file to tokenize
+    - tokenizer -- path to tokenizer executable
+    Returns:
+    - a list of integer token values representing the source code file
+    """
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = "./t_o_k_e_n_s.o_u_t"
+    #Tokenization command ignoring macros
+    #tokenize_cmd = tokenizer + " -wcmcsv"
+    #Tokenization command tokenising macros
+    tokenize_cmd = tokenizer + " -wmcsv"
+    if os.system(f"{tokenize_cmd}  -o {TMP_TOKENIZATION} {filename}"):
+        sys.exit(f"Tokenization error in file {filename}")
+    tokens = []
+    with open(TMP_TOKENIZATION, newline='',
+              encoding="ISO-8859-1") as csvfile:
+        token_reader = csv.reader(csvfile)
+        token_reader.__next__() #Skip csv header
+        for _, _, _tok_class, _tok_value in token_reader:
+            if _tok_class == "operator" or _tok_class == "keyword":
+                try:
+                    tokens.append(token_set[_tok_value] + 1)
+                except KeyError:
+                    #ignore tokens that are not in the tokens set
+                    pass
+    return tokens
+
+def makeDataset(source, test, tokenizer):
+    """
+    Make tensorflow dataset 
+    for predicting similarity of testset samples with Simaese DNN
+    Parameters:
+    - source    -- path to directory with source code files 
+                   to analyze similarity
+    - test      -- path to the testsetrfile specifying pairs 
+                   of source code file to analyze similarity
+    - tokenizer -- path to tokenizer executable
+    Returns:
+    - dataset as list of two numpy arrays.
+      Each numpy array represets set of token sequences for one input of DNN
+    """   
+    tokenizations = {}
+    samples = []
+    max_code_len = 0
+    with open(test, newline='') as csvfile:
+        test_reader = csv.reader(csvfile)
+        test_reader.__next__() #Skip csv header
+        for _num, fn1, fn2 in test_reader:
+            try:
+                tok_seq1 = tokenizations[fn1]
+            except KeyError:
+                tok_seq1 = tokenizeFile(source + '/' + fn1, tokenizer)
+                tokenizations[fn1] = tok_seq1
+                max_code_len = max(max_code_len, len(tok_seq1))
+            try:
+                tok_seq2 = tokenizations[fn2]
+            except KeyError:
+                tok_seq2 = tokenizeFile(source + '/' + fn2, tokenizer)
+                tokenizations[fn2] = tok_seq2                
+                max_code_len = max(max_code_len, len(tok_seq2))
+            samples.append((tok_seq1, tok_seq2))
+    np_ds1 = np.zeros(shape=(len(samples), max_code_len), 
+                      dtype=np.int32)
+    np_ds2 = np.zeros(shape=(len(samples), max_code_len), 
+                      dtype=np.int32)
+    for _i, _s in enumerate(samples):
+        tok_seq1, tok_seq2 = _s
+        np_ds1[_i][0:len(tok_seq1)] = np.asarray(tok_seq1, dtype=np.int32)
+        np_ds2[_i][0:len(tok_seq2)] = np.asarray(tok_seq2, dtype=np.int32)
+    print(f"Dataset of {len(samples)} samples is constructed")
+    return [np_ds1, np_ds2]
+
+def loadLabels(filename):
+    """
+    Load ground truth lables if they exist
+    Parameters:
+    - filename  -- Path to labels file
+    Returns:
+    - numpy array with labels to compare with the predicted similarity
+      or None if no ground truth lables are provided
+    """
+    if filename is None:
+        print("Labels of test samples are not specified")
+        print("Accuracy of DNN on this test cannot be evaluated")        
+        return None
+    if not os.path.exists(filename):
+        print(f"File {filename} with labels of test samples is not found")
+        print("Accuracy of DNN on this test cannot be evaluated")
+        return None
+    labels = []
+    with open(filename, newline='') as csvfile:
+        test_reader = csv.reader(csvfile)
+        test_reader.__next__() #Skip csv header
+        for _num, _lbl in test_reader:
+            labels.append(int(_lbl))
+    return np.asarray(labels)
+
+def writePredictions(test, probabilities, filename):
+    """
+    Write down similarity predictions
+    Parameters:
+    - test           -- path to the testset file specifying pairs 
+                        of source code file to analyze similarity
+    - probabilities  -- numpy array with probabilities of similarities
+    - filename       -- filename to write predictions
+    """
+    with open(test, newline='') as csvin,\
+         open(filename, 'w', newline='') as csvout:
+        test_reader = csv.reader(csvin)
+        writer = csv.writer(csvout, lineterminator=os.linesep)
+        test_reader.__next__() #Skip csv header
+        writer.writerow(["pair-id", "file1", "file2",
+                         "confidence", "prediction"])
+        _i = 0
+        for _num, _fn1, _fn2 in test_reader:
+            writer.writerow([_num, _fn1, _fn2, probabilities[_i][0],
+                             "Similar" if probabilities[_i][0] >= 0.5
+                             else "Dissimilar"])
+            _i += 1
+    
+def main(args):
+    """
+    Main function of program for predicting similarity testset samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.source_code):
+        sys.exit(f"Directory {args.source_code} with source code is not found")
+    if not os.path.exists(args.test):
+        sys.exit(f"File {args.test} with test pairs is not found")
+    if not os.path.exists(args.tokenizer):
+        sys.exit(f"Tokenizer {args.tokenizer} is not found")
+    if not os.path.exists(args.dnn):
+        sys.exit(f"Check point with dnn model {args.dnn} is not found")
+    ds = makeDataset(args.source_code, args.test, args.tokenizer)
+    labels = loadLabels(args.labels)
+    #Load trained DNN from TF checkpoint
+    dnn = tf.keras.models.load_model(args.dnn)
+    if labels is not None:
+        if ds[0].shape[0] == labels.shape[0]:
+            #Evaluate DNN accuracy on the testset
+            loss, acc = dnn.evaluate(ds, labels, verbose = args.progress)
+            print("\nEvaluation accuracy is {:5.2f}%".format(acc * 100))
+            print("Evaluation loss is {:5.2f}".format(loss))
+        else:
+            print(f"Numers of labels {labels.shape[0]} " +
+                f"and samples {ds[0].shape[0]} is different ")
+            print("Accuracy of DNN on this test cannot be evaluated")
+    #Compute probabilities of similarity predicted by DNN
+    prob = dnn.predict(ds, verbose = args.progress)
+    writePredictions(args.test, prob, args.predictions)
+##############################################################################
+# Program arguments are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nPREDICTING SIMILARITY OF TESTSET SAMPLES")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser("TestSetEval")
+    parser.add_argument("source_code", type=str,
+                        help="directory with source code files to analyze similarity")
+    parser.add_argument("test", type=str,
+                        help="file with sample pairs to analyze similarity")
+    parser.add_argument("--labels", type=str, default = None,
+                        help="file with similarity labels of test samples")
+    parser.add_argument("--dnn", default = "./dnn_ckpt",
+                        type=str, help="checkpoint file with trained dnn")    
+    parser.add_argument("--tokenizer", default = "tokenize",
+                        type=str, help="path to tokenizer of source code files")
+    parser.add_argument("--predictions", default = "./predictions.csv",
+                        type=str, help="file to write similarity predictions")
+    parser.add_argument("--batch", default=400, type=int,
+                        help="batch size")
+    parser.add_argument('--progress', default=1, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of Keras training progress bar")
+    args = parser.parse_args()
+
+    print("Program arguments used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+        
+    main(args)
+
+
diff --git a/Contest/ExampleSimAnalysis/test_eval.sh b/Contest/ExampleSimAnalysis/test_eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..196c7fe2569ad66335a909eed091376017fc76c8
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/test_eval.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+#Evaluating contest testset with DNN source code similarity analyzer:
+#Parameters:
+# $1  -- directory with source code files
+# $2  -- csv file with sample pairs to analyze
+# $3  -- csv file with ground truth labels
+DATA=$1
+TEST=$2
+TOKENIZER=/Volume1/AI4CODE/bin/tokenize
+DNN=dnn_ckpt
+if test $# -gt 2; then
+    echo "Evaluating DNN accuracy on test set"
+    python TestSetEval.py $DATA $TEST --labels $3 --tokenizer $TOKENIZER --dnn $DNN --predictions ./predictions_2.csv --batch 400
+fi
+echo "Computing predictions of source code similarity"
+python TestSetEval.py $DATA $TEST --tokenizer $TOKENIZER --dnn $DNN --predictions ./predictions_1.csv --batch 400
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
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+      direction or management of such entity, whether by contract or
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+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
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+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
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+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
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+      Licensor for the purpose of discussing and improving the Work, but
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+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
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+   4. Redistribution. You may reproduce and distribute copies of the
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+      (a) You must give any other recipients of the Work or
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+
+      (b) You must cause any modified files to carry prominent notices
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diff --git a/README.md b/README.md
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+# Project CodeNet
+
+[![DOI](https://zenodo.org/badge/363800912.svg)](https://zenodo.org/badge/latestdoi/363800912)
+
+The goal of Project CodeNet is to provide the *AI-for-Code* research community with a large scale, diverse, and high quality curated dataset to drive innovation in AI techniques. 
+
+## Table of Contents
+
+   * [Introduction](#introduction)
+      * [Differentiation](#differentiation)
+      * [Benchmarks](#benchmarks)
+      * [Potential use cases](#potential-use-cases)
+      * [Usability](#usability)
+   * [Models and experiments](#models-and-experiments)
+   * [Relevant links](#relevant-links)
+   * [Download the dataset](#download-the-dataset)
+   * [Dataset overview](#dataset-overview)
+      * [Dataset statistics](#dataset-statistics)
+   * [Data](#data)
+   * [Metadata](#metadata)
+      * [Metadata at the dataset level](#metadata-at-the-dataset-level)
+      * [Metadata at the problem level](#metadata-at-the-problem-level)
+   * [Directory structure and naming convention](#directory-structure-and-naming-convention)
+   * [Relationships among the metadata and data](#relationships-among-the-metadata-and-data)
+      * [Example of getting the source file for a particular submission](#example-of-getting-the-source-file-for-a-particular-submission)
+      * [Example of getting the metadata for a particular source file](#example-of-getting-the-metadata-for-a-particular-source-file)
+   * [Tools to process source files](#tools-to-process-source-files)
+      * [Statistics](#statistics)
+      * [Access and selection](#access-and-selection)
+      * [Pre-processing](#pre-processing)
+   * [Contributors](#contributors)
+
+## Introduction
+
+A decade ago, Marc Andreessen [famously wrote](https://a16z.com/2011/08/20/why-software-is-eating-the-world/) that "software is eating the world." Software now permeates every part of our existence; Google services combine for [2 billion lines of code](https://www.wired.com/2015/09/google-2-billion-lines-codeand-one-place/), and a modern vehicle [contains around](https://www.technologyreview.com/2012/12/03/181350/many-cars-have-a-hundred-million-lines-of-code/) 100 million lines of code. It's a monumental challenge to create, debug, maintain, and update these complex software systems. Recently, a fast-growing discipline known as AI for Code aims to help software developers improve their productivity by automating the software engineering process. AI for Code researchers have been leveraging technologies like NLP and augmenting them with code analysis and compilation techniques to perform a myriad of practical tasks, such as code search, summarization, and completion, as well as code-to-code translation. The discipline isn't limited to academic research either: Ruchir Puri, IBM Research's chief research scientist, discussed in a recent [podcast](https://open.spotify.com/episode/7gHPbVBHEgSdrACTow7Gql) how technologies from AI for Code are being used to modernize legacy software by helping migrate monolithic applications to microservices for IBM's enterprise clients.
+
+AI for Code is poised to transition from proof-of-concept to widespread adoption. To provide a catalyst for such a tipping point, researchers at IBM Research have introduced Project CodeNet, a large-scale dataset for benchmarking and experimentation. Project CodeNet has many characteristics (large scale, diveristy, etc.) similar to ImageNet, a huge dataset for imagery that had a dramatic impact on the field of computer vision research. Project CodeNet is a large scale dataset with approximately 14 million code samples, each of which is an intended solution to one of 4000 coding problems. Project CodeNet aims to do for AI for Code what ImageNet did for computer vision.
+
+### Differentiation
+
+There are a few differentiating features of Project CodeNet when compared to other similar efforts. In addition to the size of the dataset, the code samples are written in over 50 programming languages, though the dominant languages are C++, C, Python, and Java. The code samples in Project CodeNet are annotated with a rich set of information, such as the code size, memory footprint, CPU run time, and status, which indicates acceptance or error types. Over 90% of the problems come with the respective problem description, which contains a concise problem statement, specification of the input format and the output format. When available, we also extracted from the problem description sample input and output, and provide them as part of the dataset. Users can execute the accepted codes samples (over 50% of the submissions are accepted) to extract additional metadata and verify outputs from generative AI models for correctness.
+
+Another area that Project CodeNet addressed is the quality of the data samples. From a [paper](https://arxiv.org/pdf/1812.06469.pdf) by Allamanis, we learned that quite a large number of frequently used AI for Code datasets have duplicate or near-duplicate code samples, which can inflate performance metrics as much as 100%. In addition, we found that problem-submission style datasets from online judging systems can contain clusters of identical problems, which will certainly skew the performance metrics. One example is [POJ-104](https://sites.google.com/site/treebasedcnn/), in which problems 26 and 62 are identical. Therefore we identified the near-duplicates and the identical problem clusters in Project CodeNet and provide these information for the benefit of the users.
+
+### Benchmarks
+
+In light of these issues, we have extracted several benchmark datasets from CodeNet for users to perform code classification and code similarity experiments. They have been filtered to remove identical problem clusters and near-duplicate code samples, so that performance metrics can be measured on training and test data samples with the appropriate statistics. There are two C++ benchmark datasets that are similar to the popular POJ-104 but are approximately ten times in size. We felt that the size increase is necessary, since [98% accuracy](https://github.com/zhangj111/astnn) has been already achieved in code classification on POJ-104. An order of magnitude larger dataset will leave ample room to advance the state of the art with more complex neural networks and algorithms. The other two benchmark datasets are in Python and Java, which provides a different flavor because the frequent use of library functions.
+
+### Potential use cases
+
+The rich metadata and diversity open Project CodeNet to a plethora of uses cases. The problem-submission relationship in Project CodeNet corresponds to [type-4 similarity](https://escholarship.org/uc/item/45r2308g) and can be used for code search and clone detection. The code samples in Project CodeNet are labeled with their acceptance status and we can explore AI techniques to distinguish correct codes from problematic ones. Project CodeNet's metadata also enables the tracking of how a submission evolves from problematic to accepted, which could be used for exploring automatic code correction. Each code sample is labeled with CPU run time and  memory footprint, which can be used for regression studies and prediction. Given  its wealth of programs written in a multitude of languages, Project CodeNet may serve as a valuable benchmark dataset for source-to-source translation.
+
+### Usability
+
+To facilitate creation of customized benchmarks and dataset, we provide a set of productivity tools to aggregate codes samples based on user criteria. We are also releasing pre-processing tools to transform code samples into [token sequences](tools/tokenizer), [simplified parse trees](tools/spt-generator) and other [code graphs](tools/analysis-graph-generator).
+
+## Models and experiments
+
+We have performed numerous experiments on the CodeNet dataset. The goal of these experiments is to produce a set of baseline models and results for users of the CodeNet dataset to gauge their research. The run scripts and training scripts are available in the model-experiments directory. The classification and similarity experiments use the benchmark datasets we extracted from CodeNet as training and test datasets. In addition to experiments based on token sequences, we also have experiments leveraging graph neural networks (GNN). For the convenience of the users interested in GNN's, we have included the simplified parse tree (SPT) representation of the code samples for each benchmark dataset. The experiment on Masked Language Model has a companion Jupyter notebook in the notebooks directory.
+
+## Problem Descriptions
+
+For the vast majority of problem classes, short problem descriptions are available in
+'doc/problem_descriptions.tar.gz', a small html file for each problem. 
+
+## Relevant links
+
+- [Project CodeNet full dataset: Project_CodeNet.tar.gz](https://codait-cos-dax.s3.us.cloud-object-storage.appdomain.cloud/dax-project-codenet/1.0.0/Project_CodeNet.tar.gz) (7.8GB)
+- Project CodeNet metadata: Project_CodeNet_metadata.tar.gz. Unfortunately this dataset is no longer available as a separate tar file;
+It does however form part of the full dataset listed above.
+- [Project CodeNet paper: Arxiv paper](https://arxiv.org/abs/2105.12655)
+
+## Download the dataset
+
+Download the full dataset from the link listed above, then use
+
+`tar -zxf Project_CodeNet.tar.gz`
+to uncompress and untar. The directory structure and how the code samples are organized are explained [here](README.md#directory-structure-and-naming-convention).
+
+The 4 benchmark datasets, Project_CodeNet_C++1000, Project_CodeNet_C++1400,
+Project_CodeNet_Python800, and Project_CodeNet_Java250 are included in the
+full dataset.
+They can be used for code classification and code similarity research as a replacement of or in addition to the dataset [POJ-104](https://sites.google.com/site/treebasedcnn/).
+
+## Dataset overview
+
+The Project CodeNet Dataset consists of a very large collection of source files, extensive metadata, tooling to access the dataset and make tailored selections, and documentation.
+
+The basis of the dataset is the data available on two online judge web sites:
+
+1. [AIZU Online Judge](https://onlinejudge.u-aizu.ac.jp/home)
+2. [AtCoder](https://atcoder.jp/)
+
+An online judge website offers programmers an opportunity to test their skills by posing programming problems in the form of courses or contests. Users may submit their solution which is then judged by an automatic review mechanism. The outcome is reported back to the user. Both problem descriptions, user submissions and associated metadata are available for study via various REST APIs.
+
+The first step in constructing Project CodeNet is downloading the problem descriptions and the source code submissions from the websites mentioned above, followed by reshaping and consolidating the metadata and cleaning up the inconsistencies, omissions, and
+mistakes in the source data itself.
+
+### Dataset statistics
+
+The dataset comprises 13,916,868 submissions, divided into 4053 problems (of which 5 are empty). Of the submissions 53.6% (7,460,588) are *accepted*, 29.5% are marked as *wrong answer* and the remaining suffer from one of the possible rejection causes. The data contains submissions in 55 different languages, although 95% of them are coded in the six most common languages (C++, Python, Java, C, Ruby, C#). C++ is the most common language with 8,008,527 submissions (57% of the total) of which 4,353,049 are *accepted*. Here are 2 pie charts depicting submissions and status distribution of Project CodeNet.
+
+<table><tr>
+<td> <img src="./assets/Project_CodeNet_subs.png" alt="Drawing" style="width: 250px;"/> </td>
+<td> <img src="./assets/Project_CodeNet_status.png" alt="Drawing" style="width: 250px;"/> </td>
+</tr></table>
+
+A detailed overview of the dataset statistics can be found in this [spreadsheet](assets/Project_CodeNet_statistics.xlsx).
+
+## Data
+
+The data consist of complete programs in a particular programming language. Each program is contained in a single file. The file will have a name with an extension that denotes the programming language used. (More details about the specific programming language and the version of the compiler/interpreter used, can be found in the metadata.)
+
+Each program attempts to solve a certain programming task or problem. There are many problems and each problem might have many solutions in different languages. We refer to each program as a submission instead of a solution since it might not be complete and correct.  Solutions are the accepted submissions that are compilable and executable, and at least correctly produce the expected results on all provided test cases. (Of course, according to the late Dijkstra, tests are no proof of correctness.)
+
+## Metadata
+
+The metadata provides properties of interest about the problems and their submissions. Foremost it formalizes the organization of the data and the relationship between problems, languages, and the source code files. The metadata allows for queries about the data and to make specific selections among the large collection of problems, languages, and source files.
+
+Metadata is made available in comma-separated value (CSV) files. This allows for easy processing, even with simple command-line tools. Some of the fields in the csv files might be empty, and for submissions that are not accepted, some fields might have invalid entries such as negative numbers for CPU time. Extra checking needs to be implemented in parsing these files.
+
+The metadata is hierarchically organized on 2 levels: the first level is the dataset level that relates to all the different problems defined by the various dataset sources. The second level is the problem level that relates to all source code submissions pertaining to a single problem or task.
+
+Metadata and data are deliberately kept fully separated within the file system.
+
+### Metadata at the dataset level
+
+At the dataset level there is a single CSV file (`problem_list.csv`) listing all the different problems. Additionally, for each problem there is a more extensive description that sets the problem and any further requirements and constraints and often provides examples of data input and expected output.
+
+The fields and their format of this CSV file are captured by the following table:
+
+name of column | data type | unit | description
+-- | -- | -- | --
+id           | string | none | unique anonymized id of the problem
+name         | string | none | short name of the problem
+dataset      | string | none | original dataset, AIZU or AtCoder
+time_limit   | int    | millisecond | maximum time allowed for a submission
+memory_limit | int    | KB | maximum memory allowed for a submission
+rating       | int    | none | rating, i.e., difficulty of the problem
+tags         | string | none | list of tags separated by "\|"; not used
+complexity   | string | none | degree of difficulty of the problem; not used
+
+### Metadata at the problem level
+
+At the problem level there is a CSV file per problem and all content of these files is of course organized under one and the same header.
+
+The fields and their format of this CSV file are captured by the following table:
+
+name of column | data type | unit | description
+-- | -- | -- | --
+submission_id | string | none | unique anonymized id of the submission
+problem_id    | string | none | anonymized id of the problem
+user_id       | string | none | anonymized user id of the submission
+date          | int    | seconds | date and time of submission in the Unix timestamp format (seconds since the epoch)
+language      | string | none | mapped language of the submission (ex: C++14 -> C++)
+original_language | string | none | original language specification
+filename_ext  | string | none | extension of the filename that indicates the programming language used
+status        | string | none | acceptance status, or error type
+cpu_time      | int    | millisecond | execution time
+memory        | int    | KB | memory used
+code_size     | int    | bytes | size of the submission source code in bytes
+accuracy      | string | none | number of tests passed; *Only for AIZU
+
+Here is a table of all the possible status values. The “abbreviation” and “numeric code” are sometimes seen in the original metadata on the websites; it is listed here for reference and completeness. These fields do not occur in the Project CodeNet metadata.
+
+status | abbreviation | numeric code
+-- | -- | --
+Compile Error          | CE  |  0
+Wrong Answer           | WA  |  1
+Time Limit Exceeded    | TLE |  2
+Memory Limit Exceeded  | MLE |  3
+Accepted               | AC  |  4
+Judge Not Available    | JNA |  5
+Output Limit Exceeded  | OLE |  6
+Runtime Error          | RE  |  7
+WA: Presentation Error | PE  |  8
+Waiting for Judging    | WJ  | 
+Waiting for Re-judging | WR  | 
+Internal Error         | IE  | 
+Judge System Error     |     | 
+
+## Directory structure and naming convention
+
+The data and metadata are organized in a rigorous directory structure. At the top level sits the `Project CodeNet` directory with several sub-directories, `data`, `metadata`, and `problem_descriptions`:
+
+- `data` is further subdivided into a directory per problem and within each problem directory, directories for each language. The language directory contains all the source files supposed to be written in that particular programming or scripting language. When there are no submissions for a particular language, there will be no directory for it, but the problem directory will always be there, even if there are no submissions at all.
+
+    The name of the directory for a programming language is the common name for the language using proper capitalization and special characters. This name is the consolidation of the names used in the metadata. Information is available about how the original language designations are mapped into the directory names and how these more general and common names are mapped to the submission file name extensions. As an example, a source could be designated c++14, which is mapped into the directory `C++` (notice the capital C) and will get the extension `.cpp`.
+- `derived` holds information about near-duplicates, identical problem clusters, sample input and output for each problem, as well as the benchmarks. 
+- `metadata` holds all the problem CSV files and the `problem_list.csv` file.
+- `problem_descriptions` holds HTML files for most problems, giving an extensive description of the problem, often accompanied with some sample input and expected output.
+
+For the sake of creating a uniform set of metadata across all data sources, and to hide any sensitive information, some metadata fields are anonymized by randomly (but uniquely and consistently) renumbering problem, submission, and user identifiers (ids). The identifiers we use are defined by simple regular expressions:
+
+- problem ids are anonymized and follow this pattern: `p[0-9]{5}` (a `p` followed by exactly 5 digits).
+- submission ids are anonymized and follow this pattern: `s[0-9]{9}` (an `s` followed by exactly 9 digits).
+- user ids are anonymized and follow this pattern: `u[0-9]{9}` (a `u` followed by exactly 9 digits).
+
+## Relationships among the metadata and data
+
+The main relationship between problem metadata and data is the fact that each metadata record (a non-header row in a problem CSV file) describes one source file and provides all information about its location. The directory structure and naming convention as stated above are implicitly assumed.
+
+### Example of getting the source file for a particular submission
+
+Starting at a CSV metadata entry for a particular submission, here is how to get to the corresponding source file. Say that the submission id is `s300682070`. Either we know this is a submission to problem `p00001` upfront or we can grep through all `Project_CodeNet/metadata/p?????.csv` files to learn that. We get a brief description of this problem by looking at the `p00001` entry in the `Project_CodeNet/metadata/problem_list.csv`:
+
+```console
+p00001,List of Top 3 Hills,AIZU,1000,131072,,,
+```
+
+We can get a more verbose description of this problem by reading `Project_CodeNet/problem_descriptions/p00001.html`.
+
+The `Project_CodeNet/metadata/p00001.csv` file provides the info on all submissions. For our selected submission we find:
+
+```console
+s300682070,p00001,u558442027,1480319506,JavaScript,JavaScript,js,Accepted,60,15496,219,4/4
+```
+
+We see it is an `Accepted` submission in the language `JavaScript` with file extension `.js`.
+
+The source file path therefore is: `Project_CodeNet/data/p00001/JavaScript/s300682070.js`
+
+### Example of getting the metadata for a particular source file
+
+Likewise, we can play the reverse game of finding the metadata entry for a given submission source file. Say the source file is `Project_CodeNet/data/p00001/JavaScript/s300682070.js`.
+
+Encoded in this file name path we see the problem id `p00001` and language `JavaScript` and of course the submission id `s300682070`. We find the metadata CSV file to be: `Project_CodeNet/metadata/p00001.csv`. Opening that file and searching for the submission id we find the entry:
+
+```console
+s300682070,p00001,u558442027,1480319506,JavaScript,JavaScript,js,Accepted,60,15496,219,4/4
+```
+
+## Tools to process source files
+
+The source files of Project CodeNet represent examples of some 50+ different programming and scripting languages. Of course not all languages are equally represented: most submissions are written in the more popular languages C, C++, Java, and Python.
+
+To complement our large dataset of source code, a suite of tools and utilities will be provided. These tools target several purposes:
+
+- derive statistics from the dataset
+- access the dataset files to make selections
+- preprocess the source files to extract certain information
+- facilitate conversions between popular formats
+
+### Statistics
+
+Since Project CodeNet uses the file system as storage and uses a rigorous directory structure, many (Linux) command-line utilities can be directly used to extract interesting statistics about the dataset. Utilities like `ls`, `wc` and `grep` are very useful. The CSV metadata can best be browsed using [`csvkit`](https://csvkit.readthedocs.io/en/latest/) components like `csvstat`.
+
+More elaborate statistics about the dataset can easily be retrieved using SQL queries on a database representation of the metadata. [HSQLDB](http://hsqldb.org/) is a database that runs off a CSV file. Our CSV problem metadata files are simply stripped of their headers and concatenated. A suite of useful SQL queries is available. A separate [document](doc/HSQLDB.md) explains the necessary steps.
+
+### Access and selection
+
+As described above, it should be easy to create specific subsets of the
+dataset merely by copying (or symlinking) relevant files and/or
+directories. For more elaborate selections based on a subset or range of
+problems, a subset of languages, statuses, and code sizes, several Bash
+scripts are available to accomplish that. These scripts reside in the
+`tools/aggregation-scripts` directory and are separately documented in this [README](tools/aggregation-scripts/README.md).
+
+### Pre-processing
+
+We provide tools to convert code samples into a representation that can be consumed by AI algorithms
+  - generate stream of tokens [tokenizer](tools/tokenizer)
+  - parsing to tree/abstract syntax tree [AST generation](tools/spt-generator) 
+  - control and data flow graph construction [code analysis](tools/analysis-graph-generator) 
+
+Whether and to what extent the above steps can successfully be applied to any given source file depends on several factors. Obviously, if the submission is not of `Accepted` status, it is to be expected that even simple tokenization will fail because of malformed lexical elements. But the situation for `Accepted` submissions is not always better: programmers might have used certain non-standard features of the language that happen to be accepted by a certain compiler or interpreter. Simple cases are the use of a dollar sign as part of a C identifier. For languages like C and C++ that use a pre-processor, use of macros and conditional defines can hugely change how the code ultimately looks like.
+
+### Contributors
+
+Ruchir Puri, David S. Kung, Geert Janssen, Wei Zhang, Giacomo Domeniconi, Vladimir Zolotov, Julian Dolby, Jie Chen, Mihir Choudhury, Lindsey Decker, Veronika Thost, Luca Buratti, Saurabh Pujar, Shyam Ramji, Ulrich Finkler, Susan Malaika, Frederick Reiss.
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+size 127919
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diff --git a/doc/HSQLDB.md b/doc/HSQLDB.md
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index 0000000000000000000000000000000000000000..d0c584cde4c51c98415cbdaad2fd2da782d4d217
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+++ b/doc/HSQLDB.md
@@ -0,0 +1,267 @@
+# Access Project CodeNet through SQL Queries
+
+## Table of Contents
+
+   * [Introduction](#introduction)
+   * [Installation](#installation)
+   * [Creating a sqltool.rc file](#creating-a-sqltoolrc-file)
+   * [Prepare Project CodeNet for use with HSQLDB](#prepare-project-codenet-for-use-with-hsqldb)
+   * [Define the table schemas](#define-the-table-schemas)
+   * [A few simple SQL queries](#a-few-simple-sql-queries)
+
+## Introduction
+
+Project CodeNet metadata is available as CSV files in a rigid directory
+structure. To abstract away from this structure and the peculiarities
+of the metadata organization, we can use a database approach to the
+metadata that allows for generic SQL queries to retrieve all kinds of
+statistics but more importantly select file names of submissions
+depending on all kinds of criteria.
+
+One particular database is ideally suited to work with CSV files:
+[*HyperSQL Database* (HSQLDB)](http://hsqldb.org). HSQLDB uses the CSV
+files as persistent
+storage and uses memory caches to speed up the queries.
+
+HSQLDB is a simple but complete database software
+implemented in Java. The main attractive feature is that it can link to
+CSV files as tables and use them as persistent storage. This implies
+that SQL queries can directly run off existing (even read-only) CSV
+files without any modifications.
+
+## Installation
+
+Here we explain how to install and set up HSQLDB to work with the
+Project CodeNet dataset. We assume `$PREFIX` to be a suitable system directory
+like e.g. `/usr/local` and `$HOME` to expand to a user's home directory.
+
+This brief guide is in no way a substitute for the excellent and
+extensive [documentation](http://hsqldb.org/web/hsqlDocsFrame.html)
+and [howtos](http://hsqldb.org/web/howto.html) that accompany HSQLDB.
+
+We assume the use of (the latest as of writing) version 2.6.0 of HSQLDB.
+(Any future newer version will probably work just as well).
+
+The required software can be downloaded from
+<http://www.hsqldb.org/download/hsqldb_260_jdk8/>.
+That website offers the 2 files `hsqldb-2.6.0-jdk8.jar` and
+`sqltool-2.6.0-jdk8.jar`. Rename the files to
+`hsqldb.jar` and `sqltool.jar`, respectively.
+
+Important files and their use are:
+
+>`hsqldb.jar`
+: The jar file containing all classes of the database engine proper.
+Typically resides in some system accessible directory, like:
+`$PREFIX/lib/hsqldb-2.6.0/hsqldb/lib/`
+
+>`sqltool.jar`
+: The jar file that provides an interactive command-line user interface (CLI)
+to the database. Resides next to `hsqldb.jar`.
+
+>`sqltool`
+: A wrapper around `sqltool.jar` that calls the Java JVM and starts the
+CLI. Typically to be found in a `bin` directory, like `$PREFIX/bin/`.
+Its contents could be something like:
+```bash
+#!/usr/bin/env bash
+
+HSQLDB_HOME=$PREFIX/lib/hsqldb-2.6.0/hsqldb
+
+# allow csv to reside anywhere (and not just inside db directory)
+java -Dtextdb.allow_full_path=false -jar $HSQLDB_HOME/lib/sqltool.jar "$@"
+```
+
+>`sqltool.rc`
+The configuration file consulted by `sqltool`.
+To be located in the user's home directory, e.g.
+`$HOME/sqltool.rc`
+
+>`DatabaseManagerSwing`
+: A wrapper around `hsqldb.jar` that provides a graphical interface (GUI) to
+the database. Can be found in the same bin directory as `sqltool`.
+
+## Creating a `sqltool.rc` file
+
+This configuration file specifies the various databases via URLs and
+access rights. For simplicity we here assume a single user who is the
+database administrator using the default user name `SA` without a
+password. This is expressed as follows in `sqltool.rc`:
+
+```
+urlid .+
+username SA
+password
+```
+
+Assume we create the database (a collection of CSV files that become
+the database tables) in a directory `$HOME\DB`. This is made known to
+HSQLDB as follows and added to `sqltool.rc`:
+
+```
+urlid project_codenet
+url jdbc:hsqldb:file:${user.home}/DB/project_codenet;shutdown=true
+transiso TRANSACTION_READ_COMMITTED
+```
+
+Make sure that the directory exists: `mkdir -p $HOME/DB`.
+With the configuration file in place, we can test our set up so far by
+running `sqltool` and doing a few simple queries:
+
+```bash
+# Not really necessary, but for convenience, go to the DB directory:
+$ cd $HOME/DB
+
+# Start the sqltool program and make it use the (empty) project_codenet db:
+# (You will get a message and eventually the sql> prompt.)
+$ sqltool project_codenet
+SqlTool v. 6140.
+...
+sql> 
+```
+
+You can explore some of the commands and browse the system tables.
+Here are a few examples:
+
+```bash
+# Get help about \ commands:
+sql> \?
+# Get a list of user tables (result is none):
+sql> \dt
+# Get a list of system tables:
+sql> \dS
+# Get the list of known users (only 1: SA):
+sql> select * from information_schema.system_users;
+# Quit the program (\q or simply ^D in a Linux shell):
+sql> \q
+```
+
+This will leave behind the files `project_codenet.properties` and
+`project_codenet.script` in the `DB` directory. These are the files used by
+HSQLDB to record the database properties, the table schemas, etc.
+In general you should not delete them.
+
+## Prepare Project CodeNet for use with HSQLDB
+
+HSQLDB equates a database table with a CSV file. In Project CodeNet we have a
+CSV per problem which is not very convenient. It is better to merge
+all problem metadata (`p?????.csv`) into a single CSV file. Note
+however that each problem CSV has its own header; these need to be
+stripped off first. Since the dataset is read-only we must make a copy
+of the metadata directory. As an example we show the necessary steps:
+
+```bash
+# Make sure we are in the database directory:
+$ cd $HOME/DB
+
+# Copy the metadata from Project CodeNet:
+$ cp -r Project_CodeNet/metadata .
+
+# Move the problem_list out and rename:
+$ mv metadata/problem_list.csv problems.csv
+
+# Get a separate header file:
+$ head -n1 metadata/p00000.csv > submissions_header.csv
+
+# Strip off all headers:
+$ find metadata -type f -exec sed -i -e '1d' {} \;
+
+# Create a single CSV file:
+$ cat submissions_header.csv metadata/p?????.csv > submissions.csv
+
+# For safety make the CSV files read-only:
+$ chmod 444 problems.csv submissions.csv
+
+# The metadata copy and submissions_header are no longer needed:
+$ rm -rf metadata submissions_header.csv
+```
+
+Now we can create HSQLDB tables for `problems.csv` and `submissions.csv`.
+
+## Define the table schemas
+
+To create a database table we need to specify its columns, the type of
+value in each column and optionally some specific constraints or
+properties for that column. All this is specified in an SQL
+create table statement. Run `sqltool` and enter the following SQL statements
+to accomplish the table creation and linking to the corresponding CSV files:
+
+```bash
+$ cd $HOME/DB
+$ sqltool project_codenet
+```
+```sql
+sql> CREATE TEXT TABLE problems(
+    id            VARCHAR( 6)    PRIMARY KEY NOT NULL,
+    name          VARCHAR(64),
+    dataset       VARCHAR(16)    NOT NULL,
+    time_limit    INTEGER,
+    memory_limit  INTEGER,
+    rating        INTEGER,
+    tags          VARCHAR(64),
+    complexity    VARCHAR(32)
+);
+
+SET TABLE problems READ ONLY;
+
+SET TABLE problems SOURCE 'problems.csv;encoding=UTF-8;\
+cache_rows=50000;cache_size=10240000;ignore_first=true;\
+fs=,;qc=\quote';
+
+sql> CREATE TEXT TABLE submissions(
+    submission_id     VARCHAR(10)    PRIMARY KEY NOT NULL,
+    problem_id        VARCHAR( 6)    NOT NULL,
+    user_id           VARCHAR(10)    NOT NULL,
+    date              BIGINT         NOT NULL,
+    language          VARCHAR(16)    NOT NULL,
+    original_language VARCHAR(16)    NOT NULL,
+    filename_ext      VARCHAR(16)    NOT NULL,
+    status            VARCHAR(32)    NOT NULL,
+    cpu_time          INTEGER        NOT NULL,
+    memory            INTEGER        NOT NULL,
+    code_size         INTEGER        NOT NULL,
+    accuracy          VARCHAR(16)
+);
+
+SET TABLE submissions READ ONLY;
+
+SET TABLE submissions SOURCE 'submissions.csv;encoding=UTF-8;\
+cache_rows=50000;cache_size=10240000;ignore_first=true;\
+fs=,;qc=\quote';
+
+sql> commit;
+sql> \q
+```
+
+Note the `commit` command (abbreviated as `\=`); this is absolutely
+vital: it commits all the changes to the database. Without it all our
+effort would get lost as soon as we quit. The commit of the
+submissions table will take a while (maybe several minutes) because
+the large `submissions.csv` file has to be read and converted into an
+internal format. So be patient.
+
+## A few simple SQL queries
+
+```sql
+sql> -- How many distinct programming languages are used:
+sql> select count(distinct language) from submissions;
+
+sql> -- How many submissions per language:
+sql> select language, count(*) as nr_submissions
+       from submissions group by language
+       order by nr_submissions desc;
+
+sql> -- how many accepted submissions with code size >= 500 per language:
+sql> select language, count(*) as accepted_submissions
+       from submissions
+       where status = 'Accepted' and code_size >= 500
+       group by language order by accepted_submissions desc;
+
+sql> -- How many problems with >= 200 accepted submissions per language:
+sql> select language, count(*) as problems
+       from (select problem_id, language, count(*) as accepted
+               from submissions where status = 'Accepted'
+               group by problem_id, language
+               having count(*) >= 200)
+       group by language order by problems desc;
+```
diff --git a/doc/README.md b/doc/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..41c085833b37acf28615411ca70b64efc6b899b0
--- /dev/null
+++ b/doc/README.md
@@ -0,0 +1,32 @@
+# Documentation on Tools
+
+## Introduction
+
+This directory contain detailed documentation on various tools that
+can be used to manipulate the source files available in the Project CodeNet
+dataset.
+
+It also contains working documents on proposals and ideas for tools,
+formats, and applications.
+
+## HSQLDB
+
+HSQLDB is a simple but complete database software that can use CSV files as
+persistent storage. This [document](./HSQLDB.md) describes how to convert the
+Project CodeNet metadata to be used with HSQLDB.
+
+## srcml
+
+srcML is a tool for the analysis of programming language source code.
+The [document](./srcml.md) describes typical use cases.
+
+## Syntax-correct Tokenstream
+
+It is possible to obtain a token (class) stream from a source code file such
+that the result is still syntactically correct. This
+[document](./syntax-correct-tokenstream.md) shows how.
+
+## Universal Tokens
+
+Some thoughts and a proposal to normalize the token classes for various
+programming languages are presented [here](./universal_tokens.md).
diff --git a/doc/problem_descriptions.tar.gz b/doc/problem_descriptions.tar.gz
new file mode 100644
index 0000000000000000000000000000000000000000..f1f5e2eae1b53328705f2eeb25db83e9fb28df16
--- /dev/null
+++ b/doc/problem_descriptions.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b631ae168ba84dce69c7d8e1b6c632256e0155858c2664c6493a5f001b45fdd
+size 3492211
diff --git a/doc/srcml.md b/doc/srcml.md
new file mode 100644
index 0000000000000000000000000000000000000000..364e668fa4d4c997eea5873ac63127039d4dd73a
--- /dev/null
+++ b/doc/srcml.md
@@ -0,0 +1,245 @@
+# Some Experiments using the srcML Tool
+
+## Introduction
+
+[srcML](https://www.srcml.org) is a tool for the analysis of programming
+language source code.
+It is unique in that it presents its results in the form of an annotation
+(using XML elements and attributes) of the original source code in a lossless
+manner. Like in compression, lossless here means that the original source code
+can be fully retrieved, inclusive lay-out in the form of white-space
+and indentation.
+
+The provided annotation reflects a simple Abstract Syntax Tree (AST) of the
+"program". The program need not necessarily be a complete program in the sense
+of the syntax of the programming language; it might as well be a well-formed
+code snippet, like a declaration, a function definition, or a block of
+statements, or an expression. Unlike with other parsers that would need to
+know a grammar start symbol, with srcML there is no need to make this known:
+srcML will figure out by itself how to process the snippet.
+The programming languages supported by srcML are: C, C++, C#,
+and Java. Each language has its own unique XML elements together with a common
+shared set for similar language constructs.
+This is documented [here](https://www.srcml.org/doc/srcMLElements.html).
+
+### Example
+
+The XML annotation is demonstrated here with a tiny C source code example:
+
+[tiny.c]
+```C
+#include <stdio.h>
+
+int main(int argc, char *argv[]) {
+  printf("args: %d\n", argc);
+  return 0;
+}
+```
+
+The following command turns the C code into the annotated XML:
+```console
+$ srcml tiny.c -o tiny.xml
+```
+
+This generates the following XML. Mind that we manually edited the result
+so that it fits on the page in this document without truncation of long lines.
+(Of course this destroys the preserved lay-out of the original C source.)
+
+```xml
+<?xml version="1.0" encoding="UTF-8" standalone="yes"?>
+<unit xmlns="http://www.srcML.org/srcML/src"
+	  xmlns:cpp="http://www.srcML.org/srcML/cpp"
+	  revision="0.9.5" language="C" filename="tiny.c">
+  <cpp:include>#<cpp:directive>include</cpp:directive>
+    <cpp:file>&lt;stdio.h&gt;</cpp:file>
+  </cpp:include>
+
+<function><type><name>int</name></type> <name>main</name>
+  <parameter_list>(<parameter><decl><type><name>int</name></type>
+    <name>argc</name></decl></parameter>,
+	<parameter><decl><type><name>char</name> <modifier>*</modifier></type>
+	<name><name>argv</name><index>[]</index></name></decl></parameter>
+  )</parameter_list>
+
+<block>{
+  <expr_stmt><expr><call><name>printf</name>
+    <argument_list>(
+	<argument><expr><literal type="string">"args: %d\n"</literal></expr>
+	</argument>,
+	<argument><expr><name>argc</name></expr></argument>
+	)</argument_list></call></expr>;</expr_stmt>
+  <return>return <expr><literal type="number">0</literal></expr>;</return>
+}</block></function>
+</unit>
+```
+
+To restore the original C code, run this:
+```console
+$ srcml tiny.xml
+```
+
+To remove the enclosing `<unit>` element use the `--output-srcml-inner` option.
+To render the output XML in a nicely formatted form you can use this filter:
+`| tidy -xml -i -q -`.
+(Obviously you will lose the original white-space lay-out.)
+
+There are various tools to render the parse tree as an image. A simple one is
+DrawTag that accept any XML as input.
+See figure 1 for a visualization of the tiny.xml file.
+
+![srcml XML output rendered as a tree.](../assets/tiny.png)
+
+The srcML program has many options:
+
+```console
+GENERAL OPTIONS:
+  -h [ --help ] arg                 display this help and exit. USAGE: help or 
+                                    help [module name]. MODULES: src2srcml, 
+                                    srcml2src
+  -V [ --version ]                  display version number and exit
+  -v [ --verbose ]                  conversion and status information to stderr
+  -q [ --quiet ]                    suppress status messages
+  --list                            list all files in the srcML archive and 
+                                    exit
+  -i [ --info ]                     display most metadata except srcML file 
+                                    count and exit
+  -L [ --longinfo ]                 display all metadata including srcML file 
+                                    count and exit
+  --max-threads arg (=4)            set the maximum number of threads srcml can
+                                    spawn
+  -o [ --output ] arg (=stdout://-) write ouput to a file
+
+
+CREATING SRCML:
+  -l [ --language ] arg               set the language to C, C++, or Java
+  --register-ext arg                  register file extension EXT for 
+                                      source-code language LANG. arg format 
+                                      EXT=LANG
+  --src-encoding arg                  set the input source encoding
+  --files-from arg                    read list of source file names to form a 
+                                      srcML archive
+  -X [ --output-xml ]                 output in XML instead of text
+  -r [ --archive ]                    store output in a srcML archive, default 
+                                      for multiple input files
+  --in-order                          enable strict output ordering
+  -t [ --text ] arg                   raw string text to be processed
+
+MARKUP OPTIONS:
+  --position                          include line/column attributes, namespace
+                                      'http://www.srcML.org/srcML/position'
+  --tabs [=arg(=8)]                   set tabs arg characters apart.  Default 
+                                      is 8
+  --cpp                               enable preprocessor parsing and markup 
+                                      for Java and non-C/C++ languages
+  --cpp-markup-if0                    markup cpp #if 0 regions
+  --cpp-nomarkup-else                 leave cpp #else regions as text
+
+XML FORM:
+  -x [ --xml-encoding ] arg (=UTF-8)  set output XML encoding. Default is UTF-8
+  --no-xml-declaration                do not output the XML declaration
+  --no-namespace-decl                 do not output any namespace declarations
+  --xmlns arg                         set the default namespace to arg
+  --xmlns: arg                        set the namespace. arg format PREFIX=URI
+
+METADATA OPTIONS:
+  -f [ --filename ] arg               set the filename attribute
+  --url arg                           set the url attribute
+  -s [ --src-version ] arg            set the version attribute
+  --hash                              add hash to srcml output
+  --timestamp                         add timestamp to srcml output
+  -p [ --prefix ] arg                 display prefix of namespace given by URI 
+                                      arg and exit
+  --show-language                     display source language and exit
+  --show-url                          display source url name and exit
+  --show-filename                     display source filename and exit
+  --show-src-version                  display source version and exit
+  --show-timestamp                    display timestamp and exit
+  --show-hash                         display hash and exit
+  --show-encoding                     display xml encoding and exit
+  --show-unit-count                   display number of srcML files and exit
+
+
+EXTRACTING SOURCE CODE:
+  -S [ --output-src ]    output in text instead of XML
+  --to-dir arg           extract all files from srcML and create them in the 
+                         filesystem
+
+TRANSFORMATIONS:
+  --apply-root           apply an xslt program or xpath query to the root 
+                         element
+  --relaxng arg          output individual units that match RELAXNG file or URI
+  --xpath arg            apply XPATH expression to each individual unit
+  --xslt arg             apply XSLT file or URI transformation to each 
+                         individual unit
+  --attribute arg        add attribute to xpath query
+  --element arg          add element to xpath query
+  -U [ --unit ] arg      extract individual unit number from srcML
+```
+
+For instance, the XML markup can be enhanced with line and column coordinates.
+Notice also that srcML has built-in capabilities to query and manipulate the
+XML. Queries can be done with XPath expressions. General transformations can
+be executed with XSLT. By the way, there is no need to first convert the
+source to XML; the built-in queries capabilities work also directly off the
+source code.
+
+Here are a few examples of useful operations:
+
+- Get all function and method definition names:
+```console
+$ srcml --xpath="//src:function/src:name" program.java
+```
+
+- Count the number of conditions:
+```console
+$ srcml --xpath='count(//src:condition)' program.c
+```
+
+- Output all line comments:
+```console
+$ srcml --xpath='//src:comment[@type="line"]' program.cpp
+```
+
+Much more versatile and powerful tools to process any XML are
+[`xidel`](http://videlibri.sourceforge.net/xidel.html) and
+[`xmlstarlet`](http://xmlstar.sourceforge.net/).
+
+If you prefer JSON over XML, then use `jtm` to convert the srcML output:
+
+```console
+jtm -i2 tiny.xml > tiny.json
+```
+
+## Using srcML to extract a Function Call Graph
+
+A neat application of the combination of srcML and xmlstarlet is to use
+them in a script to produce the call graph of a program as a
+JSON-Graph.
+It is easy to extract the actual function
+definitions, i.e., the source text, of all functions mentioned in the
+call graph.
+
+Here we briefly sketch the main steps. Details can be found in the
+actual Bash scripts provided in [this](../tools/aggregation-scripts) directory.
+
+1. We start with using srcML to get all function definitions from a
+source file: (This will ignore any pre-processor directives, any global
+variables, and typedefs.)
+`srcml --xpath="//src:function" source.c -o source.xml`
+
+2. Given the `NAME` of a function we then look up its definition in the
+`source.xml` file and using `xmlstarlet` retrieve all names mentioned in
+function calls present in the body of that function definition:
+`xmlstarlet -t -v "//function[name=\"NAME\"]//call/name" source.xml`
+
+3. Using the capability of step 2, starting from some root function
+name supplied by a cmdline argument or defaulting to `main` we build a
+graph of nodes that represent functions and directed edges that
+represent the function calls.
+
+Notice that the call graph can have cycles. These are caused by direct
+recursive or mutual recursive functions.
+Once we have the graph, traversing it in reverse depth-first
+order enumerates all function definitions in the proper
+define-before-use order and can hence be retrieved from the
+`source.xml` file, again using srcML to convert them back to source code.
diff --git a/doc/syntax-correct-tokenstream.md b/doc/syntax-correct-tokenstream.md
new file mode 100644
index 0000000000000000000000000000000000000000..9651b44f1c048abd84fc13d031bd2c599f24a869
--- /dev/null
+++ b/doc/syntax-correct-tokenstream.md
@@ -0,0 +1,209 @@
+# A Syntactically Correct Token Stream
+
+## Introduction
+
+With some ingenuity in terms of defining token classes and the symbols that
+represent them, it is possible to tokenize source code input of certain
+programming languages such that the token stream itself is a syntactically
+correct program. By the latter we mean that the token stream can be correctly
+parsed as a sentence of the language grammar. Of course, all semantic aspects
+such as use of identifiers (uniquely declared within a scope), application of
+operators to the correctly typed values, etc. are no longer valid.
+
+Apart from being an interesting curiosity,
+being syntactically correct makes it possible to read the program as a
+template: the complete grammatical structure is still clearly present,
+especially if we present the tokenized program text in a pretty-printed form.
+
+The following sections will show the details of the tokenization process as
+applied to the programming language C. It should be obvious how a similar
+approach can be developed for most imperative programming languages such as
+C++, Java, and Python (pretty-printing Python might be a bit of a challenge).
+
+## Approach
+
+So how can we tokenize C source code in such a way that the result is still
+syntactically correct?
+
+The trick to achieve this is to choose the right representative for each
+token class, i.e., the symbol used to designate a certain token class is a
+correct literal that belongs to that token class, a representative.
+Instead of the usual class names like number, operator, punctuator,
+we choose representative literals for those classes.
+
+Another subtle detail is to choose the least number of representatives of
+operators to ensure that expressions and other constructs involving operators
+will remain syntactically correct after the transformation. To represent any
+operator we therefore choose the asterisk symbol (`*`) which can either be
+used as a unary or an infix operator and moreover allows pointers to be
+correctly declared. Unfortunately, replacing all minus signs (`-`) with `*`
+might lead to errors in case of negative numbers, hence we make an exception
+of it and will add the minus sign as an additional explicit operator token.
+All other operators are not further distinguished (they all appear as `*`).
+
+For strings and character literals we make sure that their representatives do
+not contain a space character. As is commonly the case, we reserve the space
+character as the separator between tokens. That way simply splitting the input
+at white-space can fully reconstruct the individual tokens when needed.
+
+Putting all tokens on a single line might cause problems for certain tools
+that have some input line length limit. Moreover, the C pre-processor
+directives are not free-format and require to be put on a single (logical)
+line. To overcome this problem one could simply discard all pre-processor
+directives or have the tokenizer respect newlines. It depends on the back-end
+processing which solution is to be desired.
+
+## Token class definitions
+
+Here we define the various token classes and suggest a representative for
+each. On the outset we require that the vocabulary of all tokens is closed,
+i.e., we prefer a fixed set of token instances. For that reason we let every
+keyword represent itself since their class is closed. We will distinguish
+between user identifiers and standard identifiers. The former will
+collectively be represented by a single class element, say `id`. The latter
+must be one of a large set of over 300 names of functions and standard
+variables defined by a typical collection of C header files residing in
+`/usr/include` and also includes C pre-processor names like `include`,
+`define`, `ifdef`, etc. We assume that programmers will not use any of the
+standard identifiers for purposes other than their intended meaning,
+although this is not in any way required by the language.
+
+The following table summarizes the set of token representatives.
+
+|Representative:           | Represents:
+|--------------------------|-----------
+| `strcpy`, `malloc`, etc. | the standard identifiers (over 300)
+| `id`                     | any identifier
+| `[ ] ( ) { } < >`        | any of these punctuators
+| `; ? : :: , . ...`       | any of these punctuators (`::` only for C++)
+| `=`                      | any assignment operator (`+=`, `*=`, etc.)
+| `++ --`                  | auto-increment, auto-decrement
+| `-`                      | exception to better handle negative numbers
+| `*`                      | any other operator (`*` covers more cases than `+`)
+| `0`                      | the number `0`
+| `1`                      | the number `1`
+| `123`                    | any integer number except `0` and `1`
+| `3.14`                   | any floating-point number
+| `""`                     | any string literal
+| `'A`'                    | any character literal
+| `#`                      | the preprocessor symbol `#`
+| `##`                     | the preprocessor symbol `##` (very rare)
+
+## Example
+
+We will now demonstrate the tokenization of a small C program using the above
+suggested scheme. As an example we use the following complete and compilable C
+program (`test1.c`) that exhibits many of the different token types.
+
+```C
+#include <stdio.h>
+
+#define N 10
+
+/* Compute factorial recursively. */
+static int factorial(int i)
+{
+  if (i == 0)
+    return 1;
+  else
+    return i * factorial(i - 1);
+}
+
+int main(int argc, char *argv[])
+{
+  fprintf(stdout, "fac(%d) = %d\n", N, factorial(N));
+  return 0;
+}
+```
+
+We tokenize this to CSV format. To save space we only show the first 20 lines
+of output: from `tokenize -m csv test1.c`:
+
+```CSV
+line,column,class,token
+1,0,preprocessor,#
+1,1,identifier,include
+1,9,operator,<
+1,10,identifier,stdio
+1,15,operator,.
+1,16,identifier,h
+1,17,operator,>
+3,0,preprocessor,#
+3,1,identifier,define
+3,8,identifier,N
+3,10,integer,10
+6,0,keyword,static
+6,7,keyword,int
+6,11,identifier,factorial
+6,20,operator,(
+6,21,keyword,int
+6,25,identifier,i
+6,26,operator,)
+7,0,operator,{
+8,2,keyword,if
+```
+
+This output is then filtered by a simple AWK script (`filter5.awk`) to turn it
+into a stream of the above defined token classes. Here we will use `\` to
+indicate line continuations; these are not present in the actual output though.
+
+```console
+# include < id . id > # define id 123 static int id ( int id ) { if \
+( id * 0 ) return 1 ; else return id * id ( id - 1 ) ; } int main ( \
+int argc , char * argv [ ] ) { fprintf ( stdout , "" , id , id ( id \
+) ) ; return 0 ; } 
+```
+
+Unfortunately, the C pretty-printer that we use, is not able to correctly
+handle the token stream on a single line because of the pre-processor
+directives. Our tokenizer however is able to preserve newlines. So using that
+option we get the following filtered token stream (`test1.toks`):
+
+```console
+$ tokenize -n -m csv test1.c | ./filter5.awk -v ORS=" "
+# include < id . id > 
+
+# define id 123 
+
+
+static int id ( int id ) 
+{ 
+if ( id * 0 ) 
+return 1 ; 
+else 
+return id * id ( id - 1 ) ; 
+} 
+
+int main ( int argc , char * argv [ ] ) 
+{ 
+fprintf ( stdout , "" , id , id ( id ) ) ; 
+return 0 ; 
+} 
+```
+
+Now this output can easily be pretty-printed to this:
+
+```C
+# include < id . id > 
+
+# define id 123 
+
+static int id (int id)
+{
+    if (id * 0)
+        return 1;
+    else
+        return id * id (id - 1);
+}
+
+int main (int argc, char *argv [])
+{
+    fprintf (stdout, "", id, id (id));
+    return 0;
+}
+```
+
+# Conclusion
+
+A tokenizer followed by a simple AWK filter can render a token stream that
+when pretty-printed resembles a template for the original source code.
diff --git a/doc/universal_tokens.md b/doc/universal_tokens.md
new file mode 100644
index 0000000000000000000000000000000000000000..782802509f5015f511b0e0b93306c6b1a5f1bc16
--- /dev/null
+++ b/doc/universal_tokens.md
@@ -0,0 +1,215 @@
+# Proposal, considerations and rationale for a "Universal tokenizer output stream specification"
+
+## What is a tokenizer?
+
+A tokenizer is a procedure usually implemented as a computer program that
+splits an input text in smaller pieces that have a certain significance. One
+typical application is to split a sentence in its constituting words and
+punctuation symbols. In the realm of programming languages a tokenizer is used
+by almost every compiler and interpreter to split the input program text in
+chunks that make up the atomic terminal symbols of the language grammar.
+These chunks are called tokens.
+There are 2 broad classes of tokens
+
+1. tokens with a fixed prescribed representation
+2. tokens that are defined by rules (e.g. by a regular expression)
+
+The former class typically consists of operator symbols and reserved words;
+the latter class allows for user-defined identifiers and the notation of
+specific numeric constants and string literals.
+
+## Purpose of tokens
+
+The main purpose of tokens depends on the application. A compiler or
+interpreter typically would be happy with a stream of tokens that ignores all
+white-space and comments in the input text. Other uses might prefer to keep
+the comments. For instance a syntax highlighting program would use a
+particular font and color to render comments.
+
+So the first question is: do we discard white-space and comments or not?
+A troubling aspect of comments is that it includes block comments that can
+stretch over several physical input lines. A token output format (to be
+discussed in more detail below) can thus not be simply line based in that case.
+
+A nice and preferred aspect of the definition of a token would be that its
+literal text string fits on a single line of output irrespective of the actual
+output format chosen. For instance XML has no problem with multi-line text;
+in contrast JSON strings must fit on a single line but allow for embedded
+escaped newlines.
+
+So an important second question is: do we enforce that tokens are output 1 per
+line?
+
+This is convenient for many Unix text utilities that process their input line
+by line.
+
+## Aspects of tokens
+
+One way of proceeding is to look at how each supported programming language
+defines its tokens and try to find a common intersection of token classes.
+Here we work from the other end, and first look at some general aspects that
+we might like to know about the tokens.
+
+What are aspects of a token (assume we already have precise definitions) that
+could be of general interest:
+
+1. Obviously we want to know the literal token text itself.
+2. Although maybe redundant, the length in bytes of the token text could be
+   useful.
+3. Some indication of the location of the token in the text is deemed useful.
+   These coordinates could be an absolute position, or a (line,column)
+   combination, or both.
+4. A classification of the token in a category (token class).
+
+Additionally some more context could be of use, like
+
+5. What is the name of the source file, and 
+6. explicit token stream begin and end indicators when multiple files are
+   processed.
+7. We may even go beyond the lexical level: the same token literal
+   may be used in different contexts, with different meanings. Think of
+   `*` as the multiplication operator and `*` as the _pointer-to_
+   symbol in a type definition. Should the token class convey these
+   distinctions? Are we willing to fully parse the source input to
+   derive these semantic annotations?
+
+### token classes
+
+Here we assume that a token class is defined at the lexical level;
+there is no need to know the grammar of the language and do a parse to
+derive this classification.
+Some reasonable token class names, used and applicable across many languages
+are:
+
+- identifier
+- reserved word/keyword (does not include standard functions etc.)
+- number (lump all numbers together?), or split up like:
+  * integer number (no fraction; make distinction on notation?)
+  * floating-point number
+- single quoted (character) literal (at least 1 character?)
+- double quoted (string) literal
+- operator
+  * punctuation (hard to distinguish from operator sometimes)
+- language-specific special tokens like # and ## for CPP in C/C++
+
+Suggestion for generic token class names:
+
+| Class:       | Description:
+|--------------|------------
+| identifier   | any identifier
+| keyword      | a reserved word
+| integer      | integer number irrespective of notation
+| floating     | a floating-point number
+| string       | a double-quoted string (maybe empty)
+| character    | a single-quoted character (or string)
+| operator     | any symbol used to operate on values
+| punctuator   | any  symbol used for punctuation
+| preprocessor | either # or ##
+| filename     | pseudo token: start of a new file
+| newline      | pseudo token: end of logical line
+
+Quite often, too much specialization will be hard to undo;
+additional specialization will be easy to implement by some post-processing
+filter program using sed or awk.
+For instance,
+identifiers can be checked against a list of standard function names and
+hence separated in these and user identifiers.
+Operator symbols are easily grouped in various sub-classes like arithmetic,
+logical, relational, etc. or just unary and binary. But the roles of
+some symbols cannot be correctly distinguished without proper semantic
+annotation, e.g.. the symbol `<` could be part of a template
+definition in C++ or merely the less-than operator.
+
+Suggestion for a set of punctuator symbols:
+```console
+[ ] ( ) { } . , ? : :: ; ... @
+```
+
+Suggestion for a set of operator symbols:
+```console
+-> ->* .* ++ -- * / % + - << >>
+== != < > <= >= <=>
+~ ! | || & && ^
+=  *= /= %= += -= <<= >>= >>>= &= ^==
+```
+
+## Output formats
+
+An important guideline for the choice of an output format is its flexibility
+of use. The output should be easy to post-process preferable by standard
+open-source tools. We identify 3 formats that come to mind and fit the bill:
+
+1. **CSV**: simple line-based format that is easily parsed by many available
+utilities like `csvkit`. Requires that we have the same number of fields per
+token of course. Mind that we need to observe the definition of quoted text in
+CSV and encode tokens accordingly. This is something we need to do for most
+other formats too.
+2. **JSON**: very popular and not line-based.
+3. **XML**: diminishing popularity but a solid and standardized format.
+
+Both JSON and XML are very flexible and also offer the possibility of
+validating the format against a schema. Both are of course much more verbose
+than simple CSV.
+
+Many tools use a proprietary format that is tailored to their needs.
+Examples are Python's syntax highlighter
+[pygmentize](https://pygments.org/docs/tokens/#module-pygments.token)
+and the [ANTLR4](https://www.antlr.org/api/Java/org/antlr/v4/runtime/Token.html) lexer tokens output format.
+
+## Proposal for CSV
+
+Every token will occupy one CSV record, i.e., one physical line.
+The various fields are separated by commas. Care has to be taken to
+escape special characters: a comma itself has to be enclosed in double
+quotes; double quoted strings must have their double quotes doubled.
+
+Header: `line,column,class,token`
+
+## Proposal for JSON
+
+If we choose to represent each token on a single line, it is best to adopt the
+JSON Lines specification, i.e., have a single JSON object per line. Officially
+such a file is not valid JSON, but each line is.
+
+Object keys: `line`, `column`, `class`, `token`
+
+A more compact but less descriptive alternative is to simply use an
+array per token with a fixed number of assigned elements. For instance
+the first element would be the line number, the second the column
+number, the third the token class and the fourth the token string.
+
+## Proposal for XML
+
+In XML we have the option of storing data in either attributes of elements or
+as the text contents of the element. Simple-typed data is best stored as
+attributes. Free text and longer strings should become the text node of an
+element. It makes sense to have an element per token and collect all token
+elements under some root element.
+
+Elements: `<tokens>`, `<token>`
+
+Attributes: `line`, `column` `class`
+
+## Question summary
+
+- output white-space and comments or not?
+- continue in case of errors or not?
+- what format to use? all on single line?
+- what character encoding to use?
+- distinguish operator and punctuation symbols?
+- several (a hierarchy of) operator classes?
+- annotate with semantic information gleaned from parse tree?
+- distinguish integer and floating-point numbers?
+- even further distinction in octal, decimal, hexadecimal?
+- absolute position, line/column, or both?
+- apart from token literal, class, and coordinates anything else?
+
+## References
+
+> <a id="1">[1]</a>
+[Tokenizers: How machines read](https://blog.floydhub.com/tokenization-nlp/)
+
+> <a id="2">[2]</a>
+Daniel P Delorey, Charles Knutson, Mark Davies,
+[Mining Programming Language Vocabularies from Source Code](https://www.researchgate.net/publication/228825985_Mining_Programming_Language_Vocabularies_from_Source_Code),
+December 2008
diff --git a/metadata/Project_CodeNet.tar.gz b/metadata/Project_CodeNet.tar.gz
new file mode 100644
index 0000000000000000000000000000000000000000..98b8e2efc5de9b99c7517822db2b036755a2e3bc
--- /dev/null
+++ b/metadata/Project_CodeNet.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae987bdcff5bda069fe7fedd8509da9ce5a2c213692a6dbf714d378be8f6177c
+size 323
diff --git a/model-experiments/gnn-based-experiments/.gitignore b/model-experiments/gnn-based-experiments/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..5dc8b5be2010f4055194402246b78717f1031667
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/.gitignore
@@ -0,0 +1,140 @@
+__pycache__/
+build/
+dist/
+*.egg-info/
+dataset/
+*.swp
+*.vscode
+*.DS_Store
+*.pt
+*.so
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
diff --git a/model-experiments/gnn-based-experiments/README.md b/model-experiments/gnn-based-experiments/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..951f896475f61c2fd4d6149b16b493bdfd6d8fb6
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/README.md
@@ -0,0 +1,89 @@
+# Graph Neural Network Baseline Experiments on Project CodeNet
+
+The goal of this project is to investigate the source code classification capabilities of standard graph neural networks (GNNs).
+We use the (slightly adapted) training procedures and models provided by the Open Graph Benchmark [1] with the example experiments on source code. 
+The code contains two GNNs, GCN [2] and GIN [3], including their extensions with virtual nodes.
+## Example
+
+### Graph Representation of Source Code
+
+![](./img/spt_augmented.png)
+
+We transform the source code into graphs as in the picture, where the **simplified parse tree (SPT)** (see Section 6 [in the paper](./../../ProjectCodeNet.pdf)) is extended by **next-token edges**.
+Each node is represented by five features: 
+(1) node type (token or parsing rule); 
+(2) token type (e.g., an identifier); 
+(3) parsing rule type (e.g., an expression); 
+(4) whether it represents a reserved word; and
+(5) its depth in the tree.
+
+Note that we actually consider the graph edges to be bi-directional at runtime in order to improve the learning capabilities of our models.
+
+### Graph Representation Learning
+
+**Graph neural networks (GNNs)** learn a graph representation by exploiting the graph structure as inductive bias. 
+Most GNNs follow the architecture proposed in [4]. In a nutshell, they first compute a node representation for every graph node by iteratively **aggregating** its neighbor nodes and **combining** this aggregated representation with the current node representation.
+Then, the node representations are **pooled** to obtain a final representation for the entire graph. 
+The different models vary primarily in the way they do the aggregation, combination, and pooling.
+
+The code contains two popular GNNs: 
+the **graph convolutional network (GCN)** [2], one of the first and most common GNNs, 
+and the **graph isomorphism network (GIN)** [3], which is more powerful since it pools not only the final node representations but those from all iterations. 
+In addition, we provide the **option for using virtual nodes**, which means that an artificial node is added to each graph and bi-directionally connected to all graph nodes to improve the aggregation phase. 
+
+Finally, note that you can easily integrate any graph classification model written in Pytorch Geometric. For an introduction to Pytorch Geometric, see [here](https://pytorch-geometric.readthedocs.io/en/latest/notes/introduction.html).
+
+
+### The Task
+
+In our experiments, we do program classification as follows.
+Each problem in the Project Codenet benchmark is one class, 
+and a code sample belongs to a class if it is a submission to the corresponding problem.
+Hence, **we use the graph representation of a code sample computed by the GNN to predict its problem class**.
+
+## Installation
+
+Tested with Python 3.8, PyTorch 1.8.1, and PyTorch Geometric 1.6.3.
+- Set up an Anaconda environment: `./setup.sh`
+(before running, edit pytorch installation command and set variables; see comment in file)
+- Alternatively, install the above and the packages listed in requirements.txt
+
+## Data
+
+The project contains a self-contained data sample directory  `small` to test the installation. Note that `small` directory contains two sub-directories `raw` and `splits/random`. The `raw` directory contains the SPT data (8 CSV files each in .gz format) and `splits/random` directory contains the training/validation/testing split files (in both CSV and its .gz format). We also published the splits files that we used in our paper [here](https://github.com/IBM/Project_CodeNet/blob/main/ProjectCodeNet_NeurIPS2021.pdf). To repeat the large scale JAVA/Python/C++ experiments as mentioned in the paper, one simply needs to download the Project CodeNet benchmark SPT datasets in graph format [here](https://developer.ibm.com/exchanges/data/all/project-codenet/) (e.g., Project_CodeNet_Java250_spts.tar.gz, which contains 8 CSV files that represent the encoding of the SPT graph) and convert each CSV file to its .gz format and put them into the corresponding data directory (e.g., data/Java250/raw) before launching the run script. Please refer to `small` directory for the file format and directory layout.  
+
+## Experiments
+
+* The script to run the experiments is `./run.sh`
+* By default, the script will run `GCN` over `small`. To change these settings, see the comments in the script. To repeat the JAVA/Python/C++ experiments as mentioned in our paper, one just needs to put the raw data in the corresponding directory (see above) and change the `DATASET` to one of the 4 options: Java250, Python800, C++1000, and C++1400.
+* You can change the dataset, data directory, and other variables in the script as needed.
+* Note that we did not do hyperparamter tuning. For all our experiments, we used the parameters from the script. 
+* When running the first time with a new dataset, the code will first preprocess the data. It will reuse these files with later runs.
+
+## Results
+
+
+|     | Java250 | Python800 | C++1000 | C++1400 |
+| ----| --------|--------   |-------  | --------|
+|    MLP w/ bag of tokens|71.87 | 67.84| 68.23 | 64.73 |
+ |   CNN w/ token sequence | 90.96 | 89.49| 94.27| 94.10 |
+  |  C-BERT                | 97.60| 97.30 | 93.00 | 90.00 |
+   | **GCN**           | 92.70 ± 0.25 | 93.82 ± 0.16 | 95.76 ± 0.12 | 95.26 ± 0.13|
+   | **GCN-V**          | 93.02 ± 0.81 | 94.30 ± 0.15 | 96.09 ± 0.17 | 95.73 ± 0.07 |
+   | **GIN**          | 93.26 ± 0.23 | 94.17 ± 0.19 | 96.34 ± 0.15 | 95.95 ± 0.13 |
+   | **GIN-V**           | 92.77 ± 0.66 | 94.54 ± 0.12 | 96.64 ± 0.10 | 96.36 ± 0.10 |
+
+
+
+
+## References
+
+* [1] Hu et al. [Open Graph Benchmark: Datasets for Machine Learning on Graphs](https://arxiv.org/pdf/2005.00687.pdf), NeurIPS 2020.
+* [2] Kipf and Welling. [Semi-Supervised Classification with Graph Convolutional Networks](https://arxiv.org/pdf/1609.02907.pdf), ICLR 2017.
+* [3] Xu et al. [How Powerful are Graph Neural Networks?](https://arxiv.org/pdf/1810.00826.pdf), ICLR 2019.
+* [4] Gilmer et al. [Neural Message Passing for Quantum Chemistry](https://arxiv.org/pdf/1704.01212.pdf), ICML 2017.
+
+Please leave an issue if you have any trouble running the code.
+
+
+Author: Veronika Thost
diff --git a/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore b/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..86d0cb2726c6c7c179b99520c452dd1b68e7a813
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e325273a10002d97dc3f43449a0ba76a232b78bf
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv.gz
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--- /dev/null
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e03e2191d8f0ee228b02caf356d8e54075dd6470
--- /dev/null
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz
new file mode 100644
index 0000000000000000000000000000000000000000..1d1c652c6247124dbe015919619a002e52116b05
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84c82c098be4d33d7e2ac03745e1f6fc68b43f6cef9918efbdcbfe0dfc7cd985
+size 314030
diff --git a/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore b/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..86d0cb2726c6c7c179b99520c452dd1b68e7a813
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv b/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..121b78784d97884aef1ed5f1b2a6f67ce0c41e03
--- /dev/null
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diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv.gz
new file mode 100644
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\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv b/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv
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diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv.gz
new file mode 100644
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--- /dev/null
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+version https://git-lfs.github.com/spec/v1
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+size 41340
diff --git a/model-experiments/gnn-based-experiments/data/Python800/raw/.gitignore b/model-experiments/gnn-based-experiments/data/Python800/raw/.gitignore
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+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv b/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv
new file mode 100644
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diff --git a/model-experiments/gnn-based-experiments/data/small/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/small/split/random/train.csv.gz
new file mode 100644
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--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/small/split/random/train.csv.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1168
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new file mode 100644
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diff --git a/model-experiments/gnn-based-experiments/data/small/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/small/split/random/valid.csv.gz
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b250d8c76c2a636cbefd7b76e8cea0aa014eeb22226fe88cf0a637bbd3e57a31
+size 419
diff --git a/model-experiments/gnn-based-experiments/img/ast.png b/model-experiments/gnn-based-experiments/img/ast.png
new file mode 100644
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diff --git a/model-experiments/gnn-based-experiments/img/spt_augmented.pdf b/model-experiments/gnn-based-experiments/img/spt_augmented.pdf
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new file mode 100644
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--- /dev/null
+++ b/model-experiments/gnn-based-experiments/img/spt_augmented.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81381149d0545ab874a759fb6cdd241fa2cd4b8bcf1935208060052e4a74e79f
+size 50037
diff --git a/model-experiments/gnn-based-experiments/requirements.txt b/model-experiments/gnn-based-experiments/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eadca5b2002cea0f9d83a43f16ce30875c8cdffe
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/requirements.txt
@@ -0,0 +1,3 @@
+tqdm
+pandas
+ogb
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/run.sh b/model-experiments/gnn-based-experiments/run.sh
new file mode 100644
index 0000000000000000000000000000000000000000..010cb5f41c5180308e9fe9aeced4686bfa562c20
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/run.sh
@@ -0,0 +1,52 @@
+#!/usr/bin/env bash
+
+set -e
+
+source activate pyg
+
+PROJECT=$PWD
+
+# you can adapt these (to save on an external disk for example)
+DATA=$PROJECT/data
+SAVE=$PROJECT/saved_models
+
+DATASET=small
+MODEL=gcn
+
+LR=1e-3
+CLIP=0.25
+BATCHSIZE=80
+RUNS=10
+EPOCHS=1000
+LAY=5
+PAT=20
+
+export CUDA_VISIBLE_DEVICES=0
+export PYTHONPATH=$PYTHONPATH:$PROJECT
+
+echo "PYTHONPATH: ${PYTHONPATH}"
+echo started experiments
+
+cd src
+
+# name identifying the experiment
+NAME="${MODEL}_lr${LR}"
+
+CHECKPOINT=""
+
+for f in $SAVE/$NAME*; do
+    if [ -e "$f" ]; then
+      CHECKPOINT=`basename $f`
+      echo "checkpoint exists! $f"
+      echo "using: $CHECKPOINT"
+      break
+    fi
+done
+
+python main.py --gnn=$MODEL --drop_ratio=0 --lr=$LR  \
+      --num_layer=$LAY  --emb_dim=300 --batch_size=$BATCHSIZE --runs=$RUNS --epochs=$EPOCHS --num_workers=$BATCHSIZE --dataset=$DATASET \
+      --dir_data=$DATA  --dir_save=$SAVE --filename=$NAME --clip=$CLIP \
+      --checkpointing=1 --checkpoint=$CHECKPOINT --patience=$PAT
+
+echo "Run completed at:- "
+date
diff --git a/model-experiments/gnn-based-experiments/setup.sh b/model-experiments/gnn-based-experiments/setup.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c5e3fcf1e2384b6431d3a35faa07d7e5f766fff4
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/setup.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+
+if source activate pyg; then
+	:
+else
+	echo 'Creating environment pyg'
+	conda create -n pyg python=3.8 -y
+	source activate pyg
+fi
+
+# TODO 1: Install PyTorch
+#  use command for your system: https://pytorch.org/
+#  (scroll down to "INSTALL PYTORCH" and choose the parameters for your system)
+# e.g.
+# conda install pytorch==1.7.1 torchvision==0.8.2 torchaudio==0.7.2 cpuonly -c pytorch
+
+
+# TODO 2: Install PyTorch Geometric (after having installed pytorch)
+#  see PyTorch Geometric's installation instructions: https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html
+#CUDA=
+#TORCH=
+#pip install torch-scatter -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-sparse -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-cluster -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-spline-conv -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-geometric
diff --git a/model-experiments/gnn-based-experiments/src/__init__.py b/model-experiments/gnn-based-experiments/src/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/model-experiments/gnn-based-experiments/src/data/__init__.py b/model-experiments/gnn-based-experiments/src/data/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/model-experiments/gnn-based-experiments/src/data/data_parallel.py b/model-experiments/gnn-based-experiments/src/data/data_parallel.py
new file mode 100644
index 0000000000000000000000000000000000000000..b4855f785d918d3d8edc17aeffe161067e58cf40
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/data_parallel.py
@@ -0,0 +1,84 @@
+# adaptation of pytorch-geometrics DataParallel to support also CPU
+
+import warnings
+from itertools import chain
+
+import torch
+from torch_geometric.data import Batch
+
+
+class DataParallel(torch.nn.DataParallel):
+    r"""Implements data parallelism at the module level.
+
+    This container parallelizes the application of the given :attr:`module` by
+    splitting a list of :class:`torch_geometric.data.Data` objects and copying
+    them as :class:`torch_geometric.data.Batch` objects to each device.
+    In the forward pass, the module is replicated on each device, and each
+    replica handles a portion of the input.
+    During the backwards pass, gradients from each replica are summed into the
+    original module.
+
+    The batch size should be larger than the number of GPUs used.
+
+    The parallelized :attr:`module` must have its parameters and buffers on
+    :obj:`device_ids[0]`.
+
+    .. note::
+
+        You need to use the :class:`torch_geometric.data.DataListLoader` for
+        this module.
+
+    Args:
+        module (Module): Module to be parallelized.
+        device_ids (list of int or torch.device): CUDA devices.
+            (default: all devices)
+        output_device (int or torch.device): Device location of output.
+            (default: :obj:`device_ids[0]`)
+    """
+
+    def __init__(self, module, device_ids=None, output_device=None):
+        super(DataParallel, self).__init__(module, device_ids, output_device)
+        self.src_device = torch.device("cuda:{}".format(self.device_ids[0])) if torch.cuda.is_available() else torch.device("cpu")  # VT allow cpu
+
+    def forward(self, data_list):
+        """"""
+        if len(data_list) == 0:
+            warnings.warn('DataParallel received an empty data list, which '
+                          'may result in unexpected behaviour.')
+            return None
+
+        if not self.device_ids or len(self.device_ids) == 1:  # Fallback
+            data = data_list[0].to(self.src_device)
+            return self.module(data)
+
+        for t in chain(self.module.parameters(), self.module.buffers()):
+            if t.device != self.src_device:
+                raise RuntimeError(
+                    ('Module must have its parameters and buffers on device '
+                     '{} but found one of them on device {}.').format(
+                         self.src_device, t.device))
+
+        inputs = self.scatter(data_list, self.device_ids)
+        replicas = self.replicate(self.module, self.device_ids[:len(inputs)])
+        outputs = self.parallel_apply(replicas, inputs, None)
+        return self.gather(outputs, self.output_device)
+
+    def scatter(self, data_list, device_ids):
+        num_devices = min(len(device_ids), len(data_list))
+
+        # count = torch.tensor([data.num_nodes for data in data_list])
+        # cumsum = count.cumsum(0)
+        # cumsum = torch.cat([cumsum.new_zeros(1), cumsum], dim=0)
+        # device_id = num_devices * cumsum.to(torch.float) / cumsum[-1].item()
+        # device_id = (device_id[:-1] + device_id[1:]) / 2.0
+        # device_id = device_id.to(torch.long)  # round.
+        # split = device_id.bincount().cumsum(0)
+        # split = torch.cat([split.new_zeros(1), split], dim=0)
+        # split = torch.unique(split, sorted=True)
+        # split = split.tolist()
+
+        return [
+            data_list[i].to(
+                torch.device('cuda:{}'.format(device_ids[i])))
+            for i in range(num_devices)
+        ]
diff --git a/model-experiments/gnn-based-experiments/src/data/dataloader.py b/model-experiments/gnn-based-experiments/src/data/dataloader.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5a536473b41cf384978b2b49a2dfc842bf6f1ed
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/dataloader.py
@@ -0,0 +1,135 @@
+# adaptation of pytorch-geometrics DataLoader
+
+import torch
+from torch.utils.data.dataloader import default_collate
+
+from torch_geometric.data import Data, Batch
+from torch._six import container_abcs, string_classes, int_classes
+# from src.data.batch import Batch
+
+class Collater(object):
+    def __init__(self, follow_batch, ndevices):
+        self.follow_batch = follow_batch
+        self.ndevices = ndevices
+
+    def collate(self, batch):
+        elem = batch[0]
+        if isinstance(elem, Data):
+            data = batch
+            count = torch.tensor([data.num_nodes for data in data])
+            cumsum = count.cumsum(0)
+            cumsum = torch.cat([cumsum.new_zeros(1), cumsum], dim=0)
+            device_id = self.ndevices * cumsum.to(torch.float) / cumsum[-1].item()
+            device_id = (device_id[:-1] + device_id[1:]) / 2.0
+            device_id = device_id.to(torch.long)  # round.
+            split = device_id.bincount().cumsum(
+                0)  # Count the frequency of each value in an array of non-negative ints.
+            split = torch.cat([split.new_zeros(1), split], dim=0)
+            split = torch.unique(split, sorted=True)
+            split = split.tolist()
+
+            graphs = []
+            for i in range(len(split) - 1):
+                data1 = data[split[i]:split[i + 1]]
+                graph = Batch.from_data_list(data1, self.follow_batch)
+                graphs += [graph]
+
+            return graphs  #Batch.from_data_list(batch, self.follow_batch)
+        elif isinstance(elem, torch.Tensor):
+            return default_collate(batch)
+        elif isinstance(elem, float):
+            return torch.tensor(batch, dtype=torch.float)
+        elif isinstance(elem, int_classes):
+            return torch.tensor(batch)
+        elif isinstance(elem, string_classes):
+            return batch
+        elif isinstance(elem, container_abcs.Mapping):
+            return {key: self.collate([d[key] for d in batch]) for key in elem}
+        elif isinstance(elem, tuple) and hasattr(elem, '_fields'):
+            return type(elem)(*(self.collate(s) for s in zip(*batch)))
+        elif isinstance(elem, container_abcs.Sequence):
+            return [self.collate(s) for s in zip(*batch)]
+
+        raise TypeError('DataLoader found invalid type: {}'.format(type(elem)))
+
+    def __call__(self, batch):
+        return self.collate(batch)
+
+
+class DataLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a mini-batch.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch. (default: :obj:`False`)
+        follow_batch (list or tuple, optional): Creates assignment batch
+            vectors for each key in the list. (default: :obj:`[]`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, follow_batch=[], n_devices=1,
+                 **kwargs):
+        super(DataLoader,
+              self).__init__(dataset, batch_size, shuffle,
+                             collate_fn=Collater(follow_batch, n_devices), **kwargs)
+
+
+class DataListLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a python list.
+
+    .. note::
+
+        This data loader should be used for multi-gpu support via
+        :class:`torch_geometric.nn.DataParallel`.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch (default: :obj:`False`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, **kwargs):
+        super(DataListLoader, self).__init__(
+            dataset, batch_size, shuffle,
+            collate_fn=lambda data_list: data_list, **kwargs)
+
+
+class DenseCollater(object):
+    def collate(self, data_list):
+        batch = Batch()
+        for key in data_list[0].keys:
+            batch[key] = default_collate([d[key] for d in data_list])
+        return batch
+
+    def __call__(self, batch):
+        return self.collate(batch)
+
+
+class DenseDataLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a mini-batch.
+
+    .. note::
+
+        To make use of this data loader, all graphs in the dataset needs to
+        have the same shape for each its attributes.
+        Therefore, this data loader should only be used when working with
+        *dense* adjacency matrices.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch (default: :obj:`False`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, **kwargs):
+        super(DenseDataLoader, self).__init__(
+            dataset, batch_size, shuffle, collate_fn=DenseCollater(), **kwargs)
diff --git a/model-experiments/gnn-based-experiments/src/data/dataset.py b/model-experiments/gnn-based-experiments/src/data/dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..724a641c924e8ad1cc81151b272420092ede832b
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/dataset.py
@@ -0,0 +1,213 @@
+# adaptation of OGB's code to support our datasets
+
+from torch_geometric.data import InMemoryDataset
+import pandas as pd
+import shutil, os
+import os.path as osp
+import torch
+import numpy as np
+import ogb.graphproppred
+from ogb.utils.url import decide_download, download_url, extract_zip
+from ogb.io.read_graph_pyg import read_graph_pyg
+
+
+class PygGraphPropPredDataset(InMemoryDataset):
+    def __init__(self, name, root = 'dataset', transform=None, pre_transform = None, meta_dict = None):
+        '''
+            - name (str): name of the dataset
+            - root (str): root directory to store the dataset folder
+            - transform, pre_transform (optional): transform/pre-transform graph objects
+
+            - meta_dict: dictionary that stores all the meta-information about data. Default is None, 
+                    but when something is passed, it uses its information. Useful for debugging for external contributers.
+        ''' 
+
+        self.name = name ## original name, e.g., ogbg-molhiv
+        
+        if meta_dict is None:
+            self.dir_name = '_'.join(name.split('-')) 
+            
+            # check if previously-downloaded folder exists.
+            # If so, use that one.
+            if osp.exists(osp.join(root, self.dir_name + '_pyg')):
+                self.dir_name = self.dir_name + '_pyg'
+
+            self.original_root = root
+            self.root = osp.join(root, self.dir_name)
+            
+            master = pd.read_csv(os.path.join(os.path.dirname(ogb.graphproppred.__file__), 'master.csv'), index_col = 0)
+
+            if not self.name in master:
+                # we assume this is a dataset from Project Codenet and take over default settings from OGB
+                # print("Is this a proprietary code dataset? We assume so!!")
+                self.meta_info = master["ogbg-code2"]
+                self.meta_info['split'] = "random"
+                self.meta_info['task type'] = "multiclass classification"
+                self.meta_info['eval metric'] = "acc"
+                self.meta_info['num classes'] = max(pd.read_csv(self.root + "/raw/graph-label.csv.gz",
+                                                                compression='gzip', header=None).values.squeeze()) + 1
+                if os.path.exists(self.root + "/raw/edge_type.csv.gz"):
+                    self.meta_info['additional edge files'] = "edge_type"
+            else:
+                self.meta_info = master[self.name]
+            # print(self.meta_info)
+        else:
+            self.dir_name = meta_dict['dir_path']
+            self.original_root = ''
+            self.root = meta_dict['dir_path']
+            self.meta_info = meta_dict
+        
+        # check version
+        # First check whether the dataset has been already downloaded or not.
+        # If so, check whether the dataset version is the newest or not.
+        # If the dataset is not the newest version, notify this to the user. 
+        # if osp.isdir(self.root) and (not osp.exists(osp.join(self.root, 'RELEASE_v' + str(self.meta_info['version']) + '.txt'))):
+        #     print(self.name + ' has been updated.')
+        #     if input('Will you update the dataset now? (y/N)\n').lower() == 'y':
+        #         shutil.rmtree(self.root)
+
+        self.download_name = self.meta_info['download_name'] ## name of downloaded file, e.g., tox21
+
+        self.num_tasks = int(self.meta_info['num tasks'])
+        self.eval_metric = self.meta_info['eval metric']
+        self.task_type = self.meta_info['task type']
+        self.__num_classes__ = int(self.meta_info['num classes'])
+        self.binary = self.meta_info['binary'] == 'True'
+
+        super(PygGraphPropPredDataset, self).__init__(self.root, transform, pre_transform)
+
+        self.data, self.slices = torch.load(self.processed_paths[0])
+
+    def get_idx_split(self, split_type = None):
+        if split_type is None:
+            split_type = self.meta_info['split']
+            
+        path = osp.join(self.root, 'split', split_type)
+
+        # short-cut if split_dict.pt exists
+        if os.path.isfile(os.path.join(path, 'split_dict.pt')):
+            return torch.load(os.path.join(path, 'split_dict.pt'))
+
+        train_idx = pd.read_csv(osp.join(path, 'train.csv.gz'), compression='gzip', header = None).values.T[0]
+        valid_idx = pd.read_csv(osp.join(path, 'valid.csv.gz'), compression='gzip', header = None).values.T[0]
+        test_idx = pd.read_csv(osp.join(path, 'test.csv.gz'), compression='gzip', header = None).values.T[0]
+
+        return {'train': torch.tensor(train_idx, dtype = torch.long), 'valid': torch.tensor(valid_idx, dtype = torch.long), 'test': torch.tensor(test_idx, dtype = torch.long)}
+
+    @property
+    def num_classes(self):
+        return self.__num_classes__
+
+    @property
+    def raw_file_names(self):
+        if self.binary:
+            return ['data.npz']
+        else:
+            file_names = ['edge']
+            if self.meta_info['has_node_attr'] == 'True':
+                file_names.append('node-feat')
+            if self.meta_info['has_edge_attr'] == 'True':
+                file_names.append('edge-feat')
+            return [file_name + '.csv.gz' for file_name in file_names]
+
+    @property
+    def processed_file_names(self):
+        return 'geometric_data_processed.pt'
+
+    def download(self):
+        url = self.meta_info['url']
+        if decide_download(url):
+            path = download_url(url, self.original_root)
+            extract_zip(path, self.original_root)
+            os.unlink(path)
+            shutil.rmtree(self.root)
+            shutil.move(osp.join(self.original_root, self.download_name), self.root)
+
+        else:
+            print('Stop downloading.')
+            shutil.rmtree(self.root)
+            exit(-1)
+
+    def process(self):
+        ### read pyg graph list
+        add_inverse_edge = self.meta_info['add_inverse_edge'] == 'True'
+
+        if self.meta_info['additional node files'] == 'None':
+            additional_node_files = []
+        else:
+            additional_node_files = self.meta_info['additional node files'].split(',')
+
+        if self.meta_info['additional edge files'] == 'None':
+            additional_edge_files = []
+        else:
+            additional_edge_files = self.meta_info['additional edge files'].split(',')
+
+        data_list = read_graph_pyg(self.raw_dir, add_inverse_edge = add_inverse_edge, additional_node_files = additional_node_files, additional_edge_files = additional_edge_files, binary=self.binary)
+
+        if self.task_type == 'subtoken prediction':
+            graph_label_notparsed = pd.read_csv(osp.join(self.raw_dir, 'graph-label.csv.gz'), compression='gzip', header = None).values
+            graph_label = [str(graph_label_notparsed[i][0]).split(' ') for i in range(len(graph_label_notparsed))]
+
+            for i, g in enumerate(data_list):
+                g.y = graph_label[i]
+
+        else:
+            if self.binary:
+                graph_label = np.load(osp.join(self.raw_dir, 'graph-label.npz'))['graph_label']
+            else:
+                graph_label = pd.read_csv(osp.join(self.raw_dir, 'graph-label.csv.gz'), compression='gzip', header = None).values
+
+            has_nan = np.isnan(graph_label).any()
+
+            for i, g in enumerate(data_list):
+                if 'classification' in self.task_type:
+                    if has_nan:
+                        g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.float32)
+                    else:
+                        g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.long)
+                else:
+                    g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.float32)
+
+        if self.pre_transform is not None:
+            data_list = [self.pre_transform(data) for data in data_list]
+
+        data, slices = self.collate(data_list)
+
+        print('Saving...')
+        torch.save((data, slices), self.processed_paths[0])
+
+
+if __name__ == '__main__':
+    # pyg_dataset = PygGraphPropPredDataset(name = 'ogbg-molpcba')
+    # print(pyg_dataset.num_classes)
+    # split_index = pyg_dataset.get_idx_split()
+    # print(pyg_dataset)
+    # print(pyg_dataset[0])
+    # print(pyg_dataset[0].y)
+    # print(pyg_dataset[0].y.dtype)
+    # print(pyg_dataset[0].edge_index)
+    # print(pyg_dataset[split_index['train']])
+    # print(pyg_dataset[split_index['valid']])
+    # print(pyg_dataset[split_index['test']])
+
+    pyg_dataset = PygGraphPropPredDataset(name = 'ogbg-code2')
+    print(pyg_dataset.num_classes)
+    split_index = pyg_dataset.get_idx_split()
+    print(pyg_dataset[0])
+    # print(pyg_dataset[0].node_is_attributed)
+    print([pyg_dataset[i].x[1] for i in range(100)])
+    # print(pyg_dataset[0].y)
+    # print(pyg_dataset[0].edge_index)
+    print(pyg_dataset[split_index['train']])
+    print(pyg_dataset[split_index['valid']])
+    print(pyg_dataset[split_index['test']])
+
+    # from torch_geometric.data import DataLoader
+    # loader = DataLoader(pyg_dataset, batch_size=32, shuffle=True)
+    # for batch in loader:
+    #     print(batch)
+    #     print(batch.y)
+    #     print(len(batch.y))
+
+    #     exit(-1)
+
diff --git a/model-experiments/gnn-based-experiments/src/main.py b/model-experiments/gnn-based-experiments/src/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..f63c2a59d23f30b9d9a180419b197a309a6d8181
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/main.py
@@ -0,0 +1,321 @@
+# adapted https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/main_pyg.py
+import argparse
+import random
+import numpy as np
+import torch.optim as optim
+import pandas as pd
+import torch.multiprocessing
+from torchvision import transforms
+from tqdm import tqdm
+from ogb.graphproppred import Evaluator
+
+from src.utils import augment_edge, ASTNodeEncoder
+from src.model.gnn import GNN
+from src.data.dataset import PygGraphPropPredDataset
+from src.data.dataloader import DataLoader
+from src.data.data_parallel import DataParallel
+# make sure summary_report is imported after src.utils (also from dependencies)
+from src.utils_file import *
+
+
+torch.multiprocessing.set_sharing_strategy('file_system')
+multicls_criterion = torch.nn.CrossEntropyLoss()
+
+path = os.path.abspath(__file__)
+path = path[:path.rindex("/")] + "/../"
+PATH = os.path.abspath(path)
+
+
+def train(model, device, loader, optimizer, args, evaluator):
+    model.train()
+
+    y_true = []
+    y_pred = []
+    loss_accum = 0
+    for step, batch in enumerate(tqdm(loader, desc="Iteration")):
+        # one b(atch) per device
+        batch = [b for b in batch if not b.x.shape[0] == 1 and not b.batch[-1] == 0]
+        if batch:
+            pred = model(batch)
+            optimizer.zero_grad()
+
+            trg = torch.cat([b.y.to(device) for b in batch], dim=0)
+            loss = multicls_criterion(pred, trg.to(torch.long).view(-1,))
+            loss.backward()
+            if args.clip > 0:
+                torch.nn.utils.clip_grad_norm(model.parameters(), args.clip)
+            optimizer.step()
+
+            loss_accum += loss.item()
+
+            y_true.append(trg.view(-1,1).detach().cpu())
+            y_pred.append(torch.argmax(pred.detach(), dim=1).view(-1, 1).cpu())
+
+    y_true = torch.cat(y_true, dim=0).numpy()
+    y_pred = torch.cat(y_pred, dim=0).numpy()
+    # print(y_true)
+    # print(y_pred)
+    input_dict = {"y_true": y_true, "y_pred": y_pred}
+    return loss_accum / (step + 1), evaluator.eval(input_dict)
+
+
+def eval(model, device, loader, evaluator):
+    model.eval()
+
+    y_true = []
+    y_pred = []
+    for step, batch in enumerate(tqdm(loader, desc="Iteration")):
+        # one b(atch) per device
+        batch = [b for b in batch if not b.x.shape[0] == 1]
+        if batch:
+            with torch.no_grad():
+                pred = model(batch)
+
+            y_true += [b.y.view(-1, 1).detach().cpu() for b in batch]
+            y_pred.append(torch.argmax(pred.detach(), dim=1).view(-1, 1).cpu())
+
+    y_pred = torch.cat(y_pred, dim=0)
+    y_true = torch.cat(y_true, dim=0).view(y_pred.shape)
+    y_true = y_true.numpy()
+    y_pred = y_pred.numpy()
+    # print(y_true)
+    # print(y_pred)
+    input_dict = {"y_true": y_true, "y_pred": y_pred}
+
+    return evaluator.eval(input_dict)
+
+
+def main():
+    parser = argparse.ArgumentParser(description='GNN baselines on Project Codenet data with Pytorch Geometrics')
+    parser.add_argument('--device', type=int, default=0,
+                        help='which gpu to use if any (default: 0)')
+    parser.add_argument('--gnn', type=str, default="gcn",
+                        help='GNN gin, gin-virtual, or gcn, or gcn-virtual (default: gcn), ...')
+    parser.add_argument('--drop_ratio', type=float, default=0,
+                        help='dropout ratio (default: 0)')
+    parser.add_argument('--num_layer', type=int, default=5,
+                        help='number of GNN message passing layers (default: 5)')
+    parser.add_argument('--emb_dim', type=int, default=300,
+                        help='dimensionality of hidden units in GNNs (default: 300)')
+    parser.add_argument('--feat_nums', type=str, default="",
+                        help='comma separated string containing number of categories per feature '
+                             '(default: "", meaning "let it be computed")')
+    parser.add_argument('--batch_size', type=int, default=80,
+                        help='input batch size for training (default: 128)')
+    parser.add_argument('--epochs', type=int, default=1000,
+                        help='number of epochs to train (default: 1000)')
+    parser.add_argument('--num_workers', type=int, default=0,
+                        help='number of workers (default: 0)')
+    parser.add_argument('--dataset', type=str, default="small", choices={"small","Java250", "Python800", "C++1000", "C++1400"},
+                        help='dataset name (default: python1k)')
+
+    parser.add_argument('--filename', type=str, default="test",
+                        help='filename to output result (default: test)')
+
+    parser.add_argument('--dir_data', type=str, default=os.path.join(PATH, 'data'),
+                        help='directory where data should be stored (default: REPOSITORY/data)')
+    parser.add_argument('--dir_results', type=str, default=os.path.join(PATH, 'results'),
+                        help='results directory (default: REPOSITORY/results)')
+    parser.add_argument('--dir_save', default=os.path.join(PATH, 'saved_models'),
+                        help='directory to save checkpoints in (default: REPOSITORY/saved_models)')
+    parser.add_argument('--checkpointing', default=0, type=int, choices=[0, 1],
+                        help='if you want to use checkpointing (1) or not (0) (default: 0)')
+    parser.add_argument('--checkpoint', default="",
+                        help='path of checkpoint if any')
+    parser.add_argument('--runs', default=10, type=int,
+                        help='number of runs (default: 10)')
+    parser.add_argument('--clip', default=0, type=float,
+                        help='clipping value if gradient clipping should be uses (default: 0) ')
+    parser.add_argument('--lr', default=1e-3, type=float,
+                        help='learning rate (default: 1e-3)')
+    parser.add_argument('--patience', default=20, type=float,
+                        help='patience (default: 20)')
+    ###
+
+    args = parser.parse_args()
+    device = torch.device("cuda:" + str(args.device)) if torch.cuda.is_available() else torch.device("cpu")
+
+    os.makedirs(args.dir_results, exist_ok=True)
+    os.makedirs(args.dir_save, exist_ok=True)
+
+    save_args(args, os.path.join(args.dir_results, "a_" + args.filename + '.csv'))
+
+    train_file = os.path.join(args.dir_results, 'd_' + args.filename + '.csv')
+    if not os.path.exists(train_file):
+        with open(train_file, 'w') as f:
+            f.write("run,e,loss,tr_acc,va_acc,te_acc\n")
+    res_file = os.path.join(args.dir_results, args.filename + '.csv')
+    if not os.path.exists(res_file):
+        with open(res_file, 'w') as f:
+            f.write("r,e,tr_acc,va_acc,te_acc\n")  # run, epoch, best results according to validation
+
+    ### dataloading and splitting
+    dataset = PygGraphPropPredDataset(name=args.dataset, root=os.path.abspath("../data") if args.dir_data is None else args.dir_data)
+    print("Data loading done!")
+    split_idx = dataset.get_idx_split()
+
+    assert dataset[0].num_node_features <= args.emb_dim
+
+    ### set the transform function
+    # augment_edge: add next-token edge as well as inverse edges. add edge attributes.
+    net = max(dataset.data.edge_type).item()+1 if hasattr(dataset.data, "edge_type") else 0
+    dataset.transform = transforms.Compose([lambda data: augment_edge(data, net)])
+
+    ### automatic acc evaluator. takes some dataset name as input
+    evaluator = Evaluator("ogbg-ppa")
+
+    edim = args.emb_dim
+    dims = []
+    dataset.data.x.abs_()  # ensure no negative -- should not be in there anyway
+    if not args.feat_nums:  # need to find out
+        for d in range(dataset.data.num_node_features):
+            dims += [max(dataset.data.x[:, d]).item() + 1]
+    else:
+        dims = [int(s) for s in args.feat_nums.split(",")]
+
+    ### Encode node features into emb_dim vectors.
+    node_encoder = ASTNodeEncoder(edim, max_depth=20, enc_dims=dims)
+
+    start_run = 1
+    checkpoint_fn = ""
+    train_results, valid_results, test_results = [], [], []     # on run level
+
+    if args.checkpointing and args.checkpoint:
+        s = args.checkpoint[:-3].split("_")
+        start_run = int(s[-2])
+        start_epoch = int(s[-1]) + 1
+
+        checkpoint_fn = os.path.join(args.dir_save, args.checkpoint)  # need to remove it in any case
+
+        if start_epoch > args.epochs:  # DISCARD checkpoint's model (ie not results), need a new model!
+            args.checkpoint = ""
+            start_run += 1
+
+            results = load_checkpoint_results(checkpoint_fn)
+            train_results, valid_results, test_results, train_curve, valid_curve, test_curve = results
+
+    # start
+    for run in range(start_run, args.runs + 1):
+        # run-specific settings & data splits
+        torch.manual_seed(run)
+        random.seed(run)
+        np.random.seed(run)
+        if torch.cuda.is_available():
+            torch.cuda.manual_seed(run)
+            torch.backends.cudnn.benchmark = True
+            # torch.backends.cudnn.deterministic = True
+            # torch.backends.cudnn.benchmark = False
+
+        n_devices = torch.cuda.device_count() if torch.cuda.device_count() > 0 else 1
+        train_loader = DataLoader(dataset[split_idx["train"]], batch_size=args.batch_size, shuffle=True,
+                                  num_workers = args.num_workers, n_devices=n_devices)
+        valid_loader = DataLoader(dataset[split_idx["valid"]], batch_size=args.batch_size, shuffle=False,
+                                  num_workers=args.num_workers, n_devices=n_devices)
+        test_loader = DataLoader(dataset[split_idx["test"]], batch_size=args.batch_size, shuffle=False,
+                                 num_workers=args.num_workers, n_devices=n_devices)
+
+        start_epoch = 1
+
+        # model etc.
+        model = init_model(args, node_encoder, numclass=dataset.num_classes, edge_attr_dim=net+2)
+
+        print("Let's use", torch.cuda.device_count(), "GPUs! -- DataParallel running also on CPU only")
+        device_ids = list(range(torch.cuda.device_count())) if torch.cuda.device_count() > 0 else None
+        model = DataParallel(model, device_ids)
+        model.to(device)
+
+        optimizer = optim.Adam(model.parameters(), lr=args.lr)
+
+        # overwrite some settings
+        if args.checkpointing and args.checkpoint:
+            # signal that it has been used
+            args.checkpoint = ""
+
+            results, start_epoch, model, optimizer = load_checkpoint(checkpoint_fn, model, optimizer)
+            train_results, valid_results, test_results, train_curve, valid_curve, test_curve = results
+            start_epoch += 1
+        else:
+            valid_curve, test_curve, train_curve = [], [], []
+
+        # start new epoch
+        for epoch in range(start_epoch, args.epochs + 1):
+            old_checkpoint_fn = checkpoint_fn
+            checkpoint_fn = '%s.pt' % os.path.join(args.dir_save, args.filename + "_" + str(run) + "_" + str(epoch))
+
+            print("=====Run {}, Epoch {}".format(run, epoch))
+            loss, train_perf = train(model, device, train_loader, optimizer, args, evaluator)
+            valid_perf = eval(model, device, valid_loader, evaluator)
+            test_perf = eval(model, device, test_loader, evaluator)
+
+            print({'Train': train_perf, 'Validation': valid_perf, 'Test': test_perf})
+            with open(train_file, 'a') as f:
+                f.write("{},{},{:.4f},{:.4f},{:.4f},{:.4f}\n".format(run, epoch, loss, train_perf[dataset.eval_metric], valid_perf[dataset.eval_metric], test_perf[dataset.eval_metric]))
+
+            train_curve.append(train_perf[dataset.eval_metric])
+            valid_curve.append(valid_perf[dataset.eval_metric])
+            test_curve.append(test_perf[dataset.eval_metric])
+
+            if args.checkpointing:
+                create_checkpoint(checkpoint_fn, epoch, model, optimizer, (train_results, valid_results, test_results, train_curve, valid_curve, test_curve))
+                if run > 1 or epoch > 1:
+                    remove_checkpoint(old_checkpoint_fn)
+
+            best_val_epoch = np.argmax(np.array(valid_curve))
+            if args.patience > 0 and best_val_epoch + 1 + args.patience < epoch:
+                print("Early stopping!")
+                break
+
+        print('Finished training for run {} !'.format(run)+"*"*20)
+        print('Best validation score: {}'.format(valid_curve[best_val_epoch]))
+        print('Test score: {}'.format(test_curve[best_val_epoch]))
+
+        with open(res_file, 'a') as f:
+            results = [run, best_val_epoch, train_curve[best_val_epoch], valid_curve[best_val_epoch],test_curve[best_val_epoch]]
+            f.writelines(",".join([str(v) for v in results]) + "\n")
+
+        train_results += [train_curve[best_val_epoch]]
+        valid_results += [valid_curve[best_val_epoch]]
+        test_results += [test_curve[best_val_epoch]]
+
+        results = list(summary_report(train_results)) + list(summary_report(valid_results)) + list(summary_report(test_results))
+        # with open(res_file, 'a') as f:
+        #     f.writelines(str(run)+ ",_," + ",".join([str(v) for v in results]) + "\n")
+        print(",".join([str(v) for v in results]))
+
+    results = list(summary_report(train_results)) + list(summary_report(valid_results)) + list(summary_report(test_results))
+    with open(res_file, 'a') as f:
+        f.writelines(str(run) + ",_," + ",".join([str(v) for v in results]) + "\n")
+        # print(",".join([str(v) for v in results]))
+
+    # we might want to add runs later
+    # if args.checkpointing:
+    #     remove_checkpoint(checkpoint_fn)
+
+
+def init_model(args, node_encoder, numclass=275, edge_attr_dim=2):
+    # this was only relevant for regression version
+    n, m = 1, 1
+    if args.gnn == 'gin':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gin', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=False, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gin-virtual':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gin', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=True, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gcn':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gcn', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=False, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gcn-virtual':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gcn', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=True, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    else:
+        raise ValueError('Invalid GNN type')
+
+    return model
+
+
+if __name__ == "__main__":
+    main()
diff --git a/model-experiments/gnn-based-experiments/src/model/__init__.py b/model-experiments/gnn-based-experiments/src/model/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/model-experiments/gnn-based-experiments/src/model/conv.py b/model-experiments/gnn-based-experiments/src/model/conv.py
new file mode 100644
index 0000000000000000000000000000000000000000..f6c7a74272c1b09a2ca6ac377d064f166edf4636
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/model/conv.py
@@ -0,0 +1,243 @@
+# code from https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/conv.py
+import torch
+from torch_geometric.nn import MessagePassing
+import torch.nn.functional as F
+from torch_geometric.nn import global_mean_pool, global_add_pool
+from torch_geometric.utils import degree
+
+import math
+
+### GIN convolution along the graph structure
+class GINConv(MessagePassing):
+    def __init__(self, emb_dim, edge_attr_dim):
+        '''
+            emb_dim (int): node embedding dimensionality
+        '''
+
+        super(GINConv, self).__init__(aggr = "add")
+
+        self.mlp = torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), torch.nn.Linear(2*emb_dim, emb_dim))
+        self.eps = torch.nn.Parameter(torch.Tensor([0]))
+        
+        # edge_attr is two dimensional after augment_edge transformation
+        self.edge_encoder = torch.nn.Linear(edge_attr_dim, emb_dim)
+
+    def forward(self, x, edge_index, edge_attr):
+        edge_embedding = self.edge_encoder(edge_attr)    
+        out = self.mlp((1 + self.eps) *x + self.propagate(edge_index, x=x, edge_attr=edge_embedding))
+    
+        return out
+
+    def message(self, x_j, edge_attr):
+        return F.relu(x_j + edge_attr)
+        
+    def update(self, aggr_out):
+        return aggr_out
+
+### GCN convolution along the graph structure
+class GCNConv(MessagePassing):
+    def __init__(self, emb_dim, edge_attr_dim):
+        super(GCNConv, self).__init__(aggr='add')
+
+        self.linear = torch.nn.Linear(emb_dim, emb_dim)
+        self.root_emb = torch.nn.Embedding(1, emb_dim)
+
+        # edge_attr is two dimensional after augment_edge transformation
+        self.edge_encoder = torch.nn.Linear(edge_attr_dim, emb_dim)
+
+    def forward(self, x, edge_index, edge_attr):
+        x = self.linear(x)
+        edge_embedding = self.edge_encoder(edge_attr)
+
+        row, col = edge_index
+
+        #edge_weight = torch.ones((edge_index.size(1), ), device=edge_index.device)
+        deg = degree(row, x.size(0), dtype = x.dtype) + 1
+        deg_inv_sqrt = deg.pow(-0.5)
+        deg_inv_sqrt[deg_inv_sqrt == float('inf')] = 0
+
+        norm = deg_inv_sqrt[row] * deg_inv_sqrt[col]
+
+        return self.propagate(edge_index, x=x, edge_attr = edge_embedding, norm=norm) + F.relu(x + self.root_emb.weight) * 1./deg.view(-1,1)
+
+    def message(self, x_j, edge_attr, norm):
+        return norm.view(-1, 1) * F.relu(x_j + edge_attr)
+
+    def update(self, aggr_out):
+        return aggr_out
+
+
+### GNN to generate node embedding
+class GNN_node(torch.nn.Module):
+    """
+    Output:
+        node representations
+    """
+    def __init__(self, num_layer, emb_dim, node_encoder, drop_ratio = 0.5, JK = "last", residual = False, gnn_type = 'gin', edge_attr_dim=2):
+        '''
+            emb_dim (int): node embedding dimensionality
+            num_layer (int): number of GNN message passing layers
+
+        '''
+
+        super(GNN_node, self).__init__()
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        ### add residual connection or not
+        self.residual = residual
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        self.node_encoder = node_encoder
+
+        ###List of GNNs
+        self.convs = torch.nn.ModuleList()
+        self.batch_norms = torch.nn.ModuleList()
+
+        for layer in range(num_layer):
+            if gnn_type == 'gin':
+                self.convs.append(GINConv(emb_dim, edge_attr_dim))
+            elif gnn_type == 'gcn':
+                self.convs.append(GCNConv(emb_dim, edge_attr_dim))
+            else:
+                ValueError('Undefined GNN type called {}'.format(gnn_type))
+                
+            self.batch_norms.append(torch.nn.BatchNorm1d(emb_dim))
+
+    def forward(self, batched_data):
+        x, edge_index, edge_attr, node_depth, batch = batched_data.x, batched_data.edge_index, batched_data.edge_attr, batched_data.node_depth, batched_data.batch
+
+
+        ### computing input node embedding
+
+        h_list = [self.node_encoder(x, node_depth.view(-1,))]
+        for layer in range(self.num_layer):
+
+            h = self.convs[layer](h_list[layer], edge_index, edge_attr)
+            h = self.batch_norms[layer](h)
+
+            if layer == self.num_layer - 1:
+                #remove relu for the last layer
+                h = F.dropout(h, self.drop_ratio, training = self.training)
+            else:
+                h = F.dropout(F.relu(h), self.drop_ratio, training = self.training)
+
+            if self.residual:
+                h += h_list[layer]
+
+            h_list.append(h)
+
+        ### Different implementations of Jk-concat
+        if self.JK == "last":
+            node_representation = h_list[-1]
+        elif self.JK == "sum":
+            node_representation = 0
+            for layer in range(self.num_layer):
+                node_representation += h_list[layer]
+
+        return node_representation
+
+
+### Virtual GNN to generate node embedding
+class GNN_node_Virtualnode(torch.nn.Module):
+    """
+    Output:
+        node representations
+    """
+    def __init__(self, num_layer, emb_dim, node_encoder, drop_ratio = 0.5, JK = "last", residual = False, gnn_type = 'gin', edge_attr_dim=2):
+        '''
+            emb_dim (int): node embedding dimensionality
+        '''
+
+        super(GNN_node_Virtualnode, self).__init__()
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        ### add residual connection or not
+        self.residual = residual
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        self.node_encoder = node_encoder
+
+        ### set the initial virtual node embedding to 0.
+        self.virtualnode_embedding = torch.nn.Embedding(1, emb_dim)
+        torch.nn.init.constant_(self.virtualnode_embedding.weight.data, 0)
+
+        ### List of GNNs
+        self.convs = torch.nn.ModuleList()
+        ### batch norms applied to node embeddings
+        self.batch_norms = torch.nn.ModuleList()
+
+        ### List of MLPs to transform virtual node at every layer
+        self.mlp_virtualnode_list = torch.nn.ModuleList()
+
+        for layer in range(num_layer):
+            if gnn_type == 'gin':
+                self.convs.append(GINConv(emb_dim, edge_attr_dim))
+            elif gnn_type == 'gcn':
+                self.convs.append(GCNConv(emb_dim, edge_attr_dim))
+            else:
+                ValueError('Undefined GNN type called {}'.format(gnn_type))
+
+            self.batch_norms.append(torch.nn.BatchNorm1d(emb_dim))
+
+        for layer in range(num_layer - 1):
+            self.mlp_virtualnode_list.append(torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), \
+                                                    torch.nn.Linear(2*emb_dim, emb_dim), torch.nn.BatchNorm1d(emb_dim), torch.nn.ReLU()))
+
+
+    def forward(self, batched_data):
+
+        x, edge_index, edge_attr, node_depth, batch = batched_data.x, batched_data.edge_index, batched_data.edge_attr, batched_data.node_depth, batched_data.batch
+
+        ### virtual node embeddings for graphs
+        virtualnode_embedding = self.virtualnode_embedding(torch.zeros(batch[-1].item() + 1).to(edge_index.dtype).to(edge_index.device))
+
+        h_list = [self.node_encoder(x, node_depth.view(-1,))]
+        for layer in range(self.num_layer):
+            ### add message from virtual nodes to graph nodes
+            h_list[layer] = h_list[layer] + virtualnode_embedding[batch]
+
+            ### Message passing among graph nodes
+            h = self.convs[layer](h_list[layer], edge_index, edge_attr)
+
+            h = self.batch_norms[layer](h)
+            if layer == self.num_layer - 1:
+                #remove relu for the last layer
+                h = F.dropout(h, self.drop_ratio, training = self.training)
+            else:
+                h = F.dropout(F.relu(h), self.drop_ratio, training = self.training)
+
+            if self.residual:
+                h = h + h_list[layer]
+
+            h_list.append(h)
+
+            ### update the virtual nodes
+            if layer < self.num_layer - 1:
+                ### add message from graph nodes to virtual nodes
+                virtualnode_embedding_temp = global_add_pool(h_list[layer], batch) + virtualnode_embedding
+                ### transform virtual nodes using MLP
+
+                if self.residual:
+                    virtualnode_embedding = virtualnode_embedding + F.dropout(self.mlp_virtualnode_list[layer](virtualnode_embedding_temp), self.drop_ratio, training = self.training)
+                else:
+                    virtualnode_embedding = F.dropout(self.mlp_virtualnode_list[layer](virtualnode_embedding_temp), self.drop_ratio, training = self.training)
+
+        ### Different implementations of Jk-concat
+        if self.JK == "last":
+            node_representation = h_list[-1]
+        elif self.JK == "sum":
+            node_representation = 0
+            for layer in range(self.num_layer):
+                node_representation += h_list[layer]
+        
+        return node_representation
+
+
+if __name__ == "__main__":
+    pass
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/src/model/gnn.py b/model-experiments/gnn-based-experiments/src/model/gnn.py
new file mode 100644
index 0000000000000000000000000000000000000000..284561475351b4c84fc0846b3ce2e3f7cd6a121e
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/model/gnn.py
@@ -0,0 +1,98 @@
+# code form https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/gnn.py
+import torch
+from torch_geometric.nn import MessagePassing
+from torch_geometric.nn import global_add_pool, global_mean_pool, global_max_pool, GlobalAttention, Set2Set
+import torch.nn.functional as F
+from torch_geometric.nn.inits import uniform
+
+from src.model.conv import GNN_node, GNN_node_Virtualnode
+
+from torch_scatter import scatter_mean
+
+class GNN(torch.nn.Module):
+
+    def __init__(self, num_vocab, max_seq_len, node_encoder, num_layer = 5, emb_dim = 300, 
+                    gnn_type = 'gin', virtual_node = True, residual = False, drop_ratio = 0.5, JK = "last", graph_pooling = "mean", num_class=0, edge_attr_dim=2):
+        '''
+            num_tasks (int): number of labels to be predicted
+            virtual_node (bool): whether to add virtual node or not
+        '''
+
+        super(GNN, self).__init__()
+
+        self.num_class = num_class # if we do classification
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        self.emb_dim = emb_dim
+        self.num_vocab = num_vocab
+        self.max_seq_len = max_seq_len
+        self.graph_pooling = graph_pooling
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        ### GNN to generate node embeddings
+        if virtual_node:
+            self.gnn_node = GNN_node_Virtualnode(num_layer, emb_dim, node_encoder, JK = JK, drop_ratio = drop_ratio, residual = residual, gnn_type = gnn_type, edge_attr_dim=edge_attr_dim)
+        else:
+            self.gnn_node = GNN_node(num_layer, emb_dim, node_encoder, JK = JK, drop_ratio = drop_ratio, residual = residual, gnn_type = gnn_type, edge_attr_dim=edge_attr_dim)
+
+
+        ### Pooling function to generate whole-graph embeddings
+        if self.graph_pooling == "sum":
+            self.pool = global_add_pool
+        elif self.graph_pooling == "mean":
+            self.pool = global_mean_pool
+        elif self.graph_pooling == "max":
+            self.pool = global_max_pool
+        elif self.graph_pooling == "attention":
+            self.pool = GlobalAttention(gate_nn = torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), torch.nn.Linear(2*emb_dim, 1)))
+        elif self.graph_pooling == "set2set":
+            self.pool = Set2Set(emb_dim, processing_steps = 2)
+        else:
+            raise ValueError("Invalid graph pooling type.")
+
+        self.graph_pred_linear_list = torch.nn.ModuleList()
+
+        if self.num_class > 0:
+            if graph_pooling == "set2set":
+                self.graph_pred_linear = torch.nn.Linear(2*self.emb_dim, self.num_class)
+            else:
+                self.graph_pred_linear = torch.nn.Linear(self.emb_dim, self.num_class)
+        else:
+            if graph_pooling == "set2set":
+                for i in range(max_seq_len):
+                     self.graph_pred_linear_list.append(torch.nn.Linear(2*emb_dim, self.num_vocab))
+
+            else:
+                if self.num_vocab == 1:
+                    self.graph_pred_linear_list.append(torch.nn.Sequential(
+                        torch.nn.Linear(emb_dim, self.num_vocab), torch.nn.ReLU()))
+                else:
+                    for i in range(max_seq_len):
+                         self.graph_pred_linear_list.append(torch.nn.Linear(emb_dim, self.num_vocab))
+
+
+    def forward(self, batched_data):
+        '''
+            Return:
+                A list of predictions.
+                i-th element represents prediction at i-th position of the sequence.
+        '''
+
+        h_node = self.gnn_node(batched_data)
+
+        h_graph = self.pool(h_node, batched_data.batch)
+
+        if self.num_class > 0:
+            return self.graph_pred_linear(h_graph)
+
+        pred_list = []
+        for i in range(self.max_seq_len):
+            pred_list.append(self.graph_pred_linear_list[i](h_graph))
+
+        return pred_list
+
+if __name__ == '__main__':
+    pass
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/src/utils.py b/model-experiments/gnn-based-experiments/src/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..c61631860401b1b74889587e402a370285cb3070
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/utils.py
@@ -0,0 +1,103 @@
+# adapted https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/utils.py
+import torch
+
+
+class ASTNodeEncoder(torch.nn.Module):
+    '''
+        Input:
+            x: default node feature.
+            depth: The depth of the node in the AST.
+
+        Output:
+            emb_dim-dimensional vector
+
+    '''
+    def __init__(self, emb_dim, max_depth, enc_dims=[]):
+        super(ASTNodeEncoder, self).__init__()
+
+        self.max_depth = max_depth
+        if enc_dims:
+            edim = emb_dim//(len(enc_dims) + 1)
+            l = [torch.nn.Embedding(n, edim) for n in enc_dims]
+            self.embs = torch.nn.ModuleList(l)
+            rest = emb_dim - (edim * (len(enc_dims) + 1))
+            self.depth_encoder = torch.nn.Embedding(self.max_depth + 1, edim+rest)
+        else:
+            self.embs = None
+            self.depth_encoder = torch.nn.Embedding(self.max_depth + 1, emb_dim)
+
+
+    def forward(self, x, depth):
+        depth[depth > self.max_depth] = self.max_depth
+        if self.embs is None:
+            return torch.cat([x, self.depth_encoder(depth)], dim=-1)
+        return torch.cat([enc(x[:, i]) for i, enc in enumerate(self.embs)]+[self.depth_encoder(depth)], dim=-1)
+
+
+# VT: with ourgraphs the below "AST" edges etc do not have to be AST edges but may be arbitray (data flow etc)
+def augment_edge(data, num_edge_type):
+    '''
+        Input:
+            data: PyG data object
+        Output:
+            data (edges are augmented in the following ways):
+                data.edge_index: Added next-token edge. The inverse edges were also added.
+                data.edge_attr (torch.Long):
+                    data.edge_attr[:,0]: whether it is a graph edge (0) for next-token edge (1)
+                    data.edge_attr[:,1]: whether it is original direction (0) or inverse direction (1)
+                    IF IN DATA: n types for graph edges
+                    data.edge_attr[:, 1+n]: types, n > 0
+
+    '''
+    if num_edge_type > 0:  # hasattr(data, "edge_type"):
+        # num_edge_type = max(data.edge_type).item()+1
+        idx = data.edge_type  ##.view(-1, 1)
+        edge_type = torch.zeros(idx.size()[0], num_edge_type).scatter_(1, idx, 1)
+        # y_one_hot = y_one_hot.view(*y.shape, -1)
+    else:
+        # num_edge_type = 0
+        edge_type = torch.zeros(data.edge_index.size()[1], 0)
+    # print(num_edge_type)
+
+    ##### AST edge
+    edge_index_ast = data.edge_index
+    edge_attr_ast = torch.zeros((edge_index_ast.size(1), 2))
+    if num_edge_type:
+        edge_attr_ast = torch.cat([edge_attr_ast, edge_type], dim=-1)
+
+    ##### Inverse AST edge
+    edge_index_ast_inverse = torch.stack([edge_index_ast[1], edge_index_ast[0]], dim = 0)
+    edge_attr_ast_inverse = torch.cat([torch.zeros(edge_index_ast_inverse.size(1), 1), torch.ones(edge_index_ast_inverse.size(1), 1)], dim = 1)
+    if num_edge_type:
+        edge_attr_ast_inverse = torch.cat([edge_attr_ast_inverse, edge_type], dim=-1)
+
+    ##### Next-token edge
+
+    ## Obtain attributed nodes and get their indices in dfs order
+    # attributed_node_idx = torch.where(data.node_is_attributed.view(-1,) == 1)[0]
+    # attributed_node_idx_in_dfs_order = attributed_node_idx[torch.argsort(data.node_dfs_order[attributed_node_idx].view(-1,))]
+
+    ## Since the nodes are already sorted in dfs ordering in our case, we can just do the following.
+    attributed_node_idx_in_dfs_order = torch.where(data.node_is_attributed.view(-1,) == 1)[0]
+
+    ## build next token edge
+    # Given: attributed_node_idx_in_dfs_order
+    #        [1, 3, 4, 5, 8, 9, 12]
+    # Output:
+    #    [[1, 3, 4, 5, 8, 9]
+    #     [3, 4, 5, 8, 9, 12]
+    edge_index_nextoken = torch.stack([attributed_node_idx_in_dfs_order[:-1], attributed_node_idx_in_dfs_order[1:]], dim = 0)
+    edge_attr_nextoken = torch.cat([torch.ones(edge_index_nextoken.size(1), 1), torch.zeros(edge_index_nextoken.size(1), 1+num_edge_type)], dim = 1)
+
+
+    ##### Inverse next-token edge
+    edge_index_nextoken_inverse = torch.stack([edge_index_nextoken[1], edge_index_nextoken[0]], dim = 0)
+    edge_attr_nextoken_inverse = torch.ones((edge_index_nextoken.size(1), 2))
+    if num_edge_type:
+        edge_attr_nextoken_inverse = torch.cat([edge_attr_nextoken_inverse, torch.zeros(edge_index_nextoken.size(1), num_edge_type)], dim = 1)
+
+
+    data.edge_index = torch.cat([edge_index_ast, edge_index_ast_inverse, edge_index_nextoken, edge_index_nextoken_inverse], dim = 1)
+    data.edge_attr = torch.cat([edge_attr_ast,   edge_attr_ast_inverse, edge_attr_nextoken,  edge_attr_nextoken_inverse], dim = 0)
+
+    return data
diff --git a/model-experiments/gnn-based-experiments/src/utils_file.py b/model-experiments/gnn-based-experiments/src/utils_file.py
new file mode 100644
index 0000000000000000000000000000000000000000..64a8a32dea6905486962f24f1c19533f8db6cac4
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/utils_file.py
@@ -0,0 +1,40 @@
+import os
+import torch
+import statistics
+
+
+def save_args(args, fn):
+    with open(fn, 'w') as f:
+        for k, v in args.__dict__.items():
+            f.write("{},{}\n".format(k, v))
+    print("saved args:", args)
+
+
+def summary_report(val_list):
+    return sum(val_list)/len(val_list), statistics.stdev(val_list) if len(val_list) > 1 else 0
+
+
+def create_checkpoint(checkpoint_fn, epoch, model, optimizer, results):
+    checkpoint = {"epoch": epoch,
+                  "model": model.state_dict(),
+                  "optimizer": optimizer.state_dict(),
+                  "results": results}
+    torch.save(checkpoint, checkpoint_fn)
+
+
+def remove_checkpoint(checkpoint_fn):
+    os.remove(checkpoint_fn)
+
+
+def load_checkpoint(checkpoint_fn, model, optimizer):
+    checkpoint = torch.load(checkpoint_fn)
+    model.load_state_dict(checkpoint['model'])
+    optimizer.load_state_dict(checkpoint['optimizer'])
+
+    return checkpoint['results'], checkpoint['epoch'], model, optimizer
+
+
+def load_checkpoint_results(checkpoint_fn):
+    checkpoint = torch.load(checkpoint_fn)
+    return checkpoint['results']
+
diff --git a/model-experiments/masked-language-model/Makefile b/model-experiments/masked-language-model/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..bad6ffd4492558eb9ad22e77dd3d0fbbcc3ab403
--- /dev/null
+++ b/model-experiments/masked-language-model/Makefile
@@ -0,0 +1,15 @@
+# Copyright IBM Corporation 2020
+# Written by Geert Janssen <geert@us.ibm.com>
+
+
+# Convert dot to png:
+%.png: %.dot
+	dot -Tpng -o $@ $<
+
+# Convert dot to pdf:
+%.pdf: %.dot
+	dot -Tpdf -o $@ $<
+
+.PHONY: clean
+clean:
+	-rm -f *.o *.png
diff --git a/model-experiments/masked-language-model/README.md b/model-experiments/masked-language-model/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..34133285a22e542e53858d375a0222e328df4da6
--- /dev/null
+++ b/model-experiments/masked-language-model/README.md
@@ -0,0 +1,151 @@
+# A Masked Language Model using Keras MultiHeadAttention for CodeNet
+
+## Introduction
+
+This experiment investigates whether a popular attention model to
+construct a masked language model (MLM) can be used for source code
+instead of natural language sentences. We here closely follow the
+approach by Ankur Singh documented in his
+[blog](https://keras.io/examples/nlp/masked_language_modeling).
+
+The goal of the model is to be able to infer the correct token for a
+masked out token (or blank) at an arbitrary position in the source text.
+We will use the special token literal `[mask]` to represent the masked
+out token. We assume that in the test set precisely one token
+is randomly masked per sample. The original token at that position is
+then the golden label, or ground truth.
+
+## Dataset
+
+The CodeNet dataset consist of a large (11 million) collection of
+submissions in various programming languages to problems posed on
+online judging sites. The submissions are typically small, complete
+programs in a single source file. There are 1000s of problems in this
+dataset.
+
+We extract a selection of C programming language files from the
+CodeNet dataset for training and evaluation:
+
+| Aspect              | Value |
+| ------------------- | ----- |
+| purpose             | training |
+| submission status   | Accepted |
+| smallest size       | 200 bytes |
+| largest size        | 500 bytes |
+| samples per problem | at most 100 |
+| problems            | 0-3417 |
+| total samples       | 50,000 |
+
+Notice that the training and evaluation are derived from
+non-overlapping sets of problems. It might also be interesting to see
+what happens when a different split is made, e.g. by selecting 110
+submissions from each problem and using 100 for training and the rest
+for evaluation.
+
+| Aspect              | Value |
+| ------------------- |------ |
+| purpose             | evaluation |
+| submission status   | Accepted |
+| smallest size       | 200 bytes |
+| largest size        | 500 bytes |
+| samples per problem | at most 100 |
+| problems            | 3418-3636 |
+| total samples       | 5,000 |
+
+## Data preparation
+
+Each C file is tokenized into a vocabulary of 414 distinct tokens:
+
+| Type           | Count | Description |
+| -------------- | ----: | -- |
+|the keyword     |    95 | all C++20 reserved words |
+|the function    |   279 | function names in common header files |
+|the identifier  |    18 | standard identifiers, like stderr, etc. |
+|the punctuator  |    15 | small set of punctuation symbols |
+|# or ##         |     2 | the 2 C preprocessor symbols |
+|the token class |     5 | one of: identifier, number, operator, character, string |
+
+By _the keyword_, _the function_ and so on, we mean the actual keyword
+or function literal, like `while` for a keyword and `strlen` for a function.
+The tokens are output on a single line separated by spaces.
+It turns out that our training set overall uses 174 out of the 414
+possible tokens; not all keywords and standard functions are used presumably.
+
+This code snippet:
+```C
+for (i = 0; i < strlen(s); i++) {}
+```
+
+will be converted to (wrapped here to fit on the line):
+```C
+for ( identifier = number ; identifier < strlen ( identifier ) ;
+identifier operator ) { }
+```
+
+The tokenized source files are read into a pandas dataframe and
+processed by the Keras TextVectorization layer to extract a vocabulary
+and encode all token lines into vocabulary indices. Index 0 is
+reserved for padding; index 1 is the `<UNK>` value for Out-Of-Vocabulary
+tokens (not used in our case since the input vocabulary is of fixed
+size); the last index (least frequent position) is dedicated to encode
+the special `[mask]` token. Each sample will have a fixed token length
+of 256. The average number of tokens per sample across the training
+set is 131. Short samples are padded with 0 and too large ones are
+simply truncated. The same operations will be applied to the test set.
+
+## Model
+
+As mentioned above, the BERT-like model is copied from the Keras
+example "End-to-end Masked Language Modeling with BERT" by Ankur Singh, implemented in this [colab Python notebook](https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/nlp/ipynb/masked_language_modeling.ipynb)
+
+The model architecture is depicted in Figure 1 below.
+
+<!--
+<p align="center">
+  <img src="codenet_mlm_model.png" alt="BERT-like MLM for CodeNet" width="50%">
+</p>
+-->
+
+![BERT-like MLM for CodeNet =50x](codenet_mlm_model.png)
+
+(Unfortunately the Keras `plot_model` function has a bug: the positional
+embedding node is missing and some edges as well, in particular the `dropout`
+nodes should not be leaf nodes but connect to the `add` operations as their
+second operand. All this has been corrected by hand here.)
+
+## Training
+
+The model is trained with 50,000 samples in batches of 32 (1562
+batches per epoch) over 5 epochs with a learning rate of 0.001 using the
+Adam optimizer.
+
+## Evaluation
+
+We evaluate the trained model on a test set of 5,000 samples taken
+from problems not considered for the training set. Each sample is
+preprocessed in the same way as the training samples and one token
+(never a padding!) is arbitrarily replaced by the `[mask]`. Then a
+prediction is generated and the top 1 and top 5 results are compared
+with the expected value. The achieved accuracies are:
+
+```
+top-1 accuracy: 0.9434
+top-5 accuracy: 0.9986
+```
+
+# References
+
+> <a id="1">[1]</a>
+Ankur Singh,
+["End-to-end Masked Language Modeling with BERT"](https://keras.io/examples/nlp/masked_language_modeling)
+
+> <a id="2">[2]</a>
+[CodeXGLUE -- Code Completion (token level)](https://github.com/microsoft/CodeXGLUE/tree/main/Code-Code/CodeCompletion-token)
+
+> <a id="3">[3]</a>
+[AllenNLP Demo on Masked Language Modeling](https://demo.allennlp.org/masked-lm)
+
+> <a id="4">[4]</a>
+Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong,
+Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, Ming Zhou,
+[CodeBERT: A Pre-Trained Model for Programming and Natural Languages](https://arxiv.org/abs/2002.08155)
diff --git a/model-experiments/masked-language-model/codenet_mlm_model.png b/model-experiments/masked-language-model/codenet_mlm_model.png
new file mode 100644
index 0000000000000000000000000000000000000000..46f5a3775353eb890ec1db8b725a04835e475c2a
--- /dev/null
+++ b/model-experiments/masked-language-model/codenet_mlm_model.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b325fb475b9ab05cb3c610831a9e48b0970919abc6ae6d74d15d2d0821dc8f88
+size 165454
diff --git a/model-experiments/masked-language-model/infer.py b/model-experiments/masked-language-model/infer.py
new file mode 100644
index 0000000000000000000000000000000000000000..b0052f1c7a9f61ab3dfabcab3b8aa71421ce0c3c
--- /dev/null
+++ b/model-experiments/masked-language-model/infer.py
@@ -0,0 +1,116 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+import numpy as np
+from pprint import pprint
+from dataclasses import dataclass
+import re
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+class MaskedLanguageModel(tf.keras.Model):
+    pass
+
+# Load pretrained bert model
+mlm_model = keras.models.load_model(
+    "bert_mlm_codenet.h5", custom_objects={"MaskedLanguageModel": MaskedLanguageModel}
+)
+mlm_model.trainable = False
+#mlm_model.summary()
+
+# Get the vocabulary:
+import pickle
+with open("vocabulary.pkl", "rb") as f:
+    vocabulary = pickle.load(f)
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vocabulary))
+token2id = {y: x for x, y in id2token.items()}
+mask_token_id = len(vocabulary)-1
+print("mask_token_id:", mask_token_id)
+
+# Mimick the TextVectorization tokenization.
+def tokenize(text):
+    # split at ' '
+    return text.split()
+
+# Turns text into list of vocabulary indices.
+def encode(text):
+    R = [0] * config.MAX_LEN # all padding
+    text = tokenize(text)
+    for i in range(len(text)):
+        w = text[i]
+        if w in token2id:
+            R[i] = token2id[w]
+        else:
+            R[i] = 1 # OOV: [UNK]
+    return np.array(R)
+
+# Opposite of encode: restores text string from token ids.
+def decode(tokens):
+    return " ".join([id2token[t] for t in tokens if t != 0])
+
+# Do predictions:
+def predict(text):
+    sample = np.reshape(encode(text), (1, config.MAX_LEN))
+    print("sample.shape:", sample.shape) #(1, 256)
+    prediction = mlm_model.predict(sample)
+    print("prediction.shape:", prediction.shape) #(1, 256, 512)
+
+    # position of token2id['[mask]'] in list:
+    masked_index = np.where(sample == mask_token_id)[1][0]
+    print("masked_index:", masked_index)
+    # all substitute word probabilities:
+    mask_prediction = prediction[0][masked_index]
+    #mask_prediction.shape = (512,)
+    top_k = 1
+    # word indices with top-k highest probabilities:
+    # Trick: negate array so order is reversed:
+    #top_indices = (-mask_prediction).argsort()[0:top_k]
+    top_indices = mask_prediction.argsort()[-top_k:][::-1]
+    # probabilities of the top_k
+    values = mask_prediction[top_indices]
+
+    for i in range(len(top_indices)):
+        w = id2token[top_indices[i]]
+        v = values[i]
+        # fill in the blank:
+        #tokens = np.copy(sample[0])
+        #tokens[masked_index] = p
+        result = {
+            "input_text": text,
+            # better use original text:
+            "prediction": text.replace('[mask]', w),
+            "probability": v,
+            #"predicted mask token": w,
+        }
+        pprint(result)
+
+# Read a sentence from stdin, 1 per line:
+import sys
+
+if sys.stdin.isatty():
+    print("Enter a line of C tokens with [mask] replacing some token:")
+for line in sys.stdin:
+    line = line.rstrip()
+    predict(line)
diff --git a/model-experiments/masked-language-model/model_arc_half.jpg b/model-experiments/masked-language-model/model_arc_half.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..62f4e3a5721a9f65221a46d54a84dd8b0b795107
--- /dev/null
+++ b/model-experiments/masked-language-model/model_arc_half.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad06d3e949012849e3ae4ea80a974883763da2933c33e766b0dad3f46b39d36a
+size 23629
diff --git a/model-experiments/masked-language-model/pos_enc.py b/model-experiments/masked-language-model/pos_enc.py
new file mode 100644
index 0000000000000000000000000000000000000000..ef5178260cab277a2f5eb5ad0cd005c02ff88b71
--- /dev/null
+++ b/model-experiments/masked-language-model/pos_enc.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+tokens = 256
+dimensions = 128
+
+def get_pos_encoding_matrix(max_len, d_emb):
+    pos_enc = np.array(
+        [
+            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]
+            if pos != 0
+            else np.zeros(d_emb)
+            for pos in range(max_len)
+        ]
+    )
+    #print("pos_enc.shape:", pos_enc.shape) # (256,128)
+    # 0::2 means start at 0 and step 2 (all even)
+    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i
+    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1
+    return pos_enc
+
+pos_encoding = get_pos_encoding_matrix(tokens, dimensions)
+
+plt.figure(figsize=(12,8))
+plt.pcolormesh(pos_encoding, cmap='viridis')
+plt.xlabel('Embedding Dimensions')
+plt.xlim((0, dimensions))
+plt.ylim((tokens,0))
+plt.ylabel('Token Position')
+plt.colorbar()
+plt.show()
diff --git a/model-experiments/masked-language-model/positional_encoding.png b/model-experiments/masked-language-model/positional_encoding.png
new file mode 100644
index 0000000000000000000000000000000000000000..bb0dcff3f2a20b25a62d71bc37d9dd2f429a7a25
--- /dev/null
+++ b/model-experiments/masked-language-model/positional_encoding.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:665657593a0866bf15ffbc79532b3bb0a9601291c2a436860accb6969d5ca965
+size 101666
diff --git a/model-experiments/masked-language-model/test.py b/model-experiments/masked-language-model/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..8aaab70e160fa2f3bf3e2e0e5a27b92b7c81bcad
--- /dev/null
+++ b/model-experiments/masked-language-model/test.py
@@ -0,0 +1,142 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+import numpy as np
+from dataclasses import dataclass
+import glob
+import re
+import random
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+class MaskedLanguageModel(tf.keras.Model):
+    pass
+
+# Load pretrained bert model
+mlm_model = keras.models.load_model(
+    "bert_mlm_codenet.h5", custom_objects={"MaskedLanguageModel": MaskedLanguageModel}
+)
+mlm_model.trainable = False
+#mlm_model.summary()
+
+# Get the vocabulary:
+import pickle
+with open("vocabulary.pkl", "rb") as f:
+    vocabulary = pickle.load(f)
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vocabulary))
+token2id = {y: x for x, y in id2token.items()}
+mask_token_id = len(vocabulary)-1
+#print("mask_token_id:", mask_token_id)
+
+# Every sample contains a single line of text.
+# Returns list of strings.
+def get_text_list_from_files(files):
+    text_list = []
+    for name in files:
+        with open(name) as f:
+            for line in f:
+                text_list.append(line)
+    return text_list
+
+# Compose the full path names to the token files.
+def get_data_from_text_files(folder_name):
+    files = glob.glob(folder_name + "/*.toks")
+    texts = get_text_list_from_files(files)
+    return texts
+
+tests = get_data_from_text_files("test")
+
+# Mimick the TextVectorization tokenization.
+def tokenize(text):
+    # split at ' '
+    return text.split()
+
+# Turns text into list of vocabulary indices.
+def encode(text):
+    R = [0] * config.MAX_LEN # all padding
+    text = tokenize(text)
+    ntoks = len(text)
+    if ntoks > config.MAX_LEN:
+        ntoks = config.MAX_LEN
+        text = text[:ntoks]
+    # pick random position (never a padding):
+    k = random.randint(0, ntoks-1)
+    golden = 0
+    for i in range(len(text)):
+        w = text[i]
+        if w in token2id:
+            R[i] = token2id[w]
+        else:
+            R[i] = 1 # OOV: [UNK]
+        if i == k:
+            #golden = w
+            golden = R[i]
+            #print("k:", k, "golden:", golden)
+            R[i] = mask_token_id
+    return k, golden, np.array(R)
+
+def predict(text):
+    k, golden, R = encode(text)
+    sample = np.reshape(R, (1, config.MAX_LEN))
+    #print("sample.shape:", sample.shape) #(1, 256)
+    prediction = mlm_model.predict(sample)
+    #print("prediction.shape:", prediction.shape) #(1, 256, 512)
+
+    # position of token2id['[mask]'] in list:
+    masked_index = k
+    #print("masked_index:", masked_index)
+    # all substitute word probabilities:
+    mask_prediction = prediction[0][masked_index]
+    # word indices with top-k highest probabilities:
+    top_k = 5
+    # Trick: negate array so order is reversed:
+    #top_indices = (-mask_prediction).argsort()[0:top_k]
+    top_indices = mask_prediction.argsort()[-top_k:][::-1]
+    # probabilities of the top_k
+    values = mask_prediction[top_indices]
+    correct_top1 = top_indices[0] == golden
+    correct_top5 = False
+    for i in range(len(top_indices)):
+        if top_indices[i] == golden:
+            correct_top5 = True
+            break
+    return correct_top1, correct_top5
+
+# enumerate all tests
+correct_top1 = 0
+correct_top5 = 0
+num_tests = 0
+for test in tests:
+    for i in range(10):
+        # predict and check
+        top1, top5 = predict(test)
+        if top1:
+            correct_top1+=1
+        if top5:
+            correct_top5+=1
+        num_tests+=1
+
+print("top-1 accuracy:", correct_top1/num_tests);
+print("top-5 accuracy:", correct_top5/num_tests);
diff --git a/model-experiments/masked-language-model/train.py b/model-experiments/masked-language-model/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..6200dc7b17c7c2ccd26686ff8965a53e632e39fb
--- /dev/null
+++ b/model-experiments/masked-language-model/train.py
@@ -0,0 +1,359 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+# Based on: masked_language_modeling.py
+# https://keras.io/examples/nlp/masked_language_modeling/
+# Fixed spelling errors in messages and comments.
+
+# Preparation on dyce2:
+# virtualenv --system-site-packages tf-nightly
+# source tf-nightly/bin/activate
+# pip install tf-nightly
+# pip install dataclasses
+# pip install pandas
+# pip install pydot
+# Results in TF 2.5.0 using the available CUDA 11
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+from tensorflow.keras import layers
+from tensorflow.keras.layers.experimental.preprocessing import TextVectorization
+from dataclasses import dataclass
+import pandas as pd
+import numpy as np
+import glob
+import re
+from pprint import pprint
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample in tokens
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+# Every sample file contains a single line of text.
+# Returns these lines as a list of strings.
+def get_text_list_from_files(files):
+    text_list = []
+    for name in files:
+        with open(name) as f:
+            for line in f:
+                text_list.append(line)
+    return text_list
+
+# Compose the full path names to the token files.
+# Creates and returns a dataframe.
+# Frame has single key "tokens".
+def get_data_from_text_files(folder_name):
+    files = glob.glob(folder_name + "/*.toks")
+    texts = get_text_list_from_files(files)
+    df = pd.DataFrame({"tokens": texts})
+    df = df.sample(len(df)).reset_index(drop=True)
+    return df
+
+all_data = get_data_from_text_files("train")
+#print("all_data:", all_data)
+
+# Part of TF dataflow graph.
+def custom_standardization(input_data):
+    # No special prep.
+    return input_data
+
+def get_vectorize_layer(texts, vocab_size, max_seq):
+    """Build Text vectorization layer
+
+    Args:
+      texts (list): List of string, i.e., input texts
+      vocab_size (int): vocab size
+      max_seq (int): Maximum sequence length.
+
+    Returns:
+        layers.Layer: Return TextVectorization Keras Layer
+    """
+    vectorize_layer = TextVectorization(
+        max_tokens=vocab_size,
+        output_mode="int",
+        standardize=custom_standardization,
+        output_sequence_length=max_seq,
+    )
+    vectorize_layer.adapt(texts)
+
+    # Insert mask token in vocabulary
+    vocab = vectorize_layer.get_vocabulary()
+    #print("len(vocab):", len(vocab)) #177
+    #vocab: ['', '[UNK]', 'the', 'and', 'a', 'of', ...] all lower-case
+    #GJ20: where do the empty string and [UNK] come from?
+    # they are created by adapt() as words 0 and 1
+    # '' is padding token; [UNK] is OOV token
+    vocab = vocab[2:len(vocab)-1] + ["[mask]"]
+    #print("len(vocab):", len(vocab)) #175
+    #GJ20: anyway first 2 words removed and '[mask]' added at the end
+    vectorize_layer.set_vocabulary(vocab)
+    # '' and [UNK] are back in
+    #vocab = vectorize_layer.get_vocabulary()
+    #print("len(vocab):", len(vocab)) #177
+    # '[mask]' has been added as last (least frequent) word in the vocab
+    return vectorize_layer
+
+vectorize_layer = get_vectorize_layer(
+    all_data.tokens.values.tolist(),
+    config.VOCAB_SIZE,
+    config.MAX_LEN,
+)
+
+# Serialize vocabulary and dump to file:
+import pickle
+with open("vocabulary.pkl", "wb") as out:
+    pickle.dump(vectorize_layer.get_vocabulary(), out)
+
+# Get mask token id for masked language model
+mask_token_id = vectorize_layer(["[mask]"]).numpy()[0][0]
+#print("mask_token_id:", mask_token_id) #176 (always last index in vocab)
+
+# Encodes the token strings by int vocab indices.
+def encode(texts):
+    encoded_texts = vectorize_layer(texts)
+    return encoded_texts.numpy()
+
+# Randomly replace tokens by the [mask] and keep replaced token as label.
+def get_masked_input_and_labels(encoded_texts):
+    # These numbers come from something called "BERT recipe":
+    # 15% used for prediction. 80% of that is masked. 10% is random token,
+    # 10% is just left as is.
+    
+    # 15% BERT masking
+    #print("encoded_texts.shape:", encoded_texts.shape) #(50000, 256)
+    inp_mask = np.random.rand(*encoded_texts.shape) < 0.15
+    #print("inp_mask:", inp_mask) #[[False False True ...] ...]
+    # Do not mask special tokens
+    # GJ20: what are these special tokens? 0 and 1! But why <= 2? Mistake?
+    inp_mask[encoded_texts < 2] = False
+    # Set targets to -1 by default, it means ignore
+    labels = -1 * np.ones(encoded_texts.shape, dtype=int)
+    # Set labels for masked tokens
+    labels[inp_mask] = encoded_texts[inp_mask]
+    # False positions -> -1, True -> encoded word (vocab index)
+    #print("labels:", labels) #[[10 -1 -1 ...] [-1 -1 -1 994 ...] ... ]
+
+    # Prepare input
+    encoded_texts_masked = np.copy(encoded_texts)
+    # Set input to [MASK] which is the last token for the 90% of tokens
+    # This means leaving 10% unchanged
+    inp_mask_2mask = inp_mask & (np.random.rand(*encoded_texts.shape) < 0.90)
+    # mask token is the last in the dict
+    encoded_texts_masked[inp_mask_2mask] = mask_token_id
+
+    # Set 10% to a random token
+    inp_mask_2random = inp_mask_2mask & (np.random.rand(*encoded_texts.shape) < 1 / 9)
+    #GJ20: why 3 and not 2?
+    encoded_texts_masked[inp_mask_2random] = np.random.randint(
+        2, mask_token_id, inp_mask_2random.sum()
+    )
+
+    # Prepare sample_weights to pass to .fit() method
+    sample_weights = np.ones(labels.shape)
+    sample_weights[labels == -1] = 0
+
+    # y_labels would be same as encoded_texts, i.e., input tokens
+    y_labels = np.copy(encoded_texts)
+
+    return encoded_texts_masked, y_labels, sample_weights
+
+# Prepare data for masked language model
+x_all_tokens = encode(all_data.tokens.values)
+#print("x_all_tokens.shape:", x_all_tokens.shape) #(50000, 256)
+
+# Encoding and masking step:
+x_masked_train, y_masked_labels, sample_weights = get_masked_input_and_labels(
+    x_all_tokens
+)
+
+mlm_ds = (
+    tf.data.Dataset.from_tensor_slices(
+        (x_masked_train, y_masked_labels, sample_weights))
+    .shuffle(1000)
+    .batch(config.BATCH_SIZE)
+)
+
+# i is layer number 0,1,2...
+def bert_module(query, key, value, i):
+    # Multi headed self-attention
+    attention_output = layers.MultiHeadAttention(
+        num_heads=config.NUM_HEAD,
+        key_dim=config.EMBED_DIM // config.NUM_HEAD,
+        name="encoder_{}/multiheadattention".format(i),
+    )(query, key, value)
+    attention_output = layers.Dropout(0.1, name="encoder_{}/att_dropout".format(i))(attention_output)
+    attention_output = layers.LayerNormalization(
+        epsilon=1e-6, name="encoder_{}/att_layernormalization".format(i)
+    )(query + attention_output)
+
+    # Feed-forward layer
+    ffn = keras.Sequential(
+        [
+            layers.Dense(config.FF_DIM, activation="relu"),
+            layers.Dense(config.EMBED_DIM),
+        ],
+        name="encoder_{}/ffn".format(i),
+    )
+    ffn_output = ffn(attention_output)
+    ffn_output = layers.Dropout(0.1, name="encoder_{}/ffn_dropout".format(i))(
+        ffn_output
+    )
+    sequence_output = layers.LayerNormalization(
+        epsilon=1e-6, name="encoder_{}/ffn_layernormalization".format(i)
+    )(attention_output + ffn_output)
+    return sequence_output
+
+def get_pos_encoding_matrix(max_len, d_emb):
+    pos_enc = np.array(
+        [
+            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]
+            if pos != 0
+            else np.zeros(d_emb)
+            for pos in range(max_len)
+        ]
+    )
+    #pos_enc.shape = (512, 128)
+    # 0::2 means start at 0 and step 2 (all even)
+    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i
+    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1
+    return pos_enc
+
+loss_fn = keras.losses.SparseCategoricalCrossentropy(
+    reduction=tf.keras.losses.Reduction.NONE
+)
+loss_tracker = tf.keras.metrics.Mean(name="loss")
+
+class MaskedLanguageModel(tf.keras.Model):
+    def train_step(self, inputs):
+        if len(inputs) == 3:
+            features, labels, sample_weight = inputs
+        else:
+            features, labels = inputs
+            sample_weight = None
+
+        with tf.GradientTape() as tape:
+            predictions = self(features, training=True)
+            loss = loss_fn(labels, predictions, sample_weight=sample_weight)
+
+        # Compute gradients
+        trainable_vars = self.trainable_variables
+        gradients = tape.gradient(loss, trainable_vars)
+
+        # Update weights
+        self.optimizer.apply_gradients(zip(gradients, trainable_vars))
+
+        # Compute our own metrics
+        loss_tracker.update_state(loss, sample_weight=sample_weight)
+
+        # Return a dict mapping metric names to current value
+        return {"loss": loss_tracker.result()}
+
+    @property
+    def metrics(self):
+        # We list our `Metric` objects here so that `reset_states()` can be
+        # called automatically at the start of each epoch
+        # or at the start of `evaluate()`.
+        # If you don't implement this property, you have to call
+        # `reset_states()` yourself at the time of your choosing.
+        return [loss_tracker]
+
+def create_masked_language_bert_model():
+    inputs = layers.Input((config.MAX_LEN,), dtype=tf.int64)
+
+    word_embeddings = layers.Embedding(
+        input_dim=config.VOCAB_SIZE,
+        output_dim=config.EMBED_DIM,
+        name="word_embedding"
+    )(inputs)
+    # GJ20: what does this do? Positional embedding part of transformer.
+    position_embeddings = layers.Embedding(
+        input_dim=config.MAX_LEN,
+        output_dim=config.EMBED_DIM,
+        weights=[get_pos_encoding_matrix(config.MAX_LEN, config.EMBED_DIM)],
+        name="position_embedding",
+    )(tf.range(start=0, limit=config.MAX_LEN, delta=1))
+    embeddings = word_embeddings + position_embeddings
+
+    encoder_output = embeddings
+    for i in range(config.NUM_LAYERS):
+        encoder_output = bert_module(encoder_output, encoder_output, encoder_output, i)
+
+    mlm_output = layers.Dense(config.VOCAB_SIZE, name="mlm_cls", activation="softmax")(encoder_output)
+    mlm_model = MaskedLanguageModel(inputs, mlm_output, name="masked_bert_model")
+
+    optimizer = keras.optimizers.Adam(learning_rate=config.LR)
+    mlm_model.compile(optimizer=optimizer)
+    return mlm_model
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vectorize_layer.get_vocabulary()))
+token2id = {y: x for x, y in id2token.items()}
+
+class MaskedTextGenerator(keras.callbacks.Callback):
+    def __init__(self, sample_tokens, top_k=5):
+        # encoded review
+        self.sample_tokens = sample_tokens
+        self.k = top_k
+
+    def decode(self, tokens):
+        return " ".join([id2token[t] for t in tokens if t != 0])
+
+    def convert_ids_to_tokens(self, id):
+        return id2token[id]
+
+    def on_epoch_end(self, epoch, logs=None):
+        prediction = self.model.predict(self.sample_tokens)
+        # index of token2id['[mask]'] in list:
+        masked_index = np.where(self.sample_tokens == mask_token_id)
+        masked_index = masked_index[1]
+        mask_prediction = prediction[0][masked_index]
+
+        top_indices = mask_prediction[0].argsort()[-self.k :][::-1]
+        values = mask_prediction[0][top_indices]
+
+        for i in range(len(top_indices)):
+            p = top_indices[i]
+            v = values[i]
+            tokens = np.copy(sample_tokens[0])
+            # fill in the blank:
+            tokens[masked_index[0]] = p
+            result = {
+                "input_text": self.decode(sample_tokens[0].numpy()),
+                "prediction": self.decode(tokens),
+                "probability": v,
+                #"predicted mask token": self.convert_ids_to_tokens(p),
+            }
+            pprint(result)
+
+sample_tokens = vectorize_layer(["# include < identifier . identifier > # include < identifier . [mask] > int identifier ( int identifier operator int operator identifier operator int identifier ) { }"])
+
+generator_callback = MaskedTextGenerator(sample_tokens.numpy())
+
+bert_masked_model = create_masked_language_bert_model()
+bert_masked_model.summary()
+
+from tensorflow.keras.utils import plot_model
+# File extension determines output format!
+#plot_model(bert_masked_model, to_file='bert_mlm_codenet.pdf', show_shapes=True)
+plot_model(bert_masked_model, to_file='bert_mlm_codenet.dot', show_shapes=True, expand_nested=True)
+quit()
+#GJ20: 5 epochs of 50000 samples with 32 per badge gives 1562.5 iterations.
+print("Train BERT MLM model on CodeNet:")
+bert_masked_model.fit(mlm_ds, epochs=5, callbacks=[generator_callback])
+bert_masked_model.save("bert_mlm_codenet.h5")
diff --git a/model-experiments/token-based-similarity-classification/CodeMLtranslationDataset.pdf b/model-experiments/token-based-similarity-classification/CodeMLtranslationDataset.pdf
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diff --git a/model-experiments/token-based-similarity-classification/LargeDataCodeClassifier.pdf b/model-experiments/token-based-similarity-classification/LargeDataCodeClassifier.pdf
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diff --git a/model-experiments/token-based-similarity-classification/README.md b/model-experiments/token-based-similarity-classification/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..59efcc1729e66193ce9bc27955827e15124dc112
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/README.md
@@ -0,0 +1,167 @@
+# Source Code Classification and Similarity Analysis
+### Author: [Vladimir Zolotov](mailto:zolotov@us.ibm.com)
+
+## Introduction
+
+This repository holds an experimental package for classification and similarity analysis of source code.
+
+The goal of this project is to investigate capabilities of simple neural network architectures and deep learning techniques for source code classification and similarity analysis.
+
+All applications are written in python 3 and uses Keras deep learning tool with Tensorflow backend.
+
+The current version of the code operates with two types of source code representations:
+* bag of tokens;
+* sequence of tokens.
+
+## Data processing flow
+The package can process input data from two types of sources:
+* IBM CodeNet dataset with its metadata files.
+* Two level directory structure like POJ-104 dataset. Top level directory has a set of sub-directories corresponding to problems solved with programs represented with source code files. Each sub-directory has source code of programs solving the corresponding problem.
+
+The source code is processed in 2 stages:
+1. Tokenizing source code solutions of the selected problems satisfying specified criteria ( problems having only sufficient number of solutions in a specified language, etc) and writing them down into the local database.
+2. Classification or similarity analysis of all or some part of the tokenized source code files stored in the local database.
+
+Having a local database with tokenized source code classification and similarity analysis can be performed multiple times for different subsets of source code files.
+
+## Package applications
+
+Current version of the package has the following applications:
+*  *MakeTokenizedDS.py* tokenizes source code solutions of the selected problems stored in CodeNet, and writes them down into local database.
+* *TokenizeImportDS.py* tokenize source code solutions stored in a dataset different from CodeNet in format similar to POJ-104.
+* *BagOfTokensClassifier.py* trains DNN for classifying source code using bag of tokens technique.
+* *SimilarityByBoT.py* trains DNN for similarity analysis of source code using bag of tokens technique.
+* *ClasBagTokEval.py* evaluates a trained bag of tokens classifier and performs confusion analysis.
+* *SimBagTokEval.py* evaluates a trained bag of tokens similarity analyzer and performs confusion analysis.
+* *SeqOfTokensClassifier.py* trains DNN for classifying source code using sequence of tokens technique. The DNN is trained using either CPU or single GPU.
+* *SimilarityBySeqTok.py* trains DNN for similarity analysis of source code using sequence of tokens technique. The DNN is trained using either CPU or single GPU.
+* *SeqClassParallel.py* trains DNN for classifying source code using sequence of tokens technique. The DNN is trained using multiple GPUs in data parallel mode.
+* *SimSeqTokParallel.py* trains DNN for similarity analysis of source code using sequence of tokens technique. The DNN is trained using multiple GPUs in data parallel mode.
+* *ClasSeqTokEvalParall.py* evaluates a trained sequence of tokens classifier and performs confusion analysis. It runs in multi-GPU mode.
+* *SimSeqTokEvalParall.py* evaluates a trained sequence of tokens similarity analyzer and performs confusion analysis.  It runs in multi-GPU mode.
+* *SimSeqTokFullTest.py*  evaluates a trained sequence of tokens similarity analyzer on full test including all possible similar and dissimilar pairs of source code files.
+* *MapAtR.py* computes Map@R accuracy metric  of a trained sequence of tokens similarity analyzer.  It runs in multi-GPU mode.
+* *ClassDsVerify.py* verifies consistency of train, validation and test datasets split generated by bag of tokens or sequence of tokens classifiers.
+* *SimDsVerify.py* verifies consistency of  of train, validation and test datasets generated by bag of tokens or sequence of tokens similarity analyzers.
+
+Applications *MakeProblemSet.py*,  *MakeTokenizedDS.py*, and  *TokenizeImportDS.py* are stored in directory *DSMaker*.
+
+Applications *BagOfTokensClassifier.py*, *SimilarityByBoT.py*, *ClasBagTokEval.py* and *SimBagTokEval.py* are stored in directory *BagOfTokens*.
+
+Applications *SeqOfTokensClassifier.py*, *SimilarityBySeqTok.py*, *SeqClassParallel.py*, *SimSeqTokParallel.py* are stored in directory *SeqOfTokens*.
+
+Applications *ClasSeqTokEvalParall.py*, *SimSeqTokEvalParall.py*, *SimSeqTokFullTest.py*, and *MapAtR.py* are stored in directory *PostProcessor*.
+
+Applications *ClassDsVerify.py* and *SimDsVerify.py* are stored in directory *Verify*.
+
+## Package organization. 
+
+Current version of the package is stored in the following directories:
+* *src* holds the source code of the package.
+* *run* holds the scripts for running the package applications on CodeNet benchmark datasets.
+
+### Source code of package
+
+The package source code is stored in the directory *src*. It has the following sub-directories:
+
+* *DSMaker* holds applications and their modules for getting, tokenizing and storing in a local database tokenized representation of source code files for classification and similarity analysis.
+* *BagOfTokens* holds applications and their modules for classifications and similarity analysis of source code using bag of tokens technique.
+* *SeqOfTokens* holds applications and their modules for classifications and similarity analysis of source code using sequence of tokens technique.
+* *PostProcessor* holds applications for confusion analysis of classification and similarity analysis results.
+* *Verify* holds applications for verifying consistency of training, validation and test datasets generated by the classification or similarity analysis applications.
+* *Dataset* holds modules for constructing datasets for training, validation and testing DNNs.
+* *ModelMaker* holds modules for constructing DNNs.
+* *CommonFunctions* hold utility modules used by several package applications.
+* *Clustering* holds experimental modules for cluster analysis of source code.
+
+### Scripts to run package applications
+
+The scripts to run the package applications for source code classification and similarity analysis on the CodeNet benchmarks are stored in the directory *run*.
+
+The directory *run* has the sub-directories corresponding to CodeNet benchmark datasets: *cpp1000*, *cpp1400*, *java250*, *python800*. Current version has only scripts for cpp1000 benchmark dataset.
+
+Each of the above directories has the following sub-directories:
+* *tokenize* holds script *tokenize.sh*, which runs the package application for tokenization of the corresponding CodeNet benchmark dataset.
+* *class* holds sub-directories *bagtok* and *seqtok* with scripts for training and testing source classifiers using bag-of-tokens and sequence-of-tokens techniques respectively. 
+
+Both *bagtok* and *seqtok* directories has same organization and hold similar scripts:
+* *train.sh* for training the corresponding source code classifier.
+* *eval.sh* for testing and evaluation of the trained source code classifier.
+* *verify.sh* for checking consistency of the dataset split into training, validation and testing portions. This split is constructed for training and testing of other source code classifiers based on the techniques different from bag-of-tokens or sequence-of-tokens.
+
+## Running scripts on CodeNet benchmark datasets
+
+Before training and evaluation source code classifiers or similarity analyzers, it is required to tokenize the benchmark dataset. 
+
+Here we explain how to run tokenization, training and evaluation scripts for specific case of *cpp1000* benchmark for source code classification using bag-of-tokens technique. The scripts for all other benchmarks, both for source code classification and similarity analysis, using either bag-of-tokens or sequence-of-tokens technique are ran in the similar way. The corresponding scripts has same names and same external parameters. However, they call different package applications with different set of parameters.
+
+### Tokenization
+
+For tokenizing *cpp1000* dataset go to *run/cpp1000/tokenize/* directory and run *tokenize.sh* script specifying a path to the directory with the *cpp1000* benchmark dataset as follows:
+
+`./tokenize.sh <Path to cpp1000 benchmark dataset>`
+
+The script creates the directory *cpp1000ds* with a database of the tokenized source code files of the problem solutions. This database is used training and evaluation scripts both for classification and similarity analysis, both for the bag-of-tokens and the sequence-of-tokens techniques. Therefore, it is enough to run *tokenize.sh* script only once for all further runs of training and evaluation scripts on *cpp1000* benchmark.
+
+The script also creates the directory *TokenizerWorkDir* holding listing files with tokenization reports.
+
+### Traning and testing neural networks
+
+After completing tokenization of the benchmark dataset either any source code classifier or any similarity analyzer can be trained by running *train.sh* script. For training bag-of-tokens source code classifier go to the directory */run/cpp1000/class/bagtok/* and run *train.sh* script, specifying the desired number of training epochs, as follows:
+
+`./train.sh <Number of training epochs>`
+
+The script creates the following directories:
+* *class_ckpt* holds check points with trained classifier model. These models are used with the script evaluating them on test dataset.
+* *dataset_statistics* holds files with datasets statistics and training, validation and test datasets for other classifiers.
+
+The trained models are evaluated with *eval.sh* script on the test dataset. The script has no external parameters, as all application parameters a set inside it. By default the script evaluates the best trained model form *class_ckpt* directory.  The script updates *dataset_statistics* directory with reports on the test dataset, and creates confusion_report directory with the classification confusion report and other files reporting the classification statistics.
+
+The training and testing scripts generate specification of datasets used for traning and testing the neural networks. Those specifications are in the form of lists of samples referring the corresponding source code files. The consistency of the generated dataset specifications against the benchmark dataset can be checked with *verify_ds.sh* script. The script can be ran as follows:
+
+`/verify_ds.sh <Path to cpp1000 benchmark dataset>`
+
+The script prints some statistics on the datasets and error messages if any inconsistencies are found.
+
+## Benchmark results
+
+The results of running the package applications on the CodeNet benchmark results are shown in the following table 1-4.
+
+It should be noted that due to variations of GPU computation results for large neural networks on long training sequences, the best accuracy can vary from one run to another one, as much as up to ~1%. Besides the number of epoch at which the best accuracy is achieved also varies.
+
+| Benchmark dataset | Accuracy | # tokens      |
+| ------------ | ----------- | ------------------- | 
+| Java250    | 71.87   | 81     |
+| Python800    | 67.74 | 71     |
+| C++1000     | 68.23  | 56     |
+| C++1400     | 64.73  | 56     |
+
+Table 1: Classification results using MLP with bag of tokens
+
+| Benchmark dataset | Accuracy | # tokens      |
+| :------------ | :-----------: | -------------------: |
+| Java250    | 90.96   | 81     |
+| Python800    | 89.49 | 71     |
+| C++1000     | 94.27  | 56     |
+| C++1400     | 94.10  | 56     |
+
+Table 2: Classification results using CNN with sequence of tokens
+
+| Benchmark dataset | Accuracy | # tokens      | # of test samples |
+| :------------ | :-----------: | -------------------: | -------------------: |
+| Java250    | 82.48   | 81     | 512000 |
+| Python800    | 86.64 | 71     | 512000 |
+| C++1000     | 85.69  | 56     | 512000 |
+| C++1400     | 86.47  | 56     | 512000 |
+
+Table 3: Similarity results using MLP with bag of tokens
+
+| Benchmark dataset | Accuracy | # tokens      | # of test samples |
+| :------------ | :-----------: | -------------------: | -------------------: |
+| Java250    | 89.39   | 75     | 512000 |
+| Python800    | 94.86 | 71     | 512000 |
+| C++1000     | 96.70  | 56     | 512000 |
+| C++1400     | 96.36  | 56     | 512000 |
+
+Table 4: Similarity results using Siamese network with sequence of tokens
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..1ba8a549bb72769958b5cbe98d8f09bf11de982f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/cpp1000ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..fa6be1b841ae0a756e3fb046e7f57c3d5d95aea6
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/cpp1000ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --epochs $1 --progress 2
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3589ee9407a845d2a5ad01e4f7423039dc10ec19
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/cpp1000ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5b7d6a28fda4470e8bc4d817c514d76140f3eaf8
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/cpp1000ds --short_code 0 --kernels 16 5 1 --filters 512 320 256 --conv_act relu --dense 512 1024 --coding trainable --embed 48 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00002 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.0000000015 --seed_ds 123 --progress 2
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a1e74858d326f8891973d9907d594eeac8eeedab
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/cpp1000ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
+#foo > allout.txt 2>&1
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c90cc2045c35c205e611f9d53beaaa45814d7ac9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/cpp1000ds --short_code 0 --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4f0960f706707cac26efebb849ac1f0823d94062
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..ab51bb2f2935680829ff540f6e638e83503db274
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/cpp1000ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..2b3b21f34856dbc3695f2ee04bbcc1ef67e94215
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/cpp1000ds --short_code 0 --coding trainable --embed 32  --kernels 15 5 1 --filters 320 256 160 --validation different --epochs $1 --steps_per_epoch $1 --dense 160 128 64 --conv_act relu --optimizer adam --trainsize 40000000 --valsize 409600 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4f0960f706707cac26efebb849ac1f0823d94062
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3d044e138f369e889879d0ed3f7c0eac033b172b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./cpp1000ds --source $1 --language C++ --tok_set CPP56X --update --no_macro
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d6da978550eeeeff85e4335e1b0aa8ddf6e32618
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/cpp1400ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..71e6fee0d6966284e4a9cb20d4b7ce19b580befc
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/cpp1400ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..731d0beff1950c446ca81acdedb20d54ca341a29
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/cpp1400ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..01940209d686081a2860d3afd18d219d61980b6b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/cpp1400ds --short_code 0 --kernels 15 5 1 --filters 1024 512 320 --conv_act relu --dense 320 1536 --coding trainable --embed 48 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00002 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.0000000015 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..ef740cf2ff21f29a857b254e5fe10f51be477e0f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/cpp1400ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e1f806a6b30feb8f3c830011a0d5ef9e594fde09
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/cpp1400ds --short_code 0  --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4f0960f706707cac26efebb849ac1f0823d94062
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7088c0ade4dfd699ea8ee6f372ff6675558241fb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/cpp1400ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d95e6cd8b22f4b0db7a9d22cb9b32d979000cf1d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/cpp1400ds --short_code 0 --coding trainable --embed 32  --kernels 15 5 1 --filters 256 160 128 --validation different --epochs $1 --steps_per_epoch 250 --dense 128 128 --conv_act relu --optimizer adam --trainsize 10000000 --valsize 400000 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c7729ed0fffab942470c7b6ff41f7054e7cd78d7
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh
new file mode 100644
index 0000000000000000000000000000000000000000..897b592eae19f0a2fce99fecaa16760d9f716fcc
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./cpp1400ds --source $1 --language C++ --tok_set CPP56X --update --no_macro
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..cbf88c6992f89d3dcb05e911c9d218978ef83f03
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/java250ds --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c0fb5c988bcab1963ba7d6a223744ff8aea6e466
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/java250ds --dense 128 160 256 --optimizer adam --short_code 0 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --history history --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..ce7fd06b05b21c046126490c3c806f7beee4485a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6fac9bf447778de3129e6fedc2599cbbd81392c9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/java250ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d5562385b5caa8129dd867b20aad971ede40d218
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/java250ds --short_code 0 --kernels 17 5 1 --filters 512 256 256 --conv_act relu --dense 256 256 320 --coding trainable --embed 64 --optimizer adam --epochs $1 --batch 200 --ckpt ./class_ckpt --l2 0.000025 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.000000002 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..813999d35a83d60ec0d20d5472bd1428446c0981
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d521f935c3de362606e60ca2da109cca68bda0fb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluation of Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/java250ds --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..06626e3023ea3690b337fe80772562271df13ac0
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/java250ds --short_code 0 --dense 64 32 4 --optimizer adam --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e34fd227c431900fd754f8ef8c11af58a9f6a17e
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext java
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3de5f4bf79dc35f1f824475aefc6b48ae4c4ef57
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluation of Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/java250ds --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..daa8fb3773098876ecbc3b57f1f27a3f8ffd8b7f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/java250ds --short_code 0 --coding trainable --embed 64 --kernels 17 5 1 --filters 512 256 256 --validation different --epochs $1 --steps_per_epoch 200 --dense 256 128 --conv_act relu --optimizer adam --trainsize 20480000 --valsize 512000 --batch 256 --dropout 0.1 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7373a434962c2d687f4e1f9afe20303e7be1112a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext java
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c3668b198437521e3295094958746baab60680f2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./java250ds --source $1 --language Java --tok_set Java --update
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5b42483f574c8266feb331e82730c54fa3f60a5f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/python800ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..0847ffaebc620d1aac066cbb518fcb2bd373c31c
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/python800ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --history history --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7e06bc7781f215cd6e7a58e9480ce6fe9ec25a14
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/python800ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..775e6be0dc6a70cc66155a3a0ece3d08ae92cd1c
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/python800ds --short_code 0 --kernels 19 5 1 --filters 512 256 256 --conv_act relu --dense 256 512 960 --coding trainable --embed 64 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00005 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.000000001 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..59de7feaeaa4dd3099ae1954a96f690ebf51c7e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7b250377030341337ad186132a2a5a01fdef23e2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/python800ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8b14e210679002b66756711b97d54e9bfebb0278
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/python800ds --short_code 0 --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..09c91c9ffc1d005910e7701826aca7c19cf9c59b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext py
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e0dad786e854e4d73827997fdb1fc2964a67c353
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/python800ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..bd925c70fbc99a1002abbfdef6712460d08d635b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for  python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/python800ds --short_code 0 --coding trainable --embed 64 --kernels 17 5 1 --filters 512 256 256 --validation different --epochs $1 --steps_per_epoch 250 --dense 256 128 --conv_act relu --optimizer adam --trainsize 10000000 --valsize 400000 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh
new file mode 100644
index 0000000000000000000000000000000000000000..09c91c9ffc1d005910e7701826aca7c19cf9c59b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext py
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh
new file mode 100644
index 0000000000000000000000000000000000000000..580e8659f8e1529c66eca98962458afcb369545f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./python800ds --source $1 --language python --tok_set python --update
+
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py
new file mode 100644
index 0000000000000000000000000000000000000000..05535320dc39fdc058839bd8e95adb6e4ec64c4f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py
@@ -0,0 +1,92 @@
+"""
+Program for code classification by Bag or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+Implements several simple classifiers of sorce code:
+- Linear (1 layer neural network)
+- 2 layer neural network giving ~97% accuracy for 5 classes
+- General N layer network
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments import (makeArgParserCodeML, parseArguments)
+from Utilities        import *
+from BagTokDataset    import BagTokDataset
+from DsUtilities      import DataRand
+from SeqModelMaker    import SeqModelFactory
+
+def main(args):
+    """
+    Main function of program for classifying source code
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    if args.ckpt_dir:
+        _latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        _checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        _callbacks=[_checkpoint_callback]
+    else:
+        _latest_checkpoint = None
+        _callbacks = None
+   
+    _ds = BagTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of fully connected neural network on bag of tokens\n")
+    _model_factory = SeqModelFactory(_ds.n_token_types, _ds.n_labels)
+    if _latest_checkpoint:
+        print("Restoring DNN from", _latest_checkpoint)
+        _dnn = tf.keras.models.load_model(_latest_checkpoint)
+    else:
+        print("Constructing DNN")
+        _dnn = _model_factory.denseDNN(args.dense)
+    
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    _history = _dnn.fit(_train_ds[0], _train_ds[1],
+                        epochs = args.epochs, batch_size = args.batch,
+                        validation_data = (_val_ds[0], _val_ds[1]),
+                        verbose = args.progress, callbacks = _callbacks)
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(_history.history, _jar)
+    
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH BAG OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Bag of tokens program source code classifier",
+        task = "classification")
+    args = parseArguments(parser)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..62f8d1235467966781f8bf87ac8e994dbedf3c88
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py
@@ -0,0 +1,154 @@
+"""
+Module for constracting dataset of bag of tokens
+of problem solutions of source code.
+
+Provides it capability of computing bag of tokens
+to parent module TokensClassifDS
+
+Test dataset is not created and is not supported
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensClassifDS import *
+
+class BagTokDataset(ClassifDSMaker):
+    """
+    Class for making datasets
+    to train bag of tokens classifiers of source code
+    Specializes parent class with functions computing bag of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 3,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test_part = 0, balanced_split = False):
+        """
+        Initialize object BagTokDataset with files to process
+        
+        Parameters:
+       - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test_part       -- fraction of data reserved for test set
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        super(BagTokDataset, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, 
+            max_n_problems = max_n_problems,
+            short_code_th = short_code_th, 
+            long_code_th = long_code_th, test_part = test_part,
+            balanced_split = balanced_split)
+        #Names and lables of validation samples,
+        #computed at the time of validation set construction
+        #Required for confusion analysis
+        self.val_ds  = None
+        self.train_ds = None
+        #!!!Used by obsolete function trainValNumPyDs
+        self.val_labels = None
+
+    def makeSample(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences.
+        Uses function of parent class
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        return self.makeBagOfTokens(tokens)
+
+    #!!! Obsolete function
+    def trainValNumPyDs(self, valpart):
+        """
+        Get training and validation numpy type datasets
+        constructed by splitting loaded data set
+        Additionally computes names of validation samples
+        Parameter:
+        - valpart  -- Fraction of dataset samples used for validation
+                      as float
+        - show     -- Flag to print distribution of sample lables
+        Returns:
+        - pair of <validation dataset>, <training dataset>
+          Each data set is a pair of samples and lables
+          in the form of numpy arrays 
+        """
+        _val_len = int(float(len(self.labels)) * valpart)
+        self.labels = np.asarray(self.labels, dtype = np.int32)
+        self.samples = np.stack(self.samples)
+        _val_ds = self.samples[: _val_len],   \
+                  self.labels[: _val_len]
+        self.val_labels = _val_ds[1]
+        self.val_names = self.sample_names[: _val_len]
+        _train_ds = self.samples[_val_len :], \
+                    self.labels[_val_len :]
+        return _val_ds, _train_ds
+
+    def trainValidDs(self, valpart, batch_size):
+        """
+        Make training and validation datasets by 
+        splitting loaded data set
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - <validation dataset>
+        - <training dataset>
+          Each data set is a pair of samples and lables
+          in the form of numpy arrays 
+        """
+        _train_len, _val_len = self.trainValDsSize(valpart, batch_size)
+        self.val_ds = ClassDataset(self, 0, _val_len,
+                                   "validation", self.report_dir)
+        self.train_ds = ClassDataset(self, _val_len, _train_len,
+                                     "training", self.report_dir)
+        self.writeLabelDistribution()
+        _train_samples, _train_labels, _, _ = self.train_ds.rawDS(batch_size)
+        _train_ds = (np.stack(_train_samples),
+                     np.asarray(_train_labels, dtype = np.int32))
+        _val_samples, _val_labels, _, _ = self.val_ds.rawDS(batch_size)
+        _val_ds = (np.stack(_val_samples),
+                   np.asarray(_val_labels, dtype = np.int32))
+        memoryUsage("After DS made")
+        return _val_ds, _train_ds
+
+    def testDS(self, batch_size):
+        """
+        Make test tf.dataset
+        The tf.data.dataset is constructed from_generator
+        Parameters:
+        - batch_size -- batch size
+
+        Returns:
+        - <validation dataset>
+        - <test dataset> as a pair of samples and lables 
+          in the form of numpy arrays 
+        - list of labels
+        - list of sample names 
+        - list of label names
+        """
+        if not self.test_ds:
+            sys.exit("Cannot make test dataset because it was not defined")
+        _samples, _labels, _sample_names, _label_names = \
+                                    self.test_ds.rawDS(batch_size)
+        _test_ds = (np.stack(_samples),
+                     np.asarray(_labels, dtype = np.int32))
+        return _test_ds, _labels, _sample_names, _label_names
+#---------------- End of class BagOfTokensLoader ---------------------
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..a1e73d2944277dbf9fa1b1bba692e91689c3a2b4
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py
@@ -0,0 +1,108 @@
+"""
+Module for constructing dataset for similarity analysis
+by bag of tokens technique.
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+
+import numpy as np
+import math
+import random
+
+from TokensSimilDS import SimilarityDSMaker
+
+class BagTokSimilarityDS(SimilarityDSMaker):
+    """
+    Dataset maker for source coode similarity analyser
+    using Bag of Tokens technique
+
+    Loads files of tokenized source code files from the given directory and
+    Prepares data set for simple Bag or Tokens code similarity detector
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None, test = 0):
+        """
+        Initize Dataset maker
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(BagTokSimilarityDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+
+    def makeSample(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences.
+        Uses function of parent class
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        return self.makeBagOfTokens(tokens)
+
+    '''
+    !!!Obsolete function. Delete after confirming.
+    def completeSimilDataset(self, ds):
+        """
+        Complete similarity dataset
+        by converting it from compact pythonic form to 
+        numpy array
+        Parameters: 
+        - ds -- list of data samples,
+                 where data sample is a concatenated pair of bag of tokens,
+        Returns: 
+        - numpy array of input list items
+        """
+        return np.stack(ds)
+    '''
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of numpy array
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        numpy array of the constructed dataset
+        """
+        _np_ds = np.zeros(shape=(len(samples), self.n_token_types * 2))
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _np_ds[_i] = \
+                np.concatenate((self.problems_solutions[_p1_idx][_s1_idx],
+                                self.problems_solutions[_p2_idx][_s2_idx]))
+        return _np_ds    
+#---------------- End of class BagTokSimilarityDS -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py
new file mode 100644
index 0000000000000000000000000000000000000000..549785770563c2aa1eaad2d329bfa897d652b639
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py
@@ -0,0 +1,74 @@
+"""
+Program for evaluating source code classifier using
+bag or Tokens technique 
+
+For correct evaluation of DNN model it is required 
+that the test datset is  generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/BagOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcessor"])
+from BagTokDataset    import BagTokDataset
+from DsUtilities      import DataRand
+from ProgramArguments import (makeArgParserCodeML, parseArguments)
+from Utilities        import *
+from ClassConfusion   import ClassConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for classifying source code samples
+    and evaluating its accuracy
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = BagTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    print("Restoring from", _checkpoint)
+    _dnn = tf.keras.models.load_model(_checkpoint)
+
+    _test_ds, _labels, _sample_names, _label_names = \
+                                _ds.testDS(args.batch)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds[0], _test_ds[1],
+                                  verbose = args.progress)
+    _prob = _dnn.predict(_test_ds[0], verbose = args.progress)
+    _confusion = ClassConfusAnalysis(_prob, _labels, _sample_names,
+                                     _label_names)
+    _confusion.writeReport()
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE CLASSIFIER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code classifier",
+        task = "classification")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file to load")
+    args = parseArguments(parser)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py
new file mode 100644
index 0000000000000000000000000000000000000000..762a4c5e3a179a80cdd018076a7bedf249700696
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py
@@ -0,0 +1,73 @@
+"""
+Program for evaluating source code similarity analyzer using
+bag or Tokens technique e
+
+For correct evaluation of DNN model it is required that 
+the test dataset is generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/BagOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcessor"])
+
+from BagTokSimilarityDS import BagTokSimilarityDS
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    _checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = BagTokSimilarityDS(args.dataset,
+                             min_n_solutions = args.min_solutions,
+                             max_n_problems = args.problems,
+                             short_code_th = args.short_code,
+                             long_code_th = args.long_code,
+                             test = args.testpart)
+    print("Restoring from", _checkpoint)
+    _dnn = tf.keras.models.load_model(_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, _labels,
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    args = parseArguments(parser)
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py
new file mode 100644
index 0000000000000000000000000000000000000000..0a7742da7596f901d37dd9e01d406027bd3898ef
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py
@@ -0,0 +1,93 @@
+"""
+Program for predicting similarity of two source code files by 
+Bag or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/PostProcessor",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments   import (makeArgParserCodeML, parseArguments)
+from Utilities          import *
+from BagTokSimilarityDS import BagTokSimilarityDS
+from DsUtilities        import DataRand
+from SeqModelMaker      import SeqModelFactory
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    if args.ckpt_dir:
+        _latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        _checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        _callbacks=[_checkpoint_callback]
+    else:
+        _latest_checkpoint = None
+        _callbacks = None
+    _ds = BagTokSimilarityDS(args.dataset,
+                             min_n_solutions = args.min_solutions,
+                             max_n_problems = args.problems,
+                             short_code_th = args.short_code,
+                             long_code_th = args.long_code,
+                             test = args.testpart)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) if args.validation == "same" else \
+        _ds.trainValidDsDifferentProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart)
+
+    _model_factory = SeqModelFactory(_ds.n_token_types * 2, 1)
+    if _latest_checkpoint:
+        print("Restoring from", _latest_checkpoint)
+        _dnn = tf.keras.models.load_model(_latest_checkpoint)
+    else:
+        _dnn = _model_factory.denseDNN(args.dense)
+
+    _history = _dnn.fit(_train_ds[0], _train_ds[1],
+                        epochs = args.epochs, batch_size = args.batch,
+                        validation_data = (_val_ds[0], _val_ds[1]),
+                        verbose = args.progress, callbacks = _callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(_history.history, _jar)
+
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH BAG OF TOKENS TECHNIQUE")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Bag of tokens source code similarity analysis",
+        task = "similarity")
+    args = parseArguments(parser)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py b/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py
new file mode 100644
index 0000000000000000000000000000000000000000..8e8f330e4065e06bdffb2c8ce102454b7281e9b6
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py
@@ -0,0 +1,73 @@
+"""
+"""
+import sys
+import os
+import math
+import argparse
+import pickle
+from VectorKMeans import VectorsClustered
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def main(args):
+    """
+    Main function of program for bag of tokens cluster analysis of 
+    of one problem source code solutions
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds = BagOfTokensLoader(args.samples, args.tokens)
+    samples, _, _, _, _, = ds.loadProblem(args.problem)
+    sol_clustered = VectorsClustered(samples)
+    sol_clustered.kmeansCluster(args.clusters)
+    sol_clustered.printClustersStat()
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCLUSTER ANALAYSIS OF BAG OF TOKENS OF SOURCE CODE SOLUTIONS")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Cluster analysis of bags of tokens of source code solution")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('problem',
+                        type=str, help='filename of problem')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    parser.add_argument('--clusters', default=8, type=int,
+                        help='number of clusters')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
+
+
+"""
+#!!! OLD Experimental code
+#-------------------------------------------
+ds = BagOfTokensLoader("../../DataSet/ds5c/", 17)
+samples = []
+ds.loadSolutions("../../DataSet/ds5c/ALDS1_11_B.tkn", samples)
+samples, _ = zip(*samples)
+samples = np.stack(samples)
+n_clusters=32
+kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(samples)
+#print(kmeans.labels_)
+centers = kmeans.cluster_centers_
+print(kmeans.inertia_)
+
+for i in range(n_clusters):
+    line = ""
+    for j in range(n_clusters):
+        line += "{:4.2f} ".format(np.linalg.norm(centers[i] - centers[j]))
+    print(i, line + "\n")
+#-----End of OLD Experimental code  -------------
+"""
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py b/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py
new file mode 100644
index 0000000000000000000000000000000000000000..ee2a8bcf6494b134052aa240290da729bc79e8d4
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py
@@ -0,0 +1,73 @@
+"""
+Program for code classification by Bag or Tokens technique
+using cluster analysis
+
+
+
+Implements nearest cluster simple classifier of sorce code:
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+from NearestCluster import NearestClusterClassifier
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds_loader = BagOfTokensLoader(args.samples, args.tokens)
+    all_samples, problem_samples = ds_loader.getPartitionedSampes()
+    val_train_split = args.valpart
+    val_samples = \
+        [_solutions[: int(float(len(_solutions)) * val_train_split)] 
+         for _solutions in problem_samples]
+
+    train_samples = \
+        [_solutions[int(float(len(_solutions)) * val_train_split) :] 
+         for _solutions in problem_samples]
+    classifier = NearestClusterClassifier(train_samples, val_samples)
+    #classifier.nClustersTrain(args.clusters)
+    classifier.scaledClustersTrain(args.clusters)
+    accuracy = classifier.validate()
+    print("Accuracy: ", accuracy)
+
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH BAG OF TOKENS CLUTERING CLASSIFIER")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Bag of Tokens program source code classifier")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    parser.add_argument('--valpart', default=0.2, type=float,
+                        help='fraction of samples for validation')
+    parser.add_argument('--clusters', default=8, type=int,
+                        help='number of clusters')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py b/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..d55286ee5336978c975d47e7f32a661c183c17cb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py
@@ -0,0 +1,48 @@
+"""
+Program for analysis of distribution of problems solutions dataset
+"""
+import sys
+import os
+import argparse
+from VectorKMeans import SetOfClusters
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def main(args):
+    """
+    Main function of program for analysing bags of tokens distribution of 
+    of sorce code solutions of several problems
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds_loader = BagOfTokensLoader(args.samples, args.tokens)
+    all_samples, problem_samples = ds_loader.getPartitionedSampes()
+    dist_analyzer = SetOfClusters(problem_samples)
+    dist_analyzer.printClustCentersDistr()
+    dist_analyzer.printClustToCentersDistr()
+    dist_analyzer.printClustersDistr()
+    dist_analyzer.printClustersStat()
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nANALYSIS OF SOURCE CODE DATASET DISTRIBUTION BY BAG OF TOKENS")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Analysis of distribution of bags of tokens of source code dataset")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py b/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py
new file mode 100644
index 0000000000000000000000000000000000000000..2342bdb9c8e07f7be025b15d131d5737569a8687
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py
@@ -0,0 +1,71 @@
+"""
+"""
+import sys
+import os
+import math
+import numpy as np
+from VectorKMeans import VectorsClustered
+
+class NearestClusterClassifier(object):
+    """
+    """
+    def __init__(self, train_samples, val_samples):
+        """
+        """
+        self._val_samples = val_samples
+        self._min_n_class_samples = min(map(len, train_samples))
+        print("_min_n_class_samples: ", self._min_n_class_samples)
+        self._classes = [VectorsClustered(_samples) 
+                         for _samples in train_samples]
+        self.n_classes = len(self._classes)
+
+    def nClustersTrain(self, n_clusters):
+        """
+        """
+        for _class in self._classes:
+            _class.kmeansCluster(n_clusters)
+
+    def scaledClustersTrain(self, n_clusters):
+        """
+        """
+        for _class in self._classes:
+            _scale = _class.n_samples // self._min_n_class_samples
+            print("Scale: ", _scale)
+            _class.kmeansCluster(n_clusters * _scale)
+            
+    def classify(self, sample):
+        """
+        """
+        _min_d = sys.maxsize
+        _classification = None
+        for _i, _class in enumerate(self._classes):
+            _class_dist = _class.distanceToCenters(sample)
+            if _class_dist < _min_d:
+                _min_d = _class_dist
+                _classification = _i
+        return _classification
+
+    def validate(self):
+        """
+        """
+        return self.test(self._val_samples)
+
+    def test(self, val_samples):
+        """
+        """
+        _n_correct_list = []
+        _acc_list = []
+        _n_val_samples = sum(map(len, val_samples))
+        print(_n_val_samples)
+        for _i, _val_class_samples in enumerate(val_samples):
+            _n_correct = 0
+            for _sample in _val_class_samples:
+                if _i == self.classify(_sample):
+                    _n_correct += 1
+            _n_correct_list.append(_n_correct)
+            _acc_list.append(float(_n_correct) / 
+                             float(len(_val_class_samples)))
+        _n_correct = sum(_n_correct_list)
+        print("Accuracy of classes: ", _acc_list)
+        return float(_n_correct) / float(_n_val_samples)
+            
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py b/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py
new file mode 100644
index 0000000000000000000000000000000000000000..72ac211a56b886115982e7acff958f6a1a313431
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py
@@ -0,0 +1,277 @@
+"""
+"""
+import sys
+import os
+import math
+import numpy as np
+from sklearn.cluster import KMeans
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def distance(x, y):
+    """
+    Distance between two vectors
+    """
+    return np.linalg.norm(x - y)
+
+def sampleToSetDistance(s, sset):
+    """
+    Distance from sample to set of vectors
+    """
+    return np.min(np.linalg.norm(sset - s, axis=1))
+    
+def setSeparation(s1, s2):
+    """
+    Separation of two sets of vectors
+    """
+    return min([sampleToSetDistance(s1[_i], s2)
+                for _i in range(s1.shape[0])])
+#--------------End of utility functions------------------------------
+
+class VectCluster(object):
+    """
+    Cluster of vectors
+    """
+    def __init__(self, samples, center = None, inertia = None):
+        """   
+        """
+        self.samples = samples if isinstance(samples, np.ndarray) \
+                       else np.stack(samples)
+        self.n_samples = self.samples.shape[0]
+        self.vect_len = self.samples.shape[1]
+        self.centroid = center if center is not None else \
+                        self.compCentroid()
+        self.inertia = inertia if inertia is not None else \
+                       self.compInertia()
+        self.rmsRadius = self.compRmsRadius()
+        self.max_radius = self.compMaxRadius()
+        self.aver_radius = self.compAvrRadius()
+        self.diameter = self.compDiameter()
+
+    def getStat(self):
+        """
+        """
+        return (self.n_samples, self.inertia, self.rmsRadius, 
+                self.max_radius, self.aver_radius, self.diameter)
+
+    def compCentroid(self):
+        """
+        """
+        _l = self.samples.shape[0]
+        _v_dim = self.samples.shape[1]
+        _c = np.zeros(_v_dim)
+        for _i in range(_v_dim):
+            _c[_i] = np.sum(self.samples[:, _i])/_l
+        return np.stack(_c)
+
+    def compInertia(self):
+        """
+        """
+        return np.sum(np.linalg.norm(
+            self.samples - self.centroid, axis=1) ** 2)
+
+    def compRmsRadius(self):
+        """
+        """
+        return math.sqrt(self.inertia / self.n_samples)
+
+    def compMaxRadius(self):
+        """
+        """    
+        return np.max(np.linalg.norm(
+            self.samples - self.centroid, axis=1))
+
+    def compAvrRadius(self):
+        """
+        """
+        #print("Checking np.linalg.norm\n")
+        #print(np.linalg.norm(
+        #    self.samples - self.centroid, axis=1))
+        #print("End of np.linalg.norm\n")
+        return np.average(np.linalg.norm(
+            self.samples - self.centroid, axis=1))
+
+    def compDiameter(self):
+        """
+        """
+        _d = 0
+        for _i in range(self.n_samples):
+            _d = max(_d, np.max(np.linalg.norm(
+                self.samples - self.samples[_i], axis=1)))
+        return _d
+#---------------- End of class VectCluster -----------------------------
+
+class SetOfClusters(object):
+    """
+    """
+    def __init__(self, clusters, centers = None, inertia = None):
+        """
+        """
+        self.clusters = \
+            [VectCluster(_cluster, center = 
+                         centers[_i] if centers is not None else None)
+             for _i, _cluster in enumerate(clusters)]
+        self.clust_centers = centers if centers is not None \
+            else np.stack([_cluster.centroid for _cluster in self.clusters])
+        self.n_clusters = len(self.clusters)
+ 
+    def _clustCentersSeparation(self, i, j):
+        """
+        Distance between centers of two clusters
+        """
+        return distance(self.clust_centers[i], 
+                        self.clust_centers[j])
+
+    def _clustToCenterSeparation(self, i, j):
+        """
+        Distance from center of one cluster to other cluster
+        """
+        return sampleToSetDistance(self.clusters[i].centroid,
+                                   self.clusters[j].samples)
+
+    def _clustSeparation(self, i, j):
+        """
+        """
+        if self.clusters[i].n_samples > self.clusters[j].n_samples:
+            i,j = j,i
+        return setSeparation(self.clusters[i].samples,
+                             self.clusters[j].samples)
+
+    def printClustCentersDistr(self):
+        """
+        """
+        print("\nDistances between cluster centers")
+        print("----------------------------")
+        self._printClustersDistr(self._clustCentersSeparation)
+
+    def printClustToCentersDistr(self):
+        """
+        """
+        print("\nDistances between centers of clusters to other clusters")
+        print("----------------------------")
+        self._printClustersDistr(self._clustToCenterSeparation)
+
+    def printClustersDistr(self):
+        """
+        """
+        print("\nDistances between clusters")
+        print("----------------------------")
+        self._printClustersDistr(self._clustSeparation)
+
+
+    def _printClustersDistr(self, dist_func):
+        """
+        """
+        _title = (" " + "   {:2d}" * self.n_clusters). \
+                 format(*range(self.n_clusters))
+        print(_title + '\n')
+        _max_sep = 0
+        _min_sep = sys.maxsize
+        _avr_sep = 0
+        for _i in range(self.n_clusters):
+            _line = "{:2d}: ".format(_i)
+            for _j in range(self.n_clusters):
+                _sep = dist_func(_i, _j)
+                _line += "{:4.2f} ".format(_sep)
+                _max_sep = max(_max_sep, _sep)
+                if _i != _j:
+                    _min_sep = min(_min_sep, _sep)
+                    _avr_sep += _sep
+            print(_line)
+        _avr_sep = _avr_sep / float((self.n_clusters - 1) ** 2)
+        print("Separations: " + 
+              f"min = {_min_sep:.4f}, average = {_avr_sep:.4f}, max = {_max_sep:.4f}\n")
+
+    def printClustersStat(self):
+        """
+        """
+        print("Characteristics of clusters\n") 
+        print("Num    N    Inert    RMS    Max    Avr   Diameter")
+        print("Clus points        Radius Radius  Radius        \n")
+        _big_cluster = None
+        _max_size = 0
+        _small_cluster = None
+        _min_size = sys.maxsize
+        _wide_cluster = None
+        _max_width = 0
+        _compact_cluster = None
+        _min_width = float(sys.maxsize)
+        for _i, _cluster in enumerate(self.clusters):
+            print("{:3d}  {:4d}  {:7.3f}  {:5.3f}  {:5.3f}  {:5.3f}   {:5.3f}".
+                  format(_i, *_cluster.getStat()))
+            if _max_size < _cluster.n_samples:
+                _big_cluster = _i
+                _max_size = _cluster.n_samples
+            if _min_size > _cluster.n_samples:
+                _small_cluster = _i
+                _min_size = _cluster.n_samples
+            if _max_width < _cluster.diameter:
+                _wide_cluster = _i
+                _max_width = _cluster.diameter
+            if _min_width > _cluster.diameter:
+                _compact_cluster = _i
+                _min_width = _cluster.diameter
+        print(f"Largest cluster #{_big_cluster} has {_max_size} samples")
+        print(f"Smallest cluster #{_small_cluster} has {_min_size} samples")
+        print(f"Widest cluster #{_wide_cluster} is {_max_width:.4f} wide")
+        print(f"Most compact cluster #{_compact_cluster} is {_min_width:.4f} wide")
+
+    def makeClustersStat(self):
+        """
+        """
+        pass
+#---------------- End of class SetOfClusters -----------------------------
+            
+class VectorsClustered(VectCluster):
+    """
+    Clustered source code of problem solutions 
+    """
+    def __init__(self, samples):
+        """
+        """
+        super(VectorsClustered, self).__init__(samples)
+        self._random_seed = 0
+
+    def kmeansCluster(self, n_clusters):
+        """
+        Cluster samples into n clusters
+        Parameters:
+        - n  -- number of clusters
+        """
+        _kmeans = KMeans(n_clusters = n_clusters, 
+                         random_state =
+                         self._random_seed).fit(self.samples)
+        self._kmeans_inertia = _kmeans.inertia_
+        self.clust_centers = _kmeans.cluster_centers_
+        self.n_clusters = n_clusters
+        self.labels = _kmeans.labels_
+        self.clusters = SetOfClusters(self.clustersFromLabels(),
+                                      self.clust_centers)
+
+    def clustersFromLabels(self):
+        """
+        """
+        _cluster_list = [[] for _in in range(self.n_clusters)]
+        for _i in range(self.n_samples):
+            _cluster_list[self.labels[_i]].append(self.samples[_i])
+        return _cluster_list
+            
+    def printClustersStat(self):
+        """
+        """
+        self.clusters.printClustersStat()
+        self.clusters.printClustCentersDistr()
+        self.clusters.printClustToCentersDistr()
+        self.clusters.printClustersDistr()
+
+    def printClustCenters(self):
+        """
+        """
+        print("Centers of clusters\n", self.clusters.clust_centers)
+
+    def distanceToCenters(self, sample):
+        """
+        """
+        return sampleToSetDistance(sample, self.clust_centers)
+#---------------- End of class SolutionsClustered -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py b/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py
new file mode 100644
index 0000000000000000000000000000000000000000..298329d7e366da8409f1650329c9b2cca5048f5e
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py
@@ -0,0 +1,160 @@
+"""
+Module of functions defining program parameters
+"""
+import sys
+import argparse
+
+def makeArgParserCodeML(description, task = "classification"):
+    """
+    Make program arguments parser for machine learning
+    for analysis of source code problems
+    Parameters:
+    - description  -- string describing the parser
+    - task         -- task for which dataset is used:
+                      either 'classification' or 'similarity'
+    Returns: constructed argument parser
+    """
+    parser = argparse.ArgumentParser(description = description)
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("--min_solutions", type=int, default=8,
+                        help = "min number of problem solutions")
+    parser.add_argument("--problems", default=None, type=int,
+                        help = "max number of problems to load")
+    parser.add_argument("--short_code", default = 4, type=int,
+                        help = "shortest code to load")
+    parser.add_argument("--long_code", default = None, type=int,
+                        help = "longest code to load")
+    parser.add_argument("--testpart", default=0, type=float,
+                        help="part of whole dataset for testing")    
+    parser.add_argument("--valpart", default=0.2, type=float,
+                        help="fraction of training dataset for validation")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument("--seed_ds", type=int, default=101,
+                        help = "seed for making randomized dataset")
+    parser.add_argument("--seed_model", type=int, default=101,
+                        help = "seed for making randomized model")    
+    parser.add_argument("--dnn", default="basic",
+                        type=str, help="dnn model")    
+    parser.add_argument('--progress', default=1, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    parser.add_argument("--epochs", default=32, type=int,
+                        help="number of train epochs")
+    parser.add_argument("--patience", default=32, type=int,
+                        help="number of epoch to train without improvements")
+    parser.add_argument("--dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--regul_dense_only", action="store_true", 
+                        default=False,
+                        help="regulirize only dense layers")
+    parser.add_argument("--history", type=str, 
+                        default="./train_history.pcl",
+                        help="filename to write history of training")
+    parser.add_argument("--optimizer", type=str, default="rmsprop", 
+                        choices=["sgd", "rmsprop", "adam", "adadelta",
+                                 "adagrad", "adamax", "nadam", "ftrl"],
+                        help="training optimizer")
+    parser.add_argument("--ckpt_dir", default = None,
+                        type=str, help="checkpoint directory")
+    if task == "similarity":
+        parser.add_argument("--validation", type=str, 
+                            default="same", choices=["same", "different"],
+                            help="validation with same or different " + 
+                            "as training problems")
+        parser.add_argument("--valsize", default=5000, type=int,
+                            help="size of validation dataset")
+        parser.add_argument("--trainsize", default=20000, type=int,
+                            help="size of training dataset")
+        parser.add_argument("--similpart", default=0.5, type=float,
+                            help="fraction of all samples, " + 
+                            "representing pairs of similar source code")
+    elif task == "classification":
+        parser.add_argument("--balanced_split", action="store_true", 
+                            default=False,
+                            help="balanced split of problem solutions " + 
+                            "for training, validation and testing")        
+    else:
+        sys.exit(f"Wrong machine learning task {task}. " +
+                "It should be either 'classification' or 'similarity'")
+    return parser
+
+def addSeqTokensArgs(parser):
+    """
+    Add arguments defining DNN processing sequences of tokens
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: constructed argument parser
+    """
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument("--coding", type=str, default="categorical", 
+                        choices=["categorical", "trainable", "one_hot"],
+                        help="dnn input data coding: " + 
+                        "either one-hot or categorical or trainable")
+    parser.add_argument("--embed", default=None, type=int,
+                        help="size of embedding vectors; " + 
+                        "number of tokens if it is not defined" )
+    parser.add_argument("--kernels", required=True,
+                        type=int, nargs='+',
+                        help="width of convolution kernels")
+    parser.add_argument("--filters", required=True,
+                        type=int, nargs='+',
+                        help="number of convolution filters")
+    parser.add_argument("--strides", default = None,
+                        type=int, nargs='+',
+                        help="strides of convolutions")
+    parser.add_argument("--conv_act", type=str, 
+                        default= None, choices=["relu", "sigmoid", "tanh"],
+                        help="activation of convolutional layers")
+    parser.add_argument("--pool", type=str, 
+                        default="max", choices=["max", "aver"],
+                        help="operation of pooling layer")
+    parser.add_argument("--dropout", default=0, type=float,
+                        help="rate of dropout")
+    return parser
+
+def addRegularizationArgs(parser):
+    """
+    Add arguments defining regularization
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: constructed argument parser
+    """
+    parser.add_argument("--l1", default=0, type=float,
+                        help="l1 regularization")
+    parser.add_argument("--l2", default=0, type=float,
+                        help="l2 regularization")
+    return parser
+
+def parseArguments(parser):
+    """
+    Parse program arguments
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: object with program arguments
+    """
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    return args
+
+def checkConvolution(args):
+    """
+    Check definition of convolution by program arguments
+    Parameters:
+    - args object with program arguments
+    """
+    if len(args.kernels) != len(args.filters):
+        print("Error: Numbers of convolution kernels and filters are different")
+        sys.exit(1)
+    if args.strides and len(args.strides) != len(args.filters):
+        print("Error: Numbers of convolution kernels and strides are different")
+        sys.exit(1)   
diff --git a/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py b/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..4a7070113951fd6e102d35434da7f294438a6718
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py
@@ -0,0 +1,114 @@
+"""
+Module defining some utility functions used with ML applications
+"""
+import os
+import sys
+import numpy as np
+import tensorflow as tf
+import random as python_random
+
+def resetSeeds():
+    """
+    Reset system seeds for random generators
+    """
+    np.random.seed(123) 
+    python_random.seed(123)
+    tf.random.set_seed(1234)
+
+def setupCheckpoint(checkpoint_dir):
+    """
+    Set up writing down checkpoints:
+    - Make checkpoint directory is it does not exist
+    - Find latest checkpoint
+    Parameter:
+    - checkpoint_dir  -- Directory for writing down checkpoints
+    Returns:
+    """
+    if not os.path.exists(checkpoint_dir):
+        os.makedirs(checkpoint_dir)
+        latest_checkpoint = None
+    else:
+        checkpoints = [checkpoint_dir + "/" + name for 
+                       name in os.listdir(checkpoint_dir)]  
+        latest_checkpoint = max(checkpoints, key=os.path.getctime) \
+            if checkpoints else None
+    return latest_checkpoint
+
+def getCheckpoint(checkpoint_dir, checkpoint = None):
+    """
+    Get either the specified checkpoint or the latest one
+    Parameters:
+    - checkpoint_dir  -- Directory with checkpoints
+    - checkpoint      -- Checkpoint file name
+    Returns: full path to checkpoint file
+    """
+    if not checkpoint_dir:
+        sys.exit("Directory with DNN models is not defined")
+    if not os.path.exists(checkpoint_dir):
+        sys.exit(f"Directory {checkpoint_dir} with DNN models does not exist")
+    if checkpoint:
+        if os.path.exists(f"{checkpoint_dir}/checkpoint"):
+            return ckpt_file
+        else:
+            sys.exit(f"Directory {checkpoint_dir} does not have checkpoint {checkpoint}")
+    checkpoints = [checkpoint_dir + "/" + name for 
+                       name in os.listdir(checkpoint_dir)]
+    if checkpoints:
+        return max(checkpoints, key=os.path.getctime)
+    else:
+        sys.exit(f"Directory {checkpoint_dir} with DNN models is empty")
+    
+def makeCkptCallback(checkpoint_dir, monitor = "val_accuracy"):
+    """
+    - Create callback function for writing down checkpoints
+    Parameter:
+    - checkpoint_dir  -- Directory for writing down checkpoints
+    - monitor         -- value to monitor
+    Returns:
+    - Callback function created
+    """
+    checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(
+        filepath = checkpoint_dir + "/ckpt-{epoch}",
+        monitor = monitor,
+        verbose = 0, save_best_only = True,
+        save_weights_only = False,
+        mode = "auto", save_freq= "epoch")
+    return checkpoint_callback
+
+def memoryUsage(point):
+    """
+    Print memory usage
+    Parameter:
+    - point --  identifier of print: string or number
+    """
+    from resource import getrusage, RUSAGE_SELF
+    _resource_usage = getrusage(RUSAGE_SELF)
+    print(f"{point}:  MEMORY = {_resource_usage.ru_maxrss}")
+
+def makeFilePath(*parts, m = None):
+    """
+    Make path to file and check its existance
+    Check if the path exists and exit if it is not found
+    The existance of the path is checked only if 
+    the description of file is defined
+    Parameters:
+    - m      -- description of the path to pringt in the message 
+                if the path does not exist
+    - parts  -- parts to concatenate to get file path
+    """
+    _p = "/".join(parts).replace("//", "/")
+    if m and not os.path.exists(_p):
+        sys.exit(f"{m} {_p} is not found")
+    return _p
+
+'''
+def accessModules(*modules):
+    """
+    Update sys.path to access required modules
+    Parameters:
+    - modules  -- modules to access
+    """
+    main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+'''
+           
+    
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py b/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py
new file mode 100644
index 0000000000000000000000000000000000000000..c355d263d76b31523fac60eab397236feb4e20aa
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py
@@ -0,0 +1,595 @@
+"""
+Module for updating dataset with tokenized solutions of given problems.
+
+- Tokenized representations of all solutions of one problem are 
+  placed in a single file.
+- The files with tokenized solutions of problems are added into existing 
+  directory.
+- Each tokenized source code file is represented in the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. 
+  If the specified status is 'All' all solutions are tokenized.
+- The program selects problems having not fewer tokenizable solutions 
+  than the specified parameter.
+- There is a parameter specifying the limit of 
+  the number problems to tokenize. If that number is None 
+  all existing problems satisfying to selection criteria 
+  are tokenized.
+"""
+import sys
+import os
+from os import path
+from abc import ABC, abstractmethod
+import json
+import csv
+
+from DebugTokenizer import DebugTokenizer
+from TokenSets      import TokenDictFactory
+
+class BaseTokenizer(ABC):
+    """
+    Base abstract class for tokenizing one file of source code
+    """
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = "./t_o_k_e_n_s.o_u_t"
+    #Flags specifing program langiages for Geert's tokenizer 
+    LANG_FLAGS = {"Java": "j", "C++": "", "C": ""}
+    
+    def __init__(self, lang, verbose, no_macro):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang     -- language of the solution code written in:
+                      either C++ or Java
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        """
+        self.lang = lang
+        self.tokenize_cmd = self.makeTokenizerCmd(
+            self.lang, verbose = verbose, no_macro = no_macro)
+        
+    def makeTokenizerCmd(self, language, verbose = False, 
+                        no_macro = False):
+        """
+        Make command for tokenizing source code
+        Parameters:
+        - language  -- programming language of code written in
+                       either C++ or Java
+        - verbose   -- flag to pring tonezer warnings
+        - no_macro  -- flag to ignor macro definitions in C C++ code
+        Returns: tokenization commend as a string
+        """
+        _w = "" if verbose else "w"
+        if language == "python":
+            return f"pytokenize -{_w}mcsv "
+        try:
+            _l = self.LANG_FLAGS[language]
+        except KeyError:
+            sys.exit(f"Programming language {language} cannot be tokenized")    
+        _c = "c" if no_macro else ""
+        return f"tokenize -{_w}{_c}{_l}mcsv "
+        
+    @abstractmethod
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+        - either string of tokens if tokenization is successful
+        - or None if it failed
+        """
+        raise NotImplementedError()
+
+    @abstractmethod
+    def tokensReport(self):
+        """
+        Print report on tokens and 
+        their occurrence in processed files
+        and write down info on tokens to tokenized dataset
+        """
+        raise NotImplementedError()
+#------------- End of class BaseTokenizer  -----------------------------
+
+class TokClass17Tokenizer(BaseTokenizer):
+    """
+    Class for tokenizing one file of source code
+    The tokenization is represented with 17 token classes 
+    """
+    def __init__(self, lang, verbose, no_macro):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        """
+        super(TokClass17Tokenizer, self).__init__(
+            lang, verbose, no_macro)
+        self.filter_cmd = self.makeFilterCmd()
+        self.n_tokens = 17
+
+    def makeFilterCmd(self):
+        """
+        Make command for tokenizing source code
+        Returns: string as for command pipe with awk filter 
+                 postprocessing output of tokenizer
+        """
+        return f"| filter.awk > {self.TMP_TOKENIZATION};" + \
+            "exit ${PIPESTATUS[0]}"
+
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+       - either string of tokens if tokenization is successful
+       - or None if it failed
+        """
+        _rc =  os.system(self.tokenize_cmd + in_fn + 
+                         self.filter_cmd)
+        if _rc: return None
+        with open(self.TMP_TOKENIZATION) as _f:
+            _tokens = _f.read().rstrip('\n').replace('\n',',')
+        return _tokens
+
+    def tokensReport(self):
+        """
+        - Print report on tokens and 
+          their occurrence in processed files
+        - 17 classes tokenizer does not collect tokens statistics
+        """
+        print("\nTokenization was performed with 17 classes of tokens")
+#------------- End of class BaseTokenizer  -----------------------------
+
+class DetailedTokenizer(BaseTokenizer):
+    """
+    Class for tokenizing source code file
+    The resulted sequence reprersents all operator and keyword tokens
+    Uses file cls.TMP_TOKENIZATION for temporary results 
+    """
+    def __init__(self, lang, verbose, no_macro,
+                 token_set, tok_debugger):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang       -- language of the solution code
+        - verbose    -- flag to print tokenizer warning
+        - no_macro   -- flag not to tokenize macro definitions
+        - token_set  -- name of set of tokens to use
+        - tok_debugger -- object for debugging tokeinizer
+        """
+        super(DetailedTokenizer, self).__init__(
+            lang, verbose, no_macro)
+        self.tokenize_cmd += f" -o{self.TMP_TOKENIZATION} "
+        self.token_dict, self.n_tokens = \
+            TokenDictFactory.makeTokenDict(token_set)
+        #Set of unrecognized operators and keywords
+        self.unknow_tokens = set()
+        #Set of found operators and keywords
+        self.found_tokens = set() 
+        self.tok_debugger = tok_debugger
+
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+        - either string of tokens if tokenization is successful
+        - or None if it failed
+        """
+        if os.system(self.tokenize_cmd + in_fn):
+            return None
+        self.tok_debugger.debugFile(in_fn, 
+                                    self.TMP_TOKENIZATION)
+        _tokens = []
+        with open(self.TMP_TOKENIZATION, newline='',
+                  encoding="ISO-8859-1") as _csvfile:
+            _token_reader = csv.reader(_csvfile)
+            _token_reader.__next__() #Skip csv header
+            for _, _, _tok_class, _tok_value in _token_reader:
+                if _tok_class == "operator" or _tok_class == "keyword":
+                    try:
+                        _tokens.append(self.token_dict[_tok_value])
+                        self.found_tokens.add(_tok_value)
+                    except KeyError:
+                        self.unknow_tokens.add(_tok_value)
+        return  ','.join(_tokens)
+
+    def tokensReport(self):
+        """
+        Print report on tokens and 
+        their occurrence in processed files
+        """
+        self.printTokenDict()
+        self.printUnknownTokens()
+        self.printNonexistentTokens()
+
+    def printTokenDict(self):
+        """
+        Print tokens used for tokenization
+        """
+        print(f"\nTokenization used {len(self.token_dict)} tokens")
+        print("#   Token       Tok idx")
+        print("-----------------------")
+        for _i, _t in enumerate(
+                sorted(self.token_dict.keys())):
+            print("{:3d} {:10s}  {:s}".
+                  format(_i + 1, _t, self.token_dict[_t]))
+
+    def printUnknownTokens(self):
+        """
+        Print tokens that were not recognized
+        """
+        if not self.unknow_tokens: return
+        print("\nUnrecognized tokens")
+        print("-------------------")
+        for _i, _t in enumerate(self.unknow_tokens):
+            print("{:3d}  {:s}".format(_i + 1, _t))
+
+    def printNonexistentTokens(self):
+        """
+        Print tokens not found in any of the processed files
+        """
+        _not_found = [_t for _t in self.token_dict.keys() 
+                      if _t not in self.found_tokens]
+        if _not_found:
+            print("\nTokens not present in processed files")
+            for _i, _t in enumerate(_not_found):
+                print(f"{_i + 1:2d}  {_t}")
+        else:
+            print("\nAll tokens present in processed files")
+#------------- End of class DetailTokenizer -----------------------------
+
+class BaseDsTokenizer:
+    """
+    Base class for tokenizing solutions of all problems
+    and writing down tokenized solution code to dataset
+    Defines data and functions common for all tokenizers
+    Does not rely on any metadada or directory structure
+    of source code files to be tokenized
+    """
+    #Working directory for writing down reports and temporary files
+    WORK_DIR = "./TokenizerWorkDir"
+    #File name for reporting problem solutions that are not found
+    NOT_FOUND_SOLUTIONS = f"{WORK_DIR}/not_found_solutions.lst"
+    #File name for reporting problem solutions with tokenization errors
+    FAILED_TOKENIZATIONS = f"{WORK_DIR}/tokenization_errors.lst"
+    #File name for reporting problem solutions without interesting tokens
+    NO_TOKENS = f"{WORK_DIR}/no_interesting_tokens.lst"
+    #File name for reporting tokenized problems
+    TOKENIZED_PROBLEMS = f"{WORK_DIR}/tokenized_problems.lst"
+    #File for reporting distribution of 
+    #lengths (number of tokens) of problem solutions
+    SOL_LENGTH_DISTR = f"{WORK_DIR}/distr_solution_lengths.lst"
+    #File for writing report on tokenized problems
+    PROBLEMS_REPORT = f"{WORK_DIR}/tokenization_report.lst"
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = f"{WORK_DIR}/t_o_k_e_n_s.o_u_t"
+
+    def __init__(self, ds, data, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        if not os.path.exists(ds):
+            sys.exit(f"Directory {ds} to write down tokenized solutions is not found")
+        if not os.path.exists(data):
+            sys.exit(f"Directory {data} with data files of dataset is not found")
+        if not os.path.exists(self.WORK_DIR):
+            os.makedirs(self.WORK_DIR)
+        #Set name of the temporary file for output of tokenization program
+        BaseTokenizer.TMP_TOKENIZATION = self.TMP_TOKENIZATION
+        self.ds = ds
+        self.data = data
+        self.update = update
+        self.lang = lang
+        self.token_set = token_set
+        if self.token_set == "17classes":
+            self.tok_debugger = DebugTokenizer(False, self.WORK_DIR)
+            self.file_tokenizer = \
+                TokClass17Tokenizer(lang, verbose, no_macro)
+        else:
+            self.tok_debugger = DebugTokenizer(debug, self.WORK_DIR)
+            self.file_tokenizer = \
+                DetailedTokenizer(lang, verbose, no_macro, 
+                                  token_set, self.tok_debugger)
+        #Dictionary for accumulating distribution of solution length
+        #Key number of tokens
+        #Value a pair <number of solutions, name of one sample>
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        #List of correctly tokenized problems
+        self.valid_problems = {}
+
+    def tokenizeFile(self, file2tokenize, solution, fout,
+                     failed, without_tokens):
+        """
+        Tokenize file, write down tokenization, and 
+        update accumulated statistics
+        Parameters:
+        - file2tokenize  -- file name to tokenize
+        - solution       -- name of problem solution represented by this file
+        - fout           -- file to write down tokenization to
+        - failed         -- list accumalting names of files failed
+        - without_tokens -- list accumalting names of files 
+                            without interesting tokens
+        Returns:
+        - 1  --  if tokenization is successuly written down 
+        - 0  -- if tokenization is not written down
+        """
+        _tokens = self.file_tokenizer.tokenizeFile(file2tokenize)
+        if _tokens:
+            fout.write(f"{solution}:{_tokens}\n")
+            n_tok = (len(_tokens) +1) // 2
+            try:
+                self.sol_len_distr[n_tok][0] += 1
+            except KeyError:
+                self.sol_len_distr[n_tok] = [1, file2tokenize]
+            return 1
+        if _tokens is None:
+            failed.append(file2tokenize)
+        else:
+            without_tokens.append(file2tokenize)
+            print(f"WARNING: File {file2tokenize} is skipped. " +
+                  "It has no interesting tokens")
+        return 0
+
+    def writeInfo(self):
+        """
+        Write information on tokenization into the dataset
+        """
+        _fn_info = self.ds + "/" + "info.json"
+        _info = {"token_set": self.token_set,
+                 "n_tokens": self.file_tokenizer.n_tokens}
+        with open(_fn_info, 'w') as _out_json:
+            json.dump(_info, _out_json)        
+
+    def printReport(self):
+        """
+        Print report on performed tokenization
+        """
+        self.file_tokenizer.tokensReport()
+        self.writeProblemsReport(self.valid_problems)
+        self.writeSolLenDistr()
+        print(f"It was tokenized {self.n_all_tokenized_sol} solutions " + 
+              f"of {len(self.tokenized_problems)} problems")
+        print(f"There were {len(self.failed_tokenized)} " + 
+              "files failed tokenization")
+        print(f"There were {len(self.not_found)} files not found")
+        print(f"There were {len(self.without_tokens)} files" + 
+              " without interesting tokens")
+        with open(self.NOT_FOUND_SOLUTIONS, 'w') as _f:
+            _f.write('\n'.join(self.not_found) + '\n')
+        with open(self.FAILED_TOKENIZATIONS, 'w') as _f:
+            _f.write('\n'.join(self.failed_tokenized) + '\n')
+        with open(self.NO_TOKENS, 'w') as _f:
+            _f.write('\n'.join(self.without_tokens) + '\n')
+        with open(self.TOKENIZED_PROBLEMS, 'w') as _f:
+            _f.write("Problem    N solutions\n")
+            _f.write("----------------------\n")
+            for _p, _n in self.tokenized_problems.items():
+                _f.write("{:10} {:7d}\n".format(_p, _n))
+
+    def writeSolLenDistr(self):
+        """
+        Write distribution of problem solutions
+        """
+        with open(self.SOL_LENGTH_DISTR, 'w') as _f:
+            _f.write("  N       N        %%      Tot N    Distr %  One example\n")
+            _f.write("tok-s  sol-ns    sol-ns    sol-ns   sol-ns   of solution\n")
+            _f.write("--------------------------------------------------------\n")
+            _acc_n_sol = 0
+            for _l, _n in sorted(self.sol_len_distr.items()):
+                _acc_n_sol += _n[0]
+                _f.write("{:5d}  {:6d}  {:7.3f}%  {:8d}  {:7.3f}%  {}\n".
+                         format(_l, _n[0], 
+                                100.0 * _n[0] / self.n_all_tokenized_sol,
+                                _acc_n_sol, 
+                                100.0 * _acc_n_sol / self.n_all_tokenized_sol,
+                                _n[1]))
+
+    def writeProblemsReport(self, problems):
+        """
+        Print report on processed problems
+        sorted according to their number of solutions
+        Parameters:
+        - problems  -- dictionary of processed problems
+           Key:   number of solutions
+           Value: list of problems with so many solutions
+        """
+        with open(self.PROBLEMS_REPORT, 'w') as _f:
+            _f.write("Number of  Number of  Count of   Names of problems\n")
+            _f.write("solutions  problems   problems                    \n")
+            _f.write("--------------------------------------------------\n")
+            _total = 0
+            for _n in sorted(problems.keys(), reverse = True):
+                _total += len(problems[_n])
+                _problems = ', '.join(problems[_n])
+                _f.write("{:8d}     {:6d}     {:6d}   {}\n".
+                         format(_n, len(problems[_n]), 
+                                _total, _problems))
+        print(f"\nIt was considered {_total} problems " +
+              f"with solutions in {self.lang}")
+#------------- End of class BaseDsTokenizer  -----------------------------
+
+class DsTokenizer(BaseDsTokenizer):
+    """
+    Class for tokenizing solutions of all given problems
+    of CodeNet dataset
+    and writing down tokenized solution code to dataset
+    """
+    def __init__(self, ds, data, mdata, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - mdata    -- Directory with metadata describing the dataset
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        super(DsTokenizer, self).__init__(ds, data, lang, 
+                        verbose, no_macro, update = update, 
+                        token_set = token_set, debug = debug)
+        if not os.path.exists(mdata):
+            sys.exit(f"Directory {mdata} with metadata of dataset is not found")
+        self._mdata = mdata
+
+    def tokenizeProblem(self, sol_dir, problem_mdata, out_fn):
+        """
+        Tokenize solution files of given problem 
+        and combine results in a single file,
+        collect statistics about tokenized problems 
+        and their solutions
+        Tokenization of each file is represented in the following format:
+        <Name of code file>:<String of tokens seprated with commas (',')>'\n'
+        
+        Parameters:
+        - sol_dir       -- directory with solutions to tokenize
+        - problem_mdata -- name of the file with problem metadata
+        - out_fn       -- Name of output file to write tokenized code
+        Returns:
+        - number of files tokenized
+        Updates:
+        - self.sol_len_distr distribution of solution lengths
+        """
+        _not_found = []
+        _failed = []
+        _without_tokens = []
+        _n_files_analyzed = 0
+        _n_files_tokenized = 0
+        with open(problem_mdata, newline='') as _mdata_csv, \
+             open(out_fn, 'w') as _fout:
+            _reader = csv.DictReader(_mdata_csv)
+            for _row in _reader:
+                if _row["language"] != self.lang or \
+                   _row["status"] != "Accepted":
+                    continue
+                _n_files_analyzed += 1
+                _solution = \
+                    f"{_row['submission_id']}.{_row['filename_ext']}"
+                _file2tokenize = \
+                    f"{sol_dir}/{_solution}"
+                if not os.path.exists(_file2tokenize):
+                    _not_found.append(_file2tokenize)
+                    continue
+                _tokens = \
+                    self.file_tokenizer.tokenizeFile(_file2tokenize)
+                if _tokens:
+                    _fout.write(f"{_solution}:{_tokens}\n")
+                    _n_files_tokenized += 1
+                    _n_tok = (len(_tokens) +1) // 2
+                    try:
+                        self.sol_len_distr[_n_tok][0] += 1
+                    except KeyError:
+                        self.sol_len_distr[_n_tok] = [1, file2tokenize]
+                elif _tokens is None:
+                    _failed.append(_file2tokenize)
+                else:
+                    _without_tokens.append(_file2tokenize)
+                    print(f"WARNING: File {_file2tokenize} is skipped. " +
+                          "It has no interesting tokens")
+                #os.system(f"rm {self.TMP_TOKENIZATION}")
+        self.not_found += _not_found
+        self.failed_tokenized += _failed
+        self.without_tokens += _without_tokens
+        print(f"Problem {sol_dir} was tokenized into {out_fn}")
+        print(f"   Number of files analyzed:  {_n_files_analyzed}")
+        print(f"   Number of files tokenized: {_n_files_tokenized}")
+        if _not_found:
+            print(f"   Number of files not found: {len(_not_found)}")
+        if _failed:
+            print(f"   Number of files failed to tokenize: {len(_failed)}")
+        if _without_tokens:
+            print(f"   Number of files without intertesting tokens: {len(_without_tokens)}")
+        return _n_files_tokenized
+    #------------- End of function DsTokenizer.tokenizeProblem  -----------
+
+    def tokenizeAllProblems(self, problem_list):
+        """
+        Tokenize all problems
+        Parameters:
+        - problem_list -- problems to tokenize their solutions
+        
+        """
+        #Dictionary for distribution of solution length
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. 
+        #Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        self.valid_problems = {}
+        for _i, _p_data in  enumerate(problem_list):
+            _problem, _n_solutions = _p_data
+            _output_fn = f"{self.ds}/{_problem}.tkn"
+            if not self.update and os.path.exists(_output_fn):
+                print(f"#{_i + 1}: Problem {_problem} is skipped. " + 
+                      "The tokenized dataset already has it")
+                continue
+            print(f"#{_i + 1}: " + 
+                  f"Tokenize problem {_problem} with {_n_solutions} solutions")
+            _solution_dir = f"{self.data}/{_problem}/{self.lang}"
+            _problem_mdata = f"{self._mdata}/{_problem}.csv"
+            if not os.path.exists(_solution_dir):
+                sys.exit(f"Directory {_solution_dir} with source code files is not found")
+            if not os.path.exists(_problem_mdata):
+                sys.exit(f"File {_problem_mdata} with problem metadata is not found")
+            _n_tokenized_sols = self.tokenizeProblem(
+                _solution_dir, _problem_mdata, _output_fn)
+            if _n_tokenized_sols:
+                self.n_all_tokenized_sol += _n_tokenized_sols
+                self.tokenized_problems[_problem] = _n_tokenized_sols
+                try:
+                    self.valid_problems[_n_tokenized_sols].append(_problem)
+                except KeyError:
+                    self.valid_problems[_n_tokenized_sols] = [_problem]
+            else:
+                os.system(f"rm {_output_fn}")
+                print(f"Problem {_problem} with solutions in {_solution_dir} " + 
+                      "has no tokenized solutions")
+        self.tok_debugger.endDebug()
+        self.printReport()
+        self.writeInfo()
+#------------- End of class DsTokenizer -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py b/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py
new file mode 100644
index 0000000000000000000000000000000000000000..17fb3026e23f5203fcbed812064dd71bba88db1a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py
@@ -0,0 +1,68 @@
+"""
+Module for debugging tokenizer
+nd tokenized source code
+"""
+import csv
+
+class DebugTokenizer:
+    """
+    Class for debugging tokenizer
+    """
+    #Operators to catch
+    catch_operators = frozenset([])
+    #Keywords to catch
+    catch_keywords  = frozenset([])
+    #Tokens to catch
+    catch_tokens    = frozenset([".*"])
+    #catch_tokens    = frozenset([">>>", "and", "or", "not"])
+    def __init__(self, debug, report_dir):
+        """
+        Initialize debugging
+        Paramneters:
+        - debug    -- flag to debug tokenization
+                      If it is False no debugging is performed
+        - report_dir -- directory to write the report to
+        """
+        self.debug = debug
+        if not self.debug: return
+        self.too_short_files = {}
+        self.too_long_files  = {}
+        self.strange_token_files   = {}
+        self.strange_operator_files   = {}
+        self.strange_keyword_files   = {}
+        self.debug_number = 0
+        self.fout = open(f"{report_dir}\DebugTokenization.lst", 'w')
+
+    def debugFile(self, source_fn, tok_fn):
+        """
+        Check tokenized file
+        Parameters:
+        - source_fn  -- file name of source code
+        - tok_fn     -- file name of tokenizer output
+        """
+        if not self.debug: return
+        _strange_tokens = set()
+        with open(tok_fn, newline='',
+                  encoding="ISO-8859-1") as _csvfile:
+            _token_reader = csv.reader(_csvfile)
+            _token_reader.__next__() #Skip csv header
+            for _, _, _tok_class, _tok_value in _token_reader:
+                if _tok_class == "operator" or _tok_class == "keyword":
+                    if _tok_value in self.catch_tokens:
+                        _strange_tokens.add(_tok_value)
+        if _strange_tokens:
+            self.debug_number += 1
+            _t = ", ".join(_strange_tokens)
+            self.fout.write(f"{self.debug_number:3d}  {source_fn}\n")
+            self.fout.write(f"   Unexpected tokens: {_t}\n")
+
+    def endDebug(self):
+        """
+        Complete debugging
+        """
+        if not self.debug: return
+        self.fout.close()
+
+        
+        
+
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py b/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..8ebcb7aa443d579b5e66c84aadc20f529835840e
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py
@@ -0,0 +1,159 @@
+"""
+Program for creating or updating dataset with tokenized solutions 
+of given problems.
+
+- Tokenized representations of all solutions of each 
+  problem are placed in a single file.
+- The files with tokenized solutions of problems are 
+  added into existing  directory.
+- Each tokenized source code file is represented in 
+  the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. If the specified status is 'All',
+  all problem solutions are tokenized.
+- The program selects problems having not fewer tokenizable 
+  solutions than the specified parameter.
+- The program has parameter specifying the limit of 
+  the number problems to tokenize. If that number is 
+  None all existing problems satisfying to the selection 
+  criteria are tokenized.
+"""
+import sys
+import os
+import argparse
+import csv
+import json
+
+main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset", 
+                 f"{main_dir}/CommonFunctions"])
+from DsUtilities import getProblemSet
+from Utilities import makeFilePath
+from DSTokenizer import DsTokenizer
+
+def getProblemNumber(metadir, pid,  lang):
+    """
+    Get number of accepted solutions of a required problem
+    Parameters:
+    - metadir  -- path to directory with metadata
+    - pid      -- problem id
+    - lang     -- language
+    """
+
+    problem_data_fn = makeFilePath(metadir, pid + ".csv", 
+                        m = "File with problem metadata")
+    n_accepted = 0
+    with open(problem_data_fn, newline='') as mdata_csv:
+        reader = csv.DictReader(mdata_csv)
+        for row in reader:
+            if row["language"] == lang and \
+               row["status"] == "Accepted":
+                n_accepted += 1
+    return n_accepted
+
+def makeProblemList(out_ds_fn, mdata_dir, source, lang):
+    """
+    Make problem list if it i does not exist and
+    write it down to directory for tokenized dataset
+    Parameters:
+    - out_ds_fn  -- tokenized datset to write problem list to
+    - mdata_dir  -- path to directory with metadata
+    - source     -- source of problems: either AIZU or AtCoder
+    - lang       -- language
+    """
+    _out_fn = makeFilePath(out_ds_fn, "problems.json")
+    if os.path.exists(_out_fn):
+        print(f"Tokenized dataset {out_ds_fn} already has problem list")
+        print("The dataset be updated with tokenized source code files")
+        return
+    _problem_list_fn = makeFilePath(
+        mdata_dir, "/problem_list.csv",
+        m = "File with dataset problem list")
+    _problem_dict = {}
+    _volume_hist = {}
+    with open(_problem_list_fn, newline='') as _plist_csv:
+        _reader = csv.DictReader(_plist_csv)
+        for _row in _reader:
+            if _row["dataset"] != source: continue
+            _problem_id = _row["id"]
+            _n = getProblemNumber(mdata_dir, _problem_id, lang)
+            if _n:
+                _problem_dict[_problem_id] = _n
+                try: 
+                    _volume_hist[_n] += 1 
+                except KeyError: 
+                    _volume_hist[_n] = 1
+    with open(_out_fn, 'w') as _out_json:
+        json.dump(_problem_dict, _out_json)        
+
+def main(args):
+    """
+    Main function of program for making dataset
+    with tokenized solutions of given problem
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        os.makedirs(args.ds)
+    _mdata_dir = makeFilePath(args.codenet,"/metadata",
+                    m = "Directory with dataset metadata")
+    _data_dir = makeFilePath(args.codenet, "/data",
+                    m = "Directory with dataset data")
+    makeProblemList(args.ds,_mdata_dir, args.source, 
+                    args.language)
+    _problem_list = getProblemSet(args.ds, args.size, 
+                                  args.n_problems)
+    if not _problem_list:
+        sys.exit(f"No problems have required number {args.size} of solutions")
+    tokenizer = DsTokenizer(args.ds,_data_dir, _mdata_dir,
+                            args.language, args.verbose,
+                            args.no_macro, args.update,
+                            args.tok_set, args.debug)
+    tokenizer.tokenizeAllProblems(_problem_list)
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nMAKING TOKENIZED DATASET")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Adding tokenized solutions to dataset")
+    parser.add_argument("ds", type=str,
+                        help='Directory to construct tokenized dataset')
+    parser.add_argument("--codenet", type=str,
+                        default = "/Volume1/AI4CODE/CodeNet_AtCoder",
+                        help="path to dataset directory")
+    parser.add_argument("--source", type=str, 
+                        default="AIZU", choices=["AIZU", "AtCoder"],
+                        help="source of data: either AIZU or AtCoder")
+    parser.add_argument("--language", type=str, 
+                        default="C++", choices=["C", "C++", "Java", "python"],
+                        help="programming language: either C, C++, Java or python")
+    parser.add_argument("--tok_set", type=str,  default="CPP56X", 
+        help=("name of token set: " + 
+              "17classes, CPP52, CPP54, CPP56, CPP56X, Java, etc."))
+    parser.add_argument('--size', default=100, type=int,
+                        help='number of files with solutions of source code')
+    parser.add_argument('--n_problems', default=None, type=int,
+                        help='number of problems to tokenize solutions')
+    parser.add_argument('--update', default=False, action='store_true',
+                        help="rewrite existing files with tokenized solutions")
+    parser.add_argument('--verbose', default=False, action='store_true',
+                        help="report tokenization warnings")
+    parser.add_argument('--no_macro', default=False, action='store_true',
+                        help="do not tokenize macro definitions")
+    parser.add_argument('--debug', default=False, action='store_true',
+                        help="run in debug mode")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py
new file mode 100644
index 0000000000000000000000000000000000000000..0a7cca75c0cf6946d351bfde88a36e13c1189a93
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py
@@ -0,0 +1,206 @@
+"""
+Module for constructing token dictionary for tokenizer
+"""
+import sys
+
+class TokenDictFactory():
+    """
+    Class for constructing token dictionaries for tokenizer
+    """
+    #=============  Old set of 52 C++ tokens  =================
+    CPP52_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "&&", "||", "!",                          #Logical operators
+        "(", ")", "{", "}", "[", "]", "->"]             #Others
+    CPP52_KEYWORDS  = ["if", "else", "for", "while",
+                       "switch", 
+                       "int", "char", "short", "long",
+                       "float", "double", "bool"]
+   
+    #============  Extended set of C++ tokens =================
+    #Old name CPPNew, now renamed to CPP54
+    #Added tokens: ?, enum
+    CPP54_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                          #Logical operators
+        "(", ")", "{", "}", "[", "]", "->"]             #Others    
+    CPP54_KEYWORDS  = ["if", "else", "for", "while",
+                     "switch", 
+                     "enum", "int", "char", "short", "long",
+                     "float", "double", "bool"]
+
+    #=========== Extended set of C++ tokens ================
+    #Added tokens: '?', 'enum', ';', ','
+    CPP56_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",
+        ";", ","]                                 #Others    
+    CPP56_KEYWORDS  = ["if", "else", "for", "while",
+                     "switch", 
+                     "enum", "int", "char", "short", "long",
+                     "float", "double", "bool"]
+    
+    CPP_SYNONYMS = {"and": "&&", "or": "||", "not": "!"}
+
+    #=========== Reduced set of C++ tokens ================
+    #Removed << and >> as they overloaded with CPP input and output
+    #Added tokens: '?', 'enum', ';', ','
+    CPPreducedOPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",                  #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]",
+        ";", ","]                                 #Others    
+    CPPreducedKEYWORDS  = [
+        "if", "else", "for", "while", "switch", 
+        "enum", "int", "char", "short", "long",
+        "float", "double", "bool"]
+    #=========== Large set of C++ tokens ================
+    #Added tokens: '?', 'enum', ';', ','
+    CPPlarge_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",       #Others 
+        ";", ",",
+        ":", "."]                                 #Others added 
+    CPPlarge_KEYWORDS  = ["if", "else", "for", "while", "switch", 
+        "enum", "int", "char", "short", "long", "float", "double", "bool",
+        "unsigned", "signed", "const", "static", "typedef", "sizeof", 
+        "true", "false",
+        "case", "default", "break", "continue", "return", "do",
+        "void", "struct", "extern", "new", "delete", "class",
+        "goto", "inline", "register"]
+    #============================================================ 
+    #Set of Java tokens
+    JAVA_OPERATORS = [
+        "=", "+", "-", "*", "/",           #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",           #Bitwise Operators
+        "<<", ">>", ">>>",                 #Shift operators                            
+        "+=", "-=", "*=", "/=", "%=",      #Compound arithmetic assignment operators
+        "++", "--",                        #Increment and decrement operators
+        "&=", "|=", "^=",                  #Compound bitwise assignment operators
+        "<<=", ">>=", ">>>=",              #Compound shift assignment operators
+        "==", "!=", "<", "<=", ">", ">=",  #Comparison operators
+        "?", "&&", "||", "!",              #Logical operators
+        "(", ")", "{", "}", "[", "]", "->", #Others
+        ".*", ",", ".", ":", ";", "...", "@", "::"]   #added
+    
+    JAVA_KEYWORDS  = ["if", "else", "for", "while",
+                      "switch", "do",
+                      "enum", "int", "char", "byte",
+                      "short", "long",
+                      "float", "double", "boolean",
+                      "null", "case", "this", "new",        #added
+                      "return", "interface", "implements",
+                      "finally", "static"]  #added
+    #============================================================ 
+    #Experimental set of Java tokens
+    JAVA_OPERATORS_EXP = [
+        "=", "+", "-", "*", "/",           #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",           #Bitwise Operators
+        "<<", ">>", ">>>",                 #Shift operators                            
+        "+=", "-=", "*=", "/=", "%=",      #Compound arithmetic assignment operators
+        "++", "--",                        #Increment and decrement operators
+        "&=", "|=", "^=",                  #Compound bitwise assignment operators
+        "<<=", ">>=", ">>>=",              #Compound shift assignment operators
+        "==", "!=", "<", "<=", ">", ">=",  #Comparison operators
+        "?", "&&", "||", "!",              #Logical operators
+        "(", ")", "{", "}", "[", "]", "->", #Others
+        ".*", ",", ".", ":", ";", "...", "@", "::"]   #added
+    
+    JAVA_KEYWORDS_EXP  = ["if", "else", "for", "while",
+                          "switch", "do",
+                          "enum", "int", "char", "byte",
+                          "short", "long",
+                          "float", "double", "boolean",
+                          "null", "case", "this", "new",        #added
+                          "return", "interface", "implements",
+                          "finally", "static",
+        "try", "catch", "break", "throw", "default", "assert"]  #added for experiment
+    #=========== Set of python tokens ================
+    PYTHON_OPERATORS = [
+        "=", "+", "-", "*", "**", "/", "//",       #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "//=", "**=", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "and", "or", "not", "is", "is not", "in", "not in",   #Logical operators
+        "(", ")", "{", "}", "[", "]",             #Others 
+        ";", ",", ":", "."]                       #Others
+
+    PYTHON_KEYWORDS  = ["if", "else", "elif", "for", "while", "with", "from",
+        "True", "False", "None",
+        "def", "lambda", "break", "continue", "return", "yield",
+        "try", "raise", "assert", "except", "finally", "class"]
+    #============================================================  
+  
+    #Dictionary of sets of tokens
+    #Key:   name of token set
+    #Value: 3-tuple defining sets of operators and keywords, and
+    #       dictionary of synonym tokens (either operators or keywords)
+    #       If it is none no synonyms exist
+    token_sets = {
+        "CPP52" : (CPP52_OPERATORS, CPP52_KEYWORDS, None),
+        "CPP54":  (CPP54_OPERATORS, CPP54_KEYWORDS, None),
+        "CPP56":  (CPP56_OPERATORS, CPP56_KEYWORDS, None),
+        "CPP56X": (CPP56_OPERATORS, CPP56_KEYWORDS, CPP_SYNONYMS),
+        "CPPreduced":  (CPPreducedOPERATORS, CPPreducedKEYWORDS, CPP_SYNONYMS),
+        "CPPlarge":  (CPPlarge_OPERATORS, CPPlarge_KEYWORDS, CPP_SYNONYMS),
+        "Java"  : (JAVA_OPERATORS, JAVA_KEYWORDS, None),
+        "JavaExp": (JAVA_OPERATORS_EXP, JAVA_KEYWORDS_EXP, None),
+        "python" :(PYTHON_OPERATORS, PYTHON_KEYWORDS, None)}
+
+    def __init__(self):
+        """
+        Initialize object of factory of tokens dictionaries
+        So far factory of token disctionaries has only class level API
+        Parameters:
+        """
+        pass
+
+    @classmethod
+    def makeTokenDict(self, token_set):
+        """
+        Make dictionary for parsing tokenizer output
+        Parameters:
+        - token_set  -- name of set of tokens to use
+        Returns:
+        - Dictionary of tokens
+          Key:   string representation of the token
+          Value: numerical string representation of the token
+        - Number of types of tokens, excluding synonyms
+        """
+        try:
+            _operators, _keywords, _synonyms = self.token_sets[token_set]
+        except KeyError:
+            sys.exit(f"Token set {token_set} is unknown")
+        _token_dict = {}
+        for _i, _op in enumerate(_operators + _keywords):
+            _token_dict[_op] = str(_i)
+        _n_token_types = len(_token_dict)    
+        if _synonyms:
+            for _syn, _orig in _synonyms.items():
+                _token_dict[_syn] = _token_dict[_orig]
+        return _token_dict, _n_token_types
+#------------- End of class TokenDictFactory -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..5ac2171f184a76d259f7262ba860f07d8a90f130
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py
@@ -0,0 +1,256 @@
+"""
+Program for updating dataset with tokenized solutions of given problems.
+
+- Tokenized representations of all solutions of each 
+  problem are placed in a single file.
+- The files with tokenized solutions of problems are 
+  added into existing  directory.
+- Each tokenized source code file is represented in 
+  the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. If the specified status is 'All',
+  all problem solutions are tokenized.
+- The program selects problems having not fewer tokenizable 
+  solutions than the specified parameter.
+- The program has parameter specifying the limit of 
+  the number problems to tokenize. If that number is 
+  None all existing problems satisfying to the selection 
+  criteria are tokenized.
+"""
+import sys
+import os
+from os import path
+import argparse
+import json
+
+main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset"])
+from DsUtilities import getProblemSet
+from DSTokenizer import BaseDsTokenizer
+
+def makeProblemList(ds, source):
+    """
+    Analyze source code dataset and 
+    write down list of problems to tokenized dataset
+    Parameters:
+    - ds      -- directory of tokenized datset to be constructed
+    - source  -- directory with source code files of problem solutions
+    """
+    _problems = os.listdir(source)
+    if not _problems:
+        sys.exit(f"Directory {source}  of source code dataset is empty")
+    problem_dict = {}
+    volume_hist = {}
+    print(f"Analyzing source code dataset with {len(_problems)} problems")
+    _n_problems = 0
+    _n_all_solutions = 0
+    for _p in _problems:
+        _sol_dir = source + '/' + _p
+        _solutions = os.listdir(_sol_dir)
+        if not _solutions:
+            print(f"Directory {_sol_dir} has no source code files")
+            continue
+        _n_problems += 1
+        _n_solutions = len(_solutions)
+        _n_all_solutions += _n_solutions
+        problem_dict[_p] = _n_solutions
+        try: 
+            volume_hist[_n_solutions] += 1 
+        except KeyError: 
+            volume_hist[_n_solutions] = 1
+    out_fn = ds + '/' + "problems.json"
+    with open(out_fn, 'w') as out_json:
+        json.dump(problem_dict, out_json)
+    print(f"Imported {_n_problems} problems with {_n_all_solutions} solutions")
+    #------------- End of function makeProblemList  -----------
+
+class ImportDsTokenizer(BaseDsTokenizer):
+    """
+    Class for tokenizing solutions of all problems
+    of imported datset, which is different from CodeNet
+    and writing down tokenized solution code to dataset
+    """
+    def __init__(self, ds, data, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        super(ImportDsTokenizer, self).__init__(ds, data, lang, 
+                        verbose, no_macro, update =update, 
+                        token_set = token_set, debug = debug)
+
+    def tokenizeProblem(self, sol_dir, out_fn):
+        """
+        Tokenize solution files of given problem 
+        and combine results in a single file,
+        collect statistics about tokenized problems 
+        and their solutions
+        Tokenization of each file is represented in the following format:
+        <Name of code file>:<String of tokens seprated with commas (',')>'\n'
+        
+        Parameters:
+        - sol_dir       -- directory with solutions to tokenize
+        - out_fn       -- Name of output file to write tokenized code
+        Returns:
+        - number of files tokenized
+        Updates:
+        - self.sol_len_distr distribution of solution lengths
+        """
+        _not_found = []
+        _failed = []
+        _without_tokens = []
+        _n_files_analyzed = 0
+        _n_files_tokenized = 0
+        _solutions = os.listdir(sol_dir)
+        with open(out_fn, 'w') as _fout:
+            for _s in _solutions:
+                _n_files_analyzed += 1
+                _solution = _s.rpartition('.')[0]
+                _file2tokenize = f"{sol_dir}/{_s}"
+                if not os.path.exists(_file2tokenize):
+                    _not_found.append(_file2tokenize)
+                    continue
+                _n_files_tokenized += self.tokenizeFile(
+                    _file2tokenize, _solution, _fout, _failed, _without_tokens)
+        self.not_found += _not_found
+        self.failed_tokenized += _failed
+        self.without_tokens += _without_tokens
+        print(f"Problem {sol_dir} was tokenized into {out_fn}")
+        print(f"   Number of files analyzed:  {_n_files_analyzed}")
+        print(f"   Number of files tokenized: {_n_files_tokenized}")
+        if _not_found:
+            print(f"   Number of files not found: {len(_not_found)}")
+        if _failed:
+            print(f"   Number of files failed to tokenize: {len(_failed)}")
+        if _without_tokens:
+            print(f"   Number of files without intertesting tokens: {len(_without_tokens)}")
+        return _n_files_tokenized
+
+    def tokenizeAllProblems(self, problem_list):
+        """
+        Tokenize all problems
+        Parameters:
+        - problem_list -- problems to tokenize their solutions
+        """
+        #Dictionary for distribution of solution length
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. 
+        #Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        self.valid_problems = {}
+        for _i, _p_data in  enumerate(problem_list):
+            _problem, _n_solutions = _p_data
+            _output_fn = f"{self.ds}/{_problem}.tkn"
+            if not self.update and os.path.exists(_output_fn):
+                print(f"#{_i + 1}: Problem {_problem} is skipped. " + 
+                      "The tokenized dataset already has it")
+                continue
+            print(f"#{_i + 1}: " + 
+                  f"Tokenize problem {_problem} with {_n_solutions} solutions")
+            _solution_dir = f"{self.data}/{_problem}"
+            if not os.path.exists(_solution_dir):
+                sys.exit(f"Directory {_solution_dir} with source code files is not found")
+            _n_tokenized_sols = self.tokenizeProblem(
+                _solution_dir, _output_fn)
+            if _n_tokenized_sols:
+                self.n_all_tokenized_sol += _n_tokenized_sols
+                self.tokenized_problems[_problem] = _n_tokenized_sols
+                try:
+                    self.valid_problems[_n_tokenized_sols].append(_problem)
+                except KeyError:
+                    self.valid_problems[_n_tokenized_sols] = [_problem]
+            else:
+                os.system(f"rm {_output_fn}")
+                print(f"Problem {_problem} with solutions in {_solution_dir} " + 
+                      "has no tokenized solutions")
+        self.tok_debugger.endDebug()
+        self.printReport()
+        self.writeInfo()
+#------------- End of class ImportDsTokenizer -----------------------------
+
+def main(args):
+    """
+    Main function of program for making dataset
+    with tokenized solutions of given problem
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        os.makedirs(args.ds)
+    if not os.path.exists(args.source):
+        sys.exit(f"Directory {args.source} of source code dataset is not found")
+    makeProblemList(args.ds, args.source)
+    _problem_list = getProblemSet(args.ds, args.size, 
+                                  args.n_problems)
+    if not _problem_list:
+        sys.exit(f"No problems have required number {args.size} of solutions")
+    tokenizer = ImportDsTokenizer(args.ds, args.source,
+                                  args.language, args.verbose,
+                                  args.no_macro, args.update,
+                                  args.tok_set, args.debug)
+    tokenizer.tokenizeAllProblems(_problem_list)
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nTOKENIZING IMPORTED DATASET")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Make tokenized dataset from imported data")
+    parser.add_argument("ds", type=str,
+                        help="Directory to construct tokenized dataset")
+    parser.add_argument("--source", type=str, 
+                        default="/Volume1/AI4CODE/POJ-104/raw/ProgramData", 
+                        help="Path to source code dataset")
+    parser.add_argument("--language", type=str, 
+                        default="C++", choices=["C", "C++", "Java", "python"],
+                        help="programming language: either C, C++, Java or python")
+    parser.add_argument("--tok_set", type=str,  default="CPP56X", 
+        help=("name of token set: " + 
+              "17classes, CPP52, CPP54, CPP56, CPP56X, Java, etc."))
+    parser.add_argument('--size', default=1, type=int,
+                        help='number of files with solutions of source code')
+    parser.add_argument('--n_problems', default=None, type=int,
+                        help='number of problems to tokenize solutions')
+    parser.add_argument('--update', default=False, action='store_true',
+                        help="rewrite existing files with tokenized solutions")
+    parser.add_argument('--verbose', default=False, action='store_true',
+                        help="report tokenization warnings")
+    parser.add_argument('--no_macro', default=False, action='store_true',
+                        help="do not tokenize macro definitions")
+    parser.add_argument('--debug', default=False, action='store_true',
+                        help="run in debug mode")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py b/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py
new file mode 100644
index 0000000000000000000000000000000000000000..f414c75d85cb601581b2213defecdd1b32c3d50a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py
@@ -0,0 +1,534 @@
+"""
+Module for loading samples of tokenized source codes 
+for constructing dataset for code classifiers and 
+similarity checkers
+The module has an absract base class for more specialized 
+constructors of datasets
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import math
+from abc import ABC, abstractmethod
+import numpy as np
+import random
+import json
+from DsUtilities import *
+
+class WrongToken(Exception):
+    """
+    Exception on incorrect token
+    """
+    def __init__(self):
+        pass
+
+class SeqOfTokensLoader(ABC):
+    """
+    Abstract base class of classes for making datasets
+    to train bag and sequence of tokens classifiers
+    Provides basic functions for child classes
+
+    Child classes should reimplement method makeSample
+    transforming sequence of tokens into sample to classify
+    """    
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 report_dir = "./dataset_statistics"):
+        """
+        Initialize SeqOfTokensLoader with files to process
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- number of problems to select from the dataset
+                             The problems are selected from 
+                             randomly shuffled list of all loaded problems
+                             If max_n_problems is None all the specified 
+                             problems are selected
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                             if it is None sys.maxsize is used
+        - report_dir      -- directory for writing reports on
+                             loaded dataset
+        """
+        super(SeqOfTokensLoader, self).__init__()
+        self.short_code_th = short_code_th
+        if long_code_th:
+            self.long_code_th = long_code_th
+        else:
+            self.long_code_th = sys.maxsize
+        self.dir_name = dir_name
+        self._min_n_solutions = min_n_solutions
+        self._max_n_problems = max_n_problems
+        self.report_dir = report_dir
+        if not os.path.exists(self.report_dir):
+            os.makedirs(self.report_dir)        
+        self.token_set, self.n_token_types = \
+                    getTokensInfo(self.dir_name)
+        print(f"Loading dataset tokenized with {self.token_set} " +
+              f"token set having {self.n_token_types} tokens")
+        #Compute list of problems to load
+        if problem_list:
+            self.problem_list = []
+            _all_problems = getProblemSet(self.dir_name, 1, None)
+            _all_problems = frozenset(tuple(zip(*_all_problems))[0])
+            for _p in problem_list:
+                if _p in _all_problems:
+                    self.problem_list.append(_p)
+                else:
+                    print(f"there is no problem {_p} is dataset {self.dir_name}")
+        else:
+            self.problem_list = getProblemSet(self.dir_name, 
+                                              self._min_n_solutions, None)
+            self.problem_list, _ = zip(*self.problem_list)
+            self.problem_list = list(self.problem_list)
+        #Shuffle problems randomly
+        DataRand.randUnordered(self.problem_list, "ALL_PROBLEM_SEED")
+        if self._max_n_problems:
+            if self._max_n_problems > len(self.problem_list):
+                sys.exit(f"Cannot select required {self._max_n_problems} " +
+                         f"because only {len(self.problem_list)} were loaded")
+            #Select random subset of of problem and guarantee reproducebility
+            self.problem_list = self.problem_list[: self._max_n_problems]
+        #Computed maximum lengh of the code
+        self.code_max_length = 0
+        #Problem names of constructed dataset in order of their labels
+        self.problems = []
+        #Dictionary of problems: 
+        #key is problem name, 
+        #value is a pair <label, number of solutions)
+        self.problem_dict = {}
+        #Flag of errors in data samples
+        self.bad_data = False
+        #Dictionaries of problems with too long and too short solutions
+        #Key:   problem name
+        #Value: list of pairs, where each pair is 
+        #       <solution name, its length>
+        self._long_solutions = {}
+        self._short_solutions = {}
+
+    def _registerSolution(self, reg_dict, name, data):
+        """
+        Register problem solution
+        Parameters:
+        - reg_dict  -- dictionary where to register
+                       Key: problem name. Value: data
+        - name      -- problem name 
+        - data      -- solution data
+        """
+        if name in reg_dict:
+            reg_dict[name].append(data)
+        else:
+            reg_dict[name] = [data]
+
+    def _writeSolutionsLengths(self, reg_dict, fout):
+        """
+        Print registered problem solutions and their lengths
+        Parameters:
+        - reg_dict  --  Dictionary with registered problems
+                        Key:   problem name
+                        Value: list of pairs, where each pair is
+                        <solution name, its length>
+        - fout      -- file to write
+        """
+        for _i, _item in enumerate(reg_dict.items()):
+            _p, _data = _item
+            _line = "{:3d} {:16s}".format(_i + 1, _p)
+            _sep = ":"
+            for _s, _l in _data:
+                _line += f"{_sep} {_s}/{_l}"
+                _sep = ","
+                if len(_line) > 80:
+                    fout.write(_line + '\n')
+                    _line = " " * 5
+                    _sep = ""
+            if len(_line) > 5: fout.write(_line + '\n')
+
+    def loadAllSamples(self):
+        """
+        Loads tokenized samples of all solutions of programming problems.
+
+        Transforms each sample into bag or sequence of tokens
+        Actual transformation is defined with child class
+        Makes dataset of them to be used for machine learning
+
+        Prints sizes of shortest solutions of each problem.
+
+        Returns the following items:
+        - list of loaded samples, made with makeSample  function
+          Currently they are either:
+          * bags of tokens or 
+          * sequences of tokens of problem solutions
+        - list of indices idicating, where sub-arrays of solutions 
+          of each problem start and end in the above list
+        - list of names of samples i.e. names of problem solutions
+        """
+        #list of samples (either bags or sequences of tokens)
+        _samples = []
+        #Names of samples i.e. names of problem solutions
+        _sample_names = []
+        #List of indices where solutions of problem #i starts/ends
+        _problem_solutions  = [] 
+        print(f"\nDataset has solutions for the following {len(self.problem_list)} problems:\n")
+        print("Problem    Label    N      Aver      Min      Max  Shortest          Longest")
+        print("file             samples   size     size     size    code              code")
+        _i = 0  #Label counter
+        for _problem in self.problem_list:
+            _problem_solutions.append(len(_samples))
+            try:
+                _n_samples, _n_all_tokens, _min_n_tokens, \
+                    _max_n_tokens, _short_solution, _long_solution = \
+                    self.loadSolutions(_problem, _samples, _sample_names)
+            except OSError:
+                print(f"Failed to read file of problem {_problem} in directory {self.dir_name}")
+                print("Probably the file does not exist")
+                self.bad_data = True
+                continue
+            if not _n_samples:
+                print(f"Problem {_problem} has 0 samples loaded")
+                self.bad_data = True
+                continue
+            self.code_max_length = max(self.code_max_length, _max_n_tokens)
+            self.problems.append(_problem)
+            self.problem_dict[_problem] = (_i, _n_samples)
+            print("{:10s}  {:2d}   {:5d}   {:6.1f}   {:6d}   {:6d}  {:16s}  {:16s}".
+                  format(_problem, _i, _n_samples,
+                         _n_all_tokens / _n_samples,
+                         _min_n_tokens, _max_n_tokens,
+                         _short_solution, _long_solution))
+            _i += 1
+        _problem_solutions.append(len(_samples))
+        if self.bad_data == True:
+            print("Warning: There are errors in data samples")
+        print("-----------------------------------------------")
+        if len(_samples) < 2 *_i or _i < 2:
+            sys.exit(f"Error: Loaded only {len(_samples)} " + 
+                     f"solutions of {len(self.problems)} problems")
+        print(f"Successfully loaded {len(_samples)} code solutions " +
+              f"for {_i} problems")
+        print(f"Longest code has {self.code_max_length} tokens\n")
+        self.reportWrongLengthCode()
+        self.n_labels = len(self.problems)
+        return _samples, _problem_solutions, _sample_names
+
+    def reportWrongLengthCode(self):
+        """
+        Report too long and too short source code files
+        """
+        if self._short_solutions:
+            print(f"There are {len(self._short_solutions)} " + 
+                  "too short source code files")
+            with open(f"{self.report_dir}/TooShortCode.lst", 'w') as _f:
+                self._writeSolutionsLengths(self._short_solutions, _f)
+        if self._long_solutions:
+            print(f"There are {len(self._long_solutions)} " + 
+                  "too long source code files")
+            with open(f"{self.report_dir}/TooLongCode.lst", 'w') as _f:
+                self._writeSolutionsLengths(self._long_solutions, _f)
+
+    def getPartitionedSampes(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        Partition whole dataset into sublists of samples corresponding to 
+        programming problems
+        Returns:
+        - list of sub-lists of samples 
+          Each sub-list contains samples of one problem
+          All sublists are part of the whole list of samples
+        - list of sub-lists of sample names i.e. names of 
+          problem solutions
+          Each sub-list contains sample names of one problem
+          All sublists are part of the whole list of sample names
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        #Randomize order of solutions of each problem individually
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _sample_names, _samples = zip(*_named_samples)
+        _sample_names = list(_sample_names)
+        _samples = list(_samples)
+        _problems_solutions = \
+            [_samples[_problem_sol_indices[_i - 1] :
+                      _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        _solution_names = \
+            [_sample_names[_problem_sol_indices[_i - 1] :
+                           _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        return _problems_solutions, _solution_names
+
+    def getPartitionedSampesOld(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        Partition whole dataset into sublists of samples corresponding to 
+        programming problems
+        Returns:
+        - list of samples
+        - list of sub-lists of samples 
+          Each sub-list contains samples of one problem
+          All sublists are part of the whole list of samples
+        - list of names of samples i.e. names of problem solutions
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        #Randomize order of solutions of each problem individually
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _problems_solutions = \
+            [_samples[_problem_sol_indices[_i - 1] :
+                      _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]    
+        return _samples, _problems_solutions, _sample_names
+
+    def getShuffledLabeledSamples(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        create samples labels corresponding to the programming problems,
+        make shuffled dataset of them to be used for machine learning
+
+        Returns:
+        - shuffled list of samples
+        - shulled list of labels
+        - shuffled list of names of samples,
+          i.e. names of problem solutions
+
+        Same shuffling is produced by using same random seed
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        #Randomize order of solutions of each problem individually
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _sample_names, _samples = zip(*_named_samples)
+        _sample_names = list(_sample_names)
+        _samples = list(_samples)
+        #Create class labels
+        _labels = []
+        for _i in range(len(_problem_sol_indices) - 1):
+            _labels.extend([_i] * (_problem_sol_indices[_i + 1] - 
+                                   _problem_sol_indices[_i]))
+        #Randomize all samples, their labels and sample names
+        DataRand.randPreordered(_samples, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_labels, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_sample_names, "ALL_SOLUTIONS_SEED")
+        return _samples, _labels, _sample_names
+
+    def getShuffledLabeledSamplesOld(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        create samples labels corresponding to the programming problems,
+        make shuffled dataset of them to be used for machine learning
+
+        Returns:
+        - shuffled list of samples
+        - shulled list of labels
+        - shuffled list of names of samples,
+          i.e. names of problem solutions
+
+        Same shuffling is produced by using same random seed
+        """
+        _samples, _problems_solutions, _sample_names = \
+            self.getPartitionedSampes()
+        _labels = [_j for _j, _solutions 
+                   in enumerate(_problems_solutions) 
+                   for _ in range(len(_solutions))]
+        #Randomize all samples, their labels and sample names
+        DataRand.randPreordered(_samples, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_labels, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_sample_names, "ALL_SOLUTIONS_SEED")
+        return _samples, _labels, _sample_names
+
+    def loadSolutions(self, problem, samples, sample_names):
+        """
+        Load tokenized code samples of one class
+        i.e. source code files solving one programming problem
+        
+        The loaded samples are appended to given sample list
+        The names of samples i.e. names of problem solutions
+        are appended to given list of sample names
+
+        Parameters:
+        - problem      -- name of problem to load tokenized solutions
+        - samples      -- list to add samples
+        - sample_names -- names of samples,
+                          i.e. names of problem solutions
+
+        Returns tuple of the following items:
+        - number of samples (solutions) loaded
+        - total number of tokens in all code samples
+        - min number of tokens of code samples
+        - max number of tokens of code samples
+        - name of shortest solution
+        - name of longest solution
+        """
+        _full_fn = self.dir_name + '/' + problem + ".tkn"
+        _short_solution = None
+        _long_solution  = None
+        with open(_full_fn) as _f:
+            _n_solutions = 0
+            _n_all_tokens = 0
+            _min_n_tokens = sys.maxsize
+            _max_n_tokens = 0
+            for _line in _f:
+                try:
+                    _tokens, _solution = self._seqOfTokens(_line)
+                    _n_tokens = len(_tokens)
+                except WrongToken:
+                    print("Failed parsing the tokenization of solution " +
+                          f"{_solution} of problem {problem}")
+                    print("Tokenized code is: \n", repr(_line))
+                    self.bad_data = True
+                    continue
+                if _n_tokens < self.short_code_th:
+                    self._registerSolution(self._short_solutions,
+                                    problem, (_solution, _n_tokens))
+                    continue
+                if _n_tokens > self.long_code_th:
+                    self._registerSolution(self._long_solutions,
+                                    problem, (_solution, _n_tokens))
+                    continue
+                _n_solutions += 1
+                _n_all_tokens += _n_tokens
+                _min_n_tokens = min(_min_n_tokens, _n_tokens)
+                if(_min_n_tokens == _n_tokens):
+                    _short_solution = _solution
+                _max_n_tokens = max(_max_n_tokens, _n_tokens)
+                if(_max_n_tokens == _n_tokens):
+                    _long_solution  = _solution
+                samples.append(self.makeSample(_tokens))
+                sample_names.append(_solution)
+        return _n_solutions, _n_all_tokens, _min_n_tokens, \
+            _max_n_tokens, _short_solution, _long_solution
+
+    #!!!This is used in clustering experiments.
+    #!!!However it should be updated to reflect changes in API of self.loadSolutions
+    def loadProblem(self, fn):
+        """
+        Load tokenized code samples of one class
+        i.e. source code files solving one programming problem
+        Parameters:
+        - fn       -- name of problem
+        Returns tuple of the following items:
+        - list of samples (bags or sequence of tokens) of 
+          source code solutions
+        - number of samples (solutions) loaded
+        - total number of tokens in all code samples
+        - min number of tokens of code samples
+        - max number of tokens of code samples
+        """
+        _solutions = []
+        _n_solutions, _n_all_tokens, _min_n_tokens, \
+            _max_n_tokens, _short_solution = \
+            self.loadSolutions(fn + ".tkn", _solutions)
+        return _solutions, _n_solutions, _n_all_tokens, \
+            _min_n_tokens, _max_n_tokens
+
+    def _seqOfTokens(self, line):
+        """
+        Load sequence of tokens for solution source code
+        Transforms string representation into int
+        Parameters:
+        - line -- description of solution code of programming task
+                  as string in the following form;
+                  <name of solution>:<sequence of tokens separtated with ','>
+        Returns:
+        - sequence of source code tokens
+        - name of solution
+        """
+        _solution, _tokens = line.split(":")
+        _tokens = _tokens.split(',')
+        try:
+            _tokens = list(map(int, _tokens))
+        except ValueError:
+            print(f"Not all tokens are valid numbers")
+            self.bad_data = True
+            raise WrongToken()
+        if any(_tok >= self.n_token_types for _tok in _tokens):
+            print(
+                f"Token of source code {_solution} exceeds " +
+                f"maximum {self.n_token_types}")
+            raise WrongToken(line)
+            self.bad_data = True
+        return _tokens, _solution
+
+    @abstractmethod
+    def makeSample(self, tokens):
+        """
+        Abstract method for computing data sample 
+        from list of tokens
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - data sample as numpy object 
+        """
+        raise NotImplementedError()
+
+    def problemFromLabel(self, label):
+        """
+        Get problem name corresponding to a given label
+        """
+        return self.problems[label]
+
+    def labelFromProblem(self, problem):
+        """
+        Get label number for a given problem
+        """
+        return self.problem_dict[problem][0]
+
+    def makeBagOfTokens(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        _code_signature = np.zeros(self.n_token_types,
+                                   dtype = np.float32)
+        for _tok in tokens:
+            _code_signature[_tok] += 1
+        _v = math.sqrt(np.dot(_code_signature, _code_signature))
+        np.divide(_code_signature, _v, out = _code_signature)
+        return _code_signature
+#---------------- End of class SeqOfTokensLoader -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..9af68ccc51f7495cabc3cdbc1f271550cae1d362
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py
@@ -0,0 +1,121 @@
+"""
+Module for constracting TF dataset 
+from two lists of sequences of tokens and array of labels
+"""
+import sys
+import os
+import math
+
+import numpy as np
+import tensorflow as tf
+
+from TokensSimilDS import SimilarityDSMaker
+from DsUtilities  import makeShardOptions
+
+class genConstructor():
+    """
+    Class for constructing generators to make TF datasets
+    To be used for further experiments
+    """
+    def __init__(self, samples, problem_solutions):
+        """
+        Parameters:
+
+        """
+        self._samples = samples
+        self._problem_solutions  = problem_solutions
+
+        def getGenerators():
+            """
+            """
+            def gen4DS_1st():
+                """
+                Generator for TF dataset
+                """
+                for _p, _s, _, _ in self.samples:
+                    yield self.problems_solutions[_p][_s]
+            def gen4DS_2nd():
+                """
+                Generator for TF dataset
+                """
+                for _, _, _p, _s in self.samples:
+                    yield self.problems_solutions[_p][_s]
+            return gen4DS_1st, gen4DS_2nd
+#---------------- End of class genConstructor -------------------------
+
+class DoubleSeqTfDataset():
+    """
+    Class for constracting TF dataset 
+    from two lists of sequences of tokens and array of labels
+    """
+    def __init__(self):
+        """
+        Initialize object DoubleSeqTfDataset
+        Parameters:
+        """
+        pass
+
+    @classmethod
+    def makeDoubleSeqDataset(cls, seq1, seq2, labels, batch_size,
+                             shard = "OFF"):
+        """
+        Make TF dataset from two lists of sequences of tokens 
+        and array of labels
+        The constructed dtaset of TensorFlow Dataset of from_generator type
+        Parameters:
+        - seq1         -- 1-st sequence of tokens
+        - seq2         -- 2-nd sequence of tokens
+        - labels       -- labels as numpy array
+                          If labels is None, the dataset is test dataset
+        - batch_size   -- batch size
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined from 
+          * two tensorflow datasets representing each sequence of tokens; and
+          * tensorflow dataset rezenting labels 
+        """
+        _ds1 = cls.dsFromGenerator(seq1, batch_size)
+        _ds2 = cls.dsFromGenerator(seq2, batch_size)
+        _ds = tf.data.Dataset.zip((_ds1, _ds2))
+        _t_labels  = tf.convert_to_tensor(labels)
+        _l = tf.data.Dataset.from_tensor_slices(_t_labels)
+        _ds = tf.data.Dataset.zip((_ds, _l))
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.batch(batch_size).with_options(_ds_options)
+        return _ds
+
+    @classmethod
+    def dsFromGenerator(cls, samples, batch_size):
+        """
+        Make TF dataset from samples generator,
+        defined with list of sequences
+        Parameters:
+        - samples    -- list of samples (sequences of tokens)
+        - batch_size -- batch size
+        Returns: TF dataset
+        """
+        _s = tf.data.Dataset.from_generator(
+            lambda: samples, output_signature=(
+                tf.TensorSpec(shape=([None]), dtype=tf.int32)))
+        _s = _s.padded_batch(batch_size, padding_values = 0,
+                             drop_remainder=True)
+        _s = _s.unbatch()
+        return _s
+
+    @classmethod
+    def makeDatasetOptions(cls):
+        """
+        Make Dataset options: 
+        currently they are chard options for multi GPU mode
+        Returns: dataset options
+        """
+        #Setting TF sharding policy for multi GPU mode. 
+        #It should be either OFF or DATA
+        _options = tf.data.Options()
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+        return _options
+#---------------- End of class makeDoubleSeqDataset -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py b/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py
new file mode 100644
index 0000000000000000000000000000000000000000..965a73abc4ba61be85441ca388436020eb385aee
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py
@@ -0,0 +1,162 @@
+"""
+Module of utility functiosn and constants for Dataset functionality
+"""
+import sys
+import os
+import math
+from abc import ABC, abstractmethod
+import numpy as np
+import random
+import json
+import tensorflow as tf
+
+def getProblemSet(ds, n_solutions_th, max_n_problems):
+    """
+    Get list of problems satisfying required criteria:
+    - number of solutions is not less than threshold
+    - number of problems is not more than required
+    Parameters:
+    - ds             - directory with tokenized dataset
+    - n_solutions_th - min number of solutions required for 
+                       selecting problems
+    - max_n_problems - max number of problems to return
+                       If it is None or 0 return all problems 
+                       with sufficiently many solutions
+    Returns: Sorted list of pairs:
+             <problem, number of its solutions>,
+             sorted according to the number of problem solutions
+             If there are more problems with required number of 
+             solutions, the problems with more solutions are returned
+    """
+    _problem_data = f"{ds}/problems.json"
+    if not os.path.exists(_problem_data):
+        sys.exit(f"File {_problem_data} " + 
+                 "with a list of problems is not found")
+    with open(_problem_data, 'r') as _problem_json:
+        _all_problems = json.load(_problem_json)
+    _problems = [_p for _p in _all_problems.items() 
+                 if int(_p[1]) >= n_solutions_th]
+    if _problems:
+        _problems.sort(key = lambda _x: int(_x[1]), reverse=True)
+        if max_n_problems:
+            _problems = _problems[: max_n_problems]
+    return _problems
+
+def getTokensInfo(ds):
+    """
+    Get name of the token set and number of tokens used
+    for tokenization of problem solutions
+    Parameters:
+    - ds             - directory with tokenized dataset
+    Returns:
+    - Name of token set
+    - Number of tokens
+    """
+    _info_fn = f"{ds}/info.json"
+    with open(_info_fn, 'r') as _info_json:
+        _info = json.load(_info_json)
+    return _info["token_set"], _info["n_tokens"]
+
+def makeShardOptions(policy = "OFF"):
+    """
+    Make Dataset options: 
+    currently they are chard options for multi GPU mode
+    Parameters:
+    - policy  -- policy to shard dataset:
+                 * "OFF"    -- AutoShardPolicy.OFF
+                * "DATA" -- AutoShardPolicy.DATA
+Returns: dataset options
+    """
+    #Setting TF sharding policy for multi GPU mode. 
+    #It should be either OFF or DATA
+    _options = tf.data.Options()
+    if policy == "OFF":
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+    elif policy == "DATA":
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+    else:
+        sys.exit(f"Invalid shard policy {policy}")
+    return _options
+#------------- End of utility functions -------------------
+
+class DataRand:
+    """
+    Class for randomization of data samples
+    Provides random seeds for randomization of datasets
+    """
+
+    #Random seeds for repeatable randomization of data samples
+    #Seed for random shaffling all problems
+    seeds ={
+        #Shuffle list of problems
+        "ALL_PROBLEM_SEED": 1812, #+ 1001,
+        #Shuffle solutions of each problem
+        "PROBLEM_SOLUTIONS_SEED": 1870,
+        #Shuffle all solution samples
+        "ALL_SOLUTIONS_SEED": 1905,
+        #Make similarity training dataset
+        "SIMIL_TRAIN_DS_SEED": 1917,
+        #Make similarity validation dataset
+        "SIMIL_VALID_DS_SEED": 1937,
+        #Make similarity test dataset
+        "SIMIL_TEST_DS_SEED":  1941,
+        #Shuffle balanced test datsset
+        "TEST_SHUFFLE_SEED" :  1945,
+        #Shuffle balanced validation dataset seed
+        "VALID_SHUFFLE_SEED":  1961,
+        #Shuffle balanced training dataset seed
+        "TRAIN_SHUFFLE_SEED":  1980}
+
+    @classmethod
+    def setDsSeeds(cls, seed):
+        """
+        Setup all seeds used in dataset construction
+        Function should be executed only once before making all datasets
+        Parameters:
+        - seed   -- starting value of all dataset related seeds
+        """
+        for _k in cls.seeds.keys():
+            cls.seeds[_k] += seed
+        
+    @classmethod
+    def setSeed(cls, seed_name):
+        """
+        Set seed for current randomization procedure
+        Parameters:
+        - seed_name  -- name of the seed
+        """
+        random.seed(cls.seeds[seed_name])
+
+    @classmethod
+    def randPreordered(cls, l, seed):
+        """
+        Randomize list of ordered elements by shuffling it in place
+        It is assumed that the elements are in order 
+        which is the same for all runs
+        Parameters:
+        l    -- list of elements 
+                usually names of problems or solutions)
+        seed -- name of the predefined seed for random shuffling 
+        """
+        _state = random.getstate()
+        random.seed(cls.seeds[seed])
+        random.shuffle(l)
+        random.setstate(_state)
+    
+    @classmethod
+    def randUnordered(cls, l, seed):
+        """
+        Randomize list of unordered elements by shuffling it in place
+        It is assumed that the elements are in some random order,
+        which need not be the same from run to run
+        Therefroe for repeatability it is required to order them
+        Parameters:
+        l    -- list of unordered elements
+        seed -- name of the predefined seed for random shuffling 
+        """
+        l.sort()
+        cls.randPreordered(l, seed)
+        
+        
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..d1b23c550dbf9c333bb0f8a0099b1db33715b511
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py
@@ -0,0 +1,504 @@
+"""
+Module for making dataset for classifier 
+of source codes by sequence or bag of tokens technique
+The module has an absract base class for more specialized 
+constructors of datasets
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Token sequences are codeconverted into samples by
+the function provided with child class
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import csv
+
+import tensorflow as tf
+
+from DataLoader   import SeqOfTokensLoader
+from Utilities    import memoryUsage
+from DsUtilities  import *
+
+class ClassDatasetBase():
+    """
+    Base class for classes specifying classification datasets
+    """
+    #Filenames for dumping datasets
+    fn_ds_dump = {"whole":       "WholeDataset",
+                  "training":    "TrainingDataset",
+                  "validation":  "ValidationDataset",
+                  "test":        "TestDataset",
+                  "train_val":   "TrainAndValidDataset"}
+
+    def __init__(self, ds, purpose, report_dir, 
+                 dump = False, csv = True):
+        """
+        Initialize base object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - report_dir    -- directory to write reports about dataset
+        - dump          -- flag to dump the dataset to file
+        - csv           -- flag to dump the dataset to csv file
+        """
+        self.label_names = ds.problems
+        self.report_dir = report_dir
+        if dump:
+            self.dumpDataset(f"{self.report_dir}/{self.fn_ds_dump[purpose]}.lst")
+        if csv:
+            self.csvDataset(f"{self.report_dir}/{self.fn_ds_dump[purpose]}.csv")
+            
+    @property
+    def size(self):
+        return len(self.samples)
+        
+    def dumpDataset(self, fn):
+        """
+        Dump classification dataset
+        Parameters:
+        - fn  -- name of file to write to
+        """
+        with open(fn, 'w') as _f:
+            _f.write("#         Label  Solution  Problem\n")
+            _f.write("------------------------------------\n")
+            for _i in range(len(self.labels)):
+                _f.write("{:8d}  {:5d}  {:8s} {:s}\n".
+                         format(_i, self.labels[_i], self.sample_names[_i], 
+                                self.label_names[self.labels[_i]]))
+                
+    def csvDataset(self, fn):
+        """
+        Write down classification dataset in csv form
+        Parameters:
+        - fn  -- name of file to write to
+        """
+        with open(fn, 'w', newline='') as _f:
+            _writer = csv.writer(_f, lineterminator=os.linesep)
+            _writer.writerow(["Problem", "Solution"])
+            for _i in range(len(self.labels)):
+                _writer.writerow([self.label_names[self.labels[_i]],
+                                  self.sample_names[_i]])
+                
+    def labelDistr(self):
+        """
+        Compute label distribution
+        Parameters:
+        - labels   - list of sample labels
+        - n_labels - number of labels
+        """
+        _lab_distr = [0] * len(self.label_names)
+        for _l in self.labels:
+            _lab_distr[_l] += 1
+        return _lab_distr
+
+    def samplesDsFromGenerator(self, samples, batch_size):
+        """
+        Make batched TF dataset of samples froms samples generator
+        Samples are defined with list of sequences
+        Parameters:
+        - samples    -- list of samples
+        - batch_size -- batch size
+        Returns: TF dataset
+        """
+        _s = tf.data.Dataset.from_generator(
+            lambda: samples, output_signature=(
+                tf.TensorSpec(shape=([None]), dtype=tf.int32)))
+        _s = _s.padded_batch(batch_size, padding_values = 0,
+                             drop_remainder=True)
+        return _s
+
+    def dsFromGenerator(self, batch_size, shard = "OFF"):
+        """
+        Make batched TF dataset from samples generator,
+        Samples are defined with list of sequences
+        Drop samples to make the dataset to be multiple of batch size
+        Parameters:
+        - batch_size -- batch size
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns: 
+        - TF dataset
+        - list of sample labels (indices of problems)
+        - list of sample names (names of solutions)
+        - list of label names (name of problems)
+        """
+        _ds_size = (len(self.labels) // batch_size) * batch_size
+        _s = self.samplesDsFromGenerator(self.samples[: _ds_size], batch_size)
+        _s = _s.unbatch()
+        _t_labels  = tf.convert_to_tensor(
+            np.asarray(self.labels[: _ds_size], dtype=np.int32))
+        _l = tf.data.Dataset.from_tensor_slices(_t_labels)
+        _ds = tf.data.Dataset.zip((_s, _l))
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.batch(batch_size).with_options(_ds_options)
+        return (_ds, self.labels[: _ds_size],
+                self.sample_names[: _ds_size], self.label_names)
+    
+    def rawDS(self, batch_size):
+        """
+        Make raw dataset having length multiple to batch size 
+        Samples are defined with list of sequences
+        Parameters:
+        - batch_size -- batch size
+        Returns: 
+        - list of samples 
+        - list of sample labels (indices of problems)
+        - list of sample names (names of solutions)
+        - list of label names (name of problems)
+        """
+        _ds_size = (len(self.labels) // batch_size) * batch_size
+        return (self.samples[: _ds_size], self.labels[: _ds_size],
+                self.sample_names[: _ds_size], self.label_names)
+#---------------- End of class ClassDatasetBase -----------------------------
+
+class ClassDataset(ClassDatasetBase):
+    """
+    Classification Dataset that is initialized by carving a part 
+    of array of samples
+    the resulted dataset is unbalanced in terms of solutions of each 
+    problem
+    Class of objects representing a classification dataset
+    Currently works for samples represented with sequences of tokens
+    """
+    def __init__(self, ds, start_idx, length,
+                 purpose, report_dir, dump = True, csv = True):
+        """
+        Initialize object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - start_idx     -- start index for selecting dataset 
+                           from all data samples
+        - length        -- length of dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - report_dir    -- directory to write reports about dataset
+        - dump          -- flag to dump the dataset to file
+        - csv           -- flag to dump the dataset to csv file
+        """
+        self.samples = ds.samples[start_idx: start_idx + length]
+        self.sample_names = ds.sample_names[start_idx: start_idx + length]
+        self.labels = ds.labels[start_idx: start_idx + length]
+        #__init__ of base class is postponed till here to prepare the datasets
+        super(ClassDataset, self).__init__(ds, purpose, 
+                                report_dir, dump = dump, csv = csv)
+#---------------- End of class ClassDataset -----------------------------
+
+class BalancedClassDataset(ClassDatasetBase):
+    """
+    Balanced classification Dataset where is problem has proportionally 
+    correct number of solutions
+    Class of objects representing a classification dataset
+    Currently works for samples represented with sequences of tokens
+    """
+    #Seeds for shuffling datasets
+    shuffle_seeds = {"training"  : "TRAIN_SHUFFLE_SEED",
+                     "validation": "VALID_SHUFFLE_SEED",
+                     "test"      : "TEST_SHUFFLE_SEED"}
+
+    def __init__(self, ds, samples, sample_names, labels,
+                 purpose, report_dir, 
+                 dump = True, csv = True):
+        """
+        Initialize object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - samples       -- dataset samples
+        - sample_names  -- names of dataset samples
+        - labels        -- labels of dataset samples loaded ???
+        - report_dir    -- directory to write reports about dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - dump          -- flag to dump the dataset to file
+        """
+        self.samples = samples
+        self.sample_names = sample_names
+        self.labels = labels
+        try:
+            _seed = self.shuffle_seeds[purpose]
+            DataRand.randPreordered(self.samples, _seed)
+            DataRand.randPreordered(self.sample_names, _seed)
+            DataRand.randPreordered(self.labels, _seed)
+        except KeyError:
+            pass
+        #__init__ of base class is postponed till here to prepare the datasets
+        super(BalancedClassDataset, self).__init__(ds, purpose, 
+                            report_dir, dump = dump, csv = csv)
+#---------------- End of class BalancedClassDataset -------------------------
+
+class ClassifDSMaker(SeqOfTokensLoader):
+    """
+    Dataset maker
+    Loads files of tokenized source code files from the given directory and
+    Prepares data set for classifier of source codes
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test_part = 0, balanced_split = False):
+        """
+        Initialize Dataset maker with files to process
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                             if it is None sys.maxsize is used
+        - test_part       -- fraction of data reserved for test set
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        super(ClassifDSMaker, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th)
+        self.test_part = test_part
+        self.balanced_split = balanced_split
+        if self.balanced_split:
+            self.test_ds, self.train_val_ds, self.whole_ds = \
+                self.balancedTestTrain()
+            print("Constructed balanced split of problem solutions for testing and training")
+        else:
+            self.test_ds, self.train_val_ds, self.whole_ds = \
+                self.splitShuffledSamples() 
+            print("Shuffled samples are splited for testing and training")
+        self.val_ds = None
+        self.train_ds = None
+        print(f"Dataset with {len(self.whole_ds.samples)} samples is loaded")
+        memoryUsage("After ClassifDSMaker.__init__")
+
+    def balancedTestTrain(self):
+        """
+        Devide solutions of each problem evenly between test and,
+        training and test datasets
+        Returns:
+        - test dataset
+        - training/validation dataset
+        Computes:
+        - list of number of solutions of each problem reserved 
+          for training and validation
+        """
+        self.probl_solutions, self.sol_names = \
+                                self.getPartitionedSampes()
+        _test_samples = []
+        _test_sample_names = []
+        _test_labels = []
+        _train_samples = []
+        _train_sample_names = []
+        _train_labels = []
+        _all_samples = []
+        _all_sample_names = []
+        _all_labels = []
+        self.train_valid_solutions = []
+        for _i in range(len(self.probl_solutions)):
+            _n_solutions = len(self.probl_solutions[_i])
+            if _n_solutions < 3:
+                sys.exit(f"Number of solutions of problem {self.problems[_i]} " +
+                         "is only {_n_solutions}\n" + 
+                         "It is not enough for training and testing")
+            _n_test_solutions = max(1, int(_n_solutions * self.test_part))
+            _n_train_solutions = _n_solutions - _n_test_solutions
+            _test_samples.extend(self.probl_solutions[_i][_n_train_solutions :])
+            _test_sample_names.extend(self.sol_names[_i][_n_train_solutions :])
+            _test_labels.extend([_i] * _n_test_solutions)
+            _train_samples.extend(self.probl_solutions[_i][: _n_train_solutions])
+            _train_sample_names.extend(self.sol_names[_i][: _n_train_solutions])
+            _train_labels.extend([_i] * _n_train_solutions)
+            self.train_valid_solutions.append(_n_train_solutions)
+            _all_samples.extend(self.probl_solutions[_i])
+            _all_sample_names.extend(self.sol_names[_i])
+            _all_labels.extend([_i] * _n_solutions)
+        _test_ds = BalancedClassDataset(
+            self, _test_samples, _test_sample_names, _test_labels, 
+            "test", self.report_dir)
+        _train_val_ds = BalancedClassDataset(
+            self, _train_samples, _train_sample_names, _train_labels,
+            "train_val", self.report_dir)
+        #Make dataset with all samples
+        _whole_ds = BalancedClassDataset(
+            self, _all_samples, _all_sample_names, _all_labels, 
+            "whole", self.report_dir)
+        return _test_ds, _train_val_ds, _whole_ds
+      
+    def splitShuffledSamples(self):
+        """
+        Split array of shaffled samples straight forward way into 
+        test and, train and validation
+        Returns:
+        - test dataset
+        - training/validation dataset
+        - whole dataset
+        Computes: 
+        - size of test and training/validation dataset
+        """
+        self.samples, self.labels, self.sample_names = \
+            self.getShuffledLabeledSamples()
+        #Make dataset with all samples
+        _whole_ds = ClassDataset(self, 0, len(self.samples),
+                                 "whole", self.report_dir)
+        #Reserve samples for test set
+        self.test_size = int(len(self.samples) * self.test_part)
+        self.train_val_size = len(self.samples) - self.test_size
+        _test_ds = ClassDataset(
+            self, len(self.samples) - self.test_size,
+            self.test_size, "test", self.report_dir) \
+            if self.test_size else None
+        _train_val_ds = ClassDataset(self, 0, self.train_val_size,
+                                    "train_val", self.report_dir)
+        return _test_ds, _train_val_ds, _whole_ds
+
+    def balancedValTrain(self, valpart):
+        """
+        Devide solutions of each problem evenly between 
+        validation and training datasets
+        Parameters:
+        - valpart    -- Fraction of dataset samples used 
+                        for validation as float
+        Returns:
+        - validation and training datsets
+        """
+        _val_samples = []
+        _val_sample_names = []
+        _val_labels = []
+        _train_samples = []
+        _train_sample_names = []
+        _train_labels = []
+        for _i, _n_solutions in enumerate(self.train_valid_solutions):
+            if _n_solutions < 2:
+                sys.exit(f"Number of solutions of problem {self.problems[_i]} is " +
+                         "only {_n_solutions}\n" + 
+                         "It is not enough for training and validation")
+            _n_val_solutions = max(1, int(_n_solutions * valpart))
+            _val_samples.extend(self.probl_solutions[_i][: _n_val_solutions])
+            _val_sample_names.extend(self.sol_names[_i][: _n_val_solutions])
+            _val_labels.extend([_i] * _n_val_solutions)
+            _train_samples.extend(
+                self.probl_solutions[_i][_n_val_solutions : _n_solutions])
+            _train_sample_names.extend(
+                self.sol_names[_i][_n_val_solutions : _n_solutions])
+            _train_labels.extend([_i] * (_n_solutions - _n_val_solutions))
+        _val_ds = BalancedClassDataset(
+            self, _val_samples, _val_sample_names, _val_labels, 
+            "validation", self.report_dir)
+        _train_ds = BalancedClassDataset(
+            self, _train_samples, _train_sample_names, _train_labels,
+            "training", self.report_dir)
+        return _val_ds, _train_ds
+
+    def testDS(self, batch_size):
+        """
+        Make test tf.dataset
+        The tf.data.dataset is constructed from_generator
+        Parameters:
+        - batch_size -- batch size
+
+        Returns: 
+        - TF dataset and 
+        - list of labels
+        - list of sample names 
+        - list of lable names
+        """
+        if self.test_ds:
+            return self.test_ds.dsFromGenerator(batch_size)
+        else:
+            sys.exit("Cannot make test dataset because it was not defined")
+
+    def trainValidDs(self, valpart, batch_size, dump = True):
+        """
+        Make training and validation tf.datasets by 
+        splitting loaded data set
+        The tf.data.dataset is constructed from_generator
+        Additionally computes names of validation samples
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - pair of <validation dataset>, <training dataset>
+          Both training and validation dataset are tensorflow Datasets
+        """
+        if self.balanced_split:
+            self.val_ds, self.train_ds = self.balancedValTrain(valpart)
+        else:
+            _train_len, _val_len = self.trainValDsSize(valpart, batch_size)
+            self.val_ds = ClassDataset(self, 0, _val_len,
+                                       "validation", self.report_dir)
+            self.train_ds = ClassDataset(self, _val_len, _train_len,
+                                         "training", self.report_dir)
+        self.writeLabelDistribution()
+        _train_ds = self.train_ds.dsFromGenerator(batch_size)
+        _val_ds = self.val_ds.dsFromGenerator(batch_size)
+        memoryUsage("After DS made")
+        return _val_ds, _train_ds
+
+    def trainValDsSize(self, valpart, batch_size):
+        """
+        Compute sizes of training and validation datasets 
+        rounded to batch size
+        Use only samples left after reserving samples for testb set
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - sizes of training and validation datasets
+        """
+        _val_len = int(float(self.train_val_size) * valpart)
+        _train_len = self.train_val_size - _val_len
+        return _train_len, _val_len
+
+    def writeLabelDistribution(self):
+        """
+        Write down distribution of datasets lables
+        """
+        _whole_distr = self.whole_ds.labelDistr()
+        _train_distr = self.train_ds.labelDistr()
+        _val_distr   = self.val_ds.labelDistr()
+        _test_distr  = self.test_ds.labelDistr() if self.test_ds else None
+        print(f"Whole dataset has {self.whole_ds.size} samples")
+        print(f"Training dataset has {self.train_ds.size} samples")
+        print(f"Validation dataset has {self.val_ds.size} samples")
+        print(f"Test dataset has {self.test_ds.size} samples")
+        with open(f"{self.report_dir}/SampleDistribution.lst", 'w') as _f:
+            _f.write("Problem    Label      N     %%        N      %%       N       %%    N     %%\n")
+            _f.write("                 in whole dataset  in training DS   in valid DS   in test DS\n")
+            for _i in range(len(self.problems)): 
+                _whole_pct = 100.0 * float(_whole_distr[_i]) / self.whole_ds.size
+                _train_pct = 100.0 * float(_train_distr[_i]) / self.train_ds.size
+                _val_pct = 100.0 * float(_val_distr[_i]) / self.val_ds.size
+                _test_num, _test_pct = (_test_distr[_i], 
+                        100.0 * float(_test_distr[_i]) / self.test_ds.size) \
+                        if self.test_ds else (0, 0)
+                _f.write("{:10s}   {:3d}  {:7d}  {:6.2f}  {:7d}  {:6.2f}  {:7d}  {:6.2f}  {:7d}  {:6.2f}\n".
+                    format(self.problems[_i], _i, 
+                           _whole_distr[_i], _whole_pct,
+                           _train_distr[_i], _train_pct, 
+                           _val_distr[_i], _val_pct,
+                           _test_num, _test_pct))
+#---------------- End of class ClassifDSMaker ----------------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..b30b0184a6ec3559efcc0c50a5a876175c3feaf9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py
@@ -0,0 +1,624 @@
+"""
+Module for making dataset for similarity detection of 
+of source codes by sequence or bag of tokens technique
+
+Has two operation modes:
+- Validiation on solutions of the same problems
+- Valdiation on solutions of the problems different from 
+  the ones seen at training
+However, test datset is always constructed from the problems
+that were used neither for training nor validation.
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+The module has an absract base class for more specialized 
+constructors of datasets
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+
+import numpy as np
+import math
+import random
+import csv
+
+from DataLoader import SeqOfTokensLoader
+from DsUtilities import DataRand
+
+class SimilarityDSMaker(SeqOfTokensLoader):
+    """
+    Abstract class for making dataset for 
+    source code similarity analysis by bag or sequence of Tokens technique
+
+    Loads files of tokenized source code files from the given directory and
+    Prepares datasets for Bag or Sequence Tokens code similarity detector
+    Test datset is always constructed for problems that are not used 
+    either for training or validation
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test = 0, labels01 = True):
+        """
+        Initialize Dataset maker
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SimilarityDSMaker, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th)
+        self.labels01 = labels01
+        #Size of the array used for selection of problem solutions
+        #with probabilities proportional to the number 
+        #of each problem solutions
+        self.problems_solutions, self.solution_names = \
+                                    self.getPartitionedSampes()
+        self.n_problems = len(self.problems_solutions)
+        self.n_test_problems = int(float(self.n_problems) * test) \
+                               if test < 1 else int(test)
+        if test and self.n_test_problems == 1:
+            sys.exit(f"Too few {test} problems for test dataset")
+        #Reserve problems for test dataset
+        self.n_tran_ds_problems = self.n_problems - self.n_test_problems
+        if self.n_test_problems > 0:
+            self.test_problems = self.problems[-self.n_test_problems :]
+            self.writeProblemList(self.test_problems, 
+                                  "test_problems.txt")
+            self.train_ds_problems = \
+                    self.problems[: -self.n_test_problems]
+            self.test_problem_solutions = \
+                    self.problems_solutions[-self.n_test_problems :]
+            self.train_ds_probl_solutions = \
+                    self.problems_solutions[: -self.n_test_problems]
+            print(f"Dataset of {self.n_problems} problems is split "+ 
+                  f"into {self.n_test_problems} and " + 
+                  f"{self.n_tran_ds_problems} for test and training with validation")
+        else:
+            self.test_problems = None
+            self.train_ds_problems = self.problems
+            self.test_problem_solutions = None
+            self.train_ds_probl_solutions = self.problems_solutions
+            print("No test dataset was defined")
+        self._SEL_SIZE = 128 * 1024
+        self.writeProblemList(self.train_ds_problems, 
+                              "train_valid_problems.txt")
+        self.writeProblemList(self.problems, "all_problems.txt")
+
+    def trainValidDsSameProblems(self, val_train_split,
+                                 val_size, train_size,
+                                 similar_part):
+        """
+        Make datasets for training source code similarity analyser
+        Both training and validation parts of dataset are made.
+
+        The validation part is made from solutions of the same 
+        problems that were used for making the training part 
+        of the dataset.
+        However, the test dataset is made from solutions of 
+        the problems different from ones used here for training 
+        and validation
+
+        The function provides the following:
+        - No same code samples (problem solutions) are used 
+          for creation both validation and training datasets
+        - Each problem is represented in both created datasets
+          with the same fraction of its code samples
+        - Number of samples of similar solutions of each problem
+          is proportional to the number of all pairs of solutions 
+          of that problem.
+        - All pairs of similar solutions are constructed from
+          different samples, i.e. no pair has same solution.
+          No self similar solution is constructed.
+          !!!Possibly this condition should be parameterized.
+        - Pairs of dissimilar solutions are constructed such as
+          each problem is selected with the probability 
+          proportional to the number of its solutions.
+        Similar samples are constructed as pairs of solutions
+        of the same problem
+        Dissimilar samples are constructed as pairs of solution
+        of different problems
+        Samples of each problem solutions are splitted individually.
+        The obtained subsets of are used for constructing training 
+        and validation datasets.
+
+        Parameters:
+        - val_train_split  -- Fraction of training samples that is used 
+                              for constructing validation dataset.
+                              It speciified as float
+                              Samples of each problem solutions are splitted 
+                              individually according to this parameters
+        - val_size         -- Size of validation dataset to create
+        - train_size       -- Size of training dataset to create
+        - similar_part     -- Fraction of samples of the created dataset 
+                              representing similar source code samples
+        Returns:
+        - validation and training datasets:
+        Each of them has the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing training and validation datasets " + 
+              "from different solutions of the same problems")
+        _val_problem_solutions = \
+            [_solutions[: int(float(len(_solutions)) * 
+                                   val_train_split)] 
+             for _solutions in self.train_ds_probl_solutions]
+        _train_problem_solutions = \
+            [_solutions[int(float(len(_solutions)) * 
+                                 val_train_split) :] 
+             for _solutions in self.train_ds_probl_solutions]
+        DataRand.setSeed("SIMIL_TRAIN_DS_SEED")
+        self.train_ds = self._makeDs(0, _train_problem_solutions,
+                                     train_size, similar_part)
+        DataRand.setSeed("SIMIL_VALID_DS_SEED")
+        self.val_ds = self._makeDs(0, _val_problem_solutions,
+                                   val_size, similar_part)
+        self.reportDatasetStatistics(0, self.n_tran_ds_problems, 
+                                     self.val_ds[2], 
+                                     0, self.n_tran_ds_problems, 
+                                     self.train_ds[2])
+        return self.val_ds, self.train_ds
+
+    def trainValidDsDifferentProblems(self, val_train_split,
+                                      val_size, train_size,
+                                      similar_part):
+        """
+        Make datasets for training source code similarity analyser
+
+        Both training and validation parts of dataset are made.
+
+        The validation part is made from solutions of different 
+        problems that were used for making the training part 
+        of the dataset.
+        Validation uses the problems of the beginning of the list
+        Training uses problems that are between validation and test ones
+
+        The function provides the following:
+        - No same code samples (problems) are used 
+          for creation both validation and training datasets
+        - Validation and training datasets are created from 
+          solutions of different problems
+        - Number of samples of similar solutions of each problem
+          is proportional to the number of all pairs of solutions 
+          of that problem.
+        - All pairs of similar solutions are constructed from
+          different samples, i.e. no pair has same solution.
+          No self similar solution is constructed.
+          !!!Possibly this condition should be parameterized.
+        - Pairs of dissimilar solutions are constructed such as
+          each problem is selected with the probability 
+          proportional to the number of its solutions.
+        Similar samples are constructed as pairs of solutions
+        of the same problem
+        Dissimilar samples are constructed as pairs of solution
+        of different problems
+        All problem solutions are splitted for ones used 
+        for training and ones used for validation. The solutions 
+        of the resulted subsets of problems are used for 
+        constructing training and validation datasets.
+
+        Parameters:
+        - val_train_split  -- Fraction of original probles used 
+                              for constructing validation dataset.
+                              It speciified as float
+                              Set of all problem is splitted according
+                              to this parameters
+        - val_size         -- Size of validation dataset to create
+        - train_size       -- Size of training dataset to create
+        - similar_part     -- Fraction of samples of the created dataset 
+                              representing similar source code samples
+        Returns:
+        - validation and training datasets:
+        Each of them has the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing training and validation datasets " + 
+              "from solutions of different problems")
+        _n_val_probls = int(float(self.n_tran_ds_problems) * 
+                            val_train_split)
+        print(f"Validation and training use {_n_val_probls} " + 
+              f"and {self.n_tran_ds_problems - _n_val_probls} problems respectively")
+        if _n_val_probls < 2 or self.n_tran_ds_problems - _n_val_probls < 2:
+            sys.exit(f"Too few problems for training " + 
+                     f"{self.n_tran_ds_problems - _n_val_probls} " + 
+                     f"or validation {_n_val_probls}")
+        _val_problem_solutions = \
+                self.train_ds_probl_solutions[: _n_val_probls]
+        _train_problem_solutions = \
+                self.train_ds_probl_solutions[_n_val_probls :]
+        self.writeProblemList(self.train_ds_problems[: _n_val_probls],
+                              "validation_problems.txt")
+        self.writeProblemList(self.train_ds_problems[_n_val_probls :],
+                              "training_problems.txt")
+        DataRand.setSeed("SIMIL_VALID_DS_SEED")
+        self.val_ds = self._makeDs(0, _val_problem_solutions,
+                                   val_size, similar_part)
+        DataRand.setSeed("SIMIL_TRAIN_DS_SEED")
+        self.train_ds = self._makeDs(_n_val_probls,
+            _train_problem_solutions, train_size, similar_part)
+        self.reportDatasetStatistics(0, _n_val_probls, self.val_ds[2], 
+            _n_val_probls, self.n_tran_ds_problems - _n_val_probls, 
+            self.train_ds[2])
+        self.writeSamplesCsv(self.val_ds[2], "val_samples.csv")
+        self.writeSamplesCsv(self.train_ds[2], "train_samples.csv")
+        return self.val_ds, self.train_ds
+
+    def testDataset(self, size, similar_part):
+        """
+        Make test dataset
+        Test datset is always constructed from problems different 
+        from ones used for training and validation
+        It uses the last problems in the list
+        More details are in comments to self.trainValidDsDifferentProblems
+
+        Parameters:
+        - size         -- Size of dataset to create
+        - similar_part -- Fraction of samples of the created dataset 
+                          representing similar source code samples
+        Returns:
+        - Test datasets having the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing test dataset")
+        if not self.test_problem_solutions:
+            sys.exit("Test datset cannot be created as it was not defined.")
+        DataRand.setSeed("SIMIL_TEST_DS_SEED")
+        _start_problem = self.n_problems - self.n_test_problems
+        self.test_ds = self._makeDs(_start_problem,
+                        self.test_problem_solutions, size, similar_part) 
+        with open(f"{self.report_dir}/TestDatasetStatistics.lst", 'w') as _f:
+            _f.write("PROBLEM DISTRIBUTION IN TEST DATASET\n")
+            self.writeProblemDistribution(_start_problem, 
+                            self.n_test_problems, self.test_ds[2], _f)
+        self.writeSamplesCsv(self.test_ds[2], "test_samples.csv")
+        return self.test_ds
+
+    def _makeDs(self, start_problem, problems_solutions,
+                size, similar_part):
+        """
+        Make a dataset for source code similarity analyser
+        Parameters:
+        - start_problem      -- index of fist problem to use for samples 
+        - problems_solutions -- source code problems solutions used
+                                for constructing the dataset
+        - size               -- Size of dataset to create
+        - similar_part       -- Fraction of samples of the created dataset 
+                                representing similar source code samples
+        Returns:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        _annotations = []  #Similarity samples to construct
+        _n_similar = int(float(size) * similar_part)
+
+        #Add samples with similar solutions
+        self._addSimilarSamples(_annotations, start_problem, 
+                                problems_solutions,_n_similar)
+        _n_similar_solutions = len(_annotations)
+        self._addDisSimilarSamples(_annotations, start_problem, 
+                                   problems_solutions,
+                                   size - _n_similar_solutions)
+        _n_samples = len(_annotations)
+        _n_dissimilar_solutions = _n_samples - _n_similar_solutions
+        random.shuffle(_annotations)
+        _labels  = self._makeLabels(_annotations)
+        _samples = self.makeSimDataset(_annotations, _labels)
+        print(f"Similarity dataset of {_n_samples} samples is ready")
+        print(f"Dataset has {_n_similar_solutions} samples with similar solutions" + 
+              f" and {_n_dissimilar_solutions} samples with dissimilar solutions")
+        return (_samples, _labels, _annotations)
+
+    def _addSimilarSamples(self, ds, start_problem, problems_solutions, 
+                           size):
+        """
+        Add samples with similar solutions of the problems
+        to the given dataset
+        Parameters:
+        - ds                 -- dataset for adding samples to
+        - start_problem      -- index of fist problem to use for samples
+        - problems_solutions -- source code solutions for constructing 
+                                samples of similar solutions
+        - size               -- Size of dataset to create  
+        """
+        #Number of all pairs of similar solutions that can be constructed 
+        #from the given data
+        _n_pairs = \
+            float(sum(map(lambda _array: len(_array) * (len(_array) -1), 
+                          problems_solutions)))
+        for _p, _solutions in enumerate(problems_solutions):
+            if len(_solutions) <= 1:
+                continue     #Cannot make any pair from 1 or 0 items
+            #Number of pairs of similar solutions that can be constructed
+            #from solutions of this problem
+            _n_samples = \
+                int((float(size) * 
+                     float(len(_solutions) * (len(_solutions) -1)) / 
+                     _n_pairs))
+            for _i in range(_n_samples):
+                while True:
+                    _s1_idx = random.randint(0, len(_solutions) - 1)
+                    _s2_idx = random.randint(0, len(_solutions) - 1)
+                    if _s1_idx != _s2_idx: break
+                _sample_annot = (start_problem + _p, _s1_idx, 
+                                 start_problem + _p, _s2_idx)
+                ds.append(_sample_annot)
+
+    def _addDisSimilarSamples(self, ds, start_problem, 
+                              problems_solutions, size):
+        """
+        Expand the given dataset with pairs of dissimilar solutions 
+        Parameters:
+        - ds                 -- dataset for adding samples to
+        - start_problem      -- index of fist problem to use for samples
+        - problems_solutions -- source code solutions for constructing 
+                                samples of similar solutions
+        - size               -- Size of dataset to create   
+        """
+        #Total number of problem solution
+        _n_solutions = float(sum(map(len, problems_solutions)))
+        #Probabilities of random selection of each problem solution
+        _probl_probabilities = [float(len(_s)) / _n_solutions 
+                                for _s in problems_solutions]
+        #Utility array for selection of problem solutions with
+        #probabilities proportional to the number of solutions
+        #of each problem
+        _selection = np.zeros(self._SEL_SIZE, dtype = int)
+        _curr_probl_idx = 0
+        for _i, _p in enumerate(_probl_probabilities):
+            _next_probl_idx = int(float(_curr_probl_idx) + 
+                                  _p * float(self._SEL_SIZE))
+            _selection[_curr_probl_idx :_next_probl_idx] = _i
+            _curr_probl_idx = _next_probl_idx
+        _selection[_curr_probl_idx :] = _i
+        #Constructing pairs of solutions of different problems
+        for _ in range(size):
+            #Select pair of different problems
+            #with probabilities proportional to the number
+            #of their solutions
+            while True:
+                _rand_idx = random.randint(0, self._SEL_SIZE - 1)
+                _p1_idx = _selection[_rand_idx]
+                _rand_idx = random.randint(0, self._SEL_SIZE - 1)
+                _p2_idx = _selection[_rand_idx]
+                #_p1_idx = random.choice(_selection)
+                #_p2_idx = random.choice(_selection)
+                if _p1_idx != _p2_idx: break
+            _solutions1 = problems_solutions[_p1_idx]
+            _solutions2 = problems_solutions[_p2_idx]
+            #Selection of solution of each problem selected
+            _s1_idx = random.randint(0, len(_solutions1) - 1)
+            _s2_idx = random.randint(0, len(_solutions2) - 1)
+            _sample_annot = (start_problem + _p1_idx, _s1_idx, 
+                             start_problem + _p2_idx, _s2_idx)
+            ds.append(_sample_annot)
+
+    def _makeLabels(self, annotations):
+        """
+        Make lables from set of similarity samples
+        Parameters:
+        - annotations  -- list of similarity samples in form of 4-tuples
+                          <problem1, solution1, problem2, solution2>
+        Returns:
+        - numpy array of lables
+        """
+        _dissimilar = 0 if self.labels01 else -1
+        return np.asarray(tuple(map(
+            lambda _a: 1 if _a[0] == _a[2] else _dissimilar,
+            annotations)), dtype=np.int32) 
+        
+    def reportDatasetStatistics(self, val_start, n_val_problems, val_ds, 
+                                train_start, n_train_problems, train_ds):
+        """
+        Write down report on statistics of generated dataset
+        Parameters:
+        - val_start        -- index of start problem for validation
+        - n_val_problems   -- number of problems used for validation
+        - val_ds           -- samples of validation dataset
+        - train_start      -- index of start problem for training
+        - n_train_problems -- number of problems used for training
+        - train_ds         -- samples of training dataset
+        """
+        with open(f"{self.report_dir}/TrainDatasetStatistics.lst", 'w') as _f:
+            _f.write("PROBLEM DISTRIBUTION IN VALIDATION DATASET\n")
+            self.writeProblemDistribution(val_start, n_val_problems, 
+                                          val_ds, _f)
+            _f.write("\n\n")
+            _f.write("PROBLEM DISTRIBUTION IN TRAINING DATASET\n")
+            self.writeProblemDistribution(train_start, n_train_problems, 
+                                          train_ds, _f)
+
+    def writeProblemList(self, problems, fn):
+        """
+        Write problem list to file 
+        to report test, train, validation problems
+        Parameters:
+        - problems  -- list of problems
+        - fn        -- name of file 
+        """
+        with open(f"{self.report_dir}/{fn}", 'w') as _f:
+            for _p in problems:
+                _f.write(_p + "\n")
+
+    def writeSamplesTxt(self, samples, fn):
+        """
+        Write dataset samples in plain text format
+        to report test, train, validation datset
+        Parameters:
+        - samples  -- similarity samples in the form of 4-tuples
+                      <problem1, solution1, problem2, solution2>
+        - fn       -- name file to write down report
+        """
+        with open(f"{self.report_dir}/{fn}", 'w') as _f:
+            _f.write("{:8s} {:12s} {:8s} {:12s}\n".
+                format("problem1", "solution1", "problem2", "solution2"))
+            _f.write("------------------------------------------------\n")
+            for _sample in samples:
+                _p1, _sol1, _p2, _sol2 = _sample
+                _f.write("{:8s} {:12s} {:8s} {:12s}\n".
+                         format(self.problems[_p1], 
+                                self.solution_names[_p1][_sol1], 
+                                self.problems[_p2], 
+                                self.solution_names[_p2][_sol2]))
+
+    def writeSamplesCsv(self, samples, fn):
+        """
+        Write dataset samples in csv format
+        to report test, train, validation datset
+        Parameters:
+        - samples  -- similarity samples in the form of 4-tuples
+                      <problem1, solution1, problem2, solution2>
+        - fn       -- file to write down csv file
+        """
+        with open(f"{self.report_dir}/{fn}", 'w', newline='') as _f:
+            _writer = csv.writer(_f, lineterminator=os.linesep)
+            _writer.writerow(["problem1", "solution1",
+                              "problem2", "solution2"])
+            for _sample in samples:
+                _p1, _sol1, _p2, _sol2 = _sample
+                _writer.writerow([self.problems[_p1], 
+                                  self.solution_names[_p1][_sol1], 
+                                  self.problems[_p2], 
+                                  self.solution_names[_p2][_sol2]])
+
+    def writeProblemDistribution(self, start_problem, 
+                                 n_problems, samples, f):
+        """
+        Compute and write problem distribution in samples
+        The distribution is computed only for problems used 
+        for constructing samples
+        Parameters:
+        - start_problem   -- index of fist problem used for samples
+        - n_problems      -- number of problems used for samples    
+        - samples         -- similarity samples in the form of 4-tuples
+                             <problem1, solution1, problem2, solution2>
+        - f               -- file to write down reports
+        """
+        _same_problems = [0] * n_problems
+        _left_problems = [0] * n_problems
+        _right_problems = [0] * n_problems
+        _pair_cnt = np.zeros((n_problems, n_problems), dtype=float)
+        for _p1, _, _p2, _ in samples:
+            _pair_cnt[_p1 - start_problem, _p2 - start_problem] += 1
+            if _p1 == _p2:
+                _same_problems[_p1 - start_problem] += 1
+            else:
+                _left_problems[_p1 - start_problem] += 1
+                _right_problems[_p2 - start_problem] += 1
+        _max_pair = _pair_cnt.max(axis=1)
+        _min_pair = _pair_cnt.min(axis=1)
+        _mean_pair = _pair_cnt.mean(axis=1)
+        _median_pair = np.median(_pair_cnt, axis=1)
+        _std_pair  = _pair_cnt.std(axis=1)
+        _min_problem = np.argmin(_pair_cnt, axis=1)
+        _max_problem = np.argmax(_pair_cnt, axis=1)
+        _n_fully_omitted = 0
+        _n_same_omitted = 0
+        _n_left_omitted = 0
+        _n_right_omitted = 0
+        _n_different_omitted = 0
+        _n_samples = len(samples)
+        f.write(
+            "Probl  Same  Same%   Left  Left%  Right Right% Min N  Max N  Median Mean N Std N  Problem   Pare  Often\n" + 
+            "Index    samples       sample       samples    pairs  pairs  pairs  pairs  pairs  name    problem Problem\n")
+        f.write(
+            "---------------------------------------------------------------------------------------------------------\n")
+        for _i in range(n_problems):        
+            if (_same_problems[_i] + _left_problems[_i] + 
+                _right_problems[_i]) == 0:
+                _n_fully_omitted += 1
+                continue
+            f.write("{:4d} {:6d} {:5.2f}  {:6d} {:5.2f}  {:6d} {:5.2f} {:6f} {:6f} {:6f} {:8.1f} {:6.2f} {:7s} {:7s} {:7s} \n".
+                format(_i + start_problem, _same_problems[_i],
+                       (100.0 * float(_same_problems[_i])) / float(_n_samples),
+                       _left_problems[_i],
+                       100.0 * float(_left_problems[_i]) / float(_n_samples),
+                       _right_problems[_i],
+                       100.0 * float(_right_problems[_i]) / float(_n_samples),
+                       _min_pair[_i], _max_pair[_i], _median_pair[_i],
+                       _mean_pair[_i], _std_pair[_i],
+                       self.problems[_i + start_problem], 
+                       self.problems[_min_problem[_i] + start_problem] \
+                       if _min_pair[_i] > 0 else "   -   ", 
+                       self.problems[_max_problem[_i] + start_problem] \
+                       if _max_pair[_i] > 0 else "   -   "))
+            if _same_problems[_i] == 0: _n_same_omitted += 1
+            if _left_problems[_i] == 0: _n_left_omitted += 1
+            if _right_problems[_i] == 0: _n_right_omitted += 1
+            if _left_problems[_i] + _right_problems[_i] == 0:
+                _n_different_omitted += 1
+        f.write("-------------------------------------------\n")
+        f.write(f"{_n_fully_omitted} problems are not present in ANY samples\n")
+        f.write(f"Among the other {n_problems - _n_fully_omitted} problems:")
+        f.write(f"  - {_n_same_omitted} problems are not present in SAME samples\n")
+        f.write(f"  - {_n_different_omitted} problems are not present in DIFFERENT samples\n")
+        f.write(f"  - {_n_left_omitted} problems are not present in left side of DIFFERENT samples\n")
+        f.write(f"  - {_n_right_omitted} problems are not present in right side of DIFFERENT samples\n")
+
+    @abstractmethod
+    def makeSimDataset(samples, labels):
+        """
+        Make similarity dataset in the form of numpy arrays of
+        tensorflow datasets
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as numpy array
+                                 used only in implementations constructing 
+                                 TF datasets
+        Returns:
+        - constructed dataset 
+          * either as single numpy array 
+          * or tuple of them 
+          * or TF dataset
+        """
+        raise NotImplementedError()
+#---------------- End of class SimilarityDSMaker ----------------------------
+        
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py
new file mode 100644
index 0000000000000000000000000000000000000000..23f555ba22cf2eb54e21401b6bf06e82ff30e08d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py
@@ -0,0 +1,378 @@
+"""
+Module for making experimental Siamese DNNs for similarity 
+analysis
+"""
+import sys
+import tensorflow as tf
+from tensorflow import keras
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils      import *
+from FuncModelMaker  import FuncModelFactory
+
+#LOSS FUNCTIONS
+register = keras.utils.register_keras_serializable('loss_function', name='loss_function')
+
+@register
+def cappedCrossEntropy(y_true, y_pred):
+    """
+    Capped binary cross entropy loss function 
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             tf.math.minimum((keras.backend.log(y_pred) + 0.1), 0) + 
+             5 * (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             tf.math.minimum((keras.backend.log(1 - y_pred) + 0.01), 0) )
+
+#@register
+def relaxedCrossEntropy(y_true, y_pred):
+    """
+    Relaxed binary cross entropy loss function 
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             keras.backend.log(y_pred) + 
+             (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             keras.backend.log((1 - y_pred + 0.1) / (1 + 0.1)))
+
+#@register
+def sinCrossEntropy(y_true, y_pred):
+    """
+    Binary cross entropy loss function 
+    with sin transformation of predicted probability
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             keras.backend.log(keras.backend.sin(3.1415926 * (y_pred - 0.5)) / 2.0 + 0.5000001) + 
+             (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             keras.backend.log(keras.backend.sin(3.1415926 * (0.5 - y_pred)) / 2.0 + 0.5000001))
+
+def getLossFunction(loss = None):
+    """
+    Compute loss function as function of the argument
+    Parameters:
+    - loss   -- loss function as a string
+    """
+    if loss is None:
+        return "binary_crossentropy"
+    elif loss == "relaxedCrossEntropy":
+        return relaxedCrossEntropy
+    elif loss == "sinCrossEntropy":
+        return sinCrossEntropy
+    elif loss == "cappedCrossEntropy":
+        return cappedCrossEntropy
+    else:
+        sys.exit(f"Unknown loss function {loss}")
+    
+#---------------- End of lOSS FUNCTIONS ---------------------------
+
+class ExpSiameseModelFactory(FuncModelFactory):
+    """
+    Class for making experimental DNNs
+    Provides functions for creating experimental DNNs
+    both for classification and similarity analysis of
+    source code represented with sequence of tokens
+    Set all external parameters of DNNs,
+    which can be amended or even modified in each    
+    """
+    def __init__(self, n_labels, regularizer = None, loss = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        super(ExpSiameseModelFactory, self).__init__(n_labels, 
+                                    regularizer = regularizer)
+        self.loss = getLossFunction(loss)
+
+    def makeCNN(self, dnn,
+                n_tokens,
+                convolutions, w_dense,
+                pool = 'max', side_dense = [],
+                conv_act = None, conv_bias = True,
+                dense_bias = True,
+                input_type = "trainable",
+                embedding_dim = None,
+                regul_dense_only = True,
+                dropout_rate = 0,
+                merge = "concatenate",
+                optimizer = "adam"):
+        """
+        Make experimental two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        Parameters to each DNN are passed as self object member 
+        Parameters:
+        - dnn   -- string specifying type of DNN to make
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        self.n_tokens =n_tokens 
+        self.convolutions = convolutions
+        self.w_dense = w_dense
+        self.pool = pool
+        self.side_dense = side_dense
+        self.conv_act = conv_act
+        self.conv_bias = conv_bias
+        self.dense_bias = dense_bias
+        self.input_type = input_type
+        self.embedding_dim = embedding_dim
+        self.regul_dense_only = regul_dense_only
+        self.dropout_rate = dropout_rate
+        self.merge = merge
+        self.optimizer = optimizer
+        if dnn == "concatenate":
+            return self.concatCNN()
+        elif dnn == "subtract":
+            return self.subtractCNN()
+        elif dnn == "dot_prod_sigmoid":
+            return self.dot_prodCNN()
+        elif dnn == "cosine":
+            return self.cosineCNN()
+        elif dnn == "multiply":
+            return self.multiplyCNN()
+        elif dnn == "plain":
+            return self.plainCNN()
+        else:
+            sys.exit(f"Requested dnn {dnn} is not known")
+
+    def expCompile(self, inputs, output, 
+                   optimizer = "rmsprop", 
+                   loss = "binary_crossentropy",
+                   metrics = ["accuracy"]):
+        """
+        Experomental version of function for 
+        making functional dnn model and compiling it
+        Parameters:
+        - inputs     -- list of dnn inputs
+        - output     -- dnn output
+        - optimizer  -- training optimizer
+        - loss       -- loss function used by optimizer
+                        * If loss = None the lost is binary_crossentropy
+        - metrics    -- list of metric functions used by optimizer
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = loss if loss else "binary_crossentropy"
+        _dnn.compile(optimizer = optimizer, loss = loss,
+                     metrics = metrics)
+        print("Summary of DNN constructed")
+        _dnn.summary()
+        return _dnn 
+
+    def siameseBlock(self):
+        """
+        Make Siamese block of CNN
+        Outputs are Max pooled tensors of convolved input sequence
+
+        Parameters are taken from members of object self
+        Returns 4 tensors:
+        - input tensor 1
+        - input tensor 2
+        - output tensor 1
+        - output tensor 2      
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(self.n_tokens)
+        _conv = _maker.convBlock(
+            self.convolutions, 
+            dense = self.side_dense, 
+            pool = self.pool,
+            conv_act = self.conv_act, 
+            conv_bias = self.conv_bias,
+            dense_bias = self.dense_bias, 
+            input_type = self.input_type,
+            regularizer = self._regularizer,
+            embedding_dim = self.embedding_dim,
+            dropout_rate = self.dropout_rate,
+            regul_dense_only = self.regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)  
+        return _input1, _input2, _pool1, _pool2
+
+    def denseTower(self, input_tensor, dense, 
+                   bias = True, activation = "relu"):
+        """
+        Make a stack of dense layers
+        Stack may have no layers
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+         - activation of all layers except the last one
+        Returns: output tensor
+        """
+        _output = input_tensor
+        _output = input_tensor
+        if dense:
+            for _w in dense:
+                _output = layers.Dense(_w, activation = activation,
+                        use_bias = bias,
+                        kernel_regularizer=self._regularizer,
+                        kernel_initializer = BaseModelFactory.computeInitializer()
+                )(_output)
+        return _output
+
+    def expDenseClassifier(self, input_tensor, dense, 
+                           bias = True, activation = "relu"):
+        """
+        Make a stack of dense layers with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+         - activation of all layers except the last one
+        Returns: output tensor
+        """
+        _output = self.denseTower(input_tensor, dense, 
+                                  bias =bias, activation = activation)
+        _output = layers.Dense(self.n_labels, 
+                activation = self.class_layer,
+                use_bias = bias,
+                kernel_regularizer=self._regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer())(_output)
+        return _output
+
+    def concatCNN(self):
+        """
+        Siamese CNN with merging by concatenation
+        """
+        _input1, _input2,  _pool1, _pool2 = self.self.siameseBlock()
+        _merged = layers.concatenate([_pool1, _pool2])
+        _output = self._denseClassifier(_merged, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def biasedDenseLayer(self, input_tensor, width, 
+                         min_bias, rate_bias = 0.5, activation = "tanh"):
+        """
+        Experimental dense layer with fixed value of bias
+        Parameters:
+        - input_tensor  -- input tensor
+        - width         -- width 
+        - min_bias      -- minimum bias value to shift 0 value of 
+                           previous layer output
+        - rate_bias     -- rate of enforcing bias constraint
+        - activation    -- activation function
+        Returns output tensor
+        """
+        _l = layers.Dense(width, activation = activation,
+                          use_bias = True,
+                          kernel_regularizer=self._regularizer,
+                          kernel_initializer = initializers.RandomUniform(
+                              minval=0, maxval=0.1, seed=UniqueSeed.getSeed()),
+                          #kernel_constraint = keras.constraints.NonNeg(),
+                          bias_initializer = keras.initializers.Constant(min_bias), 
+                          bias_constraint = keras.constraints.MinMaxNorm(
+                              min_value=min_bias, rate=rate_bias, axis=0))
+        return _l(input_tensor)
+
+    def subtractCNN(self):
+        """
+        Siamese CNN with merging by computing 
+        absolute value of difference
+        """
+        _bias_shift = 3.0    #minimum bias shift
+        _rate_bias  = 0.5    #rate of enforcing bias constraint
+        _diff_activation = "tanh"  # activation of layer processing 
+                                   #difference of feature vectors
+                                   #either tanh or None
+
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _merged = self._absDifference(_pool1, _pool2)
+        _x = self.biasedDenseLayer(_merged,  self.w_dense[0], 
+                                    _bias_shift, rate_bias = _rate_bias,
+                                    activation = "relu")
+        _output = self.expDenseClassifier(_x, self.w_dense[1:])
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def dot_prodCNN(self):
+        """
+        Siamese CNN with merging by dot product
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _output = layers.Dot(axes = 1, normalize = False)([_pool1, _pool2])
+        _output = layers.Activation("sigmoid")(_output)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def cosineCNN(self):
+        """
+        Siamese CNN with merging by cosine
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _output = layers.Dot(axes = 1, 
+                             normalize = True)([_pool1, _pool2])
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer,
+                               loss = keras.losses.SquaredHinge(),
+                               metrics = [keras.metrics.SquaredHinge()])
+                               #loss = keras.losses.Hinge(reduction="auto"),
+                               #metrics = [keras.metrics.Hinge()])
+
+    def multiplyCNN(self):
+        """
+        Siamese CNN with merging by multiplication
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        #_pool1 = layers.Activation("tanh")(_pool1)
+        #_pool2 = layers.Activation("tanh")(_pool2)
+        _multiplied = keras.layers.Multiply()([_pool1, _pool2])
+        _output = self.expDenseClassifier(_multiplied, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def plainCNN(self, loss_function = "binary_crossentropy"):
+        """
+        Old plain siamese CNN
+        Parameters:
+        - loss_function  -- loss function
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _merged = self._absDifference(_pool1, _pool2)
+        _output = self._denseClassifier(_merged, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer, 
+                               loss = self.loss)
+#---------------- End of class ExpSiameseModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py
new file mode 100644
index 0000000000000000000000000000000000000000..7286af3c623035768eb358803ef20aea247ee864
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py
@@ -0,0 +1,221 @@
+"""
+Module for making experimental DNNs
+"""
+import sys
+import tensorflow
+from tensorflow import keras
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils      import *
+from FuncModelMaker  import FuncModelFactory
+
+class ExperimentModelFactory(FuncModelFactory):
+    """
+    Class for making experimental DNNs
+    Provides functions for creating experimental DNNs
+    both for classification and similarity analysis of
+    source code represented with sequence of tokens
+    """
+    def __init__(self, n_labels, regularizer = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        super(ExperimentModelFactory, self).__init__(n_labels, 
+                                    regularizer = regularizer)
+
+    def doublePoolClassCNN(self, n_tokens, 
+                           convolutions, dense,
+                           conv_act = None, conv_bias = True,
+                           dense_bias = True,
+                           input_type = "trainable",
+                           embedding_dim = None,
+                           regul_dense_only = True,
+                           dropout_rate = 0,
+                           optimizer = "rmsprop"):
+        """
+        Classificating CNN with both max and average 
+        global pooling operations
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense         -- specification of dense layers as list of
+                           their width except the last one
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - optimizer   -- training optimizer
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - compiled dnn
+        """
+        _input = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv_tower1 = _maker.convTower(convolutions,
+            conv_act = conv_act, out_no_act = True,
+            conv_bias = conv_bias,
+            input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            regul_dense_only = regul_dense_only)
+        _conv_tower2 = _maker.convTower(convolutions,
+            conv_act = conv_act, out_no_act = True,
+            conv_bias = conv_bias,
+            input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            regul_dense_only = regul_dense_only)        
+        _conv1 = _conv_tower1(_input)
+        _conv2 = _conv_tower2(_input)
+        _max_pool  = layers.GlobalMaxPooling1D()(_conv1)
+        _aver_pool = \
+            layers.GlobalAveragePooling1D()(_conv2)
+        #keras.layers.Lambda(lambda x: keras.backend.stop_gradient(x))(_conv))
+        _merged = layers.concatenate([_max_pool, _aver_pool],
+                                     axis=-1)
+        if dropout_rate:
+            _merged = layers.Dropout(dropout_rate, 
+                        seed = UniqueSeed.getSeed())(_merged)
+        _output = self._denseClassifier(_merged, dense)
+        return self._compile(_input, _output,
+                             optimizer = optimizer)
+
+    def _expCompile(self, inputs, output, 
+                    optimizer = "rmsprop", 
+                    loss = None):
+        """
+        Experomental version of function for 
+        making functional dnn model and compiling it
+        Parameters:
+        - inputs     -- list of dnn inputs
+        - output     -- dnn output
+        - optimizer  -- training optimizer
+        - loss       -- loss function used by optimizer
+                        * If loss = None the lost is computed 
+                          from the number of labels
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = loss if loss else \
+                BaseModelFactory.compLoss(self.n_labels)
+        _dnn = SeqBlockFactory.compileDNN(
+            _dnn, _loss, optimizer = optimizer)
+        return _dnn
+
+    def _expBiasedDenseLayer(self, input_tensor, width, bias):
+        """
+        Experimental dense layer with fixed value of bias
+        Parameters:
+        - input_tensor  -- input tensor
+        - width         -- width 
+        - bias          -- bias values
+        """
+        _l = layers.Dense(width, activation = 'tanh',
+            use_bias = bias,
+            kernel_regularizer=self._regularizer,
+            kernel_initializer = BaseModelFactory.computeInitializer(),
+            bias_initializer = keras.initializers.Constant(bias), 
+            bias_constraint = keras.constraints.MinMaxNorm(
+                min_value=bias, rate=0.5, axis=0))  #max_value=bias, 
+        return _l(input_tensor)
+        
+
+    def siameseExperimentalCNN(self, n_tokens,
+                               convolutions, w_dense,
+                               pool = 'max', side_dense = [],
+                               conv_act = None, conv_bias = True,
+                               dense_bias = True,
+                               input_type = "trainable",
+                               embedding_dim = None,
+                               regul_dense_only = True,
+                               dropout_rate = 0,
+                               merge = "concatenate",
+                               optimizer = "rmsprop"):
+        """
+        Make two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv = _maker.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2])
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _x = self._expBiasedDenseLayer(_merged,  w_dense[0], 4)
+            _output = self._denseClassifier(_x, w_dense[1:])
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._expCompile([_input1, _input2,], _output,
+                                optimizer = optimizer)
+#---------------- End of class ExperimentModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py
new file mode 100644
index 0000000000000000000000000000000000000000..7c2b88c11078a9a39a57c9a0478aa5939ab65ffe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py
@@ -0,0 +1,440 @@
+"""
+Module for making Keras functional Neural Network models 
+for similarity analysis of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils import SeqBlockFactory, BaseModelFactory
+
+class FuncModelFactory(object):
+    """
+    Factory of DNNs for code classification and similarity analysis 
+
+    Provides functions for creating DNNs for similarity 
+    analysis of source code represented with sequence of tokens
+    If the number of lables > 1 the constructed DNN uses;
+    - softmax for classification 
+    - categorical_crossentropy for loss function
+    othervise constructed DNN uses:
+    - sigmoid for classification
+    - binary_crossentropy for loss function
+    """
+    def __init__(self, n_labels, regularizer = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        self.n_labels = n_labels
+        self.class_layer = \
+                BaseModelFactory.compClassification(n_labels)
+        self._regularizer = \
+                BaseModelFactory.computeRegularizer(regularizer)
+
+    def _convLayer(self, input_tensor, convolution,
+                   activation = None, bias = True):
+        """
+        Construct a convolutional layer
+        Regularization is applied with self._regularizer
+        Parameters:
+        - input_tensor  -- input tensor
+        - convolution   -- specification of the convolutional layer
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on convolutional layer
+        - bias          -- use or do not use bias on convolutional layer
+        Returns: 
+        - output tensor if the layer is successfully created
+        - None if the layer is specified incorrectly
+        """
+        if len(convolution) == 3:
+            return layers.Conv1D(convolution[0], convolution[1],
+                    strides=convolution[2],
+                    activation = activation,
+                    use_bias = bias,
+                    kernel_regularizer=self._regularizer,
+                    kernel_initializer = BaseModelFactory.computeInitializer()
+            )(input_tensor)
+        elif len(convolution) == 2:
+            return layers.Conv1D(convolution[0], convolution[1],
+                    activation = activation,
+                    use_bias = bias,
+                    kernel_regularizer=self._regularizer,
+                    kernel_initializer = BaseModelFactory.computeInitializer()
+            )(input_tensor)
+        else:
+            return None
+
+    def _convolution1(self, input_tensor, convolutions,
+                      activation = None, bias = True,
+                      out_no_act = True):
+        """
+        Make a stack of convolutional layers
+        Parameters:
+        - input_tensor  -- input tensor
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on all convolutional layers
+                           but the last one
+        - bias          -- use or do not use bias on convolutional layers
+        - out_no_act    -- flag of no activation on last layer
+        Returns: 
+        - output tensor
+        """
+        _output = input_tensor
+        for _i in range(len(convolutions)):
+            _act = None if _i == len(convolutions) - 1 and out_no_act \
+                else activation
+            _output = self._convLayer(_output, convolutions[_i],
+                                      activation = _act, bias = bias)
+            if _output is None:
+                print(f"Wrong specification of convolutional layer {-i}")
+                _n_conv_parms = len(convolutions[_i])
+                print(f"It has incorrect number {_n_conv_parm} of parameters")
+                sys.exit(0)
+        return _output
+
+    def _absDifference(self, input1, input2):
+        """
+        Compute absolute value of difference of two tensor
+        Parameters:
+        - input1  -- 1-st operand
+        - input2  -- 2-nd operand
+        """
+        _diff1 = layers.Subtract()([input1, input2])
+        _diff2 = layers.Subtract()([input2, input1])
+        #return layers.Maximum()([_diff1, _diff2])
+        return layers.Minimum()([_diff1, _diff2])
+
+
+    def _denseClassifier(self, input_tensor, dense, bias = True):
+        """
+        Make a stack of dense layers with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+        Returns: output tensor
+        """
+        _output = input_tensor
+        if dense:
+            for _w in dense:
+                _output = layers.Dense(_w, activation = 'relu',
+                        use_bias = bias,
+                        kernel_regularizer=self._regularizer,
+                        kernel_initializer = BaseModelFactory.computeInitializer()
+                )(_output)
+        _output = layers.Dense(self.n_labels, 
+                activation = self.class_layer,
+                use_bias = bias,
+                kernel_regularizer=self._regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer())(_output)
+        return _output
+
+    def _dotProdClassifier(self, input1, input2):
+        """
+        Add dot product classifier
+        Dot product is not normalized but is transformed by sigmoid 
+        to probabilities as it helps convergence which is still inferior 
+        to conventional methods of merging two embeddings
+        !!!The function is for experiments only
+        Parameters:
+        - input1  -- 1-st operand of dot product 
+        - input2  -- 2-nd operand of dot product 
+        """
+        _output = layers.Dot(axes = 1, normalize = False)([input1, input2])
+        return tensorflow.keras.layers.Activation("sigmoid")(_output)
+
+
+    def twoWaySimilarityCNN(self, n_tokens,
+                            convolutions, w_dense,
+                            pool = 'max', side_dense = [],
+                            conv_act = None, conv_bias = True,
+                            dense_bias = True, shared = False,
+                            input_type = "one_hot",
+                            embedding_dim = None,
+                            regul_dense_only = True,
+                            dropout_rate = 0,
+                            optimizer = "rmsprop"):
+        """
+        Make symmetric two way convolutional dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        if input_type == "one_hot":
+            _input1 = layers.Input(shape=(None, n_tokens,))
+            _input2 = layers.Input(shape=(None, n_tokens,))
+        elif input_type == "categorical" or input_type == "trainable":
+            _input1 = layers.Input(shape=(None,))
+            _input2 = layers.Input(shape=(None,))
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of twoWaySimilarityCNN")
+        _maker = SeqBlockFactory(n_tokens)
+        if shared:
+            _conv = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _pool1 = _conv(_input1)
+            _pool2 = _conv(_input2)
+        else:
+            _conv1 = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _conv2 = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _pool1 = _conv1(_input1)
+            _pool2 = _conv2(_input2)
+        _merged = layers.concatenate([_pool1, _pool2], axis=-1)
+        _output = self._denseClassifier(_merged, w_dense)
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+
+    def _compile(self, inputs, output, optimizer = "rmsprop"):
+        """
+        Make functional dnn model and compile it
+        Parameters:
+        - inputs  -- list of dnn inputs
+        - output  -- dnn output
+        - optimizer   -- training optimizer
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = BaseModelFactory.compLoss(self.n_labels)
+        _dnn = SeqBlockFactory.compileDNN(
+            _dnn, _loss, optimizer = optimizer)
+        return _dnn
+
+    def siameseSimilarityCNN(self, n_tokens,
+                             convolutions, w_dense,
+                             pool = 'max', side_dense = [],
+                             conv_act = None, conv_bias = True,
+                             dense_bias = True,
+                             input_type = "trainable",
+                             embedding_dim = None,
+                             regul_dense_only = True,
+                             dropout_rate = 0,
+                             merge = "concatenate",
+                             optimizer = "adam"):
+        """
+        Make two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv = _maker.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2])
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+
+    def twoWayAsymSimilarityCNN(self, n_tokens1, n_tokens2,
+                                convolutions, w_dense,
+                                pool = 'max', side_dense = [],
+                                conv_act = None, conv_bias = True,
+                                dense_bias = True,
+                                input_type = "trainable",
+                                embedding_dim1 = None,
+                                embedding_dim2 = None,
+                                regul_dense_only = True,
+                                dropout_rate = 0,
+                                merge = "subtract",
+                                optimizer = "adam"):
+        """
+        Make asymmetric two way convolutional dnn 
+        for similarity analysis of token sequences
+        of code written in two different languages
+        
+        Parameters:
+        - n_tokens1     -- number of types of tokens for 1-st language
+        - n_tokens2     -- number of types of tokens for 2-nd language
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim1 -- size of embedding vectors for 1-st language
+        - embedding_dim2 -- size of embedding vectors for 2-nd language
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker1 = SeqBlockFactory(n_tokens1)
+        _conv1 = _maker1.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim1,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _maker2 = SeqBlockFactory(n_tokens2)
+        _conv2 = _maker2.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim2,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv1(_input1)
+        _pool2 = _conv2(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2], axis=-1)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+#---------------- End of class FuncModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py
new file mode 100644
index 0000000000000000000000000000000000000000..1501dd48bb8a23fee45dd222730fbf1c1f9f2f77
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py
@@ -0,0 +1,415 @@
+"""
+Model for making Neural Network models 
+for classification of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+from tensorflow.keras import initializers
+
+class UniqueSeed():
+    """
+    Class for generating unique seed for 
+    model initializing DNN models
+    """
+    #Initial value of seed
+    seed = 1234
+    #Step at which seed is incrtemented after its each query
+    step = 17
+
+    @classmethod
+    def getSeed(cls):
+        """
+        Get unique seed
+        """
+        cls.seed += cls.step
+        return cls.seed
+    
+    @classmethod
+    def setSeed(cls, seed, step = 17):
+        """
+        Initialize seed externally 
+        Parameters:
+        - seed  -- Initial value of seed
+        - step  -- Step at which seed is incretemented 
+                   after its each query
+        """
+        cls.seed = seed
+        cls.step = step
+
+    def __init__(self):
+        pass
+
+class BaseModelFactory():
+    """
+    Base class for factories of DNN models
+    Supplies utility methods of other DNN factories
+    """
+    @classmethod
+    def computeInitializer(cls, seed = None):
+        """
+        Compute layer initializer
+        Parameters:
+        - seed  -- seed for random generator used by analyzer
+                   If it is None a unique repeatable seed is generated
+        """
+        _seed = seed if seed else UniqueSeed.getSeed()
+        #_initializer=initializers.GlorotNormal(seed=seed)
+        _initializer=initializers.GlorotUniform(seed=seed)
+        return _initializer
+
+    @classmethod
+    def computeRegularizer(cls, regular):
+        """
+        Compute l1 and l2 regulizer
+        Parameters:
+        - regular  -- regularizer as a pair (l1, l2) 
+                      or None if no regularization is applied.
+        """
+        return None if regular is None \
+            else tensorflow.keras.regularizers.l1_l2(l1=regular[0],
+                                                     l2=regular[1])
+
+    @classmethod
+    def compClassification(cls, labels):
+        """
+        Compute classification function
+        Parameters:
+        - labels  -- number of labels (classes)
+        """
+        return "sigmoid" if labels == 1 \
+            else "softmax"
+
+    @classmethod
+    def compLoss(cls, labels):
+        """
+        Compute loss function
+        Parameters:
+        - labels  -- number of labels (classes)
+        """
+        return "binary_crossentropy" if labels == 1 \
+            else "sparse_categorical_crossentropy"
+
+    @classmethod
+    def compileDNN(cls, dnn, loss, optimizer = "rmsprop"):
+        """
+        Compile sequential DNN
+        Parameters:
+        - dnn         -- DNN to compile
+        - loss        -- loss to use for training
+        - optimizer   -- training optimizer
+        Returns compiled DNN
+        """
+        dnn.compile(optimizer = optimizer, loss = loss,
+                    metrics = ['accuracy'])
+        print("Summary of DNN constructed")
+        dnn.summary()
+        return dnn
+
+    def __init__(self):
+        pass
+#---------------- End of class BaseModelFactory ---------------------------
+
+class SeqBlockFactory(BaseModelFactory):
+    """
+    Factory of sequential DNN blocks for processing sequences of tokens
+    for code classification and similarity analysis 
+
+    Provides functions for creating sequential DNN building blocks
+    """
+    def __init__(self, tokens):
+        """
+        Initialize factory of DNN sequential building blocks
+        Parameters:
+        - tokens -- number of types of tokens
+                    It is the size (dimensionality) of sequence vectors
+                    or number of values for cathegorical input coding
+        """
+        super(SeqBlockFactory, self).__init__()
+        self.n_tokens = tokens
+                    
+    def addConv1Layer(self, dnn, convolution, activation = None,
+                      bias = True, regularizer = None):
+        """
+        Add to the dnn a convolutional layer
+        Parameters:
+        - dnn           -- dnn to buld
+        - convolution   -- specification of the convolutional layer
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on convolutional layer
+        - bias          -- use or do not use bias on convolutional layer
+        - regularizer   -- regularizer of convolution kernels
+        Returns exit code:
+        - 0 if the layer is successfully added
+        - 1 if the layer is specified incorrectly
+        """
+        if len(convolution) == 3:
+            dnn.add(layers.Conv1D(convolution[0], convolution[1],
+                strides=convolution[2],
+                activation = activation, 
+                use_bias = bias,
+                kernel_regularizer = regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+            return 0
+        elif len(convolution) == 2:
+            dnn.add(layers.Conv1D(convolution[0], convolution[1],
+                activation = activation, 
+                use_bias = bias,
+                kernel_regularizer = regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+            return 0
+        else:
+            return 1
+
+    def addConv1(self, dnn, convolutions, activation = None,
+                 bias = True, out_no_act = True,
+                 regularizer = None):
+        """
+        Add to the dnn a stack of convolutional layers
+        Parameters:
+        - dnn           -- dnn to buld
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on all convolutional layers
+                           but the last one
+        - bias          -- use or do not use bias on convolutional layers
+        - out_no_act    -- flag of no activation on last layer
+        - regularizer   -- regularizer of convolution kernels
+        """            
+        for _i in range(len(convolutions)):
+            _act = None if _i == len(convolutions) - 1  and out_no_act \
+                else activation
+            if self.addConv1Layer(dnn, convolutions[_i], activation = _act,
+                                  bias = bias, regularizer = regularizer):
+                print(f"Wrong specification of convolutional layer {-i}")
+                _n_conv_parms = len(convolutions[_i])
+                print(f"It has incorrect number {_n_conv_parm} of parameters")
+                sys.exit(0)
+
+    def addDense(self, dnn, dense, bias = True, regularizer = None):
+        """
+        Add a stack of dense layers to the dnn 
+        Parameters:
+        - dnn         -- dnn to buld
+        - dense       -- specification of dense layers as list of
+                         their width
+        - bias        -- use or do not use bias on dense layers
+        - regularizer -- regularizer of dense weight matrix
+        """
+        if not dense: return
+        for _w in dense:
+            dnn.add(layers.Dense(_w, activation = 'relu',
+                use_bias = bias,
+                kernel_regularizer=regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+
+    def addPooling(self, dnn, pool):
+        """
+        Add pooling layer to the dnn
+        Parameters:
+        - dnn     -- dnn to buld
+        - pool    -- pooling operation; either
+                     'max' for maximum or 'aver' for average
+        """
+        if pool == 'max':
+            dnn.add(layers.GlobalMaxPooling1D())
+        elif pool == 'aver':
+            dnn.add(layers.GlobalAveragePooling1D())
+        else:
+            print(f"Error: Wrong pooling operation {pool}\n" +
+                  "It should be either max or aver")
+            sys.exit(0)
+
+    def addDropout(self, dnn, rate):
+        """
+        Add droput layer to dnn
+        Parameters:
+        - dnn     -- dnn to buld
+        - rate    -- dropout rate
+                     If it is 0 or None no droput layer is inserted
+        """
+        if rate:
+            dnn.add(layers.Dropout(rate, seed = UniqueSeed.getSeed())) 
+
+    def addEmbedding(self, dnn, trainable = False, width = None,
+                     regularizer = None):
+        """
+        Add embedding layer to the DNN
+        
+        Parameters:
+        - dnn         -- dnn to buld
+        - trainable   -- flag defining that embedding should be trainable
+                         If it is False embedding layer transforms
+                         categorical coding into one hot coding
+        - width       -- dimension of embedding vectors
+                         It effects trainable embedding only.
+                         If it is None self.n_tokens is used.
+        - regularizer -- regularizer of convolution and dense kernels
+                         effects on trainable embedding
+        """
+        if trainable:
+            _output_dim = width if width else self.n_tokens
+            _initializer = \
+                tensorflow.keras.initializers.RandomUniform(seed = \
+                                            UniqueSeed.getSeed())
+            dnn.add(layers.Embedding(
+                input_dim = self.n_tokens + 1, 
+                output_dim = _output_dim,
+                embeddings_initializer = _initializer,
+                mask_zero = True,
+                embeddings_regularizer = regularizer))
+        else:
+            #Transformation of categorical coding into one-hot
+            _initializer = tensorflow.keras.initializers.Identity()
+            dnn.add(layers.Embedding(
+                input_dim = self.n_tokens + 1, 
+                output_dim = self.n_tokens,
+                embeddings_initializer = _initializer,
+                mask_zero = True))
+
+
+    def convTower(self, convolutions,
+                  conv_act = None, out_no_act = True,
+                  conv_bias = True,
+                  input_type = "one_hot",
+                  regularizer = None, embedding_dim = None,
+                  regul_dense_only = True):
+        """
+        Make sequential DNN building block of stack 
+        of convolutional layers
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - conv_act      -- activation of convolutional layers
+        - out_no_act    -- flag of no activation on last convolutional layer
+        - conv_bias     -- use bias for convolutional layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regularizer   -- regularizer applied to weights of dense layer
+                           and to convolutionand embedding layers if 
+                           parameters regul_dense_only = False
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+                           If it is None self.n_tokens is used.
+                           If it is None self.n_tokens is used
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - dnn  -- constructed DNN building block
+        """
+        _conv_regul  = None if regul_dense_only else regularizer
+        _embed_regul = None if regul_dense_only else regularizer
+        _dnn = models.Sequential()
+        if input_type == "one_hot":
+            _dnn.add(layers.Input(shape=(None, self.n_tokens,)))
+        elif input_type == "categorical" or input_type == "trainable":
+            _trainable = (input_type == "trainable")
+            _dnn.add(layers.Input(shape=(None,)))
+            self.addEmbedding(_dnn, trainable = _trainable,
+                              width = embedding_dim,
+                              regularizer = _embed_regul)
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of sequentinal convolution block")
+        self.addConv1(_dnn, convolutions, activation = conv_act,
+                      bias = conv_bias,
+                      out_no_act = out_no_act, 
+                      regularizer = _conv_regul)
+        return _dnn
+
+    def convBlock(self, convolutions, dense = [], pool = 'max',
+                  conv_act = None, conv_bias = True,
+                  dense_bias = True, input_type = "one_hot",
+                  regularizer = None, embedding_dim = None,
+                  dropout_rate = 0,
+                  regul_dense_only = True):
+        """
+        Make sequential convolutional DNN building block
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense         -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regularizer   -- regularizer applied to weights of dense layer
+                           and to convolutionand embedding layers if 
+                           parameters regul_dense_only = False
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+                           If it is None self.n_tokens is used.
+                           If it is None self.n_tokens is used
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - dnn  -- constructed DNN building block
+        """
+        _conv_regul  = None if regul_dense_only else regularizer
+        _embed_regul = None if regul_dense_only else regularizer
+        _dnn = models.Sequential()
+        if input_type == "one_hot":
+            _dnn.add(layers.Input(shape=(None, self.n_tokens,)))
+        elif input_type == "categorical" or input_type == "trainable":
+            _trainable = (input_type == "trainable")
+            _dnn.add(layers.Input(shape=(None,)))
+            self.addEmbedding(_dnn, trainable = _trainable,
+                              width = embedding_dim,
+                              regularizer = _embed_regul)
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of functional convolution block")
+        self.addConv1(_dnn, convolutions, activation = conv_act,
+                      bias = conv_bias,
+                      out_no_act = (pool == 'max'), 
+                      regularizer = _conv_regul)
+        self.addPooling(_dnn, pool)
+        self.addDense(_dnn, dense, bias = dense_bias,
+                      regularizer = regularizer)
+        self.addDropout(_dnn, dropout_rate)
+        return _dnn
+
+    def addClassifier(self, dnn, labels, bias = True, 
+                      regularizer = None):
+        """
+        Add to the dnn a dense layer with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+        - dnn         -- dnn to complete
+        - labels  -- number of labels (classes)
+        - bias    -- use or do not use bias on dense layers
+        - regularizer   -- regularizer applied to weights of 
+                           convolution, dense, and embedding layers
+        """
+        dnn.add(layers.Dense(labels, 
+                activation = self.compClassification(labels),
+                use_bias = bias,
+                kernel_regularizer=regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+#---------------- End of class SeqBlockFactory ----------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py
new file mode 100644
index 0000000000000000000000000000000000000000..d08e9f455735d43ad8dfc03812159a29cd7836bf
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py
@@ -0,0 +1,123 @@
+"""
+Model for making Neural Network models 
+for classification of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+from tensorflow.keras import initializers
+
+from ModelUtils import *
+
+class SeqModelFactory(SeqBlockFactory):
+    """
+    Factory of DNNs for code classification and similarity analysis 
+
+    Provides functions for creating DNNs  of different types
+    If the number of lables > 1 the constructed DNN uses;
+    - softmax for classification 
+    - sparse_categorical_crossentropy for loss function
+    othervise constructed DNN uses:
+    - sigmoid for classification
+    - binary_crossentropy for loss function
+    """
+    def __init__(self, tokens, labels):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - tokens  -- number of types of tokens
+                       Actually it is the size (dimensionality) 
+                       of sequence vectors.
+                       For similarity analysis it is twice
+                       the number of tokens
+        - labels  -- number of labels (classes)
+        """
+        self.n_labels = labels
+        super(SeqModelFactory, self).__init__(tokens)
+
+    def denseDNN(self, dense, bias = True,
+                 regular = None, optimizer = "adam"):
+        """
+        Make DNN with dense (fully connected) layers
+        Parameters:
+        - dense    -- list of hidden layers widths
+                      for all layers except the last one
+                      If w_hidden is none or empty list,
+                      Linear classifier is constructed
+        - bias     -- use or do not use bias on dense layers
+        - regular  -- regularizer as a pair (l1, l2) 
+                      or None if no regularization is applied.
+                      Regularization is applied dense layers
+        - optimizer -- training optimizer
+        """
+        _regularizer = self.computeRegularizer(regular)
+        _dnn = models.Sequential()
+        _dnn.add(layers.Input(shape=(self.n_tokens)))
+        self.addDense(_dnn, dense, bias = bias, 
+            regularizer = _regularizer)
+        self.addClassifier(_dnn, self.n_labels, bias = bias, 
+                           regularizer = _regularizer)
+        return self.compileDNN(_dnn, self.compLoss(self.n_labels),
+                               optimizer = optimizer)
+
+    def cnnDNN(self, convolutions, dense, pool = 'max',
+               conv_act = None, conv_bias = True,
+               dense_bias = True, input_type = "categorical",
+               regular = None, optimizer = "rmsprop",
+               embedding_dim = None,
+               dropout_rate = 0,
+               regul_dense_only = True):
+        """
+        Make convolutional model
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     - one hot coding of input samples
+                                 It also used for predefined input vectors,
+                                 even if they are not one-hot.
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regular       -- regularizer as a pair (l1, l2) 
+                           or None if no regularization is applied.
+                           Regularization is applied to both convolution 
+                           and dense layers
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - optimizer   -- training optimizer
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - compiled dnn
+        """
+        _regularizer = self.computeRegularizer(regular)
+        _dnn = self.convBlock(
+            convolutions, dense = dense, pool = pool,
+            conv_act =conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = _regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        self.addClassifier(_dnn, self.n_labels, bias = dense_bias, 
+                           regularizer = _regularizer)
+        return self.compileDNN(_dnn, self.compLoss(self.n_labels),
+                               optimizer = optimizer)
+#---------------- End of class SeqModelFactory ----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py
new file mode 100644
index 0000000000000000000000000000000000000000..166a93a51e01081a4c73303168e6525714058ce6
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py
@@ -0,0 +1,88 @@
+"""
+Program for evaluation of source code classifier using
+sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTokDataset    import SeqTokDataset
+from DsUtilities      import DataRand
+from ProgramArguments import *
+from Utilities        import *
+from ClassConfusion   import ClassConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for classifying source code samples
+    and evaluating its accuracy
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _sample_names, _label_names = \
+                                _ds.testDS(args.batch)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, 
+                                  verbose = args.progress)
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = ClassConfusAnalysis(_prob, _labels, _sample_names,
+                                     _label_names)
+    _confusion.writeReport()
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE CLASSIFIER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code classifier",
+        task = "classification")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py
new file mode 100644
index 0000000000000000000000000000000000000000..c09d3f15e0b37d944b2e62da6ecc38ab61c06da5
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py
@@ -0,0 +1,366 @@
+"""
+Module for constructing and analysing confusion matrix
+of source code classification
+Prints confusion report and writes down 
+statistics of classification accuracy
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import csv
+import sklearn.metrics as metrics
+
+from ConfusionAnalysis import ConfusionAnalysis
+
+class ClassConfusAnalysis(ConfusionAnalysis):
+    """
+    Class for constructing and analysing confusion matrix
+    """
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, extreme = 0.1):
+        """
+        Construct confusion matrix
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels        - list of samples labels
+        - solutions     - list of file names of problem solutions,
+                          i.e sample names for this case
+        - problems      - list of problems 
+                          i.e names of classes for this case
+        - extreme       - fraction of cases to be reported 
+                          as extreme ones
+        """
+        super(ClassConfusAnalysis, self).__init__(probabilities, 
+            np.asarray(labels, dtype = np.int32), 
+            solutions, problems, extreme)
+        self.class_stat_fn = "class_statistics.lst"
+        self.class_stat_csv = "class_statistics.csv"
+        self.confused_classes_fn = "confused_classes.lst"
+        self.confused_classes_csv = "confused_classes.csv"
+        #Number of best and worst correct predictions of
+        #worst classified classes to report
+        self.n_right_pred_report = 32
+        #Max number of confusions to report
+        self.max_n_confus_report = 64
+        #Max number of worst and best classes to report mistakes
+        self.max_n_class_report = 16
+        #Max number of misclassifications to report
+        self.max_n_misclass_report = 32
+        #Confidence in classification
+        self.confidence = np.max(probabilities, axis=1)
+        #Number of samples in each class as numpy array
+        self._n_class_samples = self.conf_mat.sum(axis=1)
+        #Number of predictions of each class as numpy array
+        self._n_class_predict = self.conf_mat.sum(axis=0)
+        #Number of correct predictions of each class
+        self.n_corr_class_samples = np.diag(self.conf_mat)
+        #Confusion matrix normalized with number of class samples
+        self.norm_conf_mat = \
+            self.conf_mat / (self._n_class_samples[:, np.newaxis])
+        #Accuracy of class predictions as python list
+        self.class_accuracy = \
+            np.diag(self.norm_conf_mat).tolist()
+
+    def getPredictions(self):
+        """
+        Get classification predictions
+        Returns:  classification predictions  
+        """
+        return np.argmax(self.probabilities, axis=1)
+
+    def reportClasses(self, classes, f):
+        """
+        Report classification of set of classes
+        Parameters:
+        - classes  -- classes to report
+        - f        -- file to write report to
+        """
+        self.reportClassProblems(self._n_class_samples,
+                                 self.n_corr_class_samples,
+                                 classes, f)
+        self.csvClassProblems(self._n_class_samples,
+                                 self.n_corr_class_samples,
+                                 classes)
+
+    def csvClassProblems(self, tot_samples, corr_samples, 
+                         problems):
+        """
+        Writes absolute and relative numbers of 
+        correct and incorrect classifications of problems 
+        to csv file
+        Parameters:
+        - tot_samples  -- vector of total numbers of samples 
+                          corresponding to each problem
+        - corr_samples -- vector of numbers of correctly classified samples
+        - problems     -- list of indices of problems to report
+        """
+        with open(f"{self.report_dir}/{self.class_stat_csv}",
+                  'w', newline='') as _csv_f:
+            _w = csv.writer(_csv_f)
+            _w.writerow(("Label",  "Accuracy", "N files", 
+                       "N errors", "Problem"))
+            for _c in problems:
+                _w.writerow((_c, 
+                            100.0 * float(corr_samples[_c]) / float(tot_samples[_c]),
+                            tot_samples[_c], tot_samples[_c] - corr_samples[_c],
+                             self.problems[_c]))
+
+    def reportClassProblems(self, tot_samples, corr_samples, 
+                            problems, f):
+        """
+        Writes absolute and relative numbers of 
+        correct and incorrect classifications of problems
+
+        Parameters:
+        - tot_samples  -- vector of total numbers of samples 
+                          corresponding to each problem
+        - corr_samples -- vector of numbers of correctly classified samples
+        - problems     -- list of indices of problems to report
+        - f            -- file to write to
+        """
+        f.write("Label  Accur    Size  N errs   Problem name\n")
+        for _c in sorted(problems,
+            key = lambda _p: float(corr_samples[_p]) / float(tot_samples[_p])):
+            f.write("{:4d}  {:5.1f}%   {:5d}   {:5d}   {:s}\n".
+                    format(_c, 
+                           100.0 * float(corr_samples[_c]) / float(tot_samples[_c]),
+                           tot_samples[_c], tot_samples[_c] - corr_samples[_c],
+                           self.problems[_c]))
+
+    def getRightClassifications(self, classes):
+        """
+        Get list of correct classifications of given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        Returns list of lists of pairs, each of which is 
+                <index of classified sample, confidence>
+                Sublists correspond to given classes
+                Each sublist is sorted according to confidence
+        """
+        _classifications = [[] for i in range(len(classes))]
+        for _i in range(self._n_samples):
+            if (self.predictions[_i] == self.labels[_i] and
+                self.labels[_i] in classes):
+                _idx = classes.index(self.labels[_i])
+                _classifications[_idx].append((self.solutions[_i],
+                                               self.confidence[_i]))
+        for _cls in _classifications:
+            if len(_cls) < 2: continue
+            _cls.sort(key = lambda _c: _c[1], reverse = True)
+        return _classifications
+
+    def reportRightClassifications(self, classes, f):
+        """
+        Report correct classifications  of given classes
+        Parameters:
+        - classes          -- indices of classes to report
+        - f                -- file to write to
+        """
+        _classifications = self.getRightClassifications(classes)
+        for _i, _c in enumerate(sorted(classes, 
+                        key = lambda _cl: self.class_accuracy[_cl])):
+            if not _classifications[_i]: continue        
+            f.write(f"#{_i}  Problem {self.problems[_c]} number {_c} " + 
+                    f"is classified with {100.0 *self.class_accuracy[_c]:.2f}% " + 
+                    "accuracy\n")
+            f.write(f"There are {len(_classifications[_i])} correct classifications\n")
+            if len(_classifications[_i]) < 2 * self.n_right_pred_report + 3:
+                self.writeClassifications(_classifications[_i],
+                                         "Solution predictions", f)
+            else:
+                self.writeClassifications(
+                    _classifications[_i][: self.n_right_pred_report],
+                    "Strongest predictions", f)                
+                self.writeClassifications(
+                    _classifications[_i][-self.n_right_pred_report :],
+                    "Weakest predictions", f)
+                
+    def writeClassifications(self, predictions, title, f):
+        """
+        Write down information on classification predictions
+        Parameters:
+        - predictions - list of predictions each of which is
+                        a pair <index of classified sample, confidence>
+        - title       - text to put in the first line
+        - f           - file to write to
+        """
+        _line = title
+        _punct = ': '
+        for _pred in predictions:
+            _line += _punct
+            _punct = ', '
+            if len(_line) > 80:
+                f.write(_line + "\n")
+                _line = ""
+            _line += f"{_pred[0]}/{100 * _pred[1]:.2f}%"
+        if _line: f.write(_line + "\n")        
+             
+    def getClassMistakes(self, classes):
+        """
+        Get list of misclassifications for given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        Returns list of lists of miscalssifications:
+                pairs <index of classified sample, prediction>
+                Sublists gives misclassifications of classes
+        """
+        #Number of classification mistakes
+        _mistakes = [[] for i in range(len(classes))]
+        for _i in range(self._n_samples):
+            if (self.predictions[_i] != self.labels[_i] and
+                self.labels[_i] in classes):
+                _bad_idx = classes.index(self.labels[_i])
+                _mistakes[_bad_idx].append((_i, self.predictions[_i]))
+        return _mistakes
+
+    def reportMisclassifications(self, classes, mistakes, f):
+        """
+        Report misclassifications of given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        - mistakes -- list of lists of miscalssifications:
+                      pairs <classified class index, prediction>
+                      Sublists gives misclassifications of classes
+        - f        -- file to write to
+        """
+        for _i, _c in enumerate(sorted(classes, 
+                            key = lambda _cl: self.class_accuracy[_cl])):
+            if not mistakes[_i]: continue
+            f.write(f"#{_i}  Problem {self.problems[_c]} number {_c} " + 
+                    f"is classified with {100.0 *self.class_accuracy[_c]:.2f}% " + 
+                    "accuracy\n")
+            _line = f"There are {len(mistakes[_i])} misclassified solutions"
+            _punct = ': '
+            for _err in sorted(mistakes[_i][: self.max_n_misclass_report], 
+                    key = lambda _e: self.confidence[_e[0]], 
+                               reverse = True):
+                _conf = "{:5.2f}".format(100.0 * self.confidence[_err[0]])
+                _line += _punct
+                _punct = ', '
+                if len(_line) > 80:
+                    f.write(_line + "\n")
+                    _line = ""
+                _line += (self.solutions[_err[0]] + " => " + 
+                          self.problems[_err[1]] + ' (' + _conf + '%)')
+            if _line: f.write(_line + "\n")
+
+    def reportConfusedClasses(self):
+        """
+        Report worst classification confusions,
+        i.e. confused pairs of confused problems
+        """
+        _confusions = self.worstConfusions()
+        _confusions = [_c for _c in _confusions if _c[0] != _c[1]]
+        with open(f"{self.report_dir}/{self.confused_classes_fn}", 'w') as _lst, \
+             open(f"{self.report_dir}/{self.confused_classes_csv}",
+                  'w', newline='') as _csv:
+            _lst.write("Most confused pairs of problems\n")
+            _lst.write("-------------------------------\n")
+            _lst.write(
+                " Orig   Pred    N        N      %%    Original      Predicted\n")
+            _lst.write(
+                "Label  Label Samples  Errors  Errors  Problem       Problem  \n")
+            _w = csv.writer(_csv)
+            _w.writerow(("Original_Label", "Predicted_Label",
+                         "N_samples", 
+                        "%%_of_errors", "Original_Problem", 
+                        "Predicted Problem"))
+            for _c in sorted(_confusions,
+                             key = lambda _conf:
+                             self.norm_conf_mat[_conf[0], _conf[1]],
+                             reverse = True):
+                _lorig, _lpred = _c
+                _lst.write("{:5d}  {:5d}  {:6d}  {:6d}  {:6.2f}  {:12s}  {:12s}\n".
+                    format(_lorig, _lpred,
+                           self._n_class_samples[_lorig],
+                           self.conf_mat[_lorig, _lpred],
+                           self.norm_conf_mat[_lorig, _lpred] * 100,
+                           self.problems[_lorig], self.problems[_lpred]))
+                _w.writerow((_lorig, _lpred, self._n_class_samples[_lorig],
+                             self.norm_conf_mat[_lorig, _lpred] * 100,
+                             self.problems[_lorig], self.problems[_lpred]))
+
+    def worstConfusions(self):
+        """
+        Compute worst confusions of classification
+        Returns list of pairs , each of which is
+        a classified problem and the problem predicted
+        """
+        _n_confusions_report = \
+            max(min(int(self._n_problems * self._n_problems * 
+                self._n_extreme_cases), self.max_n_confus_report),
+                self._n_problems)
+        _flat_conf = self.norm_conf_mat.flatten()
+        _part_index = \
+            self._n_problems * self._n_problems
+        _part_index -= (_n_confusions_report + self._n_problems)
+        _worst_idx =  \
+            np.argpartition(_flat_conf, _part_index)[_part_index :]
+        _worst_idx =  \
+            np.unravel_index(_worst_idx, 
+                             self.norm_conf_mat.shape)
+        _worst_idx = zip(_worst_idx[0].tolist(), _worst_idx[1].tolist())
+        return _worst_idx
+                
+    def printClassAccuracy(self, f):
+        """
+        Report accuracy of classifications
+        and their misclassified samples
+        Parameters:
+        -f   -- file to write report to
+        """
+        f.write("\nClassification statistics\n")
+        f.write("-------------------------\n")
+        self.reportClasses(range(self._n_problems), f)
+        _class_acc = \
+            sorted(zip(range(self._n_problems), self.class_accuracy), 
+                   key = lambda _s : _s[1])
+        _n_class_report = min(self._n_problems // 2,
+                             self.max_n_class_report)
+        _classes = _class_acc[: _n_class_report]
+        _worst_classes = list(zip(*_classes))[0]
+        _classes = _class_acc[-_n_class_report :]
+        _best_classes = list(zip(*_classes))[0]
+        _mistakes  = self.getClassMistakes(_worst_classes + _best_classes)
+        f.write("\nWorst classified classes\n")
+        f.write("--------------------------\n")
+        self.reportClasses(_worst_classes, f)
+        f.write("\nMisclassifications of the worst classified classes:\n")
+        f.write("-----------------------------------------------------\n")
+        self.reportMisclassifications(_worst_classes,
+                    _mistakes[: len(_worst_classes)], f)
+        f.write("\nCorrect classifications of the worst classified classes:\n")
+        f.write("-----------------------------------------------------\n")
+        self.reportRightClassifications(_worst_classes, f)
+        f.write("\nBest classified classes\n")
+        f.write("-------------------------\n")
+        self.reportClasses(_best_classes, f)
+        f.write("\nMisclassifications of the best classified classes:\n")
+        f.write("---------------------------------------------------\n")
+        self.reportMisclassifications(_best_classes, 
+                                      _mistakes[len(_worst_classes) :], f)
+                                      
+    def writeReport(self):
+        """
+        Write report on classification and misclassification
+        """
+        with open(f"{self.report_dir}/{self._conf_mat_fn}", 'w') as _f:
+            _f.write("Unnormalized confusion matrix\n")
+            _f.write("row and column indices are labels\n")
+            _f.write("---------------------------------\n")
+            self.writeLargeMatrixInt(self.conf_mat, _f)
+            _f.write("Normalized confusion matrix\n")
+            _f.write("row and column indices are labels\n")
+            _f.write("---------------------------------\n")
+            self.writeLargeMatrixPct(self.norm_conf_mat, _f, 100.0)
+        with open(f"{self.report_dir}/{self.class_stat_fn}", 'w') as _f:
+            self.printClassAccuracy(_f)
+        self.reportConfusedClasses()
+        print("\nClassification report")
+        print("-----------------------")
+        print(metrics.classification_report(self.labels, 
+                                    self.predictions,
+                                    target_names = self.problems))
+#---------------- End of class ClassConfusAnalysis ----------------------    
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py
new file mode 100644
index 0000000000000000000000000000000000000000..0ef824f8f9cf85a2ffaf02a36e443991994b3fab
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py
@@ -0,0 +1,99 @@
+"""
+Module with base class for analysis of confusion information
+"""
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import sklearn.metrics as metrics
+
+class ConfusionAnalysis(ABC):
+    """
+    Base class for analysis of confusion information
+    It performs intialization common for child classes
+    and provides utility functions for them
+    """
+    @classmethod
+    def writeLargeMatrixInt(cls, m, f):
+        """
+        Write large matrix to file
+        Parameters:
+        - m      -- matrix to write as numpy array of floats
+        - f      -- file to write the matrix
+        """
+        _n = m.shape[0]
+        _s = "     "
+        for _i in range(_n):
+            _s += "{:5d} ".format(_i)
+        f.write(_s + "\n")
+        for _i in range(_n):
+            _s = "{:3d} ".format(_i)
+            for _j in range(_n):
+                _s += "{:5d} ".format(m[_i, _j])
+            f.write(_s + "\n")
+
+    @classmethod
+    def writeLargeMatrixPct(cls, m, f, scale):
+        """
+        Write large matrix to file
+        Parameters:
+        - m      -- matrix to write as numpy array of floats
+        - f      -- file to write the matrix
+        - scale  -- multiplier to scale elements of matrix
+        """
+        _n = m.shape[0]
+        _s = "     "
+        for _i in range(_n):
+            _s += "{:4d} ".format(_i)
+        f.write(_s + "\n")
+        for _i in range(_n):
+            _s = "{:3d} ".format(_i)
+            for _j in range(_n):
+                _s += "{:4.1f} ".format(scale * m[_i, _j])
+            f.write(_s + "\n")
+
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, extreme):
+        """
+        Initialize base class
+        for analysis and reporting confusion information
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels        - labels of samples as numpy array
+        - solutions     - list of sub-lists of file names of problem solutions
+                          Each sub-list contains sample names of one problem
+                          All sublists are part of the whole list of sample names
+        - problems      - list of names of problems
+        - extreme       - specification of number of cases to be reported 
+                          as extreme ones;
+                          * if extreme < 1.0 it is a fraction of number of problems
+                          * if extreme >= 1  it is the number of problems  
+        """
+        super(ConfusionAnalysis, self).__init__()
+        self.probabilities = probabilities
+        self.labels  = labels
+        self._n_samples = self.labels.shape[0]
+        self.problems  = problems
+        self._n_problems = len(self.problems)
+        self.extreme = extreme
+        #Number of problems to reports as the best or worst
+        self._n_extreme_cases = int(extreme) if extreme >= 1 else \
+            max(2, int(extreme * float(self._n_problems)))
+        self.solutions = solutions
+        #Directory for writing confusion reports to
+        self.report_dir = "confusion_report"
+        if not os.path.exists(self.report_dir):
+            os.makedirs(self.report_dir)
+        #Name of file to write large confusion matrices
+        self._conf_mat_fn = "confusion_matrix.lst"
+        self.predictions = self.getPredictions()
+        self.conf_mat = metrics.confusion_matrix(
+            self.labels, self.predictions)
+
+    @abstractmethod
+    def getPredictions(self):
+        """
+        Abstract method for getting classification predictions
+        Returns:  classification predictions  
+        """
+        raise NotImplementedError()
+#---------------- End of class  ConfusionAnalysis ----------------------    
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py
new file mode 100644
index 0000000000000000000000000000000000000000..6219942bb85f0ccd7cafe4a7ba4f2d53057a1222
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py
@@ -0,0 +1,125 @@
+"""
+Experimental program for complete evaluation of similarity analyzer 
+using sequence or Tokens technique by 2-way siamese type DNN
+Program analyzes all pairs of source code samples
+Program operated in in multi-GPU mode
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess",
+                 f"{main_dir}/ModelMaker"])
+
+from SeqTokSim2WayComplDS import SeqTokSim2WayComplDS
+from ProgramArguments import parseArguments
+from Utilities import *
+from SimilConfusion import SimilConfusAnalysis
+from ExpSiamModel import (getLossFunction,
+                          relaxedCrossEntropy, sinCrossEntropy,
+                          cappedCrossEntropy)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokSim2WayComplDS(args.dataset,
+                               short_code_th = 1,
+                               max_seq_length = args.seq_len,
+                               seq_len_to_pad = args.pad_len,
+                               labels01 = not args.symmetric_labels)
+    #Indices of problems corresponding to subsequences of samples
+    _sample_probl_indices = _ds.sample_probl_indices
+    with open(f"{args.out_dir}/problem_indices.pcl", "wb") as _f:
+        pickle.dump(_sample_probl_indices, _f)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        if args.loss:
+            _loss = getLossFunction(args.loss)
+            with tf.keras.utils.custom_object_scope({'loss_function': _loss}):
+                _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds = _ds.testDataset(batch = args.batch)
+    if args.evaluate:
+        _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, verbose = args.progress)
+        print("\n")
+        print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+        print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _prob = _prob[:,0]
+    with open(f"{args.out_dir}/similarity_probabilities.pcl", "wb") as _f:
+        pickle.dump(_prob, _f)
+    """
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    """
+
+    #_confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser(description = 
+                "Evaluation of source code similarity analyzer")
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("ckpt_dir",
+                        type=str, help="checkpoint directory")
+    parser.add_argument("out_dir",
+                        type=str, help="directory for results")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--pad_len', default=None, type=int,
+                        help='sequence lengths to pad to')
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    parser.add_argument('--evaluate', action='store_true', 
+                        default=False,
+                        help="run evaluation")
+    parser.add_argument('--progress', default=2, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py
new file mode 100644
index 0000000000000000000000000000000000000000..4c84ead076ecae299aa814bb92932e7f2096fdaf
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py
@@ -0,0 +1,113 @@
+
+"""
+Experimental program for evaluation of source code similarity analyzer 
+using sequence or Tokens technique by 2-way Siamese type DNN
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+runs in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+from tensorflow import keras
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess",
+                 f"{main_dir}/ModelMaker"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+from ExpSiamModel import (getLossFunction,
+                          relaxedCrossEntropy, sinCrossEntropy,
+                          cappedCrossEntropy)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        #with tf.keras.utils.custom_object_scope({}):
+        if args.loss:
+            _loss = getLossFunction(args.loss)
+            with tf.keras.utils.custom_object_scope({'loss_function': _loss}):
+                _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, 
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations,
+                                     labels01 = not args.symmetric_labels)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF EXPERIMENTAL SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py
new file mode 100644
index 0000000000000000000000000000000000000000..b7dae768eae9b436605c893c21bd37c1da83bd56
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py
@@ -0,0 +1,95 @@
+"""
+Program for computing MAP at R metric
+using matrix of predicted similarity strength for all sample pairs
+Input data are expected to be in the form of two pickled files:
+-  problem_indices.pcl          -- specifies indices of tested problem 
+                                   for each similarity test experiment
+-  similarity_probabilities.pcl -- specifies matrix of similarity test 
+                                   experiment results
+                                   Each matrix column describes results
+                                   of comparing one problem solution with 
+                                   solutions of all other problems
+"""
+import sys
+import os
+import argparse
+import pickle
+import numpy as np
+
+def map_at_r(sim, pids):
+    """
+    Function for computing MAP at R metric
+    Parameter:
+    - sim   --  2D numpy array of predicted similarity measures 
+                for all pairs of samples
+    - pids  --  1D numpy array of problem ids corresponding 
+                to columns of matrix  of predicted similarity measures
+    Returns: computed MAP at R metric
+    """
+    #Count number of source code solutions of each problem
+    r = np.bincount(pids) - 1
+    max_r = r.max()
+    #Mask for ignoring the similarity predictions lying 
+    #beyond the number of solutions of checked problem
+    mask = np.arange(max_r)[np.newaxis, :] < r[pids][:, np.newaxis]
+    np.fill_diagonal(sim,-np.inf)
+    #Select and sort top predictions
+    result = np.argpartition(-sim,
+                    range(max_r + 1), axis=1)[:, : max_r]
+    #Get correct similarity predictions
+    tp = pids[result] == pids[:, np.newaxis]
+    #Remove all predictions beyond the number of
+    #solutions of tested problem
+    tp[~mask] = False
+    #Get only tested problem
+    valid = r[pids] > 0
+    #Compute cumulative probability of correct predictions
+    p = np.cumsum(tp, axis=1, 
+        dtype = np.float32) / np.arange(1, max_r+1, 
+                            dtype = np.float32)[np.newaxis, :]
+    #average across similarity prediction for each tested problem
+    ap = (p * tp).sum(axis=1)[valid] / r[pids][valid]
+    val = np.mean(ap).item()
+    return val
+
+def main(args):
+    """
+    Main function of program for computing MAP at R metric
+    Arguments are descibed below
+    """
+    if not os.path.exists(args.similarities):
+        sys.exit(f"Directory {args.similarities} with similarity analysis does not exist")
+    with open(f"{args.similarities}/problem_indices.pcl", "rb") as _f:
+        pids = pickle.load(_f)
+
+    with open(f"{args.similarities}/similarity_probabilities.pcl", "rb") as _f:
+        sim = pickle.load(_f)
+    
+    n_problem_solutions = pids.shape[0]
+    if sim.shape[0] != n_problem_solutions * n_problem_solutions:
+        sys.exit(
+            f"Number of similarity samples {n_problem_solutions.shape[0]} ",
+            f" is not square of number of problem solutions {n_problem_solutions}")
+    map_r = map_at_r(sim.reshape(n_problem_solutions, n_problem_solutions),
+                     pids)
+
+    print("Map@R is ", map_r)
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nComputation of MAP at R metric of similarity analysis")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Computation of MAP at R metric")
+    parser.add_argument('similarities', type=str,
+                        help='Directory with similarity results')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py
new file mode 100644
index 0000000000000000000000000000000000000000..8861110a883240e98b1a3d44cc3e2b85fbd23f0e
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py
@@ -0,0 +1,212 @@
+"""
+Module for constracting COMPLETE test dataset 
+of sequence of tokens for similarity analysis
+The dataset has all pairs of all problem solutions
+It is TF from-genrator dataset
+"""
+import sys
+import numpy as np
+import tensorflow as tf
+
+from DataLoader import SeqOfTokensLoader
+from DoubleSeqTfDS import DoubleSeqTfDataset
+from DsUtilities  import makeShardOptions
+
+class SeqTokSim2WayComplDS(SeqOfTokensLoader):
+    """
+    Class for constracting COMPLETE test dataset 
+    of sequence of tokens for similarity analysis
+    The dataset has all pairs of all problem solutions
+    It is TF from-generator based dataset
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, short_code_th = 1,
+                 max_seq_length = None, seq_len_to_pad = None,
+                 labels01 = True, ):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - short_code_th   -- minimum length of code to load
+        - max_seq_length  -- maximum length of token sequencen to truncate.
+        - seq_len_to_pad  -- sequence lengths to pad to
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SeqTokSim2WayComplDS, self).__init__(
+            dir_name, min_n_solutions = 1,
+            problem_list = None, max_n_problems = None,
+            short_code_th = short_code_th, long_code_th = None)
+        #Minimum lengths of sequence of tokens
+        #All shorter ones are padded with 0
+        self.min_seq_length = seq_len_to_pad
+        self.labels01 = labels01
+        self.samples, self.probl_sol_ranges, \
+            self.sample_names = self.loadAllSamples()
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+        self.n_samples = self.probl_sol_ranges[-1]
+        self.annotateSamples()
+
+    def annotateSamples(self):
+        """
+        Annotate samples with their problem indices and names
+        """
+        self.sample_probl_indices = np.zeros(self.n_samples, 
+                                             dtype = np.int32)
+        for _i in range(len(self.probl_sol_ranges) - 1):
+            self.sample_probl_indices[self.probl_sol_ranges[_i] : 
+                            self.probl_sol_ranges[_i + 1]].fill(_i)
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as numpy array
+        """
+        _s = list(map(lambda _tok: _tok + 1, tokens))
+        _l = len(_s)
+        if _l < self.min_seq_length:
+            _s.extend([0] * (self.min_seq_length - _l))
+        return np.asarray(_s, dtype = np.int32)
+
+    def goodOLDtestDataset(self, batch = 500, shard = "OFF"):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Dataset of from_generator type
+        Parameters:
+        - batch           -- batch size for TF dataset
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined fromhaving 3 components 
+          * two sequences of tokens; and
+          * labels 
+        """
+        def _sample_generator():
+            """
+            Function-generator of similarity samples
+            Returns pair:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            _sample_count = 0
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    #_sample_count += 1
+                    #if _sample_count > 100000: return
+                    yield self.samples[_i], self.samples[_j]
+
+        def _label_generator():
+            """
+            Function-generator of similarity sample labels
+            Returns pair:
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            _sample_count = 0
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    #_sample_count += 1
+                    #if _sample_count > 100000: return
+                    yield int(self.sample_probl_indices[_i] == 
+                               self.sample_probl_indices[_j])    
+                    
+        _ds = tf.data.Dataset.from_generator(_sample_generator,
+                output_signature=(
+                    (tf.TensorSpec(shape=([None]), dtype=tf.int32),
+                     tf.TensorSpec(shape=([None]), dtype=tf.int32))))
+        _ds = _ds.padded_batch(batch, padding_values = (0, 0),
+                               padded_shapes = ([None], [None]))
+        _ds = _ds.unbatch()
+        _dl = tf.data.Dataset.from_generator(_label_generator,
+                output_signature=tf.TensorSpec(shape=(), dtype=tf.int32))
+        _ds = tf.data.Dataset.zip((_ds, _dl)).batch(batch, drop_remainder=True)
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.with_options(_ds_options)
+        return _ds
+
+    #!!!Another version of tf datset constructor
+    #=================================
+    def testDataset(self, batch = 500, shard = "OFF"):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Dataset of from_generator type
+        The dataset has samples of all pairs of problem solutions
+        The dataset is generated as sequence of subsequences
+        corresponding to problems solutions
+        All subsequences have the same length equals 
+        to the number of all problem solutions
+        i-th subsequence consists of similarity samples of the form:
+        <i-th solution, other solution> for all others solutions
+        
+        Parameters:
+        - batch           -- batch size for TF dataset
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined fromhaving 3 components 
+          * two sequences of tokens; and
+          * labels
+        """
+        def _sample_generator01():
+            """
+            Function-generator of similarity samples
+            with 0 and 1 similarity labels
+            Returns 3 tuple:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    yield (self.samples[_i], self.samples[_j]), \
+                        int(self.sample_probl_indices[_i] == 
+                            self.sample_probl_indices[_j])
+
+        def _sample_generator_symmetric():
+            """
+            Function-generator of similarity samples
+            with symmetric -1 and +1 similarity labels
+            Returns 3 tuple:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    yield (self.samples[_i], self.samples[_j]), \
+                        2 * int(self.sample_probl_indices[_i] == 
+                            self.sample_probl_indices[_j]) - 1
+
+        _sample_generator = _sample_generator01 if self.labels01 \
+                            else _sample_generator_symmetric
+            
+        _ds = tf.data.Dataset.from_generator(_sample_generator,
+                output_signature=(
+                    (tf.TensorSpec(shape=([None]), dtype=tf.int32),
+                     tf.TensorSpec(shape=([None]), dtype=tf.int32)),
+                    tf.TensorSpec(shape=(), dtype=tf.int32)))
+
+        _ds = _ds.padded_batch(batch,         #padding_values = (0, 0),
+                    padded_shapes = (([None], [None]), ()), 
+                               drop_remainder=True)
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.with_options(_ds_options)
+        return _ds
+#---------------- End of class SeqTok2WaySimDsTF -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py
new file mode 100644
index 0000000000000000000000000000000000000000..24d1dd9aae0ba5c3a07c58cf96956f0830d50999
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py
@@ -0,0 +1,97 @@
+
+"""
+Program for evaluation of source code similarity analyzer using
+sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+from tensorflow import keras
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds.prefetch(2), 
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds.prefetch(2), verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations,
+                                     labels01 = not args.symmetric_labels)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py
new file mode 100644
index 0000000000000000000000000000000000000000..40fd6f92951f6cb54d8c6c763c30ffd009fa7570
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py
@@ -0,0 +1,111 @@
+"""
+Program for complete evaluation of source code similarity analyzer 
+using sequence or Tokens technique by 2-way siamese type DNN
+Program analyzes all pairs of source code samples
+Program operated in in multi-GPU mode
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTokSim2WayComplDS import SeqTokSim2WayComplDS
+from ProgramArguments import parseArguments
+from Utilities import *
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokSim2WayComplDS(args.dataset,
+                               short_code_th = 1,
+                               max_seq_length = args.seq_len,
+                               seq_len_to_pad = args.pad_len,
+                               labels01 = not args.symmetric_labels)
+    #Indices of problems corresponding to subsequences of samples
+    _sample_probl_indices = _ds.sample_probl_indices
+    with open(f"{args.out_dir}/problem_indices.pcl", "wb") as _f:
+        pickle.dump(_sample_probl_indices, _f)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds = _ds.testDataset(batch = args.batch)
+    if args.evaluate:
+        _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, verbose = args.progress)
+        print("\n")
+        print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+        print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _prob = _prob[:,0]
+    with open(f"{args.out_dir}/similarity_probabilities.pcl", "wb") as _f:
+        pickle.dump(_prob, _f)
+    """
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    """
+
+    #_confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser(description = 
+                "Evaluation of source code similarity analyzer")
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("ckpt_dir",
+                        type=str, help="checkpoint directory")
+    parser.add_argument("out_dir",
+                        type=str, help="directory for results")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--pad_len', default=None, type=int,
+                        help='sequence lengths to pad to')
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument('--evaluate', action='store_true', 
+                        default=False,
+                        help="run evaluation")
+    parser.add_argument('--progress', default=2, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py
new file mode 100644
index 0000000000000000000000000000000000000000..972050b358792c7e8180ad94a420978842af8672
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py
@@ -0,0 +1,502 @@
+"""
+Module for analysing confusion matrix and accuracy 
+of similarity analysis of source code
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import pickle
+import numpy as np
+import sklearn.metrics as metrics
+
+from ConfusionAnalysis import ConfusionAnalysis
+
+class SimilConfusAnalysis(ConfusionAnalysis):
+    """
+    Class for constructing and analysing confusion matrix
+    """
+    @classmethod
+    def similarityToProb(cls, sim_metric, labels01):
+        """
+        Convert similarity metric to probabilities
+        Parameters:
+        - sim_metric  -- similarity metric
+       - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        if labels01: 
+            return sim_metric
+        return (sim_metric + 1.0) / 2.0
+
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, annotations, extreme = 0.1,
+                 labels01 = True):
+        """
+        Construct confusion matrix
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels       - labels of samples as numpy array
+        - solutions    - list of sub-lists of file names of problem solutions
+                         Each sub-list contains sample names of one problem
+                         All sublists are part of the whole list of sample names
+        - problems     - list of names of problems
+        - annotations  - list of sample annotations
+                         Each sample is represented as 4-tuple
+                         <problem 1, solution 1, problem 2, solution 2>,
+                         where problems and solutions are their indices
+        - extreme      - fraction of cases to be reported 
+                         as extreme ones
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SimilConfusAnalysis, self).__init__(
+            self.similarityToProb(probabilities, labels01), 
+            self.similarityToProb(labels, labels01), 
+            solutions, problems, extreme)
+        self.annotations = annotations
+        self.simil_stat_fn = "similarity_stat.lst"
+        self.dissimil_stat_fn = "dissimilarity_stat.lst"
+        self.max_n_cases_report = 32
+        self._n_cases_report = min(self.max_n_cases_report, self._n_extreme_cases)
+        self.tn, self.fp, self.fn, self.tp = self.conf_mat.ravel()
+        self.precision_score = \
+            metrics.precision_score(self.labels, self.predictions)
+        self.recall_score = \
+            metrics.recall_score(self.labels, self.predictions)
+        self.f1_score = \
+            metrics.f1_score(self.labels, self.predictions)
+        self.fbeta_score_05 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=0.5)
+        self.fbeta_score_1 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=1)
+        self.fbeta_score_2 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=2)
+        self.precision, self.recall, self.threshold = \
+            metrics.precision_recall_curve(self.labels, self.probabilities)
+        self.average_precision_score = \
+            metrics.average_precision_score(self.labels, self.probabilities)
+
+    def getPredictions(self):
+        """
+        Get classification predictions
+        Returns: - classification predictions  
+        """
+        return self.probabilities.round()[:,0].astype(int)
+
+    def printConfusionReport(self):
+        """"
+        Print confusion report
+        """
+        print("\nClassification report")
+        print("-----------------------")
+        print(metrics.classification_report(
+            self.labels, self.predictions,
+            target_names = ["dissimilar", "similar"]))
+        print("\nConfusion matrix")
+        print("----------------")
+        print("            Dissimilar  Similar")
+        print("Dissimilar     {:7d}  {:7d}".
+              format(self.conf_mat[0, 0], self.conf_mat[0,1]))
+        print("Similar        {:7d}  {:7d}".
+              format(self.conf_mat[1, 0], self.conf_mat[1, 1]))
+        print("\n")
+        print(f"tn = {self.tn}, fp = {self.fp}," + 
+              f"fn = {self.fn}, tp = {self.tp}")
+        print(f"precision_score = {self.precision_score:.4f}")
+        print(f"recall_score = {self.recall_score:.4f}")
+        print(f"f1_score = {self.f1_score:.4f}")
+        print(f"fbeta_score(0.5) = {self.fbeta_score_05:.4f}")
+        print(f"fbeta_score(1) = {self.fbeta_score_1:.4f}")
+        print(f"fbeta_score(2) = {self.fbeta_score_2:.4f}")
+        print(f"average_precision_score = {self.average_precision_score:.4f}")
+        with open("roc.pcl", 'wb') as _jar:
+            _roc = {"precision" : self.precision, 
+                    "recall"    : self.recall, 
+                    "threshold" : self.threshold}
+            pickle.dump(_roc, _jar)
+
+    def similarityConfusion(self):
+        """
+        Compute and print following matricies:
+        - matrix of numbers of similarity/dissimilarity tests 
+          for solutions of pairs of problems
+        - matrix of correct detections of similarity/dissimilarity
+          of solutions of pairs of problems
+        """
+        #Matrix of numbers of cases when similarity or dissimilarity 
+        #of two solutions is detected correctly
+        self.sim_num_correct = \
+            np.zeros((self._n_problems, self._n_problems), dtype=int)
+        #Matrix of total numbers of similarity/dissimilarity tests 
+        self.sim_num_samples = \
+            np.zeros((self._n_problems, self._n_problems), dtype=int)
+        for _s, _p, _l in zip(self.annotations, self.predictions, 
+                              self.labels):
+            _problem1, _, _problem2, _ = _s
+            self.sim_num_samples[_problem1, _problem2] += 1
+            self.sim_num_correct[_problem1, _problem2] += int(_p == _l)
+
+    def compSimTestAccuracy(self):
+        """
+        Compute lists of accuracy of similarity and dissimilarity detection
+        Returns:
+        - list of tested problems
+          i-th element of list is either True or False 
+          indicating if solutions of i-th problem were tested
+        - list of accuracy of similarity detection
+          An element of the list is a pair: <problem, accuracy>
+        - list of accuracy of dissimilarity tests
+          Elements of this list are tuples
+          <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+          If any accuracy acc1(acc2) is not defined: 
+             acc1(acc2) = None
+             acc1+acc2  = 2*acc2(2*acc1)
+             abs(acc1-acc2) = 0
+        """
+        _sim = []
+        _dissim = []
+        _tested_problems = [False] * len(self.problems)
+        for _i in range(self._n_problems):
+            for _j in range(self._n_problems):
+                if _j > _i: break
+                _ntests_ij = self.sim_num_samples[_i, _j]
+                _ntests_ji = self.sim_num_samples[_j, _i]
+                if _ntests_ij + _ntests_ji == 0: continue
+                _tested_problems[_i] = True
+                _tested_problems[_j] = True
+                if _j == _i:
+                    _acc = self.sim_num_correct[_i, _j] / _ntests_ij
+                    _sim.append((_i, _acc))
+                    continue
+                if _ntests_ij == 0:
+                    _acc_ji = self.sim_num_correct[_j, _i] / _ntests_ji
+                    _dissim.append((_j, _i, None, _acc_ji, _acc_ji, 0))
+                    continue
+                if _ntests_ji == 0:
+                    _acc_ij = self.sim_num_correct[_i, _j] / _ntests_ij
+                    _dissim.append((_i, _j,  _acc_ij, None, _acc_ij, 0))
+                    continue
+                _acc_ij = self.sim_num_correct[_i, _j] / _ntests_ij
+                _acc_ji = self.sim_num_correct[_j, _i] / _ntests_ji
+                _acc = ((self.sim_num_correct[_i, _j] + 
+                         self.sim_num_correct[_j, _i]) /
+                        (_ntests_ij + _ntests_ji))
+                _dissim.append((_i, _j,  _acc_ij, _acc_ji, _acc, 
+                                abs(_acc_ij - _acc_ji)))
+        return _tested_problems, _sim, _dissim
+
+    def writeSimDissimAccuracy(self, tested_problems, f):
+        """
+        Write matrix of accuracy of similarity/dissimilarity detection
+        Parameters:
+        - tested_problems  -- list of tested problems
+                              i-th element of list is either True or False 
+                              indicating if solutions of i-th problem 
+                              were tested
+        - f                -- file to write to
+        """
+        f.write("Matrix of similarity/dissimilarity detection accuracy\n")
+        f.write("-----------------------------------------------------\n")
+        _s = "    "
+        for _i, _tested in enumerate(tested_problems):
+            if not _tested: continue
+            _s += "{:5d} ".format(_i)
+        f.write(_s + "\n")
+        for _i, _tested_row in enumerate(tested_problems): 
+            if not _tested_row: continue
+            _s = "{:3d} ".format(_i)
+            for _j, _tested_col in enumerate(tested_problems):
+                if not _tested_col: continue
+                if self.sim_num_samples[_i, _j]:
+                    _acc = self.sim_num_correct[_i, _j] / self.sim_num_samples[_i, _j]
+                    _s += "{:5.1f} ".format(100.0 * _acc)
+                else:
+                    _s += " -   "
+            f.write(_s + "\n")
+
+    def reportSimilarityProblems(self, sim_accuracy, f):
+        """
+        Write down accuracy of similarity detection 
+        of two solutions of same problem
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                            An element of the list is a pair: 
+                            <problem, accuracy>
+        - f             -- file to write the report to
+        """
+        f.write("#    Probl   Accu-      N      N     Problem name\n")
+        f.write("     numb    racy     tests  errors              \n")
+        for _i, _p_acc in enumerate(sim_accuracy):
+            _p = _p_acc[0]
+            f.write("{:4d}  {:4d}  {:6.2f}%   {:5d}  {:5d}   {:s}\n".
+                  format(_i, _p, _p_acc[1] * 100.0, 
+                         self.sim_num_samples[_p, _p], 
+                         self.sim_num_samples[_p, _p] - self.sim_num_correct[_p, _p],
+                         self.problems[_p]))
+
+    def getSimilarityMistakes(self, problems):
+        """
+        Get list of errors in similarity detection 
+        of problem solutions
+        Parameters:
+        -  problems -- indices of problems to report
+        Returns: list of lists of indices of samples for which
+        it was incorrectly decided that they give dissimilar solutions
+        """
+        #Number of mistakes to detect that two solutions 
+        #of same problem are similar
+        _mistakes = [[] for i in range(len(problems))]
+        for _i in range(self._n_samples):
+            _problem1, _solution1, _problem2, _solution2 = self.annotations[_i]
+            if _problem1 != _problem2: continue
+            if (self.predictions[_i] != self.labels[_i] and 
+                _problem1 in problems):
+                _bad_idx = problems.index(_problem1)
+                _mistakes[_bad_idx].append(_i)
+        return _mistakes
+
+    def reportSimilarityMisclass(self, sim_accuracy, mistakes, f):
+        """
+        Report errors in similarity detection of problem solutions
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                           An element of the list is a pair: 
+                           <problem, accuracy>
+        - problems  --  problems to report
+        - mistakes  --  list of lists of indices of samples for which
+                        it was incorrectly decided that they give 
+                        disssimilar solutions
+        - f         -- to write report to
+        """
+        for _i, _c in enumerate(sim_accuracy):
+            _p, _a = _c
+            if not mistakes[_i]: continue
+            f.write(f"#{_i}  For problem {self.problems[_p]} number {_p} " + 
+                    f"having {100.0 * _a : .2f}% accuracy of similarity detection\n")
+            f.write(f"there are {len(mistakes[_i])} " + 
+                    "incorrectly detected missimilarities:\n")
+            self.writeMistakes(mistakes[_i], f)
+
+    def writeMistakes(self, mistakes, f):
+        """
+        Report problem solutions whose similarity was 
+        incorrectly classified
+        Parameters:
+        - mistakes     -- list of indices of incorrectly 
+                          classified samples
+        - f            -- to write report to
+        """
+        def _getConf(s):
+            """
+            Get confedence of predicting sample s
+            Convert sigmoid output to probability
+            """
+            _p = self.probabilities[s][0]
+            return _p if self.predictions[s] else 1 - _p
+        _n_errs_report = min(len(mistakes), self.max_n_cases_report)
+        _line = ""
+        _punct = ", "
+        for _i, _err_sample in enumerate(sorted(mistakes,
+                key =_getConf, reverse = True)[: _n_errs_report]):
+            _p1, _solution1, _p2, _solution2 = \
+                self.annotations[_err_sample]
+            #Convert sigmoid output to probability
+            #_p = self.probabilities[_err_sample][0]
+            #_conf = _p if self.predictions[_err_sample] else 1 - _p
+            _conf = "{:6.2f}".format(100.0 * _getConf(_err_sample))
+            if len(_line) > 80:
+                f.write(_line + "\n")
+                _line = ""
+            if _i + 1 == len(mistakes):
+                _punct = ""
+            _line += (self.solutions[_p1][_solution1] + 
+                      "/" + self.solutions[_p2][_solution2] + '(' + 
+                      _conf + '%)' + _punct)
+        if _line: f.write(_line + "\n\n")
+                
+    def reportSimilarity(self, sim_accuracy):
+        """
+        Analyze and report information on detection of similarity 
+        of problem solutions
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                            An element of the list is a pair: <problem, accuracy>
+        """
+        with open(f"{self.report_dir}/{self.simil_stat_fn}", 'w') as _f:        
+            _f.write("Statistics on similarity detection\n")
+            _f.write("----------------------------------\n")
+            self.reportSimilarityProblems(sim_accuracy, _f)
+            _sim_acc =\
+                    sorted(sim_accuracy, key = lambda _s : _s[1])
+            _worst_problems = _sim_acc[: self._n_cases_report]
+            _best_problems = _sim_acc[-self._n_cases_report :]
+            _problems = list(zip(*(_worst_problems + _best_problems)))[0]
+            _mistakes  = self.getSimilarityMistakes(_problems)
+            _f.write("\nProblems with worst similarity detection\n")
+            _f.write("------------------------------------------\n")
+            self.reportSimilarityProblems(_worst_problems, _f)
+            _f.write("\nSimilarity detection errors for worst problems:\n")
+            _f.write("-------------------------------------------------\n")
+            self.reportSimilarityMisclass(_worst_problems,
+                                    _mistakes[: len(_worst_problems)], _f)
+            _f.write("\nProblems with best similarity detection\n")
+            _f.write("------------------------------------------\n")
+            self.reportSimilarityProblems(_best_problems, _f)
+            _f.write("\nSimilarity detection errors for best problems:\n")
+            _f.write("-----------------------------------------------\n")
+            self.reportSimilarityMisclass(_best_problems,
+                                _mistakes[len(_worst_problems) :], _f)
+
+    def reportDissimilarityProblems(self, tests, f):
+        """
+        Print report on accuracy of dissimilarity detection
+        of solutions of pairs of problems
+        Parameters:
+        - tests -- list of accuracy of dissimilarity tests
+                   Elements of this list are tuples
+                   <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                   If any accuracy acc1(acc2) is not defined: 
+                   acc1(acc2) = None
+                   acc1+acc2  = 2*acc2(2*acc1)
+                   abs(acc1-acc2) = 0
+                   * acc1 is for similarity of problem1 to problem2 solutions
+                   * acc2 is for similarity of problem2 to problem1 solutions
+        - f     -- File to write to
+        """
+        f.write("#               1-st problem                                   2-nd problem        \n")
+        f.write("    Indx    Name         tsts  errs  Acc-cy Indx   Name          Tsts  Errs  Acc-cy\n")
+        f.write("-----------------------------------------------------------------------------------\n")
+        for _i, _t in enumerate(tests):
+            _p1, _p2, _a1, _a2, _a12, _diff = _t
+            _acc1 = "{:6.2f}%".format(100.0 * _a1) if _a1 is not None else "   -   "
+            _acc2 = "{:6.2f}%".format(100.0 * _a2) if _a2 is not None else "   -   "
+            f.write("{:3d} {:4d} {:16s} {:4d} {:4d} {:5s} {:4d} {:16s} {:4d} {:4d} {:5s}\n".
+                format(_i, _p1, self.problems[_p1], 
+                       self.sim_num_samples[_p1, _p2], 
+                       self.sim_num_samples[_p1, _p2] - self.sim_num_correct[_p1, _p2],
+                       _acc1,
+                       _p2, self.problems[_p2], 
+                       self.sim_num_samples[_p2, _p1], 
+                       self.sim_num_samples[_p2, _p1] - self.sim_num_correct[_p2, _p1],
+                       _acc2))
+
+    def getDissimilarityMistakes(self, tests):
+        """
+        Get list of errors in dissimilarity detection 
+        of problem solutions
+        Parameters:
+        -  tests -- list of accuracy of dissimilarity tests
+                    Elements of this list are tuples
+                    <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                    If any accuracy acc1(acc2) is not defined: 
+                    acc1(acc2) = None
+                    acc1+acc2  = 2*acc2(2*acc1)
+                    abs(acc1-acc2) = 0
+        Returns: list of lists of indices of samples for which
+        it was incorrectly decided that they represent similar solutions
+        """
+        #Number of mistakes to detect that two solutions 
+        #of same problem are similar
+        _test_ids_1 = [(_x[0], _x[1]) for _x in tests]
+        _test_ids_2 = [(_x[1], _x[0]) for _x in tests]
+        _mistakes = [[] for i in range(len(tests))]
+        for _i in range(self._n_samples):
+            _problem1, _solution1, _problem2, _solution2 = self.annotations[_i]
+            if _problem1 == _problem2: continue
+            if self.predictions[_i] == self.labels[_i]: continue
+            _t = (_problem1, _problem2)
+            if _t in _test_ids_1:
+                _bad_idx = _test_ids_1.index(_t)
+                _mistakes[_bad_idx].append(_i)
+            if _t in _test_ids_2:
+                _bad_idx = _test_ids_2.index(_t)
+                _mistakes[_bad_idx].append(_i)
+        return _mistakes
+
+    def reportDissimilarityMisclass(self, tests, mistakes, f):
+        """
+        Report errors in dissimilarity detection of problem solutions
+        Parameters:
+        - tests     --   tests to report
+                         list of accuracy of dissimilarity tests
+                         Elements of this list are tuples
+                         <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                         If any accuracy acc1(acc2) is not defined: 
+                         acc1(acc2) = None
+                         acc1+acc2  = 2*acc2(2*acc1)
+                         abs(acc1-acc2) = 0
+        - mistakes  --  list of lists of indices of samples for which
+        - f         -- file to write to
+        it was incorrectly decided that they give similar solutions
+        """
+        for _i, _t in enumerate(tests):
+            if not mistakes[_i]: continue
+            _p1, _p2, _a1, _a2, _a12, _diff = _t
+            _acc1 = "{:6.2f}%".format(100.0 * _a1) if _a1 is not None else "-"
+            _acc2 = "{:6.2f}%".format(100.0 * _a2) if _a2 is not None else "-"
+            f.write(f"#{_i}  For problem {self.problems[_p1]} number {_p1} " + 
+                    f"and problem {self.problems[_p2]} number {_p2} " + 
+                    f"having {_acc1} and {_acc2} " + 
+                    "accuracies of dissimilarity detection\n")
+            f.write(f"There are {len(mistakes[_i])} " + 
+                    "incorrectly detected similarities:\n")
+            self.writeMistakes(mistakes[_i], f)
+
+    def reportDissimilarity(self, dissim_acc):
+        """
+        Analyze and report information on detection of dissimilarity 
+        of problem solutions
+        Parameters:
+        - dissim_acc  -- list of accuracy of dissimilarity tests
+                         Elements of this list are tuples
+                         <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                         If any accuracy acc1(acc2) is not defined: 
+                         acc1(acc2) = None
+                         acc1+acc2  = 2*acc2(2*acc1)
+                         abs(acc1-acc2) = 0
+        """
+        #Sort according to accuracy minimum
+        dissim_acc.sort(key = lambda _s : _s[4])
+        _worst_tests = dissim_acc[: self._n_cases_report]
+        _best_tests = dissim_acc[-self._n_cases_report :]
+        _mistakes = self.getDissimilarityMistakes(_worst_tests + _best_tests)
+        with open(f"{self.report_dir}/{self.dissimil_stat_fn}", 'w') as _f:        
+            _f.write("\nWorst dissimilarity tests:\n")
+            _f.write("----------------------------\n")
+            self.reportDissimilarityProblems(_worst_tests, _f)
+            self.reportDissimilarityMisclass(_worst_tests, 
+                                _mistakes[: len(_worst_tests)], _f)
+            _f.write("\nBest dissimilarity tests:\n")
+            _f.write("-------------------------\n")
+            self.reportDissimilarityProblems(_best_tests, _f)
+            self.reportDissimilarityMisclass(_best_tests, 
+                            _mistakes[len(_worst_tests) :], _f)
+            _f.write("\nTests with high asymmetry of similarity detection:\n")
+            _f.write("---------------------------------------------------\n")
+            #Sort according to accuracy discrepancy
+            dissim_acc.sort(key = lambda _s : _s[5])
+            _asymm_tests = dissim_acc[-self._n_cases_report :]
+            _mistakes = self.getDissimilarityMistakes(_asymm_tests)
+            self.reportDissimilarityProblems(_asymm_tests, _f)
+            self.reportDissimilarityMisclass(_asymm_tests, _mistakes, _f)
+
+    def writeReport(self):
+        """
+        Write report on similarity analysis
+        """
+        self.printConfusionReport()
+        self.similarityConfusion()
+        _tested_problems, _sim_acc, _dissim_acc = \
+                                self.compSimTestAccuracy()
+        with open(f"{self.report_dir}/{self._conf_mat_fn}", 'w') as _f:
+            self.writeSimDissimAccuracy(_tested_problems, _f)
+        self.reportSimilarity(_sim_acc)
+        self.reportDissimilarity(_dissim_acc)
+#---------------- End of class  ConfusionAnalysis ----------------------
+
+
+
+
+    
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py
new file mode 100644
index 0000000000000000000000000000000000000000..2905422d1ed3e667cda85a6070f9f70508c2e0ce
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py
@@ -0,0 +1,222 @@
+
+"""
+Experimental program for training source code similarity analyzer
+using sequence or Tokens technique by 2-way Siamese type DNN
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+ - class sample weights
+runs in multi-GPU mode
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ExpSiamModel import ExpSiameseModelFactory
+from FuncModelMaker    import *
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+
+def makeDNN(n_tokens, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - args      -- parsed main program arguments
+    """
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = FuncModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.siameseSimilarityCNN(
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print("Siamese DNN for similarity analysis is constructed")
+    else:
+        _model_factory = ExpSiameseModelFactory(
+            1, regularizer = (args.l1, args.l2),
+            loss = args.loss)
+        _dnn = _model_factory.makeCNN(args.dnn,
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print(f"Experimental dnn {args.dnn} is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_loss', 
+                                                  patience=100)
+    #callbacks = [early_stop]
+    callbacks = []
+
+    def lrScheduler(epoch, lr):
+        """
+        Utility function of learning rate scheduler
+        Parameters:
+        - epoch   -- current epoch
+        - lr      -- current learning rate
+        Returns new learning rate
+        """
+        if epoch < 10:
+            return lr
+        else:
+            return lr * tf.math.exp(-0.1)
+            
+        lrUpdate = \
+            tf.keras.callbacks.LearningRateScheduler(
+                lrScheduler, verbose=1)
+
+    lrOnPlateaur = tf.keras.callbacks.ReduceLROnPlateau(
+        monitor='loss', factor=0.5, patience=2, 
+        cooldown=0, min_delta=0.0001, min_lr=0.0001, verbose=1)
+    #callbacks.append(lrOnPlateaur)
+
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir,
+                                    monitor = args.monitor)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, args)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+
+    _tds = _train_ds[0].prefetch(2)
+    _vds = _val_ds[0].prefetch(2)
+
+    if args.sim_weight:
+        _w_sim = args.sim_weight / (1.0 + args.sim_weight)
+        _w_dissim = 1 - _w_sim
+        _class_weight = {-1: _w_dissim, 1: _w_sim} if args.symmetric_labels \
+            else {0: _w_dissim, 1: _w_sim}
+        history = _dnn.fit(_tds,
+                           validation_data = _vds,
+                           class_weight = _class_weight,
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)    
+    else:
+        history = _dnn.fit(_tds,
+                           validation_data = _vds,
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEXPERIMENTAL SOURCE CODE SIMILARITY ANALYZER BY SIAMESE DNN")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Experimental source code similarity analysis by Siamese DNN",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    parser.add_argument("--side_dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--merge", type=str, 
+                        default="concatenate", 
+                        choices=["concatenate", "subtract",
+                                 "dot_prod_sigmoid", "cosine"],
+                        help="method of merging outputs of siamese blocks of dnn")
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--sim_weight", default = None, type=float,
+                        help = "weight of similar samples")
+    parser.add_argument("--steps_per_epoch", default = None, type=int,
+                        help = "Steps per training epoch")
+    parser.add_argument("--monitor", type=str, 
+                        default="val_accuracy", 
+                        choices=["val_accuracy", "val_loss"],
+                        help="metric to monitor for checkpoints")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py
new file mode 100644
index 0000000000000000000000000000000000000000..bb7e33388cedecd1daa300762acccc622d10c7b4
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py
@@ -0,0 +1,155 @@
+"""
+Program for code classification by Sequence or Tokens technique
+using convolutional neural network in multi-GPU mode
+
+History of traing is pickled to be plotted with other application
+
+Implements convolutional neural network classifier of 
+sorce code represented with sequeence of tokens
+Its number of convolutional and dense layers, 
+and their dimensions are specified by program arguments.
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+
+Program arguments are defined below in definition of 
+argparse Argmuments Parser object
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments  import *
+from Utilities         import *
+from DsUtilities       import DataRand
+from SeqTokDataset     import SeqTokDataset
+from SeqModelMaker     import SeqModelFactory
+from ExperimentalModel import ExperimentModelFactory
+from ModelUtils        import UniqueSeed
+
+def makeDNN(n_tokens, n_labels, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - n_labels  -- number of class lables
+    - args      -- parsed main program arguments
+    """
+    _convolutions = \
+            list(zip(args.filters, args.kernels, args.strides) 
+                 if args.strides
+                 else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = SeqModelFactory(n_tokens, n_labels)
+        _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                     pool = args.pool,
+                                     conv_act = args.conv_act,
+                                     regular = (args.l1, args.l2),
+                                     regul_dense_only = args.regul_dense_only,
+                                     input_type = args.coding,
+                                     dropout_rate = args.dropout,
+                                     optimizer = args.optimizer, 
+                                     embedding_dim = args.embed)
+        print("Basic dnn for source code classification is constructed")
+    else:
+        _model_factory = ExperimentModelFactory(n_labels,
+                                                regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.doublePoolClassCNN(
+            n_tokens,
+            _convolutions, args.dense,
+            conv_act = args.conv_act,
+            input_type = args.coding,
+            embedding_dim = args.embed,
+            regul_dense_only = args.regul_dense_only,
+            dropout_rate = args.dropout,
+            optimizer = args.optimizer)
+        print("Experimental dnn with both max and average pooling is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    UniqueSeed.setSeed(args.seed_model)
+
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_accuracy', 
+                                                  patience=args.patience)
+    callbacks = [early_stop]
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of convolutional neural network on sequence of tokens\n")
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring DNN from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, _ds.n_labels, args)
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    _tds = _train_ds[0]
+    _tds = _tds.shuffle(50, reshuffle_each_iteration=True,
+                        seed = UniqueSeed.getSeed()).prefetch(2)
+
+    history = _dnn.fit(_tds,
+                       validation_data = _val_ds[0].prefetch(2),
+                       epochs = args.epochs, verbose = args.progress,
+                       callbacks = callbacks)
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH SEQUENCE OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code classifier",
+        task = "classification")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+
+    checkConvolution(args)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc5d5098cae5c4d571be047c2545eebdb802efb2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py
@@ -0,0 +1,136 @@
+"""
+Program for code classification by Sequence or Tokens technique
+using convolutional neural network
+
+History of traing is pickled to be plotted with other application
+
+Implements convolutional neural network classifier of 
+sorce code represented with sequeence of tokens
+Its number of convolutional and dense layers, 
+and their dimensions are specified by program arguments.
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+
+Program arguments are defined below in definition of 
+argparse Argmuments Parser object
+"""
+import sys
+import os
+import argparse
+import pickle
+import numpy as np
+import tensorflow as tf
+import random as python_random
+
+main_dir = os.path.dirname(os.path.realpath(__file__))
+sys.path.extend([f"{main_dir}/../Dataset",
+                 f"{main_dir}/../ModelMaker",
+                 f"{main_dir}/../PostProcessor",
+                 f"{main_dir}/../CommonFunctions"])
+
+from Utilities        import resetSeeds
+from ProgramArguments import (makeArgParserCodeML, parseArguments, 
+                              addSeqTokensArgs, addRegularizationArgs,
+                              checkConvolution)
+from SeqTokDataset    import SeqTokDataset
+from DsUtilities      import DataRand
+from SeqModelMaker    import SeqModelFactory
+from ClassConfusion   import ClassConfusAnalysis
+
+def confusionAnalysis(dnn, ds, labels, solutions, problems):
+    """
+    Perform confusion analysis and report its results
+    Parameters:
+    - dnn       -- DNN to make classification
+    - ds        -- Dataset to classify
+    - labels    -- Labels as indices of classes
+    - solutions -- Names of problem solutions (names of samples)
+    - problems  -- Names of problems (names of classes)
+    """
+    _prob = dnn.predict(ds)
+    _confusion = ClassConfusAnalysis(_prob, labels, solutions, 
+                                     problems)
+    _confusion.writeReport()
+
+def train(dnn, val_ds, train_ds, epochs,
+          history_fn, verbose):
+    """
+    Train given DNN on given dataset
+
+    - dnn            -- DNN compiled and optimized
+    - val_ds         -- Valdiation dataset as a pair 
+                        of sample and lables arrays
+    - train_ds       -- Training dataset as as a pair 
+                        of sample and lables arrays
+    - epochs         -- Number of training epochs
+    - history_fn     -- Name of file to pickle training history
+    - verbose        -- Keras mode of verbosity: 0, 1, 2
+    """
+    history = dnn.fit(train_ds,
+                      epochs = epochs,
+                      validation_data = val_ds,
+                      verbose = verbose)
+    with open(history_fn, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        balanced_split = args.balanced_split)
+
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of convolutional neural network on sequence of tokens\n")
+    _model_factory = SeqModelFactory(_ds.n_token_types, _ds.n_labels)
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                 pool = args.pool,
+                                 conv_act = args.conv_act,
+                                 regular = (args.l1, args.l2),
+                                 input_type = args.coding,
+                                 optimizer = args.optimizer, 
+                                 embedding_dim = args.embed)
+
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    train(_dnn, _val_ds[0], _train_ds[0], args.epochs,
+          args.history, args.progress)
+    _ds, _labels, _sample_names, _label_names = _val_ds
+    confusionAnalysis(_dnn, _ds,  _labels, _sample_names, _label_names)
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH SEQUENCE OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code classifier",
+        task = "classification")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+
+    checkConvolution(args)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..3ecd90a43286c271d8adf9f0e88ffb9d2fdccc99
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py
@@ -0,0 +1,138 @@
+"""
+Module for constracting dataset of sequence of tokens
+for similarity analysis
+Loads tokenized samples of source codes solving programming 
+problems and constructs data set of sampleas for similarity 
+analysis.
+Each sample is a pair of problem solutions.
+
+This implementation of does not support creation of test datset 
+"""
+import sys
+import os
+import math
+
+import numpy as np
+
+from TokensSimilDS import SimilarityDSMaker
+
+class SeqTok2WaySimDS(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser 
+    by sequence of tokens technique
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test = 0):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(SeqTok2WaySimDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length        
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def _fillInOneHot(self, ds, sample_idx, seq):
+        """
+        !!!OBSOLETE FUNCTION, RETAINED AS AN EXAMPLE!!!
+        Fill in dataset numpy array with one solution
+        using one hot coding
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        """
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i, _tok] = 1.0
+
+    def _fillInCategorical(self, ds, sample_idx, seq):
+        """
+        Fill in dataset numpy array with one solution
+        using categorical coding
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        """
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i] = _tok
+
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset 
+        in the form of a pair of numpy arrays
+        with one hot token coding of each token and 
+        fixed length of sequences
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        - list of two datasets in numpy form ready for processing with DNN,
+          where each sequence of tokens is an array slice,
+          and tokens are represented with one hot coding
+        """
+        _np_ds1 = np.zeros(shape=(len(samples), self.seq_length), 
+                           dtype=np.int32)
+        _np_ds2 = np.zeros(shape=(len(samples), self.seq_length), 
+                           dtype=np.int32)            
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _seq1 = self.problems_solutions[_p1_idx][_s1_idx]
+            _seq2 = self.problems_solutions[_p2_idx][_s2_idx]
+            self._fillInCategorical(_np_ds1, _i, _seq1)
+            self._fillInCategorical(_np_ds2, _i, _seq2)
+        return [_np_ds1, _np_ds2]
+#---------------- End of class SeqTok2WaySimDS -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py
new file mode 100644
index 0000000000000000000000000000000000000000..32208d5d77422baeb5c1b3fca001f9fccf218f60
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py
@@ -0,0 +1,103 @@
+"""
+Module for constracting TF dataset of sequence of tokens
+for similarity analysis
+Loads tokenized samples of source codes solving programming 
+problems and 
+constructs data set of samples for similarity analysis.
+Each sample is a pair of problem solutions.
+"""
+import sys
+import os
+import math
+
+from TokensSimilDS import SimilarityDSMaker
+from DoubleSeqTfDS import DoubleSeqTfDataset
+
+class SeqTok2WaySimDsTF(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser 
+    by sequence of tokens technique
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test = 0,
+                 labels01 = True, batch = 512):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        - batch           -- batch size for TF dataset
+        """
+        super(SeqTok2WaySimDsTF, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test, labels01 = labels01)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+        self.batch_size = batch
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Datasets of from_generator type
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as numpy array
+                                 If labels is None, the dataset is test dataset
+        Returns:
+        - Tensorflow dataset combined from 
+          * two tensorflow datasets representing each sequence of tokens; and
+          * tensorflow dataset rezenting labels 
+        """
+        _seq1 = [self.problems_solutions[_s[0]][_s[1]] for _s in samples]
+        _seq2 = [self.problems_solutions[_s[2]][_s[3]] for _s in samples]
+        _ds =  DoubleSeqTfDataset.makeDoubleSeqDataset(
+            _seq1, _seq2, labels, self.batch_size)
+        return _ds
+#---------------- End of class SeqTok2WaySimDsTF -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..29d818ca98890c0cae5fdc3423022399a45e5376
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py
@@ -0,0 +1,133 @@
+"""
+Module for constracting dataset for classifying code of problem solution
+The problem solutions are represented with sequences of source code tokens
+
+Extends module TokensClassifDS with 
+capability of computing samples of sequence of tokens 
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensClassifDS import ClassifDSMaker
+
+class SeqTokDataset(ClassifDSMaker):
+    """
+    Class for making datasets
+    to train sequence of tokens classifiers
+    Specializes parent class with 
+    functions computing samples as sequences of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test_part = 0,
+                 balanced_split = False):
+        """
+        Initialize object SeqTokDataset with files to process
+
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test_part       -- fraction of data reserved for test set   
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        self.seq_length = max_seq_length        
+        super(SeqTokDataset, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, 
+            max_n_problems = max_n_problems,
+            short_code_th = short_code_th, 
+            long_code_th = long_code_th,
+            test_part = test_part,
+            balanced_split = balanced_split)
+        
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def _makeOneHot(self, samples):
+        """
+        Make one hot coding samples
+        !!!DEPRECATED FUNCTION RETAINED AS AN EXAMPLE!!!
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        _samples = \
+            np.zeros(shape=(len(samples), self.seq_length, 
+                            self.n_token_types), dtype=np.float32)
+        for _i, _seq in enumerate(samples):
+            for _j, _tok in enumerate(_seq[0 : min(len(_seq), 
+                                                   self.seq_length)]):
+                _samples[_i, _j, _tok] = 1.0
+        return _samples
+
+    def _makeCategorical(self, samples):
+        """
+        Make samples with categorical coding 
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        _samples = \
+            np.zeros(shape=(len(samples), self.seq_length),
+                            dtype=np.int32)
+        for _i, _seq in enumerate(samples):
+            for _j, _tok in enumerate(
+                    _seq[0 : min(len(_seq), self.seq_length)]):
+                     _samples[_i, _j] = _tok + 1
+        return _samples
+
+    def makeShuffledSamples(self, samples):
+        """
+        Makes shuffled samples (sequence of tokens) ready for DNN
+
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        if self.seq_length is None:
+            self.seq_length = self.code_max_length        
+        _samples =  self._makeCategorical(samples)
+        return _samples
+#---------------- End of class BagOfTokensLoader -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..2674ca195c4120b757ab485e9bf87ad53ec8ac7f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py
@@ -0,0 +1,114 @@
+"""
+Module for constracting dataset of sequence of tokens
+for similarity analysis
+The samples are coded as 2 concatenated vectors 
+representing tokens by one-hot coding
+
+Number of classes (lables) is defined automatically
+
+This implementation of does not support creation of test datset 
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensSimilDS import SimilarityDSMaker
+
+class SeqTokSimilarityDS(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser of sequence of tokens
+    Specializes parent class withcomputing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None,
+                 test = 0):
+        """
+        Initialize object SeqTokSimilarityDS with files to process
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(SeqTokSimilarityDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(tokens)
+
+    def _fillInSimDataset(self, ds, sample_idx, seq, sol_idx):
+        """
+        Fill in similarity dataset with one solution
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        - sol_idx     -- index of the solution in similarity sample
+        """
+        _displacement = sol_idx * self.n_token_types
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i, _tok + _displacement] = 1.0
+        
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of numpy array
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        numpy array of the constructed dataset
+        """
+        _np_ds = np.zeros(shape=(len(samples), self.seq_length, 
+                                 self.n_token_types * 2), dtype=np.float32)
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _seq1 = self.problems_solutions[_p1_idx][_s1_idx]
+            _seq2 = self.problems_solutions[_p2_idx][_s2_idx]
+            self._fillInSimDataset(_np_ds, _i, _seq1, 0)
+            self._fillInSimDataset(_np_ds, _i, _seq2, 1)
+        return _np_ds
+#---------------- End of class SeqTokSimilarityDS -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py
new file mode 100644
index 0000000000000000000000000000000000000000..a532657a163b79714f3a85772701168f97409916
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py
@@ -0,0 +1,210 @@
+
+"""
+Program for predicting similarity of two source code files by 
+Sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ExpSiamModel      import ExpSiameseModelFactory
+from FuncModelMaker    import *
+from ProgramArguments  import *
+from Utilities         import *
+from DsUtilities       import DataRand
+from ModelUtils        import UniqueSeed
+
+def makeDNN(n_tokens, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - args      -- parsed main program arguments
+    """
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = FuncModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.siameseSimilarityCNN(
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print("Siamese DNN for similarity analysis is constructed")
+    else:
+        _model_factory = ExpSiameseModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.makeCNN(args.dnn,
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print(f"Experimental dnn {args.dnn} is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    UniqueSeed.setSeed(args.seed_model)
+
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_loss', 
+                                                  patience=args.patience)
+    callbacks = [early_stop]
+    #callbacks = []
+
+    def lrScheduler(epoch, lr):
+        """
+        Utility function of learning rate scheduler
+        Parameters:
+        - epoch   -- current epoch
+        - lr      -- current learning rate
+        Returns new learning rate
+        """
+        if epoch < 10:
+            return lr
+        else:
+            return lr * tf.math.exp(-0.1)
+            
+        lrUpdate = \
+            tf.keras.callbacks.LearningRateScheduler(
+                lrScheduler, verbose=1)
+
+    lrOnPlateaur = tf.keras.callbacks.ReduceLROnPlateau(
+        monitor='val_loss', factor=0.98, patience=2, 
+        cooldown=0, min_delta=0.0001, min_lr=0.00025, verbose=2)
+    #callbacks.append(lrOnPlateaur)
+
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, args)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+
+    if args.sim_weight:
+        _w_sim = args.sim_weight / (1.0 + args.sim_weight)
+        _w_dissim = 1 - _w_sim
+        history = _dnn.fit(_train_ds[0],
+                           validation_data = _val_ds[0],
+                           class_weight = {0: _w_dissim, 1: _w_sim},
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)    
+    else:
+        history = _dnn.fit(_train_ds[0].repeat(),
+                           validation_data = _val_ds[0],
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH SEQUENCE OF TOKENS TECHNIQUE BY SIAMESE DNN")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code similarity analysis by Siamese DNN",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    parser.add_argument("--side_dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--merge", type=str, 
+                        default="concatenate", 
+                        choices=["concatenate", "subtract",
+                                 "dot_prod_sigmoid", "cosine"],
+                        help="method of merging outputs of siamese blocks of dnn")
+    parser.add_argument('--symmetric_labels', action='store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--sim_weight", default = None, type=float,
+                        help = "weight of similar samples")
+    parser.add_argument("--steps_per_epoch", default = None, type=int,
+                        help = "Steps per training epoch")
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py
new file mode 100644
index 0000000000000000000000000000000000000000..5360fbffee47f7e54682651eaafa9d0f775609cb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py
@@ -0,0 +1,161 @@
+"""
+Program for predicting similarity of two source code files by 
+Sequence or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/PostProcessor",
+                 f"{main_dir}/CommonFunctions"])
+
+from Utilities        import resetSeeds
+from DsUtilities      import DataRand
+from ProgramArguments import *
+from SimilConfusion   import SimilConfusAnalysis
+
+def predict(dnn, ds, batch = 32):
+    """
+    Predict if dataset samples represent similar or dissimilar 
+    source code solutions of problems
+    Parameters:
+    - dnn   -- neural network classifier
+    - ds    -- dataset as numpy array of samples
+    - batch -- batch size for running dnn
+    Returns: numpy array of prdiction probabilities
+    """
+    return dnn.predict(ds, batch_size = batch)
+
+
+def train(dnn, train_ds, val_ds, epochs,
+          batch_size, history_fn, verbose):
+    """
+    Train given DNN on given dataset
+
+    - dnn            -- DNN compiled and optimized
+    - train_ds       -- Training dataset as a pair 
+                        of sample and lables arrays
+    - val_ds         -- Validation dataset as a pair 
+                        of sample and lables arrays
+    - epochs         -- Number of training epochs
+    - batch_size     -- Training batch size
+    - verbose        -- Keras mode of verbosity: 0, 1, 2
+    """
+    history = dnn.fit(train_ds[0], train_ds[1],
+                      epochs = epochs, batch_size = batch_size,
+                      validation_data = (val_ds[0], val_ds[1]),
+                      verbose = verbose)
+
+    with open(history_fn, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    
+    if args.model == 'basic':
+        from SeqTokSimDataset import SeqTokSimilarityDS
+        from SeqModelMaker    import SeqModelFactory
+        _ds = SeqTokSimilarityDS(args.dataset,
+                                 min_n_solutions = args.min_solutions,
+                                 max_n_problems = args.problems,
+                                 short_code_th = args.short_code,
+                                 long_code_th = args.long_code,
+                                 max_seq_length = args.seq_len)
+
+        _model_factory = SeqModelFactory(_ds.n_token_types * 2, 1)
+        _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                     input_type = args.coding,
+                                     pool = args.pool,
+                                     conv_act = args.conv_act,
+                                     regular = (args.l1, args.l2),
+                                     optimizer = args.optimizer)
+        print("Basic model for sequence similarity is constructed")
+    else:
+        from SeqTok2WaySimDataset import SeqTok2WaySimDS
+        from FuncModelMaker       import FuncModelFactory
+        _ds = SeqTok2WaySimDS(args.dataset,
+                              min_n_solutions = args.min_solutions,
+                              max_n_problems = args.problems,
+                              short_code_th = args.short_code,
+                              long_code_th = args.long_code,
+                              max_seq_length = args.seq_len)
+
+        _model_factory = FuncModelFactory(1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.twoWaySimilarityCNN(_ds.n_token_types,
+                                                  _convolutions,
+                                                  args.dense,
+                                                  pool = args.pool,
+                                                  side_dense = [],
+                                                  conv_act = args.conv_act,
+                                                  shared = (args.model == 'symmetric'),
+                                                  input_type = args.coding,
+                                                  embedding_dim = args.embed,
+                                                  optimizer = args.optimizer)
+        print("Two way model for sequence similarity is constructed")
+        
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+    train(_dnn, _train_ds, _val_ds, args.epochs,
+          args.batch, args.history, args.progress)
+
+    del _train_ds
+    _val_samples, _labels, _annotations = _val_ds
+    _prob = predict(_dnn, _val_samples, batch = args.batch)
+    _confusion = SimilConfusAnalysis(_prob, _labels, _ds.solution_names,
+                                     _ds.problems, _annotations)
+    _confusion.writeReport()
+
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH SEQUENCE OF TOKENS TECHNIQUE")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code similarity analysis",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser.add_argument("--model", type=str, 
+                        default= "basic",
+                        choices=["basic", "two_way", "symmetric"],
+                        help="classifier model: " +
+                        "either basic or two_way or symmetric two_way")
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py b/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py
new file mode 100644
index 0000000000000000000000000000000000000000..ba8b73b596c035dd03fec26b77016293bdb475ef
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py
@@ -0,0 +1,182 @@
+"""
+Program for verification of downloaded classification datsets.
+"""
+import sys
+import os
+from os import path
+import argparse
+import csv
+
+def readDataset(cvs_file):
+    """
+    Read datset problems and solutions from csv file
+    Parameters;
+    - cvs_file  -- csv file defining dataset
+    Returns:
+    - dictionary defining loaded datsets
+    - number of samples in the loaded datasets
+    - number of errors found
+    """
+    _n_errors = 0
+    if not os.path.exists(cvs_file):
+        sys.exit(f"File {cvs_file} with datset is not found")
+    _problem_dict = {}
+    _n_samples = 0
+    with open(cvs_file, newline='') as _:
+        _reader = csv.reader(_)
+        next(_reader)
+        for _p, _s in _reader:
+            _n_samples += 1
+            try:
+                if _s in _problem_dict[_p]:
+                    print(f"Error: multiple occrrences of solution {_s} of problem {_p} occurred file {cvs_file}")
+                    _n_errors +=1
+                _problem_dict[_p].add(_s)
+            except KeyError:
+                _problem_dict[_p] = {_s}
+    return _problem_dict, _n_samples, _n_errors
+
+def compareDatasets(test, train):
+    """
+    Compare training and testing datasets
+    Parameters:
+    - test   -- dictionary defining test dataset
+    - train  -- dictionary defining training dataset
+    Returns:
+    - minimal value of test fraction of samples
+    - maximal value of test fraction of samples
+    - number of errors found
+    """
+    _max_test = 0
+    _min_test = 1.0
+    _n_errors = 0
+    for _p, _test_sols in test.items():
+        try:
+            _train_sols = train[_p]
+            _common_sols = _test_sols & _train_sols
+            if _common_sols:
+                print(f"Error: common solutions of problem {_p} in test and train datasets")
+                _n_errors +=1
+            _test_part = float(len(_test_sols)) / float(len(_train_sols))
+            _max_test = max(_max_test, _test_part)
+            _min_test = min(_min_test, _test_part)
+        except KeyError:
+            print(f"Problem {_p} is only in test dataset but not in training one")
+            _n_errors +=1
+    for _p, _sols in train.items():
+        if _p not in test:
+            print(f"Problem {_p} is only in training dataset but not in test one")
+            _n_errors +=1
+    return _min_test, _max_test, _n_errors
+
+def checkDsVsDir(ds, ds_dir):
+    """
+    Check loaded dataset with respect to source datset directory
+    Parameters:
+    - ds      -- dictionary defining dataset to be checked
+    - ds_dir  -- directory with source dataset
+    Returns:
+    - number of errors found
+    """
+    _n_errors = 0
+    for _p, _sols in ds.items():
+        if not os.path.exists(f"{ds_dir}/{_p}"):
+            print(f"Problem {_p} is not in dataset directory {ds_dir}")
+            _n_errors +=1
+            for _s in _sols:
+                if not os.path.exists(f"{ds_dir}/{_p}/{_s}"):
+                    print(f"Solution {_s} is not in problem directory {ds_dir}/{_p}")
+                    _n_errors +=1
+    return _n_errors
+
+def checkDirVsDatasets(source, test, train):
+    """
+    Check source dataset directory with respect to loaded test and training datasets
+    Parameters:
+    - source  -- directory with source dataset
+    - test    -- dictionary defining test dataset to be checked
+    - train   -- dictionary defining training dataset to be checked
+    Returns:
+    - number of problems in source dataset directory
+    - total number of solutions (samples) in source dataset directory
+    - number of errors found
+    """
+    _problems = os.listdir(source)
+    _n_solutions = 0
+    _n_errors = 0
+    if not _problems:
+        sys.exit(f"Directory {source} of source code dataset is empty")
+    for _p in _problems:
+        if _p not in test:
+            print(f"Error: problem {_p} is not in test dataset")
+            _n_errors +=1
+        if _p not in train:
+            print(f"Error: problem {_p} is not in train dataset")
+            _n_errors +=1
+        _solutions = os.listdir(f"{source}/{_p}")
+        _n_solutions += len(_solutions)
+        if not _solutions:
+            sys.exit(f"Directory {source}/{_p} of source code dataset is empty")
+            for _s in _solutions:
+                if (_s not in test[_p]) or (_s not in train[_p]):
+                    print(f"Error: solution {_s} of problem {_p} is neither in test not in training dataset")
+
+                    _n_errors +=1
+    return len(_problems), _n_solutions, _n_errors
+#------------- End of functions -----------------------------
+
+def main(args):
+    """
+    Main function of program for verifying dataset
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        sys.exit(f"Directory {args.ds} of source code dataset is not found")
+    n_total_errors = 0
+    test_ds, test_size, n_errors = readDataset(args.test)
+    n_total_errors += n_errors
+    train_ds, train_size, n_errors = readDataset(args.train)
+    n_total_errors += n_errors
+    min_test, max_test, n_errors = compareDatasets(test_ds, train_ds)
+    n_errors = checkDsVsDir(test_ds, args.ds)
+    n_total_errors += n_errors
+    n_errors = checkDsVsDir(train_ds, args.ds)
+    n_total_errors += n_errors
+    n_source_problems, n_source_solutions, n_errors = \
+            checkDirVsDatasets(args.ds, test_ds, train_ds)
+    n_total_errors += n_errors
+    print(f"Source dataset directory has {n_source_problems} problems with {n_source_solutions} total solutions")
+    print(f"Test dataset has {test_size} samples, which are solutions of {len(test_ds)} problems")
+    print(f"Training dataset has {train_size} samples, which are solutions of {len(train_ds)} problems")
+    print(f"Test fraction varies from {min_test *100}% to {max_test*100}% of number of training solutions of each problem")
+    if n_total_errors:
+        print(f"There were found {n_total_errors} errors in datasets")
+    else:
+        print("No errors were found in test and training datasets")
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nVERIFYING CONSISTENSY OF TESTING AND TRAINING CLASSIFICATION DATASETS")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Verication of testing and trainingg classification datsets")
+    parser.add_argument("ds", type=str,
+                        help="Directory with source dataset")
+    parser.add_argument("test", type=str, 
+                        help="file with test dataset")
+    parser.add_argument("train", type=str, 
+                        help="file with training and validation datset")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py b/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py
new file mode 100644
index 0000000000000000000000000000000000000000..ea6532de5ac24ffb1b380c58670c5199cb083ceb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py
@@ -0,0 +1,479 @@
+"""
+Program for verification of downloaded classification datsets.
+"""
+import sys
+import os
+from os import path
+import argparse
+import csv
+
+class DsProblemStat:
+    """
+    Statistics on problems usage in dataset
+    """
+    def __init__(self):
+        self.similar_left = set()
+        self.similar_right = set()
+        self.n_similar_left = 0
+        self.n_similar_right = 0
+        self.left = set()
+        self.n_left = 0
+        self.right = set() 
+        self.n_right = 0
+
+    def update_similar(self, s1, s2):
+        """
+        Update statistics for similarity sample
+        Parameters:
+        s1, s2 -- solutions used in similarity sample
+        """
+        self.similar_left.add(s1)
+        self.similar_right.add(s2)
+        self.n_similar_right += 1
+        self.n_similar_left += 1
+ 
+    def update_left(self, s):
+        """
+        Update statistics for dissimilarity sample
+        """
+        self.left.add(s)
+        self.n_left += 1           
+
+    def update_right(self, s):
+        """
+        Update statistics for dissimilarity sample
+        """
+        self.right.add(s)
+        self.n_right += 1
+#-------End of class DsProblemStat ------------------------
+
+class SamplePartStat:
+    """
+    Statistics of the part of set of samples:
+    similar, left or right
+    """
+    def __init__(self):
+        """
+        Initialize statistics of the part of sample:
+        similar, left or right
+        """
+        self.min_fract_sol_used = 1
+        self.max_fract_sol_used = 0
+        self.min_uniqueness     = 1
+        self.max_uniqueness     = 0
+        self.sols_used          = 0
+        self.n_total            = 0
+
+    def update(self, n_unique, n_used, n_total):
+        """
+        Update statistics of the part of sample 
+        with data on solutions of one problem
+        Parameters:
+        - n_unique  -- number of unique problem solutions used in samples
+        - n_used    -- number of total problem solutions used in samples
+        - n_total   -- number of all problem solutions existed
+        """
+        #Fraction of all problem solutions used in samples
+        _fract_used = float(n_unique) / float(n_total)
+        self.min_fract_sol_used = min(self.min_fract_sol_used, _fract_used)
+        self.max_fract_sol_used = max(self.max_fract_sol_used, _fract_used)
+        #Ratio of number of problem solutions are used in sample to 
+        #number of cases where the problem is used in samples
+        #Indicator how unique is usage of solution in the samples
+        _uniqueness = float(n_unique) / float(n_used)
+        self.min_uniqueness = min(self.min_uniqueness, _uniqueness)
+        self.max_uniqueness = max(self.max_uniqueness, _uniqueness)
+        #Number of cases where problem is used in the samples
+        self.sols_used += n_unique
+        self.n_total += n_total
+
+    def report(self, title):
+        """
+        Report statistics
+        """
+        print(title)
+        print(f"Total {self.sols_used} from all {self.n_total} " +
+              "of problem solutions are used")
+        print("Fraction of used problem solutions varies from " + 
+              f"{self.min_fract_sol_used:5.3f} to {self.max_fract_sol_used:5.3f} ")
+        print("Uniqueness of used problem solutions varies from " + 
+              f"{self.min_uniqueness:7.5f} to {self.max_uniqueness:7.5f}")
+#-------End of class SamplePartStat ------------------------
+
+class DsStat:
+    """
+    Class defining statistics of dataset: test validation or training
+    """
+    def __init__(self):
+        self.simil_left_stat = SamplePartStat()
+        self.simil_right_stat = SamplePartStat()
+        self.left_stat  = SamplePartStat()
+        self.right_stat = SamplePartStat()
+        self.total_sols = 0
+        self.min_sols = 999999999
+        self.min_problem = None
+        self.max_sols = 0
+        self.max_problem = None
+        self.n_problems = 0
+
+    def update(self, problem, problem_stat, n_total):
+        """
+        Update statistics of problem solutions usage
+        Parameters:
+        - problem       -- problem name
+        - problem_stat  -- Statistics of problem solutions
+                           in the form of DsProblemStat object
+        - n_total       -- Total number of solutions of the problem
+        """
+        self.simil_left_stat.update(len(problem_stat.similar_left), 
+                                    problem_stat.n_similar_left, 
+                                    n_total)
+        self.simil_right_stat.update(len(problem_stat.similar_right), 
+                                    problem_stat.n_similar_right, 
+                                    n_total)
+        self.left_stat.update(len(problem_stat.left), 
+                                    problem_stat.n_left, 
+                                    n_total)
+        self.right_stat.update(len(problem_stat.right), 
+                                    problem_stat.n_right, 
+                                    n_total)
+        #Number of all problem solutions existed
+        self.total_sols += n_total
+        #Minimum number of problem solutions
+        if n_total < self.min_sols:
+            self.min_sols = n_total
+            self.min_problem = problem
+        #Maximum number of problem solutions
+        if n_total > self.max_sols:
+            self.max_sols = n_total
+            self.max_problem = problem
+        self.n_problems += 1
+
+    def update_solutions(self, n_total):
+        """
+        Update statistics of dataset problem solutions
+        with data on solutions of one problem
+        - n_total  -- number of all problem solutions existed
+        """
+        #Number of all problem solutions existed
+        self.total_sols += n_total
+        #Minimum number of problem solutions
+        self.min_sols = min(self.min_sols, n_total)
+        #Maximum number of propblem solutions
+        self.max_sols = max(self.max_sols, n_total)
+        self.n_problems += 1
+
+    def report(self, title):
+        """
+        Printing report of dataset statistics
+        Parameters:
+        - title  -- title of the report
+        """
+        print(title)
+        print(f"Dataset uses {self.n_problems} problems " +
+              f"having total {self.total_sols} solutions")
+        print("Average number of problem solutions " + 
+              f"is {float(self.total_sols) / float(self.n_problems)}")
+        print(f"Problem {self.min_problem} has lowest " + 
+              f"number {self.min_sols} of solutions")
+        print(f"Problem {self.max_problem} has highest " + 
+              f"number {self.max_sols} of solutions")
+        self.simil_left_stat.report("Statistics of left side of similarity samples:")
+        self.simil_right_stat.report("Statistics of right side of similarity samples:")
+        self.left_stat.report("Statistics of left side of dissimilarity samples:")
+        self.right_stat.report("Statistics of right side of dissimilarity samples:")
+        print("\n")
+#-------End of class DsStat ------------------------
+ 
+def readDsProblems(fname):
+    """
+    Read problems of the dataset
+    Parameters:
+    -fname  -- file name
+    Returns: 
+    - initialized dictionary
+       * key    - problem name
+       * value  - dictionary of number of problem used 
+                  in similar and dissimilar samples as right and left one
+    - number of errors found
+    """
+    if not os.path.exists(fname):
+        sys.exit(f"File {fname} of problems of datset is not found")
+    _problem_dict = {}
+    _n_errors = 0
+    with open(fname) as _f:
+        for _p in _f:
+            _p = _p.rstrip('\n')
+            if _p in _problem_dict:
+                print(f"Error: multiple occurrences of problem {_p} in file{fname}")
+                _n_errors +=1
+            else:
+                _problem_dict[_p] = DsProblemStat()
+    return _problem_dict, _n_errors
+
+def readDsSamples(cvs_file, problems):
+    """
+    Read samples of dataset
+    Parameters;
+    - cvs_file  -- csv file defining dataset
+    - problems  -- dictionary of problems of the dataset
+                   key:    problem name
+                   value:  Statistics of problem usage 
+                           in the form of DsProblemStat
+    Fills in problems(dictionary of problems of the dataset)
+    Returns:
+    - number of samples in the loaded datasets
+    - number of similar samples
+    - number of dissimilar samples
+    - number of errors found
+    """
+    _n_errors = 0
+    if not os.path.exists(cvs_file):
+        sys.exit(f"File {cvs_file} with datset is not found")
+    _n_samples = 0
+    _n_similar = 0
+    _n_disssimilar = 0
+    with open(cvs_file, newline='') as _:
+        _reader = csv.reader(_)
+        next(_reader)
+        for _p1, _s1, _p2, _s2 in _reader:
+            _n_samples += 1
+            if _p1 not in problems:
+                print(f"Error: problem {_p1} occurred in file {cvs_file} " +
+                      "is not among problems of that dataset")
+                _n_errors +=1
+            if _p2 != _p1 and _p2 not in problems:
+                print(f"Error: problem {_p2} occurred in file {cvs_file} " +
+                      "is not among problems of that dataset")
+                _n_errors +=1
+            if _p1 == _p2:
+                _n_similar += 1
+                problems[_p1].update_similar(_s1, _s2)
+            else:
+                _n_disssimilar += 1
+                problems[_p1].update_left(_s1)
+                problems[_p2].update_right(_s2)             
+    return _n_samples, _n_similar, _n_disssimilar, _n_errors
+
+def checkNoCommonProblems(ds1, ds2, fname1, fname2):
+    """
+    Check that no common problems in two datasets
+    Parameters:
+    - ds1     -- 1-st dataset as dictionary of its problems
+                 dictionary of problems of the dataset
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - ds2     -- 2-nd dataset as dictionary of its problems
+                 similar to ds1
+    - fname1  -- file name of 1-st dataset
+    - fname2  -- file name of 2-nd dataset
+    Returns number of errors found
+    """
+    _n_errors = 0
+    _common_problems = frozenset(ds1.keys()).intersection(ds2.keys())
+    if _common_problems:
+        _n_errors = len(_common_problems)
+        print(f"Error datasets {fname1} and {fname2} " +
+              "have following {_n_errors} common problems:")
+        print(_common_problems)
+    return _n_errors
+
+def checkDsSolVsDir(problem, solutions, ds_fn, ds_dir, fn_extension):
+    """
+    Check that all solutiosn of a given problem are in dataset
+    Parameters:
+    - problem   -- problem to check
+    - solutions -- set of solutions to check
+    - ds_fn     -- file name of dataset whose problem 
+                   and solutions are checked 
+    - ds_dir    -- directory with source dataset
+    - fn_extension -- extensions of source code files of problem solutions
+    Returns number of errors
+    """
+    _n_errors = 0
+    for _s in solutions:
+        if not os.path.exists(f"{ds_dir}/{problem}/{_s}.{fn_extension}"):
+            print(f"Solution {_s}.{fn_extension} occurring in file {ds_fn} " +
+                  f"is not in problem directory {ds_dir}/{problem}")
+            _n_errors +=1
+    return _n_errors
+
+def checkDsVsDir(ds, ds_dir, ds_fn, fn_extension):
+    """
+    Check loaded dataset with respect to source dataset directory
+    Parameters:
+    - ds      -- dictionary defining dataset to be checked
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - ds_dir  -- directory with source dataset
+    - ds_fn     -- file name of dataset whose problem 
+                   and solutions are checked
+    - fn_extension -- extensions of source code files of problem solutions
+    Returns:
+    - number of errors found
+    """
+    _n_errors = 0
+    for _p, _samples in ds.items():
+        if not os.path.exists(f"{ds_dir}/{_p}"):
+            print(f"Problem {_p} is not in dataset directory {ds_dir}")
+            _n_errors +=1
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.similar_right, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.similar_left, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.right, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.left, ds_fn, ds_dir, fn_extension)
+    return _n_errors
+
+def checkDirVsDatasets(source, train, val, test):
+    """
+    Check that all problems from source dataset directory are in one 
+    of datasets
+    Parameters:
+    - source  -- directory with source dataset
+    - train   -- dictionary defining training dataset to be checked
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - val     -- dictionary defining validation dataset to be checked
+                 similar to train
+    - test    -- dictionary defining test dataset to be checked
+                 similar to train
+    Returns:
+    - number of problems in source dataset directory
+    - number of solutions in source dataset directory
+    - number of errors found
+    """
+    _test_stat  = DsStat()
+    _val_stat   = DsStat()
+    _train_stat = DsStat()
+    
+    _problems = os.listdir(source)
+    _n_total_solutions = 0
+    _n_errors = 0
+    if not _problems:
+        sys.exit(f"Directory {source} of source code dataset is empty")
+    for _p in _problems:
+        _solutions = os.listdir(f"{source}/{_p}")
+        _n_solutions = len(_solutions)
+        if not _solutions:
+            print(f"Error: Directory {source}/{_p} of source code dataset is empty")
+            _n_errors += 1
+            continue
+        _n_total_solutions += _n_solutions
+        if _p in test:
+            _test_stat.update(_p, test[_p], _n_solutions)
+        elif _p in train:
+            _train_stat.update(_p, train[_p], _n_solutions)
+        elif _p in val:
+            _val_stat.update(_p, val[_p], _n_solutions)
+        else:
+            print(f"Error: problem {_p} is not present in any datasets")
+            _n_errors +=1
+    print("\n")
+    _train_stat.report("Statistics of training dataset")
+    _val_stat.report("Statistics of validation dataset")
+    _test_stat.report("Statistics of test dataset")
+    return len(_problems), _n_total_solutions, _n_errors
+#------------- End of functions -----------------------------
+
+def main(args):
+    """
+    Main function of program for verifying dataset
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        sys.exit(f"Directory {args.source} of source code dataset is not found")
+    n_total_errors = 0
+    train_problems, _n_errors = readDsProblems(args.train_problems)
+    n_total_errors += _n_errors
+    val_problems, _n_errors = readDsProblems(args.val_problems)
+    n_total_errors += _n_errors
+    test_problems, _n_errors = readDsProblems(args.test_problems)
+    n_total_errors += _n_errors
+
+    n_trains, n_train_similars, n_train_dissimilars, _n_errors = \
+                    readDsSamples(args.train_samples, train_problems)
+    n_total_errors += _n_errors
+    n_vals, n_val_similars, n_val_dissimilars, _n_errors = \
+                    readDsSamples(args.val_samples, val_problems)
+    n_total_errors += _n_errors
+    n_tests, n_test_similars, n_test_dissimilars, _n_errors = \
+                    readDsSamples(args.test_samples, test_problems)
+    n_total_errors += _n_errors
+
+    n_total_errors += checkNoCommonProblems(train_problems, val_problems, 
+                                            args.train_problems, 
+                                            args.val_problems)
+    n_total_errors += checkNoCommonProblems(train_problems, test_problems, 
+                                            args.train_problems, 
+                                            args.test_problems)
+    n_total_errors += checkNoCommonProblems(test_problems, val_problems, 
+                                            args.test_problems, 
+                                            args.val_problems)
+
+    n_total_errors += checkDsVsDir(train_problems, args.ds, 
+                                   args.train_samples, args.sol_ext)
+    n_total_errors += checkDsVsDir(val_problems, args.ds, 
+                                   args.val_samples, args.sol_ext)
+    n_total_errors += checkDsVsDir(test_problems, args.ds, 
+                                   args.test_samples, args.sol_ext)
+
+    print(f"Training dataset has {n_trains} samples: " +
+          f"{n_train_similars} similar and {n_train_dissimilars} " +
+          f"dissimilar ones built on {len(train_problems)} problems")
+    print(f"Validation dataset has {n_vals} samples: " +
+          f"{n_val_similars} similar and {n_val_dissimilars} " +
+          f"dissimilar ones built on {len(val_problems)} problems")
+    print(f"Test dataset has {n_trains} samples: " +
+          f"{n_test_similars} similar and {n_test_dissimilars} " +
+          f"dissimilar ones built on {len(test_problems)} problems")
+
+    n_source_problems, n_source_solutions, _n_errors = checkDirVsDatasets(
+        args.ds, train_problems, val_problems, test_problems)
+    print(f"Source dataset directory has {n_source_problems} problems " +
+          f"with {n_source_solutions} total solutions")
+    
+    if n_total_errors:
+        print(f"There were found {n_total_errors} errors in datasets")
+    else:
+        print("No errors were found in test and training datasets")
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nVERIFYING CONSISTENCY OF TESTING, VALIDATION AND TRAINING SIMILARITY DATASETS")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Verication of testing, validation and training datsets " +
+        "of similarity analysis")
+    parser.add_argument("ds", type=str,
+                        help="Directory with source dataset")
+    parser.add_argument("--test_samples", type=str, 
+                        help="file with samples of test dataset")
+    parser.add_argument("--val_samples", type=str, required=True,
+                        help="file with samples of validation dataset")
+    parser.add_argument("--train_samples", type=str, required=True,
+                        help="file with samples of training datset")
+    parser.add_argument("--test_problems", type=str, required=True,
+                        help="file with problems of test dataset")
+    parser.add_argument("--val_problems", type=str, required=True,
+                        help="file with problems of validation dataset")
+    parser.add_argument("--train_problems", type=str, required=True,
+                        help="file with problems of training datset")
+    parser.add_argument("--sol_ext", type=str, default="cpp",
+                        help="extentions of files with solutions")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/notebooks/Project_CodeNet_LangClass.ipynb b/notebooks/Project_CodeNet_LangClass.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..81081b9d5bc4895ed6b6ce157e94e8dfa87a0d9e
--- /dev/null
+++ b/notebooks/Project_CodeNet_LangClass.ipynb
@@ -0,0 +1,872 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Zmw-nFX6Q_T7"
+   },
+   "source": [
+    "# Project CodeNet Language Classification\n",
+    "\n",
+    "> Copyright (c) 2021 International Business Machines Corporation  \n",
+    "Prepared by [Geert Janssen](geert@us.ibm.com>)\n",
+    "\n",
+    "## Introduction\n",
+    "\n",
+    "This notebook takes you through the steps of a simple experiment that shows\n",
+    "how to create and exercise a Keras model to detect the language of a piece of\n",
+    "source code. We will be using TensorFlow as its backend.\n",
+    "For convenience, all the necessary steps will be in this single notebook.\n",
+    "One might want to factor out some parts and put them in separate Python files\n",
+    "for training, testing and inference.\n",
+    "\n",
+    "Let's start with a few obligatory imports:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "AdZRI-dTRLhk"
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import re\n",
+    "import requests\n",
+    "import tarfile\n",
+    "import shutil"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "jJ6feP0BRQdO"
+   },
+   "source": [
+    "## Approach\n",
+    "\n",
+    "Classification means determining the class a given sample belongs to. In our\n",
+    "case we want to determine the programming language in which a given piece of code\n",
+    "is written. There are many different ways of solving this problem. Here we\n",
+    "choose a neural network approach where we train a convolutional model to do\n",
+    "our bidding. The input will be a sample of source code and the output is an\n",
+    "indication of its language.\n",
+    "\n",
+    "We will treat the input at the character level. We will assume that the input\n",
+    "source file is mostly ASCII characters and the input to the neural network is\n",
+    "an encoding of a small, fixed set of characters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "-nrFdl8GRZZs",
+    "outputId": "b213803b-9493-4e53-d591-ad572eb934a4"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "alphabet size: 68\n",
+      "one-hot encoding for character c: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
+     ]
+    }
+   ],
+   "source": [
+    "letter = 'abcdefghijklmnopqrstuvwxyz'\n",
+    "digits = '0123456789'\n",
+    "others = '!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'\n",
+    "alphabet = letter + digits + others\n",
+    "print('alphabet size:', len(alphabet))\n",
+    "\n",
+    "# all-zeroes padding vector:\n",
+    "pad_vector = [0 for x in alphabet]\n",
+    "\n",
+    "# pre-calculated one-hot vectors:\n",
+    "supported_chars_map = {}\n",
+    "\n",
+    "for i, ch in enumerate(alphabet):\n",
+    "  vec = [0 for x in alphabet]\n",
+    "  vec[i] = 1\n",
+    "  supported_chars_map[ch] = vec\n",
+    "\n",
+    "print('one-hot encoding for character c:', supported_chars_map['c'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "V3CtDPm-Rt8y"
+   },
+   "source": [
+    "## Data\n",
+    "\n",
+    "For simplicity and to keep the (training) run-time within reasonable bounds, we\n",
+    "use a selection of source files from Project CodeNet written in 10 different\n",
+    "languages. For each language we select a 100 files of a size of at least 1000\n",
+    "bytes but no larger than 5000 bytes. For each language, 10 files out the 100\n",
+    "are set aside for testing the model.\n",
+    "\n",
+    "### Download and extract\n",
+    "\n",
+    "\n",
+    "The data is available as a gzipped tar file `Project_CodeNet_LangClass.tgz`.\n",
+    "The directory structure is `data/train/<language>/<source>` and\n",
+    "`data/test/<language>/<source>`. Let's download the data and store it on the\n",
+    "local filesystem:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_name = \"Project_CodeNet_LangClass.tar.gz\"\n",
+    "data_url = f\"https://dax-cdn.cdn.appdomain.cloud/dax-project-codenet/1.0.0/{file_name}\"\n",
+    "\n",
+    "# Download tar archive to local disk\n",
+    "with open(file_name, \"wb\") as f:\n",
+    "    f.write(requests.get(data_url).content)\n",
+    "    \n",
+    "# Extract contents of archive to local disk\n",
+    "if os.path.exists(\"data\"):\n",
+    "    shutil.rmtree(\"data\")    \n",
+    "with tarfile.open(file_name) as tf:\n",
+    "    tf.extractall()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "jyA0CQwaSZlB",
+    "outputId": "c83ad084-4c22-41b2-82bb-3fb9d0cc3722"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "data:\n",
+      "\u001b[34mtest\u001b[m\u001b[m  \u001b[34mtrain\u001b[m\u001b[m\n",
+      "\n",
+      "data/train:\n",
+      "\u001b[34mC\u001b[m\u001b[m          \u001b[34mC++\u001b[m\u001b[m        \u001b[34mHaskell\u001b[m\u001b[m    \u001b[34mJavaScript\u001b[m\u001b[m \u001b[34mPython\u001b[m\u001b[m\n",
+      "\u001b[34mC#\u001b[m\u001b[m         \u001b[34mD\u001b[m\u001b[m          \u001b[34mJava\u001b[m\u001b[m       \u001b[34mPHP\u001b[m\u001b[m        \u001b[34mRust\u001b[m\u001b[m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls data data/train"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "CEwZLbmoqIHJ"
+   },
+   "source": [
+    "The 10 programming languages are C, C#, C++, D, Haskell, Java, JavaScript, PHP,\n",
+    "Python, and Rust. Note that some languages belong to the same family: C, C++,\n",
+    "and D are very close in lexical elements and syntax."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "id": "SV4SN7rbqNJn"
+   },
+   "outputs": [],
+   "source": [
+    "langs = [\n",
+    "  \"C\",\n",
+    "  \"C#\",\n",
+    "  \"C++\",\n",
+    "  \"D\",\n",
+    "  \"Haskell\",\n",
+    "  \"Java\",\n",
+    "  \"JavaScript\",\n",
+    "  \"PHP\",\n",
+    "  \"Python\",\n",
+    "  \"Rust\"\n",
+    "]\n",
+    "\n",
+    "num_classes = len(langs)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "RkC-R_EhiUy6"
+   },
+   "source": [
+    "### Read a file and create samples\n",
+    "\n",
+    "Since the source files are of varying size and we want fixed length samples,\n",
+    "simply truncating each file might bias the training to artifacts that\n",
+    "typically only appear at the beginning of a file, such as copyrights statements\n",
+    "and documentation or class and type definitions. We would probably get more\n",
+    "interesting samples when we chunk each file. Here we split each file in 3\n",
+    "parts based on the number of lines. Only then the parts will be truncated or\n",
+    "padded as needed. This means that the number of samples is no longer equal to\n",
+    "the number of files but up to 3 times as large."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "id": "u_jqGu9kijOD"
+   },
+   "outputs": [],
+   "source": [
+    "def get_source_snippets(file_name, breakup=True):\n",
+    "  # Read the file content and lower-case:                                    \n",
+    "  text = \"\"\n",
+    "  with open(file_name, mode='r') as file:\n",
+    "    text = file.read().lower()\n",
+    "  lines = text.split('\\n')\n",
+    "  nlines = len(lines)\n",
+    "  if breakup and nlines > 50:\n",
+    "    aThird = nlines//3\n",
+    "    twoThirds = 2*aThird\n",
+    "    text1 = '\\n'.join(lines[:aThird])\n",
+    "    text2 = '\\n'.join(lines[aThird:twoThirds])\n",
+    "    text3 = '\\n'.join(lines[twoThirds:])\n",
+    "    return [text1, text2, text3]\n",
+    "  return [text]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "JfhfLArikc26"
+   },
+   "source": [
+    "To see the effect of `get_source_snippets` let's run it on a single train file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "JuxCC8LOkykd",
+    "outputId": "2556ccc9-1579-4b7e-a077-e84226935ae4"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['import control.applicative\\nimport control.monad\\nimport control.monad.st\\n-- import qualified data.bytestring as bs\\nimport data.functor\\nimport data.function\\nimport data.monoid\\nimport data.maybe\\nimport data.list\\nimport qualified data.foldable as foldable\\nimport qualified data.set as set\\n--import qualified data.sequence as sequence\\nimport data.list.split\\nimport data.bits\\nimport data.char\\nimport data.ix\\nimport data.ratio\\nimport data.ord\\nimport data.tuple\\nimport data.array\\n--import data.array.unboxed\\n--import data.array.iarray\\nimport data.array.marray\\nimport data.array.io\\nimport data.array.st\\nimport data.ioref\\nimport data.stref\\nimport text.printf\\nimport ghc.st',\n",
+       " \"-- import system.io.unsafe\\n \\n-- templete\\nreadint = read :: string -> int\\nreadinteger = read :: string -> integer\\nreaddouble = read :: string -> double\\ngetint = readln :: io int\\ngetints = map readint . words <$> getline\\ngetinteger = readln :: io integer\\ngetintegers = map readinteger . words <$> getline\\ngetdouble = readln :: io double\\ngetdoubles = map readdouble . words <$> getline\\nsjoin :: (show a) => [a] -> string\\nsjoin = unwords . map show\\ntjoin :: (show a, show b) => (a, b) -> string\\ntjoin (x, y) = show x ++ (' ' : show y)\\ncond :: a -> a -> bool -> a\\ncond t f c = if c then t else f\\napply2 :: (a -> a -> b) -> [a] -> b\\napply2 f [x,y] = f x y\\napply3 :: (a -> a -> a -> b) -> [a] -> b\\napply3 f [x,y,z] = f x y z\\napply4 :: (a -> a -> a -> a -> b) -> [a] -> b\\napply4 f [x,y,z,w] = f x y z w\\nfntuple :: (a -> b, a -> c) -> a -> (b, c)\\nfntuple (f,g) a = (f a, g a)\\nreplace :: (eq a) => a -> a -> [a] -> [a]\\nreplace x y = map (\\\\z -> if z==x then y else z)\\nbinmap :: (a -> a -> b) -> [a] -> [b]\",\n",
+       " 'binmap f (x:xs@(y:_)) = f x y : binmap f xs\\nbinmap _ _ = []\\nsplitrec :: int -> [a] -> [[a]]\\nsplitrec _ [] = []\\nsplitrec n xs = let (y,ys) = splitat n xs in y : splitrec n ys\\ninfixl 7 `divceil`\\ndivceil :: integral a => a -> a -> a\\nx `divceil` y = (x+y-1) `div` y\\ncoverc :: ord a => (a, a) -> a -> bool\\ncoverc (l,r) x = l<=x && x<=r\\ncoverh :: ord a => (a, a) -> a -> bool\\ncoverh (l,r) x = l<=x && x<r\\nibsearch :: (int -> bool) -> (int,int) -> int\\nibsearch f (ok,ng) = if abs (ok-ng) <= 1 then ok else let mid = (ok + ng) `div` 2 in ibsearch f (if f mid then (mid,ng) else (ok,mid))\\nwhenm :: monad m => m bool -> m () -> m ()\\nwhenm c a = c >>= flip when a\\nunconsu :: [a] -> (a, [a])\\nunconsu (x:xs) = (x, xs)\\n-- templete\\n\\nlinev (x1,y1) (x2,y2) (x,y) = (y2-y1)*x - (x2-x1)*y - x1*y2 + x2*y1\\n\\nf p1 p2 p3 p = f1 p1 * f1 p > 0 && f2 p2 * f2 p > 0 && f3 p3 * f3 p > 0\\n  where\\n    f1 = linev p2 p3\\n    f2 = linev p3 p1\\n    f3 = linev p1 p2\\n\\nmain = map (map (apply2 (,)) . splitrec 2 . map readdouble . words) . lines <$> getcontents >>= mapm_ (putstrln . cond \"yes\" \"no\" . apply4 f)\\n    \\n']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_source_snippets('data/train/Haskell/s084836192.hs', breakup=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "-ohVGLUWmHJN"
+   },
+   "source": [
+    "### Prepare training data as numpy arrays\n",
+    "\n",
+    "Next we have to encode the snippets as one-hot vectors over the alphabet and\n",
+    "represent them as `numpy` arrays. Ultimately,\n",
+    "we do this for all files in a specified folder. But first the vectorization of a sample:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "id": "weska_xsusUu"
+   },
+   "outputs": [],
+   "source": [
+    "def turn_sample_to_vector(sample, sample_vectors_size=1024,\n",
+    "                          normalize_whitespace=True):\n",
+    "  if normalize_whitespace:\n",
+    "    # Map (most) white-space to space and compact to single one:\n",
+    "    sample = sample.replace('\\n', ' ').replace('\\r', ' ').replace('\\t', ' ')\n",
+    "    sample = re.sub('\\s+', ' ', sample)\n",
+    "\n",
+    "  # Encode the characters to one-hot vectors:\n",
+    "  sample_vectors = []\n",
+    "  for ch in sample:\n",
+    "    if ch in supported_chars_map:\n",
+    "      sample_vectors.append(supported_chars_map[ch])\n",
+    "\n",
+    "  # Truncate to fixed length:\n",
+    "  sample_vectors = sample_vectors[0:sample_vectors_size]\n",
+    "\n",
+    "  # Pad with 0 vectors:\n",
+    "  if len(sample_vectors) < sample_vectors_size:\n",
+    "    for i in range(0, sample_vectors_size - len(sample_vectors)):\n",
+    "      sample_vectors.append(pad_vector)\n",
+    "\n",
+    "  return np.array(sample_vectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "Dy9_ReRuvkzK",
+    "outputId": "5805b740-7b25-4400-898c-7cb1cea6ffb4"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Encoded sample shape: (10, 68)\n"
+     ]
+    }
+   ],
+   "source": [
+    "sample = get_source_snippets('data/train/Haskell/s084836192.hs')[0]\n",
+    "vec = turn_sample_to_vector(sample, sample_vectors_size=10)\n",
+    "print('Encoded sample shape:', vec.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Y1J7o6vTwqAk"
+   },
+   "source": [
+    "Now do this for a whole file instead of a sample:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "id": "FXVbYeaQwtkl"
+   },
+   "outputs": [],
+   "source": [
+    "def turn_file_to_vectors(file_name, sample_vectors_size=1024,\n",
+    "                         normalize_whitespace=True, breakup=True):\n",
+    "  samples = get_source_snippets(file_name, breakup)\n",
+    "  return [turn_sample_to_vector(s, sample_vectors_size, normalize_whitespace)\n",
+    "          for s in samples]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "REi5x9-TxnJu"
+   },
+   "source": [
+    "Lastly, pair the vectorized samples with their class labels:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "id": "zrz3sh2KxxkE"
+   },
+   "outputs": [],
+   "source": [
+    "def get_input_and_labels(root_folder, sample_vectors_size=1024, breakup=True):\n",
+    "  X = []\n",
+    "  Y = []\n",
+    "  for i, lang in enumerate(langs):\n",
+    "    print('Processing language:', lang)\n",
+    "    # One-hot class label vector:\n",
+    "    class_label = [0 for x in range(0, num_classes)]\n",
+    "    class_label[i] = 1\n",
+    "    # For all files in language folder:\n",
+    "    folder = os.path.join(root_folder, lang)\n",
+    "    for fn in os.listdir(folder):\n",
+    "      if fn.startswith(\".\"):\n",
+    "        continue  # Skip hidden files and Jupyterlab cache directories\n",
+    "      file_name = os.path.join(folder, fn)\n",
+    "      sample_vectors = turn_file_to_vectors(file_name,\n",
+    "                                            sample_vectors_size=sample_vectors_size,\n",
+    "                                            breakup=breakup)\n",
+    "      for fv in sample_vectors:\n",
+    "        X.append(fv)                 # the sample feature vector\n",
+    "        Y.append(class_label)        # the class ground-truth\n",
+    "\n",
+    "  return np.array(X, dtype=np.int8), np.array(Y, dtype=np.int8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "C2L6t9o_09q3"
+   },
+   "source": [
+    "Now we can get all the training data in numpy arrays. For good measure we shuffle all the samples. Notice that the number of samples turns out to be 2098; starting from 900 source files it is obvious that not every file is split in 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "aPa5tyR10EVY",
+    "outputId": "6e679775-04d3-4a22-e914-124c7af21044"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing language: C\n",
+      "Processing language: C#\n",
+      "Processing language: C++\n",
+      "Processing language: D\n",
+      "Processing language: Haskell\n",
+      "Processing language: Java\n",
+      "Processing language: JavaScript\n",
+      "Processing language: PHP\n",
+      "Processing language: Python\n",
+      "Processing language: Rust\n",
+      "samples shape (2098, 1024, 68)\n",
+      "class labels shape: (2098, 10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x, y = get_input_and_labels(root_folder='data/train')\n",
+    "\n",
+    "# Shuffle data\n",
+    "shuffle_indices = np.random.permutation(np.arange(len(y)))\n",
+    "x_shuffled = x[shuffle_indices]\n",
+    "y_shuffled = y[shuffle_indices]\n",
+    "\n",
+    "print('samples shape', x_shuffled.shape)\n",
+    "print('class labels shape:', y_shuffled.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "WzJqlvO42QYB"
+   },
+   "source": [
+    "## Model\n",
+    "\n",
+    "A (batch of) encoded sample(s) is simultaneously input to 3 slightly different\n",
+    "convolutional stages. Each stage consists of a 1-dimensional convolution\n",
+    "followed by a 1-dimensional max pooling layer topped off by a flattening layer.\n",
+    "The  kernel sizes of the stages are all different but the number of filters is\n",
+    "the same. The 3 stages are concatenated followed by 2 dense layers with a\n",
+    "dropout inbetween and lastly a softmax. The model summary does not show the nested model structure. `plot_model` however shows a nice graphical rendition of all the layers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 862
+    },
+    "id": "hnRwAi_K2Zuu",
+    "outputId": "265caa05-f2c2-4d6a-98ba-dd426827b4ea"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"sequential\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "model (Functional)           (None, 64512)             270208    \n",
+      "_________________________________________________________________\n",
+      "dense (Dense)                (None, 128)               8257664   \n",
+      "_________________________________________________________________\n",
+      "dropout (Dropout)            (None, 128)               0         \n",
+      "_________________________________________________________________\n",
+      "dense_1 (Dense)              (None, 10)                1290      \n",
+      "=================================================================\n",
+      "Total params: 8,529,162\n",
+      "Trainable params: 8,529,162\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tensorflow.keras.models import Sequential, Model\n",
+    "from tensorflow.keras.layers import Activation, Dense, Dropout, Flatten, Input\n",
+    "from tensorflow.keras.layers import Conv1D, MaxPooling1D, Concatenate\n",
+    "\n",
+    "# Model Hyperparameters\n",
+    "kernel_sizes = (3, 9, 19)\n",
+    "pooling_sizes = (3, 9, 19)\n",
+    "num_filters = 128\n",
+    "dropout_prob = 0.5\n",
+    "hidden_dims = 128\n",
+    "\n",
+    "stage_in = Input(shape=(1024, 68))\n",
+    "convs = []\n",
+    "for i in range(0, len(kernel_sizes)):\n",
+    "  conv = Conv1D(filters=num_filters,\n",
+    "                kernel_size=kernel_sizes[i],\n",
+    "                padding='valid',\n",
+    "                activation='relu',\n",
+    "                strides=1)(stage_in)\n",
+    "  pool = MaxPooling1D(pool_size=pooling_sizes[i])(conv)\n",
+    "  flatten = Flatten()(pool)\n",
+    "  convs.append(flatten)\n",
+    "\n",
+    "if len(kernel_sizes) > 1:\n",
+    "    out = Concatenate()(convs)\n",
+    "else:\n",
+    "    out = convs[0]\n",
+    "\n",
+    "stages = Model(inputs=stage_in, outputs=out)\n",
+    "\n",
+    "model = Sequential([\n",
+    "    stages,\n",
+    "    Dense(hidden_dims, activation='relu'),\n",
+    "    Dropout(dropout_prob),\n",
+    "    Dense(num_classes, activation='softmax')\n",
+    "])\n",
+    "\n",
+    "model.summary()\n",
+    "\n",
+    "# Note: also need pydot and GraphViz installed for this.\n",
+    "#from tensorflow.keras.utils import plot_model                               \n",
+    "#plot_model(model, show_shapes=True, expand_nested=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "cBSSZjn_CV9p"
+   },
+   "source": [
+    "## Training\n",
+    "\n",
+    "The 2098 samples with their ground truth (the class labels, i.e., the 10\n",
+    "languages) are fed into the model. This constitutes one so-called epoch. To\n",
+    "achieve a reasonable accuracy we have to train for several epochs. To speed\n",
+    "things up, the samples are bundled in batches.\n",
+    "Of the samples used in training, 10% are reserved for the validation step\n",
+    "after each epoch. In our case that leaves 1888 for training and given a batch\n",
+    "size of 64, one epoch then comprises some 30 batches.\n",
+    "First the model is compiled and then we train it. If possible you should execute the `fit` call using a GPU. Otherwise, sit back and get yourself a cup of coffee."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "NCvEE3z5CenC",
+    "outputId": "b3c6055d-ac84-445d-a233-02eef4a69366"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/20\n",
+      "30/30 [==============================] - 9s 272ms/step - loss: 3.2192 - accuracy: 0.1520 - val_loss: 2.1471 - val_accuracy: 0.2000\n",
+      "Epoch 2/20\n",
+      "30/30 [==============================] - 8s 250ms/step - loss: 2.0165 - accuracy: 0.2636 - val_loss: 1.9698 - val_accuracy: 0.3524\n",
+      "Epoch 3/20\n",
+      "30/30 [==============================] - 8s 254ms/step - loss: 1.8209 - accuracy: 0.3363 - val_loss: 1.4646 - val_accuracy: 0.6667\n",
+      "Epoch 4/20\n",
+      "30/30 [==============================] - 7s 250ms/step - loss: 1.3232 - accuracy: 0.5277 - val_loss: 0.8675 - val_accuracy: 0.8571\n",
+      "Epoch 5/20\n",
+      "30/30 [==============================] - 8s 252ms/step - loss: 0.9016 - accuracy: 0.6876 - val_loss: 0.5528 - val_accuracy: 0.8905\n",
+      "Epoch 6/20\n",
+      "30/30 [==============================] - 8s 250ms/step - loss: 0.6413 - accuracy: 0.7662 - val_loss: 0.3709 - val_accuracy: 0.9238\n",
+      "Epoch 7/20\n",
+      "30/30 [==============================] - 8s 254ms/step - loss: 0.4523 - accuracy: 0.8421 - val_loss: 0.2870 - val_accuracy: 0.9238\n",
+      "Epoch 8/20\n",
+      "30/30 [==============================] - 8s 259ms/step - loss: 0.3710 - accuracy: 0.8692 - val_loss: 0.2407 - val_accuracy: 0.9429\n",
+      "Epoch 9/20\n",
+      "30/30 [==============================] - 9s 289ms/step - loss: 0.3236 - accuracy: 0.8884 - val_loss: 0.2072 - val_accuracy: 0.9571\n",
+      "Epoch 10/20\n",
+      "30/30 [==============================] - 9s 308ms/step - loss: 0.2539 - accuracy: 0.9126 - val_loss: 0.2160 - val_accuracy: 0.9476\n",
+      "Epoch 11/20\n",
+      "30/30 [==============================] - 10s 322ms/step - loss: 0.2680 - accuracy: 0.9072 - val_loss: 0.2398 - val_accuracy: 0.9333\n",
+      "Epoch 12/20\n",
+      "30/30 [==============================] - 10s 337ms/step - loss: 0.2116 - accuracy: 0.9225 - val_loss: 0.2333 - val_accuracy: 0.9333\n",
+      "Epoch 13/20\n",
+      "30/30 [==============================] - 10s 320ms/step - loss: 0.1944 - accuracy: 0.9304 - val_loss: 0.2132 - val_accuracy: 0.9429\n",
+      "Epoch 14/20\n",
+      "30/30 [==============================] - 10s 334ms/step - loss: 0.1740 - accuracy: 0.9389 - val_loss: 0.2233 - val_accuracy: 0.9429\n",
+      "Epoch 15/20\n",
+      "30/30 [==============================] - 10s 332ms/step - loss: 0.1595 - accuracy: 0.9379 - val_loss: 0.2042 - val_accuracy: 0.9429\n",
+      "Epoch 16/20\n",
+      "30/30 [==============================] - 9s 309ms/step - loss: 0.1662 - accuracy: 0.9403 - val_loss: 0.2442 - val_accuracy: 0.9381\n",
+      "Epoch 17/20\n",
+      "30/30 [==============================] - 9s 308ms/step - loss: 0.1565 - accuracy: 0.9419 - val_loss: 0.2397 - val_accuracy: 0.9476\n",
+      "Epoch 18/20\n",
+      "30/30 [==============================] - 9s 298ms/step - loss: 0.1699 - accuracy: 0.9251 - val_loss: 0.2369 - val_accuracy: 0.9476\n",
+      "Epoch 19/20\n",
+      "30/30 [==============================] - 9s 306ms/step - loss: 0.1643 - accuracy: 0.9327 - val_loss: 0.1967 - val_accuracy: 0.9524\n",
+      "Epoch 20/20\n",
+      "30/30 [==============================] - 9s 303ms/step - loss: 0.1650 - accuracy: 0.9276 - val_loss: 0.1971 - val_accuracy: 0.9429\n"
+     ]
+    }
+   ],
+   "source": [
+    "batch_size = 64\n",
+    "num_epochs = 20\n",
+    "val_split = 0.1\n",
+    "\n",
+    "model.compile(loss='categorical_crossentropy', optimizer='adam',\n",
+    "              metrics=['accuracy'])\n",
+    "\n",
+    "history = model.fit(x_shuffled, y_shuffled, batch_size=batch_size,\n",
+    "                    epochs=num_epochs, validation_split=val_split,\n",
+    "                    verbose=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Nl_y6j_vEfK9"
+   },
+   "source": [
+    "It is illustrative to chart the training process. The `history` contains all\n",
+    "the information that we need."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 337
+    },
+    "id": "iBiHBmI-Ehr_",
+    "outputId": "12a19474-7a78-45cb-e795-8d4b7428f0d7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.style.use('ggplot')\n",
+    "\n",
+    "def plot_history(history):\n",
+    "  acc = history.history['accuracy']\n",
+    "  val_acc = history.history['val_accuracy']\n",
+    "  loss = history.history['loss']\n",
+    "  val_loss = history.history['val_loss']\n",
+    "  x = range(1, len(acc) + 1)\n",
+    "\n",
+    "  plt.figure(figsize=(12, 5))\n",
+    "  plt.subplot(1, 2, 1)\n",
+    "  plt.plot(x, acc, 'b', label='Training acc')\n",
+    "  plt.plot(x, val_acc, 'r', label='Validation acc')\n",
+    "  plt.title('Training and validation accuracy')\n",
+    "  plt.legend()\n",
+    "  plt.subplot(1, 2, 2)\n",
+    "  plt.plot(x, loss, 'b', label='Training loss')\n",
+    "  plt.plot(x, val_loss, 'r', label='Validation loss')\n",
+    "  plt.title('Training and validation loss')\n",
+    "  plt.legend()\n",
+    "  plt.show()\n",
+    "\n",
+    "plot_history(history)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0OJVXeXwIb0U"
+   },
+   "source": [
+    "## Test\n",
+    "\n",
+    "Finally, let's exercise our mint new model and see how it performs on a set of\n",
+    "samples hitherto unseen, in other words predict the language of the test set.\n",
+    "We re-use the `get_input_and_labels` and have it process all files in the\n",
+    "`test` directory. We predict the outcome of each sample and compare it against\n",
+    "the expected label (language)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "gQawmBrRIjG8",
+    "outputId": "1fa488a0-0fa3-4609-b8b1-c7985f858d00"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing language: C\n",
+      "Processing language: C#\n",
+      "Processing language: C++\n",
+      "Processing language: D\n",
+      "Processing language: Haskell\n",
+      "Processing language: Java\n",
+      "Processing language: JavaScript\n",
+      "Processing language: PHP\n",
+      "Processing language: Python\n",
+      "Processing language: Rust\n",
+      "shape of test samples (100, 1024, 68)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x, y = get_input_and_labels(root_folder='data/test', breakup=False)\n",
+    "print('shape of test samples', x.shape)\n",
+    "y_hat = model.predict(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Oyfbx8CMT7o_"
+   },
+   "source": [
+    "Here is a very simple evaluation of the model. For each language we count the number of correct prediction, i.e., the softmax output with the highest probability (viz. `argmax`):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "jF5sKu52PhxD",
+    "outputId": "99943b29-ab28-461b-edfc-2d03057f9d25"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "C         :   9 correct\n",
+      "C#        :  10 correct\n",
+      "C++       :   9 correct\n",
+      "D         :  10 correct\n",
+      "Haskell   :  10 correct\n",
+      "Java      :  10 correct\n",
+      "JavaScript:  10 correct\n",
+      "PHP       :  10 correct\n",
+      "Python    :  10 correct\n",
+      "Rust      :  10 correct\n"
+     ]
+    }
+   ],
+   "source": [
+    "hits = {}\n",
+    "for lang in langs:\n",
+    "  hits[lang] = 0\n",
+    "\n",
+    "for i in range(len(x)):\n",
+    "  expected_lang  = langs[np.argmax(y[i], axis=0)]\n",
+    "  predicted_lang = langs[np.argmax(y_hat[i], axis=0)]\n",
+    "  if predicted_lang == expected_lang:\n",
+    "    hits[expected_lang] += 1\n",
+    "\n",
+    "for lang in langs:\n",
+    "  print(\"%-10s: %3d correct\" % (lang, hits[lang])) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NwQQbaIgUm0c"
+   },
+   "source": [
+    "### Home work\n",
+    "\n",
+    "Find out which test files are incorrectly predicted, and as what? Also, do a more thorough analysis and print the precision, recall, and F1 score of each class."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "tCTepYLlnQF1"
+   },
+   "source": [
+    "## Acknowledgement\n",
+    "\n",
+    "The idea and much of the Python source code for this notebook was derived from the github https://github.com/aliostad/deep-learning-lang-detection by Ali Kheyrollahi."
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "collapsed_sections": [],
+   "name": "Project_CodeNet_LangClass.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/Project_CodeNet_MLM.ipynb b/notebooks/Project_CodeNet_MLM.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..baa1e8312301557be39ef51556e94f79dcd86042
--- /dev/null
+++ b/notebooks/Project_CodeNet_MLM.ipynb
@@ -0,0 +1,815 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "1"
+   },
+   "source": [
+    "# A Masked Language Model for Project CodeNet\n",
+    "\n",
+    "> Copyright (c) 2021 International Business Machines Corporation  \n",
+    "Prepared by [Geert Janssen](geert@us.ibm.com>)\n",
+    "\n",
+    "## Introduction\n",
+    "\n",
+    "This experiment investigates whether a popular attention model to\n",
+    "construct a masked language model (MLM) can be used for source code\n",
+    "instead of natural language sentences. We here closely follow the\n",
+    "approach by Ankur Singh documented in his\n",
+    "[blog](https://keras.io/examples/nlp/masked_language_modeling).\n",
+    "\n",
+    "The goal of the model is to be able to infer the correct token for a\n",
+    "masked-out token at an arbitrary position in the source text.\n",
+    "We will use the special token literal `[mask]` to represent the masked\n",
+    "out token. We assume that in the training and test sets precisely one token\n",
+    "is randomly masked per sample. The original token at that position is\n",
+    "then the golden label, or ground truth."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "cellView": "form",
+    "id": "cjzhCC12YNfP"
+   },
+   "outputs": [],
+   "source": [
+    "#@title Imports\n",
+    "import tensorflow as tf\n",
+    "from tensorflow.keras.layers.experimental.preprocessing import TextVectorization\n",
+    "from tensorflow.keras import Sequential, Model, losses, metrics, optimizers\n",
+    "from tensorflow.keras import callbacks\n",
+    "from tensorflow.keras.layers import MultiHeadAttention, LayerNormalization\n",
+    "from tensorflow.keras.layers import Dense, Dropout, Input, Embedding\n",
+    "from dataclasses import dataclass\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import glob\n",
+    "import random\n",
+    "import tarfile\n",
+    "import requests\n",
+    "import os\n",
+    "import shutil"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2"
+   },
+   "source": [
+    "## Dataset\n",
+    "\n",
+    "The Project CodeNet dataset consist of a large collection (close to 14 million) of\n",
+    "submissions in various programming languages to problems posed on\n",
+    "online judging sites. The submissions are typically small, complete\n",
+    "programs in a single source file. There are 1000s of problems in this dataset.\n",
+    "\n",
+    "We extract a selection of C programming language files from the\n",
+    "Project CodeNet dataset for training and evaluation:\n",
+    "\n",
+    "| Aspect              | Value |\n",
+    "| ------------------- | ----- |\n",
+    "| purpose             | training |\n",
+    "| submission status   | Accepted |\n",
+    "| smallest size       | 200 bytes |\n",
+    "| largest size        | 500 bytes |\n",
+    "| samples per problem | at most 100 |\n",
+    "| problems            | 0-3417 |\n",
+    "| total samples       | 50,000 |\n",
+    "\n",
+    "Notice that the training and evaluation are derived from\n",
+    "non-overlapping sets of problems. It might also be interesting to see\n",
+    "what happens when a different split is made, e.g. by selecting 110\n",
+    "submissions from each problem and using 100 for training and the rest for evaluation.\n",
+    "\n",
+    "| Aspect              | Value |\n",
+    "| ------------------- |------ |\n",
+    "| purpose             | evaluation |\n",
+    "| submission status   | Accepted |\n",
+    "| smallest size       | 200 bytes |\n",
+    "| largest size        | 500 bytes |\n",
+    "| samples per problem | at most 100 |\n",
+    "| problems            | 3418-3636 |\n",
+    "| total samples       | 5,000 |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Download the subset of the Project CodeNet data described above.\n",
+    "file_name = \"Project_CodeNet_MLM.tar.gz\"\n",
+    "data_url = f\"https://dax-cdn.cdn.appdomain.cloud/dax-project-codenet/1.0.0/{file_name}\"\n",
+    "\n",
+    "# Download tar archive to local disk\n",
+    "if os.path.exists(file_name):\n",
+    "    os.remove(file_name) \n",
+    "with open(file_name, \"wb\") as f:\n",
+    "    f.write(requests.get(data_url).content)\n",
+    "    \n",
+    "# Extract contents of archive to local disk\n",
+    "if os.path.exists(\"tokens\"):\n",
+    "    shutil.rmtree(\"tokens\")    \n",
+    "with tarfile.open(file_name) as f:\n",
+    "    f.extractall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "3"
+   },
+   "source": [
+    "## Data preparation\n",
+    "\n",
+    "Each C file is tokenized into a vocabulary of 414 distinct tokens:\n",
+    "\n",
+    "| Type           | Count | Description |\n",
+    "| -------------- | ----: | -- |\n",
+    "|the keyword     |    95 | all C++20 reserved words |\n",
+    "|the function    |   279 | function names in common header files |\n",
+    "|the identifier  |    18 | standard identifiers, like stderr, etc. |\n",
+    "|the punctuator  |    15 | small set of punctuation symbols |\n",
+    "|# or ##         |     2 | the 2 C preprocessor symbols |\n",
+    "|the token class |     5 | one of: id, number, operator, character, string |\n",
+    "\n",
+    "By _the keyword_, _the function_ and so on, we mean the actual keyword\n",
+    "or function literal, like `while` for a keyword and `strlen` for a function.\n",
+    "The tokens are output on a single line separated by spaces.\n",
+    "It turns out that our training set overall uses some 200 out of the 414\n",
+    "possible tokens; not all keywords and standard functions are used presumably.\n",
+    "\n",
+    "This code snippet:\n",
+    "```C\n",
+    "for (i = 0; i < strlen(s); i++) {}\n",
+    "```\n",
+    "\n",
+    "will be converted to:\n",
+    "```C\n",
+    "for ( id = number ; id < strlen ( id ) ; id operator ) { }\n",
+    "```\n",
+    "\n",
+    "The tokenized source files are read into a pandas dataframe and\n",
+    "processed by the Keras `TextVectorization` layer to extract a vocabulary\n",
+    "and encode all token lines into vocabulary indices. Index 0 is\n",
+    "reserved for padding; index 1 is the `<UNK>` value for Out-Of-Vocabulary\n",
+    "tokens (not used in our case since the input vocabulary is of fixed\n",
+    "size); the last index (least frequent position) is dedicated to encode\n",
+    "the special `[mask]` token. Each sample will have a fixed token length\n",
+    "of 256. The average number of tokens per sample across the training\n",
+    "set is 131. Short samples are padded with 0 and too large ones are\n",
+    "simply truncated. The same operations will be applied to the test set."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "xaKaJk5wr4LD",
+    "outputId": "40c85f5c-eb40-4579-e25e-03487cde4e9d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                              tokens\n",
+      "0  # include < id . id > # include < id . id > in...\n",
+      "1  # include < id . id > int main ( void ) { int ...\n",
+      "2  # include < id . id > # include < id . id > in...\n",
+      "3  # include < id . id > int id ( int id , int id...\n",
+      "4  long long id [ number ] [ number ] , id , id ;...\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Read all files and return content as list of lines.\n",
+    "def get_text_list_from_files(files):\n",
+    "    text_list = []\n",
+    "    for name in files:\n",
+    "        with open(name) as f:\n",
+    "            for line in f:\n",
+    "                text_list.append(line)\n",
+    "    return text_list\n",
+    "\n",
+    "# Compose the full path names to the token files.\n",
+    "# Creates and returns a dataframe with single key \"tokens\".\n",
+    "def get_data_from_text_files(folder_name):\n",
+    "    files = glob.glob(folder_name + '/*.toks')\n",
+    "    texts = get_text_list_from_files(files)\n",
+    "    df = pd.DataFrame({'tokens': texts})\n",
+    "    df = df.sample(len(df)).reset_index(drop=True)\n",
+    "    return df\n",
+    "\n",
+    "train_data = get_data_from_text_files('tokens/train')\n",
+    "print(train_data.head())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "rFNaRXWmsOwp"
+   },
+   "source": [
+    "Let's collect all configuration parameters in a one place:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "id": "jl8CauE9sWLG"
+   },
+   "outputs": [],
+   "source": [
+    "@dataclass\n",
+    "class Config:\n",
+    "    MAX_LEN = 256               # length of each input sample in tokens\n",
+    "    BATCH_SIZE = 32             # batch size\n",
+    "    LR = 0.001                  # learning rate\n",
+    "    VOCAB_SIZE = 256            # max. number of words in vocabulary\n",
+    "    EMBED_DIM = 128             # word embedding vector size\n",
+    "    NUM_HEAD = 8                # number of attention heads (BERT)\n",
+    "    FF_DIM = 128                # feedforward dimension (BERT)\n",
+    "    NUM_LAYERS = 1              # number of BERT module layers\n",
+    "\n",
+    "config = Config()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "SdOiGnv7shXC"
+   },
+   "source": [
+    "We use the Keras TextVectorization layer to process all data and extract a vocabulary of tokens to which we add the special `[mask]` token:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "wGjbPQq8swbW",
+    "outputId": "98adfc09-673b-4de0-bc08-70420c115100"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "vocabulary size: 203\n",
+      "padding token vocab[0]: \"\"\n",
+      "OOV token vocab[1]: \"[UNK]\"\n",
+      "mask token vocab[202]: \"[mask]\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# No special text filtering.\n",
+    "def custom_standardization(input_data):\n",
+    "    return input_data\n",
+    "\n",
+    "# Create TextVectorization layer.\n",
+    "def get_vectorize_layer(texts, vocab_size, max_seq):\n",
+    "    vectorize_layer = TextVectorization(\n",
+    "        max_tokens=vocab_size,\n",
+    "        output_mode='int',\n",
+    "        standardize=custom_standardization,\n",
+    "        output_sequence_length=max_seq,\n",
+    "    )\n",
+    "    # Create vocabulary over all texts:\n",
+    "    vectorize_layer.adapt(texts)\n",
+    "    # Insert special mask token in vocabulary:\n",
+    "    vocab = vectorize_layer.get_vocabulary()\n",
+    "    vocab = vocab[2:len(vocab)-1] + ['[mask]']\n",
+    "    vectorize_layer.set_vocabulary(vocab)\n",
+    "    return vectorize_layer\n",
+    "\n",
+    "vectorize_layer = get_vectorize_layer(\n",
+    "    train_data.tokens.values.tolist(),\n",
+    "    config.VOCAB_SIZE,\n",
+    "    config.MAX_LEN,\n",
+    ")\n",
+    "\n",
+    "vocab = vectorize_layer.get_vocabulary()\n",
+    "print('vocabulary size:', len(vocab))\n",
+    "print('padding token vocab[0]: \"%s\"' % vocab[0])\n",
+    "print('OOV token vocab[1]: \"%s\"' % vocab[1])\n",
+    "print('mask token vocab[%d]: \"%s\"' % (len(vocab)-1, vocab[len(vocab)-1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "ehiNdjVktMV9",
+    "outputId": "dfadd95e-e056-4fd7-cd41-5b2e856335e3"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mask_token_id: 202\n",
+      "x_all_tokens.shape: (50000, 256)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Encode the token strings to int vocab indices.\n",
+    "def encode(texts):\n",
+    "    encoded_texts = vectorize_layer(texts)\n",
+    "    return encoded_texts.numpy()\n",
+    "\n",
+    "# Get mask token id for masked language model\n",
+    "mask_token_id = encode(['[mask]'])[0][0]\n",
+    "print('mask_token_id:', mask_token_id) # (always last index in vocab)\n",
+    "\n",
+    "# Randomly replace tokens by the [mask] and keep replaced token as label.\n",
+    "def get_masked_input_and_labels(encoded_texts):\n",
+    "    # These numbers come from something called the \"BERT recipe\":\n",
+    "    # 15% used for prediction. 80% of that is masked. 10% is random token,\n",
+    "    # 10% is just left as is.\n",
+    "\n",
+    "    # 15% masking:\n",
+    "    inp_mask = np.random.rand(*encoded_texts.shape) < 0.15\n",
+    "    # Do not mask special tokens:\n",
+    "    inp_mask[encoded_texts < 2] = False\n",
+    "    # Set targets to -1 by default, it means ignore:\n",
+    "    labels = -1 * np.ones(encoded_texts.shape, dtype=int)\n",
+    "    # Set golden labels for the masked tokens:\n",
+    "    labels[inp_mask] = encoded_texts[inp_mask]\n",
+    "    # False positions -> -1, True -> encoded word (vocab index)\n",
+    "\n",
+    "    # Prepare input\n",
+    "    encoded_texts_masked = np.copy(encoded_texts)\n",
+    "    # Set input to [mask] for 90% of tokens (leaving 10% unchanged):\n",
+    "    inp_mask_2mask = inp_mask & (np.random.rand(*encoded_texts.shape) < 0.90)\n",
+    "    encoded_texts_masked[inp_mask_2mask] = mask_token_id\n",
+    "\n",
+    "    # Set 10% to a random token\n",
+    "    inp_mask_2random = inp_mask_2mask & (np.random.rand(*encoded_texts.shape) < 1 / 9)\n",
+    "    encoded_texts_masked[inp_mask_2random] = np.random.randint(\n",
+    "        2, mask_token_id, inp_mask_2random.sum())\n",
+    "\n",
+    "    # Prepare sample_weights to pass to .fit() method:\n",
+    "    sample_weights = np.ones(encoded_texts.shape)\n",
+    "    sample_weights[labels == -1] = 0\n",
+    "\n",
+    "    # y_labels would be same as encoded_texts, i.e., input tokens\n",
+    "    y_labels = np.copy(encoded_texts)\n",
+    "\n",
+    "    return encoded_texts_masked, y_labels, sample_weights\n",
+    "\n",
+    "# Prepare data for masked language model\n",
+    "\n",
+    "# Encoding step:\n",
+    "x_all_tokens = encode(train_data.tokens.values)\n",
+    "print('x_all_tokens.shape:', x_all_tokens.shape)\n",
+    "\n",
+    "# Masking step:\n",
+    "x_masked_train, y_masked_labels, sample_weights = get_masked_input_and_labels(\n",
+    "    x_all_tokens\n",
+    ")\n",
+    "\n",
+    "mlm_ds = (\n",
+    "    tf.data.Dataset.from_tensor_slices(\n",
+    "        (x_masked_train, y_masked_labels, sample_weights))\n",
+    "    .shuffle(1000)\n",
+    "    .batch(config.BATCH_SIZE)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "4"
+   },
+   "source": [
+    "## Model\n",
+    "\n",
+    "As mentioned above, the BERT-like model is copied from the Keras\n",
+    "example \"End-to-end Masked Language Modeling with BERT\" by Ankur Singh, implemented in this [Jupyter Notebook](https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/nlp/ipynb/masked_language_modeling.ipynb)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "xDJIPbEptaYW",
+    "outputId": "f7a544b4-25bb-4b84-cd95-b92ee5f2a15e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"masked_bert_model\"\n",
+      "__________________________________________________________________________________________________\n",
+      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
+      "==================================================================================================\n",
+      "input_1 (InputLayer)            [(None, 256)]        0                                            \n",
+      "__________________________________________________________________________________________________\n",
+      "word_embedding (Embedding)      (None, 256, 128)     32768       input_1[0][0]                    \n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add (TFOpLambd (None, 256, 128)     0           word_embedding[0][0]             \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/multiheadattention (M (None, 256, 128)     66048       tf.__operators__.add[0][0]       \n",
+      "                                                                 tf.__operators__.add[0][0]       \n",
+      "                                                                 tf.__operators__.add[0][0]       \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/att_dropout (Dropout) (None, 256, 128)     0           encoder_0/multiheadattention[0][0\n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add_1 (TFOpLam (None, 256, 128)     0           tf.__operators__.add[0][0]       \n",
+      "                                                                 encoder_0/att_dropout[0][0]      \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/att_layernormalizatio (None, 256, 128)     256         tf.__operators__.add_1[0][0]     \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn (Sequential)      (None, 256, 128)     33024       encoder_0/att_layernormalization[\n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn_dropout (Dropout) (None, 256, 128)     0           encoder_0/ffn[0][0]              \n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add_2 (TFOpLam (None, 256, 128)     0           encoder_0/att_layernormalization[\n",
+      "                                                                 encoder_0/ffn_dropout[0][0]      \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn_layernormalizatio (None, 256, 128)     256         tf.__operators__.add_2[0][0]     \n",
+      "__________________________________________________________________________________________________\n",
+      "mlm_cls (Dense)                 (None, 256, 256)     33024       encoder_0/ffn_layernormalization[\n",
+      "==================================================================================================\n",
+      "Total params: 165,376\n",
+      "Trainable params: 165,376\n",
+      "Non-trainable params: 0\n",
+      "__________________________________________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "def bert_module(query, key, value, i):\n",
+    "    # Multi headed self-attention\n",
+    "    att_out = MultiHeadAttention(\n",
+    "        num_heads=config.NUM_HEAD,\n",
+    "        key_dim=config.EMBED_DIM // config.NUM_HEAD,\n",
+    "        name='encoder_{}/multiheadattention'.format(i))(query, key, value)\n",
+    "    att_out = Dropout(0.1, name='encoder_{}/att_dropout'.format(i))(att_out)\n",
+    "    att_out = LayerNormalization(\n",
+    "        epsilon=1e-6,\n",
+    "        name='encoder_{}/att_layernormalization'.format(i))(query + att_out)\n",
+    "\n",
+    "    # Feed-forward layer\n",
+    "    ffn = Sequential([\n",
+    "            Dense(config.FF_DIM, activation='relu'),\n",
+    "            Dense(config.EMBED_DIM)\n",
+    "            ], name='encoder_{}/ffn'.format(i))\n",
+    "    ffn_out = ffn(att_out)\n",
+    "    ffn_out = Dropout(0.1, name='encoder_{}/ffn_dropout'.format(i))(ffn_out)\n",
+    "    sequence_output = LayerNormalization(\n",
+    "        epsilon=1e-6,\n",
+    "        name='encoder_{}/ffn_layernormalization'.format(i))(att_out + ffn_out)\n",
+    "    return sequence_output\n",
+    "\n",
+    "def get_pos_encoding_matrix(max_len, d_emb):\n",
+    "    pos_enc = np.array(\n",
+    "        [\n",
+    "            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]\n",
+    "            if pos != 0\n",
+    "            else np.zeros(d_emb)\n",
+    "            for pos in range(max_len)\n",
+    "        ]\n",
+    "    )\n",
+    "    # 0::2 means start at 0 and step 2 (all even)\n",
+    "    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i\n",
+    "    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1\n",
+    "    return pos_enc\n",
+    "\n",
+    "loss_fn = losses.SparseCategoricalCrossentropy(\n",
+    "    reduction=losses.Reduction.NONE\n",
+    "    )\n",
+    "loss_tracker = metrics.Mean(name='loss')\n",
+    "\n",
+    "class MaskedLanguageModel(Model):\n",
+    "    def train_step(self, inputs):\n",
+    "        if len(inputs) == 3:\n",
+    "            features, labels, sample_weight = inputs\n",
+    "        else:\n",
+    "            features, labels = inputs\n",
+    "            sample_weight = None\n",
+    "\n",
+    "        with tf.GradientTape() as tape:\n",
+    "            predictions = self(features, training=True)\n",
+    "            loss = loss_fn(labels, predictions, sample_weight=sample_weight)\n",
+    "\n",
+    "        # Compute gradients:\n",
+    "        trainable_vars = self.trainable_variables\n",
+    "        gradients = tape.gradient(loss, trainable_vars)\n",
+    "\n",
+    "        # Update weights:\n",
+    "        self.optimizer.apply_gradients(zip(gradients, trainable_vars))\n",
+    "\n",
+    "        # Compute our own metrics:\n",
+    "        loss_tracker.update_state(loss, sample_weight=sample_weight)\n",
+    "\n",
+    "        # Return a dict mapping metric names to current value\n",
+    "        return {'loss': loss_tracker.result()}\n",
+    "\n",
+    "    @property\n",
+    "    def metrics(self):\n",
+    "        # We list our `Metric` objects here so that `reset_states()` can be\n",
+    "        # called automatically at the start of each epoch\n",
+    "        # or at the start of `evaluate()`.\n",
+    "        # If you don't implement this property, you have to call\n",
+    "        # `reset_states()` yourself at the time of your choosing.\n",
+    "        return [loss_tracker]\n",
+    "\n",
+    "def create_masked_language_bert_model():\n",
+    "    inputs = Input((config.MAX_LEN,), dtype=tf.int64)\n",
+    "\n",
+    "    word_embeddings = Embedding(\n",
+    "        input_dim=config.VOCAB_SIZE,\n",
+    "        output_dim=config.EMBED_DIM,\n",
+    "        name='word_embedding')(inputs)\n",
+    "\n",
+    "    position_embeddings = Embedding(\n",
+    "        input_dim=config.MAX_LEN,\n",
+    "        output_dim=config.EMBED_DIM,\n",
+    "        weights=[get_pos_encoding_matrix(config.MAX_LEN, config.EMBED_DIM)],\n",
+    "        name='position_embedding',\n",
+    "        )(tf.range(start=0, limit=config.MAX_LEN, delta=1))\n",
+    "\n",
+    "    encoder_out = word_embeddings + position_embeddings\n",
+    "\n",
+    "    for i in range(config.NUM_LAYERS):\n",
+    "        encoder_out = bert_module(encoder_out, encoder_out, encoder_out, i)\n",
+    "\n",
+    "    mlm_output = Dense(config.VOCAB_SIZE, name='mlm_cls',\n",
+    "                       activation='softmax')(encoder_out)\n",
+    "    mlm_model = MaskedLanguageModel(inputs, mlm_output,\n",
+    "                                    name='masked_bert_model')\n",
+    "    optimizer = optimizers.Adam(learning_rate=config.LR)\n",
+    "    mlm_model.compile(optimizer=optimizer)\n",
+    "    return mlm_model\n",
+    "\n",
+    "mlm_model = create_masked_language_bert_model()\n",
+    "mlm_model.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "5"
+   },
+   "source": [
+    "## Training\n",
+    "\n",
+    "The model is trained with 50,000 samples in batches of 32 (1563\n",
+    "batches per epoch) over 5 epochs with a learning rate of 0.001 using the\n",
+    "Adam optimizer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 528
+    },
+    "id": "Giycf1_xtnX8",
+    "outputId": "829e91cd-2275-4e9c-9ecf-a478b3117378"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train BERT MLM model on Project CodeNet:\n",
+      "Epoch 1/5\n",
+      "1563/1563 [==============================] - 465s 297ms/step - loss: 1.9673\n",
+      "Epoch 2/5\n",
+      "1563/1563 [==============================] - 497s 318ms/step - loss: 0.7906\n",
+      "Epoch 3/5\n",
+      "1563/1563 [==============================] - 493s 316ms/step - loss: 0.5638\n",
+      "Epoch 4/5\n",
+      "1563/1563 [==============================] - 495s 317ms/step - loss: 0.4734\n",
+      "Epoch 5/5\n",
+      "1563/1563 [==============================] - 463s 296ms/step - loss: 0.4187\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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SlcmA+PhKnDjhgrw8aYy8JSLHZfOlCgD33lsFJyfeZ5WIrM8uSjUgQI+//KUGO3a4Qa+3dhoicmR2UapA/WWr+fkKZGbyKgAish67KdVx46rg5aXnLgAisiq7KVU3t/r7AXz6qRKVlTxnlYisw+Rlqunp6cjKyoKPjw9SU1ObLK+srMTatWtRXFwMnU6HCRMmICYmxixhTYmPr8J773ngs8+UiI9v/6hZIqLWMrmlGh0djeTk5Fsu/+KLLxASEoJVq1ZhyZIleOutt6x2Z52hQ2sRGqrlLgAishqTpRoeHg5PT89bLpfJZKiuroYgCKiuroanp2erbpMlJo5aISJra3fz3HXXXfjtt9/w+OOPY968eXjkkUesVqoAR60QkXW1+9Z/OTk56NKlCxYvXowrV65g2bJl6N27d7NTIDMyMpCRkQEASElJgVqtbn1gheK2z1OrgREj9Ni50wuLFysh0m0o25TFUqSSA5BOFqnkAJhFyjkA8bO0u1QPHDiAuLg4yGQyBAYGwt/fH/n5+ejRo0eTdTUaDTQajeFxW+5h2JJ7H06a5I758ztg//5rGDCgrtXvIWYWS5BKDkA6WaSSA2AWKecA2p7FbCOq1Wo1Tp48CQC4evUq8vPz4e/v396XbZcJEzhqhYisw+SWalpaGk6fPo3y8nIkJCRg6tSphqP7sbGxmDx5MtLT0zFv3jwAwPTp0+Ht7W3e1Cb4+AiIjeWoFSKyPJOlmpSUdNvlKpUKCxcuFCuPaOLjK/Hxxxy1QkSWZbfnHXHUChFZg92WKketEJE12G2pAhy1QkSWZ9elylErRGRpdl2qHLVCRJZm16UKcNQKEVmW3ZcqR60QkSXZfakCHLVCRJbjEKXKUStEZCkOUaoctUJEluIQpQrU7wKorHTCZ58prR2FiOyYw5QqR60QkSU4TKly1AoRWYJDtQtHrRCRuTlUqXbtqsOQITXYvt0NgmDtNERkjxyqVIH6A1bnzjnjhx+crR2FiOyQw5UqR60QkTk5XKk2HrVSW2vtNERkbxyuVIH6O1eVlspx4ADPWSUicTlkqXLUChGZi0OWqrNz/S0BOWqFiMTmkKUK1O8C4KgVIhKbw5YqR60QkTkoTK2Qnp6OrKws+Pj4IDU1tdl1cnNzsXXrVuh0Onh5eWHp0qWiBxVbw6iVZct8kJcnR48eOmtHIiI7YHJLNTo6GsnJybdcXlFRgU2bNmH+/PlYs2YN5s6dK2pAc+KoFSISm8lSDQ8Ph6en5y2XHzlyBFFRUVCr1QAAHx8f8dKZGUetEJHY2r1PtaCgANevX8eSJUswf/58fP3112LkshiOWiEiMZncp2qKTqfD+fPnsWjRItTW1mLhwoXo2bMngoKCmqybkZGBjIwMAEBKSoph67ZVgRWKNj3vVqZPBxYsEPDJJ76Ii2vdflWxs7SVVHIA0skilRwAs0g5ByB+lnaXqp+fH7y8vKBUKqFUKhEWFoZff/212VLVaDTQaDSGx0VFRa1+P7Va3abn3c499/hgxw43LF5cDHf3lt++yhxZ2kIqOQDpZJFKDoBZpJwDaHuW5joOEOHrf2RkJH788UfodDrU1NQgLy8PwcHB7X1Zi+KoFSISi8kt1bS0NJw+fRrl5eVISEjA1KlTodVqAQCxsbEICQlBREQEnn32WTg5OeHOO+9EaGio2YOLqfGolfj4KmvHISIbZrJUk5KSTL7IxIkTMXHiRDHyWEXDqJW0NE/k5zshKIinAhBR2zjsFVU346gVIhIDS/UPHLVCRGJgqTbCUStE1F4s1UY4aoWI2oul2ghHrRBRe7FUb8JRK0TUHizVm3DUChG1B0v1Jhy1QkTtwVJtBketEFFbsVSbwVErRNRWLNVmNIxaOXHCBXl5cmvHISIbwlK9BY5aIaK2YKneAketEFFbsFRvY8qUSo5aIaJWYaneRmxsNby89NwFQEQtxlK9DTc3YPz4Knz6qRKVlTxnlYhMY6mawFErRNQaLFUTGo9aISIyhaVqQsOolSNHXJCfz4+LiG6PLdECHLVCRC3FUm0BjlohopZiqbYQR60QUUuwVFuIo1aIqCVMlmp6ejpmzZqFefPm3Xa9vLw8TJs2DceOHRMtnJRw1AoRtYTJUo2OjkZycvJt19Hr9Xj33XcxYMAA0YJJEUetEJEpJks1PDwcnp6et13n888/R1RUFLy9vUULJkUctUJEprR7n2pJSQm+/fZbxMbGipFH0jhqhYhMUbT3BbZu3Yrp06fDycl0P2dkZCAjIwMAkJKSArVa3er3UygUbXqeWP7+dxneeEOG/fs7IjzcyapZGlj7M2lMKlmkkgNgFinnAMTP0u5S/emnn/Cvf/0LAFBWVoYTJ07AyckJQ4cObbKuRqOBRqMxPC4qKmr1+6nV6jY9TyxBQUBYWEds3SogIUFv1SwNrP2ZNCaVLFLJATCLlHMAbc8SFBTU7M/bXarr1683+vfBgwc3W6j2omHUyrJlPjhzphZ+ftZORERSYvI7e1paGhYuXIj8/HwkJCRg//792Lt3L/bu3WuJfJLUMGrl3Xc5v4qIjJncUk1KSmrxi82ePbs9WWxGw6iV//zHFU8+WX/TFSIigFdUtdmUKZW4eFHGUStEZISl2kaxsdXw9ua0VSIyxlJtIzc3YPJkPUetEJERlmo7PPCAnqNWiMgIS7UdRowQOGqFiIywVNuBo1aI6GZsgnbiqBUiaoyl2k4ctUJEjbFURcBRK0TUgKUqAo5aIaIGLFURcNQKETVgqYqEo1aICGCpioajVogIYKmKhqNWiAhgqYoqPr4SdXUy7NnDrVUiR8VSFVGfPlqEhdXxslUiB8ZSFVHDqJUTJ1yQl8epAESOiKUqsoZRK9xaJXJMLFWRNYxa2bHDDXq9tdMQkaWxVM1gypRK5OcrOGqFyAGxVM0gNrYaXl567gIgckAsVTNwcwPGj6/iqBUiB8RSNZMpU6o4aoXIASlMrZCeno6srCz4+PggNTW1yfLDhw9j9+7dEAQBbm5umDVrFv70pz+ZI6tNGTKk1jBqJT6+ytpxiMhCTG6pRkdHIzk5+ZbL/f39sWTJEqSmpmLy5Ml4/fXXRQ1oqzhqhcgxmfxtDw8Ph6en5y2X33HHHYblPXv2RHFxsXjpbFx8PEetEDkaUTeh9u/fj4EDB4r5kjbtT3/iqBUiR2Nyn2pLnTp1CgcOHMBLL710y3UyMjKQkZEBAEhJSYFarW71+ygUijY9zxxakuXhh50we7YCFy50xODB5mlWW/tMHCkHwCxSzgGIn0WUUv3111+xceNGLFiwAF5eXrdcT6PRQKPRGB4XFRW1+r3UanWbnmcOLckSEyODq2sgNm2qQZcuZVbLYSlSySKVHACzSDkH0PYsQUFBzf683V//i4qKsHr1ajz55JO3fBNHxlErRI7F5JZqWloaTp8+jfLyciQkJGDq1KnQarUAgNjYWHz44Ye4fv06Nm3aBACQy+VISUkxb2obEx9fiY8/dsOBA0qMG1dt7ThEZEYmSzUpKem2yxMSEpCQkCBWHrvUeNQKS5XIvvEESgvgqBUix8FStRCOWiFyDCxVC+GoFSLHwFK1EI5aIXIMLFUL4qgVIvvHUrUgjlohsn8sVQvjqBUi+8ZStTCOWiGybyxVC+OoFSL7xlK1Ao5aIbJfLFUraDxqhYjsC0vVCjhqhch+8TfaSjhqhcg+sVSthKNWiOwTS9WK4uOrcO6cM374wdnaUYhIJCxVK5owoQqurgI+/JB3riKyFyxVK+KoFSL7w1K1svj4SpSWynHgAM9ZJbIHLFUrazxqhYhsH0vVyjhqhci+sFQlgKNWiOwHS1UCOGqFyH6wVCWAo1aI7IfJUk1PT8esWbMwb968ZpcLgoA333wTTz31FJ599ln8/PPPood0BBy1QmQfTJZqdHQ0kpOTb7n8xIkTuHz5MtauXYvHHnsMmzZtEjWgo+CoFSL7YLJUw8PD4enpecvlx48fx+jRoyGTydCrVy9UVFSgtLRU1JCOgqNWiGxfu/eplpSUQK1WGx77+fmhpKSkvS/rkDhqhcj2KSz5ZhkZGcjIyAAApKSkGJVxSykUijY9zxzMkSU+XsAHH7hh40YFPDysl6OtpJJFKjkAZpFyDkD8LO0uVZVKhaKiIsPj4uJiqFSqZtfVaDTQaDSGx42f11JqtbpNzzMHc2SZMMEFW7ao8fbbFYiPr7JajraSShap5ACYRco5gLZnCQoKavbn7f76HxkZiUOHDkEQBJw9exbu7u7w9fVt78s6LI5aIbJtJrdU09LScPr0aZSXlyMhIQFTp06FVqsFAMTGxmLgwIHIysrCnDlz4OLigsTERLOHtmcNo1bS0jyRn++EoCCeCkBkS0yWalJS0m2Xy2QyzJo1S6w8hPoLAV591Qu7drlj9uzr1o5DRK3AK6okiKNWiGwXS1WiOGqFyDaxVCWKo1aIbBNLVaI4aoXINrFUJYyjVohsD0tVwqKjOWqFyNawVCVMoeCoFSJbw1KVOI5aIbItLFWJ46gVItvCUpU4jlohsi0sVRvAUStEtoOlagM4aoXIdrBUbQRHrRDZBpaqjeCoFSLbwFK1EW5uwPjxVfj0UyUqK3nOKpFUsVRtyJQpVaisdMJnn/GyVSKpYqnaEI5aIZI+lqoNaRi1cuSIC/Lz+VdHJEX8zbQx8fGVEAQZdu3i1iqRFLFUbQxHrRBJG0vVBnHUCpF0sVRtEEetEEkXS9UGcdQKkXQpWrJSdnY2tmzZAr1ejzFjxiAuLs5oeVFREdavX4+Kigro9Xrcf//9GDRokDny0h/i4yvx8cduOHBAienTrZ2GiBqY3FLV6/XYvHkzkpOT8eqrr+K///0vLl26ZLTOjh07MHz4cKxcuRJJSUnYvHmz2QJTPY5aIZImk6Wal5eHwMBABAQEQKFQYMSIEfjuu++M1pHJZKisrAQAVFZWwtfX1zxpyaDxqJXiYmunIaIGJku1pKQEfn5+hsd+fn4oKSkxWmfKlCk4fPgwEhISsGLFCsycOVP8pNREw6iV7du5a5xIKlq0T9WU//73v4iOjsaECRNw9uxZvPbaa0hNTYWTk/Eve0ZGBjIyMgAAKSkpUKvVrQ+sULTpeeZg7SzR0UC/fnq88YYcEyeqERRktSgG1v5MpJYDYBYp5wDEz2KyVFUqFYobfb8sLi6GSqUyWmf//v1ITk4GAPTq1Qt1dXUoLy+Hj4+P0XoajQYajcbwuKioqNWB1Wp1m55nDlLI8sQTSsyZ44uwMGc88kgFEhPLoVJZ76oAKXwmUsoBMIuUcwBtzxJ0i60Yk98bu3fvjoKCAhQWFkKr1SIzMxORkZFNQp06dQoAcOnSJdTV1cHb27vVIan1Jk2qxsmTdbjnnips2OCB4cMDsGaNJ8rLeXtAImswuaUql8sxc+ZMLF++HHq9HjExMejcuTO2bduG7t27IzIyEg8++CA2btyITz/9FACQmJgImYy/1JbSrRuwdu1VzJ59HatXeyE11RtvvumBJ5+8joceqoAbTxAgshiZIFjvCvL8/PxWP8cevjaYO0d2tjNWrvTC118rERioQ1JSOaZNq4SzBa5qlepnYk3MIt0cgBW+/pPtiYiow3/+U4Lt24sQEqLD8893QHS0P3budINOZ+10RPaNpWrHRoyoxUcfFeHf/y6Gu7uAp57yRWxsR3z5pZJ3uCIyE5aqnZPJAI2mBl9++TvS00tQUyPDzJkqTJigxuHDnMxKJDaWqoNwcqo/U+DgwUKkppbiyhUnTJumxtSpfvj+e95CkEgsLFUHo1AA06ZV4fDhQrz00jX8+KMCEyd2xCOP+OL0aVGuBSFyaCxVB6VUAo8+WoGjRwsxf34Zjh1zRWxsR8ye3QE//yy3djwim8VSdXAeHgLmzLmOo0evYPbs6/jySyWio/3xj3/44Lff+J8HUWvxt4YAAB06CFiwoByZmYV46KEKfPCBO0aNCsCSJd4oLuZ/JkQtxd8WMuLvr8eyZWU4fLgQcXFV2LzZA8OH+2PVKi+UlfEqOSJTWKrUrM6ddViz5ioOHPgdMTE1SEvzwvDhAUhP90RVFcuV6FZYqnRbPXposXFjKb78shCDBtVi+XJvjBjhj61b3Tkfi6gZLFVqkb59tXj77RLs2lWErl21eOGFDhg92h8ffMBLX4kaY6lSqwwdWosdO4rx7rvF6NBBj2ee8cWYMR3x6ae89JUIYKlSG8hk9YMHP/+8CK+/XgJBAB57TIW771Zj714Zy5UcGkuV2kwmA+65pxr79/+OV18tRUmJEyZMcEZ8vB++/Zb3FSDHxFKldpPLgalTq3DoUCHS0rT46ScF7r1XjRkzVDh1ipe+kmNhqZJoXF2BJ57QIzOzEMnJZcjKcsG4cf5ISPBFXh4vfSXHwFIl0bm7C5g9+zoyM68gKakcX33lipgYf8yd2wGXLrFcyb6xVMlsfHwEPPdcOY4eLcSjj1bgo4/cMGqUPxYt8sbvv/M/PbJP/C+bzE6t1mPJkjIcPnwFU6ZU4t//rr/0dcUKL1y9yquzyL6wVMligoP1WLnyGg4eLMS4cdVYt67+0te1az1RUcFyJfvAUiWL69ZNh/Xrr2Lv3kJERdXin/+sv/R182YP1NRYOx1R+7BUyWr69NFi69YS7N79O3r21GLxYh+MGuWP9993g1Zr7XREbdOikwizs7OxZcsW6PV6jBkzBnFxcU3WyczMxPbt2yGTydClSxc8/fTTYmclOxUZWYft24tx+LAL/vlPb8yb54v1673w3HNlGD++Gk78Xz/ZEJOlqtfrsXnzZixcuBB+fn5YsGABIiMjERISYlinoKAAH330EZYtWwZPT09cu3bNrKHJ/shkwOjRtRg1qghffqnEypVeeOIJFdatq8P8+WW4884ayLjblWyAyW2AvLw8BAYGIiAgAAqFAiNGjMB3331ntM5XX32FcePGwdPTEwDg4+NjnrRk92Qy4K67qrFv3+947bVSXL8uw4MP+iEuTo2jR3npK0mfyVItKSmBn5+f4bGfnx9KSkqM1snPz0dBQQEWLVqEF154AdnZ2aIHJccilwP/7/9V4euvC5GSchWXLskRH6/G/ferkJPDkdokXaJcmK3X61FQUIAXX3wRJSUlePHFF7F69Wp4eHgYrZeRkYGMjAwAQEpKCtRqdesDKxRtep45SCWLVHIA5snyzDNAQoIOGzYIWLXKFXffrURcnB5LlmgRFma5HG3FLNLNAYifxWSpqlQqFBcXGx4XFxdDpVI1Wadnz55QKBTw9/dHp06dUFBQgB49ehitp9FooNFoDI+LiopaHVitVrfpeeYglSxSyQGYN8uMGUBcnAxvvOGBjRs9sXu3MyZPrsK8eeUIDTW+U7ajfCatJZUsUskBtD1LUFBQsz83+fW/e/fuKCgoQGFhIbRaLTIzMxEZGWm0ztChQ5GbmwsAKCsrQ0FBAQICAlodksgULy8Bc+dex9GjhXj88Qp88okbRo/2R3KyD65c4WkCZH0mt1TlcjlmzpyJ5cuXQ6/XIyYmBp07d8a2bdvQvXt3REZGYsCAAcjJycEzzzwDJycnPPDAA/Dy8rJEfnJQKpUeixaV4e9/v45//csL777rjm3b3PDII5VITCyHRL5ZkgOSCYL17tOen5/f6ufYw9cGe80BWC/Lr7/KkZrqhZ073eDpKeDJJwVERpaiX786eHhYdxQB/36kmwMQ/+s/7yBMdqFLFx3Wrr2KxMTrWL3aCytWuAFQw8lJQK9eWgwYUIeIiFpERNShd+86uPDsLDITlirZld69tdi0qRQ6nRz795cjJ8cFOTnO2LvXFdu2uQMAXF0FhIffKNmIiDp066bllVskCpYq2aWAAGDs2BqMHVt/hxZBAC5elCM72xnZ2fVFu22bO7ZsqW9SLy89+vevL9qGrdqgID2v4qJWY6mSQ5DJgNBQHUJDdZg4sRoAoNMB584pkJPjjBMn6ov29dc9UVdX36QdO+qMdhsMGFALlYqjYun2WKrksOTy+t0FvXtrcd99VQCA6mrg9Gln5OTUb9FmZzvjq6+8IAj1Rduli/H+2X796uDuzqKlG1iqRI0olcCgQXUYNKgOQCUAoLxchh9+uFGy33/vjD173AAATk4C7rhDiwED6ncbDBxYfyDMmVfSOiyWKpEJXl4C/vznWvz5z7WGn/3+uxOys52Rk1NftF9+qcT779dflu3qKqBPnxv7Z2NiAF9f8ECYg2CpErVBx476Zg+EnTjhbDjj4P333fHmmw0HwgLRv38dBg6sL9oBA3ggzF6xVIlE0PhA2KRJxgfC8vJUOHKkBjk5ztiwwRNabX2T+vvrDAU7cGAd+vfngTB7wFIlMpOGA2EjR+oxfnz9jdsbHwhrOONg3z5vw3O6dNEadhsMHFiHvn15IMzWsFSJLKjxgbBHHqk/EFZWVn8grGH/7HffuWD37voLFRoOhN04f5YHwqSOpUpkZd7eAkaOrMXIkU0PhDVcqPDFF0q89179gTCl0viKsAEDatGtm44HwiSCpUokQc0dCLtwwfiKsPfeu3EgzNv7xhVhDUXbqRMPhFkDS5XIBshk9TeN6dLlxoEwrfbGFWEN59DefCCs8W6D/v1reUtEC2CpEtkohQIIC9MiLEyLadOMrwhrKNn6m8m4GZ6jUgkIDlajc2fdH/9oG/27jgfFRMBSJbIjxleE1Ws4EHbqlDOuXPHEuXN6nD2rwP79SlRXG+8f8POrL9eQEB1CQ7UICblRuCEhWri53fyOdDOWKpGda3wgTK12Q1FR/TRkQag/IHbxohyXLslx8aICFy7U//vp087Yu1eJ2lrj0u3Y8Ubh3ijf+sINDtZBqbTGn1BaWKpEDkomA/z99fD312Pw4Lomy/V6oLCwvnQvXlQYyvfCBQVyclzw2Wdywx29GgQG6v7YutUabeGGhuoQFKRziJuDs1SJqFlOTkBgoB6BgXoMGdK0dHU64PJlJ1y6pPijeG+U7/HjLtizRw6d7kbpymQCAgP1CA3VokcPOTp29DLaxRAUpIPCDhrJDv4IRGQNcjkQHKxHcHAtoqKaLtdqgcuX5bhwQf7HVu6N3QuHDzvh0iVP6PWyRq8noFMnndFBtIbCDQ3VITBQB7ncgn/ANmKpEpFZKBRASEj97oCbqdVq5OcXoaDAeAu34Z9Dh1xx5Yqb4T629a8nICjIuHBDQ2/sYggM1EviAgiWKhFZhYvLjXNvgdomy2tqgN9+k9+0e6G+gA8cUOLKFflNr3ejdI3PXKjfv9uxo2VKl6VKRJLk6gp066ZDt25Nt3QBoKrqRuk27FZo2OL98ksliorkN72egJCQpmctREcDPj7i5W5RqWZnZ2PLli3Q6/UYM2YM4uLiml3v2LFjWLNmDVasWIHu3buLl5KI6CZubkCPHjr06NF86VZWyv4oWnmTMxhycpxRWlpfui+9pMWjj4qXy2Sp6vV6bN68GQsXLoSfnx8WLFiAyMhIhISEGK1XVVWFzz//HD179hQvHRFRG7m7C+jVS4tevbTNLr9+vb50u3btIOr7mtzDkJeXh8DAQAQEBEChUGDEiBH47rvvmqy3bds2TJo0Cc68JxkR2QBPTwG9e2sRHCzu65rcUi0pKYGfn5/hsZ+fH86dO2e0zs8//4yioiIMGjQIe/bsueVrZWRkICMjAwCQkpICdRvu7qBQKNr0PHOQShap5ACkk0UqOQBmkXIOQPws7T5Qpdfr8dZbbyExMdHkuhqNBhqNxvC4qKio1e+nVqvb9DxzkEoWqeQApJNFKjkAZpFyDqDtWYKCgpr9uclSValUKC4uNjwuLi6GSqUyPK6ursbFixexdOlSAMDVq1excuVK/OMf/+DBKiJyOCZLtXv37igoKEBhYSFUKhUyMzMxZ84cw3J3d3ds3rzZ8HjJkiWYMWMGC5WIHJLJUpXL5Zg5cyaWL18OvV6PmJgYdO7cGdu2bUP37t0RGRlpiZxERDahRftUBw0ahEGDBhn97L777mt23SVLlrQ7FBGRrZLAlbJERPaDpUpEJCKWKhGRiFiqREQikgmCwPGJREQisbkt1eeff97aEQykkkUqOQDpZJFKDoBZmiOVHID4WWyuVImIpIylSkQkIpsr1cY3ZLE2qWSRSg5AOlmkkgNgluZIJQcgfhYeqCIiEpHNbakSEUmZJAf/paenIysrCz4+PkhNTW2yXBAEbNmyBSdOnICrqysSExPRrVs3q2TJzc3FypUr4e/vDwCIiopCfHy86DmKioqwfv16XL16FTKZDBqNBnfffbfROpb6XFqSxRKfS21tLV588UVotVrodDoMGzYMU6dONVqnrq4O69atw88//wwvLy8kJSUZMlk6y8GDB/H2228bbp151113YcyYMaJnAervc/z8889DpVI1Obptqc+kJVks+ZnMnj0bSqUSTk5OkMvlSElJMVou2u+PIEG5ubnCTz/9JMydO7fZ5d9//72wfPlyQa/XC2fOnBEWLFhgtSynTp0SVqxYYbb3b1BSUiL89NNPgiAIQmVlpTBnzhzh4sWLRutY6nNpSRZLfC56vV6oqqoSBEEQ6urqhAULFghnzpwxWueLL74QNm7cKAiCIBw5ckRYs2aN1bIcOHBA2LRpk1ne/2Yff/yxkJaW1uzfgaU+k5ZkseRnkpiYKFy7du2Wy8X6/ZHk1//w8HB4enrecvnx48cxevRoyGQy9OrVCxUVFSgtLbVKFkvx9fU1/F/Tzc0NwcHBKCkpMVrHUp9LS7JYgkwmg1KpBADodDrodDrIZDKjdY4fP47o6GgAwLBhw3Dq1CkIZjiM0JIsllJcXIysrKxbbvFZ6jNpSRYpEev3R5Jf/00pKSkxminj5+eHkpIS+Pr6WiXP2bNn8dxzz8HX1xczZsxA586dzfp+hYWFOH/+PHr06GH0c2t8LrfKAljmc9Hr9Zg/fz4uX76McePGNZnm23jGmlwuh7u7O8rLy+Ht7W3xLADwzTff4H//+x86deqEhx56yCxzmrZu3YoHHngAVVVVzS635GdiKgtgmc+kwfLlywEAY8eObXLUX6zfH5ssVSnp2rUr0tPToVQqkZWVhVWrVmHt2rVme7/q6mqkpqbi4Ycfhru7u9nep71ZLPW5ODk5YdWqVaioqMDq1atx4cIFhIaGiv4+YmQZPHgw/vznP8PZ2Rn79u3D+vXr8eKLL4qa4fvvv4ePjw+6deuG3NxcUV/bHFks8Zk0WLZsGVQqFa5du4aXX34ZQUFBCA8PF/19JPn13xSVSmU0qOvmuVmW5O7ubvjaN2jQIOh0OpSVlZnlvbRaLVJTUzFq1ChERUU1WW7Jz8VUFkt+LgDg4eGBPn36IDs72+jnjWes6XQ6VFZWwsvLy2w5bpfFy8vLMMJ9zJgx+Pnnn0V/7zNnzuD48eOYPXs20tLScOrUqSb/M7PUZ9KSLJb4TBo0/C74+PhgyJAhyMvLa7JcjN8fmyzVyMhIHDp0CIIg4OzZs3B3d7faV/+rV68a9kfl5eVBr9eb5T9QQRCwYcMGBAcHY/z48c2uY6nPpSVZLPG5lJWVoaKiAkD90fcffvgBwTcNcR88eDAOHjwIADh27Bj69Oljln2dLcnSeP/c8ePHERISInqO+++/Hxs2bMD69euRlJSEvn37Gs2UAyz3mbQkiyU+E6D+W1XDLojq6mr88MMPTb7RiPX7I8mv/2lpaTh9+jTKy8uRkJCAqVOnQqvVAgBiY2MxcOBAZGVlYc6cOXBxcWnReGxzZTl27Bj27t0LuVwOFxcXJCUlmeU/0DNnzuDQoUMIDQ3Fc889BwD429/+Zvg/qyU/l5ZkscTnUlpaivXr10Ov10MQBAwfPhyDBw82mp925513Yt26dXjqqafg6emJpKQkUTO0Jsvnn3+O48ePQy6Xw9PT06z/3d7MGp9JS7JY6jO5du0aVq9eDaB+63zkyJGIiIjA3r17AYj7+8MrqoiIRGSTX/+JiKSKpUpEJCKWKhGRiFiqREQiYqkSEYmIpUpEJCKWKhGRiFiqREQi+v99/JRwtQwdugAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print('Train BERT MLM model on Project CodeNet:')\n",
+    "history = mlm_model.fit(mlm_ds, epochs=5)\n",
+    "#mlm_model.save('bert_mlm_codenet.h5')\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "plt.style.use('ggplot')\n",
+    "\n",
+    "def plot_history(history):\n",
+    "    loss = history.history['loss']\n",
+    "    x = range(1, len(loss) + 1)\n",
+    "\n",
+    "    plt.figure(figsize=(12, 5))\n",
+    "    plt.subplot(1, 2, 1)\n",
+    "    plt.plot(x, loss, 'b', label='Training loss')\n",
+    "    plt.title('Training loss')\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_history(history)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6"
+   },
+   "source": [
+    "## Evaluation\n",
+    "\n",
+    "We evaluate the trained model on a test set of 5,000 samples taken\n",
+    "from problems not considered for the training set. Each sample is\n",
+    "preprocessed in the same way as the training samples and one token\n",
+    "(never a padding!) is arbitrarily replaced by the `[mask]`. Then a\n",
+    "prediction is generated and the top 1 and top 5 results are compared\n",
+    "with the expected value. The achieved accuracies are printed in the end.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "5Rbd460Tt4fI",
+    "outputId": "af5f397a-ab5b-470b-db97-0d33ef541c23"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                              tokens\n",
+      "0  # include < id . id > int main ( void ) { int ...\n",
+      "1  # include < id . id > int main ( ) { int id , ...\n",
+      "2  # include < id . id > int main ( ) { char id [...\n",
+      "3  # include < id . id > int main ( void ) { int ...\n",
+      "4  # include < id . id > int main ( void ) { char...\n",
+      "number of test samples: 5000\n",
+      "top-1 accuracy: 0.9248\n",
+      "top-5 accuracy: 0.9958\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Load pretrained bert model\n",
+    "#from tensorflow import keras\n",
+    "#mlm_model = keras.models.load_model('bert_mlm_codenet.h5',\n",
+    "#    custom_objects={'MaskedLanguageModel': MaskedLanguageModel})\n",
+    "mlm_model.trainable = False\n",
+    "\n",
+    "# token<->id mappings as dicts:\n",
+    "id2token = dict(enumerate(vocab))\n",
+    "token2id = {y: x for x, y in id2token.items()}\n",
+    "\n",
+    "# Turns text into list of vocabulary indices.\n",
+    "def prep(text):\n",
+    "    R = [0] * config.MAX_LEN # all padding\n",
+    "    text = text.split()\n",
+    "    ntoks = len(text)\n",
+    "    if ntoks > config.MAX_LEN:\n",
+    "        ntoks = config.MAX_LEN\n",
+    "        text = text[:ntoks]\n",
+    "    # pick random position (never a padding):\n",
+    "    k = random.randint(0, ntoks-1)\n",
+    "    golden = 0\n",
+    "    for i in range(len(text)):\n",
+    "        w = text[i]\n",
+    "        if w in token2id:\n",
+    "            R[i] = token2id[w]\n",
+    "        else:\n",
+    "            R[i] = 1 # OOV: [UNK]\n",
+    "        if i == k:\n",
+    "            golden = R[i]\n",
+    "            R[i] = mask_token_id\n",
+    "    return k, golden, np.array(R)\n",
+    "\n",
+    "def predict(text):\n",
+    "    mask_index, golden, R = prep(text)\n",
+    "    sample = np.reshape(R, (1, config.MAX_LEN))\n",
+    "    prediction = mlm_model.predict(sample)\n",
+    "    # all substitute word probabilities:\n",
+    "    mask_prediction = prediction[0][mask_index]\n",
+    "    # word indices with top-k highest probabilities:\n",
+    "    top_k = 5\n",
+    "    top_indices = mask_prediction.argsort()[-top_k:][::-1]\n",
+    "    # probabilities of the top_k\n",
+    "    values = mask_prediction[top_indices]\n",
+    "    correct_top1 = top_indices[0] == golden\n",
+    "    correct_top5 = False\n",
+    "    for i in range(len(top_indices)):\n",
+    "        if top_indices[i] == golden:\n",
+    "            correct_top5 = True\n",
+    "            break\n",
+    "    return correct_top1, correct_top5\n",
+    "\n",
+    "# Enumerate all test samples:\n",
+    "test_data = get_data_from_text_files('tokens/test')\n",
+    "print(test_data.head())\n",
+    "\n",
+    "correct_top1 = 0\n",
+    "correct_top5 = 0\n",
+    "num_tests = 0\n",
+    "for test in test_data['tokens']:\n",
+    "    # predict and check\n",
+    "    top1, top5 = predict(test)\n",
+    "    if top1:\n",
+    "        correct_top1+=1\n",
+    "    if top5:\n",
+    "        correct_top5+=1\n",
+    "    num_tests+=1\n",
+    "\n",
+    "print('number of test samples:', num_tests)\n",
+    "print('top-1 accuracy:', correct_top1/num_tests);\n",
+    "print('top-5 accuracy:', correct_top5/num_tests);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "7"
+   },
+   "source": [
+    "## References\n",
+    "\n",
+    "> <a id=\"1\">[1]</a>\n",
+    "Ankur Singh,\n",
+    "[\"End-to-end Masked Language Modeling with BERT\"](https://keras.io/examples/nlp/masked_language_modeling)\n",
+    "\n",
+    "> <a id=\"2\">[2]</a>\n",
+    "[CodeXGLUE -- Code Completion (token level)](https://github.com/microsoft/CodeXGLUE/tree/main/Code-Code/CodeCompletion-token)\n",
+    "\n",
+    "> <a id=\"3\">[3]</a>\n",
+    "[AllenNLP Demo on Masked Language Modeling](https://demo.allennlp.org/masked-lm)\n",
+    "\n",
+    "> <a id=\"4\">[4]</a>\n",
+    "Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong,\n",
+    "Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, Ming Zhou,\n",
+    "[CodeBERT: A Pre-Trained Model for Programming and Natural Languages](https://arxiv.org/abs/2002.08155)"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "collapsed_sections": [],
+   "name": "Project_CodeNet_MLM.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/README.md b/notebooks/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..3d063980454f345d1c4c2e504a319058a441cdc2
--- /dev/null
+++ b/notebooks/README.md
@@ -0,0 +1,4 @@
+# Example notebooks for Project CodeNet
+
+This directory contains Jupyter notebooks that show how to use the Project
+CodeNet dataset in several example applications.
diff --git a/tools/aggregation-scripts/README.md b/tools/aggregation-scripts/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..6135d752ca419e36e541fd850f2e06bd19f88bbd
--- /dev/null
+++ b/tools/aggregation-scripts/README.md
@@ -0,0 +1,51 @@
+# Scripts
+
+## Introduction
+
+This directory contains scripts that aide in accessing and
+manipulating the Project CodeNet dataset.
+
+## Summary
+
+Each script has the usual `-h` or `--help` option to briefly explain its
+purpose and the possible and expected command-line arguments with
+their defaults.
+  
+`project_codenet_submissions.sh`: offers to select all submissions for a
+particular problem, language,
+status and code sizes. Generates a list of source code file names, one
+per line.
+
+`project_codenet_aggregate.sh`: uses `project_codenet_submissions.sh` repeatedly to
+obtain all submissions for
+a set of problems, a set of languages, a set of statuses and code size
+range and act upon each source file by a user defined action (by
+default a symbolic link is created in a user selected output directory).
+
+`project_codenet.conf`: is a sample configuration file for `project_codenet_aggregate.sh`. It
+specifies the set of problems, languages, statuses and minimum and
+maximum code sizes of interest and
+defines the action to take upon each submission source file.
+
+`dataset_verify.sh`: checks the integrity of the dataset in both
+directions: whether all
+submissions mentioned in the metadata do indeed exist and reside in
+the expected location of the file system, and conversely, whether all
+source files are correctly covered by the metadata records.
+
+`post_fdupes.sh`: postprocesses a file generated by the `fdupes` (or
+`jdupes`) utility program. Collects various statistics about the
+duplicates, like how many file sets there are, whether sets are of the
+same language, and whether there are duplicates in the Accepted submissions.
+
+`callgraph.sh`: explores the call graph of a C, C++, or Java source
+file. By default starts from `main` and creates a JSON-Graph of all
+reachable functions.
+
+`callees.sh`: expects a C, C++, or Java source file as input and extracts all
+function definitions reachable from a given start function name
+(by default `main`).
+
+`callgraph_aux.sh`: shared auxiliary functionality for the other
+callgraph scripts. Uses srcml and xmlstarlet to explore the call graph
+of a C, C++, or Java source file.
diff --git a/tools/aggregation-scripts/callees.sh b/tools/aggregation-scripts/callees.sh
new file mode 100644
index 0000000000000000000000000000000000000000..156d67365b6ed93414df1a012e78927361c800fc
--- /dev/null
+++ b/tools/aggregation-scripts/callees.sh
@@ -0,0 +1,37 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+USAGE="\
+Expects a C, C++, or Java source file as input and extracts all\n\
+function definitions reachable from a given start function name\n\
+(by default \"main\"). Uses srcml and xmlstarlet to do the parsing and\n\
+ML processing. Note that only functions are output; any other\n\
+top-level definitions and declarations are lost!"
+
+# The abolute directory path where this script resides:
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+SCRIPT_NAME="$(basename "${BASH_SOURCE[0]}")"
+
+. "${SCRIPT_DIR}"/callgraph_aux.sh
+
+info "Outputting reachable function definitions..."
+
+# Test for presence of a function definition (true or false):
+#xidel -s -e 'boolean(//function[name="comment"])' test1.xml 
+
+# Get the source text of a function (assuming presence):
+#xidel -s -e '//function[name="comment"]' test1.xml 
+
+# Function names (1 per line) in reverse DFS order:
+for ((n=next_num-1;n>=0;n--)); do
+    func="${dfs_name[$n]}"
+    # Is there a function definition present?
+    result=$(xidel -s -e "boolean(//function[name=\"${func}\"])" $XML)
+    if [ "${result}" = "true" ]; then
+	# Output the source text:
+	echo
+	xidel -s -e "//function[name=\"${func}\"]" $XML
+    fi
+done
diff --git a/tools/aggregation-scripts/callgraph.sh b/tools/aggregation-scripts/callgraph.sh
new file mode 100644
index 0000000000000000000000000000000000000000..549c998972b021c224c2f0c52bf3bbd4d657505f
--- /dev/null
+++ b/tools/aggregation-scripts/callgraph.sh
@@ -0,0 +1,53 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+USAGE="\
+Approximates a call graph using srcml and xmlstarlet.\n\
+Works for any C, C++, and possibly Java source file.\n\
+Output is in JSON-Graph format. Includes multiplicity.\n\
+Note that preprocessor macros (#define) are not resolved;\n\
+so even macro calls will be treated as regular function calls."
+
+# The abolute directory path where this script resides:
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+SCRIPT_NAME="$(basename "${BASH_SOURCE[0]}")"
+
+. "${SCRIPT_DIR}"/callgraph_aux.sh
+
+info "Outputting in JSON-Graph format..."
+
+# JSON-Graph 'prelude':
+echo -e "{\n  \"graph\": {"
+echo    "    \"version\": \"1.0\","
+echo    "    \"type\": \"dag\","
+echo    "    \"directed\": true,"
+echo    "    \"root\": 0,"
+echo    "    \"order\": \"dfs\","
+echo    "    \"label\": \"call graph\","
+
+# The nodes (in DFS order!):
+echo    "    \"nodes\": ["
+for ((n=0;n<next_num;n++)); do
+    caller=${dfs_name[$n]}
+    echo -n "      { \"id\": $n, \"label\": \"$caller\" }"
+    ((n < next_num-1)) && echo ","
+done
+echo
+echo    "    ],"
+
+# The edges (per node in order of lexical occurrence):
+echo    "    \"edges\": ["
+first_time=1
+for caller in ${!graph[@]}; do
+    for callee in ${graph[$caller]}; do
+	[ $first_time -eq 1 ] && first_time=0 || echo ","
+	echo -n "      { \"between\": "
+	echo -n "[ ${dfs_num[$caller]}, ${dfs_num[$callee]} ], "
+	echo -n "\"multiplicity\": ${multi[$caller,$callee]}, "
+	echo -n "\"relation\": \"calls\" }"
+    done
+done
+echo
+echo -e "    ]\n  }\n}"
diff --git a/tools/aggregation-scripts/callgraph_aux.sh b/tools/aggregation-scripts/callgraph_aux.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8fa5f4c94ddbd933f42d00b9cc441fbb9ce078a3
--- /dev/null
+++ b/tools/aggregation-scripts/callgraph_aux.sh
@@ -0,0 +1,159 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# This file is sourced by various top-level scripts that explore
+# a source file's call graph. It contains all the shared functionality.
+
+# FIXED:
+# Pretty slow execution: uses a call to srcml and xmlstarlet for each newly
+# discovered reachable function. Could speed things up by caching the
+# xml generated by srcml per function and only repeatedly calling xmlstarlet.
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+info() {
+    [ ${VERBOSE} ] && echo "(I) ${@}" 1>&2
+}
+
+FUNCTION="main"			# Name of root function
+OUTPUT=
+VERBOSE=
+
+for i in "$@"; do
+case $i in
+    -h|--help)
+    echo "Usage: ${SCRIPT_NAME} [-hv] [-f=function] [-o=file] FILE"
+    echo -e "  -h|--help:\t show this brief usage summary"
+    echo -e "  -f|--function: name of root function"
+    echo -e "  -o|--output:\t path to the output file"
+    echo -e "  -v|--verbose:\t output informational messages"
+    echo
+    echo "Option defaults are (empty means not in effect):"
+    echo -e "  -f:\t${FUNCTION}"
+    echo -e "  -o:\t${OUTPUT:-stdout}"
+    echo -e "  -v:\t${VERBOSE}"
+    echo
+    echo -e "${USAGE}"
+    exit 2
+    ;;
+    -f=*|--function=*)
+    FUNCTION="${i#*=}"
+    shift
+    ;;
+    -o=*|--output=*)
+    OUTPUT="${i#*=}"
+    shift
+    ;;
+    -v|--verbose)
+    VERBOSE=1
+    shift
+    ;;
+    *)
+    break;
+    ;;
+esac
+done
+
+# We need an input file (extension is used by srcml):
+[[ "$#" < 1 ]] && die "expect a Java, C, C++, or C# file as argument"
+# Check if source file exists:
+[ -f $1 ] || die "file does not exist"
+
+info "Script '${SCRIPT_NAME}' parameters:"
+#info "Script directory: ${SCRIPT_DIR}"                                      
+info "Root function: ${FUNCTION}"
+info "Output file  : ${OUTPUT:-stdout}"
+[ "${VERBOSE}" ] && yesorno="yes" || yesorno="no"
+info "Verbose?     : ${yesorno}"
+
+# Quick check for availabilty of srcml and xmlstarlet:
+command -v srcml &>/dev/null
+[ $? == 0 ] || die "srcml not available; please install"
+command -v xmlstarlet &>/dev/null
+[ $? == 0 ] || die "xmlstarlet not available; please install"
+#command -v xidel &>/dev/null
+#[ $? == 0 ] || die "xidel not available; please install"
+
+# Create temp file:
+XML=$(mktemp)
+trap "/bin/rm -f $XML" EXIT
+
+# All function definitions each as a unit inside the top-level unit:
+# (Called only once!)
+srcml --xpath="//src:function" $1 -o $XML
+
+# Given (existing) function name return all function calls in its body.
+# Searches in XML-annotated version of source file $1 in body of
+# <function><name>$2 for all occurrences of <call><name>name.
+function calls() {
+#    echo $(srcml --xpath="//src:function[src:name=\"$2\"]" $1 \
+#         | xidel -s -e '//call/name' -)
+    # Get all calls within the body of a given function:
+    # Xidel incorrectly treats XML names case-insensitive!
+#    xidel -s -e "//function[name=\"$2\"]//call/name" $1
+    xmlstarlet sel -N src="http://www.srcML.org/srcML/src" -t -v \
+       "//src:function[src:name=\"$2\"]//src:call/src:name" $1
+}
+
+# Avoid treating the same (reachable) function more than once:
+
+# Call graph adjacency lists:
+declare -A graph		# node name (caller) -> successors (callees)
+
+# DFS numbering of nodes:
+next_num=0
+declare -A dfs_num		# node name -> number
+# inverse:
+declare -A dfs_name		# number -> node name
+
+# Multiplicity of A calling B:
+declare -A multi		# multi[A,B]
+
+# Depth-first call graph traversal.
+# $1: source file name
+# $2: name of function to start with
+function trace_calls() {
+    # Check if already treated:
+    [ ${graph[$2]+_} ] && return
+
+    # Hand out dfs number:
+    dfs_num[$2]=$next_num
+    dfs_name[$next_num]=$2
+    ((next_num++))
+
+    # Get list of calls in order of lexical occurrence:
+    local CALLS=$(calls $1 $2)
+
+    # Could have multiple calls to same function; count them:
+    declare -A rank
+    local next_rank=0
+    # Unique function names being called:
+    local FUNCS=()
+    for func in ${CALLS}; do
+	# Record multiplicity:
+	((multi[$2,$func]++))
+         # Build unique names list in original order:
+	[ ${rank[$func]+_} ] && continue
+	FUNCS[$next_rank]=$func
+	rank[$func]=$next_rank
+	((next_rank++))
+    done
+
+    # Create adjacency list for $2 and also mark treated:
+    graph[$2]=${FUNCS[@]}
+
+    for func in ${FUNCS[@]}; do
+	trace_calls $1 "${func}"
+    done
+}
+
+info "Constructing call graph recursively..."
+trace_calls "${XML}" "${FUNCTION}"
+
+# Output to file or stdout:
+[ "${OUTPUT}" ] && exec 1>"${OUTPUT}"
diff --git a/tools/aggregation-scripts/dataset_verify.sh b/tools/aggregation-scripts/dataset_verify.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3e67c0d6b3c9185ed8635ff4b6723c8eb750bc07
--- /dev/null
+++ b/tools/aggregation-scripts/dataset_verify.sh
@@ -0,0 +1,278 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Verifies the integrity of the dataset.
+# This means that all metadata is consulted to make sure all submissions
+# mentioned are indeed present. This an elaborate process and can take
+# a while.
+
+# FIXME: Cross-check original problem ids:
+# - problem_id all the same in every row of each p?????.csv file
+# - same for original_problem_id
+# - problem_id part of file name: id p????? -> file p?????.csv
+# - problem_id once in problem_list.csv and corresponding original_problem_id
+#   on that same row (and no where else)
+
+# The abolute directory path where this script resides:
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+SCRIPT_NAME="$(basename "${BASH_SOURCE[0]}")"
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+warn() {
+    echo "(W) ${@}" 1>&2
+}
+
+info() {
+    # Be quiet when unset or not "":
+    [ -n ${QUIET:-""} ] || echo "(I) ${@}" 1>&2
+}
+
+# Directory that is the root all data and metadata:
+DATA_DIR="/Volume1/AI4CODE/CodeNet_AIZU" # -d option
+MODE=all				 # -m option
+QUIET=					 # -q option
+
+for i in "$@"
+do
+case $i in
+    -h|--help)
+    echo "Usage: ${SCRIPT_NAME} [-hq] [-d=dir] [-m=mode]"
+    echo -e "  -d|--data:\tpath to the dataset directory"
+    echo -e "  -h|--help:\tshow this brief usage summary"
+    echo -e "  -m|--mode:\trun in certain checking mode"
+    echo -e "  -q|--quiet:\tsuppress informational messages"
+    echo
+    echo "Option defaults are (empty means not in effect):"
+    echo -e "  -d:\t${DATA_DIR}"
+    echo -e "  -m:\t${MODE}"
+    echo -e "  -q:\t${QUIET}"
+    echo
+    echo "Verifies the integrity of the dataset:"
+    echo "makes sure that metadata and data correspond."
+    echo "The available mode options are: metada, data, or all (default)."
+    exit 2
+    ;;
+    -d=*|--data=*)
+    DATA_DIR="${i#*=}"
+    shift
+    ;;
+    -m=*|--mode=*)
+    MODE="${i#*=}"
+    shift
+    ;;
+    -q|--quiet)
+    QUIET=1
+    shift
+    ;;
+    *)
+    break;
+    ;;
+esac
+done
+if [[ -n ${1:-""} ]]; then
+    warn "trailing non-option arguments are ignored"
+fi
+
+# Check for existence of dataset directory:
+[ -d "${DATA_DIR}" ] || die "Expect dataset directory ${DATA_DIR}"
+# Check for expected sub-directory structure:
+for dir in "data" "metadata" "problem_descriptions"; do
+    [ -d "${DATA_DIR}/${dir}" ] || die "Expect directory ${DATA_DIR}/${dir}"
+done
+
+info "Script '${SCRIPT_NAME}' parameters:"
+info "Check mode  : ${MODE}"
+info "Dataset dir.: ${DATA_DIR}"
+
+# useful aux vars:
+DATA="${DATA_DIR}/data"
+METADATA="${DATA_DIR}/metadata"
+DESCRIPTIONS="${DATA_DIR}/problem_descriptions"
+
+check_metadata()
+{
+  # private:
+  HEADER="id,name,dataset,time_limit,memory_limit,rating,tags,complexity,original_id,original_contest_id"
+  # public:
+  #HEADER="id,name,dataset,time_limit,memory_limit,rating,tags,complexity"
+
+  info "Checking problem metadata"
+
+  PROBLEM_CSV="${METADATA}/problem_list.csv"
+  # Check if file exists:
+  [ -f "${PROBLEM_CSV}" ] || \
+      die "missing metadata CSV file ${PROBLEM_CSV}"
+
+  info "Processing ${PROBLEM_CSV}"
+
+  # Assume simple fields, no string quotes, no unnecessary ws, etc
+  # The metadata CSV files used to have DOS line endings \r\n !
+  {
+      read -r header
+      # Remove any trailing carriage return:
+      header="${header%$'\r'}"
+      # Check is header is correct:
+      [ "${header}" == "${HEADER}" ] || \
+	  warn "incorrect CSV header: ${header}"
+
+      while IFS=, read -a line; do
+	# Guaranteed no unnecessary spaces.
+	id=${line[0]}
+
+	# Check if problem csv file exists:
+	[ -f "${METADATA}/${id}.csv" ] || \
+	    warn "missing metadata CSV file for problem ${id}"
+
+	# Check if problem directory exists:
+	[ -d "${DATA}/${id}" ] || \
+	    warn "missing data directory for problem ${id}"
+      done
+  } < "${PROBLEM_CSV}"
+
+  # Removed original_user_id
+  # private:
+  HEADER="submission_id,problem_id,user_id,date,language,original_language,filename_ext,status,cpu_time,memory,code_size,accuracy,original_submission_id,original_problem_id,original_contest_id"
+  # public:
+  #HEADER="submission_id,problem_id,user_id,date,language,original_language,filename_ext,status,cpu_time,memory,code_size,accuracy"
+
+  info "Checking whether all source files mentioned in metadata exist"
+
+  # Consider all problem metadata CSV files:
+  for SUBMISSIONS_CSV in ${METADATA}/p?????.csv; do
+
+    info "Processing ${SUBMISSIONS_CSV}"
+
+    # Get the problem id from the CSV filename:
+    problem="${SUBMISSIONS_CSV: -10}"
+    problem="${problem:0:6}"
+
+    # Check if problem description exists:
+    [ -f "${DESCRIPTIONS}/${problem}.html" ] || \
+	warn "missing HTML description for ${problem}"
+
+    # Check if problem directory exists:
+    [ -d "${DATA}/${problem}" ] || \
+	warn "missing directory for ${problem}"
+
+    # Assume simple fields, no string quotes, no unnecessary ws, etc
+    # The metadata CSV files used to have DOS line endings \r\n !
+    {
+      read -r header
+      # Remove any trailing carriage return:
+      header="${header%$'\r'}"
+      # Check is header is correct:
+      [ "${header}" == "${HEADER}" ] || \
+	  die "incorrect CSV header: ${header}"
+
+      while IFS=, read -a line; do
+	# Guaranteed no unnecessary spaces.
+	submission_id=${line[0]}
+	problem_id=${line[1]}
+	language=${line[4]}
+	filename_ext=${line[6]}
+	status=${line[7]}
+
+	# Check that status is not empty:
+	[ "${status}" != "" ] || \
+	    warn "unexpected empty status"
+	# Check if metadata CSV file name matches problem id:
+	[ "${problem_id}" == "${problem}" ] || \
+	    warn "problem filename ${problem} and id ${problem_id} mismatch"
+	# Check if language directory exists:
+	subdir="${DATA}/${problem_id}/${language}"
+	[ -d "${subdir}" ] || \
+	    warn "missing directory ${language} for ${problem_id}"
+	# Check if submission file exists:
+	file="${subdir}/${submission_id}.${filename_ext}"
+	[ -f "${file}" ] || \
+	    warn "missing submission ${subdir}/${file}"
+      done
+    } < "${SUBMISSIONS_CSV}"
+  done
+}
+
+# And now for the reverse check:
+
+check_data()
+{
+  info "Checking whether all source files are mentioned in the metadata"
+
+  # Process all submission source files in all problem and language dirs:
+
+  # Need this to avoid problems with empty directories:
+  shopt -s nullglob
+
+  num_incorrect_code_size=0
+  
+  # Let's traverse the directories:
+  pushd "${DATA}" >/dev/null
+  for problem_id in *; do
+    info "Processing submissions for problem ${problem_id}"
+    # Get the path of this problem_id metadata CSV file:
+    csv="${METADATA}/${problem_id}.csv"
+    pushd "${problem_id}" >/dev/null
+    for language in *; do
+      info "Processing submissions for language ${language}"
+      pushd "${language}" >/dev/null
+      for submission in *; do
+	# Note: > 2 million times
+	# Get submission_id and ext from filename:
+	submission_id="${submission%.*}"
+	filename_ext="${submission##*\.}"
+
+	# Try to get submission record in metadata:
+	record=$(fgrep "${submission_id}," ${csv})
+	if [ $? != 0 ]; then
+	    warn "missing submission ${submission} in ${problem_id}.csv metadata"
+	    continue
+	fi
+
+	# Do some more checks on the record:
+	# `expect' is perspective of directory structure;
+	# `got' is what we find in the submission record.
+
+	# extract certain fields from CSV record:
+	IFS=, read -a line < <(echo "${record}")
+
+	# check problem_id
+	[ "${line[1]}" == "${problem_id}" ] || \
+	    warn "${problem_id}.csv,${submission_id}: problem id mismatch; expect ${problem_id}, got ${line[1]}"
+	# check language
+	[ "${line[4]}" == "${language}" ] || \
+	    warn "${problem_id}.csv,${submission_id}: language mismatch; expect ${language}, got ${line[4]}"
+	# check metadata code_size against actual file size
+	#IFS=' ' read -ra wc_out <<< $(wc -c "${submission}")
+	#size="${wc_out[0]}"
+	#Slow alt: size=$(wc -c < "${submission}")
+	#Less portable but faster:
+	size=$(stat -c %s "${submission}")
+	[ "${line[10]}" == "${size}" ] || \
+	    warn "${problem_id}.csv,${submission}: code size mismatch; expect ${size}, got ${line[10]}"
+	[ "${line[10]}" == "${size}" ] || ((num_incorrect_code_size++))
+	# check whether it's DOS file (\r\n line endings):
+	if [ $(head -n1 "${submission}"|cat -e|grep -c -m1 -P '(?<!M-)\^M\$$') == 1 ]; then
+	    warn "${problem_id}.csv,${submission}: has DOS line endings"
+	fi
+      done
+      popd >/dev/null
+    done
+    popd >/dev/null
+  done
+  popd >/dev/null
+
+  [ "${num_incorrect_code_size}" -gt 0 ] && \
+      warn "cases with incorrect code size: ${num_incorrect_code_size}"
+}
+
+if [ "${MODE}" == "metadata" ] || [ "${MODE}" == "all" ]; then
+    check_metadata
+fi
+if [ "${MODE}" == "data" ] || [ "${MODE}" == "all" ]; then
+    check_data
+fi
diff --git a/tools/aggregation-scripts/post_fdupes.sh b/tools/aggregation-scripts/post_fdupes.sh
new file mode 100644
index 0000000000000000000000000000000000000000..fa0fc378626ada627d63e42a5857f2deaa757ba8
--- /dev/null
+++ b/tools/aggregation-scripts/post_fdupes.sh
@@ -0,0 +1,123 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Post-process fdupes (or jdupes) output.
+# A set of duplicate files is presented 1 per line and the sets are
+# separated by a blank line. There are at least 2 files per set.
+# File names are assumed to be absolute.
+# Idea derived from jdupes/example_scripts/example.sh.
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+warn() {
+    echo "(W) ${@}" 1>&2
+}
+
+info() {
+    # Be quiet when unset or not "":
+    [ -n ${QUIET:-""} ] || echo "(I) ${@}" 1>&2
+}
+
+PROGRESS=1             # show progress spinner
+FILES=0                # number of files mentioned
+SETS=0                 # number of duplicate file sets
+INCONSIST=0            # number of sets with a mix of languages
+ACCEPTED=0             # number of files that are Accepted submissions
+LANGUAGE=              # the language of the first file of a set
+SETSIZE=0	       # determines the size of a set
+ACCEPT_IN_SET=0	       # count of Accepted in current set
+ACCEPT_DUPLICATES=0    # sets with 2 or more Accepted submissions
+
+if [ "${PROGRESS}" -eq 1 ]; then
+    i=1
+    sp='/-\|.'
+fi
+
+# Read stdin or a file mentioned on as command-line argument:
+while read LINE; do
+
+    # Reset on a blank line; next line will be a first file of a set.
+    if [ -z "${LINE}" ]; then
+        #echo "end of group"
+	if [ ${ACCEPT_IN_SET} -ge 2 ]; then
+	    ((ACCEPT_DUPLICATES++))
+	fi
+        SETSIZE=0
+	ACCEPT_IN_SET=0
+        continue
+    fi
+
+    # Count each file mentioned:
+    ((FILES++))
+
+    # Show progress spinner:
+    if [ "${PROGRESS}" -eq 1 ]; then
+        [ $(($i % 1000)) -eq 0 ] && printf "."
+        printf "\b${sp:i++%${#sp}:1}"
+    fi
+    
+    # Extract items from path .../data/problem_id/language/submission:
+    dirpath="${LINE%/*}"
+    submission="${LINE##*/}"
+    language="${dirpath##*/}"
+    dirpath="${dirpath%/*}"
+    problem_id="${dirpath##*/}"
+    dirpath="${dirpath%/*}"
+    dirpath="${dirpath%/*}"
+    metadata="${dirpath}/metadata"
+    #echo "${dirpath}|data|${problem_id}|${language}|${submission}"
+
+    # Get this problem_id metadata CSV file:
+    csv="${metadata}/${problem_id}.csv"
+    if [ ! -f "${csv}" ]; then
+        warn "no such metadata file ${csv}"
+        continue
+    fi
+
+    # Get submission_id from submission filename:
+    submission_id="${submission%.*}"
+    # Try to get submission record in metadata:
+    record=$(fgrep "${submission_id}," "${csv}")
+    if [ $? != 0 ]; then
+        warn "missing submission ${submission} in ${problem_id}.csv metadata"
+        continue
+    fi
+    # Extract certain fields from CSV record:
+    IFS=, read -a fields < <(echo "${record}")
+    
+    # Count how many files have Accepted status:
+    if [ "${fields[7]}" == "Accepted" ]; then
+        ((ACCEPTED++))
+        # An Accepted submission better be of the correct language:
+	# Already covered by integrity check in dataset_verify.sh.
+	# Count how many in a set are Accepted:
+	((ACCEPT_IN_SET++))
+    fi
+
+    if [ ${SETSIZE} -eq 0 ]; then
+        #echo "start of a new group"
+        ((SETS++))
+        LANGUAGE="${language}"
+        SETSIZE=1
+    else
+        # Set has all same language?
+        if [ "${language}" != "${LANGUAGE}" ]; then
+            ((INCONSIST++))
+        fi
+	((SETSIZE++))
+    fi
+
+    #echo "${LINE}"
+done < "${1:-/dev/stdin}"
+
+printf "\n"
+printf "Number of duplicate sets  : %7u\n" "${SETS}"
+printf "Number of mixed lang. sets: %7u\n" "${INCONSIST}"
+printf "Sets with >=2 Accepted    : %7u\n" "${ACCEPT_DUPLICATES}"
+printf "Number of files in sets   : %7u\n" "${FILES}"
+printf "Number of Accepted files  : %7u\n" "${ACCEPTED}"
diff --git a/tools/aggregation-scripts/project_codenet.conf b/tools/aggregation-scripts/project_codenet.conf
new file mode 100644
index 0000000000000000000000000000000000000000..d4add4054a54b447d49182bd8841afbb09ad6cd4
--- /dev/null
+++ b/tools/aggregation-scripts/project_codenet.conf
@@ -0,0 +1,129 @@
+# Copyright (c) 2020, 2021 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Example of an codenet_aggregate.sh configuration file.
+# It is expected that this file defines lists of problems, languages,
+# statutes and min and max code sizes.
+# COPY THIS FILE AND EDIT IT TO YOUR NEEDS.
+
+# Set this to override default or -d option:
+#DATA_DIR=""
+
+# Other options could be overridden here as well:
+#OUTPUT_DIR=                    # -o option
+#QUIET=                         # -q option
+#DRYRUN=                        # -n option
+# How many samples to provide per selection.
+# A selection is a problem/language/status combination.
+# When not defined, it means all available.
+#NUM_SAMPLES=                   # -s option
+# How many samples to generate in total.
+# When not defined, it means all available.
+#NUM_OVERALL_SAMPLES=           # -t option
+
+# Problems are selected by the SELECT_PROBLEM predicate.
+# The arguments are:
+# $1: a string problem id with pattern "p[0-9]{5}"
+function SELECT_PROBLEM() {
+    # Ex: select a single problem:
+    #[ "$1" == "p00253" ] && return 0 || return 1
+    # Ex: select all problems:
+    #return 0
+    # Ex: select a range of problems (string comparison!):
+    # (p00001 through p00007, bounds inclusive)
+    #[ ! "p00001" \> "$1" -a ! "$1" \> "p00007" ] && return 0 || return 1
+    # Ex: select from a set of problems:
+    for p in "p02532" "p00341" "p02000"; do
+        if [ "$1" == "${p}" ]; then
+            return 0;
+        fi
+    done
+    return 1;
+}
+
+# List of languages (uncomment your selection):
+LANGUAGES=(
+#  "Ada"
+#  "Awk"
+#  "Bash"
+#  "bc"
+#  "Bf"
+  "C"
+#  "C#"
+  "C++"
+#  "Ceylon"
+#  "Clojure"
+#  "COBOL"
+#  "Crystal"
+#  "Cython"
+#  "D"
+#  "Dart"
+#  "Dash"
+#  "dc"
+#  "Elixir"
+#  "Erlang"
+#  "F#"
+#  "Forth"
+#  "Fortran"
+#  "Go"
+#  "Haskell"
+#  "Haxe"
+#  "Java"
+#  "JavaScript"
+#  "Julia"
+#  "Kotlin"
+#  "Lisp"
+#  "Lua"
+#  "MoonScript"
+#  "Nim"
+#  "Objective-C"
+#  "OCaml"
+#  "Octave"
+#  "Pascal"
+#  "Perl"
+#  "PHP"
+#  "Prolog"
+#  "Python"
+#  "Racket"
+#  "Ruby"
+#  "Rust"
+#  "Scala"
+#  "Scheme"
+#  "Sed"
+#  "Standard ML"
+#  "Swift"
+#  "Text"
+#  "TypeScript"
+#  "Unlambda"
+#  "Vim"
+#  "Visual Basic"
+#  "Zsh"
+)
+
+# List of statuses (uncomment your selection):
+STATUSES=(
+#    "Compile Error"
+#    "Wrong Answer"
+#    "Time Limit Exceeded"
+#    "Memory Limit Exceeded"
+    "Accepted"
+#    "Judge Not Available"
+#    "Output Limit Exceeded"
+#    "Runtime Error"
+#    "WA: Presentation Error"
+)
+
+# Select on code size (>= 0). Bounds are inclusive.
+MIN_CODE_SIZE=0
+MAX_CODE_SIZE=                  # undefined means unlimited
+
+# This function is called for every selected submission source file.
+# The current working directory is the output data directory (-o).
+# The arguments are:
+# $1: the fullpath name of the submission file
+# $2: problem_id
+# $3: language
+# $4: status
+#function ACTION() {
+#    echo $1
+#}
diff --git a/tools/aggregation-scripts/project_codenet_aggregate.sh b/tools/aggregation-scripts/project_codenet_aggregate.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4ba26e0e0d2359740e517331e5db6a34899ac48d
--- /dev/null
+++ b/tools/aggregation-scripts/project_codenet_aggregate.sh
@@ -0,0 +1,217 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# The abolute directory path where this script resides:
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+SCRIPT_NAME="$(basename "${BASH_SOURCE[0]}")"
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+warn() {
+    echo "(W) ${@}" 1>&2
+}
+
+info() {
+    # Be quiet when unset or not "":
+    [ -n ${QUIET:-""} ] || echo "(I) ${@}" 1>&2
+}
+
+CONFIG="./codenet.conf"			 # -c option
+# Directory that is the root all data and metadata:
+DATA_DIR="/Volume1/AI4CODE/CodeNet_AIZU" # -d option
+DRYRUN=					 # -n option
+# Root of output data tree:
+OUTPUT_DIR="./data"		         # -o option
+QUIET=					 # -q option
+SUPPRESS=				 # not used
+NUM_SAMPLES=				 # -s option
+NUM_OVERALL_SAMPLES=			 # -t option
+
+for i in "$@"
+do
+case $i in
+    -h|--help)
+    echo "Usage: ${SCRIPT_NAME} [-hq] [-c=conf] [-d=dir] [-o=dir]"
+    echo -e "  -c|--config:\tpath to the configuration file"
+    echo -e "  -d|--data:\tpath to the root of the dataset directory"
+    echo -e "  -h|--help:\tshow this brief usage summary"
+    echo -e "  -n|--dryrun:\tdo not call the ACTION; see config"
+    echo -e "  -o|--output:\tpath to the output data directory"
+    echo -e "  -q|--quiet:\tsuppress informational messages"
+    echo -e "  -s|--samples:\tnumber of samples per problem"
+    echo -e "  -t|--total:\tgrand total number of samples"
+    echo
+    echo "Option defaults are (empty means not in effect):"
+    echo -e "  -c:\t${CONFIG}"
+    echo -e "  -d:\t${DATA_DIR}"
+    echo -e "  -n:\t${DRYRUN}"
+    echo -e "  -o:\t${OUTPUT_DIR}"
+    echo -e "  -q:\t${QUIET}"
+    echo -e "  -s:\t${NUM_SAMPLES:-all available}"
+    echo -e "  -t:\t${NUM_OVERALL_SAMPLES:-all available}"
+    echo
+    echo "Given lists of problems, languages, statuses, minimum and maximum"
+    echo "code sizes, will create the necessary directory structure"
+    echo "and populate it with symbolic links from CodeNet data."
+    echo "Options allow to restict the number of samples, both per problem"
+    echo "as well as an overall amount."
+    echo "See also: project_codenet_submissions.sh."
+    exit 2
+    ;;
+    -c=*|--config=*)
+    CONFIG="${i#*=}"
+    shift
+    ;;
+    -d=*|--data=*)
+    DATA_DIR="${i#*=}"
+    shift
+    ;;
+    -n|--dryrun)
+    DRYRUN=1
+    shift
+    ;;
+    -o=*|--output=*)
+    OUTPUT_DIR="${i#*=}"
+    shift
+    ;;
+    -q|--quiet)
+    QUIET=1
+    shift
+    ;;
+    -s=*|--samples=*)
+    NUM_SAMPLES="${i#*=}"
+    shift
+    ;;
+    -t=*|--total=*)
+    NUM_OVERALL_SAMPLES="${i#*=}"
+    shift
+    ;;
+    *)
+    break;
+    ;;
+esac
+done
+if [[ -n ${1:-""} ]]; then
+    warn "Trailing non-option arguments are ignored"
+fi
+
+# Make sure CONFIG is present:
+[ -f "${CONFIG}" ] || die "Missing configuration file: ${CONFIG}"
+
+# The actual command to run on a solution a user option,
+# this is just a default.
+function ACTION() {
+    # Check for presence:
+    if [ -f "$1" ]; then
+	ln -s "$1" .
+    else
+	warn "Submission is absent: $1"
+    fi
+}
+
+# Source the configuration:
+# (Searches PATH then looks in cwd)
+. "${CONFIG}"
+# Config defines:
+# SELECT_PROBLEM(), LANGUAGES, STATUSES, MIN_CODE_SIZE, MAX_CODE_SIZE,
+# NUM_SAMPLES, NUM_OVERALL_SAMPLES, ACTION()
+
+# Dryrun mode merely echoes the submission file name.
+[ "${DRYRUN}" ] && function ACTION() { echo $1; }
+
+# Check for existence of problem directory:
+[ -d "${DATA_DIR}" ] || die "Expect data directory ${DATA_DIR}"
+
+info "Script '${SCRIPT_NAME}' parameters:"
+#info "Script directory: ${SCRIPT_DIR}"
+info "Configuration   : ${CONFIG}"
+info "Data directory  : ${DATA_DIR}"
+info "Output directory: ${OUTPUT_DIR}"
+[ "${DRYRUN}" ] && yesorno="yes" || yesorno="no"
+info "Dry run?        : ${yesorno}"
+info "Samples amount  : ${NUM_SAMPLES:-"all available"}"
+info "Overall amount  : ${NUM_OVERALL_SAMPLES:-"all available"}"
+
+# Pass some args down to the codenet_submissions script:
+SUBMISSION_ARGS=
+[ -z ${QUIET} ]       || SUBMISSION_ARGS+=" -q"
+[ -z ${SUPPRESS} ]    || SUBMISSION_ARGS+=" -s"
+[ -z ${NUM_SAMPLES} ] || SUBMISSION_ARGS+=" -n=${NUM_SAMPLES}"
+[ -z ${DATA_DIR} ]    || SUBMISSION_ARGS+=" -d=${DATA_DIR}"
+
+# Get filenames for all selected problems, languages, and statuses and
+# call ACTION on each:
+
+[ "${DRYRUN}" ] || { mkdir -p "${OUTPUT_DIR}"; \
+    pushd "${OUTPUT_DIR}" >/dev/null; }
+
+# Assume problem_id follows the pattern p[0-9]{5}.
+
+# OR: Enumerate all problem p?????.csv in metadata directory:
+
+problem_num=0
+# Start with smallest problem directory:
+problem="p00000"
+PROBLEM_DIR="${DATA_DIR}/data/${problem}"
+while [ ! -d "${PROBLEM_DIR}" ]; do
+    # Consider next problem:
+    ((problem_num++))
+    # Extend with leading 0's till length is 5:
+    printf -v problem "p%05d" "${problem_num}"
+    PROBLEM_DIR="${DATA_DIR}/data/${problem}"
+done
+
+# Enumerate all problems till first non-existing directory:
+OVERALL_SAMPLES=0
+# Cannot use break <num>; need cleanly exit each loop.
+ENOUGH=
+while [ -d "${PROBLEM_DIR}" ]; do
+    # Select on problem id:
+    if SELECT_PROBLEM "${problem}"; then
+	# Note: cwd is OUTPUT_DIR
+	[ "${DRYRUN}" ] || { mkdir -p "${problem}"; \
+	    pushd "${problem}" >/dev/null; }
+	for lang in "${LANGUAGES[@]}"; do
+	    [ "${DRYRUN}" ] || { mkdir -p "${lang}"; \
+		pushd "${lang}" >/dev/null; }
+	    for status in "${STATUSES[@]}"; do
+		[ "${NUM_OVERALL_SAMPLES}" ] && \
+  		[ "${OVERALL_SAMPLES}" -ge "${NUM_OVERALL_SAMPLES}" ] &&\
+		{ ENOUGH=1; break; }
+
+		# Tricky: must avoid subshell! So no pipe |
+		while read -r line; do
+		    # Could add $OVERALL_SAMPLES as arg.
+		    ACTION "${line}" "${problem}" "${lang}" "${status}"
+		    ((OVERALL_SAMPLES++))
+		    [ "${NUM_OVERALL_SAMPLES}" ] && \
+  		    [ "${OVERALL_SAMPLES}" -ge "${NUM_OVERALL_SAMPLES}" ] &&\
+		    { ENOUGH=1; break; }
+		done < <(${SCRIPT_DIR}/project_codenet_submissions.sh \
+				      ${SUBMISSION_ARGS} \
+				      "${problem}" "${lang}" "${status}" \
+				      "${MIN_CODE_SIZE}" "${MAX_CODE_SIZE}")
+	    done
+	    [ "${DRYRUN}" ] || popd >/dev/null
+	    if [ $ENOUGH ]; then break; fi
+	done
+	[ "${DRYRUN}" ] || popd >/dev/null
+    fi
+    if [ $ENOUGH ]; then break; fi
+
+    # Consider next problem:
+    ((problem_num++))
+    # Extend with leading 0's till length is 5:
+    printf -v problem "p%05d" "${problem_num}"
+    PROBLEM_DIR="${DATA_DIR}/data/${problem}"
+done
+[ "${DRYRUN}" ] || popd >/dev/null
+
+[ "${NUM_OVERALL_SAMPLES}" ] && \
+[ "${OVERALL_SAMPLES}" -lt "${NUM_OVERALL_SAMPLES}" ] && \
+    warn "Only found ${OVERALL_SAMPLES} samples out of the requested ${NUM_OVERALL_SAMPLES}"
diff --git a/tools/aggregation-scripts/project_codenet_submissions.sh b/tools/aggregation-scripts/project_codenet_submissions.sh
new file mode 100644
index 0000000000000000000000000000000000000000..dd5e4ef0c83e340abdd019fb2b12f959a2fdf52f
--- /dev/null
+++ b/tools/aggregation-scripts/project_codenet_submissions.sh
@@ -0,0 +1,204 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2020 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Extract all source code submissions for
+# - a given problem id, p12345
+# - a certain programming language, Java
+# - a particular status, Accepted
+# - a minimum code size in bytes, 0
+# - a maximum code size in bytes, unlimited
+# - how many samples to provide, all available
+# using metadata in per problem .csv file.
+# Assumes dataset has been verified for integrity.
+# No elaborate checks in inner loop.
+
+# The abolute directory path where this script resides:
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+SCRIPT_NAME="$(basename "${BASH_SOURCE[0]}")"
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+warn() {
+    echo "(W) ${@}" 1>&2
+}
+
+info() {
+    # Be quiet when unset or not "":
+    [ -n ${QUIET:-""} ] || echo "(I) ${@}" 1>&2
+}
+
+# Directory that is the root all data and metadata:
+DATA_DIR="/Volume1/AI4CODE/CodeNet"      # -d option
+AMOUNT=					 # -n option
+QUIET=					 # -q option
+SUPPRESS=				 # -s option
+
+for i in "$@"
+do
+case $i in
+    -h|--help)
+    echo "Usage: ${SCRIPT_NAME} [-hqs] [-n=amount] [-d=dir] problem_id [language [status [min_size [max_size]]]]"
+    echo -e "  -d|--data:\t path to the root of the dataset directory"
+    echo -e "  -h|--help:\t show this brief usage summary"
+    echo -e "  -n|--amount:\t amount of submissions to provide"
+    echo -e "  -q|--quiet:\t be quiet; no informational messages"
+    echo -e "  -s|--suppress: suppress the directory path on output"
+    echo
+    echo "Option defaults are (empty means not in effect):"
+    echo -e "  -d:\t${DATA_DIR}"
+    echo -e "  -n:\t${AMOUNT}"
+    echo -e "  -q:\t${QUIET}"
+    echo -e "  -s:\t${SUPPRESS}"
+    echo
+    echo "Outputs a list of filenames for the requested submissions."
+    echo "There are 1000s of problem ids, too many to list here."
+    echo "A problem id follows the pattern p[0-9]{5}."
+    echo "There are 55 available languages, but not all problems have"
+    echo "submissions for each. Some popular ones are:"
+    echo "  C (default), C#, C++, D, Go, Haskell, Java, JavaScript,"
+    echo "  Kotlin, OCaml, PHP, Python, Ruby, Rust, and Scala."
+    echo "The possible values for status are:"
+    echo -e '  "Compile Error"'
+    echo -e '  "Wrong Answer"'
+    echo -e '  "Time Limit Exceeded"'
+    echo -e '  "Memory Limit Exceeded"'
+    echo -e '  "Accepted" (default)'
+    echo -e '  "Judge Not Available"'
+    echo -e '  "Output Limit Exceeded"'
+    echo -e '  "Runtime Error"'
+    echo -e '  "WA: Presentation Error"'
+    echo "min_size is 0 by default and max_size is unlimited."
+    echo "The bounds are inclusive."
+    exit 2
+    ;;
+    -n=*|--amount=*)
+    AMOUNT="${i#*=}"
+    shift
+    ;;
+    -d=*|--data=*)
+    DATA_DIR="${i#*=}"
+    shift
+    ;;
+    -q|--quiet)
+    QUIET=1
+    shift
+    ;;
+    -s|--suppress)
+    SUPPRESS=1
+    shift
+    ;;
+esac
+done
+
+[[ "$#" < 1 ]] && \
+  die "Expect as arguments: id [language (C) [status (Accepted) [min_size (0) [max_size (unlimited)]]]]"
+
+# Check for existence of dataset directory:
+[ -d "${DATA_DIR}" ] || die "Expect dataset directory ${DATA_DIR}"
+# Check for expected sub-directory structure:
+for dir in "data" "metadata" "problem_descriptions"; do
+    [ -d "${DATA_DIR}/${dir}" ] || die "Expect directory ${DATA_DIR}/${dir}"
+done
+
+# useful aux vars:
+DATA="${DATA_DIR}/data"
+METADATA="${DATA_DIR}/metadata"
+DESCRIPTIONS="${DATA_DIR}/problem_descriptions"
+
+PROBLEM_ID="$1"
+LANGUAGE="${2:-C}"
+STATUS="${3:-Accepted}"
+MIN_CODE_SIZE="${4:-0}"
+MAX_CODE_SIZE="${5}"
+
+info "Script '${SCRIPT_NAME}' parameters:"
+info "Problem id: ${PROBLEM_ID}"
+info "Language  : ${LANGUAGE}"
+info "Status    : ${STATUS}"
+info "Min size  : ${MIN_CODE_SIZE}"
+info "Max size  : ${MAX_CODE_SIZE:-"unlimited"}"
+info "Amount    : ${AMOUNT:-"all available"}"
+info "Data dir. : ${DATA_DIR}"
+
+# Directory of this problem id:
+PROBLEM_DIR="${DATA}/${PROBLEM_ID}"
+
+# Check for existence of problem directory:
+[ -d "${PROBLEM_DIR}" ] || die "Expect problem directory ${PROBLEM_DIR}"
+
+# Problem CSV metadata file:
+SUBMISSIONS_CSV="${METADATA}/${PROBLEM_ID}.csv"
+
+# Check for existence:
+[ -f "${SUBMISSIONS_CSV}" ] || die "Expect to read ${SUBMISSIONS_CSV}"
+
+# Check size bounds:
+if [ "${MAX_CODE_SIZE}" ]; then
+    [ "${MIN_CODE_SIZE}" -le "${MAX_CODE_SIZE}" ] || \
+	die "must have min_size (${MIN_CODE_SIZE}) <= max_size (${MAX_CODE_SIZE})"
+fi
+
+#private:
+#HEADER="submission_id,problem_id,user_id,date,language,original_language,filename_ext,status,cpu_time,memory,code_size,accuracy,original_submission_id,original_user_id,original_problem_id,original_contest_id"
+
+#public:
+HEADER="submission_id,problem_id,user_id,date,language,original_language,filename_ext,status,cpu_time,memory,code_size,accuracy"
+
+# Full path to submission file is optional:
+[ -n ${SUPPRESS:-""} ] && FP="" || FP="${PROBLEM_DIR}/${LANGUAGE}/"
+
+# Extract all submissions from the CSV matadata:
+info "Processing ${SUBMISSIONS_CSV}"
+
+SAMPLES=0
+
+# Assume simple fields, no string quotes, no unnecessary ws, etc
+# The metadata CSV files might have DOS line endings \r\n !
+{
+    read -r header
+    # Remove any trailing carriage return:
+    header="${header%$'\r'}"
+    # Check is header is correct:
+#    [ "${header}" == "${HEADER}" ] || die "unexpected CSV header: ${header}"
+
+    while IFS=, read -a line; do
+	# Guaranteed no unnecessary spaces.
+	language="${line[4]}"
+
+	# Select on language:
+	[ "${LANGUAGE}" != "${language}" ] && continue
+
+	# Select on status:
+	status="${line[7]}"
+	[ "${STATUS}" != "${status}" ] && continue
+
+	# Get submission filename:
+	submission_id="${line[0]}"
+	filename_ext="${line[6]}"
+	file="${FP}${submission_id}.${filename_ext}"
+
+	# Select on true file size (which is assumed to be correct):
+	size="${line[10]}"
+	#size=$(wc -c < "${file}")
+	#Less portable but faster:
+	#size=$(stat -c %s "${file}")
+	[ "${size}" -lt "${MIN_CODE_SIZE}" ] && continue
+	[ "${MAX_CODE_SIZE}" ] && [ "${size}" -gt "${MAX_CODE_SIZE}" ] && \
+	    continue
+
+	[ "${AMOUNT}" ] && [ "${SAMPLES}" -ge "${AMOUNT}" ] && exit 0
+
+	# Output submission filename [path]:
+	printf "${file}\n"
+
+	((SAMPLES++))
+    done
+} < "${SUBMISSIONS_CSV}"
+
+[ "${AMOUNT}" ] && [ "${SAMPLES}" -lt "${AMOUNT}" ] && \
+    warn "selection (${PROBLEM_ID},${LANGUAGE},${STATUS}) has ${SAMPLES} out of requested ${AMOUNT} submissions"
diff --git a/tools/analysis-graph-generator/README.md b/tools/analysis-graph-generator/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c75b9a43566e4dfe9eba89f7e9308aba4372911a
--- /dev/null
+++ b/tools/analysis-graph-generator/README.md
@@ -0,0 +1,13 @@
+This is WALA program analysis support for Project CodeNet
+
+## Setup
+
+```run ./build.sh to download WALA and build the analysis support```
+
+## Analysis graphs for GNNs
+
+### build graph files for GNN using the SDG
+```java -cp target/AnalysisGraphGenerator-0.0.1-SNAPSHOT.jar -DoutputDir=<dir for GNN files> -DgraphLabel=<graph label> -DSDG=true com.ibm.wala.codeNet.WalaToGNNFiles -sourceDir <jav dir or file> -mainClass L<main class name>```
+
+### build graph files for GNN using the IPCFG
+```java -cp target/AnalysisGraphGenerator-0.0.1-SNAPSHOT.jar -DoutputDir=<dir for GNN files> -DgraphLabel=<graph label> -DSDG=true com.ibm.wala.codeNet.WalaToGNNFiles -sourceDir <jav dir or file> -mainClass L<main class name>```
diff --git a/tools/analysis-graph-generator/build.sh b/tools/analysis-graph-generator/build.sh
new file mode 100644
index 0000000000000000000000000000000000000000..501e76543c5841dd4db8845f1d11bf12628fd885
--- /dev/null
+++ b/tools/analysis-graph-generator/build.sh
@@ -0,0 +1,10 @@
+# get WALA
+git clone https://github.com/wala/WALA
+cd WALA
+git checkout java11
+./gradlew clean assemble publishToMavenLocal
+cd ..
+
+mvn clean install
+
+
diff --git a/tools/analysis-graph-generator/pom.xml b/tools/analysis-graph-generator/pom.xml
new file mode 100644
index 0000000000000000000000000000000000000000..b7591435fb4edddcdca7ee4c948c6b04e3df00b6
--- /dev/null
+++ b/tools/analysis-graph-generator/pom.xml
@@ -0,0 +1,112 @@
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+  <modelVersion>4.0.0</modelVersion>
+  <groupId>CodeNet</groupId>
+  <artifactId>AnalysisGraphGenerator</artifactId>
+  <version>0.0.1-SNAPSHOT</version>
+  <name>com.ibm.wala.codeNet</name>
+  <description>Support for CodeNet work</description>
+  <profiles>
+     <profile>
+  <id>ecj</id>
+  <build>
+    <plugins>
+      <plugin>
+        <artifactId>maven-compiler-plugin</artifactId>
+        <version>3.6.0</version>
+        <configuration>
+          <compilerId>eclipse</compilerId>
+        </configuration>
+        <dependencies>
+          <dependency>
+            <groupId>org.codehaus.plexus</groupId>
+            <artifactId>plexus-compiler-eclipse</artifactId>
+            <version>2.8.1</version>
+          </dependency>
+        </dependencies>
+      </plugin>
+    </plugins>
+  </build>
+     </profile>
+  </profiles>
+  <build>
+    <plugins>
+  <plugin>
+        <artifactId>maven-compiler-plugin</artifactId>
+        <version>3.7.0</version>
+        <configuration>
+          <source>1.8</source>
+          <target>1.8</target>
+        </configuration>
+      </plugin>
+           <plugin>
+       <groupId>org.apache.maven.plugins</groupId>
+       <artifactId>maven-shade-plugin</artifactId>
+	<version>2.3</version>
+	<executions>
+	  <!-- Run shade goal on package phase -->
+	  <execution>
+	    <phase>package</phase>
+	    <goals>
+	      <goal>shade</goal>
+	    </goals>
+	    <configuration>
+              <shadedArtifactAttached>false</shadedArtifactAttached>
+               <shadeTestJar>true</shadeTestJar>
+	      <transformers>
+		<transformer 
+		    implementation="org.apache.maven.plugins.shade.resource.ServicesResourceTransformer"/>
+	      </transformers>
+	      <filters>
+		<filter>
+		  <artifact>*:*</artifact>
+		  <excludes>
+		    <exclude>META-INF/*.SF</exclude>
+		    <exclude>META-INF/*.DSA</exclude>
+		    <exclude>META-INF/*.RSA</exclude>
+		  </excludes>
+		</filter>
+	      </filters>
+	    </configuration>
+	  </execution>
+	</executions>
+     </plugin>
+    </plugins>
+  </build>
+  <dependencies>
+    <dependency>
+      <groupId>org.apache.commons</groupId>
+      <artifactId>commons-csv</artifactId>
+      <version>1.8</version>
+    </dependency>
+    <dependency>
+      <groupId>com.ibm.wala</groupId>
+      <artifactId>com.ibm.wala.core</artifactId>
+      <version>1.5.7-SNAPSHOT</version>
+    </dependency>
+    <dependency>
+      <groupId>com.ibm.wala</groupId>
+      <artifactId>com.ibm.wala.cast</artifactId>
+      <version>1.5.7-SNAPSHOT</version>
+    </dependency>
+    <dependency>
+      <groupId>com.ibm.wala</groupId>
+      <artifactId>com.ibm.wala.cast.java</artifactId>
+      <version>1.5.7-SNAPSHOT</version>
+    </dependency>
+    <dependency>
+      <groupId>com.ibm.wala</groupId>
+      <artifactId>com.ibm.wala.cast.java.ecj</artifactId>
+      <version>1.5.7-SNAPSHOT</version>
+    </dependency>
+    <dependency>
+       <groupId>junit</groupId>
+      <artifactId>junit</artifactId>
+      <version>4.13.2</version>
+    </dependency>
+      <dependency>
+          <groupId>org.json</groupId>
+          <artifactId>json</artifactId>
+          <version>20180813</version>
+      </dependency>
+  </dependencies>
+</project>
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/DFSOrderGenerator.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/DFSOrderGenerator.java
new file mode 100644
index 0000000000000000000000000000000000000000..79d26938b122b46c2d15a4f1a7c3bd0521659254
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/DFSOrderGenerator.java
@@ -0,0 +1,45 @@
+package com.ibm.wala.codeNet;
+
+import java.io.FileInputStream;
+import java.io.FileNotFoundException;
+import java.util.Iterator;
+import java.util.Map;
+
+import org.json.JSONArray;
+import org.json.JSONException;
+import org.json.JSONObject;
+import org.json.JSONTokener;
+
+import com.ibm.wala.util.collections.HashMapFactory;
+import com.ibm.wala.util.collections.NonNullSingletonIterator;
+import com.ibm.wala.util.graph.Graph;
+import com.ibm.wala.util.graph.traverse.DFS;
+
+public class DFSOrderGenerator {
+
+	public static void main(String... args) throws JSONException, FileNotFoundException {
+		JSONObject parseTreeJson = 
+			(JSONObject)new JSONTokener(new FileInputStream(System.getProperty("parseTreeFile")))
+			.nextValue();
+
+		Graph<JSONObject> parseTree = new WalaSPTGraph(parseTreeJson);
+		
+		Map<JSONObject,Integer> dfs = HashMapFactory.make();
+		
+		JSONArray nodes = parseTreeJson
+			.getJSONObject("graph")
+			.getJSONArray("nodes");
+
+		int dfsNumber = 0;
+		Iterator<JSONObject> search = DFS.iterateFinishTime(parseTree, new NonNullSingletonIterator<JSONObject>(nodes.getJSONObject(0)));
+		while (search.hasNext()) {
+			dfs.put(search.next(), dfsNumber++);
+		} 
+		
+		nodes.forEach(n -> {
+			JSONObject node = (JSONObject) n;
+			System.out.println(node.getInt("id") + " " + dfs.get(node));
+		});
+		
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphAugmentor.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphAugmentor.java
new file mode 100644
index 0000000000000000000000000000000000000000..5a88f808df07e867ebaf3f1ab6c9da982d93bd90
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphAugmentor.java
@@ -0,0 +1,131 @@
+package com.ibm.wala.codeNet;
+
+import java.io.FileInputStream;
+import java.io.FileWriter;
+import java.io.IOException;
+import java.util.Map;
+
+import org.json.JSONArray;
+import org.json.JSONException;
+import org.json.JSONObject;
+import org.json.JSONTokener;
+
+import com.ibm.wala.cast.java.ecj.util.SourceDirCallGraph;
+import com.ibm.wala.cast.java.ipa.callgraph.JavaSourceAnalysisScope;
+import com.ibm.wala.cast.java.ipa.modref.AstJavaModRef;
+import com.ibm.wala.cast.loader.AstMethod;
+import com.ibm.wala.cast.loader.AstMethod.DebuggingInformation;
+import com.ibm.wala.cast.tree.CAstSourcePositionMap.Position;
+import com.ibm.wala.cast.util.SourceBuffer;
+import com.ibm.wala.ipa.callgraph.CGNode;
+import com.ibm.wala.ipa.callgraph.CallGraphBuilderCancelException;
+import com.ibm.wala.ipa.callgraph.propagation.InstanceKey;
+import com.ibm.wala.ipa.callgraph.propagation.PropagationCallGraphBuilder;
+import com.ibm.wala.ipa.cha.ClassHierarchyException;
+import com.ibm.wala.ipa.slicer.Dependency;
+import com.ibm.wala.ipa.slicer.NormalStatement;
+import com.ibm.wala.ipa.slicer.ParamCallee;
+import com.ibm.wala.ipa.slicer.ParamCaller;
+import com.ibm.wala.ipa.slicer.SDG;
+import com.ibm.wala.ipa.slicer.Slicer;
+import com.ibm.wala.ipa.slicer.Statement;
+import com.ibm.wala.ssa.SSAInstruction;
+import com.ibm.wala.util.collections.HashMapFactory;
+import com.ibm.wala.util.graph.Graph;
+import com.ibm.wala.util.graph.GraphSlicer;
+
+public class GraphAugmentor {
+
+	public static void main(String... args) throws ClassHierarchyException, IllegalArgumentException, CallGraphBuilderCancelException, IOException {
+		NodeFinder nf = new NodeFinder(System.getProperty("tokenFile"), System.getProperty("parseTreeFile"));
+				
+		(new SourceDirCallGraph()).doit(args, (cg, builder, time) -> { 
+		    SDG<? extends InstanceKey> sdg =
+		    		new SDG<>(
+		                cg,
+		                ((PropagationCallGraphBuilder)builder).getPointerAnalysis(),
+		                new AstJavaModRef<>(),
+		                Slicer.DataDependenceOptions.NO_HEAP_NO_EXCEPTIONS,
+		                Slicer.ControlDependenceOptions.NO_EXCEPTIONAL_EDGES);
+
+			Graph<Statement> srcSdg = GraphSlicer.prune(sdg, 
+				n -> n.getNode().getMethod().getReference().getDeclaringClass().getClassLoader() == JavaSourceAnalysisScope.SOURCE);
+
+			Map<Dependency, JSONArray> sdgEdgesForSpt = HashMapFactory.make();
+			
+			srcSdg.forEach(srcNode -> { 
+				JSONObject srcJson = findNodeForStatement(nf, srcNode);
+				if (srcJson != null) {
+					srcSdg.getSuccNodes(srcNode).forEachRemaining(dstNode -> { 
+						JSONObject dstJson = findNodeForStatement(nf, dstNode);
+						if (dstJson != null && !srcJson.equals(dstJson)) {
+							JSONArray ea = new JSONArray(new int[] {srcJson.getInt("id"), dstJson.getInt("id")});
+							JSONObject e = new JSONObject();
+							e.put("between", ea);
+							sdg.getEdgeLabels(srcNode, dstNode).forEach(l -> {
+								if (! sdgEdgesForSpt.containsKey(l)) {
+									sdgEdgesForSpt.put(l, new JSONArray());
+								}
+								sdgEdgesForSpt.get(l).put(e);
+							});
+						}
+					});
+				}
+			});
+			
+			sdgEdgesForSpt.entrySet().forEach(es -> {
+				try {
+					JSONObject json = ((JSONObject)new JSONTokener(new FileInputStream(System.getProperty("parseTreeFile"))).nextValue());
+					json.getJSONObject("graph").put("edges", es.getValue());
+					json.getJSONObject("graph").put("num-of-edges", es.getValue().length());
+					try (FileWriter f = new FileWriter(System.getProperty("parseTreeFile") + "." + es.getKey())) {
+						json.write(f, 2, 0);
+					} 
+				} catch (JSONException | IOException e) {
+					assert false : e;
+				}
+			});
+		});
+	}
+
+	private static JSONObject findNodeForStatement(NodeFinder nf, Statement srcNode) {
+		Position srcPos = getPosition(srcNode);
+		
+		JSONObject srcJson = nf.getCoveringNode(srcPos.getFirstOffset(), srcPos.getLastOffset());
+		
+		try {
+			System.err.println(srcJson.getInt("id") + " : " + new SourceBuffer(srcPos) + " : " + srcNode);
+		} catch (IOException e) {
+			
+		}
+		
+		return srcJson;
+	}
+
+	static Position getPosition(Statement srcNode) {
+		Position srcPos;
+		CGNode srcCG = srcNode.getNode();
+		DebuggingInformation debugInfo = ((AstMethod)srcCG.getMethod()).debugInfo();
+		if (srcNode.getKind() == Statement.Kind.NORMAL) {
+			SSAInstruction srcInst = ((NormalStatement)srcNode).getInstruction();
+			srcPos = debugInfo.getInstructionPosition(srcInst.iIndex());
+		} else if (srcNode.getKind() == Statement.Kind.PARAM_CALLER) findParamCaller: {
+			SSAInstruction call = ((ParamCaller)srcNode).getInstruction();
+			int vn = ((ParamCaller)srcNode).getValueNumber();
+			for(int i = 0; i < call.getNumberOfUses(); i++) {
+				if (call.getUse(i) == vn) {
+					srcPos = debugInfo.getOperandPosition(call.iIndex(), i);
+					break findParamCaller;
+				}
+			}
+			assert false;
+			return null;
+		} else if (srcNode.getKind() == Statement.Kind.PARAM_CALLEE) {
+			int arg = ((ParamCallee)srcNode).getValueNumber() - 1;
+			srcPos = debugInfo.getParameterPosition(arg);
+		} else {
+			return null;
+		}
+		return srcPos;
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphGenerator.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphGenerator.java
new file mode 100644
index 0000000000000000000000000000000000000000..0069d1c09886b6c33278a5885984de5cd31c331f
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/GraphGenerator.java
@@ -0,0 +1,136 @@
+package com.ibm.wala.codeNet;
+
+import java.io.FileWriter;
+import java.io.IOException;
+import java.util.Comparator;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.Map.Entry;
+import java.util.SortedSet;
+import java.util.Spliterator;
+import java.util.Spliterators;
+import java.util.TreeSet;
+import java.util.function.BiFunction;
+import java.util.function.BinaryOperator;
+import java.util.stream.StreamSupport;
+
+import org.json.JSONArray;
+import org.json.JSONException;
+import org.json.JSONObject;
+
+import com.ibm.wala.cast.java.ecj.util.SourceDirCallGraph;
+import com.ibm.wala.cast.java.ipa.callgraph.JavaSourceAnalysisScope;
+import com.ibm.wala.ipa.callgraph.CallGraphBuilderCancelException;
+import com.ibm.wala.ipa.cha.ClassHierarchyException;
+import com.ibm.wala.ssa.SSACFG;
+import com.ibm.wala.util.graph.NumberedGraph;
+
+public class GraphGenerator {
+
+	static class OrderedJSONObject extends JSONObject {
+		private final List<String> keys = new LinkedList<>();
+		
+		@Override
+		protected SortedSet<Entry<String, Object>> entrySet() {
+			TreeSet<Entry<String, Object>> set = new TreeSet<Entry<String, Object>>(new Comparator<Entry<String, Object>>() {
+				@Override
+				public int compare(Entry<String, Object> o1, Entry<String, Object> o2) {
+					return keys.indexOf(o2.getKey()) - keys.indexOf(o1.getKey());
+				} 
+			});
+			set.addAll(super.entrySet());
+			return set;
+		}
+
+		@Override
+		public JSONObject put(String key, Object value) throws JSONException {
+			if (keys.contains(key)) {
+				keys.remove(key);
+			}
+			
+			keys.add(0, key);
+			
+			return super.put(key, value);
+		}
+	
+		
+	}
+	
+	@FunctionalInterface
+	interface NodeLabel<T> {
+		String label(T n);
+	}
+	
+	@FunctionalInterface
+	interface EdgeLabel<T> {
+		String label(T a, T b);
+	}
+	
+	private static final BinaryOperator<JSONArray> arrayAppend = (a1, a2) -> { 
+		JSONArray a = new JSONArray();
+		a1.forEach(x -> a.put(x));
+		a2.forEach(x -> a.put(x));
+		return a;
+	};
+
+	private static final BiFunction<JSONArray, JSONObject, JSONArray> arrayAdd = (a, jn) -> { 
+		a.put(jn); return a; 
+	};
+
+	public static <T> JSONObject toJSON(String method, NumberedGraph<T> G, T root, NodeLabel<T> nodeLabels, EdgeLabel<T> edgeLabels) {
+		JSONObject outer = new OrderedJSONObject();
+		JSONObject jg = new OrderedJSONObject();
+		outer.put("graph", jg);
+		outer.put("method", method);
+		jg.put("version", "1.0");
+		jg.put("directed", true);
+		jg.put("root", G.getNumber(root));
+		jg.put("nodes", 
+				G.stream().map(n -> {
+					JSONObject jn = new OrderedJSONObject();
+					jn.put("id", G.getNumber(n));
+					jn.put("label", nodeLabels.label(n));
+					return jn;
+				}).reduce(new JSONArray(), arrayAdd, arrayAppend));
+		jg.put("edges", 
+				G.stream().flatMap(n -> { 
+					return StreamSupport.stream(
+						Spliterators.spliterator(G.getSuccNodes(n), G.getSuccNodeCount(n), Spliterator.ORDERED),
+						false).map(s -> { 
+							JSONObject eo = new OrderedJSONObject();
+							JSONArray edge = new JSONArray(); 
+							edge.put(G.getNumber(n));
+							edge.put(G.getNumber(s));
+							eo.put("between", edge);
+							eo.put("label", edgeLabels.label(n, s));
+							return eo;
+						});
+				}).reduce(new JSONArray(), arrayAdd, arrayAppend));
+
+		return outer;
+	}
+
+	public static void main(String... args) throws ClassHierarchyException, IllegalArgumentException, CallGraphBuilderCancelException, IOException {
+		(new SourceDirCallGraph()).doit(args, (cg, builder, time) -> { 
+			cg.stream()
+				.filter(n -> n.getMethod().getDeclaringClass().getClassLoader().getReference().equals(JavaSourceAnalysisScope.SOURCE))
+				.map(n -> { 
+					SSACFG cfg = n.getIR().getControlFlowGraph();
+					return toJSON(n.getMethod().getSignature(),
+						cfg, 
+						cfg.entry(), 
+						bb -> { return String.valueOf(bb.getNumber()); }, 
+						(bb, sb) -> { return bb.getNumber() + " -> " + sb.getNumber(); });
+				}).forEach(jcfg -> { 
+					String methodName = jcfg.getString("method");
+					System.out.println("method " + methodName);
+					try {
+						jcfg.write(new FileWriter("/tmp/" + methodName.replace('/',  '_').replace(' ', '_').replace('.', '_') + ".json"), 2, 0).flush();
+					} catch (JSONException | IOException e) {
+						e.printStackTrace();
+					} 
+				});
+			}
+		);
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/NodeFinder.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/NodeFinder.java
new file mode 100644
index 0000000000000000000000000000000000000000..6c57e20b9028943108eb82904d8b7ac63d0126b5
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/NodeFinder.java
@@ -0,0 +1,102 @@
+package com.ibm.wala.codeNet;
+
+import java.io.FileReader;
+import java.io.IOException;
+import java.util.Comparator;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.Set;
+import java.util.SortedMap;
+import java.util.TreeMap;
+
+import org.apache.commons.csv.CSVFormat;
+import org.apache.commons.csv.CSVParser;
+import org.apache.commons.csv.CSVRecord;
+import org.json.JSONException;
+import org.json.JSONObject;
+
+import com.ibm.wala.util.collections.HashMapFactory;
+import com.ibm.wala.util.collections.HashSetFactory;
+import com.ibm.wala.util.collections.Pair;
+
+public class NodeFinder {
+
+	private final Map<Integer, Pair<Integer, Integer>> tokenMap = HashMapFactory.make();
+	private final Map<JSONObject, Pair<Integer, Integer>> locations = HashMapFactory.make();
+	private final SortedMap<Integer,Set<JSONObject>> offsetToNodes = new TreeMap<>(new Comparator<Integer>() {
+		@Override
+		public int compare(Integer o1, Integer o2) {
+			return o1 - o2;
+		}
+	});
+
+	private WalaSPTGraph parseTree;
+
+	NodeFinder(String tokenFile, String parseTreeFile) throws JSONException, IOException {
+		CSVParser csvParser = CSVFormat.DEFAULT.withHeader().parse(new FileReader(tokenFile));
+		for (CSVRecord token : csvParser) {
+			int id = Integer.valueOf(token.get("seqnr"));
+			int startOffset = Integer.valueOf(token.get("start"));
+			int endOffsetInclusive = Integer.valueOf(token.get("stop"));
+			tokenMap.put(id, Pair.make(startOffset, endOffsetInclusive));
+		}
+
+		parseTree = new WalaSPTGraph(parseTreeFile);
+	}
+
+	private Pair<Integer,Integer> location(JSONObject node) {
+		Pair<Integer,Integer> result;
+		if (locations.containsKey(node)) {
+			return locations.get(node);
+		} else {
+			if (node.getString("node-type").equals("Token")) {
+				result = tokenMap.get(node.getInt("token-id"));
+			} else {
+				int start = Integer.MAX_VALUE;
+				int end = Integer.MIN_VALUE;
+				Iterator<JSONObject> ss = parseTree.getSuccNodes(node);
+				while (ss.hasNext()) {
+					Pair<Integer,Integer> s = location(ss.next());
+					if (s.fst < start) {
+						start = s.fst;
+					}
+					if (s.snd > end) {
+						end = s.snd;
+					}
+				}
+				result = Pair.make(start, end);
+			}
+			locations.put(node, result);
+			for(int i = result.fst; i <= result.snd; i++) {
+				if (! offsetToNodes.containsKey(i)) {
+					offsetToNodes.put(i,  HashSetFactory.make());
+				}
+
+				offsetToNodes.get(i).add(node);
+			}
+			return result;
+		}
+	}
+
+	public JSONObject getCoveringNode(int startOffset, int endOffset) {
+		JSONObject node = parseTree.getNode(parseTree.root);
+		Pair<Integer,Integer> loc = location(node);
+		descend: while(loc.fst <= startOffset && loc.snd >= endOffset) {
+			Iterator<JSONObject> children = parseTree.getSuccNodes(node);
+			while (children.hasNext()) {
+				JSONObject c = children.next();
+				Pair<Integer,Integer> cl = location(c);
+				if (cl.fst <= startOffset && cl.snd >= endOffset) {
+					loc = cl;
+					node = c;
+					continue descend;
+				}
+			}
+			
+			return node;
+		}
+		
+		assert false;
+		return null;
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaSPTGraph.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaSPTGraph.java
new file mode 100644
index 0000000000000000000000000000000000000000..59212a8218d59426715b23e218d437dda8f82496
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaSPTGraph.java
@@ -0,0 +1,209 @@
+package com.ibm.wala.codeNet;
+
+import java.io.FileInputStream;
+import java.io.FileNotFoundException;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Stream;
+
+import org.json.JSONArray;
+import org.json.JSONException;
+import org.json.JSONObject;
+import org.json.JSONTokener;
+
+import com.ibm.wala.util.collections.EmptyIterator;
+import com.ibm.wala.util.collections.HashMapFactory;
+import com.ibm.wala.util.collections.HashSetFactory;
+import com.ibm.wala.util.graph.AbstractNumberedGraph;
+import com.ibm.wala.util.graph.NumberedEdgeManager;
+import com.ibm.wala.util.graph.NumberedNodeManager;
+import com.ibm.wala.util.intset.IntSet;
+import com.ibm.wala.util.intset.IntSetUtil;
+import com.ibm.wala.util.intset.MutableIntSet;
+
+public class WalaSPTGraph extends AbstractNumberedGraph<JSONObject> {
+	NumberedNodeManager<JSONObject> nodes;
+	private NumberedEdgeManager<JSONObject> edges;
+	public final int root;
+	
+	public WalaSPTGraph(String parseTreeFile) throws JSONException, FileNotFoundException {
+		this((JSONObject)new JSONTokener(new FileInputStream(parseTreeFile)).nextValue());
+	}
+	
+	public WalaSPTGraph(JSONObject parseTreeJson) {
+		root = parseTreeJson
+				.getJSONObject("graph")
+				.getInt("root");
+		
+		nodes = new NumberedNodeManager<JSONObject>() {
+			private Map<Integer,JSONObject> a = HashMapFactory.make();
+			
+			{
+				parseTreeJson
+					.getJSONObject("graph")
+					.getJSONArray("nodes")
+					.forEach(n -> a.put(((JSONObject)n).getInt("id"), (JSONObject)n));
+			}
+
+			@Override
+			public Stream<JSONObject> stream() {
+				return a.values().stream();
+			}
+
+			@Override
+			public int getNumberOfNodes() {
+				return a.size();
+			}
+
+			@Override
+			public void addNode(JSONObject n) {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public void removeNode(JSONObject n) throws UnsupportedOperationException {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public boolean containsNode(JSONObject n) {
+				return a.values().contains(n);
+			}
+
+			@Override
+			public int getNumber(JSONObject N) {
+				return N.getInt("id");
+			}
+
+			@Override
+			public JSONObject getNode(int number) {
+				return a.get(number);
+			}
+
+			@Override
+			public int getMaxNumber() {
+				return a.size();
+			}
+
+			@Override
+			public Iterator<JSONObject> iterateNodes(IntSet s) {
+				Set<JSONObject> result = HashSetFactory.make();
+				s.foreach(n -> result.add(getNode(n)));
+				return result.iterator();
+			}
+			
+		};
+		edges = new NumberedEdgeManager<JSONObject>() {
+			private Map<JSONObject,Set<JSONObject>> forward = HashMapFactory.make();
+			private Map<JSONObject,Set<JSONObject>> backward = HashMapFactory.make();
+			
+			{
+				Map<Integer,JSONObject> idToNode = HashMapFactory.make();
+				JSONArray nodes = parseTreeJson
+					.getJSONObject("graph")
+					.getJSONArray("nodes");
+				for(int i = 0; i < nodes.length(); i++) {
+					JSONObject node = nodes.getJSONObject(i);
+					idToNode.put(node.getInt("id"), node);
+				}
+				parseTreeJson
+					.getJSONObject("graph")
+					.getJSONArray("edges")
+					.forEach(n -> {
+						JSONObject e = (JSONObject)n;
+						JSONArray edge = e.getJSONArray("between");
+						JSONObject src = idToNode.get(edge.getInt(0));
+						JSONObject dst = idToNode.get(edge.getInt(1));
+						if (! forward.containsKey(src)) {
+							forward.put(src, HashSetFactory.make());
+						}
+						forward.get(src).add(dst);
+						if (! backward.containsKey(dst)) {
+							backward.put(dst, HashSetFactory.make());
+						}
+						backward.get(dst).add(src);
+					});
+			}
+
+			@Override
+			public Iterator<JSONObject> getPredNodes(JSONObject n) {
+				return backward.get(n).iterator();
+			}
+
+			@Override
+			public int getPredNodeCount(JSONObject n) {
+				return backward.get(n).size();
+			}
+
+			@Override
+			public Iterator<JSONObject> getSuccNodes(JSONObject n) {
+				if (forward.containsKey(n)) {
+					return forward.get(n).iterator();
+				} else {
+					return EmptyIterator.instance();
+				}
+			}
+
+			@Override
+			public int getSuccNodeCount(JSONObject N) {
+				return forward.get(N).size();
+			}
+
+			@Override
+			public void addEdge(JSONObject src, JSONObject dst) {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public void removeEdge(JSONObject src, JSONObject dst) throws UnsupportedOperationException {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public void removeAllIncidentEdges(JSONObject node) throws UnsupportedOperationException {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public void removeIncomingEdges(JSONObject node) throws UnsupportedOperationException {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public void removeOutgoingEdges(JSONObject node) throws UnsupportedOperationException {
+				throw new UnsupportedOperationException();
+			}
+
+			@Override
+			public boolean hasEdge(JSONObject src, JSONObject dst) {
+				return forward.get(src).contains(dst);
+			}
+
+			@Override
+			public IntSet getSuccNodeNumbers(JSONObject node) {
+				MutableIntSet ns = IntSetUtil.make();
+				getSuccNodes(node).forEachRemaining(s -> ns.add(getNumber(s)));
+				return ns;
+			}
+
+			@Override
+			public IntSet getPredNodeNumbers(JSONObject node) {
+				MutableIntSet ns = IntSetUtil.make();
+				getPredNodes(node).forEachRemaining(s -> ns.add(getNumber(s)));
+				return ns;
+			}
+			
+		};
+	}
+
+	@Override
+	protected NumberedNodeManager<JSONObject> getNodeManager() {
+		return nodes;
+	}
+
+	@Override
+	protected NumberedEdgeManager<JSONObject> getEdgeManager() {
+		return edges;
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaToGNNFiles.java b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaToGNNFiles.java
new file mode 100644
index 0000000000000000000000000000000000000000..e10cd560e943cce2f407cd10a13b59152ad825e4
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/java/com/ibm/wala/codeNet/WalaToGNNFiles.java
@@ -0,0 +1,464 @@
+package com.ibm.wala.codeNet;
+
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.FileOutputStream;
+import java.io.FileWriter;
+import java.io.IOException;
+import java.io.ObjectInputStream;
+import java.io.ObjectOutputStream;
+import java.io.PrintWriter;
+import java.io.Serializable;
+import java.io.UTFDataFormatException;
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.Set;
+import java.util.function.BiFunction;
+import java.util.function.Consumer;
+import java.util.function.Function;
+import java.util.function.Supplier;
+
+import com.ibm.wala.cast.java.ecj.util.SourceDirCallGraph;
+import com.ibm.wala.cast.java.ipa.callgraph.JavaSourceAnalysisScope;
+import com.ibm.wala.cast.java.ipa.modref.AstJavaModRef;
+import com.ibm.wala.cast.tree.CAstSourcePositionMap.Position;
+import com.ibm.wala.ipa.callgraph.CGNode;
+import com.ibm.wala.ipa.callgraph.CallGraph;
+import com.ibm.wala.ipa.callgraph.CallGraphBuilder;
+import com.ibm.wala.ipa.callgraph.CallGraphBuilderCancelException;
+import com.ibm.wala.ipa.callgraph.propagation.InstanceKey;
+import com.ibm.wala.ipa.callgraph.propagation.PropagationCallGraphBuilder;
+import com.ibm.wala.ipa.cfg.BasicBlockInContext;
+import com.ibm.wala.ipa.cfg.InterproceduralCFG;
+import com.ibm.wala.ipa.cha.ClassHierarchyException;
+import com.ibm.wala.ipa.slicer.MethodEntryStatement;
+import com.ibm.wala.ipa.slicer.MethodExitStatement;
+import com.ibm.wala.ipa.slicer.NormalReturnCallee;
+import com.ibm.wala.ipa.slicer.NormalReturnCaller;
+import com.ibm.wala.ipa.slicer.NormalStatement;
+import com.ibm.wala.ipa.slicer.ParamCallee;
+import com.ibm.wala.ipa.slicer.ParamCaller;
+import com.ibm.wala.ipa.slicer.PhiStatement;
+import com.ibm.wala.ipa.slicer.SDG;
+import com.ibm.wala.ipa.slicer.Slicer;
+import com.ibm.wala.ipa.slicer.Statement;
+import com.ibm.wala.ssa.ISSABasicBlock;
+import com.ibm.wala.ssa.SSAAbstractInvokeInstruction;
+import com.ibm.wala.ssa.SSABinaryOpInstruction;
+import com.ibm.wala.ssa.SSAConditionalBranchInstruction;
+import com.ibm.wala.ssa.SSAInstruction;
+import com.ibm.wala.ssa.SSANewInstruction;
+import com.ibm.wala.ssa.SSAUnaryOpInstruction;
+import com.ibm.wala.util.collections.FilterIterator;
+import com.ibm.wala.util.collections.HashMapFactory;
+import com.ibm.wala.util.collections.HashSetFactory;
+import com.ibm.wala.util.collections.Iterator2Collection;
+import com.ibm.wala.util.collections.Iterator2Iterable;
+import com.ibm.wala.util.graph.Graph;
+import com.ibm.wala.util.graph.GraphSlicer;
+import com.ibm.wala.util.graph.labeled.LabeledGraph;
+import com.ibm.wala.util.graph.labeled.SlowSparseNumberedLabeledGraph;
+import com.ibm.wala.util.graph.traverse.BoundedBFSIterator;
+import com.ibm.wala.util.graph.traverse.DFS;
+
+public class WalaToGNNFiles {
+
+	static File outPath;
+	
+	static {
+		outPath = new File(System.getProperty("outputDir"));
+		assert outPath.isDirectory();
+
+	}
+
+	private static void withOutput(String outFile, Consumer<PrintWriter>  doit) {
+		try (PrintWriter f = new PrintWriter(new FileWriter(new File(outPath, outFile), true))) {
+			doit.accept(f);
+		} catch (IOException e) {
+			assert false;
+		}
+
+	}
+	
+	private static Set<String> ipcfgFeatures(BasicBlockInContext<ISSABasicBlock> n) {
+		Set<String> fss = HashSetFactory.make();
+		n.iterator().forEachRemaining(inst -> { 
+			if (inst instanceof SSAAbstractInvokeInstruction) {
+				try {
+					fss.add(((SSAAbstractInvokeInstruction) inst).getDeclaredTarget().getName().toUnicodeString());
+				} catch (UTFDataFormatException e) {
+					assert false : e;
+				}
+			} else if (inst instanceof SSANewInstruction) {
+				fss.add(((SSANewInstruction)inst).getConcreteType().getName().toUnicodeString());
+			}
+		});
+		return fss;
+	}
+
+	public static void main(String... args) throws ClassHierarchyException, IllegalArgumentException, CallGraphBuilderCancelException, IOException {	
+		if (System.getProperty("readGraph") != null) {
+			readGraph(System.getProperty("readGraph"));
+		} else {
+			new SourceDirCallGraph().doit(args, (cg, builder, time) -> { 
+				if (Boolean.getBoolean("SDG")) {
+					sdgToGNNFiles(cg, builder);
+				} else {
+					ipcfgToGNNFiles(cg, builder);
+				}
+			});
+		}
+	}
+
+	private static Set<String> sdgFeatures(Statement n) {
+		if (n instanceof MethodEntryStatement) {
+			return Collections.singleton("entry " + n.getNode().getMethod().getName());
+		} else if (n instanceof MethodExitStatement) {
+			return Collections.singleton("exit " + n.getNode().getMethod().getName());
+		} else if (n instanceof PhiStatement || 
+				   n instanceof ParamCaller || 
+				   n instanceof ParamCallee ||
+				   n instanceof NormalReturnCallee ||
+				   n instanceof NormalReturnCaller) {
+			return Collections.singleton("flow");
+		} else if (n instanceof NormalStatement) {
+			SSAInstruction inst = ((NormalStatement)n).getInstruction();
+			if (inst instanceof SSABinaryOpInstruction) {
+				return Collections.singleton(((SSABinaryOpInstruction)inst).getOperator().toString());
+			} else if (inst instanceof SSAUnaryOpInstruction) {
+				return Collections.singleton(((SSAUnaryOpInstruction)inst).getOpcode().toString());
+			} else if (inst instanceof SSAConditionalBranchInstruction) {
+				return Collections.singleton(((SSAConditionalBranchInstruction)inst).getOperator().toString());
+			} else if (inst instanceof SSAAbstractInvokeInstruction) {
+				return Collections.singleton(((SSAAbstractInvokeInstruction)inst).getDeclaredTarget().getName().toString());
+			} else if (inst instanceof SSANewInstruction) {
+				return Collections.singleton(((SSANewInstruction)inst).getConcreteType().getName().toString());
+			} else {	
+				return Collections.emptySet();
+			}
+
+		} else {	
+			return Collections.emptySet();
+		}
+	}
+	
+	private static void sdgToGNNFiles(CallGraph cg, CallGraphBuilder<?> builder) {
+	    SDG<? extends InstanceKey> sdg =
+	    		new SDG<>(
+	                cg,
+	                ((PropagationCallGraphBuilder)builder).getPointerAnalysis(),
+	                new AstJavaModRef<>(),
+	                Slicer.DataDependenceOptions.NO_HEAP_NO_EXCEPTIONS,
+	                Slicer.ControlDependenceOptions.NO_EXCEPTIONAL_EDGES);
+
+		Graph<Statement> srcSdg = GraphSlicer.prune(sdg, 
+			n -> n.getNode().getMethod().getReference().getDeclaringClass().getClassLoader() == JavaSourceAnalysisScope.SOURCE);
+
+		Supplier<Iterator<Statement>> getEntries = 
+			() -> cg.getEntrypointNodes().stream().map(n -> { return (Statement)new MethodEntryStatement(n); }).iterator();
+	
+		writeGraph(getEntries, srcSdg, 
+			WalaToGNNFiles::sdgFeatures, 
+			(p, s) -> String.valueOf(sdg.getEdgeLabels(p, s).iterator().next()),
+			(n) -> {
+				Position p = GraphAugmentor.getPosition(n);
+				if (p != null) {
+					return new int[] { p.getFirstOffset(), p.getLastOffset() };
+				} else {
+					return null;
+				}
+			});
+					
+		
+		dump(srcSdg, (n) -> n.toString(), (p, s) -> s.toString() + ":" + sdg.getEdgeLabels(p, s));
+	}
+	
+	private static void ipcfgToGNNFiles(CallGraph cg, CallGraphBuilder<?> builder) {
+		Collection<CGNode> roots = cg.getEntrypointNodes();
+		assert roots.size() == 1 : roots;
+
+		InterproceduralCFG full_ipcfg = new InterproceduralCFG(cg,
+			n -> n.getMethod().getReference().getDeclaringClass().getClassLoader() == JavaSourceAnalysisScope.SOURCE || 
+				 n == cg.getFakeRootNode() ||
+				 n == cg.getFakeWorldClinitNode());
+		BasicBlockInContext<ISSABasicBlock> entry = full_ipcfg.getEntry(roots.iterator().next());
+
+		Graph<BasicBlockInContext<ISSABasicBlock>> ipcfg = 
+			GraphSlicer.prune(full_ipcfg, 
+				n -> n.getMethod().getReference().getDeclaringClass().getClassLoader() == JavaSourceAnalysisScope.SOURCE);
+				
+		Supplier<Iterator<BasicBlockInContext<ISSABasicBlock>>> entryPoints = 
+				() -> new FilterIterator<>(ipcfg.iterator(), n -> n.equals(entry) || (n.isEntryBlock() && n.getMethod().isClinit()));
+
+		writeGraph(entryPoints, ipcfg, WalaToGNNFiles::ipcfgFeatures, null, null);
+
+		dump(ipcfg, 
+				(n) -> { 
+					StringBuffer sb = new StringBuffer();
+					sb.append(n.toString()).append('\n');
+					n.iterator().forEachRemaining(inst -> {
+						sb.append("  ").append(inst).append("\n");
+					});
+					return sb.toString();
+				},
+				(p, s) -> s.toString());
+	}
+
+	private static <T> void dump(Graph<T> g, 
+			Function<T, String> printNode,
+			BiFunction<T, T, String> printEdge) 
+	{
+		StringBuilder sb = new StringBuilder();
+		for (T n : g) {
+		      sb.append(printNode.apply(n)).append('\n');
+		      for (T s : Iterator2Iterable.make(g.getSuccNodes(n))) {
+		        sb.append(" --> ").append(printEdge.apply(n, s));
+		        sb.append('\n');
+		      }
+		      sb.append('\n');
+		}
+		System.err.println(sb.toString());
+	}
+
+	private static void readGraph(String fileName) {
+		try (ObjectInputStream ois = new ObjectInputStream(new FileInputStream(new File(outPath, fileName)))) {
+			@SuppressWarnings("unchecked")
+			LabeledGraph<Node, String> G = (LabeledGraph<Node, String>) ois.readObject();
+			writeGraph(() -> G.stream().filter(Node::isEntryPoint).iterator(), G, Node::features, (p, s) -> G.getEdgeLabels(p, s).iterator().next(), Node::position);
+		} catch (IOException | ClassNotFoundException e) {
+			assert false : e;
+		}
+	}
+	
+	static class Node implements Serializable {
+		
+		private static final long serialVersionUID = -3181259880503889140L;
+
+		public Node(int index, Set<String> features, int[] position, boolean isEntryPoint) {
+			this.index = index;
+			this.features = features;
+			this.position = position;
+			this.isEntryPoint = isEntryPoint;
+		}
+		
+		@Override
+		public int hashCode() {
+			final int prime = 31;
+			int result = 1;
+			result = prime * result + ((features == null) ? 0 : features.hashCode());
+			result = prime * result + index;
+			result = prime * result + (isEntryPoint ? 1231 : 1237);
+			result = prime * result + Arrays.hashCode(position);
+			return result;
+		}
+		@Override
+		public boolean equals(Object obj) {
+			if (this == obj)
+				return true;
+			if (obj == null)
+				return false;
+			if (getClass() != obj.getClass())
+				return false;
+			Node other = (Node) obj;
+			if (features == null) {
+				if (other.features != null)
+					return false;
+			} else if (!features.equals(other.features))
+				return false;
+			if (index != other.index)
+				return false;
+			if (isEntryPoint != other.isEntryPoint)
+				return false;
+			if (!Arrays.equals(position, other.position))
+				return false;
+			return true;
+		}
+		
+		int index;
+		int index() { return index; }
+		Set<String> features;
+		Set<String> features() { return features; }
+		int[] position;
+		int[] position() { return position; }
+		boolean isEntryPoint;
+		boolean isEntryPoint() { return isEntryPoint; }
+	}
+	
+	private static <T> void serializeGraph(Supplier<Iterator<T>> entryPoints, 
+			Graph<T> ipcfg,
+			Function<T, Set<String>> features,
+			BiFunction<T, T, String> edgeLabels,
+			Function<T,int[]> pos) {
+		Set<T> entries = Iterator2Collection.toSet(entryPoints.get());
+		Map<T,Integer> index = HashMapFactory.make();
+		LabeledGraph<Node, String> out = new SlowSparseNumberedLabeledGraph<>();
+		Iterator<T> nodes = ipcfg.iterator();
+		int i = -1;
+		
+		Function<T, Node> toNode = (node) -> new Node(index.get(node), features.apply(node), pos.apply(node), entries.contains(node));
+
+		while (nodes.hasNext()) {
+			T node = nodes.next();
+			index.put(node, ++i);
+			out.addNode(toNode.apply(node));
+		}
+		
+		ipcfg.forEach(pred -> {
+			Node outp = toNode.apply(pred);
+			ipcfg.getSuccNodes(pred).forEachRemaining(succ -> { 
+				Node outs = toNode.apply(succ);
+				out.addEdge(outp, outs, edgeLabels.apply(pred, succ));
+			});
+		});
+		
+		try (ObjectOutputStream oos = new ObjectOutputStream(new FileOutputStream(new File(outPath, System.getProperty("graphLabel") + ".javaData")))) {
+			oos.writeObject(out);
+		} catch (IOException e) {
+			assert false : e;
+		}
+	}
+
+	private static <T> void writeGraph(Supplier<Iterator<T>> entryPoints, 
+			Graph<T> ipcfg,
+			Function<T, Set<String>> features,
+			BiFunction<T, T, String> edgeLabels,
+			Function<T, int[]> pos)
+	{
+		if (Boolean.getBoolean("serialize")) {
+			serializeGraph(entryPoints, ipcfg, features, edgeLabels, pos);
+		} else {
+		int dfsNumber = 0;
+		Map<T,Integer> dfsFinish = HashMapFactory.make();
+		Iterator<T> search = DFS.iterateFinishTime(ipcfg, entryPoints.get());
+		while (search.hasNext()) {
+			dfsFinish.put(search.next(), dfsNumber++);
+		} 			
+
+		int reverseDfsNumber = 0;
+		Map<T,Integer> dfsStart = HashMapFactory.make();
+		Iterator<T> reverseSearch = DFS.iterateDiscoverTime(ipcfg, entryPoints.get());
+		while (reverseSearch.hasNext()) {
+			dfsStart.put(reverseSearch.next(), reverseDfsNumber++);
+		} 
+
+		Map<T,Integer> bfsDepth = HashMapFactory.make();
+		BoundedBFSIterator<T> depths = new BoundedBFSIterator<>(ipcfg, entryPoints.get(), 1000);
+		while(depths.hasNext()) {
+			T n = depths.next();
+			bfsDepth.put(n, depths.getCurrentHops());
+		}
+		
+		// nodes files
+		withOutput("num-node-list.csv", f -> {
+			f.println("" + dfsFinish.size());
+		});
+		
+		withOutput("node_dfs_order.csv", f -> {
+			ipcfg.stream()
+				.filter(n -> dfsFinish.containsKey(n))
+				.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+				.forEach(n -> f.println("" + dfsFinish.get(n)));
+			f.flush();
+		});
+
+		withOutput("node_depth.csv", f -> {
+			ipcfg.stream()
+			.filter(n -> dfsFinish.containsKey(n))
+			.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+			.forEach(n -> { 
+				assert bfsDepth.containsKey(n) : n;
+				f.println("" + bfsDepth.get(n));
+			});
+			f.flush();
+		});
+
+		withOutput("node-feat", f -> {
+			ipcfg.stream()
+			.filter(n -> dfsFinish.containsKey(n))
+			.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+			.forEach(n -> {
+				if (features.apply(n).isEmpty()) {
+					f.print("none");
+				} else {
+					features.apply(n).forEach(s -> f.print(s + " "));
+				}
+				f.println();
+			});
+			f.flush();
+		});
+
+		withOutput("node_is_attributed.csv", f -> {
+			ipcfg.stream()
+				.filter(n -> dfsFinish.containsKey(n))
+				.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+				.forEach(n -> {
+				f.println(features.apply(n).isEmpty()?  0: 1);
+			});
+			f.flush();
+		});
+
+		withOutput("node_doc.txt", f -> {
+			ipcfg.stream()
+				.filter(n -> dfsFinish.containsKey(n))
+				.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+				.forEach(n -> f.println(dfsFinish.get(n) + ":" + n));
+			f.flush();
+		});
+
+		// edge files
+		class EdgeProcessor {
+			void doit(BiFunction<T,T,Void> edges) {
+				ipcfg.stream()
+				.filter(p -> dfsFinish.containsKey(p))
+				.sorted((l, r) -> dfsFinish.get(l) - dfsFinish.get(r))
+				.forEach(p -> { 
+					ipcfg.getSuccNodes(p).forEachRemaining(s -> {
+						if (dfsFinish.containsKey(s) &&
+								!( (dfsStart.get(p) >= dfsStart.get(s)) &&	
+								   (dfsFinish.get(p) <= dfsFinish.get(s)) )) {
+							edges.apply(p, s);
+						}
+					});
+				});
+			}
+		};
+		
+		withOutput("edge.csv", f -> {
+			new EdgeProcessor().doit((p, s) -> {
+				f.println(dfsFinish.get(p) + "," + dfsFinish.get(s));
+				return null;
+			});
+		});
+
+		if (edgeLabels != null) {
+			withOutput("edge_type", f -> {
+				new EdgeProcessor().doit((p, s) -> {
+					f.println(edgeLabels.apply(p, s));
+					return null;
+				});
+			});
+		}
+		
+		withOutput("num-edge-list.csv", f -> {
+			class Box {
+				int i = 0;
+			}
+			Box b = new Box();
+			new EdgeProcessor().doit((p, s) -> {
+				b.i++;
+				return null;
+			});
+			f.println(b.i);
+		});
+		
+		
+		// graph files
+		withOutput("graph-label", f -> {
+			f.println("" + System.getProperty("graphLabel"));
+		});
+		}
+	}
+}
diff --git a/tools/analysis-graph-generator/src/main/scripts/convert_dir.sh b/tools/analysis-graph-generator/src/main/scripts/convert_dir.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8589b9bbcb4d8ff5fb5041eb15a5866e5e5ba283
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/convert_dir.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+
+DIR=`dirname $0`
+DIR=`realpath $DIR`
+
+out_dir=$1
+
+shift
+
+dirs="$@"
+
+mkdir -p $out_dir
+
+for dir in $dirs; do
+    for f in $dir/[a-z]*; do
+	echo $f
+	cat $f >> $out_dir/`basename $f`
+    done
+done
+
+for f in `ls $out_dir/* | fgrep -v .csv | fgrep -v .txt`; do
+    d=`basename $f`
+    gawk -f $DIR/to_numbers.awk $f
+done
+
+#gzip $out_dir/*.csv
diff --git a/tools/analysis-graph-generator/src/main/scripts/run.sh b/tools/analysis-graph-generator/src/main/scripts/run.sh
new file mode 100644
index 0000000000000000000000000000000000000000..fbd712121bdabc7811ae31b6e3bcc686a2697f92
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/run.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+
+ME=$0
+DIR=`dirname $0`
+ROOT=`realpath $DIR/../../../`
+
+list=$1
+slice=$2
+limit=$3
+outdir=$4/$slice
+
+JAR=${ROOT}/target/AnalysisGraphGenerator-0.0.1-SNAPSHOT.jar
+CLS=com.ibm.wala.codeNet.WalaToGNNFiles
+
+mkdir -p $outdir
+
+(for f in `awk "NR%${limit}==${slice} { print \\$1; }" ${list}`
+ do dir=$ROOT/data/`basename $list`/`basename $f .java`
+    jdir=`dirname $f`
+    pdir=`dirname $jdir`
+    p=`basename $pdir`
+    echo "Analyzing $f"
+    java -ea -cp $JAR -DSDG=true -DgraphLabel=$p -DoutputDir=$outdir $CLS -sourceDir=$f -mainClass=LMain
+ done
+) > /tmp/log.codenet.`basename $list`.${slice}.txt 2>&1
+
diff --git a/tools/analysis-graph-generator/src/main/scripts/subset.sh b/tools/analysis-graph-generator/src/main/scripts/subset.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d32a873ce76a173f4dc7f709562e6473b8ab4320
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/subset.sh
@@ -0,0 +1,27 @@
+#!/bin/bash
+
+DIR=`dirname $0`
+DIR=`realpath $DIR`
+
+dir=$1
+graphs=$2
+out_dir=$3
+
+nodes=`gzcat $dir/num-node-list.csv.gz | gawk -v graphs=${graphs} 'BEGIN {N=0;} NR<=graphs {N+=$1} END { print N }'`
+
+edges=`gzcat $dir/num-edge-list.csv.gz | gawk -v graphs=${graphs} 'BEGIN {N=0;} NR<=graphs {N+=$1} END { print N }'`
+
+for f in num-edge-list.csv.gz num-node-list.csv.gz graph-label.csv.gz; do
+    gzcat $dir/$f | awk -v g=${graphs} 'NR<=g { print $0; }' | gzip > $out_dir/$f
+done
+
+for f in edge.csv.gz; do
+    gzcat $dir/$f | awk -v e=${edges} 'NR<=e { print $0; }' | gzip > $out_dir/$f
+done
+
+for f in node_dfs_order.csv.gz node_is_attributed.csv.gz node-feat.csv.gz node_depth.csv.gz; do
+    gzcat $dir/$f | awk -v n=${nodes} 'NR<=n { print $0; }' | gzip > $out_dir/$f
+done
+
+
+
diff --git a/tools/analysis-graph-generator/src/main/scripts/to_numbers.awk b/tools/analysis-graph-generator/src/main/scripts/to_numbers.awk
new file mode 100644
index 0000000000000000000000000000000000000000..8d87574f6d868de9e5f2a9f67c9acc87958f27cf
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/to_numbers.awk
@@ -0,0 +1,23 @@
+BEGIN {
+    idx = 0
+    delete cache
+    FS=","
+}
+
+function map(x) {
+    if (! (x in cache)) {
+	cache[x] = idx++;
+    }
+    
+    return cache[x]
+}
+
+{
+    for(i = 1; i <= NF; i++) {
+	if (i > 1) {
+	    printf(",") >>FILENAME ".csv"
+	}
+	printf("%s", map($i)) >>FILENAME ".csv"
+    }
+    print "" >>FILENAME ".csv"
+}
diff --git a/tools/analysis-graph-generator/src/main/scripts/wala1k.sh b/tools/analysis-graph-generator/src/main/scripts/wala1k.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e2d360b32843fe3bdb352ccb4956e6e2f5fb1b28
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/wala1k.sh
@@ -0,0 +1,33 @@
+#!/bin/bash
+
+DIR=`dirname $0`
+DIR=`realpath $DIR`
+
+lst=$1
+dir=$2
+
+shift; shift
+
+hosts="$@"
+nodes=${#@}
+slices=`expr 15 '*' $nodes`
+
+slice=0
+for host in $hosts; do
+    ssh $host bash $DIR/wala_node.sh $lst $dir $slice $slices &
+    slice=`expr $slice + 15`
+done
+
+wait
+
+for f in `ls $dir/11/* | fgrep -v .csv | fgrep -v .txt`; do
+    d=`basename $f`
+    gawk -f $DIR/to_numbers.awk $dir/*/$d
+done
+
+for f in $dir/11/*.csv; do
+    stem=`basename $f`
+    cat $dir/*/$stem > $dir/$stem
+done
+
+gzip $dir/*.csv
diff --git a/tools/analysis-graph-generator/src/main/scripts/wala_node.sh b/tools/analysis-graph-generator/src/main/scripts/wala_node.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3d41d44eb606e6a7507f2a01b8e6a7e3b3297d20
--- /dev/null
+++ b/tools/analysis-graph-generator/src/main/scripts/wala_node.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+
+DIR=`dirname $0`
+DIR=`realpath $DIR`
+
+lst=$1
+dir=$2
+start_slice=$3
+slices=$4
+
+for i in 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14; do
+    (nohup bash -v $DIR/run.sh $lst `expr $i + $start_slice` $slices $dir &)
+done
+
+wait
diff --git a/tools/duplicates/Clusters.md b/tools/duplicates/Clusters.md
new file mode 100644
index 0000000000000000000000000000000000000000..1d2f4df2c6b1df5927bb4884a94a41d915c8c5c4
--- /dev/null
+++ b/tools/duplicates/Clusters.md
@@ -0,0 +1,265 @@
+# Extracting information from the clusters file
+
+## Introduction
+
+The [`duplicates`](../../) program finds near-duplicates (according
+several possible
+similarity metrics) in tokenized source code files. Input is
+a list of (file name) identifier and token list pairs and output is a clusters
+file where the identifiers of near-duplicate token lists are grouped together.
+
+Specifically, in our application, the source files are submissions to problems
+and each identifier contains both a problem id as well as a submission id.
+Here we discuss how these clusters can be used to derive connectivity
+information among the problems.
+
+## Assumptions & Definitions
+
+We assume that the clusters file contains all submissions even the submissions
+that were found not to be a near-duplicate with any other submission. We call
+such
+single-submission (or size 1) clusters _singletons_. To count the number of
+submissions in the file with blank line separated clusters use this command:
+
+```bash
+$ grep -v '^$' clusters_file | wc -l
+```
+
+In the subsequent examples the Project CodeNet dataset is
+under the /Volume1/AI4CODE directory, which will be different for another user.
+We assume that the submissions are treated per problem and that the problems
+appear in sorted order. A snippet of a few clusters will make this clear:
+
+```console
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s667847559.cpp:
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s160425098.cpp:
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s079271556.cpp:  1.00, 1.00
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s203527521.cpp:  1.00, 0.97
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s659323087.cpp:  0.92, 0.95
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C++/s863134661.cpp:
+/Volume1/AI4CODE/Project_CodeNet/data/p00001/C++/s582642417.cpp:  0.92, 0.93
+/Volume1/AI4CODE/Project_CodeNet/data/p02388/C++/s372565527.cpp:  0.94, 0.95
+/Volume1/AI4CODE/Project_CodeNet/data/p02389/C++/s400444407.cpp:  0.94, 0.94
+/Volume1/AI4CODE/Project_CodeNet/data/p04011/C++/s527916222.cpp:  0.92, 0.90
+/Volume1/AI4CODE/Project_CodeNet/data/p04029/C++/s641704781.cpp:  0.92, 0.92
+```
+
+Here we see 3 clusters all related to problem `p00000`, the first a singleton
+one, the second happens to list only some near-duplicates within the same
+problem (viz. `p00000`) and the third shows near-duplicates across problems.
+
+So a cluster is a number of submissions (identifiers a.k.a. file names)
+delimited by blank lines. A cluster can be of size 1 and then it is a
+singleton, otherwise we call it a true cluster. The first submission of a
+cluster is called its representative, all others (if any) are called members.
+A singleton cluster has a representative but no members.
+
+## Computing specific counts in clusters
+
+Clusters are processed in the order as they appear in the clusters file.
+Because of the assumed problem order, we will see all clusters with
+representatives
+of a given problem first, before we see any clusters of a next problem.
+If problems are named like `p00000`, `p00001`, `p00002`, etc. then we know
+that all problems mentioned in a cluster can never be _less than_ the problem
+of the representative.
+
+In the following we will select some problem as our point of reference and
+call it the current problem under treatment. We start treating the current
+problem as soon as we see the first cluster that has a submission of the
+current problem as representative. When subsequently
+we see a cluster with a different (larger) problem id, then that becomes the
+new current problem.
+Note that treatment of the last problem will never reveal any new
+near-duplicates with another problem.
+
+To compute the number of singletons for the current problem simply means to
+count the size 1 clusters; all clusters for a given problem occur together
+(because of the ordering assumption). Of course computing the number of true
+clusters can be done in the same way. However, to compute the number of
+submissions we have to realize that some mentions of submissions of the
+current problem could have happened in clusters of previous (but not later!)
+problems. Obviously for the first problem no submissions can occur as member
+of a (non-existing) previous problem.
+In general there are 4 (mutually exclusive) cases of where to find submissions
+of a given problem. To make things concrete, assume we focus on problem
+`p00035` as our current problem.
+
+1. A current problem submission (`s551060303` in the example) was mentioned,
+   i.e., appears as a member, in a cluster of an earlier other problem (in the
+   example: `p00010`), but of course not as representative.  
+   Example:  
+```
+    /Volume1/AI4CODE/Project_CodeNet/data/p00010/C++/s499660528.cpp:
+    /Volume1/AI4CODE/Project_CodeNet/data/p00023/C++/s703312331.cpp:  0.94, 0.91
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s551060303.cpp:  0.93, 0.89
+```
+2. A current problem submission (`s427629428`) forms a singleton.  
+   Example:  
+```
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s427629428.cpp:
+```
+3. A current problem submission (`s401442699`) is the representative of a
+   true cluster.  
+   Example:  
+```
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s401442699.cpp:
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s523744990.cpp:  1.00, 1.00
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s008056583.cpp:  0.98, 0.99
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s532713839.cpp:  1.00, 1.00
+```
+4. A current problem submission (`s670450979`) appears as member in a cluster
+   whose representative is of the current problem (this then must also be a
+   true cluster).  
+   Example:  
+```
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s255617503.cpp:
+    /Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s670450979.cpp:  1.00, 1.00
+```
+
+Cases 2), 3) and 4) can be computed on-the-fly when working on the current
+problem (when we see all its clusters). Case 1) requires us to store a count
+per problem of its submissions seen before we actually start treating the
+current problem. As required, the sum over all 4 cases equals to number of
+submissions for the current problem.
+The sum of the cases 3) and 4) constitutes the
+intra-problem near-duplicates. Each of these submissions, all belonging to the
+same problem, are found similar. Note that case 1) represents the
+inter-problem similarities.
+
+While processing all true clusters of the current problem we count for each
+other problem how many of its submissions occur. For instance in these two
+clusters of `p00035` we count 2 submissions for `p00068` and 1 submission each
+for the other mentioned problems. We will call this the multiplicity of the
+problem.
+
+```
+/Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s107287197.cpp:
+/Volume1/AI4CODE/Project_CodeNet/data/p00068/C++/s686864771.cpp:  0.95, 0.94
+/Volume1/AI4CODE/Project_CodeNet/data/p02300/C++/s391626263.cpp:  0.92, 0.91
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00035/C++/s856080806.cpp:
+/Volume1/AI4CODE/Project_CodeNet/data/p00058/C++/s808805220.cpp:  0.97, 0.93
+/Volume1/AI4CODE/Project_CodeNet/data/p00068/C++/s382614394.cpp:  0.98, 0.94
+/Volume1/AI4CODE/Project_CodeNet/data/p00081/C++/s732191557.cpp:  0.94, 0.94
+```
+
+Another interesting number is to count in how many clusters of the current
+problem a given other problem is mentioned, like knowing that the 2 mentions
+of `p00068` came from 2 different clusters. For the current problem we simply
+record its number of clusters (singletons inclusive). We will call this the
+cluster count. Notice that the cluster count can never be greater than the
+multiplicity (except for the current problem entry).
+
+## Preparing the adjacency list output
+
+We present the information (numbers of submissions, number of singletons,
+number of inter-problem mentions, cluster count) extracted from the clusters
+file as an adjacency list of problems: each problem records some problem
+specific data followed by a list of the problems that it relates to in terms
+of the cluster information.
+
+In particular we choose to output a problem per line, starting with the
+current problem id (like `p00000`) followed by the number of submissions
+and the number of singleton clusters. Next is a list of _connected_ (or
+neighboring) problems (the current problem itself among them) that are
+mentioned in the current problem clusters each with their cluster count and
+multiplicity. To be precise, the entry for the current problem states the
+number of clusters and the number of its submissions that appear in true
+clusters; the entries of other problems state their cluster count (relative to
+the current problem) and the number of their submissions that are
+near-duplicates of some submission of the current problem (multiplicity).
+
+Here is an excerpt from a typical output:
+
+```console
+...
+p00023 512 370 p00023 419 130 p02297 1 1 p02292 1 1 p02291 1 1 p02290 1 1
+p00024 546 446 p00024 485 97
+p00025 674 462 p00025 523 210 p03149 1 1 p03130 1 1 p00445 1 1
+p00026 503 435 p00026 464 68
+p00027 591 523 p00027 551 68 p01137 1 1 p00125 1 2 p01143 1 2 p01140 1 1
+p00028 655 551 p00095 1 1 p00028 594 102 p00434 1 1 p00032 1 1
+...
+p00035 359 283 p00081 1 1 p00068 2 2 p00129 1 1 p00059 1 1 p00058 3 3 \
+       p02300 2 2 p00035 309 62
+```
+We see that problem `p00023` has a total of 512 submissions, 370 of which are
+singletons, 419 clusters, and 130 submissions are intra-problem
+clustered. This leaves 512-370-130=12 submissions that are near-duplicates of
+other problems mentioned before. Also, `p00023` has submissions that are a
+near-duplicate of a submission of the 4 other listed problems. (The identity
+of these submissions has been lost by the aggregation per problem.)
+The problems `p00024` and `p00026` do not relate to any subsequent
+problems, but might have relations with previous problems. Indeed for
+`p00024` we find 546-446-97=3; though `p00026` has no near-duplicates with any
+other problem because 503-435-68=0. It has 68 intra-problem duplicates.
+For problem `p00027` we see a case where there are 2 `p00125` submissions that
+are mentioned in only 1 cluster.
+Our earlier example problem `p00035` is seen to have 359 total, 283
+singleton and 62 intra-problem submissions; leaves 14 inter-problem ones.
+
+## Directed graph
+
+The adjacency output can be considered as a directed graph.
+The line for each problem defines a node and its edges.
+The node is the current problem of the line. It has directed edges to all the
+neighboring problems/nodes on the line. Each edge is annotated with the
+multiplicity (the second number of the neighbor node).
+We call this the edge weight.
+
+For each node we now find that the sum of the self-edge weight and all the
+incoming edge weights equals the difference of total submissions and singletons.
+
+## Undirected graph
+
+With all the information about the number of near-duplicate submissions shared
+among problems, it should be possible to construct an undirected graph where
+the edge weight is a measure for the 'similarity' between problems. How can we
+reasonable define such a 'similarity' measure?
+
+Of all the clusters for a given problem, we are only interested in the true
+ones that have members with submissions of other problems. Let's analyze what
+those mean. Consider the submissions of two distinct problems pi and pj.
+We know all the clusters with a pi submission as representative and one or
+more pj submissions as member. Note that all submissions are distinct.
+There are no other clusters that mention pi and pj near-duplicates.
+The total number of pj member submissions is the multiplicity entry in the
+adjacency list of pi.
+So we know from pj's perspective how great the 'similarity' with pi is.
+But this could all be due to a single submission of pi or maybe 1-for-1 with
+pj, or any number in between which is precisely the cluster number.
+
+A satisfying, symmetric weight would be the
+number of pairs of pi and pj submissions with all pi's and pj's distinct.
+We find this to be the minimum of cluster count and multiplicity.
+This minimum is equal to the cluster count.
+
+We can model the relation between the submissions of two problems as a
+bipartite graph. On the left the pi cluster representatives and on the right
+the pj member submissions. The cluster count gives the number of nodes on the
+left-hand side that have incident edges; the multiplicity gives the number of
+nodes on the right-hand side that have an incident edge (note can at most have
+1 edge per node on the right-hand side).
+
+## Experiment
+
+The figure below is the result of finding the near-duplicates in all
+4,353,049 Accepted C++ programs of the 4053 Project CodeNet problems excluding a set
+of 71,802 outlier submissions. The clusters are
+processed as sketched above and only connections with a weight larger than 100
+are kept. This gives a graph of 104 nodes and 64 edges. The suspicion that
+heavily weighted edges connect very similar problems is confirmed by looking
+at the HTML program descriptions. For instance we find problems `p02315` and
+`p02316` and also the pair `p03160` and `p03161` to be identical. Other pairs
+might exist.
+
+![Graph of Project CodeNet problems similarity](dup_graph_no_outliers.png)
+
+Likewise we can analyze the POJ-104 dataset which contains 104 problems with
+500 C/C++ submissions each. Below, the graph shows all 10 problems that have
+cross near-duplicates.
+
+![Graph of POJ-104 problems similarity](poj-104.png)
diff --git a/tools/duplicates/Makefile b/tools/duplicates/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..985703205d53fadb504e9b7452f77b988f0e077a
--- /dev/null
+++ b/tools/duplicates/Makefile
@@ -0,0 +1,29 @@
+# Copyright IBM Corporation 2021
+# Written by Geert Janssen <geert@us.ibm.com>
+
+INCLUDES =
+CPPFLAGS = $(INCLUDES)
+CXXFLAGS =-std=c++11 -O2 -g
+LDFLAGS  =
+# default linker is CC, need CXX
+LINK.o = $(LINK.cc)
+
+PROGS=duplicates
+
+.PHONY: all
+all: $(PROGS)
+
+duplicates: duplicates.o
+	$(CXX) -o $@ $^
+
+.PHONY: test
+test: duplicates
+	./duplicates -h
+	bash -c 'time ./duplicates test_tokens.tsv'
+
+.PHONY: clean
+clean:
+	@-rm -f *.o
+	@-rm -f $(PROGS)
+
+duplicates.o: duplicates.cpp
diff --git a/tools/duplicates/README.md b/tools/duplicates/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..d40145ecc63c33b7460e938396fadd0c21ae9465
--- /dev/null
+++ b/tools/duplicates/README.md
@@ -0,0 +1,216 @@
+# Find near-duplicates among source code files
+
+## Introduction
+
+This program finds clusters of near-duplicate files of source code.
+The input is a single file with a sample per line. A sample consists
+of a unique (within the input) identifier for the source code, e.g.
+its file name or its file name path, and a list of tokens.
+
+To be precise, the identifier and list of tokens are separated by a single TAB
+character. This choice precludes allowing TAB characters in the identifier.
+For the tokens themselves there are 2 options: either SPACE
+separated or TAB separated; which one is used is autodetected by the program.
+Using TABs facilitates string and character literals that
+contain spaces; typically programming languages do not allow unescaped TAB
+characters within a string or character literal. Even if that happens, such a
+literal will then merely be treated as multiple tokens. For our purpose of
+duplication detection, breaking up string literals at white-space does not do
+much harm to
+the outcome. Other applications may decide to use the same input format but
+might insist on correctly handling the original tokens.
+
+The list of tokens is never empty. The token list can thus easily be split using the separator character
+as delimiter. (Note that all comments are assumed to have been removed.)
+
+In the subsequent examples the Project CodeNet dataset is
+under the /Volume1/AI4CODE directory, which will be different for another user.
+As an example, here are the first 3 samples of tokenized C/C++ source code files:
+
+```console
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C/s423724218.c	using namespace std ; int main ( ) { int a , b , c , d ; a = 1 ; b = 1 ; d = 1 ; do { c = a * b ; cout << a << << b << << c << ; b ++ ; if ( b == 11 ) { b = 1 ; a ++ ; } d ++ ; } while ( d <= 100 ) ; } 
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C/s920742007.c	using namespace std ; int main ( ) { int a , b , c , d ; a = 1 ; b = 1 ; d = 1 ; do { c = a * b ; cout << a << << b << << c << ; b ++ ; if ( b == 11 ) { b = 1 ; a ++ ; } d ++ ; } while ( d <= 100 ) ; } 
+/Volume1/AI4CODE/Project_CodeNet/data/p00000/C/s425941185.c	int main ( ) { for ( int i = 1 ; i < 10 ; i ++ ) { for ( int j = 1 ; j < 10 ; j ++ ) { if ( i == 9 && j == 9 ) { printf ( , i , j , i * j ) ; } else { printf ( , i , j , i * j ) ; } } } return 0 ; } 
+```
+
+Preparing this input format can be accomplished with a few bash commands.
+Assume the existence of a tokenizer that outputs a single token per line then
+the following will produce a sample for the source file `$1` to standard output:
+
+```bash
+echo -e -n "$1\t"
+tokenize "$1" | sed "/^[\"']/d" | tr -s '\n' ' '
+echo
+```
+
+Including strings and making sure tokens are separated by a TAB can be
+accomplished with:
+
+```bash
+echo -e -n "$1\t"
+tokenize "$1" | tr -s '\n' '\t' | sed '$ s/.$//'
+echo
+```
+
+It should be noted that samples with less than 20 token instances are
+discarded. This can be changed with the `-M` option.
+
+The output echoes the identifiers clustered 1 per line and separated by a
+blank line. Here is an example of 3 output clusters in Jaccard mode:
+
+```console
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s693224029.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s667072386.c:  0.97, 0.96
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s269264590.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s562267449.c:  0.94, 0.95
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s222863615.c:  1.00, 0.98
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s613594379.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s546115621.c:  0.98, 0.98
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s920361752.c:  0.95, 0.98
+```
+
+Here is an example of some clusters in LCS mode:
+
+```console
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s441758757.c:     (161)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s199394875.c: 159 (160)
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s269264590.c:     (130)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s562267449.c: 124 (133)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s284444458.c: 122 (136)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s222863615.c: 129 (130)
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s613594379.c:     (249)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s546115621.c: 247 (249)
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s920361752.c: 246 (249)
+```
+
+The output in COSINE mode looks like this:
+
+```console
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s839759041.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s502803295.c:  0.91
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s279938930.c:  0.92
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s269264590.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s562267449.c:  0.99
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s284444458.c:  0.96
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s222863615.c:  1.00
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s291709227.c:  0.91
+
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s613594379.c:
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s546115621.c:  1.00
+/Volume1/AI4CODE/Project_CodeNet/data/p00009/C/s920361752.c:  1.00
+```
+
+Of course there is no reason why even with the same input different modes with
+their own thresholds should result in the same clusters. Typically there will
+be some overlap though.
+
+The meaning of the numbers after the identifiers are explained below.
+
+## Algorithm
+
+In principle each sample is compared with all others pairwise.
+The input is preprocessed to derive both an encoded token list representation
+and a bag of tokens as a multiset. For the bag of tokens, 2 Jaccard similarity
+values are calculated: one considering the bag as a set (ignoring the
+multiplicity of token occurrences, i.e., act as if they are all 1) and the other considering the bag as a
+multiset. Each value has its own threshold and both must be met to declare the
+sample pair part of a cluster. Once clustered, a sample is removed from
+subsequent consideration (based on the assumption that similarity is an
+equivalence relation, in particular it is assumed transitive).
+
+As an alternative one can also compute the longest common subsequence (LCS) of
+the token lists or the cosine similarity of the multiset of tokens seen as
+sparse feature vectors. Check the `-h` help option of the program.
+
+## Metrics
+
+In general Jaccard similarity is defined as the quotient of the cardinalities
+of the intersection and union of the two sets under consideration. By this
+definition the value lies in the closed interval [0,1] with 0 meaning
+completely dissimilar and 1 meaning identical. Of course, in our application
+where we have sets of tokens that have already been somewhat filtered, even a
+1 score between a pair of samples does not necessarily mean that the source
+codes are semantically equivalent (first because we do not consider order and
+second because we might have dropped all strings and characters).
+
+The LCS (longest common subsequence) computes an integer value that represents
+the length of the longest, not-necessarily consecutive, sequence of tokens
+that appear identically and in the same order in both samples.
+
+To speed up the clustering process we only compute similarity for pairs whose
+token list lengths are within 5% (relative to the length of the first sample
+in a pair).
+
+The meaning of the numbers output after each cluster element depends on the
+mode of operation:
+
+1. in Jaccard mode, the cluster representative (first line of a cluster) has
+   no additional information; all other cluster elements are followed by 2
+   numbers, the first the set similarity score and the second the multiset
+   score (as compared to the cluster representative). The default thresholds
+   to be considered near-duplicates are 0.9 and 0.8 respectively.
+
+2. in LCS mode, the cluster representative (first line of a cluster) is
+   followed by its length in tokens in parentheses; the other cluster elements
+   are followed by 2 numbers, the first is the length of the longest common
+   subsequence (as compared with the cluster representative) and the second
+   its own token length in parentheses (within 5% of the representative's
+   length). To be considered near-duplicates the LCS should be at least 0.9 of
+   the length of the representative.
+
+3. in COSINE mode, the cluster representative (first line of a cluster) has
+   no additional information; the other cluster elements are followed by
+   the value of their cosine similarity with respect to the cluster
+   representative. To qualify as part of a cluster, the cosine must be at
+   least 0.9.
+
+## Results of experiments
+
+As datasets we chose all Accepted C++ files from Project CodeNet, all POJ-104 C and
+C++ files, and the Python files of py150. Note that during tokenization all
+comments are removed. We report on cases with and without the removal of all
+string (enclosed in double quotes) and character (enclosed in
+single quotes) literals. If less than 20 tokens remain the sample
+is discarded but still counted under the _Size_ column in the table below.
+_Clusters_ shows the number of groups of files deemed similar to each other.
+Mind that files that form a singleton cluster, i.e., they are found not to be
+similar to any other file, are not included in the _Clusters_ count.
+_Duplicates_ gives the total count of all files in the clusters. The
+_Duplication Factor_ is the ratio of _Duplicates_ minus _Clusters_ over _Size_ minus _<20_.
+
+|  Dataset  | Size (files) |   <20 | Clusters | Duplicates | Dupl. Factor |
+|-----------|-------------:|------:|---------:|-----------:|-------------:|
+| Project CodeNet ² |   4,353,049  |   115 |  336,617 | 1,374,575  |        23.8% |
+| POJ-104 ¹ |      52,000  |     0 |    1,301 |     2,826  |         2.9% |
+| POJ-104 ² |      52,000  |     0 |    1,147 |     2,454  |         2.5% |
+| py150   ¹ |     150,000  | 7,350 |    5,288 |    22,194  |        11.9% |
+| py150   ² |     150,000  | 7,124 |    4,253 |    13,791  |         6.7% |
+
+Table: Duplication results for 3 datasets; with (²) and without (¹) strings.
+
+These outcomes cannot directly be compared with table 1 in Allamanis [[1]](#1).
+In the paper the tokenization only seems to keep identifiers (and strings for
+Python). It is also not clear how many files are discarded because of
+inability of a correct parse or because of too few tokens (20 identifiers).
+
+### Extracting problem similarity
+
+The generated clusters can be further analyzed and from them we can extract
+relationships between the problems. This is detailed [here](./Clusters.md).
+
+## References
+
+> <a id="1">[1]</a>
+Miltiadis Allamanis,
+["The Adverse Effects of Code Duplication in Machine Learning Models of Code,"](https://arxiv.org/abs/1812.06469)
+Onward! 2019: Proceedings of the 2019 ACM SIGPLAN International Symposium on
+New Ideas, New Paradigms, and Reflections on Programming and Software, October
+2019, pp. 143–153, doi: 10.1145/3359591.3359735.
+
+> <a id="2">[2]</a>
+H. Sajnani, V. Saini, J. Svajlenko, C. K. Roy and C. V. Lopes, ["SourcererCC: Scaling Code Clone Detection to Big-Code,"](https://arxiv.org/pdf/1512.06448.pdf) 2016 IEEE/ACM 38th International Conference on Software Engineering (ICSE), Austin, TX, 2016, pp. 1157-1168, doi: 10.1145/2884781.2884877.
diff --git a/tools/duplicates/dup_graph.sh b/tools/duplicates/dup_graph.sh
new file mode 100644
index 0000000000000000000000000000000000000000..2256fc8f7e736cd8930343b13fa1b594eda0dee6
--- /dev/null
+++ b/tools/duplicates/dup_graph.sh
@@ -0,0 +1,148 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2021 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Post-process duplicates output to create a graph
+# Only applies to Project CodeNet
+# File names are assumed to be absolute.
+# Assumes submissions are ordered by problem id.
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+warn() {
+    echo "(W) ${@}" 1>&2
+}
+
+info() {
+    # Be quiet when unset or not "":
+    [ -n ${QUIET:-""} ] || echo "(I) ${@}" 1>&2
+}
+
+PROGRESS=0             # show progress spinner
+FILES=0                # number of files mentioned
+SETS=0                 # number of duplicate file sets
+SETSIZE=0	       # determines the size of a set
+SINGLETONS=0	       # number of singleton clusters
+CUR_PROBLEM=	       # current problem id
+
+if [ "${PROGRESS}" -eq 1 ]; then
+    i=1
+    sp='/-\|.'
+fi
+
+declare -A problem_submissions
+declare -A problem_singletons
+declare -A problem_clusters
+declare -A adjacency
+declare -A clusters
+declare -A incremented
+
+# Read stdin or a file mentioned on as command-line argument:
+while read LINE; do
+
+    # Reset on a blank line; next line will be a first file of a set.
+    if [ -z "${LINE}" ]; then
+        #echo "end of cluster"
+	# Count singleton sets:
+	if [ ${SETSIZE} -eq 1 ]; then
+	    # Another singleton for this problem:
+	    ((problem_singletons[${problem_id}]++))
+	    ((SINGLETONS++))
+	    #((adjacency[$problem_id]--))
+	fi
+	# Indicate start of fresh cluster:
+        SETSIZE=0
+	unset incremented
+	declare -A incremented
+        continue
+    fi
+
+    # Count each file mentioned:
+    ((FILES++))
+
+    # Show progress spinner:
+    if [ "${PROGRESS}" -eq 1 ]; then
+        [ $(($i % 1000)) -eq 0 ] && printf "."
+        printf "\b${sp:i++%${#sp}:1}"
+    fi
+
+    # Extract items from path .../data/problem_id/language/submission:
+    path="${LINE%%:*}"
+    dir="${path%/*}"
+    submission="${path##*/}"
+    language="${dir##*/}"
+    dir="${dir%/*}"
+
+    problem_id="${dir##*/}"
+    #echo "${dir}|${problem_id}|${language}|${submission}"
+
+    if [ ${SETSIZE} -eq 0 ]; then
+        #echo "start of a new cluster for ${problem_id}"
+        ((SETS++))
+	if [ -z "${CUR_PROBLEM}" ]; then
+	    # First time only.
+	    CUR_PROBLEM="${problem_id}"
+	else
+	    # Check for change in problem.
+	    if [ "${problem_id}" != "${CUR_PROBLEM}" ]; then
+		# Output all data for previous problem:
+		files=$((problem_submissions[${CUR_PROBLEM}]))
+		singles=$((problem_singletons[${CUR_PROBLEM}]))
+		seen=$((files - adjacency[${CUR_PROBLEM}]))
+		echo -n "${CUR_PROBLEM} ${files} ${singles}"
+		adjacency[${CUR_PROBLEM}]=$((files-singles-seen))
+		for id in "${!adjacency[@]}"; do
+		    printf " %s %u %u" "$id" "${clusters[${id}]}" "${adjacency[${id}]}"
+		done
+		echo
+		# Reset:
+		unset adjacency
+		declare -A adjacency		
+		unset clusters
+		declare -A clusters
+		CUR_PROBLEM="${problem_id}"
+	    fi
+	fi
+	# Another cluster for this problem_id:
+	((problem_clusters[$problem_id]++))
+    fi
+    # Another file that belongs to the cluster for this problem_id:
+    ((adjacency[$problem_id]++))
+    # Is this the first mention of this problen in this cluster?
+    # For every cluster you may increment once per problem
+    if [ -z ${incremented[$problem_id]} ]; then
+	((clusters[$problem_id]++))
+	((incremented[$problem_id]++))
+    fi
+    ((problem_submissions[$problem_id]++))
+    ((SETSIZE++))
+
+    #echo "${LINE}"
+done < "${1:-/dev/stdin}"
+
+# Output all data for last problem:
+files=$((problem_submissions[${CUR_PROBLEM}]))
+singles=$((problem_singletons[${CUR_PROBLEM}]))
+seen=$((files - adjacency[${CUR_PROBLEM}]))
+echo -n "${CUR_PROBLEM} ${files} ${singles}"
+adjacency[${CUR_PROBLEM}]=$((files-singles-seen))
+for id in "${!adjacency[@]}"; do
+    printf " %s %u %u" "$id" "${clusters[${id}]}" "${adjacency[${id}]}"
+done
+echo
+
+#printf "\n"
+printf "Number of singletons: %7u\n" "${SINGLETONS}" 1>&2
+printf "Number of clusters  : %7u\n" "${SETS}" 1>&2
+printf "Number of files     : %7u\n" "${FILES}" 1>&2
+# Number of clusters and total files per problem_id:
+printf "Problem: #Clusters: #Files: #Singles:\n" 1>&2
+for id in "${!problem_clusters[@]}"; do
+    printf "%7s, %9u, %6u, %8u\n" \
+	   "$id" "${problem_clusters[${id}]}" "${problem_submissions[${id}]}" \
+	   "${problem_singletons[${id}]}" 1>&2
+done
diff --git a/tools/duplicates/dup_graph_no_outliers.png b/tools/duplicates/dup_graph_no_outliers.png
new file mode 100644
index 0000000000000000000000000000000000000000..bc33beb0769872f16094300e990b57a7c9564c08
--- /dev/null
+++ b/tools/duplicates/dup_graph_no_outliers.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:286df7d392808c00af63f8fa97c5e9a1558ad7279f56a42b8d36ff199493e7a6
+size 113629
diff --git a/tools/duplicates/duplicates.cpp b/tools/duplicates/duplicates.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..7a3689adcb650587967d0dbf70291f576672698c
--- /dev/null
+++ b/tools/duplicates/duplicates.cpp
@@ -0,0 +1,697 @@
+/* Copyright (c) 2021 International Business Machines Corporation
+   Prepared by: Geert Janssen <geert@us.ibm.com>
+
+   This program finds clusters of near-duplicate files of source code.
+   The clusters do not overlap; each input sample is either assigned to a
+   unique cluster or is declared to be a singleton set.
+
+   Input format is lines of tokenized source file data. Each line is:
+     <unique id (e.g. full filename path)> TAB <list of tokens>
+   The list of tokens is never empty and tokens are either separated by
+   solely SPACES or solely TABs.
+     <token> ( SP <token> )*, or
+     <token> ( TAB <token> )*
+   (Also, all comments have been removed.)
+
+   All token strings across all samples are collected in a vocabulary.
+   That way all strings are stored only once and are associated with
+   a unique index (counted from 0). All further processing can be done
+   with the index; Jaccard similarity and LCS do not need the strings.
+   The inverse relation is stored in the vector tokid2string.
+
+   Per sample, the tokens are first inserted in an unordered_map keyed
+   by the token id and recording a list of all positions for this token.
+   Clearly, the length of this list per token is the token frequency.
+   Then this dictionary is copied into a vector and sorted by the keys.
+   Since we don't need the positions per token, this vector is split in
+   a token_bag recording just the frequency and a token_seq.
+
+   This way we have with minimal memory use represented the original sample
+   both as a sequence of tokens (token_seq) and as a multiset (token_bag).
+   The bag of token representation can be seen as a sparse feature vector:
+   A feature is a vocabulary index and it either does not occur in a sample
+   or it does occur with a certain recorded frequency. Having the bag ordered
+   by index eases the computation of metrics like Jaccard and dot-product.
+
+   Be careful to keep results deterministic. Using unordered_map for ids
+   does not obey order of insertion of course, but depends on some hash
+   function.
+
+   All samples are in memory.
+*/
+
+#include <cassert>
+#include <cstdio>
+#include <cstdlib>
+#include <cstring>
+#include <cmath>		// sqrt()
+#include <unistd.h>		// getopt()
+#include <string>
+#include <vector>
+#include <unordered_map>
+#include <unordered_set>
+#include <algorithm>
+
+static int debug = 0;		 // when 1 debug output to stderr
+static int verbose = 0;		 // when 1 info output to stderr
+static int nowarn = 0;		 // when 1 warnings are suppressed
+static int csv_summary = 0;	 // when 1 output in CSV format
+static int out_singles = 0;	 // when 1 output singletons as well
+static unsigned num_tokens_threshold = 20;
+static unsigned num_samples_discarded = 0;
+static double threshold_0 = 0.9; // Jaccard, LCS, COSINE
+static double threshold_1 = 0.8; // Jaccard
+static enum { JACCARD, LCS, COSINE } mode = JACCARD;
+static const char *delim = " ";
+static const char *filename = "stdin";
+
+using namespace std;
+
+// Original input token sequence:
+typedef vector<unsigned> TokenSeq;
+// Single element of TokenBag:
+typedef pair<unsigned, unsigned> TokenFreq;
+// (Arbitrarily) sorted sequence of tokens in order to compare them:
+typedef vector<TokenFreq> TokenBag;
+// Pair of doubles:
+typedef pair<double, double> Double2;
+
+// all strings
+static unordered_map<string, unsigned> vocabulary;
+//static vector<string> tokid2string; NOT USED
+
+struct Sample {
+  string id;
+  TokenSeq token_seq;
+  TokenBag token_bag;
+  bool flag;
+
+  Sample(const string &id) : id(id), flag(false) {}
+
+  // Sample size equals length of token sequence.
+  unsigned size() const {
+    return token_seq.size();
+  }
+
+#if 0
+  // NOT USED
+  void show(FILE *fp = stderr) const {
+    fputs("tokens:", fp);
+    for (auto k : token_seq)
+      fprintf(fp, " %s", tokid2string[k].c_str());
+    fputc('\n', fp);
+  }
+#endif
+};
+
+// all samples
+static unordered_set<string> all_ids;
+static vector<Sample> samples; // in order of input
+
+/* Split tokens and determine number of occurrences and store as
+   vectors under id in global samples.
+*/
+static void process_sample(const char *id, char *tokens)
+{
+  // Verify uniqueness of id:
+  if (all_ids.find(id) != all_ids.end()) {
+    if (!nowarn)
+      fprintf(stderr, "(W): Non-unique id %s; sample discarded.\n", id);
+    return;
+  }
+
+  Sample s(id);
+  unsigned num_tokens = 0;
+  // Per token instance string record all its positions:
+  typedef vector<unsigned> Positions;
+  typedef pair<unsigned, Positions> TokenPos;
+  unordered_map<unsigned, Positions> dict;
+
+  // Split the tokens:
+#if 1
+  char *p = tokens;
+  do {
+    const char *token = p;
+    while (*p && *p != *delim)
+      p++;
+    // Here: *p == '\0' || *p == delim
+    if (token == p) // empty token
+      break;
+    if (*p == *delim)
+      *p++ = '\0';
+    //use token:
+
+    unsigned token_id; // unique id for token string
+    // Uniquely store all token strings in global vocabulary:
+    auto it = vocabulary.find(token);
+    if (it == vocabulary.end()) { // a fresh one
+      token_id = vocabulary.size();
+      vocabulary[token] = token_id;
+      //tokid2string.push_back(token); NOT USED
+    }
+    else
+      token_id = it->second;
+    // Locally store all positions for this token:
+    dict[token_id].push_back(num_tokens); // size of second is frequency
+    num_tokens++;
+
+  } while (true);
+
+#else
+  // strtok is slow
+  const char *token = strtok(tokens, delim);
+  while (token) {
+    unsigned token_id; // unique id for token string
+    // Uniquely store all token strings in global vocabulary:
+    auto it = vocabulary.find(token);
+    if (it == vocabulary.end()) { // a fresh one
+      token_id = vocabulary.size();
+      vocabulary[token] = token_id;
+      //tokid2string.push_back(token); NOT USED
+    }
+    else
+      token_id = it->second;
+    // Locally store all positions for this token:
+    dict[token_id].push_back(num_tokens); // size of second is frequency
+    num_tokens++;
+    token = strtok(NULL, delim);
+  }
+#endif
+  // In Allamanis paper this is number of identifier tokens.
+  // Hard to tell from a token list (of unknown language).
+  if (num_tokens < num_tokens_threshold) {
+    num_samples_discarded++;
+    if (!nowarn)
+      fprintf(stderr, "(W): Sample %s has less than %u tokens; discarded.\n",
+	      id, num_tokens_threshold);
+    return;
+  }
+
+  // Should we normalize the frequencies? Don't think so.
+
+  // Convert dict to vector (order does not matter):
+  vector<TokenPos> vec;
+  for (const auto &t : dict)
+    vec.emplace_back(t);
+
+  // Sort by token id:
+  sort(vec.begin(), vec.end(),
+       [](const TokenPos &a, const TokenPos &b)
+       { return a.first < b.first; });
+
+  // Fill in token_bag and token_seq:
+  s.token_seq.resize(num_tokens);
+  s.token_bag.resize(vec.size());
+  for (unsigned i = 0, size = vec.size(); i < size; i++) {
+    unsigned token_id = vec[i].first;
+    // Stuff token id and frequency in bag (multiset):
+    s.token_bag[i] = {token_id, vec[i].second.size()};
+    // Put token_id in all the required positions:
+    for (auto p : vec[i].second)
+      s.token_seq[p] = token_id;
+  }
+
+  samples.emplace_back(s);
+}
+
+/* Longest Common Subsequence (LCS) (not necessarily consecutive)
+   Simplified. O(mn) time, O(n) space.
+*/
+static unsigned lcs(const TokenSeq &X, const TokenSeq &Y,
+		    const unsigned m, const unsigned n)
+{
+  // Here: m,n >= 0.
+  unsigned L[2][n+1]; // small 2 by n+1 matrix
+  unsigned bi; // odd(i)
+
+  // 0-th row and 0-th column contains all zeroes:
+  for (unsigned j = 0; j<=n; j++) // at least once
+    L[0][j] = 0;
+  L[1][0] = 0;
+
+  for (unsigned i = 1; i<=m; i++) { // at least once
+    bi = i & 1;
+    for (unsigned j = 1; j<=n; j++) // at least once
+      if (X[i-1] == Y[j-1])
+	L[bi][j] = L[1-bi][j-1] + 1;
+      else
+	L[bi][j] = max(L[1-bi][j], L[bi][j-1]);
+    // After seeing i elems: L[bi][n] <= i is actual length; i is upperbound.
+    // i - L[bi][n] is # different elements; might only get larger (1 per row)
+    //cerr << "L[" << i << "][n]: " << L[bi][n] << endl;
+    //if (L[bi][n] >= mincommon) break;
+  }
+  /* L[m][n] contains length of LCS for X[0..n-1] and Y[0..m-1] */
+  return L[bi][n];
+}
+
+// An upperbound for the length of an LCS.
+static unsigned lcs_upperbound(const TokenBag &t1, const TokenBag &t2)
+{
+  unsigned share_1 = 0;	// card. of intersection considering multiplicity
+
+  // Lock-step traversal of the 2 vectors:
+  auto it1 = t1.cbegin();
+  auto it2 = t2.cbegin();
+  auto t1_cend = t1.cend();
+  auto t2_cend = t2.cend();
+
+  while (it1 != t1_cend && it2 != t2_cend) {
+    if (it1->first < it2->first)
+      ++it1;
+    else
+    if (it1->first > it2->first)
+      ++it2;
+    else { // intersection
+      share_1 += it1->second < it2->second ? it1->second : it2->second;
+      ++it1; ++it2;
+    }
+  }
+  return share_1;
+}
+
+/* Compute cosine similarity of 2 multisets.
+*/
+static double cosine(const TokenBag &t1, const TokenBag &t2)
+{
+  double dot = 0.0;
+  double norm1 = 0.0;
+  double norm2 = 0.0;
+
+  // Lock-step traversal of the 2 vectors:
+  auto it1 = t1.cbegin();
+  auto it2 = t2.cbegin();
+  auto t1_cend = t1.cend();
+  auto t2_cend = t2.cend();
+
+  // Feature value is the frequency.
+  while (it1 != t1_cend && it2 != t2_cend) {
+    // For normalization:
+    norm1 += it1->second * it1->second;
+    norm2 += it2->second * it2->second;
+
+    if (it1->first < it2->first)
+      ++it1;
+    else
+    if (it1->first > it2->first)
+      ++it2;
+    else { // intersection of features
+      dot += it1->second * it2->second;
+      ++it1; ++it2;
+    }
+  }
+  // Handle leftover tails:
+  for (; it1 != t1_cend; ++it1)
+    norm1 += it1->second * it1->second;
+  for (; it2 != t2_cend; ++it2)
+    norm2 += it2->second * it2->second;
+
+  return dot / sqrt(norm1 * norm2);
+}
+
+/* Compute Jaccard similarity of 2 multisets, both with ignoring an
+   element's multiplicity and with considering it. The first case of
+   course equals to assuming an overall multiplicity of 1.
+   Returns a pair of numbers.
+*/
+static Double2 jaccard(const TokenBag &t1, const TokenBag &t2)
+{
+  unsigned share_0 = 0;	// card. of intersection ignoring multiplicity
+  unsigned total_0 = 0;	// card. of union ignoring multiplicity
+  unsigned share_1 = 0;	// card. of intersection considering multiplicity
+  unsigned total_1 = 0;	// card. of union considering multiplicity
+
+  /* Example:
+     A   = 1 1 2   3 3 3 4 4 5    | 1 2 3 4 5   |  9 | 5
+     B   =     2 2 3 3 3 4     6  |   2 3 4   6 |  7 | 4
+     ---------------------------------------------------
+     A*B =     2   3 3 3 4        |   2 3 4     |  5 | 3
+     A+B=  1 1 2 2 3 3 3 4 4 5 6  | 1 2 3 4 5 6 | 11 | 6
+
+     share_0 = 3, total_0 =  6, share_0/total_0 = 0.5
+     share_1 = 5, total_1 = 11, share_1/total_1 = 0.45
+     (of course _0 and _1 the same when multiplicity is 1 overall)
+
+     Note: result numbers are independent, can have
+     share_0/total_0 (<, ==, >) share_1/total_1
+  */
+
+  // Lock-step traversal of the 2 vectors:
+  auto it1 = t1.cbegin();
+  auto it2 = t2.cbegin();
+  auto t1_cend = t1.cend();
+  auto t2_cend = t2.cend();
+
+  while (it1 != t1_cend && it2 != t2_cend) {
+    total_0++;
+    if (it1->first < it2->first) // difference
+      total_1 += (it1++)->second;
+    else
+    if (it1->first > it2->first) // difference
+      total_1 += (it2++)->second;
+    else { // intersection
+      share_0++;
+      // just as fast as single if
+      total_1 += max(it1->second, it2->second);
+      share_1 += min(it1->second, it2->second);
+      ++it1; ++it2;
+    }
+  }
+  // Handle leftover tails:
+  while (it1 != t1_cend) {
+    total_0++;
+    total_1 += (it1++)->second;
+  }
+  while (it2 != t2_cend) {
+    total_0++;
+    total_1 += (it2++)->second;
+  }
+  return { double(share_0)/total_0, double(share_1)/total_1 };
+}
+
+/* Check pairs of samples for similarity.
+   All n(n-1)/2 pairs are considered in principle.
+   Avoid a quadratic number of tests by flagging samples
+   that are found similar.
+*/
+static void check_samples()
+{
+  unsigned num_clusters = 0;
+  unsigned max_cluster_size = 0;
+  unsigned total_cluster_size = 0;
+  unsigned singletons = 0;
+  unsigned num_samples = samples.size();
+
+  if (!num_samples)
+    return;
+
+  // Output only non-singleton clusters separated by a blank line.
+
+  // Tried using a std::queue for inner loop but does not seem to affect
+  // performance much. Probably because of underlying deque.
+  // Even simple queue using fixed size array does no improve things.
+
+  for (auto it1 = samples.begin(), end = samples.end(); it1 != end; ++it1) {
+    //fprintf(stderr, "id: %s\n", it1->id.c_str());
+    if (it1->flag) continue;
+    const unsigned s1 = it1->size();
+    // FIXME: Put all samples similar to this one in a cluster.
+    unsigned cluster_size = 1;
+    for (auto it2 = next(it1), end = samples.end(); it2 != end; ++it2) {
+      if (it2->flag) continue;
+      const unsigned s2 = it2->size(); 
+
+      // Allow s2 to deviate up to +- 5% from s1:
+      if (::abs(s1 - s2) * 100.0 / s1 > 5.0) continue;
+
+      switch (mode) {
+      case LCS: {
+	// Cheap upperbound calculation:
+	unsigned up = lcs_upperbound(it1->token_bag, it2->token_bag);
+	if (up < s1 * threshold_0)
+	  continue;
+
+	unsigned lcs_len = lcs(it1->token_seq, it2->token_seq, s1, s2);
+	if (lcs_len >= s1 * threshold_0) {
+	  // Flag it2 (always beyond it1) as dealt with:
+	  it2->flag = true;
+	  if (cluster_size == 1)
+	    fprintf(stdout, "%s:     (%3u)\n", it1->id.c_str(), s1);
+	  fprintf(stdout, "%s: %3u (%3u)\n", it2->id.c_str(), lcs_len, s2);
+	  cluster_size++;
+	}
+	break;
+      }
+
+      case JACCARD: {
+	Double2 similarity = jaccard(it1->token_bag, it2->token_bag);
+	if (similarity.first  >= threshold_0 &&
+	    similarity.second >= threshold_1) {
+
+	  // Flag it2 (always beyond it1) as dealt with:
+	  it2->flag = true;
+	  if (cluster_size == 1)
+	    fprintf(stdout, "%s:\n", it1->id.c_str());
+	  fprintf(stdout, "%s: %5.2f,%5.2f\n", it2->id.c_str(),
+		  similarity.first, similarity.second);
+	  cluster_size++;
+	}
+	break;
+      }
+
+      case COSINE: {
+	double similarity = cosine(it1->token_bag, it2->token_bag);
+	if (similarity >= threshold_0) {
+	  // Flag it2 (always beyond it1) as dealt with:
+	  it2->flag = true;
+	  if (cluster_size == 1)
+	    fprintf(stdout, "%s:\n", it1->id.c_str());
+	  fprintf(stdout, "%s: %5.2f\n", it2->id.c_str(), similarity);
+	  cluster_size++;
+	}
+	break;
+      }
+      }
+    }
+    if (cluster_size > 1) {
+      if (next(it1) != end)
+	fputc('\n', stdout);
+      num_clusters++;
+      if (cluster_size > max_cluster_size)
+	max_cluster_size = cluster_size;
+      total_cluster_size += cluster_size;
+    }
+    else {
+      if (out_singles) {
+	fprintf(stdout, "%s:\n", it1->id.c_str());
+	if (next(it1) != end)
+	  fputc('\n', stdout);
+      }
+      singletons++;
+    }
+  }
+
+  // Sanity check:
+  assert(total_cluster_size + singletons == num_samples);
+
+  // samples with size 1 cluster: num_samples - total_cluster_size
+  // unique samples: num_clusters + size 1 samples
+  // duplication factor: (num_samples - unique samples) / num_samples
+  // = (total_cluster_size - num_clusters) / num_samples
+
+  if (csv_summary) {
+   // identifier,samples,discarded,unique,clusters,duplicates,max,average,factor
+    fprintf(stderr, "%s,%u,%u,%u,%u,%u,%u,%.1f,%.1f%%\n",
+	    filename, num_samples+num_samples_discarded, num_samples_discarded,
+	    num_samples + num_clusters - total_cluster_size,
+	    num_clusters, total_cluster_size, max_cluster_size,
+	    double(total_cluster_size)/num_clusters,
+	    (total_cluster_size - num_clusters) * 100.0 / num_samples);
+  }
+  else
+  fprintf(stderr,
+	  "Found %u clusters (avg: %3.1f, max: %u) among the %u samples.\n"
+	  "Duplication factor: %5.1f%%\n",
+	  num_clusters, double(total_cluster_size)/num_clusters,
+	  max_cluster_size, num_samples,
+	  (total_cluster_size - num_clusters) * 100.0 / num_samples);
+}
+
+int main(int argc, char *argv[])
+{
+  extern int optind;
+  int option;
+  char const *opt_str = "cdhi:j:m:M:o:stvw";
+  char usage_str[80];
+
+  char *outfile = 0;
+  unsigned num_files = 0;	// number of files read
+
+  sprintf(usage_str, "usage: %%s [ -%s ] [ FILE ]\n", opt_str);
+
+  /* Process arguments: */
+  while ((option = getopt(argc, argv, opt_str)) != EOF) {
+    switch (option) {
+
+    case 'c':
+      csv_summary = 1;
+      break;
+
+    case 'd':
+      debug = verbose = 1;
+      break;
+
+    case 'h':
+fputs(
+"This program finds clusters of near-duplicate files of source code.\n"
+"The input is a file (or files) with one sample per line. A sample consists\n"
+"of a unique (within the input) identifier for the source code, e.g.\n"
+"its file name or its file name path, and a list of space-separated tokens.\n\n"
+"Two samples are reported as near-duplicates depending on the thresholds set\n"
+"for the various similarity metrics (thresholds must be in [0..1]):\n"
+"1. in Jaccard mode, the set similarity score must meet the 1st threshold and\n"
+"   the multiset score meet the 2nd threshold;\n"
+"2. in LCS mode, the ratio of common subsequence length and input length must\n"
+"   be at least the 1st threshold value;\n"
+"3. in Cosine mode, the cosine similarity must be at least the 1st threshold.\n\n"
+, stdout);
+fprintf(stderr, usage_str, basename(argv[0]));
+fputs(
+"\nCommand line options are:\n"
+"-c       : output summary in CSV instead of plain text (default) to stderr.\n"
+"-d       : print debug info to stderr; implies -v.\n"
+"-h       : print just this text to stderr and stop.\n"
+"-i<num>  : 1st Jaccard (or LCS, or Cosine) threshold value (default 0.9).\n"
+"-j<num>  : 2nd Jaccard threshold value (default 0.8).\n"
+"-m<mode> : operation mode either jaccard (default), lcs, or cosine.\n"
+"-M<int>  : samples smaller than this number are discarded (default 20).\n"
+"-o<file> : name for output file (instead of stdout).\n"
+"-s       : also output singleton clusters (default don't).\n"
+"-t       : insist tokens are TAB-separated (default autodetect).\n"
+"-v       : print action summary to stderr.\n"
+"-w       : suppress all warning messages.\n",
+      stderr);
+      return 0;
+
+    case 'i':
+      threshold_0 = atof(optarg);
+      break;
+
+    case 'j':
+      threshold_1 = atof(optarg);
+      break;
+
+    case 'm':
+      if (!strcmp(optarg, "jaccard"))
+        mode = JACCARD;
+      else if (!strcmp(optarg, "lcs"))
+        mode = LCS;
+      else if (!strcmp(optarg, "cosine"))
+        mode = COSINE;
+      else {
+	if (!nowarn)
+	  fprintf(stderr, "(W): Invalid mode %s (using jaccard).\n", optarg);
+        mode = JACCARD;
+      }
+      break;
+
+    case 'M':
+      num_tokens_threshold = atoi(optarg);
+      break;
+
+    case 'o':
+      outfile = optarg;
+      break;
+
+    case 's':
+      out_singles = 1;
+      break;
+
+    case 't':
+      delim = "\t";
+      break;
+
+    case 'v':
+      verbose = 1;
+      break;
+
+    case 'w':
+      nowarn = 1;
+      break;
+
+    case '?':
+    default:
+      fputs("(F): unknown option. Stop.\n", stderr);
+      fprintf(stderr, usage_str, argv[0]);
+      return 1;
+    }
+  }
+
+  if (outfile && outfile[0]) {
+    if (!freopen(outfile, "w", stdout)) {
+      fprintf(stderr, "(F): cannot open %s for writing.\n", outfile);
+      exit(3);
+    }
+  }
+
+  char *line = NULL;
+  size_t alloc_len;
+  ssize_t nchars;
+
+  // CSV header (once)
+  /*
+  if (csv_summary)
+    fputs("identifier,samples,discarded,unique,clusters,duplicates,max,"
+	  "average,factor\n", stderr);
+  */
+  if (optind == argc)
+    goto doit;
+
+  do {
+    filename = argv[optind];
+    if (!freopen(filename, "r", stdin)) {
+      if (!nowarn)
+	fprintf(stderr, "(W): Cannot read file %s.\n", filename);
+      continue;
+    }
+
+  doit:
+    unsigned linenr = 0;
+    num_files++;
+
+    if (verbose) fprintf(stderr, "(I): Processing file %s...\n", filename);
+
+    while ((nchars = getline(&line, &alloc_len, stdin)) != -1) {
+      linenr++;
+
+      // Remove white-space from end of line:
+      char *p = line + nchars;
+      while (isspace(*(p-1)))
+	p--;
+      *p = '\0';
+
+      // Skip blank lines:
+      if (!*line) continue;
+
+      // Split line at first TAB:
+#if 1
+      const char *id = p = line;
+      while (*p && *p != '\t')
+	p++;
+      // Here: *p == '\0' || *p == '\t'
+      if (*p != '\t') {
+	fprintf(stderr, "(W): Line %u with id `%s' has no tokens; skipped.\n",
+		linenr, id);
+	continue;
+      }
+      *p++ = '\0';
+      char *tokens = p;
+#else
+      const char *id = strtok(line, "\t");
+      char *tokens = strtok(NULL, "");
+      p = tokens;
+#endif
+      // if see a TAB in tokens assume delim="\t"
+      if (delim[0] == ' ')
+	for (; *p; p++)
+	  if (*p == '\t') {
+	    delim = "\t";
+	    break;
+	  }
+
+      process_sample(id, tokens);
+    }
+  } while (++optind < argc);
+  //if (line) free(line);
+
+  if (verbose)
+    fprintf(stderr, "(I): Total distinct tokens in vocabulary: %u\n",
+	    vocabulary.size());
+
+  check_samples();
+
+  if (num_files > 1 && verbose)
+    fprintf(stderr, "(I): Total number of files processed: %u\n", num_files);
+
+  return 0;
+}
diff --git a/tools/duplicates/poj-104.png b/tools/duplicates/poj-104.png
new file mode 100644
index 0000000000000000000000000000000000000000..5e513b36c45809165b050df1ba3dccef27a38418
--- /dev/null
+++ b/tools/duplicates/poj-104.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:408be20e49f1e37af08accca5122fd274458c500e201b3a8403df126a1920782
+size 58585
diff --git a/tools/duplicates/test_tokens.tsv b/tools/duplicates/test_tokens.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..6f3223a7d65a8c6a894607ce519ddd24ba60a44c
--- /dev/null
+++ b/tools/duplicates/test_tokens.tsv
@@ -0,0 +1,1500 @@
+Project_CodeNet/data/p00000/C/s423724218.c	using namespace std ; int main ( ) { int a , b , c , d ; a = 1 ; b = 1 ; d = 1 ; do { c = a * b ; cout << a << << b << << c << ; b ++ ; if ( b == 11 ) { b = 1 ; a ++ ; } d ++ ; } while ( d <= 100 ) ; } 
+Project_CodeNet/data/p00000/C/s920742007.c	using namespace std ; int main ( ) { int a , b , c , d ; a = 1 ; b = 1 ; d = 1 ; do { c = a * b ; cout << a << << b << << c << ; b ++ ; if ( b == 11 ) { b = 1 ; a ++ ; } d ++ ; } while ( d <= 100 ) ; } 
+Project_CodeNet/data/p00000/C/s168237490.c	* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * / void clear ( ) { int i , j ; for ( i = 0 ; i < NVARS ; i ++ ) { for ( j = 0 ; j <= POPSIZE ; j ++ ) { population [ j ] . fitness = 0 ; population [ j ] . rfitness = 0 ; population [ j ] . cfitness = 0 ; population [ j ] . gene [ i ] = randval ( population [ j ] . lower [ i ] , population [ j ] . upper [ i ] ) ; } } } 
+Project_CodeNet/data/p00000/C/s425941185.c	int main ( ) { for ( int i = 1 ; i < 10 ; i ++ ) { for ( int j = 1 ; j < 10 ; j ++ ) { if ( i == 9 && j == 9 ) { printf ( , i , j , i * j ) ; } else { printf ( , i , j , i * j ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s823388115.c	using namespace std ; struct Point { int x , y ; Point ( int x = 0 , int y = 0 ) : x ( x ) , y ( y ) { } bool operator < ( const Point t ) const { if ( x != t . x ) return x < t . x ; return y < t . y ; } } ; int main ( ) { int T ; scanf ( , & T ) ; while ( T -- ) { int n ; scanf ( , & n ) ; set < Point > fruit [ n ] ; for ( int i = 0 ; i < n ; i ++ ) { int k ; scanf ( , & k ) ; int x , y ; for ( int j = 0 ; j < k ; j ++ ) { scanf ( , x , y ) ; fruit [ i ] . insert ( Point ( x , y ) ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s544876094.c	int main ( ) { int i ; int j ; int seki ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } 
+Project_CodeNet/data/p00000/C/s765624212.c	int main ( ) { int i ; int j ; int seki ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } } ~ 
+Project_CodeNet/data/p00000/C/s012189594.c	int main ( ) { int i ; int j ; int seki ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } } ~ 
+Project_CodeNet/data/p00000/C/s646379112.c	int main ( int argc , const char * argv [ ] ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; i <= 9 ; i ++ ) { printf ( , i , j , seki ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s294359007.c	import java . util . Scanner ; public class Main { public static void main ( String [ ] args ) { Scanner in = new Scanner ( System . in ) ; int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { System . out . println ( i + + j + + i * j ) ; } } } } 
+Project_CodeNet/data/p00000/C/s031791017.c	import java . util . Scanner ; public class Solution { public static void main ( String [ ] args ) { Scanner in = new Scanner ( System . in ) ; int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { System . out . println ( i + + j + + i * j ) ; } } } } 
+Project_CodeNet/data/p00000/C/s361433507.c	select stu . GRADE , stu . SEX , inj . KIND_ID , count ( * ) from REGISTERATION as reg join STUDENT as stu join INJURE as inj where reg . STUDENT = stu . S_ID and reg . INJURE = inj . KIND_ID group by stu . GRADE , stu . SEX , inj . KIND_ID with rollup ; 
+Project_CodeNet/data/p00000/C/s570960104.c	int main ( int argc , const char * argv [ ] ) { int x = 10 , y = 10 , kotae ; for ( int i = 1 ; i < x ; i ++ ) { for ( int j = 1 ; j < y ; j ++ ) { kotae = i * j ; printf ( , i , j , kotae ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s551696325.c	int main ( ) { int x = 10 , y = 10 , kotae ; for ( int i = 1 ; i < x ; i ++ ) { for ( int j = 1 ; j < y ; j ++ ) { kotae = i * j ; printf ( , i , j , kotae ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s351884751.c	int main ( ) { for ( int i = 0 ; i < 9 ; i ++ ) { for ( int j = 0 ; j < 9 ; j ++ ) { printf ( , i + 1 , j + 1 , ( i + 1 ) * ( j + 1 ) ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s695432479.c	void Main ( ) { for ( int j = 1 ; j <= 9 ; j ++ ) { for ( int i = 1 ; i <= 9 ; i ++ ) { printf ( , j , i , j ) ; } 
+Project_CodeNet/data/p00000/C/s286995973.c	int main ( int argc , const char * argv [ ] ) { for ( int i = 1 ; i < 10 ; ++ i ) { for ( int j = 1 ; j < 10 ; ++ j ) { int value = i * j ; printf ( , i , j , value ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s980646226.c	int main ( ) { for ( int i = 1 ; i < 10 ; ++ i ) { for ( int j = 1 ; j < 10 ; ++ j ) { int value = i * j ; printf ( , i , j , value ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s660156755.c	int main ( ) { long long int i , j , k , n ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } getch ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s275392115.c	int main ( void ) { int a = 9 ; for ( int i = 1 ; i <= a ; i ++ ) { printf ( , i * 1 , i * 2 , i * 3 , i * 4 , i * 5 , i * 6 , i * 7 , i * 8 , i * 9 ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s225061026.c	int main ( ) { int i = 1 ; int j = 1 ; for ( : i < 10 : i ++ ) { for ( j = 1 : j < 10 : j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s939434815.c	int main ( ) { int i = 1 ; int j = 1 ; for ( : i < 10 : i ++ ) { for ( j = 1 : j < 10 : j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s179537391.c	int main ( ) { ? ? ? ? ? ? for ( int i = 0 ; i < 9 ; i ++ ) { printf ( , i ) ; for ( int j = 0 ; j < 9 ; J ++ ) { int sum = i * j ; printf ( , i , j , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s933971714.c	int main ( ) { for ( int i = 0 ; i < 9 ; i ++ ) { for ( int j = 0 ; j < 9 ; j ++ ) { int sum = i * j ; printf ( , i , j , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s743110115.c	int main ( ) { 1 * 1 = 1 ; 1 * 2 = 2 ; 1 * 3 = 3 ; 1 * 4 = 4 ; 1 * 5 = 5 ; 1 * 6 = 6 ; 1 * 7 = 7 ; 1 * 8 = 8 ; 1 * 9 = 9 ; 2 * 1 = 1 ; 2 * 2 = 4 ; 2 * 3 = 6 ; 2 * 4 = 8 ; 2 * 5 = 10 ; 2 * 6 = 12 ; 2 * 7 = 14 ; 2 * 8 = 16 ; 2 * 9 = 18 ; 3 * 1 = 3 ; 3 * 2 = 6 ; 3 * 3 = 9 ; 3 * 4 = 12 ; 3 * 5 = 15 ; 3 * 6 = 18 ; 3 * 7 = 21 ; 3 * 8 = 24 ; 3 * 9 = 27 ; 4 * 1 = 4 ; 4 * 2 = 8 ; 4 * 3 = 12 ; 4 * 4 = 16 ; 4 * 5 = 20 ; 4 * 6 = 24 ; 4 * 7 = 28 ; 4 * 8 = 32 ; 4 * 9 = 36 ; 5 * 1 = 5 ; 5 * 2 = 10 ; 5 * 3 = 15 ; 5 * 4 = 20 ; 5 * 5 = 25 ; 5 * 6 = 30 ; 5 * 7 = 35 ; 5 * 8 = 40 ; 5 * 9 = 45 ; 6 * 1 = 6 ; 6 * 2 = 12 ; 6 * 3 = 18 ; 6 * 4 = 24 ; 6 * 5 = 30 ; 6 * 6 = 36 ; 6 * 7 = 42 ; 6 * 8 = 48 ; 6 * 9 = 54 ; 7 * 1 = 7 ; 7 * 2 = 14 ; 7 * 3 = 21 ; 7 * 4 = 28 ; 7 * 5 = 35 ; 7 * 6 = 42 ; 7 * 7 = 49 ; 7 * 8 = 56 ; 7 * 9 = 63 ; 8 * 1 = 8 ; 8 * 2 = 16 ; 8 * 3 = 24 ; 8 * 4 = 32 ; 8 * 5 = 40 ; 8 * 6 = 48 ; 8 * 7 = 56 ; 8 * 8 = 64 ; 8 * 9 = 72 ; 9 * 1 = 9 ; 9 * 2 = 18 ; 9 * 3 = 27 ; 9 * 4 = 36 ; 9 * 5 = 45 ; 9 * 6 = 54 ; 9 * 7 = 63 ; 9 * 8 = 72 ; 9 * 9 = 81 ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s306940821.c	int main ( ) { 1 * 1 = 1 1 * 2 = 2 1 * 3 = 3 1 * 4 = 4 1 * 5 = 5 1 * 6 = 6 1 * 7 = 7 1 * 8 = 8 1 * 9 = 9 2 * 1 = 1 2 * 2 = 4 2 * 3 = 6 2 * 4 = 8 2 * 5 = 10 2 * 6 = 12 2 * 7 = 14 2 * 8 = 16 2 * 9 = 18 3 * 1 = 3 3 * 2 = 6 3 * 3 = 9 3 * 4 = 12 3 * 5 = 15 3 * 6 = 18 3 * 7 = 21 3 * 8 = 24 3 * 9 = 27 4 * 1 = 4 4 * 2 = 8 4 * 3 = 12 4 * 4 = 16 4 * 5 = 20 4 * 6 = 24 4 * 7 = 28 4 * 8 = 32 4 * 9 = 36 5 * 1 = 5 5 * 2 = 10 5 * 3 = 15 5 * 4 = 20 5 * 5 = 25 5 * 6 = 30 5 * 7 = 35 5 * 8 = 40 5 * 9 = 45 6 * 1 = 6 6 * 2 = 12 6 * 3 = 18 6 * 4 = 24 6 * 5 = 30 6 * 6 = 36 6 * 7 = 42 6 * 8 = 48 6 * 9 = 54 7 * 1 = 7 7 * 2 = 14 7 * 3 = 21 7 * 4 = 28 7 * 5 = 35 7 * 6 = 42 7 * 7 = 49 7 * 8 = 56 7 * 9 = 63 8 * 1 = 8 8 * 2 = 16 8 * 3 = 24 8 * 4 = 32 8 * 5 = 40 8 * 6 = 48 8 * 7 = 56 8 * 8 = 64 8 * 9 = 72 9 * 1 = 9 9 * 2 = 18 9 * 3 = 27 9 * 4 = 36 9 * 5 = 45 9 * 6 = 54 9 * 7 = 63 9 * 8 = 72 9 * 9 = 81 return 0 ; } 
+Project_CodeNet/data/p00000/C/s913760172.c	int main ( ) { 1 x1 = 1 1 x2 = 2 1 x3 = 3 1 x4 = 4 1 x5 = 5 1 x6 = 6 1 x7 = 7 1 x8 = 8 1 x9 = 9 2 x1 = 1 2 x2 = 4 2 x3 = 6 2 x4 = 8 2 x5 = 10 2 x6 = 12 2 x7 = 14 2 x8 = 16 2 x9 = 18 3 x1 = 3 3 x2 = 6 3 x3 = 9 3 x4 = 12 3 x5 = 15 3 x6 = 18 3 x7 = 21 3 x8 = 24 3 x9 = 27 4 x1 = 4 4 x2 = 8 4 x3 = 12 4 x4 = 16 4 x5 = 20 4 x6 = 24 4 x7 = 28 4 x8 = 32 4 x9 = 36 5 x1 = 5 5 x2 = 10 5 x3 = 15 5 x4 = 20 5 x5 = 25 5 x6 = 30 5 x7 = 35 5 x8 = 40 5 x9 = 45 6 x1 = 6 6 x2 = 12 6 x3 = 18 6 x4 = 24 6 x5 = 30 6 x6 = 36 6 x7 = 42 6 x8 = 48 6 x9 = 54 7 x1 = 7 7 x2 = 14 7 x3 = 21 7 x4 = 28 7 x5 = 35 7 x6 = 42 7 x7 = 49 7 x8 = 56 7 x9 = 63 8 x1 = 8 8 x2 = 16 8 x3 = 24 8 x4 = 32 8 x5 = 40 8 x6 = 48 8 x7 = 56 8 x8 = 64 8 x9 = 72 9 x1 = 9 9 x2 = 18 9 x3 = 27 9 x4 = 36 9 x5 = 45 9 x6 = 54 9 x7 = 63 9 x8 = 72 9 x9 = 81 return 0 ; } 
+Project_CodeNet/data/p00000/C/s043524564.c	int main ( ) { 1 x1 = 1 1 x2 = 2 1 x3 = 3 1 x4 = 4 1 x5 = 5 1 x6 = 6 1 x7 = 7 1 x8 = 8 1 x9 = 9 2 x1 = 1 2 x2 = 4 2 x3 = 6 2 x4 = 8 2 x5 = 10 2 x6 = 12 2 x7 = 14 2 x8 = 16 2 x9 = 18 3 x1 = 3 3 x2 = 6 3 x3 = 9 3 x4 = 12 3 x5 = 15 3 x6 = 18 3 x7 = 21 3 x8 = 24 3 x9 = 27 4 x1 = 4 4 x2 = 8 4 x3 = 12 4 x4 = 16 4 x5 = 20 4 x6 = 24 4 x7 = 28 4 x8 = 32 4 x9 = 36 5 x1 = 5 5 x2 = 10 5 x3 = 15 5 x4 = 20 5 x5 = 25 5 x6 = 30 5 x7 = 35 5 x8 = 40 5 x9 = 45 6 x1 = 6 6 x2 = 12 6 x3 = 18 6 x4 = 24 6 x5 = 30 6 x6 = 36 6 x7 = 42 6 x8 = 48 6 x9 = 54 7 x1 = 7 7 x2 = 14 7 x3 = 21 7 x4 = 28 7 x5 = 35 7 x6 = 42 7 x7 = 49 7 x8 = 56 7 x9 = 63 8 x1 = 8 8 x2 = 16 8 x3 = 24 8 x4 = 32 8 x5 = 40 8 x6 = 48 8 x7 = 56 8 x8 = 64 8 x9 = 72 9 x1 = 9 9 x2 = 18 9 x3 = 27 9 x4 = 36 9 x5 = 45 9 x6 = 54 9 x7 = 63 9 x8 = 72 9 x9 = 81 return 0 ; } 
+Project_CodeNet/data/p00000/C/s733331556.c	include < stdio . h > int main ( void ) { int i , n = 0 ; for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 1 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 2 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 3 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 4 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 5 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 6 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 7 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 8 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 9 * i ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s709693681.c	int main ( ) { int a [ ] [ ] = NULL ; int kuku [ ] [ ] ( i , j ) ; int i = 0 ; int j = 0 ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s361348295.c	void main ( ) { long long int j , i ; clrscr ( ) ; printf ( ) ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) printf ( , i * j ) ; printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s526055876.c	using namespace std ; int main ( ) { for ( int i = 1 ; i <= 9 ; i ++ ) { for ( int j = 1 ; j <= 9 ; j ++ ) { cout << i << << j << << i * j << endl ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s178931304.c	using namespace std ; int main ( ) { for ( int i = 1 ; i <= 9 ; i ++ ) { for ( int j = 1 ; j <= 9 ; j ++ ) { cout << i << << j << << i * j << endl ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s978191806.c	int main ( void ) { int a , b , s ; for ( a = 1 ; i <= 9 ; a ++ ) { 1 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 2 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 3 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 4 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 5 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 6 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 7 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 8 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 9 * a = s ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s884083106.c	int main ( void ) { int a , s ; for ( a = 1 ; i <= 9 ; a ++ ) { 1 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 2 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 3 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 4 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 5 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 6 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 7 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 8 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; i <= 9 ; a ++ ) { 9 * a = s ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s941503503.c	int main ( void ) { int a , s ; for ( a = 1 ; ia <= 9 ; a ++ ) { 1 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 2 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 3 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 4 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 5 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 6 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 7 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 8 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 9 * a = s ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s617859029.c	int main ( void ) { int a , s ; for ( a = 1 ; ia <= 9 ; a ++ ) { 1 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 2 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 3 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 4 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 5 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 6 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 7 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 8 * a = s ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { 9 * a = s ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s012124277.c	int main ( void ) { int a , s ; for ( a = 1 ; ia <= 9 ; a ++ ) { s = 1 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { a = 2 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 3 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 4 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 5 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 6 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 7 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 8 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 9 * a ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s814840651.c	int main ( void ) { int a , s ; for ( a = 1 ; ia <= 9 ; a ++ ) { s = 1 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 2 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 3 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 4 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 5 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 6 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 7 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 8 * a ; printf ( , a , s ) ; } for ( a = 1 ; a <= 9 ; a ++ ) { s = 9 * a ; printf ( , a , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s428643552.c	int main ( void ) { int a , b , c ; a = 1 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 2 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 3 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 4 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 5 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 6 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 7 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 8 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } a = 9 ; for ( b = 1 ; b < 10 ; b ++ ) { c = a * b ; printf ( , a , b , c ) ; } 
+Project_CodeNet/data/p00000/C/s094776149.c	int main ( int argc , char * * argv ) { for ( int i = 1 ; i < 11 ; i ++ ) { for ( int j = 1 ; j < 11 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s164209133.c	int main ( void ) { int x , y , z ; for ( x = 1 , x <= 9 ; x ++ ) { for ( y = 1 , y <= 9 ; y ++ ) { z = x * y ; printf ( , x , y , z ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s138816928.c	int main ( ) { ) int a , b , dead ; a = 1 ; b = 1 ; dead = 0 ; while ( dead = 0 ) { printf ( , a , b , a * b ) ; a ++ ; b ++ ; if ( b == 9 ) { b = 1 ; a ++ ; } if ( a == 9 && b == 9 ) { dead = 1 ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s607018682.c	int main ( ) { int i , j , answer ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { answer = i * j ; print ( , i , j , answer ) } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s034940717.c	int main ( ) { int i , j , answer ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { answer = i * j ; print ( , i , j , answer ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s918093223.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { print ( , i ) ; print ( ) ; print ( , j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s124840967.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } printf ( ) ; } return ; } 
+Project_CodeNet/data/p00000/C/s841950405.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } printf ( ) ; } return ; } 
+Project_CodeNet/data/p00000/C/s444926847.c	using namespace std ; int main ( void ) { int i , t ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( t = 1 ; t <= 9 ; t ++ ) { cout << i << << t << << i * t << endl ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s404935943.c	using namespace std ; int main ( ) { int i , t ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( t = 1 ; t <= 9 ; t ++ ) { cout << i << << t << << i * t << endl ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s501321136.c	int main ( ) { int i , j , n ; n = 9 ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , ( i * j ) ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s777124222.c	main ( ) { int i , j , temp ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 10 ; j ++ ) { temp = i * j ; printf ( , i , j , temp ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s381898998.c	int main ( ) { int n , i ; for ( n = 1 ; n <= 9 ; n = n + 1 ) { for ( i = 1 ; i <= 9 ; i = i + 1 ) { printf ( , n , i , n * i ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s426480606.c	int main ( ) { int n = 9 , i , sum = 0 ; for ( n = 1 ; n <= 9 ; n ++ ) { for ( i = 1 ; i <= 10 ; i ++ ) { sum = n * i ; if ( sum == 90 ) { break ; } printf ( , n , i , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s939270072.c	int main ( void ) { int i , j , k ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { k = i * j ; printf ( , i , j , k ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s601609952.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s446570503.c	int main ( ) { int tmp = 1 , i ; for ( i = 1 ; i < 10 ; i ++ ) { printf ( , tmp , i , tmp * i ) ; if ( i != 9 || tmp < 9 ) putchar ( ) ; if ( i == 9 && tmp < 9 ) i = 1 , tmp ++ ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s653237592.c	int main ( void ) { int A [ 10 ] , B [ 10 ] , i , j ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { printf ( , A [ i ] , B [ j ] , A [ i ] * B [ j ] ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s864299799.c	int main ( ) { int i , j , ans ; for ( j = 1 ; j <= 9 ; j ++ ) { for ( i = 1 ; i <= 9 ; i ++ ) { ans = i + 1 * j ; printf ( , j , i , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s361622210.c	int main ( ) { int r = 10 , i , j , k ; for ( i = 1 ; i < r ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s613065142.c	int main ( ) { int i , j , k ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { k = i * j ; printf ( , i , j , k ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s844080473.c	int main ( ) { int k = 1 , i = 1 , j = 1 ; for ( i = 1 ; i <= 17 ; i ++ ) { printf ( , k , j , j * k ) ; if ( i % 2 == 1 ) j ++ ; if ( j % 2 == 1 ) k ++ ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s408949740.c	int main ( void ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s463778025.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 10 ; j ++ ) { if ( i == 9 && j == 10 ) break ; printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s345118406.c	int main ( ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s749240628.c	int main ( ) { int n , i ; int m ; for ( n = 1 ; n <= 9 ; n ++ ) { m = 0 ; for ( i = 1 ; i <= 10 ; i ++ ) { m = m + n ; printf ( , n , i , m ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s607203127.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s311996000.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s170057474.c	int main ( ) { int i_num1 , i_num2 ; i_num1 = 1 ; do { i_num2 = 1 ; do { printf ( , i_num1 , i_num2 , i_num1 * i_num2 ) ; i_num2 ++ ; } while ( i_num2 <= 9 ) ; i_num1 ++ ; } while ( i_num1 <= 9 ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s241241275.c	int main ( ) { int i_num1 , i_num2 ; i_num1 = 1 ; do { i_num2 = 1 ; do { printf ( , i_num1 , i_num2 , i_num1 * i_num2 ) ; i_num2 ++ ; } while ( i_num2 <= 9 ) ; i_num1 ++ ; } while ( i_num1 <= 9 ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s516788259.c	int main ( ) { int i_num1 , i_num2 ; i_num1 = 1 ; do { i_num2 = 1 ; do { printf ( , i_num1 , i_num2 , i_num1 * i_num2 ) ; i_num2 ++ ; } while ( i_num2 <= 9 ) ; i_num1 ++ ; } while ( i_num1 <= 9 ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s528971796.c	int main ( ) { int x = 10 , y = 10 , kotae , i = 1 , j = 1 ; for ( i = 1 ; i < x ; i ++ ) { for ( j = 1 ; j < y ; j ++ ) { kotae = i * j ; printf ( , i , j , kotae ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s345336801.c	int main ( int argc , char * argv [ ] ) { int i , j ; for ( i = 0 ; i < 10 ; i ++ ) for ( j = 0 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s704656025.c	int main ( ) { int counter ; for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } for ( counter = 1 ; counter <= 9 ; counter ++ ) { printf ( , counter ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s847972744.c	int main ( void ) { int i ; for ( i = 1 ; i <= 9 ; ++ i ) { int j ; for ( j = 1 ; j <= 9 ; ++ j ) { int a = i * j ; printf ( , i , j , a ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s727904280.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i <= 9 ; ++ i ) { for ( j = 1 ; j <= 9 ; ++ j ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s833342715.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i <= 9 ; ++ i ) { for ( j = 1 ; j <= 9 ; ++ j ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s658250378.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i <= 9 ; ++ i ) { for ( j = 1 ; j <= 9 ; ++ j ) { if ( j == 9 && j == 9 ) break ; printf ( , i , j , i * j ) ; } } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s335485584.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i <= 9 ; ++ i ) { for ( j = 1 ; j <= 9 ; ++ j ) { if ( j == 9 && i == 9 ) break ; printf ( , i , j , i * j ) ; } } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s417940398.c	int main ( ) { printf ( , 1 * 1 ) ; printf ( , 2 * 2 ) ; printf ( , 3 * 3 ) ; printf ( , 4 * 4 ) ; printf ( , 5 * 5 ) ; printf ( , 6 * 6 ) ; printf ( , 7 * 7 ) ; printf ( , 8 * 8 ) ; printf ( , 9 * 9 ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s095879259.c	int main ( ) { int a , i , j ; for ( i = 1 ; i <= M ; i ++ ) { for ( j = 1 ; j <= N ; j ++ ) { a = i * j ; printf ( , i , j , a ) ; printf ( ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s827841779.c	int main ( ) { int a , i , j ; for ( i = 1 ; i <= M ; i ++ ) { for ( j = 1 ; j <= N ; j ++ ) { a = i * j ; printf ( , i , j , a ) ; printf ( ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s953161682.c	int main ( ) { int a , i , j ; for ( i = 1 ; i <= M ; i ++ ) { for ( j = 1 ; j <= N ; j ++ ) { a = i * j ; printf ( , i , j , a ) ; printf ( ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s845148807.c	int main ( ) { int a , i , j ; for ( i = 0 ; i < M ; i ++ ) { for ( j = 0 ; j < N ; j ++ ) { a = i * j ; printf ( , i + 1 , j + 1 , a + 1 ) ; printf ( ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s202316195.c	int main ( ) { int a , b ; for ( a = 1 ; a <= 9 ; a += 1 ) { for ( b = 1 ; b <= 9 ; b += 1 ) { printf ( , a , b , a * b ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s437617542.c	int main ( ) { int a , i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { a = i * j ; printf ( , i , j , a ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s356708503.c	int main ( ) { int i , k , mae , ato , ans ; ans = 0 ; mae = 0 ; ato = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { mae = mae + 1 ; for ( k = 0 ; k <= 9 ; k ++ ) { ato = ato + 1 ; ans = ato * mae ; printf ( , mae , ato , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s400813832.c	int main ( ) { int i , k , mae , ato , ans ; ans = 0 ; mae = 0 ; ato = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { mae = mae + 1 ; for ( k = 0 ; k <= 9 ; k ++ ) { ato = ato + 1 ; ans = ato * mae ; printf ( , mae , ato , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s753167172.c	int main ( ) { int i , j , ans ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j ) ; ans = i * j ; printf ( , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s356582793.c	int main ( ) { int i , j , ans ; ans = 0 ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s970960716.c	int main ( ) { int i , j , ans ; ans = 0 ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s734480197.c	int main ( ) { int i , j , ans ; ans = 0 ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s408128537.c	int main ( ) { int i , j , ans ; ans = 0 ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s598820938.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i <= 9 ; ++ i ) { for ( j = 1 ; j <= 9 ; ++ j ) { if ( j == 9 && i == 9 ) break ; printf ( , i , j , i * j ) ; } } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s330673276.c	int func1 ( ) { int i , j , r ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { r = i * j ; printf ( , i , j , r ) ; } } } main ( ) { func1 ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s164386435.c	int main ( ) { int i , j , sum ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { sum = i * j ; printf ( , i , j , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s723144568.c	int main ( ) { int i , j ; int sum = 0 ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { sum = i * j ; printf ( , i , j , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s790268070.c	int main ( ) { int height = 0 , weight = 0 ; int ans = 0 ; for ( height = 1 ; height <= QQ_MAX ; height ++ ) { for ( weight = 1 ; weight <= QQ_MAX ; weight ++ ) { ans = height * weight ; printf ( , weight , height , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s103192535.c	int main ( void ) { int a , b ; while ( a != 0 || b != 0 ) { scanf ( , & a ) ; scanf ( , & b ) ; if ( a >= b && a != 0 && b != 0 ) printf ( , b , a ) ; else if ( a != 0 && b != 0 ) printf ( , a , b ) ; else ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s244805395.c	int main ( void ) { int i , n ; for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 1 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 2 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 3 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 4 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 5 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 6 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 7 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 8 * i ) ; } for ( i = 1 ; i < 10 ; i ++ ) { printf ( , i , 9 * i ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s865898267.c	int main ( ) { int n , i ; for ( n = 1 ; n <= 9 ; n = n + 1 ) { for ( i = 1 ; i <= 9 ; i = i + 1 ) { printf ( , n , i , n * i ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s632269548.c	int main ( ) { int n = 9 , i , sum = 0 ; for ( n = 1 ; n <= 9 ; n ++ ) { for ( i = 1 ; i <= 9 ; i ++ ) { sum = n * i ; printf ( , n , i , sum ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s976410851.c	int main ( ) { int i , j , a ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { a = 0 ; a = i * j ; printf ( , i , j , a ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s199690664.c	int main ( void ) { int i , j , k ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { k = i * j ; printf ( , i , j , k ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s023114112.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s620454934.c	int main ( void ) { int i ; int j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s394561359.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s110626710.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s618396811.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s634652749.c	int main ( ) { int n , i ; int m ; for ( n = 1 ; n <= 9 ; n ++ ) { m = 0 ; for ( i = 1 ; i <= 9 ; i ++ ) { m = m + n ; printf ( , n , i , m ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s502818484.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s104055239.c	int main ( ) { int i , j = 0 ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { fprintf ( stdout , , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s810708525.c	int main ( ) { int a , i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s123290551.c	int main ( void ) { int * i , * j ; i = ( int * ) calloc ( 1 , sizeof ( int ) ) ; j = ( int * ) calloc ( 1 , sizeof ( int ) ) ; for ( i [ 0 ] = 1 ; i [ 0 ] <= 9 ; i [ 0 ] ++ ) { for ( j [ 0 ] = 1 ; j [ 0 ] <= 9 ; j [ 0 ] ++ ) printf ( , i [ 0 ] , j [ 0 ] , i [ 0 ] * j [ 0 ] ) ; } free ( j ) ; free ( i ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s031224968.c	int main ( ) { printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s381192334.c	int main ( void ) { int left_num = 0 ; int right_num = 0 ; for ( left_num = 1 ; left_num <= 9 ; left_num ++ ) { for ( right_num = 1 ; right_num <= 9 ; right_num ++ ) { printf ( , left_num , right_num , left_num * right_num ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00000/C/s542415380.c	int main ( void ) { int i , j , QQ ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { QQ = i * j ; printf ( , i , j , QQ ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s067788261.c	int main ( ) { int a , b , c ; char x = , y = ; for ( a = 1 ; a <= 9 ; a ++ ) { for ( b = 1 ; b <= 9 ; b ++ ) { c = a * b ; printf ( , a , x , b , y , c ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s263418139.c	int main ( ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s648170597.c	int main ( void ) { int i , j , seki ; seki = 0 ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s779885452.c	int main ( void ) { int i , j , seki ; seki = 0 ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s678637717.c	int main ( void ) { int i , j , seki ; seki = 0 ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s514664846.c	int main ( ) { int i ; int j ; int seki ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { seki = i * j ; printf ( , i , j , seki ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s110115016.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) for ( j = 1 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s328970579.c	int main ( void ) { int i , j ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { printf ( , i + 1 , j + 1 , ( i + 1 ) * ( j + 1 ) ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s793156725.c	int main ( void ) { int a = 1 ; int b = 1 ; while ( a <= 9 ) { if ( ( a <= 9 ) && ( b <= 9 ) ) { printf ( , a , b , a * b ) ; b ++ ; } else if ( b = 10 ) { a ++ ; b = b - 9 ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00000/C/s709415501.c	int main ( void ) { int i , n , r ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( n = 1 ; n <= 9 ; n ++ ) { r = i * n ; printf ( , i , n , r ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s706138784.c	int main ( ) { int a , b ; a = 1 ; b = 1 ; int j ; for ( j = 0 ; j < 9 ; j ++ ) { int i ; for ( i = 0 ; i < 9 ; i ++ ) { printf ( , a ) ; printf ( ) ; printf ( , b ) ; printf ( ) ; printf ( , a * b ) ; b = b + 1 ; } b = 1 ; a = a + 1 ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s745095132.c	int main ( ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) for ( j = 1 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s969046474.c	int main ( void ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s466216100.c	int main ( ) { int x = 10 , y = 10 , kotae , i = 1 , j = 1 ; for ( i = 1 ; i < x ; i ++ ) { for ( j = 1 ; j < y ; j ++ ) { kotae = i * j ; printf ( , i , j , kotae ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s196881455.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; } return 0 ; } 
+Project_CodeNet/data/p00000/C/s901085163.c	int main ( void ) { int array [ 9 ] [ 9 ] ; int i , j ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { array [ i ] [ j ] = ( i + 1 ) * ( j + 1 ) ; printf ( , i + 1 , j + 1 , array [ i ] [ j ] ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s856038925.c	int main ( ) { int i , j , ans ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s161398013.c	int main ( void ) { int counta , countb ; for ( counta = 0 ; counta < 9 ; counta ++ ) { for ( countb = 0 ; countb < 9 ; countb ++ ) { printf ( , counta + 1 , countb + 1 , ( counta + 1 ) * ( countb + 1 ) ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s519539791.c	int main ( int argc , char * argv [ ] ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) for ( j = 1 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s996734387.c	int main ( ) { int i , j ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { printf ( , i + 1 , j + 1 , ( i + 1 ) * ( j + 1 ) ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s359414927.c	int main ( void ) { int i , j , ans ; char pattern ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { ans = i * j ; printf ( , i , j , ans ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s701376106.c	int main ( ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s208653590.c	int main ( ) { int i = 0 ; int j = 0 ; for ( i = 1 ; i < 10 ; ++ i ) { for ( j = 1 ; j < 10 ; ++ j ) { int value = i * j ; printf ( , i , j , value ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s681790396.c	int main ( void ) { int i , j ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s423650711.c	int main ( ) { int n , i , m ; for ( i = 1 ; i < 10 ; i ++ ) { m = 0 ; for ( n = 1 ; n < 10 ; n ++ ) { printf ( , i , n , i * n ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s713397081.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) for ( j = 1 ; j < 10 ; j ++ ) printf ( , i , j , i * j ) ; return 0 ; } 
+Project_CodeNet/data/p00000/C/s596134535.c	int main ( ) { int a , i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { a = i * j ; printf ( , i , j , a ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s904892874.c	int main ( ) { int count [ 2 ] ; for ( count [ 0 ] = 1 ; count [ 0 ] < 10 ; count [ 0 ] ++ ) { for ( count [ 1 ] = 1 ; count [ 1 ] < 10 ; count [ 1 ] ++ ) { printf ( , count [ 0 ] , count [ 1 ] , count [ 0 ] * count [ 1 ] ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s175922326.c	int main ( ) { int conteo1 , conteo2 ; for ( conteo1 = 1 ; conteo1 <= 9 ; conteo1 ++ ) { for ( conteo2 = 1 ; conteo2 <= 9 ; conteo2 ++ ) { printf ( , conteo1 , conteo2 , conteo1 * conteo2 ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s750577985.c	int main ( void ) { int i , j ; char buffer [ 100 ] ; for ( i = 1 ; i <= 9 ; i ++ ) { for ( j = 1 ; j <= 9 ; j ++ ) { sprintf ( buffer , , i , j , i * j ) ; printf ( , buffer ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00000/C/s729563896.c	int main ( ) { int a , b , m ; for ( a = 1 ; a < 10 ; a ++ ) { for ( b = 1 ; b < 10 ; b ++ ) { m = a * b ; printf ( , a , b , m ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s784641096.c	int main ( void ) { int i , j ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { printf ( , i , j , i * j ) ; } } return 0 ; } 
+Project_CodeNet/data/p00000/C/s154554858.c	int main ( void ) { int i1 , i2 , answer ; for ( i1 = 1 ; i1 <= 9 ; i1 ++ ) { for ( i2 = 1 ; i2 <= 9 ; i2 ++ ) { answer = i1 * i2 ; printf ( , i1 , i2 , answer ) ; } } return 0 ; } 
+Project_CodeNet/data/p00001/C/s122337425.c	int main ( ) { int n , a , b , c , i ; a = b = c = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n ) ; if ( n >= a ) c = b , b = a , a = n ; else if ( n >= b ) c = b , b = n ; else ( n > c ) c = n ; } printf ( , a , b , c ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s561665293.c	int main ( ) { int a [ 11 ] ; int i , j , temp , n = 10 ; for ( j = 0 ; j < n ; j ++ ) scanf ( , & a [ j ] ) ; for ( j = 1 ; j < n ; j ++ ) { for ( i = 0 ; i < n - 1 ; i ++ ) { if ( a [ i ] > a [ i + 1 ] ) { temp = a [ i ] ; a [ i ] = a [ i + 1 ] ; a [ i + 1 ] = temp ; } } } printf ( , a [ 9 ] , a [ 8 ] , a [ 7 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s543463442.c	using namespace std ; int main ( ) { int arr [ 10 ] ; for ( int i = 0 ; i < 10 ; i ++ ) { cin >> arr [ i ] ; } int l = sizeof ( arr ) / sizeof ( int ) ; sort ( arr , arr + 10 ) ; printf ( , arr [ 9 ] , arr [ 8 ] , arr [ 7 ] ) ; } 
+Project_CodeNet/data/p00001/C/s236056420.c	int main ( void ) { int a [ 10 ] , i , j , t ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } int fun ( int a [ ] ) ; for ( int i = 1 ; i < 4 ; i ++ ) { printf ( , a [ i ] ) ; } } int fun ( int a [ ] ) { int i , j , t ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j = i - 1 ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { t = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = t ; } } } } 
+Project_CodeNet/data/p00001/C/s330625075.c	int compare_int ( int a , int b ) { if ( a > b ) { return - 1 ; } else { return 1 ; } } int main ( ) { int i ; int height [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , height + i ) ; } qsort ( height , sizeof ( int ) , compare_int ) ; for ( i = 0 ; i < 3 ; i ++ ) { printf ( , height [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s622253511.c	int compare_int ( const void * a , const void * b ) { return * ( int * ) b - * ( int * ) a ; } int main ( ) { int i ; int height [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , height + i ) ; } qsort ( height , sizeof ( int ) , compare_int ) ; for ( i = 0 ; i < 3 ; i ++ ) { printf ( , height [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s407365045.c	void sort ( int * ) ; int main ( ) { int a [ 10 ] ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } sort ( a ) ; printf ( , a [ 0 ] , a [ 1 ] , a [ 2 ] ) ; } void sort ( int * a ) { int T ; for ( int i = 0 ; i < 10 ; i ++ ) { for ( int j = i ; j < 10 ; j ++ ) { if ( a [ i ] < a [ j ] ) { T = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = T ; } } } } 
+Project_CodeNet/data/p00001/C/s653405964.c	int main ( void ) { int m [ 10 ] ; int max1 = 0 , max2 = 0 , max3 = 0 ; int i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max1 <= m [ i ] ) { max3 = max2 ; max2 = max1 ; max1 = m [ i ] ; } else if ( max2 <= m [ 10 ] ) { max3 = max2 ; max2 = m [ i ] ; } else if ( max3 <= m [ 10 ] ) { max3 = m [ i ] ; } printf ( , max1 , max2 , max3 ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s043819066.c	int main ( ) { int mountainList [ 9 ] ; int highestMount = 0 ; int secondMount = 0 ; int thirdMount = 0 ; int tempMount ; for ( int c = 0 ; c <= 9 ; c ++ ) { scanf ( % d , tempMount ) ; mountainList [ c ] = tempMount ; if ( tempMount > highestMount ) { thirdMount = secondMount ; secondMount = highestMount ; highestMount = tempMount ; } else if ( tempMount > secondMount ) { thirdMount = secondMount ; secondMount = tempMount ; } else if ( tempMount > thirdMount ) { thirdMount = tempMount ; } } printf ( , highestMount ) ; printf ( , secondMount ) ; printf ( , thirdMount ) ; } 
+Project_CodeNet/data/p00001/C/s330884472.c	int main ( ) { int mnt [ 10 ] ; int i , j , buf ; FOR ( i , 10 ) scanf ( , mnt [ i ] ) ; FOR ( i , 10 ) FOR ( i + 1 , 10 ) if ( mnt [ i ] < mnt [ j ] ) { buf = mnt [ i ] ; mnt [ i ] = mnt [ j ] ; mnt [ j ] = buf ; } ; FOR ( i , 3 ) printf ( , mnt [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s790723894.c	int main ( ) { int mnt [ 10 ] ; int i , j , buf ; FOR ( i , 10 ) scanf ( , mnt [ i ] ) ; FOR ( i , 10 ) FOR ( i + 1 , 10 ) if ( mnt [ i ] < mnt [ j ] ) { buf = mnt [ i ] ; mnt [ i ] = mnt [ j ] ; mnt [ j ] = buf ; } ; FOR ( i , 3 ) printf ( , mnt [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s255628942.c	using namespace std ; int main ( ) { int a [ 10 ] ; int i , j , k , m , n ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } sort ( a , a + 10 ) ; printf ( , a [ 9 ] , a [ 8 ] , a [ 7 ] ) ; } 
+Project_CodeNet/data/p00001/C/s453968239.c	using namespace std ; int main ( ) { int a [ 10 ] ; int i , j , k , m , n ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } sort ( a , a + 10 ) ; printf ( , a [ 9 ] , a [ 8 ] , a [ 7 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s043923681.c	include < stdio . h > int main ( int ac , char * * av ) { char * prompt = getenv ( ) ; char * line = NULL ; int lineSize = 0 ; int index = 0 ; int history_no = 0 ; int mountains [ 10 ] = { 0 } ; while ( line = readline ( NULL ) ) { lineSize = strlen ( line ) ; int x = atoi ( line ) ; if ( mountains [ 0 ] == 0 ) { mountains [ 0 ] = x ; } else { for ( int idx = 0 ; idx < 10 ; idx ++ ) { if ( mountains [ idx ] < x ) { memmove ( mountains + idx + 1 , mountains + idx , sizeof ( int ) * ( 9 - idx ) ) ; mountains [ idx ] = x ; break ; } } } } for ( int i = 0 ; i < 3 ; i ++ ) { fprintf ( stdout , , mountains [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s610354131.c	int main ( int ac , char * * av ) { char * prompt = getenv ( ) ; char * line = NULL ; int lineSize = 0 ; int index = 0 ; int history_no = 0 ; int mountains [ 10 ] = { 0 } ; while ( line = readline ( NULL ) ) { lineSize = strlen ( line ) ; int x = atoi ( line ) ; if ( mountains [ 0 ] == 0 ) { mountains [ 0 ] = x ; } else { for ( int idx = 0 ; idx < 10 ; idx ++ ) { if ( mountains [ idx ] < x ) { memmove ( mountains + idx + 1 , mountains + idx , sizeof ( int ) * ( 9 - idx ) ) ; mountains [ idx ] = x ; break ; } } } } for ( int i = 0 ; i < 3 ; i ++ ) { fprintf ( stdout , , mountains [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s912646924.c	int main ( int ac , char * * av ) { char readline [ BUFSIZ ] = { 0 } ; int mountains [ 10 ] = { 0 } ; while ( fgets ( readline , BUFSIZ , stdin ) != NULL ) { int x = atoi ( readline ) ; if ( mountains [ 0 ] == 0 ) { mountains [ 0 ] = x ; } else { for ( int idx = 0 ; idx < 10 ; idx ++ ) { if ( mountains [ idx ] < x ) { memmove ( mountains + idx + 1 , mountains + idx , sizeof ( int ) * ( 9 - idx ) ) ; mountains [ idx ] = x ; break ; } } } } for ( int i = 0 ; i < 3 ; i ++ ) { fprintf ( stdout , , mountains [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s967966846.c	int main ( ) { int m [ 10 ] ; int i , j , max = 0 , n ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( & m [ i ] ) ; for ( j = 0 ; j < 3 ; j ++ ) { for ( i = 0 ; i < 10 ; i ++ ) { if ( m [ i ] >= max ) { max = m [ i ] ; n = i } } printf ( , max ) ; max = 0 ; m [ n ] = 0 ; } } 
+Project_CodeNet/data/p00001/C/s762898258.c	int main ( ) { int m [ 10 ] ; int i , j , max = 0 , n ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & m [ i ] ) ; for ( j = 0 ; j < 3 ; j ++ ) { for ( i = 0 ; i < 10 ; i ++ ) { if ( m [ i ] >= max ) { max = m [ i ] ; n = i } } printf ( , max ) ; max = 0 ; m [ n ] = 0 ; } } 
+Project_CodeNet/data/p00001/C/s245546237.c	int main ( void ) { int i ; int low ; int mid ; int large ; int height [ 10 ] ; i = 0 ; while ( i ++ < 10 ) { scanf ( , height [ i - 1 ] ) ; if ( i == 1 ) low = mid = large = height [ 0 ] ; if ( height [ i - 1 ] > hi ) { hi = height [ i - 1 ] ; mid = hi ; } else if ( height [ i - 1 ] > mid ) { mid = height [ i - 1 ] ; low = mid ; } else if ( low > height [ i - 1 ] ) { low = height [ i - 1 ] ; } } printf ( , hi , mid , low ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s690243034.c	int main ( void ) { int i ; int low ; int mid ; int large ; int height [ 10 ] ; i = 0 ; while ( i ++ < 10 ) { scanf ( , & ( height [ i - 1 ] ) ) ; if ( i == 1 ) low = mid = large = height [ 0 ] ; if ( height [ i - 1 ] > hi ) { hi = height [ i - 1 ] ; mid = hi ; } else if ( height [ i - 1 ] > mid ) { mid = height [ i - 1 ] ; low = mid ; } else if ( low > height [ i - 1 ] ) { low = height [ i - 1 ] ; } } printf ( , hi , mid , low ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s822445019.c	int main ( void ) { int i ; int low ; int mid ; int large ; int height [ 10 ] ; i = 0 ; while ( i ++ < 10 ) { scanf ( , & ( height [ i - 1 ] ) ) ; if ( i == 1 ) low = mid = large = height [ 0 ] ; if ( height [ i - 1 ] > hi ) { large = height [ i - 1 ] ; mid = large ; } else if ( height [ i - 1 ] > mid ) { mid = height [ i - 1 ] ; low = mid ; } else if ( low > height [ i - 1 ] ) { low = height [ i - 1 ] ; } } printf ( , large , mid , low ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s339859852.c	int main ( void ) { int large ; int mid ; int low ; int input ; int i ; int height [ 10 ] ; i = 0 ; while ( i ++ < 10 ) { scanf ( , & ( height [ i - 1 ] ) ) ; if ( i == 1 ) low = mid = large = height [ 0 ] ; if ( height [ i - 1 ] > large ) { large = height [ i - 1 ] ; } else if ( height [ i - 1 ] > mid ) { mid = heigth [ i - 1 ] } else if ( height [ i - 1 ] > low ) { low = height [ i - 1 ] ; } } printf ( , large , mid , low ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s017454753.c	int main ( void ) { int large ; int mid ; int low ; int input ; int i ; int height [ 10 ] ; i = 0 ; while ( i ++ < 10 ) { scanf ( , & ( height [ i - 1 ] ) ) ; if ( i == 1 ) low = mid = large = height [ 0 ] ; if ( height [ i - 1 ] > large ) { large = height [ i - 1 ] ; } else if ( height [ i - 1 ] > mid ) { mid = height [ i - 1 ] } else if ( height [ i - 1 ] > low ) { low = height [ i - 1 ] ; } } printf ( , large , mid , low ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s910255049.c	int main ( ) { int a [ 10 ] , n ; int max = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf_s ( , & a [ i ] ) ; } for ( int i = 0 ; i < 10 ; i ++ ) { for ( int j = 0 ; j < 10 ; j ++ ) { if ( a [ j + 1 ] > a [ j ] ) { max = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = max ; } } } printf ( , a [ 0 ] ) ; printf ( , a [ 1 ] ) ; printf ( , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s243344125.c	int main ( ) { int a [ 10 ] , n ; int max = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( int i = 0 ; i < 10 ; i ++ ) { for ( int j = 0 ; j < 10 ; j ++ ) { if ( a [ j + 1 ] > a [ j ] ) { max = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = max ; } } } printf ( , a [ 0 ] ) ; printf ( , a [ 1 ] ) ; printf ( , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s484935847.c	int main ( ) { int a [ 10 ] ; int max = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( int i = 0 ; i < 10 ; i ++ ) { for ( int j = 0 ; j < 10 ; j ++ ) { if ( a [ j + 1 ] > a [ j ] ) { max = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = max ; } } } printf ( , a [ 0 ] ) ; printf ( , a [ 1 ] ) ; printf ( , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s150979296.c	int main ( ) { int i , j , x , a [ 10 ] , b [ 10 ] ; for ( i = 1 ; i <= 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } x = 1 ; for ( j = i ; j <= 10 ; j ++ ) { for ( i = 1 ; i <= 10 ; i ++ ) { if ( a [ i ] == x ) { b [ j ] = a [ i ] ; } } x ++ ; } for ( i = 8 ; i <= 10 ; i ++ ) { printf ( , b [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s004454064.c	int main ( ) { int i , j , x , a [ 10 ] , b [ 10 ] ; for ( i = 1 ; i <= 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } x = 1 ; for ( j = i ; j <= 10 ; j ++ ) { for ( i = 1 ; i <= 10 ; i ++ ) { if ( a [ i ] == x ) { b [ j ] = a [ i ] ; } } x ++ ; } for ( i = 8 ; i <= 10 ; i ++ ) { printf ( , b [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s358493867.c	int main ( void ) { int high [ 10 ] ; int best [ 3 ] = { 0 , 0 , 0 } ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } best [ 0 ] = high [ 0 ] ; for ( int i = 0 ; i < 10 ; i ++ ) { if ( best [ 0 ] < high [ i ] ) { best [ 0 ] = high [ i ] ; } } for ( int i = 0 ; i < 10 ; i ++ ) { if ( best [ 1 ] < high [ i ] && high [ i ] != best [ 0 ] ) { best [ 1 ] = high [ i ] ; } } for ( int i = 0 ; i < 10 ; i ++ ) { if ( best [ 2 ] < high [ i ] && high [ i ] != best [ 0 ] && high [ i ] != best [ 1 ] ) { best [ 2 ] = high [ i ] ; } } for ( int i = 0 ; i < 3 ; i ++ ) { printf ( , best [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s779334430.c	int main ( ) { int a , i , j ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 - i ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { int temp = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = temp ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; 
+Project_CodeNet/data/p00001/C/s883753627.c	include < stdio . h > int main ( void ) { int a [ 10 ] , i , N1 , N2 , N3 ; N1 = 0 ; N2 = 0 ; N3 = 0 ; for ( i = 0 ; i < 9 ; i ++ ) { scanf ( , & a [ i ] ) ; if ( a [ i ] > N1 ) { N3 = N2 ; N2 = N1 ; N1 = a [ i ] ; } else if ( a [ i ] > N2 ) { N3 = N2 ; N2 = a [ i ] ; } else if ( a [ i ] > N3 ) { N3 = a [ i ] ; } } printf ( , N1 , N2 , N3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s321478872.c	int main ( ) { int a [ 10 ] ; int temp = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) scanf ( , & a [ i ] ) ; for ( int i = 0 ; i < 9 ; i ++ ) { for ( int j = 9 ; j > i ; j -- ) { if ( a [ j - 1 ] < a [ j ] ) { temp = a [ j ] ; a [ j ] = a [ j - 1 ] ; a [ j - 1 ] = temp ; } } } for ( int i = 0 ; i < 3 ; i ++ ) printf ( , a [ i ] ) ; } 
+Project_CodeNet/data/p00001/C/s277848680.c	int main ( ) { int a [ 10 ] , i , max [ 3 ] , tmp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; if ( x >= 0 && x <= 10000 ) { i -- ; } } max [ 0 ] = a [ 0 ] ; max [ 1 ] = a [ 1 ] ; max [ 2 ] = a [ 2 ] ; for ( i = 3 ; i < 10 ; i ++ ) { if ( max [ 2 ] < a [ i ] ) { tmp = a [ i ] ; a [ i ] = max [ 2 ] ; max [ 2 ] = tmp ; if ( max [ 1 ] < max [ 2 ] ) { tmp = max [ 2 ] ; max [ 2 ] = max [ 1 ] ; max [ 1 ] = tmp ; if ( max [ 0 ] < max [ 1 ] ) { tmp = max [ 0 ] ; max [ 0 ] = max [ 1 ] ; max [ 1 ] = tmp ; } } } } printf ( , max [ 0 ] , max [ 1 ] , max [ 2 ] ) ; } 
+Project_CodeNet/data/p00001/C/s505756992.c	int main ( ) { int a [ 10 ] , i , max [ 3 ] , tmp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; if ( x <= 0 && x >= 10000 ) { i -- ; } } max [ 0 ] = a [ 0 ] ; max [ 1 ] = a [ 1 ] ; max [ 2 ] = a [ 2 ] ; for ( i = 3 ; i < 10 ; i ++ ) { if ( max [ 2 ] < a [ i ] ) { tmp = a [ i ] ; a [ i ] = max [ 2 ] ; max [ 2 ] = tmp ; if ( max [ 1 ] < max [ 2 ] ) { tmp = max [ 2 ] ; max [ 2 ] = max [ 1 ] ; max [ 1 ] = tmp ; if ( max [ 0 ] < max [ 1 ] ) { tmp = max [ 0 ] ; max [ 0 ] = max [ 1 ] ; max [ 1 ] = tmp ; } } } } printf ( , max [ 0 ] , max [ 1 ] , max [ 2 ] ) ; } 
+Project_CodeNet/data/p00001/C/s283269602.c	int main ( void ) { int i , j , temp , num [ NUMBER ] , count = 0 ; for ( i = 0 ; i < NUMBER ; i ++ ) { scanf ( , & num [ i ] ) ; } for ( i = 0 ; i < NUMBER ; i ++ ) { for ( j = 0 ; j < ( NUMBER - 1 ) - i ; j ++ ) { if ( num [ j ] > num [ j + 1 ] ) { temp = num [ j ] ; num [ j ] = num [ j + 1 ] ; num [ j + 1 ] = temp ; } } } for ( i = 0 ; i < NUMBER / 2 ; i ++ ) { temp = num [ i ] ; num [ i ] = num [ ( NUMBER - 1 ) - i ] ; num [ N ( UMBER - 1 ) - i ] = temp ; } for ( j = 0 ; j < 3 ; j ++ ) { printf ( , num [ j ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s496233910.c	int comp ( const void * c1 , const void * c2 ) ; int main ( void ) { int a [ 10 ] , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } qsort ( a , 10 , sizeof ( int ) , comp ) ; printf ( , a [ 9 ] , a [ 8 ] , a [ 7 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s020532702.c	int main ( ) { int h1 = 0 , h2 = 0 , h3 = 0 , s , input ; for ( s = 0 ; s < 10 ; s ++ ) { if ( h1 < input ) { h3 = h2 ; h2 = h1 ; h1 = input ; } else { if ( h2 < input ) { h3 = h2 ; h2 = input ; } else { if ( h3 < input ) { h3 = input ; } } } printf ( , h1 , h2 , h3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s791039417.c	int main ( ) { int h1 = 0 , h2 = 0 , h3 = 0 , s , input ; for ( s = 0 ; s < 10 ; s ++ ) { scanf ( , input ) ; if ( h1 < input ) { h3 = h2 ; h2 = h1 ; h1 = input ; } else { if ( h2 < input ) { h3 = h2 ; h2 = input ; } else { if ( h3 < input ) { h3 = input ; } } } printf ( , h1 , h2 , h3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s512642439.c	int main ( void ) { int h1 = 0 , h2 = 0 , h3 = 0 , s , input ; for ( s = 0 ; s < 10 ; s ++ ) { scanf ( , input ) ; if ( h1 < input ) { h3 = h2 ; h2 = h1 ; h1 = input ; } else { if ( h2 < input ) { h3 = h2 ; h2 = input ; } else { if ( h3 < input ) { h3 = input ; } } } printf ( , h1 , h2 , h3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s569055862.c	int main ( void ) { int h1 = 0 , h2 = 0 , h3 = 0 , s , input ; for ( s = 0 ; s < 10 ; s ++ ) { scanf ( , input ) ; if ( h1 < input ) { h3 = h2 ; h2 = h1 ; h1 = input ; } else { if ( h2 < input ) { h3 = h2 ; h2 = input ; } else { if ( h3 < input ) { h3 = input ; } } } printf ( , h1 , h2 , h3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s958377544.c	int main ( void ) { int h1 = 0 , h2 = 0 , h3 = 0 , s , input ; for ( s = 0 ; s = < 10 ; s ++ ) { scanf ( , input ) ; if ( h1 < input ) { h3 = h2 ; h2 = h1 ; h1 = input ; } else { if ( h2 < input ) { h3 = h2 ; h2 = input ; } else { if ( h3 < input ) { h3 = input ; } } } } printf ( , h1 , h2 , h3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s796796802.c	int main ( void ) { int x1 = 0 , x2 = 0 , x3 = 0 , input , s ; for ( s = 0 ; s < 10 ; s ++ ) { scanf ( , & input ) ; if ( x1 < input ) { x3 = x2 ; x2 = x1 ; x1 = input ; } else { if ( x2 < input ) { x3 = x2 ; x2 = input ; } else { if ( x3 < input ) { x3 = input ; } } } } printf ( , x1 , x2 , x3 ) ; return ( 0 ) ; 
+Project_CodeNet/data/p00001/C/s664277066.c	int main ( void ) { int a [ 3 ] = { 0 } , i , x ; for ( i = 1 ; i <= 10 ; i ++ ; ) { scanf ( , & x ) ; if ( a [ 0 ] <= x ) { a [ 2 ] = a [ 1 ] ; a [ 1 ] = a [ 0 ] ; a [ 0 ] = x ; } else if ( a [ 1 ] <= x ) { a [ 2 ] = a [ 1 ] ; a [ 1 ] = x ; } else if ( a [ 2 ] <= x ) { a [ 2 ] = x ; } } printf ( , a [ 0 ] , a [ 1 ] , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s585257155.c	int main ( void ) { int m [ 10 ] ; int i ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & m [ i ] ) ; int m1 , m2 , m3 ; m1 = m [ 0 ] ; for ( i = 1 ; i < 10 i ++ ) { if ( m1 < m [ i ] ) m1 = m [ i ] ; } if ( m1 == m [ 0 ] ) m2 = m [ 1 ] ; else m2 = m [ 0 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( m2 < m [ i ] && m [ i ] < m1 ) m2 = m [ i ] ; } if ( m1 != m [ 0 ] && m2 != m [ 0 ] ) m3 = m [ 0 ] ; else if ( m1 != m [ 1 ] && m2 != m [ 1 ] ) m3 = m [ 1 ] ; else m3 = m [ 2 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( m3 < m [ i ] && m [ i ] < m2 ) m3 = m [ i ] } printf ( , m1 ) ; printf ( , m2 ) ; printf ( , m3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s967201560.c	int main ( ) { int m [ 10 ] ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( int i = 0 ; i < 9 ; i ++ ) { for ( int j = 9 ; j > i ; j -- ) { if ( m [ j ] < m [ j - 1 ] ) { int t = m [ j ] ; m [ j ] = m [ j - 1 ] ; m [ j - 1 ] = t ; } } } int j = 9 ; for ( int i = 0 ; i < 3 ; i ++ ) { printf ( , m [ j ] ) ; j = j - 1 ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s932569004.c	int main ( ) { int m [ 10 ] ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( int i = 0 ; i < 9 ; i ++ ) { for ( int j = 9 ; j > i ; j -- ) { if ( m [ j ] < m [ j - 1 ] ) { int t = m [ j ] ; m [ j ] = m [ j - 1 ] ; m [ j - 1 ] = t ; } } } int j = 9 ; for ( int i = 0 ; i < 3 ; i ++ ) { printf ( , m [ j ] ) ; j = j - 1 ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s444694191.c	int main ( void ) { int max = 0 , mid = 0 , min = 0 ; int h = 0 ; int temp = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & h ) ; if ( 0 > h || h > 10000 ) { printf ( ) ; return 0 ; } if ( max < h ) { min = mid ; mid = max ; max = h ; } else if ( mid < h ) { min = mid ; mid = h ; } else if ( min < h ) min = h ; } printf ( ) ; printf ( , max , mid , min ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s992320562.c	int main ( ) { int max = 0 , mid = 0 , min = 0 ; int h = 0 ; int temp = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & h ) ; if ( 0 > h || h > 10000 ) { printf ( ) ; return 0 ; } if ( max < h ) { min = mid ; mid = max ; max = h ; } else if ( mid < h ) { min = mid ; mid = h ; } else if ( min < h ) min = h ; } printf ( ) ; printf ( , max , mid , min ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s089688354.c	int main ( void ) { int max = 0 , mid = 0 , min = 0 ; int h = 0 ; int temp = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & h ) ; if ( 0 > h || h > 10000 ) { printf ( ) ; return 0 ; } if ( max < h ) { min = mid ; mid = max ; max = h ; } else if ( mid < h ) { min = mid ; mid = h ; } else if ( min < h ) min = h ; } printf ( ) ; printf ( , max , mid , min ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s129389648.c	int main ( ) { int max = 0 , mid = 0 , min = 0 ; int h = 0 ; int i = 0 for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & h ) ; if ( 0 > h || h > 10000 ) { printf ( ) ; return 0 ; } if ( max < h ) { min = mid ; mid = max ; max = h ; } else if ( mid < h ) { min = mid ; mid = h ; } else if ( min < h ) min = h ; } printf ( ) ; printf ( , max , mid , min ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s260809288.c	int main ( void ) { int i , j , k , a , tmp ; int n [ 10 ] ; for ( k = 1 ; k <= 10 ; k ++ ) { scanf ( , & a ) ; n [ k ] = a ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 10 ; j > i ; j -- ) { if ( n [ j ] >= n [ j - 1 ] ) { tmp = n [ j - 1 ] ; n [ j - 1 ] = n [ j ] ; n [ j ] = tmp ; } } } for ( i = 1 ; i <= 3 ; i ++ ) { printf ( , n [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s429290963.c	int main ( void ) { int i , j , k , a , tmp ; int n [ 10 ] ; for ( k = 1 ; k <= 10 ; k ++ ) { scanf ( , & a ) ; n [ k ] = a ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 10 ; j > i ; j -- ) { if ( n [ j ] > n [ j - 1 ] ) { tmp = n [ j - 1 ] ; n [ j - 1 ] = n [ j ] ; n [ j ] = tmp ; } } } for ( i = 1 ; i <= 3 ; i ++ ) { printf ( , n [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s989089692.c	int main ( void ) { int mountain [ 10 ] ; int i , j , buf ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & mountain [ i ] ) ; } for ( i = 0 ; i < 10 - 1 ; i ++ ) { for ( j = 9 ; j > i ; j -- ) { if ( mountain [ j ] > mountain [ j - 1 ] ) { buf = mountain [ j ] ; mountain [ j - 1 ] = mountain [ j ] ; mountain [ j ] = buf ; } } } for ( i = 0 ; i < 10 ; i ++ ) printf ( , mountain [ i ] ) ; } 
+Project_CodeNet/data/p00001/C/s827036190.c	int main ( void ) { int mountain [ 10 ] ; int i , j , buf ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & mountain [ i ] ) ; } for ( i = 0 ; i < 10 - 1 ; i ++ ) { for ( j = 9 ; j > i ; j -- ) { if ( mountain [ j ] > mountain [ j - 1 ] ) { buf = mountain [ j ] ; mountain [ j ] = mountain [ j - 1 ] ; mountain [ j - 1 ] = buf ; } } } for ( i = 0 ; i < 10 ; i ++ ) printf ( , mountain [ i ] ) ; } 
+Project_CodeNet/data/p00001/C/s939477146.c	int main ( ) { int a [ 10 ] , i , j , temp ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & a [ i ] ) ; for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 8 - i ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { temp = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = temp ; } } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , a [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s186039512.c	int main ( void ) { int i , j , data ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & data ) ; a [ i ] = data ; } for ( i = 0 ; i < 10 ; i ++ ) { j = i ; while ( j >= 1 && a [ j - 1 ] > a [ j ] ) { data = a [ j ] ; a [ j ] = a [ j - 1 ] ; a [ j - 1 ] = data ; j -- ; } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , a [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s015217383.c	int main ( ) { int i , j , n [ 10 ] , k ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { if ( n [ i ] > n [ j ] ) { k = n [ j ] ; n [ j ] = n [ i ] ; n [ i ] = k ; } } } printf ( , n [ 0 ] , n [ 1 ] , n [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s249100364.c	int main ( void ) { int takasa [ 10 ] , i , a , b , c , d ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & takasa [ i ] ) ; } if ( takasa [ 0 ] < takasa [ 1 ] ) { d = takasa [ 1 ] ; } else if ( takasa [ 1 ] < takasa [ 0 ] ) { d = takasa [ 0 ] ; } a = d ; b = d ; c = d ; for ( i = 2 ; i < 10 ; i ++ ) { if ( a < takasa [ i ] ) { a = takasa [ i ] ; } } for ( i = 2 ; i < 10 ; i ++ ) { if ( b < takasa [ i ] && takasa [ i ] != a ) { b = takasa [ i ] ; } } for ( i = 2 ; i < 10 ; i ++ ) { if ( c < takasa [ i ] && takasa [ i ] != a || takasa [ i ] != b ) { c = takasa [ i ] ; } } printf ( , a , b , c ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s655430897.c	int main ( void ) { int high [ 10 ] ; int max ; int sec ; int third ; int i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } max = high [ 0 ] ; for ( i = 1 ; i < 10 ; i ++ ) { if ( max < high [ i ] ) { max = high [ i ] ; } } sec = high [ 0 ] ; for ( i = 1 ; i < 10 ; i ++ ) { if ( sec < high [ i ] && high [ i ] < max ) { sec = high [ i ] ; } } third = high [ 0 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( third < high [ i ] && high [ i ] < sec ) { third = high [ i ] ; } } printf ( , max , sec , third ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s685340509.c	int main ( void ) { int high [ 10 ] ; int max ; int sec ; int third ; int i ; int n ; int j ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } max = high [ 0 ] ; for ( i = 1 ; i < 10 ; i ++ ) { if ( max < high [ i ] ) { max = high [ i ] ; n = i ; } } sec = high [ 0 ] ; for ( i = 1 ; i < 10 ; i ++ ) { if ( sec < high [ i ] && high [ i ] <= max && i != n ) { sec = high [ i ] ; j = i ; } } third = high [ 0 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( third < high [ i ] && high [ i ] <= sec && i != n && j != n ) { third = high [ i ] ; } } printf ( , max , sec , third ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s348894386.c	int main ( void ) { int i , j , a [ 10 ] , t ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 - 1 ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { t = a [ j + 1 ] ; a [ j + 1 ] = a [ j ] ; a [ j ] = t ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s350099096.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 10 ] ; for ( a = 0 ; a < 10 ; a ++ ) { scanf ( , & yama [ a ] ) ; if ( yama [ a ] > i ) i = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > u && i != yama [ a ] ) u = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > e && i != yama [ a ] && u != yama [ a ] ) e = yama [ a ] ; } printf ( , i , u , e ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s555546012.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 10 ] ; for ( a = 0 ; a < 10 ; a ++ ) { scanf ( , & yama [ a ] ) ; if ( yama [ a ] > i ) i = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > u && i != yama [ a ] ) u = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > e && i != yama [ a ] && u != yama [ a ] ) e = yama [ a ] ; } printf ( , i , u , e ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s272410296.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 10 ] ; for ( a = 0 ; a < 10 ; a ++ ) { scanf ( , & yama [ a ] ) ; if ( yama [ a ] > i ) i = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > u && i != yama [ a ] ) u = yama [ a ] ; } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > e && i != yama [ a ] && u != yama [ a ] ) e = yama [ a ] ; } printf ( , i , u , e ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s756607495.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 10 ] ; for ( a = 0 ; a < 10 ; a ++ ) { scanf ( , & yama [ a ] ) ; if ( yama [ a ] > i ) { i = yama [ a ] ; yama [ a ] = 0 ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > u && i ) { u = yama [ a ] ; yama [ a ] = 0 ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > e ) e = yama [ a ] ; } printf ( , i , u , e ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s611620686.c	int main ( void ) { int i , sub ; int high [ 10 ] ; printf ( ) ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; if ( 0 > high [ i ] || high [ i ] > 10000 ) { printf ( ) ; scanf ( , & high [ i ] ) ; } } for ( i = 0 ; i < 9 ; i ++ ) { if ( high [ i ] < high [ i + 1 ] ) { sub = high [ i ] ; high [ i ] = high [ i + 1 ] ; high [ i + 1 ] = sub ; } } printf ( , high [ 0 ] ) ; printf ( , high [ 1 ] ) ; printf ( , high [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s296873302.c	int main ( void ) { int i ; int high [ 10 ] ; int max [ 3 ] = { 0 , 0 , 0 } ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 0 ] < high [ i ] ) max [ 0 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 1 ] < high [ i ] && high [ i ] != max [ 0 ] ) max [ 1 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 2 ] < high [ i ] && high [ i ] != max [ 0 ] && high [ i ] != max [ 1 ] ) max [ 2 ] = high [ i ] ; } printf ( , max [ 0 ] , max [ 1 ] , max [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s373075816.c	int main ( void ) { int i ; int high [ 10 ] ; int max [ 3 ] = { 0 , 0 , 0 } ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 0 ] < high [ i ] ) max [ 0 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 1 ] < high [ i ] && high [ i ] != max [ 0 ] ) max [ 1 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 2 ] < high [ i ] && high [ i ] != max [ 0 ] && high [ i ] != max [ 1 ] ) max [ 2 ] = high [ i ] ; } printf ( , max [ 0 ] , max [ 1 ] , max [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s566057539.c	int main ( void ) { int i ; int high [ 10 ] ; int max [ 3 ] = { 0 , 0 , 0 } ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 0 ] < high [ i ] ) max [ 0 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 1 ] < high [ i ] && high [ i ] != max [ 0 ] ) max [ 1 ] = high [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( max [ 2 ] < high [ i ] && high [ i ] != max [ 0 ] && high [ i ] != max [ 1 ] ) max [ 2 ] = high [ i ] ; } printf ( , max [ 0 ] , max [ 1 ] , max [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s878285243.c	int main ( ) { int n [ 10 ] ; int i , j , k , max = 0 , max1 = 0 , max2 = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n [ i ] ) ; if ( n [ i ] > max ) { max = n [ i ] ; } } printf ( , max ) ; for ( j = 0 ; j < 10 ; j ++ ) { if ( n [ j ] > max1 && n [ j ] < max ) max1 = n [ j ] ; } printf ( , max1 ) ; for ( k = 0 ; k < 10 ; k ++ ) { if ( n [ k ] > max2 && n [ k ] < max1 ) max2 = n [ k ] ; } printf ( , max2 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s849468581.c	int main ( ) { int data [ 10 ] = { 0 } ; int i , temp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & data [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { if ( data [ i ] > data [ i + 1 ] ) { temp = data [ i + 1 ] ; data [ i + 1 ] = data [ i ] ; data [ i ] = temp ; i = 0 ; } } printf ( , data [ 9 ] , data [ 8 ] , data [ 7 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s542028761.c	int main ( void ) { int high [ 10 ] , top1 , top2 , top3 , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } top1 = high [ 0 ] ; top2 = high [ 1 ] ; top3 = high [ 2 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( high [ i ] >= top1 ) { top1 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && high [ i ] >= top2 ) { top2 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && top2 > high [ i ] && high [ i ] >= top3 ) { top3 = high [ i ] ; } } printf ( , top1 , top2 , top3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s751037306.c	int main ( ) { int high [ 10 ] , top1 , top2 , top3 , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } top1 = high [ 0 ] ; top2 = high [ 1 ] ; top3 = high [ 2 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( high [ i ] >= top1 ) { top1 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && high [ i ] >= top2 ) { top2 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && top2 > high [ i ] && high [ i ] >= top3 ) { top3 = high [ i ] ; } } printf ( , top1 , top2 , top3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s735893606.c	int main ( ) { int high [ 10 ] , top1 , top2 , top3 , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } top1 = high [ 0 ] ; top2 = high [ 1 ] ; top3 = high [ 2 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( high [ i ] >= top1 ) { top1 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && high [ i ] >= top2 ) { top2 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && top2 > high [ i ] && high [ i ] >= top3 ) { top3 = high [ i ] ; } } printf ( , top1 ) ; printf ( , top2 ) ; printf ( , top3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s022214436.c	int main ( ) { int high [ 10 ] , top1 , top2 , top3 , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & high [ i ] ) ; } top1 = high [ 0 ] ; top2 = high [ 1 ] ; top3 = high [ 2 ] ; for ( i = 0 ; i < 10 ; i ++ ) { if ( high [ i ] >= top1 ) { top1 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && high [ i ] >= top2 ) { top2 = high [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( top1 > high [ i ] && top2 > high [ i ] && high [ i ] >= top3 ) { top3 = high [ i ] ; } } printf ( , top1 ) ; printf ( , top2 ) ; printf ( , top3 ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s031091507.c	int main ( void ) { int i ; int mount [ 10 ] ; int one = 0 , two = 0 , three = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & mount [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( mount [ i ] > mount [ i - 1 ] ) { three = two ; two = one ; one = mount [ i ] ; } } printf ( , one , two , three ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s015918395.c	int main ( void ) { int i ; int mount [ 10 ] ; int one = 0 , two = 0 , three = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & mount [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( mount [ i ] > mount [ i - 1 ] ) { three = two ; two = one ; one = mount [ i ] ; } } printf ( , one , two , three ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s442553546.c	int main ( void ) { int lis [ 10 ] ; int i = 0 ; int j = 0 ; int n = 0 ; for ( i = 0 ; i != 10 ; i ++ ) { scanf ( , & lis [ i ] ) ; } for ( i = 0 ; i != 10 ; i ++ ) { for ( j = 0 ; j != 9 ; j ++ ) { if ( lis [ j ] > lis [ j + 1 ] ) { n = lis [ j ] ; lis [ j ] = lis [ j + 1 ] ; lis [ j + 1 ] = n ; } } } printf ( , lis [ 10 ] ) ; printf ( , lis [ 9 ] ) ; printf ( , lis [ 8 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s245794127.c	int main ( ) { long long num1 , num2 , g = 1 , l , i , j , min ; while ( scanf ( , & num1 , & num2 ) != EOF ) { min = num1 <= num2 ? num1 : num2 ; for ( i = 2 ; i <= min ; i ++ ) if ( num1 % i == 0 && num2 % i == 0 ) g = i ; l = ( num1 * num2 ) / g ; printf ( , g , l ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s562786612.c	int main ( ) { int i , a [ 10 ] , j = 0 , k = 0 , l = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( a [ i ] > j ) j = a [ i ] ; } for ( i = 0 ; i < 10 ; i ++ ) { if ( a [ i ] != j ) { if ( a [ i ] > k ) k = a [ i ] ; } } for ( i = 0 ; i < 10 ; i ++ ) { if ( a [ i ] != j && a [ i ] != k ) { if ( a [ i ] > l ) l = a [ i ] ; } } printf ( , j , k , l ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s609422516.c	int main ( void ) { int i , j , k ; int u [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & u [ i ] ) ; } for ( j = 0 ; j < 9 ; j ++ ) { for ( k = j ; k < 9 ; k ++ ) { if ( u [ j ] < u [ k ] ) { i = u [ j ] ; u [ j ] = u [ k ] ; u [ k ] = i ; } } } for ( i = 0 ; i <= 2 ; i ++ ) { printf ( , u [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s024773001.c	int main ( void ) { int i , j , k ; int u [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & u [ i ] ) ; } for ( j = 0 ; j < 9 ; j ++ ) { for ( k = j ; k < 9 ; k ++ ) { if ( u [ j ] < u [ k ] ) { i = u [ j ] ; u [ j ] = u [ k ] ; u [ k ] = i ; } } } for ( i = 0 ; i <= 2 ; i ++ ) { printf ( , u [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s606679453.c	int main ( ) { int a [ 10 ] , i , d , e , f , g ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } d = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { if ( d < a [ i ] ) { d = a [ i ] ; } } i = g ; e = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { if ( i == g - 1 ) { i = i + 1 ; } if ( a [ i ] > e && a [ i ] < d ) { e = a [ i ] ; } } f = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { if ( i == g - 1 ) { i = i + 2 ; } if ( a [ i ] > f && a [ i ] < e ) { f = a [ i ] ; } } printf ( , d , e , f ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s322220379.c	int no [ 3 ] ; int main ( void ) { int ht [ 10 ] ; int i , j ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & ht [ i ] ) ; } for ( j = 0 ; j < 3 ; j ++ ) { for ( i = 0 ; i < 10 ; i ++ ) { if ( ( no [ j ] < ht [ i ] ) && ( no [ 0 ] != ht [ i ] ) && ( no [ 1 ] != ht [ i ] ) ) { no [ j ] = ht [ i ] ; } } printf ( , no [ j ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s780283183.c	int main ( void ) { int ht [ 10 ] ; int i , j ; int no [ 3 ] = { 0 , 0 , 0 } ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & ht [ i ] ) ; } for ( j = 0 ; j < 3 ; j ++ ) { for ( i = 0 ; i < 10 ; i ++ ) { if ( ( no [ j ] < ht [ i ] ) && ( no [ 0 ] != ht [ i ] ) && ( no [ 1 ] != ht [ i ] ) ) { no [ j ] = ht [ i ] ; } } printf ( , no [ j ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s330824156.c	int main ( void ) { int Mt ; int t [ 3 ] ; int i , j ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & Mt ) ; if ( i == 0 ) { t [ 0 ] = Mt ; t [ 1 ] = Mt ; t [ 2 ] = Mt ; continue ; } else { if ( Mt > t [ 0 ] ) { t [ 2 ] = t [ 1 ] ; t [ 1 ] = t [ 0 ] ; t [ 0 ] = Mt ; } else if ( Mt > t [ 1 ] ) { t [ 2 ] = t [ 1 ] ; t [ 1 ] = Mt ; } else if ( Mt > t [ 2 ] ) { t [ 2 ] = Mt ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , t [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s266104151.c	int main ( ) { int i = 0 , a [ 3 ] = { 0 } , d ; for ( ; ; ) { scanf ( , & d ) ; if ( a [ 0 ] < d ) { a [ 2 ] = a [ 1 ] ; a [ 1 ] = a [ 0 ] ; a [ 0 ] = d ; } if ( a [ 0 ] > d && a [ 1 ] < d ) { a [ 1 ] = a [ 0 ] ; a [ 0 ] = d ; } if ( a [ 1 ] > d && a [ 2 ] < d ) { a [ 1 ] = a [ 0 ] ; a [ 0 ] = d ; } i ++ ; if ( i == 10 ) break ; } printf ( , a [ 0 ] , a [ 1 ] , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s469957124.c	int main ( ) { int i = 0 , a [ 3 ] = { 0 } , k ; for ( ; ; ) { scanf ( , & k ) ; if ( a [ 0 ] <= k ) { a [ 2 ] = a [ 1 ] ; a [ 1 ] = a [ 0 ] ; a [ 0 ] = k ; } if ( a [ 0 ] > k && a [ 1 ] < k ) { a [ 2 ] = a [ 1 ] ; a [ 1 ] = k ; } if ( a [ 1 ] > k && a [ 2 ] < k ) { a [ 2 ] = k ; } i ++ ; if ( i == 10 ) break ; } printf ( , a [ 0 ] , a [ 1 ] , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s910205459.c	int main ( void ) { int i , j , k , h , temp ; int hill [ 10 ] ; temp = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & hill [ i ] ) ; } for ( j = 0 ; j < i ; j ++ ) { for ( k = i - 1 ; k > j ; k -- ) { if ( hill [ i ] > hill [ i - 1 ] ) { temp = hill [ i ] ; hill [ i ] = hill [ i - 1 ] ; hill [ i - 1 ] = temp ; } } } for ( h = 0 ; h < 3 ; h ++ ) { printf ( , hill [ h ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s496226322.c	int main ( void ) { int a [ 10 ] , i , j , work ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & a [ i ] ) ; for ( i = 0 ; i < 3 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { if ( a [ i ] < a [ j ] ) { work = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = work ; } } } printf ( , a [ 0 ] ) ; printf ( , a [ 1 ] ) ; printf ( , a [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s384157218.c	int main ( void ) { int i , j , work ; int Mt [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { printf ( , i + 1 ) ; scanf ( , & Mt [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( Mt [ i ] < Mt [ j ] ) { work = Mt [ j ] ; Mt [ j ] = Mt [ i ] ; Mt [ i ] = work ; } } } printf ( , Mt [ 0 ] ) ; printf ( , Mt [ 1 ] ) ; printf ( , Mt [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s257556602.c	int main ( void ) { int i , j , work ; int Mt [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { printf ( , i + 1 ) ; scanf ( , & Mt [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( Mt [ i ] < Mt [ j ] ) { work = Mt [ j ] ; Mt [ j ] = Mt [ i ] ; Mt [ i ] = work ; } } } printf ( , Mt [ 0 ] ) ; printf ( , Mt [ 1 ] ) ; printf ( , Mt [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s294936892.c	int main ( void ) { int i , j , work ; int Mt [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { printf ( , i + 1 ) ; scanf ( , & Mt [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( Mt [ i ] < Mt [ j ] ) { work = Mt [ j ] ; Mt [ j ] = Mt [ i ] ; Mt [ i ] = work ; } } } printf ( , Mt [ 0 ] ) ; printf ( , Mt [ 1 ] ) ; printf ( , Mt [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s042804988.c	int main ( void ) { int count , count1 , count2 , num , num1 = 0 , num2 = 0 , num3 = 0 , i ; int hill [ 10 ] = { } , ans [ 3 ] = { } ; for ( count = 0 ; count < 10 ; count ++ ) { scanf ( , & hill [ count ] ) ; } for ( count2 = 0 ; count2 < 10 ; count2 ++ ) { for ( count = 0 ; count < 9 ; count ++ ) { if ( hill [ count + 1 ] < hill [ count ] ) { num = hill [ count + 1 ] ; hill [ count + 1 ] = hill [ count ] ; hill [ count ] = num ; printf ( , count ) ; } } } for ( count1 = 0 ; count1 < 3 ; count1 ++ ) { ans [ count1 ] = hill [ count - count1 ] ; } printf ( , ans [ 0 ] , ans [ 1 ] , ans [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s839245224.c	int main ( void ) { int count , count1 , count2 , num , num1 = 0 , num2 = 0 , num3 = 0 , i ; int hill [ 10 ] = { } , ans [ 3 ] = { } ; for ( count = 0 ; count < 10 ; count ++ ) { scanf ( , & hill [ count ] ) ; } for ( count2 = 0 ; count2 < 10 ; count2 ++ ) { for ( count = 0 ; count < 9 ; count ++ ) { if ( hill [ count + 1 ] < hill [ count ] ) { num = hill [ count + 1 ] ; hill [ count + 1 ] = hill [ count ] ; hill [ count ] = num ; printf ( , count ) ; } } } for ( count1 = 0 ; count1 < 3 ; count1 ++ ) { ans [ count1 ] = hill [ count - count1 ] ; } printf ( , ans [ 0 ] , ans [ 1 ] , ans [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s072240130.c	int main ( ) { int i , j , k , array [ 10 ] , tmp ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & array [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { k = 0 ; for ( j = 0 ; j < 10 ; j ++ ) { if ( array [ k ] < array [ j ] ) { tmp = array [ k ] ; array [ k ] = array [ j ] ; array [ j ] = tmp ; k ++ ; } } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , array [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s969781735.c	int main ( ) { int i , j , k , x [ 10 ] , tmp ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & x [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 9 ; j > i ; j -- ) { if ( x [ j - 1 ] > x [ j ] ) { tmp = x [ j ] ; x [ j ] = x [ j - 1 ] ; x [ j - 1 ] = tmp ; } } } k = 0 ; for ( i = 0 ; i < 10 ; i ++ ) printf ( , x [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s226020298.c	int main ( ) { int mnt [ 10 ] ; int i , j , buf ; FOR ( i , 10 ) scanf ( , & mnt [ i ] ) ; FOR ( i , 10 ) { j = i + 1 ; FOR ( j , 10 ) { if ( mnt [ i ] < mnt [ j ] ) { buf = mnt [ i ] ; mnt [ i ] = mnt [ j ] ; mnt [ j ] = buf ; } } } FOR ( i , 3 ) printf ( , mnt [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s569481221.c	int main ( void ) { int i , j , k , l ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { k = a [ i ] ; for ( j = 0 ; j < 10 ; j ++ ) { if ( a [ j ] > k ) { k = a [ j ] ; l = j ; } } a [ l ] = 0 ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s397627517.c	int main ( ) { int b [ 3 ] = { 0 , 0 , 0 } ; int a [ 10 ] ; int i , j ; for ( i = 0 ; i <= 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 3 ; j ++ ) { if ( a [ i ] > b [ j ] ) { b [ j ] = a [ i ] ; break ; } } } printf ( , b [ 0 ] , b [ 1 ] , b [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s374601710.c	int main ( void ) { int i , j , k , a , tmp ; int n [ 10 ] ; for ( k = 1 ; k <= 10 ; k ++ ) { scanf ( , & a ) ; n [ k ] = a ; } for ( i = 1 ; i <= 10 ; i ++ ) { for ( j = 10 ; j >= i + 1 ; j -- ) { if ( n [ j ] > n [ j - 1 ] ) { tmp = n [ j - 1 ] ; n [ j - 1 ] = n [ j ] ; n [ j ] = tmp ; } } } for ( i = 1 ; i <= 3 ; i ++ ) { printf ( , n [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s439449315.c	int main ( ) { int n ; int a , b , c ; a = b = c = 0 ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & n ) ; if ( n >= a ) { c = b ; b = a ; a = n ; } else if ( n >= b ) { c = b , b = n ; } else if ( n > c ) { c = n ; } } printf ( , a , b , c ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s283940403.c	int main ( ) { int i , temp , h ; int m [ 3 ] = { 0 , 0 , 0 } ; while ( scanf ( , & h ) != EOF ) { for ( i = 0 ; i < 3 ; i ++ ) { if ( m [ i ] < h && i < 3 ) { temp = m [ i ] ; m [ i ] = h ; h = temp ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , m [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s409935321.c	int main ( ) { int a [ 10 ] ; int b , c , tmp ; for ( b = 0 ; b < 10 ; b ++ ) { scanf ( , & a [ b ] ) ; } for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 9 ; c > b ; c -- ) { if ( a [ c ] > a [ c - 1 ] ) { tmp = a [ c ] ; a [ c ] = a [ c - 1 ] ; a [ c - 1 ] = tmp ; } } } for ( b = 0 ; b < 3 ; b ++ ) { printf ( , a [ b ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s799542595.c	int main ( ) { int a [ 10 ] ; int b , c , tmp ; for ( b = 0 ; b < 10 ; b ++ ) { scanf ( , & a [ b ] ) ; } for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 9 ; c > b ; c -- ) { if ( a [ c ] > a [ c - 1 ] ) { tmp = a [ c ] ; a [ c ] = a [ c - 1 ] ; a [ c - 1 ] = tmp ; } } } for ( b = 0 ; b < 3 ; b ++ ) { printf ( , a [ b ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s774010190.c	int main ( void ) { int a = 0 , b = 0 , c = 0 , tem , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & tem ) ; if ( tem >= a ) { c = b ; b = a ; a = tem ; } else if ( tem >= b ) { c = b ; b = tem ; } else if ( tem >= c ) { c = tem ; } } printf ( , a , b , c ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s632066559.c	int main ( void ) { int i , j , n [ 11 ] , wk ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( n [ i ] < n [ j ] ) { wk = n [ i ] ; n [ i ] = n [ j ] ; n [ j ] = wk ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , n [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s058153108.c	int main ( void ) { int n [ 10 ] , max = 0 , maxpoint ; for ( int i = 0 ; i < 10 ; i ++ ) scanf ( , & n [ i ] ) ; for ( int i = 0 ; i < 3 ; i ++ ) { for ( int j = 0 ; j < 10 ; j ++ ) { if ( max < n [ j ] ) { max = n [ j ] ; maxpoint = j ; } } printf ( , n [ maxpoint ] ) ; max = 0 ; n [ maxpoint ] = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s034758306.c	int main ( void ) { int first = 0 , second = 0 , third = 0 , input ; for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & input ) ; if ( input > first ) { third = second ; second = first ; first = input ; } else if ( input > second ) { third = second ; second = input ; } else if ( input > third ) third = input ; } printf ( , first , second , third ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s257888885.c	int main ( ) { int height [ 10 ] ; for ( int i = 0 ; i < 10 ; ++ i ) scanf ( , height + i ) ; for ( int i = 0 ; i < 3 ; ++ i ) { int j_max = i ; for ( int j = i + 1 ; j < 10 ; ++ j ) if ( height [ j ] > height [ j_max ] ) j_max = j ; if ( j_max != i ) { int tmp = height [ j_max ] ; height [ j_max ] = height [ i ] ; height [ i ] = tmp ; } } for ( int i = 0 ; i < 3 ; ++ i ) printf ( , height [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s523393301.c	int main ( ) { int a [ 10 ] , i , j , n ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & a [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i ; j < 10 ; j ++ ) { if ( a [ i ] < a [ j ] ) { n = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = n ; } } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , a [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s146510464.c	int main ( ) { int n , i , j , temp = 0 , ar [ 10 ] ; n = 10 ; for ( i = 0 ; i < n ; i ++ ) scanf ( , & ar [ i ] ) ; for ( i = 0 ; i < n - 1 ; i ++ ) { for ( j = i + 1 ; j < n ; j ++ ) { if ( ar [ i ] > ar [ j ] ) { temp = ar [ i ] ; ar [ i ] = ar [ j ] ; ar [ j ] = temp ; } } } for ( i = n - 1 ; i > n - 4 ; i -- ) { printf ( , ar [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s141089749.c	int main ( void ) { int i , j , data ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & data ) ; a [ i ] = data ; } for ( i = 0 ; i < 10 ; i ++ ) { j = i ; while ( j >= 1 && a [ j - 1 ] > a [ j ] ) { data = a [ j ] ; a [ j ] = a [ j - 1 ] ; a [ j - 1 ] = data ; j -- ; } } for ( i = 9 ; i > 6 ; i -- ) printf ( , a [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s480841335.c	int main ( ) { int a [ 10 ] , i , j , box ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { box = a [ j ] ; a [ j ] = a [ j + 1 ] ; a [ j + 1 ] = box ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s324933356.c	int main ( void ) { int i , j , k ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { if ( a [ i ] > a [ j ] ) { k = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = k ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s183862769.c	int main ( ) { int i , j , n [ 10 ] , k ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { if ( n [ j ] <= n [ j + 1 ] ) { k = n [ j ] ; n [ j ] = n [ j + 1 ] ; n [ j + 1 ] = k ; } } } printf ( , n [ 0 ] , n [ 1 ] , n [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s238107334.c	int a [ 100 ] ; int main ( ) { for ( int i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( int i = 0 ; i < 3 ; i ++ ) { int max = 0 , po ; for ( int u = 0 ; u < 10 ; u ++ ) { if ( a [ u ] > max ) { max = a [ u ] ; po = u ; } } printf ( , max ) ; a [ po ] = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s951309850.c	int main ( void ) { int i , j , k ; int a [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { if ( a [ i ] > a [ j ] ) { k = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = k ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s559047246.c	int main ( ) { int x [ 10 ] , y , z , i ; for ( y = 0 ; y < 10 ; y ++ ) { scanf ( , & x [ y ] ) ; } for ( y = 0 ; y < 1000 ; y ++ ) { for ( z = 1 ; z < 10 ; z ++ ) { if ( x [ z ] > x [ z - 1 ] ) { i = x [ z - 1 ] ; x [ z - 1 ] = x [ z ] ; x [ z ] = i ; } } } for ( y = 0 ; y < 3 ; y ++ ) { printf ( , x [ y ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s903845447.c	int main ( ) { int n [ 10 ] , i , j , temp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & n [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { if ( n [ j ] < n [ j + 1 ] ) { temp = n [ j ] ; n [ j ] = n [ j + 1 ] ; n [ j + 1 ] = temp ; } } } for ( j = 0 ; j < 3 ; j ++ ) printf ( , n [ j ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s962895277.c	int main ( ) { int a [ 30 ] ; int i , j , n ; for ( i = 0 ; i < 10 ; ++ i ) scanf ( , & a [ i ] ) ; for ( i = 0 ; i < 10 ; ++ i ) { for ( j = i + 1 ; j < 10 ; ++ j ) { if ( a [ i ] < a [ j ] ) { n = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = n ; } } } for ( i = 0 ; i < 3 ; ++ i ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s518073662.c	int main ( ) { int i , j , a [ 10 ] , temp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { if ( a [ i ] > a [ j ] ) { temp = a [ j ] ; a [ j ] = a [ i ] ; a [ i ] = temp ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s951185798.c	int main ( void ) { int m_1st , m_2nd , m_3rd ; int input ; int i ; m_1st = 0 ; m_2nd = 0 ; m_3rd = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & input ) ; if ( input > m_1st ) { m_3rd = m_2nd ; m_2nd = m_1st ; m_1st = input ; } else if ( input > m_2nd ) { m_3rd = m_2nd ; m_2nd = input ; } else if ( input > m_3rd ) { m_3rd = input ; } } printf ( , m_1st , m_2nd , m_3rd ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s167408735.c	int main ( ) { int i , j , k , tmp ; int ym [ 10001 ] = { 0 } ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & ym [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( ym [ i ] < ym [ j ] ) { tmp = ym [ i ] ; ym [ i ] = ym [ j ] ; ym [ j ] = tmp ; } } } for ( k = 0 ; k < 3 ; k ++ ) printf ( , ym [ k ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s967172968.c	int main ( void ) { int m [ 10 ] ; int i , j ; int t ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( i = 0 ; i < 10 - i ; i ++ ) { for ( j = 10 - 1 ; j > i ; j -- ) { if ( m [ j ] > m [ j - 1 ] ) { t = m [ j ] ; m [ j ] = m [ j - 1 ] ; m [ j - 1 ] = t ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , m [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s205082988.c	int main ( void ) { int i , array [ 10 ] , max [ 3 ] = { 0 } ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & array [ i ] ) ; if ( max [ 0 ] < array [ i ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = max [ 0 ] ; max [ 0 ] = array [ i ] ; } else if ( max [ 1 ] < array [ i ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = array [ i ] ; } else if ( max [ 2 ] < array [ i ] ) { max [ 2 ] = array [ i ] ; } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , max [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s769539702.c	int main ( void ) { int maxA = - 1 , maxB = - 1 , maxC = - 1 , tmp , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & tmp ) ; if ( maxA < tmp ) { maxC = maxB ; maxB = maxA ; maxA = tmp ; } else if ( maxB < tmp ) { maxC = maxB ; maxB = tmp ; } else if ( maxC < tmp ) { maxC = tmp ; } } printf ( , maxA , maxB , maxC ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s094119934.c	int main ( void ) { int maxA = 0 , maxB = 0 , maxC = 0 , tmp , i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & tmp ) ; if ( maxA < tmp ) { maxC = maxB ; maxB = maxA ; maxA = tmp ; } else if ( maxB < tmp ) { maxC = maxB ; maxB = tmp ; } else if ( maxC < tmp ) { maxC = tmp ; } } printf ( , maxA , maxB , maxC ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s823567506.c	int main ( void ) { int i , j ; int height [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & height [ i ] ) ; } int tmp ; for ( i = 0 ; i < 3 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( height [ i ] < height [ j ] ) { tmp = height [ i ] ; height [ i ] = height [ j ] ; height [ j ] = tmp ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , height [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s887754524.c	int main ( void ) { int i , takasa [ 10 ] , itiban , niban , sanban ; itiban = 0 ; niban = 0 ; sanban = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & takasa [ i ] ) ; if ( itiban <= takasa [ i ] ) { sanban = niban ; niban = itiban ; itiban = takasa [ i ] ; } else if ( niban <= takasa [ i ] ) { sanban = niban ; niban = takasa [ i ] ; } else if ( sanban <= takasa [ i ] ) { sanban = takasa [ i ] ; } } printf ( , itiban , niban , sanban ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s055453742.c	int main ( ) { int i , j , max , temp ; int ya [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & ya [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { max = i ; for ( j = i + 1 ; j < 10 ; j ++ ) { if ( ya [ max ] < ya [ j ] ) { temp = ya [ max ] ; ya [ max ] = ya [ j ] ; ya [ j ] = temp ; } } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , ya [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s577207018.c	int main ( void ) { int num [ 10 ] ; int c ; int i ; int j ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & num [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 ; j ++ ) { if ( num [ j ] > num [ j + 1 ] ) { c = num [ j + 1 ] ; num [ j + 1 ] = num [ j ] ; num [ j ] = c ; } } } printf ( , num [ 9 ] , num [ 8 ] , num [ 7 ] ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00001/C/s236338977.c	int main ( void ) { int h [ 10 ] , i , j , hoge ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & h [ i ] ) ; } for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 9 ; j > 0 ; j -- ) { if ( h [ j ] > h [ j - 1 ] ) { hoge = h [ j ] ; h [ j ] = h [ j - 1 ] ; h [ j - 1 ] = hoge ; } } } printf ( , h [ 0 ] , h [ 1 ] , h [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s589938171.c	int main ( ) { int i , mt [ 11 ] ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & mt [ i ] ) ; for ( i = 0 ; i < 100 ; i ++ ) { if ( mt [ i % 10 ] < mt [ ( i % 10 ) + 1 ] ) { mt [ 10 ] = mt [ i % 10 ] ; mt [ i % 10 ] = mt [ ( i % 10 ) + 1 ] ; mt [ ( i % 10 ) + 1 ] = mt [ 10 ] ; } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , mt [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s029424263.c	int sort ( const void * a , const void * b ) { return * ( int * ) b - * ( int * ) a ; } int main ( ) { int top [ 4 ] = { 0 } ; int i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & top [ 3 ] ) ; qsort ( top , 4 , sizeof ( int ) , sort ) ; } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , top [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s377986719.c	int compareInt ( const void * a , const void * b ) { return * ( ( const int * ) b ) - * ( ( const int * ) a ) ; } int main ( ) { int height [ 10 ] ; int i ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & height [ i ] ) ; } qsort ( height , 10 , sizeof ( int ) , compareInt ) ; printf ( , height [ 0 ] , height [ 1 ] , height [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s384911545.c	int main ( ) { int hill [ 11 ] ; int i , j , tmp ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & hill [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( hill [ i ] < hill [ j ] ) { tmp = hill [ i ] ; hill [ i ] = hill [ j ] ; hill [ j ] = tmp ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , hill [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s826240749.c	int main ( void ) { int i , j , a [ 10 ] , t ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 - 1 ; j ++ ) { if ( a [ j ] < a [ j + 1 ] ) { t = a [ j + 1 ] ; a [ j + 1 ] = a [ j ] ; a [ j ] = t ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s022722597.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 10 ] ; for ( a = 0 ; a < 10 ; a ++ ) { scanf ( , & yama [ a ] ) ; if ( yama [ a ] > i ) { i = yama [ a ] ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] == i ) { yama [ a ] = 0 ; break ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > u ) { u = yama [ a ] ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] == u ) { yama [ a ] = 0 ; break ; } } for ( a = 0 ; a < 10 ; a ++ ) { if ( yama [ a ] > e ) e = yama [ a ] ; } printf ( , i , u , e ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s240982885.c	main ( ) { int a , i , j , k , smp ; int yama [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & yama [ i ] ) ; } for ( j = 0 ; j < 10 ; j ++ ) { for ( k = j + 1 ; k < 10 ; k ++ ) { if ( yama [ j ] < yama [ k ] ) { smp = yama [ j ] ; yama [ j ] = yama [ k ] ; yama [ k ] = smp ; } } } for ( a = 0 ; a < 3 ; a ++ ) { printf ( , yama [ a ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s061546527.c	int main ( void ) { int m [ NUM ] , i , j , temp ; for ( i = 0 ; i < NUM ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( i = 0 ; i < NUM - 1 ; i ++ ) { for ( j = 0 ; j < NUM - i - 1 ; j ++ ) { if ( m [ j ] < m [ j + 1 ] ) { temp = m [ j ] ; m [ j ] = m [ j + 1 ] ; m [ j + 1 ] = temp ; } } } printf ( , m [ 0 ] ) ; printf ( , m [ 1 ] ) ; printf ( , m [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s572788156.c	int compare_int ( const void * a , const void * b ) { return * ( int * ) b - * ( int * ) a ; } int main ( ) { int i ; int height [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , height + i ) ; } qsort ( height , 10 , sizeof ( int ) , compare_int ) ; for ( i = 0 ; i < 3 ; i ++ ) { printf ( , height [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s180682373.c	int main ( ) { int i , m [ 3 ] = { } , a ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & a ) ; if ( a > m [ 0 ] ) { m [ 2 ] = m [ 1 ] ; m [ 1 ] = m [ 0 ] ; m [ 0 ] = a ; } else if ( a > m [ 1 ] ) { m [ 2 ] = m [ 1 ] ; m [ 1 ] = a ; } else if ( a > m [ 2 ] ) { m [ 2 ] = a ; } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , m [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s116108399.c	int main ( void ) { int i , j , tem , hei [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & hei [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = 0 ; j < 9 - i ; j ++ ) { if ( hei [ j ] < hei [ j + 1 ] ) { tem = hei [ j ] ; hei [ j ] = hei [ j + 1 ] ; hei [ j + 1 ] = tem ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , hei [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s384517028.c	int main ( ) { int h ; int height [ ] = { 0 , 0 , 0 } ; while ( scanf ( , & h ) != EOF ) { if ( height [ 0 ] < h ) { height [ 2 ] = height [ 1 ] ; height [ 1 ] = height [ 0 ] ; height [ 0 ] = h ; } else if ( height [ 1 ] < h ) { height [ 2 ] = height [ 1 ] ; height [ 1 ] = h ; } else if ( height [ 2 ] < h ) { height [ 2 ] = h ; } } printf ( , height [ 0 ] ) ; printf ( , height [ 1 ] ) ; printf ( , height [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s151086923.c	int main ( ) { long int a [ 10000 ] , i , j , x ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & a [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( a [ i ] < a [ j ] ) { x = a [ i ] ; a [ i ] = a [ j ] ; a [ j ] = x ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , a [ i ] ) ; printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s319898817.c	int main ( ) { long int number [ 10000 ] , i , j , a ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & number [ i ] ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( number [ i ] < number [ j ] ) { a = number [ i ] ; number [ i ] = number [ j ] ; number [ j ] = a ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , number [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00001/C/s038818346.c	int cmp ( const void * p , const void * q ) { return * ( int * ) q - * ( int * ) p ; } int main ( void ) { int i ; int h [ 10 ] ; for ( i = 0 ; i < 10 ; i ++ ) scanf ( , & h [ i ] ) ; qsort ( h , 10 , sizeof ( int ) , cmp ) ; for ( i = 0 ; i < 3 ; i ++ ) printf ( , h [ i ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s278245087.c	int main ( void ) { int i , j ; int yama [ 10 ] ; int pose ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & yama [ i ] ) ; } for ( i = 0 ; i < 9 ; i ++ ) { for ( j = i + 1 ; j < 10 ; j ++ ) { if ( yama [ i ] < yama [ j ] ) { pose = yama [ i ] ; yama [ i ] = yama [ j ] ; yama [ j ] = pose ; } } } printf ( , yama [ 0 ] , yama [ 1 ] , yama [ 2 ] ) ; return 0 ; } 
+Project_CodeNet/data/p00001/C/s106986866.c	int main ( void ) { int i , j ; int m [ 10 ] ; int t ; for ( i = 0 ; i < 10 ; i ++ ) { scanf ( , & m [ i ] ) ; } for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 10 - 1 ; j > i ; j -- ) { if ( m [ j - 1 ] < m [ j ] ) { t = m [ j ] ; m [ j ] = m [ j - 1 ] ; m [ j - 1 ] = t ; } } } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , m [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s708870384.c	int main ( void ) { int input1 , input2 ; int buff ; int i ; while ( scanf_s ( , & input1 , & input2 ) != EOF ) { buff = input1 + input2 ; i = 1 ; while ( buff >= 10 ) { buff /= 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s676342134.c	int main ( ) { int a , b ; int count1 = 0 , count2 = 0 ; int sum ; while ( scanf ( , & a , & b ) != EOF ) { while ( a < 1000000 && a > 0 ) { a /= 10 ; count1 ++ ; } while ( b < 1000000 && b > 0 ) { b /= 10 ; count2 ++ ; } sum = count1 + count2 ; printf ( , sum ) ; count1 = 0 ; count2 = 0 ; sum = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s622742573.c	int main ( ) { int a , b ; int count1 = 0 , count2 = 0 ; int sum ; while ( scanf ( , & a , & b ) != EOF ) { while ( a < 1000000 && a > 0 ) { a /= 10 ; count1 ++ ; } while ( b < 1000000 && b > 0 ) { b /= 10 ; count2 ++ ; } sum = count1 + count2 ; printf ( , sum ) ; count1 = 0 ; count2 = 0 ; sum = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s313440307.c	int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { if ( a >= 0 && b >= 0 && a <= 1000000 && b <= 1000000 ) { int n = a + b , count = 0 ; while ( n ) { count ++ ; n /= 10 ; } printf ( , count ) ; } } 
+Project_CodeNet/data/p00002/C/s228932699.c	int main ( int argc , char * argv [ ] ) { int a1 , b1 , sum1 , tenpower1 , i1 , digit1 ; while ( scanf ( , & a1 , & b1 ) != EOF ) { sum1 = a1 + b1 ; i1 = 0 ; digit1 = - 1 ; do { tenpower1 = pow ( 10 , i1 ) ; digit1 = digit1 + 1 ; i1 ++ ; } while ( sum1 / tenpower1 >= 1 ) ; printf ( , digit1 ) ; } return ( 0 ) ; 
+Project_CodeNet/data/p00002/C/s258845140.c	int main ( int argc , char * argv [ ] ) { int num1 , num2 , i , num3 ; while ( scanf ( , & num1 , & num2 ) != EOF ) { i = 0 ; num3 = num1 + num2 ; while ( num3 >= 1 ) { num3 /= 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s075334530.c	int main ( int argc , const char * argv [ ] ) { int a = 0 , b = 0 ; printf ( ) ; scanf ( , & a , & b ) ; int sum = 0 ; sum = a + b ; double i = 0.0 ; int pow_result1 = 0 ; int pow_result2 = 0 ; for ( i = 0 ; i < 6 ; i ++ ) { pow_result1 = 10 ^ i ; pow_result2 = 10 ^ ( i + 1 ) ; if ( sum > pow_result1 && sum < pow_result2 ) printf ( , i + 1 ) ; if ( sum == pow ( 10 , i + 1 ) ) printf ( , i + 2 ) ; } } 
+Project_CodeNet/data/p00002/C/s951817441.c	using namespace std ; int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { int x = a + b ; int cnt = 0 ; while ( x ) { cnt ++ ; x /= 10 ; } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s314042206.c	using namespace std ; const int INF = 1e9 ; int f [ 5050 ] [ 5050 ] ; int b [ 5050 ] , a [ 5050 ] ; int calc ( int L , int R ) { if ( L > R ) return 0 ; if ( L == R ) return f [ L ] [ R ] = a [ 1 ] ; if ( f [ L ] [ R ] != - 1 ) return f [ L ] [ R ] ; f [ L ] [ R ] = a [ R - L + 1 ] ; int i = L , j = R ; LL sum = 0 ; LL sum1 = 0 ; for ( ; i <= R ; i ++ ) { sum1 += b [ i ] ; while ( j > i && sum < sum1 ) { sum += b [ j ] ; j -- ; } if ( j < i ) break ; if ( sum != sum1 ) continue ; f [ L ] [ R ] = min ( f [ L ] [ R ] , calc ( i + 1 , j ) + a [ i - L + 1 ] + a [ R - j ] ) ; } return f [ L ] [ R ] ; } int main ( ) { int n ; while ( ~ scanf ( , & n ) ) { if ( ! n ) break ; memset ( f , - 1 , sizeof ( f ) ) ; for ( int i = 1 ; i <= n ; i ++ ) scanf ( , & b [ i ] ) ; for ( int i = 1 ; i <= n ; i ++ ) scanf ( , & a [ i ] ) ; printf ( , calc ( 1 , n ) ) ; } } 
+Project_CodeNet/data/p00002/C/s511458041.c	int main ( void ) { int a , b , sum , keta , count , answer [ 200 ] = { } ; for ( count = 0 ; count < 200 ; count ++ ) { keta = 1 ; scanf ( , & a , & b ) ; sum = a + b ; if ( sum / 10 != 0 ) { keta ++ ; if ( sum / 100 != 0 ) { keta ++ ; if ( sum / 1000 != 0 ) { keta ++ ; if ( sum / 10000 != 0 ) { keta ++ ; if ( sum / 100000 != 0 ) { keta ++ ; if ( sum / 1000000 != 0 ) { keta ++ ; } } } } } } answer [ count ] = keta ; } for ( sum = 0 ; sum < count ; sum ++ ) { printf ( , answer [ sum ] ) ; } 1 1 return 0 ; } 
+Project_CodeNet/data/p00002/C/s846367859.c	int main ( void ) { int a , b , sum , keta , count , answer [ 200 ] = { } ; for ( count = 0 ; count < 200 ; count ++ ) { keta = 1 ; scanf ( , & a , & b ) ; sum = a + b ; if ( sum / 10 != 0 ) { keta ++ ; if ( sum / 100 != 0 ) { keta ++ ; if ( sum / 1000 != 0 ) { keta ++ ; if ( sum / 10000 != 0 ) { keta ++ ; if ( sum / 100000 != 0 ) { keta ++ ; if ( sum / 1000000 != 0 ) { keta ++ ; } } } } } } answer [ count ] = keta ; } for ( sum = 0 ; sum < count ; sum ++ ) { printf ( , answer [ sum ] ) ; } 1 1 return 0 ; } 
+Project_CodeNet/data/p00002/C/s168388994.c	int main ( void ) { int a , b , sum , keta , count , answer [ 200 ] = { } ; for ( count = 0 ; count < 200 ; count ++ ) { keta = 1 ; scanf ( , & a , & b ) ; sum = a + b ; if ( sum / 10 != 0 ) { keta ++ ; if ( sum / 100 != 0 ) { keta ++ ; if ( sum / 1000 != 0 ) { keta ++ ; if ( sum / 10000 != 0 ) { keta ++ ; if ( sum / 100000 != 0 ) { keta ++ ; if ( sum / 1000000 != 0 ) { keta ++ ; } } } } } } answer [ count ] = keta ; } for ( sum = 0 ; sum < count ; sum ++ ) { printf ( , answer [ sum ] ) ; } 1 1 return 0 ; } 
+Project_CodeNet/data/p00002/C/s058090682.c	include < stdio . h > int main ( int ac , char * * argv ) { int a , b ; char buf [ 100 ] ; while ( 1 ) { scanf ( , & a , & b ) ; sprintf ( buf , , a + b ) ; printf ( , strlen ( buf ) ) ; a = 0 , b = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s728557094.c	int main ( ) { int a = 0 ; int b = 0 ; int c = 0 ; int e = 0 ; int r = 0 ; srand ( ( unsigned ) time ( NULL ) ) ; r = rand ( ) % 200 ; for ( int i = 0 ; i < r ; i ++ ) { a = rand ( ) % 1000000 ; b = rand ( ) % 1000000 ; c = a + b ; for ( e = 0 ; c != 0 ; e ++ ) { c /= 10 ; } printf ( , e ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s228459348.c	int main ( ) { int a = 0 ; int b = 0 ; int c = 0 ; int e = 0 ; for ( int i = 0 ; i < 200 ; i ++ ) { scanf_s ( , & a ) ; scanf_s ( , & b ) ; if ( a > 1000000 ) { a = 999999 ; } if ( b > 1000000 ) { b = 999999 ; } c = a + b ; for ( e = 0 ; c != 0 ; e ++ ) { c /= 10 ; } printf ( , e ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s128601824.c	int main ( ) { int a , b , c , d . i ; while ( ) { scanf ( , & a , & b ) ; c = a + b ; d = 1 if ( c = 0 ) { printf ( ) ; } else { for ( i = 1 ; i <= 7 ; i ++ ) { if ( c < d * 10 && c >= d ) { printf ( , i ) ; } d *= 10 ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s392401316.c	int main ( ) { int a , b , c , d . i ; while ( ) { scanf ( , & a , & b ) ; c = a + b ; d = 1 ; if ( c = 0 ) { printf ( ) ; } else { for ( i = 1 ; i <= 7 ; i ++ ) { if ( c < d * 10 && c >= d ) { printf ( , i ) ; } d *= 10 ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s775048776.c	int main ( ) { int a , b , c , d , i ; while ( scanf ( , & a , & b ) ; != EOF ) { c = a + b ; d = 1 ; if ( c == 0 ) { printf ( ) ; } else { for ( i = 1 ; i <= 7 ; i ++ ) { if ( c < d * 10 && c >= d ) { printf ( , i ) ; } d *= 10 ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s367278588.c	int main ( ) { int a , b ; int ab ; int s ; int count = 0 ; scanf ( , & a ) ; scanf ( , & b ) ; ab = a + b ; for ( s = 1 ; 1 ; s *= 10 ) { if ( ab / s > 0 ) { count ++ ; } else { break ; } } printf ( , count ) ; return 0 ; 
+Project_CodeNet/data/p00002/C/s937998870.c	include < stdio . h > int main ( ) { int a , b ; int s ; while ( scanf ( , & a ) != EOF ) { int count = 0 ; int ab = 0 ; scanf ( , & b ) ; ab = a + b ; for ( s = 1 ; 1 ; s *= 10 ) { if ( ab / s > 0 ) { count ++ ; } else { break ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s145480849.c	int main ( ) { int a , b , total = 1 , i = 10 , j , ab ; whlie ( 1 ) { scanf ( , & a , & b ) ; ab = a + b ; for ( j = 0 ; j < 6 ; j ++ ) { if ( ab / i >= 1 ) { total ++ ; } i = 10 * i ; } printf ( , total ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s219839131.c	int main ( ) { int a , b , total = 1 , i = 10 , j , ab ; whlie ( 1 ) { scanf ( , & a ) ; scanf ( , & b ) ; ab = a + b ; for ( j = 0 ; j < 6 ; j ++ ) { if ( ab / i >= 1 ) { total ++ ; } i = 10 * i ; } printf ( , total ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s983839755.c	int main ( void ) { int a , b , n , i ; printf ( ) while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; n = a + b ; i = 0 ; while ( n != 0 ) { i = i + 1 ; n = n / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s579770040.c	int main ( int argc , const char * argv [ ] ) { int a , b , keta , c , i ; while ( EOF ) { keta = 0 ; scanf ( , & a , & b ) ; a = a + b ; for ( i = 0 ; i <= 1000000 ; i = i * 10 ) { a = a / 10 ; if ( a == 0 ) { keta ++ ; break ; } keta ++ ; } printf ( , keta ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s509880858.c	include < stdio . h > int main ( ) { int a [ 10 ] [ 2 ] ; int i , sum , j , k = 0 ; for ( k = 0 ; k < 3 ; k ++ ) { for ( i = 0 ; i < 2 ; i ++ ) { scanf ( , & a [ k ] [ i ] ) ; } sum = a [ k ] [ 0 ] + a [ k ] [ 1 ] ; j = 0 ; while ( sum >= 1 ) { sum = sum / 10 ; j = j + 1 ; } printf ( , j ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s145754802.c	include < stdio . h > int main ( ) { int a [ 10 ] [ 2 ] , m [ 3 ] ; int i , sum , j , k = 0 ; for ( k = 0 ; k < 3 ; k ++ ) { for ( i = 0 ; i < 2 ; i ++ ) { scanf ( , & a [ k ] [ i ] ) ; } sum = a [ k ] [ 0 ] + a [ k ] [ 1 ] ; j = 0 ; while ( sum >= 1 ) { sum = sum / 10 ; j = j + 1 ; } m [ k ] = j ; } for ( i = 0 ; i < 3 ; i ++ ) { printf ( , m [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s264253870.c	include < stdio . h > int lng ( int x ) { int cnt = 0 ; while ( x > 0 ) { cnt ++ ; x = x / 10 ; } return cnt ; } int main ( void ) { int a , b , ans ; int a_lng , b_lng ; char s [ 20 ] = ; while ( strcmp ( s , ) != 0 ) { printf ( ) ; scanf ( , & a , & b ) ; a_lng = lng ( a ) ; b_lng = lng ( b ) ; if ( 0 > a || b > 1000000 || a_lng > 200 || b_lng > 200 ) { printf ( ) ; return 0 ; } ans = a + b ; printf ( ) ; printf ( , lng ( ans ) ) ; printf ( ) ; scanf ( , s ) ; } } 
+Project_CodeNet/data/p00002/C/s790474953.c	int main ( void ) { int a , b , ans ; char s [ 20 ] = ; int cnt = 0 ; while ( strcmp ( s , ) != 0 ) { scanf ( , & a , & b ) ; a_lng = lng ( a ) ; b_lng = lng ( b ) ; ans = a + b ; while ( ans > 0 ) { cnt ++ ; ans = ans / 10 ; } printf ( ) ; printf ( , lng ( ans ) ) ; scanf ( , s ) ; cnt = 0 ; } } 
+Project_CodeNet/data/p00002/C/s836746635.c	int main ( void ) { int a , b , ans ; char s [ 20 ] = ; int cnt = 0 ; while ( strcmp ( s , ) != 0 ) { scanf ( , & a , & b ) ; ans = a + b ; while ( ans > 0 ) { cnt ++ ; ans = ans / 10 ; } printf ( ) ; printf ( , lng ( ans ) ) ; scanf ( , s ) ; cnt = 0 ; } } 
+Project_CodeNet/data/p00002/C/s781751501.c	include < stdio . h > int main ( ) { int a [ 200 ] [ 2 ] ; int i , sum , j , k ; for ( ; ; ) { k = 0 ; k ++ ; for ( i = 0 ; i < 2 ; i ++ ) { scanf ( , & a [ k ] [ i ] ) ; } sum = a [ k ] [ 0 ] + a [ k ] [ 1 ] ; j = 0 ; while ( sum >= 1 ) { sum = sum / 10 ; j = j + 1 ; } printf ( , j ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s564250298.c	int main ( void ) { int a , b , ans ; int cnt ; while ( ( scanf ( , & a , & b ) ) != EOF ) { cnt = 0 ; ans = a + b ; while ( x > 0 ) { cnt ++ ; x = x / 10 ; } printf ( , lng ( ans ) ) ; } } 
+Project_CodeNet/data/p00002/C/s094814813.c	int main ( void ) { int a , b , ans ; int cnt ; while ( ( scanf ( , & a , & b ) ) != EOF ) { cnt = 0 ; ans = a + b ; while ( x > 0 ) { cnt ++ ; ans = ans / 10 ; } printf ( , lng ( ans ) ) ; } } 
+Project_CodeNet/data/p00002/C/s727731735.c	int main ( void ) { int a , b , ans ; int cnt ; while ( ( scanf ( , & a , & b ) ) != EOF ) { cnt = 0 ; ans = a + b ; while ( ans > 0 ) { cnt ++ ; ans = ans / 10 ; } printf ( , lng ( ans ) ) ; } } 
+Project_CodeNet/data/p00002/C/s004440489.c	include < stdio . h > int main ( ) { int a [ 200 ] [ 2 ] ; int i , sum , j , k ; for ( ; ; ) { k = 0 ; k ++ ; for ( i = 0 ; i < 2 ; i ++ ) { scanf ( , & a [ k ] [ i ] ) ; } sum = a [ k ] [ 0 ] + a [ k ] [ 1 ] ; j = 0 ; while ( sum >= 1 ) { sum = sum / 10 ; j = j + 1 ; } printf ( , j ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s885190627.c	int digit ( int SUM ) { int i ; for ( i = 0 ; SUM >= 10 ; i ++ ) { SUM %= 10 ; } return i ; } int main ( void ) { int a , b , sum , d scanf ( , a , b ) ; sum = a + b ; d = digit ( sum ) ; printf ( , d ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s411071861.c	int main ( void ) { int a , b , sum , i ; scanf ( , & a , & b ) ; sum = a + b ; i = 1 ; for ( i = 1 ; sum >= 10 ; i ++ ) { sum %= 10 ; j += 1 ; } printf ( , j ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s547517790.c	int calc_digit ( int c ) { int d ; d = 0 ; do { c /= 10 ; d ++ ; } while ( c != 0 ) ; return d ; } int main ( ) { int i ; int a , b ; int ret ; int d ; for ( i = 0 ; i < 200 ; i ++ ) { ret = scanf ( , & a , & b ) ; if ( ret != EOF ) { printf ( , calcdigit ( a + b ) ) ; } else { break ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s785368967.c	int calc_digit ( int c ) { int d ; d = 0 ; do { c /= 10 ; d ++ ; } while ( c != 0 ) ; return d ; } int main ( ) { int i ; int a , b ; int ret ; for ( i = 0 ; i < 200 ; i ++ ) { ret = scanf ( , & a , & b ) ; if ( ret != EOF ) { printf ( , calcdigit ( a + b ) ) ; } else { break ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s061594422.c	int main ( ) { int a , b , x , p ; p = 1 ; for ( int i = 0 ; i < 200 ; i ++ ) { scanf ( , & a , & b ) ; x = a + b ; while ( x >= 10 ) { x /= 10 ; p ++ ; } printf ( , p ) ; p = 1 ; } } 
+Project_CodeNet/data/p00002/C/s850455185.c	int main ( ) { int a , b , c ; scanf ( , & a , & b ) ; c = a + b ; int keta = 1 ; while ( 1 ) { if ( ( c / 10 ) == 0 ) break ; else { keta ++ ; c /= 10 ; } } printf ( , keta ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s476629074.c	int main ( void ) { int a , b ; int total ; int digit = 0 ; while ( true ) { scanf ( , & a , & b ) ; total = a + b ; while ( total != 0 ) { total /= 10 ; digit ++ ; } printf ( , digit ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s828204717.c	int main ( ) { int a , b , sum , counter , i ; while ( scanf ( , % a , & b ) ; != - 1 ) { sum = a + b ; for ( i = 0 ; sum != 0 ; i ++ ) { sum = sum / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s108863768.c	int main ( void ) { int a [ 3 ] , b [ 3 ] , c [ 3 ] , i , j ; for ( i = 0 ; i < 3 ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] ) ; c [ i ] = a [ i ] + b [ i ] ; } for ( j = 0 ; j < 3 ; j ++ ) for ( i = 0 ; i < 20 ; i ++ ) { c [ j ] = c [ j ] / 10 ; if ( c [ j ] < 0 ) { c [ j ] = i ; break ; } } for ( i = 0 ; i < 3 ; i ++ ) printf ( , strlen ( str [ i ] ) ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s630869632.c	int main ( ) { int a , b , count ; while ( scanf ( , & a , & b ) != EOF ) { a = a + b ; count = 0 while ( a > 0 ) { a = a / 10 ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s963973231.c	main ( ) { long a , b , c , ans ; scanf ( , & a ) ; scanf ( , & b ) ; c = a + b ; ans = ( long ) log10 ( c ) + 1 ; printf ( , ans ) ; } main ( ) { long a , b , c , ans ; scanf ( , & a ) ; scanf ( , & b ) ; c = a + b ; ans = ( long ) log10 ( c ) + 1 ; printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s807102988.c	int main ( void ) { int number1 , number2 ; int digit = 0 ; c = number1 + number2 ; scanf ( , & number ) ; while ( c != 0 ) { c = c / 10 ; ++ digit ; } printf ( , digit ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s414511338.c	int main ( void ) { int count = 0 ; int i ; long num ; char str [ 20 ] , str1 [ 200 ] [ 15 ] , str2 [ 200 ] [ 15 ] ; char * p ; for ( i = 0 ; i < 200 ; i ++ ) { scanf ( , & str1 [ i ] , & str2 [ i ] ) ; if ( * str1 [ i ] == || * str1 [ i ] == ) break ; num = atoi ( str1 [ i ] ) + atoi ( str2 [ i ] ) ; itoa ( num , str , 10 ) ; count = 0 ; p = str ; while ( * p != ) { p ++ ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s745179677.c	int main ( void ) { int count = 0 ; int i ; long num ; char str [ 20 ] , str1 [ 200 ] [ 15 ] , str2 [ 200 ] [ 15 ] ; char * p ; for ( i = 0 ; i < 200 ; i ++ ) { scanf ( , & str1 [ i ] , & str2 [ i ] ) ; if ( * str1 [ i ] == || * str1 [ i ] == ) break ; num = atoi ( str1 [ i ] ) + atoi ( str2 [ i ] ) ; itoa ( num , str , 10 ) ; count = 0 ; p = str ; while ( * p != ) { p ++ ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s843050473.c	int main ( void ) { int count = 0 ; int i ; long num ; char str [ 20 ] , str1 [ 200 ] [ 15 ] , str2 [ 200 ] [ 15 ] ; char * p ; for ( i = 0 ; i < 200 ; i ++ ) { scanf ( , & str1 [ i ] , & str2 [ i ] ) ; if ( * str1 [ i ] == || * str1 [ i ] == ) break ; num = atol ( str1 [ i ] ) + atol ( str2 [ i ] ) ; itoa ( num , str , 10 ) ; count = 0 ; p = str ; while ( * p != ) { p ++ ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s312915165.c	int main ( void ) { int count = 0 ; int i ; long num ; char str [ 20 ] , str1 [ 200 ] [ 15 ] , str2 [ 200 ] [ 15 ] ; char * p ; for ( i = 0 ; i < 200 ; i ++ ) { scanf ( , & str1 [ i ] , & str2 [ i ] ) ; if ( * str1 [ i ] == || * str1 [ i ] == ) break ; num = atol ( str1 [ i ] ) + atol ( str2 [ i ] ) ; ltoa ( num , str , 10 ) ; count = 0 ; p = str ; while ( * p != ) { p ++ ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s097869447.c	int main ( ) { int a , b , n ; int count = 1 ; scanf ( , & a , & b ) ; n = a + b ; if ( n >= 10 ) { n /= 10 ; count ++ ; } printf ( , count ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s050078349.c	int main ( ) { int a , b , n ; int count = 1 ; scanf ( , & a , & b ) ; n = a + b ; while ( n >= 10 ) { n /= 10 ; count ++ ; } printf ( , count ) ; count = 1 ; return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s589613314.c	int main ( ) { int a , b , n ; int count = 1 ; scanf ( , & a , & b ) ; n = a + b ; while ( n >= 10 ) { n /= 10 ; count ++ ; } printf ( , count ) ; count = 1 ; return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s634900850.c	int main ( void ) { int a , b , n , i = 0 ; while ( i < 200 ) { int cnt = 0 ; scanf ( , & a , & b ) ; n = a + b ; while ( n > 9 ) { ++ cnt ; n /= 10 ; } printf ( , cnt + 1 ) ; ++ i ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s473364241.c	int main ( ) { int a , b ; scanf ( , & a , & b ) ; double t = a + b ; int count = 1 ; while ( t >= 10 ) { t *= 0.1 ; count ++ ; } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s123199192.c	int main ( ) { int a , b ; scanf ( , & a , & b ) ; double t = a + b ; int count = 1 ; while ( t >= 10 ) { t *= 0.1 ; count ++ ; } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s656745817.c	int main ( ) { int a , b , c , i , j ; for ( j = 0 ; j < 3 ; j ++ ) { scanf ( , & a , & b ) ; c = a + b ; for ( i = 0 ; c != 0 ; i ++ ) { c = c / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s965484253.c	int main ( ) { int a , b , c , i , j ; for ( j = 0 ; j < 200 ; j ++ ) { scanf ( , & a , & b ) ; c = a + b ; for ( i = 0 ; c != 0 ; i ++ ) { c = c / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s704975031.c	int main ( ) { int a [ 200 ] , b [ 200 ] ; int c [ 200 ] , i , j , n ; while ( scanf ( , & a [ i ] , & b [ i ] ) != EOF ) { i ++ ; c [ i ] = a [ i ] + b [ i ] ; } n = i ; for ( j = 0 ; j < n ; j ++ ) { for ( i = 0 ; c [ j ] != 0 ; i ++ ) { c [ j ] = c [ j ] / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s949693640.c	int main ( ) { int a , b ; int count1 = 0 , count2 = 0 ; int sum ; while ( scanf ( , & a , & b ) != EOF ) { while ( a < 1000000 && a > 0 ) { a /= 10 ; count1 ++ ; } while ( b < 1000000 && b > 0 ) { b /= 10 ; count2 ++ ; } sum = count1 + count2 ; printf ( , sum ) ; count1 = 0 ; count2 = 0 ; sum = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s032222794.c	int main ( void ) { int a , b , total , i = 0 , q = 0 ; while ( scanf ( , & a , & b ) != EOF ) { total = a + b ; do { q = total / 10 ; total /= 10 ; i ++ ; } while ( q != 0 ) ; printf ( , i ) ; return 0 ; } } 
+Project_CodeNet/data/p00002/C/s494639527.c	int main ( int argc , char * argv [ ] ) { int a , b , sum , tenpower , i , digit ; scanf ( , & a , & b ) ; sum = a + b ; i = 0 ; digit = - 1 ; do { tenpower = pow ( 10 , i ) ; digit = digit + 1 ; i ++ ; } while ( sum / tenpower >= 1 ) ; printf ( , digit ) ; } 
+Project_CodeNet/data/p00002/C/s936658765.c	int main ( int argc , char * argv [ ] ) { int a1 , b1 , a2 , a3 , b2 , b3 , sum1 , sum2 , sum3 , tenpower1 , tenpower2 , tenpower3 , i1 , i2 , i3 , digit1 , digit2 , digit3 ; scanf ( , & a1 , & b1 ) ; scanf ( , & a2 , & b2 ) ; scanf ( , & a3 , & b3 ) ; sum1 = a1 + b1 ; i1 = 0 ; digit1 = - 1 ; sum2 = a2 + b2 ; i2 = 0 ; digit2 = - 1 ; sum3 = a3 + b3 ; i3 = 0 ; digit3 = - 1 ; do { tenpower1 = pow ( 10 , i1 ) ; digit1 = digit1 + 1 ; i1 ++ ; } while ( sum1 / tenpower1 >= 1 ) ; do { tenpower2 = pow ( 10 , i2 ) ; digit2 = digit2 + 1 ; i2 ++ ; } while ( sum2 / tenpower2 >= 1 ) ; do { tenpower3 = pow ( 10 , i3 ) ; digit3 = digit3 + 1 ; i3 ++ ; } while ( sum3 / tenpower3 >= 1 ) ; printf ( , digit1 ) ; printf ( , digit2 ) ; printf ( , digit3 ) ; } 
+Project_CodeNet/data/p00002/C/s505090979.c	int main ( ) { float a , b , sum = 0 ; int i = 0 , k = 1 ; for ( i = 1 ; ; i ++ ) { scanf ( , & a , & b ) ; if ( a < 1000000 & b < 1000000 ) { break ; } else { printf ( ) ; } } printf ( , a , b ) ; sum = a + b ; printf ( , sum ) ; for ( i = 1 ; i <= 10 ; i ++ ) { if ( ( sum / pow ( 10 , i ) ) > 1 ) { k += 1 ; } else { break ; } } printf ( , k ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s902766183.c	int main ( ) { int a = 0 , b = 0 ; int c = 0 ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; if ( c == 0 ) { printf ( ) ; break ; } int i = 0 ; for ( i = 1 ; i < c ; i ++ ) { c /= 10 ; if ( c == 0 ) break ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s545994020.c	int main ( ) { int a = 0 , b = 0 ; int c = 0 ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; if ( c == 0 ) { printf ( ) ; break ; } int i = 0 ; for ( i = 1 ; i < c ; i ++ ) { c /= 10 ; if ( c == 0 ) break ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s874010139.c	int main ( ) { int a = 0 , b = 0 ; int c = 0 ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; if ( c == 0 ) { printf ( ) ; break ; } int i = 0 ; for ( i = 1 ; i < c ; i ++ ) { c /= 10 ; if ( c == 0 ) break ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s741360890.c	int main ( ) { int input1 , input2 ; double sum ; while ( scanf ( , & input1 , & input2 ) != EOF ) { int i = 0 ; sum = input1 + input2 ; while ( sum > 1 ) { sum = sum / 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s320700070.c	int main ( void ) { int a , b ; do { scanf ( , & a , & b ) ; int sum = a + b ; int k = 1 ; do { sum /= 10 ; k ++ ; } while ( sum >= 10 ) ; printf ( , k ) ; } while ( scanf ( , & a , & b ) != EOF ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s836844394.c	int main ( void ) { long int a , b ; scanf ( , & a , & b ) ; if ( a != EOF && b != EOF ) { long int sum = a + b ; int k = 1 ; do { sum /= 10 ; k ++ ; } while ( sum >= 10 ) ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s860520954.c	int main ( ) { int a , b , sum , ans , i ; while ( scanf ( , & a , & b ) != EOF ) { int i = 1 ; sum = a + b ; do { ans = sum / pow ( 10 , i ) ; i ++ ; } while ( ans != 0 ) ; printf ( , i - 1 ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s946312988.c	main ( ) { int a , b , sum ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; if ( sum < 10 ) printf ( ) ; else if ( sum >= 10 && sum < 100 ) printf ( ) ; else if ( sum >= 100 && sum < 1000 ) printf ( ) ; else if ( sum >= 1000 && sum < 10000 ) printf ( ) ; else if ( sum >= 10000 && sum < 100000 ) printf ( ) ; else if ( sum >= 100000 && sum < 1000000 ) printf ( ) ; else if ( sum >= 1000000 && sum < 10000000 ) printf ( ) ; else if ( sum >= 10000000 && sum < 100000000 ) printf ( ) ; else if ( sum >= 100000000 && sum < 1000000000 ) printf ( ) ; else if ( sum >= 1000000000 && sum < 10000000000 ) printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s787288767.c	int main ( int argc , const char * argv [ ] ) { int number ; printf ( ) ; scanf ( , & number ) ; if ( number < 10 ) { printf ( ) ; } if ( number < 100 || number >= 10 ) { printf ( ) ; } else if ( number < 1000 || number >= 100 ) { printf ( ) ; } else if ( number < 10000 || number >= 1000 ) { printf ( ) ; } else if ( number < 100000 || number >= 10000 ) { printf ( ) ; } else if ( number < 1000000 || number >= 100000 ) { printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s584855330.c	int main ( int argc , char * argv [ ] ) { int a , b , i , sum , count ; while ( scanf ( , & a , & b ) != EOF ) { for ( i = 1 ; i <= 11 ; i ++ ) { if ( a > 0 && b > 0 && a <= 1000000 && b <= 1000000 ) { sum = a + b ; break ; } } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s491188382.c	int main ( int argc , const char * argv [ ] ) { int number ; printf ( ) ; scanf ( , & number ) ; if ( number < 10 ) { printf ( ) ; } else if ( number < 100 && number >= 10 ) { printf ( ) ; } else if ( number < 1000 && number >= 100 ) { printf ( ) ; } else if ( number < 10000 && number >= 1000 ) { printf ( ) ; } else if ( number < 100000 && number >= 10000 ) { printf ( ) ; } else if ( number < 1000000 && number >= 100000 ) { printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s092360367.c	int main ( int argc , char * argv [ ] ) { int a , b , i , sum , count ; while ( ( scanf ( , & a , & b ) ) != EOF ) { for ( i = 1 ; i <= 11 ; i ++ ) { if ( a > 0 && b > 0 && a <= 1000000 && b <= 1000000 ) { sum = a + b ; if ( sum < ( pow ( 10 , i ) ) ) { break ; } } } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s541178548.c	int main ( void ) { int input1 ; int input2 ; int number ; while ( scanf ( , & input1 , & input2 ) != EOF ) { int number = input1 + input2 ; if ( number < 10 ) { printf ( ) ; } else if ( number < 100 && number >= 10 ) { printf ( ) ; } else if ( number < 1000 && number >= 100 ) { printf ( ) ; } else if ( number < 10000 && number >= 1000 ) { printf ( ) ; } else if ( number < 100000 && number >= 10000 ) { printf ( ) ; } else if ( number < 1000000 && number >= 100000 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s804426662.c	int main ( void ) { int a = 0 , b = 0 , sum = 0 ; a >= 0 && a <= 1000000 ; a >= 0 && a <= 1000000 ; printf ( ) ; scanf ( , & a ) ; printf ( ) ; scanf ( , & b ) ; int i = 1 ; double remain ; for ( remain = a + b ; remain >= 10 ; remain /= 10 ) { i ++ ; } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s980529628.c	int main ( void ) { int a = 0 , b = 0 ; a >= 0 && a <= 1000000 ; a >= 0 && a <= 1000000 ; printf ( ) ; scanf ( , & a ) ; printf ( ) ; scanf ( , & b ) ; int i = 1 ; double remain ; for ( remain = a + b ; remain >= 10 ; remain /= 10 ) { i ++ ; } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s591144075.c	int main ( void ) { int a = 0 , b = 0 ; printf ( ) ; scanf ( , & a ) ; printf ( ) ; scanf ( , & b ) ; int i = 1 ; double remain ; for ( remain = a + b ; remain >= 10 ; remain /= 10 ) { i ++ ; } if ( remain == 0 ) { i = 0 ; } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s606657778.c	int main ( int argc , char * argv [ ] ) { int a , b , sum , digit = 0 ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; while ( sum >= 1 ) { sum /= 10 ; digit ++ ; } printf ( , digit ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s397245777.c	int main ( int argc , char * argv [ ] ) { int a , b , sum ; int total , TOTAL = 0 ; scanf ( , & a ) ; scanf ( , & b ) ; while ( a != 0 ) { if ( a % 10 != 0 ) { a = a / 10 ; total ++ ; } else { total = total ; a = a / 10 ; } } while ( b != 0 ) { if ( b % 10 != 0 ) { b = b / 10 ; TOTAL ++ ; } else { TOTAL = TOTAL ; b = b / 10 ; } } sum = total + TOTAL ; printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s241601250.c	int main ( int argc , char * argv [ ] ) { int a , b , sum ; int total , TOTAL = 0 ; scanf ( , & a ) ; scanf ( , & b ) ; while ( a != 0 ) { if ( a % 10 != 0 ) { a = a / 10 ; total ++ ; } else { total = total ; a = a / 10 ; } } while ( b != 0 ) { if ( b % 10 != 0 ) { b = b / 10 ; TOTAL ++ ; } else { TOTAL = TOTAL ; b = b / 10 ; } } sum = total + TOTAL ; printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s287808775.c	int main ( int argc , char * argv [ ] ) { int a , b , sum ; int ans = 0 ; scanf ( , & a ) ; scanf ( , & b ) ; sum = a + b ; while ( sum != 0 ) { sum = sum / 10 ; ans = ans + 1 ; } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s225827831.c	main ( ) { int a , b , sum , count ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; count = 0 ; while ( 1 ) { sum = sum / 10 ; count ++ ; if ( sum < 1 ) break ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s289251107.c	int main ( int argc , char * argv [ ] ) { int a , b , sum ; int ans = 0 ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; while ( sum != 0 ) { sum = sum / 10 ; ans = ans + 1 ; } printf ( , ans ) ; return 0 ; } } 
+Project_CodeNet/data/p00002/C/s599360736.c	int main ( ) { int a , b , i ; double r [ 9 ] ; scanf ( , & a , & b ) ; for ( i = 0 ; i < 9 ; i ++ ) { r [ 0 ] = a + b ; r [ i + 1 ] = r [ i ] / 10 ; if ( r [ i ] < 1 ) break ; } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s122584753.c	int main ( ) { int a , b , sum , data ; int i = 0 , j = 0 , k = 1 ; scanf ( , & a , & b ) ; sum = a + b ; for ( i = 1 ; i <= 10 ; i ++ ) { if ( ( sum / pow ( 10 , i ) ) > 1 ) { k += 1 ; } else if ( ( sum / pow ( 10 , i ) ) == 1 ) { k += 1 ; } else { break ; } } printf ( , k ) ; k = 1 ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s308055519.c	int main ( ) { int a , b , sum ; int i = 0 , j = 0 , k = 1 ; scanf ( , & a , & b ) ; sum = a + b ; for ( i = 1 ; i <= 10 ; i ++ ) { if ( ( sum / pow ( 10 , i ) ) > 1 ) { k += 1 ; } else if ( ( sum / pow ( 10 , i ) ) == 1 ) { k += 1 ; } else { break ; } } printf ( , k ) ; k = 1 ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s340264630.c	int main ( ) { int a , b , i , r [ 9 ] ; scanf ( , & a , & b ) ; for ( i = 0 ; i <= 9 ; i ++ ) { r [ 0 ] = a + b ; r [ i + 1 ] = r [ i ] / 10 ; if ( r [ i ] < 1 ) break ; } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s888506707.c	int main ( ) { int a , b , c ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; if ( c < 1000000 && c >= 100000 ) { printf ( ) ; } if ( c < 100000 && c >= 10000 ) { printf ( ) ; } if ( c < 10000 && c >= 1000 ) { printf ( ) ; } if ( c < 1000 && c >= 100 ) { printf ( ) ; } if ( c < 100 && c >= 10 ) { printf ( ) ; } if ( c < 10 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s630364995.c	int main ( int argc , char * argv [ ] ) { int a , b , c [ 199 ] , sum , digit , set , i = 0 ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; sum = a + b ; if ( sum / 10 < 1 ) { digit = 1 ; } if ( 1 <= ( sum / 10 ) && ( sum / 10 ) < 10 ) { digit = 2 ; } if ( 10 <= ( sum / 10 ) && ( sum / 10 ) < 100 ) { digit = 3 ; } if ( 100 <= ( sum / 10 ) && ( sum / 10 ) < 1000 ) { digit = 4 ; } if ( 1000 <= ( sum / 10 ) && ( sum / 10 ) < 10000 ) { digit = 5 ; } if ( 10000 <= ( sum / 10 ) && ( sum / 10 ) < 100000 ) { digit = 6 ; } c [ i ] = digit ; i ++ ; set = i ; } for ( i = 0 ; i < set ; i ++ ) { printf ( , c [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s147609724.c	int main ( int argc , char * argv [ ] ) { double num1 , num2 ; int i , num3 ; while ( scanf ( , & num1 , & num2 ) != EOF ) { i = 0 ; num3 = num1 + num2 ; while ( num3 >= 1 ) { num3 /= 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s969420155.c	int main ( int argc , char * argv [ ] ) { double num1 , num2 ; int i , num3 ; while ( scanf ( , & num1 , & num2 ) != EOF ) { i = 0 ; num3 = num1 + num2 ; while ( num3 >= 1 ) { num3 /= 10 ; i ++ ; } printf ( , i ) ; return 0 ; } } 
+Project_CodeNet/data/p00002/C/s895059878.c	int main ( int argc , char * argv [ ] ) { int a , b , c , i ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; for ( i = 0 ; c != 0 ; i ++ ) { c /= 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s005126570.c	int main ( int argc , char * argv [ ] ) { int a ; int b ; int c ; int digit = 0 ; printf ( ) ; scanf ( , & a ) ; printf ( ) ; scanf ( , & b ) ; c = a + b ; while ( c != 0 ) { c = c / 10 ; digit ++ ; } printf ( , digit ) ; return 0 ; } 
+Project_CodeNet/data/p00002/C/s575743410.c	int main ( void ) { int a , b , sum , i ; scanf ( , & a , & b ) ; sum = a + b ; i = 0 ; while ( 1 ) { sum /= 10 ; i ++ ; if ( sum == 0 ) { break ; } } printf ( , i ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s275471118.c	int main ( void ) { int a , b , i , keta ; while ( scanf ( , & a , & b ) != EOF ) { keta = a + b ; if ( 0 <= keta && keta < 10 ) { printf ( ) ; } else if ( 10 <= keta && keta < 100 ) { printf ( ) ; } else if ( 100 <= keta && keta < 1000 ) { printf ( ) ; } else if ( 1000 <= keta && keta < 10000 ) { printf ( ) ; } else if ( 10000 <= keta && keta < 100000 ) { printf ( ) ; } else if ( 100000 <= keta && keta < 1000000 ) { printf ( ) ; } else if ( keta == 1000000 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s400653616.c	int main ( ) { int a [ 200 ] , b [ 200 ] , c [ 200 ] , i , j , k ; for ( i = 0 ; i < 200 ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] ) ; c [ i ] = a [ i ] + b [ i ] ; } for ( j = 0 ; j < i ; j ++ ) { for ( k = 0 ; c [ j ] >= 1 ; k ++ ) c [ j ] /= 10 ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s656732126.c	int digitNumber ( int n ) { int c = 1 ; while ( n / 10 > 0 ) { c ++ ; n /= 10 ; } return c ; } int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , digitNumber ( a ) + digitNumber ( b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s033275899.c	int main ( void ) { int a ; int b ; int ab ; int i ; while ( ( scanf ( , & a , & b ) ) != EOF ) { ab = a + b ; for ( i = 1 ; ; i ++ ) { ab /= 10 ; if ( ab == 0 ) break ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s351162374.c	int main ( ) { int a , b , x , digit ; while ( scanf ( , & a , & b ) != EOF ) { x = a + b ; digit = 1 ; while ( x / 10 > 0 ) { x = x / 10 ; digit ++ ; } printf ( , digit ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s086571067.c	int main ( ) { int a , b , n , i ; while ( scanf ( , & a , & b ) != EOF ) { n = a + b ; for ( i = 0 ; n > 0 ; i ++ ) n /= 10 ; printf ( , i ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s559164316.c	int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { int sum , cnt = 1 ; sum = a + b ; while ( sum >= 10 ) { sum = sum / 10 ; cnt ++ ; } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s774929609.c	int main ( void ) { int a , b , i , temp ; while ( scanf ( , & a , & b ) != EOF ) { temp = a + b ; for ( i = 0 ; temp > 0 ; i ++ ) temp /= 10 ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s366553701.c	int main ( void ) { int a , b , n , i = 0 ; while ( scanf ( , & a , & b ) != EOF ) { int cnt = 0 ; n = a + b ; while ( n > 9 ) { ++ cnt ; n /= 10 ; } printf ( , cnt + 1 ) ; ++ i ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s745958057.c	int main ( ) { int a , b ; int count [ 200 ] ; int count_n = 0 ; while ( scanf ( , & a , & b ) != EOF ) { double t = a + b ; count [ count_n ] = 1 ; while ( t >= 10 ) { t *= 0.1 ; count [ count_n ] ++ ; } count_n ++ ; } int n ; for ( n = 0 ; n < count_n ; n ++ ) { printf ( , count [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s733782812.c	int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { a = a + b ; int count = 0 ; while ( a > 0 ) { a /= 10 ; count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s161929531.c	int findtotaldigits ( int sum ) ; int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { int sum = a + b ; int totalDigits = 0 ; totalDigits = findtotaldigits ( sum ) ; printf ( , totalDigits ) ; } } int findtotaldigits ( int sum ) { if ( sum == 0 ) { return 0 ; } return 1 + findtotaldigits ( sum / 10 ) ; } 
+Project_CodeNet/data/p00002/C/s785910184.c	int main ( int argc , char * argv [ ] ) { int a , b , index = 1 , i = 0 , j = 0 , f [ 100 ] , g [ 100 ] ; while ( ( scanf ( , & a ) ) != EOF ) { scanf ( , & b ) ; if ( a < 0 || a > 1000000 || b < 0 || b > 1000000 ) { break ; } f [ i ] = a + b ; while ( f [ i ] >= 10 ) { f [ i ] /= 10 ; index ++ ; } g [ i ] = index ; index = 1 ; i ++ ; if ( i > 200 ) break ; } while ( j < i ) { printf ( , g [ j ] ) ; j ++ ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s894571153.c	int main ( ) { int a , b , sum , i ; while ( scanf ( , & a , & b ) != EOF ) { i = 0 ; sum = a + b ; while ( sum > 0 ) { i = i + 1 ; sum = sum / 10 ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s493812366.c	int calDigit ( int ) ; int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , calDigit ( a + b ) ) ; } return 0 ; } int calDigit ( int num ) { int count = 0 ; if ( num == 0 ) count = 1 ; while ( num > 0 ) { num /= 10 ; count ++ ; } return count ; } 
+Project_CodeNet/data/p00002/C/s461990998.c	int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { if ( a >= 0 && b >= 0 && a <= 1000000 && b <= 1000000 ) { int n = a + b , count = 0 ; while ( n ) { count ++ ; n /= 10 ; } printf ( , count ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s883421668.c	int main ( ) { int numA , numB , num , count = 0 ; while ( scanf ( , & numA , & numB ) != EOF ) { count = 0 ; num = numA + numB ; while ( 1 ) { if ( num / 10 != 0 ) { count += 1 ; num = num / 10 ; } else if ( num / 10 == 0 ) { count += 1 ; break ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s590466812.c	int main ( int argc , char * argv [ ] ) { int a1 , b1 , sum1 , tenpower1 , i1 , digit1 ; while ( scanf ( , & a1 , & b1 ) != EOF ) { sum1 = a1 + b1 ; i1 = 0 ; digit1 = - 1 ; do { tenpower1 = pow ( 10 , i1 ) ; digit1 = digit1 + 1 ; i1 ++ ; } while ( sum1 / tenpower1 >= 1 ) ; printf ( , digit1 ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s486108218.c	int main ( int argc , char * argv [ ] ) { int a = 0 ; int b = 0 ; while ( scanf ( , & a , & b ) != EOF ) { int c = a + b ; int i = 0 ; int count = 0 ; for ( i = 0 ; i < a + b ; i ++ ) { c /= 10 ; count ++ ; if ( c < 1 ) break ; } printf ( , count ) ; } } 
+Project_CodeNet/data/p00002/C/s710496197.c	int a ; int b ; double c ; int digits ; int main ( ) { while ( scanf ( , & a , & b ) != EOF ) { c = log10 ( a + b ) ; if ( ceil ( c ) == c ) { digits = c + 1 ; printf ( , digits ) ; } else { digits = ceil ( c ) ; printf ( , digits ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s834386135.c	int main ( ) { int a , b , sum , i ; while ( scanf ( , & a , & b ) != EOF ) { int i = 1 ; sum = a + b ; do { sum = sum / 10 ; i ++ ; } while ( sum != 0 ) ; printf ( , i - 1 ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s458674273.c	int main ( int argc , char * argv [ ] ) { int a , b , i , sum , count ; while ( ( scanf ( , & a , & b ) ) != EOF ) { for ( i = 1 ; i <= 11 ; i ++ ) { sum = a + b ; if ( sum < ( pow ( 10 , i ) ) ) { break ; } } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s119891634.c	int main ( ) { int a , b , sum , digit = 0 ; while ( scanf ( , & a , & b ) != EOF ) { digit = 0 ; sum = a + b ; while ( sum >= 1 ) { sum /= 10 ; digit ++ ; } printf ( , digit ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s273174840.c	int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { if ( ( ( a + b ) / 1000000 ) != 0 ) { printf ( ) ; } else if ( ( a + b ) / 100000 != 0 ) { printf ( ) ; } else if ( ( a + b ) / 10000 != 0 ) { printf ( ) ; } else if ( ( a + b ) / 1000 != 0 ) { printf ( ) ; } else if ( ( a + b ) / 100 != 0 ) { printf ( ) ; } else if ( ( a + b ) / 10 != 0 ) { printf ( ) ; } else if ( ( a + b ) / 1 != 0 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s486121647.c	int main ( void ) { int a = 0 , b = 0 , i = 0 , sum = 0 ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; for ( i = 1 ; i < 15 ; i ++ ) { if ( sum < 10 ) { printf ( , i ) ; break ; } else { sum = sum / 10 ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s679624929.c	main ( ) { int a ; int b ; int c ; int n ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; n = 0 ; while ( n < 200 ) { if ( ( c / pow ( 10 , n ) ) < 10 ) { printf ( , n + 1 ) ; break ; } else { n ++ ; } } } } 
+Project_CodeNet/data/p00002/C/s517395560.c	int main ( ) { int a , b , i , r [ 9 ] ; while ( scanf ( , & a , & b ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { r [ 0 ] = a + b ; r [ i + 1 ] = r [ i ] / 10 ; if ( r [ i ] < 1 ) break ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s957561982.c	int main ( int argc , char * argv [ ] ) { int a , b , c [ 199 ] , sum , digit , set , i = 0 ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; sum = a + b ; if ( sum / 10 < 1 ) { digit = 1 ; } if ( 1 <= ( sum / 10 ) && ( sum / 10 ) < 10 ) { digit = 2 ; } if ( 10 <= ( sum / 10 ) && ( sum / 10 ) < 100 ) { digit = 3 ; } if ( 100 <= ( sum / 10 ) && ( sum / 10 ) < 1000 ) { digit = 4 ; } if ( 1000 <= ( sum / 10 ) && ( sum / 10 ) < 10000 ) { digit = 5 ; } if ( 10000 <= ( sum / 10 ) && ( sum / 10 ) < 100000 ) { digit = 6 ; } if ( 100000 <= ( sum / 10 ) && ( sum / 10 ) < 1000000 ) { digit = 7 ; } c [ i ] = digit ; i ++ ; set = i ; } for ( i = 0 ; i < set ; i ++ ) { printf ( , c [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s456363845.c	int main ( void ) { int a [ 200 ] , b [ 200 ] , ab [ 200 ] ; int i = 0 ; int count ; while ( scanf ( , & a [ i ] ) != EOF ) { scanf ( , & b [ i ] ) ; i ++ ; } for ( count = 0 ; count < i ; count ++ ) { if ( a [ count ] + b [ count ] >= 0 && a [ count ] + b [ count ] < 10 ) { printf ( , 1 ) ; } else if ( a [ count ] + b [ count ] >= 10 && a [ count ] + b [ count ] < 100 ) { printf ( , 2 ) ; } else if ( a [ count ] + b [ count ] >= 100 && a [ count ] + b [ count ] < 1000 ) { printf ( , 3 ) ; } else if ( a [ count ] + b [ count ] >= 1000 && a [ count ] + b [ count ] < 10000 ) { printf ( , 4 ) ; } else if ( a [ count ] + b [ count ] >= 10000 && a [ count ] + b [ count ] < 100000 ) { printf ( , 5 ) ; } else if ( a [ count ] + b [ count ] >= 100000 && a [ count ] + b [ count ] < 1000000 ) { printf ( , 6 ) ; } else if ( a [ count ] + b [ count ] >= 1000000 && a [ count ] + b [ count ] < 10000000 ) { printf ( , 7 ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s198236445.c	int main ( void ) { int a , b , sum , i ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; sum = a + b ; i = 0 ; while ( 1 ) { sum /= 10 ; i ++ ; if ( sum == 0 ) { break ; } } printf ( , i ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s902267815.c	int main ( ) { int a , b , sum , cnt ; while ( scanf ( , & a , & b ) == 2 ) { sum = a + b ; cnt = 0 ; while ( sum > 0 ) { sum /= 10 ; cnt ++ ; } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s319846963.c	int main ( void ) { int a [ 200 ] = { 0 } ; int b [ 200 ] = { 0 } ; int sum [ 200 ] = { 0 } ; int dn [ 200 ] = { 0 } ; int i = 0 ; int j = 0 ; while ( scanf ( , & a [ i ] , & b [ i ] ) != EOF ) { sum [ i ] = a [ i ] + b [ i ] ; i ++ ; } for ( j = 0 ; j < i ; j ++ ) { while ( sum [ j ] != 0 ) { sum [ j ] /= 10 ; dn [ j ] ++ ; } } for ( j = 0 ; j < i ; j ++ ) { printf ( , dn [ j ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s509729857.c	int main ( void ) { int a , b ; int sum ; int digit ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; digit = 1 ; while ( ( sum /= 10 ) >= 1 ) { digit ++ ; } printf ( , digit ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s007514028.c	int main ( void ) { int a , b , c , i ; while ( scanf ( , & a , & b ) != EOF ) { c = a + b ; for ( i = 1 ; ; i ++ ) { c = c / 10 ; if ( c <= 0 ) { printf ( , i ) ; break ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s713018173.c	int main ( void ) { int a , b , i , keta ; while ( scanf ( , & a , & b ) != EOF ) { keta = a + b ; if ( 0 <= keta && keta < 10 ) { printf ( ) ; } else if ( 10 <= keta && keta < 100 ) { printf ( ) ; } else if ( 100 <= keta && keta < 1000 ) { printf ( ) ; } else if ( 1000 <= keta && keta < 10000 ) { printf ( ) ; } else if ( 10000 <= keta && keta < 100000 ) { printf ( ) ; } else if ( 100000 <= keta && keta < 1000000 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s312343033.c	int main ( ) { int a , b ; while ( 1 ) { if ( scanf ( , & a , & b ) == EOF ) { break ; } a += b ; b = 0 ; while ( a != 0 ) { b ++ ; a /= 10 ; } printf ( , b ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s028849830.c	int main ( ) { int a [ 200 ] , b [ 200 ] , c [ 200 ] , i = 0 , j , k ; while ( scanf ( , & a [ i ] , & b [ i ] ) != EOF ) { c [ i ] = a [ i ] + b [ i ] ; i ++ ; if ( i == 200 ) break ; } for ( j = 0 ; j < i ; j ++ ) { for ( k = 0 ; c [ j ] >= 1 ; k ++ ) c [ j ] /= 10 ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s779235096.c	int digitNumber ( int n ) { int c = 1 ; while ( n / 10 > 0 ) { c ++ ; n /= 10 ; } return c ; } int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , digitNumber ( a + b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s894729676.c	int main ( ) { int a , b , sum ; int i ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; sum = a + b ; i = 1 ; while ( ( sum / 10 ) >= 1 ) { sum = sum / 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s246428571.c	int main ( ) { int a , b , ans = 1 , tmp = 0 ; while ( scanf ( , & a , & b ) != EOF ) { tmp = a + b ; while ( tmp > 9 ) { tmp = tmp / 10 ; ans ++ ; } printf ( , ans ) ; ans = 1 ; tmp = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s619477828.c	int k ( int n ) ; int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , k ( a + b ) ) ; } return 0 ; } int k ( int n ) { int count = 0 ; while ( n > 0 ) { n /= 10 ; count ++ ; } return count ; } 
+Project_CodeNet/data/p00002/C/s507007344.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 201 ] ; while ( scanf ( , & a , & i ) != EOF ) { o = a + i ; for ( u = 0 ; o != 0 ; u ++ ) { o /= 10 ; } yama [ e ] = u ; e ++ ; } for ( u = 0 ; u < e ; u ++ ) { printf ( , yama [ u ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s050379494.c	main ( ) { int n , a , b , c , i , j ; while ( scanf ( , & a , & b ) != EOF ) { n = 0 ; c = a + b ; while ( 1 ) { if ( c < 1 ) break ; c = c / 10 ; n ++ ; } printf ( , n ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s574991325.c	int main ( void ) { int a , b , sum ; while ( scanf ( , & a , & b ) != - 1 ) { sum = a + b ; int i = 1 ; while ( sum / 10 != 0 ) { sum = sum / 10 ; i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s330811991.c	int computeDigit ( n ) { int i = 0 ; while ( n != 0 ) { n /= 10 ; i ++ ; } return i ; } int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , computeDigit ( a + b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s334000314.c	int main ( ) { int a , b ; while ( ( scanf ( , & a , & b ) != EOF ) ) { int sum = a + b ; int cnt = 0 ; while ( sum ) { cnt ++ ; sum = sum / 10 ; } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s075694832.c	int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != - 1 ) { if ( a + b < 10 ) { printf ( ) ; } else if ( a + b < 100 ) { printf ( ) ; } else if ( a + b < 1000 ) { printf ( ) ; } else if ( a + b < 10000 ) { printf ( ) ; } else if ( a + b < 100000 ) { printf ( ) ; } else if ( a + b < 1000000 ) { printf ( ) ; } else if ( a + b < 10000000 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s686669942.c	int main ( void ) { unsigned long a , b ; int cnt ; while ( scanf ( , & a , & b ) != EOF ) { cnt = 1 ; a += b ; while ( a >= 10 ) { a /= 10 ; cnt ++ ; } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s962255783.c	int main ( void ) { int a , b , sum ; int n ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; n = 0 ; while ( sum ) { sum = sum / 10 ; n ++ ; } printf ( , n ) ; } return 0 ; } 
+Project_CodeNet/data/p00002/C/s733964577.c	int main ( void ) { int a , b ; int cnt = 0 ; int sum ; while ( scanf ( , & a , & b ) != EOF ) { sum = a + b ; cnt = 0 ; do { sum /= 10 ; cnt ++ ; } while ( sum > 0 ) ; printf ( , cnt ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s967095199.c	int main ( void ) { int a , b ; int sum , k ; while ( scanf ( , & a , & b ) != - 1 ) { sum = a + b ; k = 0 ; do { sum /= 10 ; k = k + 1 ; } while ( sum > 0 ) ; printf ( , k ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00002/C/s644775744.c	int main ( ) { int a , b ; int i , temp ; int count = 1 ; for ( i = 0 ; i <= 200 ; i ++ ) { if ( scanf ( , & a , & b ) == EOF ) break ; temp = a + b ; count = 1 ; while ( 1 ) { if ( ( temp - 10 ) < 0 ) { printf ( , count ) ; break ; } else { temp /= 10 ; count ++ ; } } } return 0 ; } 
+Project_CodeNet/data/p00002/C/s187972139.c	int main ( void ) { int a , b , length ; char Ans [ 8 ] ; while ( scanf ( , & a , & b ) != EOF ) { sprintf ( Ans , , a + b ) ; length = strlen ( Ans ) ; printf ( , length ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s977419169.c	int main ( void ) { int i , N , a , b , c ; scanf ( , N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; int max = a , min1 = b , min2 = c ; if ( b > a ) max = b ; min1 = a ; if ( c > max ) int t ; t = max ; max = c ; min2 = t ; if ( max * max = min1 * min1 + min2 * min2 ) printf ( ) ; else printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00003/C/s249364298.c	int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c == sqrt ( pow ( a , 2 ) + pow ( b , 2 ) ) ) printf ( ) ; else if ( a == b && c = a * sqrt ( 2 ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s641406139.c	int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c == sqrt ( pow ( a , 2 ) + pow ( b , 2 ) ) ) printf ( ) ; else if ( a == b && c = a * sqrt ( 2 ) || c = b * sqrt ( 2 ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s129957636.c	void judge ( int x , int y , int z ) { int f = 0 ; if ( x * x == y * y + z * z ) { f = 1 ; } else if ( y * y == z * z + x * x ) { f = 1 ; } else if ( z * z == x * x + y * y ) { f = 1 ; } printf ( ( f == 1 ) ? ( ) : ( ) ) ; return ; } int main ( void ) { int n , a , b , c ; scanf ( , & n ) ; while ( n -- ) { scanf ( , & a , & b , & c ) ; judge ( a , b , c ) ; } return 0 ; 
+Project_CodeNet/data/p00003/C/s587470124.c	void judge_triangle ( int side1 , int side2 , int side3 ) ; int main ( void ) { int number ; scanf ( , & number ) ; int side1 [ number ] , side2 [ number ] , side3 [ number ] ; for ( int i = 0 ; i < number ; i ++ ) { scanf ( , & side1 [ i ] , & side2 [ i ] , & side3 [ i ] ) ; } for ( int i = 0 ; i < number ; i ++ ) { judge_triangle ( side1 [ i ] , side2 [ i ] , side3 [ i ] ) ; } return 0 ; } void judge_triangle ( int side1 , int side2 , int side3 ) { int shorter1 , shorter2 , longest ; if ( side1 <= side2 ) { shorter1 = side1 ; shorter2 = side2 ; } else { shorter1 = side2 ; shorter2 = side1 ; } if ( shorter2 <= side3 ) { longest = side3 ; } else { longest = shorter2 ; shorter2 = side3 ; } if ( longest * longest == shorter1 * shorter1 + shorter2 * shorter2 ) { printf ( ) ; } else { printf ( ) ; } return ; } 
+Project_CodeNet/data/p00003/C/s848617059.c	int main ( void ) { int a , b , c , n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a == c * c + b * b ) || ( a * a + c * c == b * b ) || ( a * a + b * b == c * c ) ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s951698005.c	main ( ) { int N , a , b , c , i , j , k ; int x [ 100 ] ; scanf ( , & N ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { x [ i ] = 1 ; } else { x [ i ] = 0 ; } } for ( j = 0 ; j < N ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s441596470.c	main ( ) { int N , i , j , k ; scanf ( , & N ) ; int a [ N ] , b [ N ] , c [ N ] ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; } int higher , lower ; for ( i = 0 ; i < N ; i ++ ) { if ( b [ i ] < c [ i ] ) { higher = c [ i ] ; lower = b [ i ] ; c [ i ] = lower ; b [ i ] = higher ; } if ( a [ i ] < b [ i ] ) { higher = b [ i ] ; lower = a [ i ] ; b [ i ] = lower ; a [ i ] = higher ; } } for ( i = 0 ; i < N ; i ++ ) { if ( a [ i ] * a [ i ] == b [ i ] * b [ i ] + c [ i ] * c [ i ] ) { printf ( ) ; } else { printf ( ) ; } } returen 0 ; } 
+Project_CodeNet/data/p00003/C/s276576392.c	int main ( ) { int a , b , c , i , N , k [ 2048 ] = { 0 } ; scanf ( , N ) ; ) for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b ) a = b ; if ( a < c ) a = c ; if ( a * a = b * b + c * c ) k [ i ] ++ ; } for ( i = 0 ; i < N ; i ++ ) { if ( k [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s132821458.c	int main ( ) { int a , b , c , tmp , i , N , k [ 2048 ] = { 0 } ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b ) { tmp = b ; b = a ; a = tmp ; } if ( a < c ) { tmp = c ; c = a ; a = tmp } if ( a * a == b * b + c * c ) k [ i ] ++ ; } for ( i = 0 ; i < N ; i ++ ) { if ( k [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s190249688.c	int main ( ) { int n , x , y , z ; printf ( ) ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { printf ( ) ; scanf ( , & x , & y , & z ) ; if ( x ^ 2 == y ^ 2 + z ^ 2 || y ^ 2 == x ^ 2 + z ^ 2 || z ^ 2 == y ^ 2 + x ^ 2 ) printf ( ) ; else printf ( ) ; } } 
+Project_CodeNet/data/p00003/C/s098884478.c	int main ( ) { int N , i , a , b , c ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b = c * c + a * a || c * c = a * a + b * b ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s880540945.c	int main ( ) { int N , i , a , b , c ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a == b * b + c * c ) || ( b * b = c * c + a * a ) || ( c * c = a * a + b * b ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s176152608.c	int main ( ) { int N , i , a , b , c ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c ) printf ( ) ; else if ( b * b = c * c + a * a ) printf ( ) ; else if ( c * c = a * a + b * b ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s154280938.c	int main ( ) { int a , b , c , i , j ; scanf ( , & j ) ; for ( i = 1 ; i <= j ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b = c * c ) { printf ( ) ; } else if ( b * b + c * c = a * a ) { printf ( ) ; } else if ( c * c + a * a = b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s724035860.c	int main ( ) { int a , b , c , i , j ; scanf ( , & j ) ; for ( i = 1 ; i <= j ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b = c * c ) { printf ( ) ; } else if ( b * b + c * c = a * a ) { printf ( ) ; } else if ( c * c + a * a = b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s010061529.c	int main ( ) { int a , b , c , i , j ; scanf ( , & j ) ; for ( i = 1 ; i <= j ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b = c * c ) { printf ( ) ; } else if ( b * b + c * c = a * a ) { printf ( ) ; } else if ( c * c + a * a = b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s834300405.c	int main ( ) { int a , b , c , i , j ; scanf ( , & j ) ; for ( i = 0 ; i < j ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b = c * c || b * b + c * c = a * a || c * c + a * a = b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s916451270.c	int main ( void ) { int i , k ; scanf ( , i ) ; for ( k = 0 ; k < i ; k ++ ) { scanf ( , a , b , c ) ; if ( hypot ( a , b ) == c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s224377181.c	int main ( void ) { int n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , t ; for ( t = 0 ; t < n ; t ++ ) { scanf ( , & a [ ] , b [ ] , c [ ] ) ; } for ( t = 0 ; t < n ; t ++ ) { if ( ( a < b + c ) || ( b < a + c ) || ( c < a + b ) ) { printf ( ) ; } else { rpintf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s377277724.c	int main ( void ) { int n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , t ; for ( t = 0 ; t < n ; t ++ ) { scanf ( , & a [ t ] , & b [ t ] , & c [ t ] ) ; } for ( t = 0 ; t < n ; t ++ ) { if ( ( a < b + c ) || ( b < a + c ) || ( c < a + b ) ) { printf ( ) ; } else { rpintf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s827126569.c	int main ( void ) { int n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , t ; for ( t = 0 ; t < n ; t ++ ) { scanf ( , & a [ t ] , & b [ t ] , & c [ t ] ) ; } for ( t = 0 ; t < n ; t ++ ) { if ( ( a < hypot ( b , c ) ) || ( b < hypot ( a , c ) ) || ( c < hypot ( a , b ) ) ) { printf ( ) ; } else { rpintf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s357461096.c	int main ( void ) { int n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , t ; for ( t = 0 ; t < n ; t ++ ) { scanf ( , & a [ t ] , & b [ t ] , & c [ t ] ) ; } for ( t = 0 ; t < n ; t ++ ) { if ( a == hypot ( b , c ) || b == hypot ( a , c ) || c == hypot ( a , b ) ) { printf ( ) ; } else { rpintf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s168240101.c	int n , i , k ; scanf ( , & n ) ; int l [ n ] [ 3 ] ; for ( i = 0 ; i < n ; i ++ ) scanf ( , & l [ i ] [ 0 ] , & l [ i ] [ 1 ] , & l [ i ] [ 2 ] ) ; for ( i = 0 ; i < n ; i ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( l [ i ] [ 0 ] > l [ i ] [ 1 ] ) { temp = l [ i ] [ 0 ] ; l [ i ] [ 0 ] = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = temp ; } if ( l [ i ] [ 1 ] > l [ i ] [ 2 ] ) { temp = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = l [ i ] [ 2 ] ; l [ i ] [ 2 ] = temp ; } } } for ( i = 0 ; i < n ; i ++ ) { if ( ( l [ i ] [ 0 ] ) * ( l [ i ] [ 0 ] ) + ( l [ i ] [ 1 ] ) * ( l [ i ] [ 1 ] ) = ( l [ i ] [ 2 ] ) * ( l [ i ] [ 2 ] ) ) printf ( ) ; else printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00003/C/s673967054.c	int main ( void ) { int n , i , k ; scanf ( , & n ) ; int l [ n ] [ 3 ] ; for ( i = 0 ; i < n ; i ++ ) scanf ( , & l [ i ] [ 0 ] , & l [ i ] [ 1 ] , & l [ i ] [ 2 ] ) ; for ( i = 0 ; i < n ; i ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( l [ i ] [ 0 ] > l [ i ] [ 1 ] ) { temp = l [ i ] [ 0 ] ; l [ i ] [ 0 ] = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = temp ; } if ( l [ i ] [ 1 ] > l [ i ] [ 2 ] ) { temp = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = l [ i ] [ 2 ] ; l [ i ] [ 2 ] = temp ; } } } for ( i = 0 ; i < n ; i ++ ) { if ( ( l [ i ] [ 0 ] ) * ( l [ i ] [ 0 ] ) + ( l [ i ] [ 1 ] ) * ( l [ i ] [ 1 ] ) = ( l [ i ] [ 2 ] ) * ( l [ i ] [ 2 ] ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s203911267.c	int main ( void ) { int n , i , k ; scanf ( , & n ) ; int l [ n ] [ 3 ] ; for ( i = 0 ; i < n ; i ++ ) scanf ( , & l [ i ] [ 0 ] , & l [ i ] [ 1 ] , & l [ i ] [ 2 ] ) ; for ( i = 0 ; i < n ; i ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( l [ i ] [ 0 ] > l [ i ] [ 1 ] ) { int temp ; temp = l [ i ] [ 0 ] ; l [ i ] [ 0 ] = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = temp ; } if ( l [ i ] [ 1 ] > l [ i ] [ 2 ] ) { int temp ; temp = l [ i ] [ 1 ] ; l [ i ] [ 1 ] = l [ i ] [ 2 ] ; l [ i ] [ 2 ] = temp ; } } } for ( i = 0 ; i < n ; i ++ ) { if ( ( l [ i ] [ 0 ] ) * ( l [ i ] [ 0 ] ) + ( l [ i ] [ 1 ] ) * ( l [ i ] [ 1 ] ) = ( l [ i ] [ 2 ] ) * ( l [ i ] [ 2 ] ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s229231746.c	void right_triangle ( int x , int y , int z ) { if ( x * x = y * y + z * z || y * y = z * z + x * x || z * z = x * x + y * y ) { printf ( ) ; } else { printf ( ) ; } } int main ( void ) { int n ; scanf ( , & n ) ; int i ; for ( i = 0 ; i < n ; ++ i ) { int x , y , z ; scanf ( , & x , & y , & z ) ; right_triangle ( x , y , z ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s511251402.c	void right_triangle ( int x , int y , int z ) { if ( x * x = y * y + z * z || y * y = z * z + x * x || z * z = x * x + y * y ) { printf ( ) ; } else { printf ( ) ; } } int main ( void ) { int n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; ++ i ) { int x , y , z ; scanf ( , & x , & y , & z ) ; right_triangle ( x , y , z ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s250738248.c	void right_triangle ( int x , int y , int z ) { if ( x * x == y * y + z * z || y * y == z * z + x * x || z * z == x * x + y * y ) { printf ( ) ; } else { printf ( ) ; } } int main ( void ) { int n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; ++ i ) { int x , y , z ; scanf ( , & x , & y , & z ) ; right_triangle ( x , y , z ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s360658334.c	int main ( ) { int a , b , c , n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; ( c < a + b && b < a + c && a < b + c ) ? printf ( ) : printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s457083084.c	int main ( ) { int a , b , c , n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a ; b *= b ; c *= c ; if ( c == a + b || b == a + c || a == b + c ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s320575102.c	int main ( ) { int a , b , c , n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a ; b *= b ; c *= c ; if ( c == a + b || b == a + c || a == b + c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s342488472.c	int main ( ) { int a , b , c ; int count , i ; scanf ( , & count ) ; for ( i = 0 ; i < count ; i ++ ) { scanf ( , & a , & b , & c ) if ( ( ( a * a + b * b ) == c * c ) || ( ( a * a + c * c ) == b * b ) || ( ( b * b + c * c ) == a * a ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s074514768.c	int main ( ) { int a , b , c , test , i , f ; while ( scanf ( , & test ) == 1 ) { for ( i = 1 ; i <= test ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( c == sqrt ( a * a + b * b ) || b == ( c * c + a * a ) || a == ( b * b + c * c ) printf ( ) ; else printf ( ) } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s151688386.c	int main ( ) { int a , b , c , test , i , f ; while ( scanf ( , & test ) == 1 ) { for ( i = 1 ; i < test ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c == sqrt ( a * a + b * b ) || b == ( c * c + a * a ) || a == ( b * b + c * c ) ) printf ( ) ; else printf ( ) } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s752627282.c	int main ( ) { int n , a , b , c , i ; while ( scanf ( , & n ) == 1 ) { for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( ( a * a + b * b ) == c * c ) || ( ( c * c + b * b ) == a * a ) || ( ( a * a + c * c ) == b * b ) ) printf ( ) ; else printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s428393494.c	int main ( ) { int j , a , b , c , i ; while ( scanf ( , & n ) == 1 ) { for ( i = 0 ; i < j ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( ( a * a + b * b ) == c * c ) || ( ( c * c + b * b ) == a * a ) || ( ( a * a + c * c ) == b * b ) ) printf ( ) ; else printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s925023498.c	void sort_asc ( int * v , int c ) { int i , j ; int t ; for ( i = 0 ; i < c - 1 ; i ++ ) { if ( v [ i ] > v [ i + 1 ] ) { t = v [ i + 1 ] ; v [ i + 1 ] = v [ i ] ; v [ i ] = t ; for ( j = i ; j > 0 ; j -- ) { if ( v [ j ] < v [ j - 1 ] ) { t = v [ j - 1 ] ; v [ j - 1 ] = v [ j ] ; v [ j ] = t ; } else { break ; } } } } return ; } int main ( ) { int cnt , i ; int v [ 3 ] ; scanf ( , & cnt ) ; for ( i = 0 ; i < cnt ; i ++ ) { scanf ( , & v [ 0 ] , & v [ 1 ] , & v [ 2 ] ) ; sort_asc ( v , 3 ) ; if ( v [ 2 ] ^ 2 == v [ 0 ] ^ 2 + v [ 1 ] ^ 2 ) { print ( ) ; } else { print ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s242601901.c	int main ( void ) { int N , i ; scanf_s ( , & N ) ; int a [ 1000 ] , b [ 1000 ] , c [ 1000 ] ; for ( i = 0 ; i < N ; i ++ ) { scanf_s ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; } for ( i = 0 ; i < N ; i ++ ) { int A = a [ i ] * a [ i ] ; int B = b [ i ] * b [ i ] ; int C = c [ i ] * c [ i ] ; if ( A + B == C || B + C == A || C + A == B ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s350188822.c	int main ( void ) { int a , b , c , N , i ; scanf_s ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf_s ( , & a , & b , & c ) ; int A = a * a ; int B = b * b ; int C = c * c ; if ( A + B == C || B + A == C || C + A == B ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s320669054.c	int main ( void ) { int a , b , c , N , i ; scanf_s ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf_s ( , & a , & b , & c ) ; int A = a * a ; int B = b * b ; int C = c * c ; if ( ( A + B == C ) || ( B + A == C ) || ( C + A == B ) ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s446230729.c	int main ( void ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; int A = a * a ; int B = b * b ; int C = c * c ; if ( A + B == C || B + A == C || C + A == B ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s916801668.c	int main ( void ) { int N ; int a [ 1000 ] , b [ 1000 ] , c [ 1000 ] ; int i ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( ( a [ i ] * a [ i ] ) + ( b [ i ] * b [ i ] ) == ( c [ i ] * c [ i ] ) || ( a [ i ] * a [ i ] ) + ( c [ i ] * c [ i ] ) == ( b [ i ] * b [ i ] ) ) || ( c [ i ] * c [ i ] ) + ( b [ i ] * b [ i ] ) == ( a [ i ] * a [ i ] ) ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s528015528.c	int main ( ) { int length [ 3 ] ; int n ; fscanf ( stdin , , & n ) ; while ( ( fscanf ( stdin , , & length [ 0 ] , & length [ 1 ] , & length [ 2 ] ) ) != EOF ) { if ( length [ 0 ] == length [ 1 ] || length [ 1 ] == length [ 2 ] || length [ 0 ] == length [ 2 ] ) { printf ( ) ; continue ; } int max_index = 0 ; double tmp = 0 ; for ( int i = 1 ; i < n ; ++ i ) { if ( length [ max_index ] < length [ i ] ) { max_index = i ; } } for ( int i = 0 ; i < 3 ; i ++ ) { if ( i != max_index ) { tmp += pow ( ( double ) length [ i ] , 2.0 ) ; } } if ( pow ( ( double ) length [ max_index ] , 2.0 ) == tmp ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s668961751.c	int main ( ) { int length [ 3 ] ; int n ; fscanf ( stdin , , & n ) ; while ( ( fscanf ( stdin , , & length [ 0 ] , & length [ 1 ] , & length [ 2 ] ) ) != EOF ) { if ( length [ 0 ] == length [ 1 ] || length [ 1 ] == length [ 2 ] || length [ 0 ] == length [ 2 ] ) { printf ( ) ; continue ; } int max_index = 0 ; double tmp = 0 ; for ( int i = 1 ; i < n ; ++ i ) { if ( length [ max_index ] < length [ i ] ) { max_index = i ; } } for ( int i = 0 ; i < 3 ; i ++ ) { if ( i != max_index ) { tmp += length [ i ] * length [ i ] ; } } if ( length [ max_index ] * length [ max_index ] == tmp ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s158213980.c	int main ( ) { int N ; int a , b , c ; scanf ( , N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , a , b , c ) ; if ( a < 1000 && b < 1000 && c < 1000 ) { braak ; } if ( a * a = b * b + c * c ) { san = 1 ; } if ( b * b = c * c + a * a ) { san = 1 ; } if ( c * c = a * a + b * b ) { san = 1 ; } if ( san = 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s003590886.c	int data [ 1000 ] [ 3 ] ; int main ( ) { int n , i , a , b , c ; char inp [ 96 ] ; gets ( inp ) ; sscanf_s ( inp , , & n ) ; for ( i = 0 ; i < n ; i ++ ) { gets ( inp ) ; sscanf ( inp , , & ( data [ i ] [ 0 ] ) , & ( data [ i ] [ 1 ] ) , & ( data [ i ] [ 2 ] ) ) ; } for ( i = 0 ; i < n ; i ++ ) { a = data [ i ] [ 0 ] ; b = data [ i ] [ 1 ] ; c = data [ i ] [ 2 ] ; if ( ( ( a * a ) + ( b * b ) ) == ( c * c ) ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s359747007.c	int Pita ( int a , int b , int c ) ; int main ( void ) { int N , a , b , c , i , t ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , a , b , c ) ; t = Pita ( a , b , c ) ; if ( t == 1 ) printf ( ) ; else printf ( ) ; } return 0 ; } int Pita ( int a , int b , int c ) { if ( a > b && a > c ) { if ( a == ( b * b + c * c ) ) return 1 else return 0 ; } else ( b > a && b > c ) { if ( b == ( a * a + c * c ) ) return 1 else return 0 ; } else if ( c > a && c > b ) { if ( c == ( a * a + b * b ) ) return 1 else return 0 ; } else { return 0 ; } } 
+Project_CodeNet/data/p00003/C/s555035954.c	int Pita ( int a , int b , int c ) ; int main ( void ) { int N , a , b , c , i , t ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , a , b , c ) ; t = Pita ( a , b , c ) ; if ( t == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int Pita ( int a , int b , int c ) { if ( a > b && a > c ) { if ( a == ( b * b + c * c ) ) return 1 else return 0 ; } else ( b > a && b > c ) { if ( b == ( a * a + c * c ) ) return 1 else return 0 ; } else if ( c > a && c > b ) { if ( c == ( a * a + b * b ) ) return 1 else return 0 ; } else { return 0 ; } } 
+Project_CodeNet/data/p00003/C/s282186087.c	int Pita ( int a , int b , int c ) ; int main ( void ) { int N , a , b , c , i , t ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , a , b , c ) ; t = Pita ( a , b , c ) ; if ( t == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int Pita ( int a , int b , int c ) { if ( a > b && a > c ) { if ( a == ( b * b + c * c ) ) return 1 ; else return 0 ; } else ( b > a && b > c ) { if ( b == ( a * a + c * c ) ) return 1 ; else return 0 ; } else if ( c > a && c > b ) { if ( c == ( a * a + b * b ) ) return 1 else return 0 ; } else { return 0 ; } } 
+Project_CodeNet/data/p00003/C/s178615341.c	void swapc ( int * , int * ) ; int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; swapc ( & a , & c ) ; swapc ( & b , & c ) ; if ( a * a + b * b == c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } void swapc ( int * x , int * c ) { int temp ; if ( * x > * c ) { temp = * x ; * x = * c ; * c = temp ; } } 
+Project_CodeNet/data/p00003/C/s702606225.c	int main ( ) { int a , b , c , temp , i , j ; scanf ( , & i ) ; for ( j = 1 ; j < i ; j ++ ) { scanf ( , & a , & b , & c ) ; if ( a > b ) { temp = a ; a = b ; b = temp ; } else if ( b > c ) { temp = b ; b = c ; c = temp ; } if ( a * a + b * b == c * c ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s098578103.c	int main ( void ) { int a , b , c ; int i ; for ( i = 0 ; i < 3 ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a , b *= b , c *= c ; if ( a == b + c || b == a + c || c == a + b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s009891238.c	int main ( void ) { int a , b , c ; int i ; for ( i = 0 ; i < 3 ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a , b *= b , c *= c ; if ( a == b + c || b == a + c || c == a + b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s263133603.c	int main ( void ) { int a , b , c ; int n , i ; scanf ( , & n , & i ) ; for ( i = 0 ; i < 3 ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a , b *= b , c *= c ; if ( a == b + c || b == a + c || c == a + b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s623411098.c	int main ( ) { int a , b , c ; scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == c * c + a * a || c * c == a * a + b * b ) printf ( ) ; else printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00003/C/s866826387.c	int main ( void ) { int i , N , a , b , c ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; int max = a , min1 = b , min2 = c ; if ( b > a ) { max = b ; min1 = a ; } if ( c > max ) { int t ; t = max ; max = c ; min2 = t ; } if ( max * max == min1 * min1 + min2 * min2 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s444572824.c	int main ( void ) { int i , N , a , b , c ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; int max = a , min1 = b , min2 = c ; if ( b > a ) { max = b ; min1 = a ; } if ( c > max ) { int t ; t = max ; max = c ; min2 = t ; } if ( max * max == min1 * min1 + min2 * min2 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s707519938.c	int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c == sqrt ( pow ( a , 2 ) + pow ( b , 2 ) ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s891816890.c	int square ( int a ) { return ( a * a ) ; } int main ( void ) { int N ; int i , j ; int a [ 3 ] = { 0 } ; int x2 [ 3 ] ; int max [ 3 ] = { 0 } ; int result [ 1000 ] = { 0 } ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; for ( j = 0 ; j < 3 ; j ++ ) { x2 [ j ] = square ( a [ j ] ) ; } for ( j = 0 ; j < 3 ; j ++ ) { if ( max [ 0 ] < x2 [ j ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = max [ 0 ] ; max [ 0 ] = x2 [ j ] ; } else if ( max [ 1 ] < x2 [ j ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = x2 [ j ] ; } else { max [ 2 ] = x2 [ j ] ; } } if ( ( max [ 1 ] + max [ 2 ] ) == max [ 0 ] ) { result [ i ] = 1 ; } else { result [ i ] = 2 ; } } for ( i = 0 ; i < N ; i ++ ) { if ( result [ i ] == 1 ) { printf ( ) ; } else if ( result [ i ] == 2 ) { printf ( ) ; } else { break ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s856007754.c	int main ( ) { int n , i , j , k , p ; scanf ( , & n ) ; int A [ n ] [ 3 ] ; for ( i = 0 ; i < n ; i ++ ) { for ( j = 0 ; j < 3 ; j ++ ) scanf ( , & A [ i ] [ j ] ) ; for ( k = j ; k < 3 ; k ++ ) { if ( A [ i ] [ k ] < A [ i ] [ j ] ) p = A [ i ] [ k ] , A [ i ] [ k ] = A [ i ] [ j ] , A [ i ] [ j ] = p ; } } for ( i = 0 ; i < n ; i ++ ) { if ( A [ i ] [ 0 ] * A [ i ] [ 0 ] + A [ i ] [ 1 ] * A [ i ] [ 1 ] == A [ i ] [ 2 ] * A [ i ] [ 2 ] && A [ i ] [ j ] <= 1000 && A [ i ] [ j ] >= 1 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s091678227.c	int main ( ) { int n , i , j , m , tmp ; int a [ 3 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; if ( a [ 0 ] * a [ 0 ] + a [ 1 ] * a [ 1 ] == a [ 2 ] * a [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s097473979.c	int main ( ) { int n , i , j , m , tmp ; int a [ 3 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; if ( a [ 0 ] > a [ 1 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 1 ] ; a [ 1 ] = tmp ; } if ( a [ 0 ] > a [ 2 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 2 ] ; a [ 2 ] = tmp ; } if ( a [ 0 ] * a [ 0 ] + a [ 1 ] * a [ 1 ] == a [ 2 ] * a [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s313293722.c	int main ( ) { int n , i , j , m , tmp ; int a [ 3 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; if ( a [ 0 ] > a [ 1 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 1 ] ; a [ 1 ] = tmp ; } if ( a [ 0 ] > a [ 2 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 2 ] ; a [ 2 ] = tmp ; } if ( a [ 0 ] * a [ 0 ] + a [ 1 ] * a [ 1 ] == a [ 2 ] * a [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s841309919.c	int main ( void ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a == c * c + b * b ) || ( a * a + c * c == b * b ) || ( a * a + b * b == c * c ) ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s733504698.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 1001 ] = { } , ka , ki , ku ; scanf ( , & a ) ; for ( i = 0 ; i < a ; i ++ ) { ka = 0 ; scanf ( , & u , & e , & o ) ; if ( ka < u ) { ka = u ; ki = e ; ku = o ; } if ( ka < e ) { ka = e ; ki = o ; ku = u ; } if ( ka < o ) { ka = o ; ki = e ; ku = u ; } if ( ka * ka == ki * ki + ku * ku ) yama [ i ] = 1 ; } for ( i = 0 ; i < a ; i ++ ) { if ( yama [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s872852287.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 1001 ] = { } , ka , ki , ku , sa , si , su ; scanf ( , & a ) ; for ( i = 0 ; i < a ; i ++ ) { ka = 0 ; scanf ( , & u , & e , & o ) ; if ( ka < u ) { ka = u ; ki = e ; ku = o ; } if ( ka < e ) { ka = e ; ki = o ; ku = u ; } if ( ka < o ) { ka = o ; ki = e ; ku = u ; } sa = ka * ka ; si = ki * ki ; su = ku * ku ; if ( sa == si + su ) yama [ i ] = 1 ; } for ( i = 0 ; i < a ; i ++ ) { if ( yama [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s954755609.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 1001 ] = { } , ka , ki , ku , sa , si , su ; scanf ( , & a ) ; for ( i = 0 ; i < a ; i ++ ) { scanf ( , & u , & e , & o ) ; if ( u > e && u > o ) { if ( u * u == e * e + o * o ) { printf ( ) ; } else { printf ( ) ; } } else if ( e > u && e > o ) { if ( e * e == u * u + o * o ) { printf ( ) ; } else { printf ( ) ; } } else { if ( o * o == u * u + e * e ) { printf ( ) ; } else { printf ( ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s162999718.c	main ( ) { int n , a , b , c , i , j , k ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s375765780.c	main ( ) { int n , a , b , c , i , j , k ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s568734537.c	main ( ) { int n , a , b , c , i , j , k ; int x [ 100 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { x [ i ] = 1 ; } else { x [ i ] = 0 ; } } for ( j = 0 ; j < n ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s354347737.c	main ( ) { int N , a , b , c , i , j , k ; int x [ 100 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { x [ i ] = 1 ; } else { x [ i ] = 0 ; } } for ( j = 0 ; j < N ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s421477313.c	main ( ) { int N , a , b , c , i , j , k ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s622249128.c	main ( ) { int N , a , b , c , i , j , k ; 1 <= a , b , c <= 1000 ; N <= 1000 ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s209415746.c	main ( ) { int N , a , b , c , i , j , k ; int x [ 100 ] ; 1 <= a , b , c <= 1000 ; N <= 1000 ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( c * c == a * a + b * b || b * b == a * a + c * c || a * a == b * b + c * c ) { x [ i ] = 1 ; } else { x [ i ] = 0 ; } } for ( j = 0 ; j < N ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s353148557.c	main ( ) { int N , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , i , j , k ; int x [ 100 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] || b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] || a [ i ] * a [ i ] == b [ i ] * b [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } else { x [ i ] = 0 ; } } for ( j = 0 ; j < N ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s582907457.c	main ( ) { int N , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , i , j , k ; int x [ 1000 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] || b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] || a [ i ] * a [ i ] == b [ i ] * b [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } } for ( j = 0 ; j < N ; j ++ ) { if ( x [ j ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s090137406.c	main ( ) { int N , i , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , x [ 1000 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] || b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] || a [ i ] * a [ i ] == b [ i ] * b [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } } for ( i = 0 ; i < N ; i ++ ) { if ( x [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s739301074.c	main ( ) { int N , i , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , x [ 1000 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } if ( b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } } for ( i = 0 ; i < N ; i ++ ) { if ( x [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s681334565.c	main ( ) { int N , i , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , x [ 1000 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } else if ( b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } else if ( a [ i ] * a [ i ] == c [ i ] * c [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } } for ( i = 0 ; i < N ; i ++ ) { if ( x [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s249129517.c	int main ( void ) { int N ; int array [ 3 ] ; int i ; int j ; int k ; int swap ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & array [ 0 ] , & array [ 1 ] , & array [ 2 ] ) ; for ( j = 0 ; j < 2 ; j ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( array [ i ] > array [ i + 1 ] ) { swap = array [ i ] ; array [ i ] = array [ i + 1 ] ; array [ i + 1 ] = swap ; } } } if ( ( array [ 0 ] * array [ 0 ] ) + ( array [ 1 ] * array [ 1 ] ) == array [ 2 ] * array [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s235606730.c	int main ( void ) { int N ; int array [ 3 ] ; int i ; int j ; int k ; int swap ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & array [ 0 ] , & array [ 1 ] , & array [ 2 ] ) ; for ( j = 0 ; j < 2 ; j ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( array [ k ] > array [ k + 1 ] ) { swap = array [ k ] ; array [ k ] = array [ k + 1 ] ; array [ k + 1 ] = swap ; } } } if ( ( array [ 0 ] * array [ 0 ] ) + ( array [ 1 ] * array [ 1 ] ) == array [ 2 ] * array [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s037909978.c	int main ( void ) { int N ; int array [ 3 ] ; int i ; int j ; int k ; int swap ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & array [ 0 ] , & array [ 1 ] , & array [ 2 ] ) ; for ( j = 0 ; j < 2 ; j ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( array [ k ] > array [ k + 1 ] ) { swap = array [ k ] ; array [ k ] = array [ k + 1 ] ; array [ k + 1 ] = swap ; } } } if ( ( array [ 0 ] * array [ 0 ] ) + ( array [ 1 ] * array [ 1 ] ) == array [ 2 ] * array [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s448196494.c	int main ( ) { int i , n , a , b , c ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a + b * b ) == c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s722617633.c	int main ( void ) { unsigned a , b , c , N ; int i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b + c ) { if ( b < c + a ) { if ( c < a + b ) { puts ( ) ; } else puts ( ) ; } else puts ( ) ; } else puts ( ) ; } putchar ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s581821412.c	int main ( void ) { unsigned a , b , c , N ; int i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b + c ) { if ( b < c + a ) { if ( c < a + b ) { puts ( ) ; } else puts ( ) ; } else puts ( ) ; } else puts ( ) ; } putchar ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s593487984.c	int main ( void ) { unsigned a , b , c , N ; int i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b + c ) { if ( b < c + a ) { if ( c < a + b ) { if ( a * a == b * b + c * c ) puts ( ) ; else if ( b * b == c * c + a * a ) puts ( ) ; else if ( c * c == a * a + b * b ) puts ( ) ; } else puts ( ) ; } else puts ( ) ; } else puts ( ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s959896972.c	typedef struct LNode { int a , b , c ; struct LNode * next ; } LNode , * LinkList ; int main ( ) { LinkList L , p ; LNode head ; L = p = & head ; int N , i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { LinkList temp ; temp = ( LinkList ) malloc ( sizeof ( LNode ) ) ; if ( temp == NULL ) { printf ( ) ; } p -> next = temp ; p = p -> next ; scanf ( , & ( p -> a ) , & ( p -> b ) , & ( p -> c ) ) ; } p -> next = NULL ; p = L -> next ; while ( p ) { if ( p -> a + p -> b > p -> c && abs ( p -> a - p -> b ) < p -> c ) printf ( ) ; else printf ( ) ; p = p -> next ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s256184081.c	int main ( ) { long long int a , b , c , i , j = 0 ; scanf ( , & i ) ; while ( j <= i ) { scanf ( , & a , & b , & c ) ; if ( ( a * a ) == ( b * b ) + ( c * c ) ) printf ( ) ; if ( ( b * b ) == ( a * a ) + ( c * c ) ) printf ( ) ; if ( ( c * c ) == ( b * b ) + ( a * a ) ) printf ( ) ; else printf ( ) ; j ++ ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s560546338.c	int main ( ) { LL a , b , c , A , B , C ; int n = 0 ; scanf ( , & n ) ; while ( n ) { scanf ( , & a , & b , & c ) ; A = a * a ; B = b * b ; C = c * c ; A = A + B ; if ( A == C ) printf ( ) ; else printf ( ) ; n -- ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s493465305.c	int triangle ( int a , int b , int c ) { if ( ( a + b > c ) && ( a + c > b ) && ( b + c > a ) ) return 1 ; else return 0 ; } int main ( ) { int a , b , c , i , n ; scanf ( , & n ) ; int m [ n ] ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; * ( m + i ) = triangle ( a , b , c ) ; } for ( i = 0 ; i < n ; i ++ ) { if ( m [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s830137717.c	int triangle ( int a , int b , int c ) { if ( ( a + b > c ) && ( a + c > b ) && ( b + c > a ) ) return 1 ; else return 0 ; } int main ( ) { int a , b , c , i , n ; scanf ( , & n ) ; int m [ n ] ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; * ( m + i ) = triangle ( a , b , c ) ; } if ( m [ 0 ] == 0 ) printf ( ) ; else printf ( ) ; for ( i = 1 ; i < n ; i ++ ) { if ( m [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s857895768.c	int triangle ( int a , int b , int c ) { if ( ( a + b > c ) && ( a + c > b ) && ( b + c > a ) && ( a > 0 ) && ( b > 0 ) && ( c > 0 ) ) return 1 ; else return 0 ; } int main ( ) { int a , b , c , i , n ; scanf ( , & n ) ; int m [ n ] ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; * ( m + i ) = triangle ( a , b , c ) ; } if ( m [ 0 ] == 0 ) printf ( ) ; else printf ( ) ; for ( i = 1 ; i < n ; i ++ ) { if ( m [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s707469196.c	int tt ( int , int , int ) ; int main ( void ) { int i , n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , kai [ 1000 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; kai [ i ] = tt ( a [ i ] , b [ i ] , c [ i ] ) ; } for ( i = 0 ; i < n ; i ++ ) { if ( kai [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int tt ( int A , int B , int C ) { int or = 0 ; if ( A * A == B * B + C * C ) { or = 1 ; } if ( B * B == A * A + C * C ) { or = 1 ; } if ( C * C == A * A + B * B ) { or = 1 ; } else { or = 0 ; } return or ; } 
+Project_CodeNet/data/p00003/C/s824525288.c	int tt ( int , int , int ) ; int main ( void ) { int i , n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , kai [ 1000 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; kai [ i ] = tt ( a [ i ] , b [ i ] , c [ i ] ) ; if ( ( a [ i ] == 0 ) && ( b [ i ] == 0 ) && ( c [ i ] == 0 ) ) { kai [ i ] = 0 ; } } for ( i = 0 ; i < n ; i ++ ) { if ( kai [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int tt ( int A , int B , int C ) { int or = 0 ; if ( A * A == B * B + C * C ) { or = 1 ; } if ( B * B == A * A + C * C ) { or = 1 ; } if ( C * C == A * A + B * B ) { or = 1 ; } else { or = 0 ; } return or ; } 
+Project_CodeNet/data/p00003/C/s664467324.c	int tt ( int , int , int ) ; int main ( void ) { int i , n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , kai [ 1000 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; kai [ i ] = tt ( a [ i ] , b [ i ] , c [ i ] ) ; if ( ( a [ i ] == 0 ) || ( b [ i ] == 0 ) || ( c [ i ] == 0 ) ) { kai [ i ] = 0 ; } } for ( i = 0 ; i < n ; i ++ ) { if ( kai [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int tt ( int A , int B , int C ) { int or = 0 ; if ( A * A == B * B + C * C ) { or = 1 ; } if ( B * B == A * A + C * C ) { or = 1 ; } if ( C * C == A * A + B * B ) { or = 1 ; } else { or = 0 ; } return or ; } 
+Project_CodeNet/data/p00003/C/s141455859.c	int tt ( int , int , int ) ; int main ( void ) { int i , n , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] , kai [ 1000 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; kai [ i ] = tt ( a [ i ] , b [ i ] , c [ i ] ) ; if ( ( a [ i ] <= 0 ) || ( b [ i ] <= 0 ) || ( c [ i ] <= 0 ) ) { kai [ i ] = 0 ; } } for ( i = 0 ; i < n ; i ++ ) { if ( kai [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } int tt ( int A , int B , int C ) { int or = 0 ; if ( A * A == B * B + C * C ) { or = 1 ; } if ( B * B == A * A + C * C ) { or = 1 ; } if ( C * C == A * A + B * B ) { or = 1 ; } else { or = 0 ; } return or ; } 
+Project_CodeNet/data/p00003/C/s945519053.c	int main ( ) { int a , b , c , i , N , k [ 2048 ] = { 0 } ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b ) a = b ; if ( a < c ) a = c ; if ( a * a == b * b + c * c ) k [ i ] ++ ; } for ( i = 0 ; i < N ; i ++ ) { if ( k [ i ] == 0 ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s480206508.c	int main ( ) { int i , n , a , b , c ; scanf ( , & n ) ; printf ( , n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b == c * c ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s743691611.c	int main ( ) { int i , n , a , b , c ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b == c * c ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s026223911.c	void swapc ( int * , int * ) ; int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; swapc ( & a , & c ) ; swapc ( & b , & c ) ; if ( a * a + b * b == c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } void swapc ( int * x , int * c ) { int temp ; if ( * x > * c ) { temp = * x ; * x = * c ; * c = temp ; } } 
+Project_CodeNet/data/p00003/C/s675069470.c	int main ( ) { int a , b , c , temp , i , j ; scanf ( , & i ) ; for ( j = 0 ; j < i ; j ++ ) { scanf ( , & a , & b , & c ) ; if ( a > b ) { temp = a ; a = b ; b = temp ; } if ( b > c ) { temp = b ; b = c ; c = temp ; } if ( a > b ) { temp = a ; a = b ; b = temp ; } if ( a * a + b * b == c * c ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s479936683.c	int main ( void ) { int n ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { int a , b , c ; scanf ( , & a , & b , & c ) ; if ( a < b ) { int k = 0 ; k = a ; a = b ; b = k ; } if ( a < c ) { int k = 0 ; k = c ; c = a ; a = k ; } if ( a * a == b * b + c * c ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s815188858.c	int main ( void ) { int a , b , c ; int n , i ; scanf ( , & n , & i ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; a *= a , b *= b , c *= c ; if ( a == b + c || b == a + c || c == a + b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s522178597.c	int main ( void ) { int n , x , y , z , a , b , c ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { scanf ( , & x , & y , & z ) ; a = x * x ; b = y * y ; c = z * z ; if ( ( a == b + c ) || ( b == a + c ) || ( c == a + b ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s790967589.c	int main ( void ) { int A [ 3 ] ; int N , i = 0 ; int a , b , c ; int max ; scanf ( , & N ) ; while ( i ++ < N ) { scanf ( , & a , & b , & c ) ; if ( a > b ) { A [ 2 ] = b ; if ( a > c ) { A [ 0 ] = a ; A [ 1 ] = c ; } else { A [ 0 ] = c ; A [ 1 ] = a ; } } else { A [ 2 ] = a ; if ( b > c ) { A [ 0 ] = b ; A [ 1 ] = c ; } else { A [ 0 ] = c ; A [ 1 ] = b ; } } if ( pow ( A [ 0 ] , 2 ) == pow ( A [ 1 ] , 2 ) + pow ( A [ 2 ] , 2 ) ) { printf ( ) ; } else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s504639133.c	int main ( ) { int n , a , b , c , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; a = a * a , b = b * b , c = c * c ; if ( a + b == c || a + c == b || b + c == a ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s558560132.c	int main ( ) { int N , i , a , b , c ; scanf ( , & N ) ; for ( i = 1 ; i <= N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == a * a + c * c || c * c == a * a + b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s982416592.c	int main ( ) { int a , b , c , n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a == sqrt ( pow ( b , 2 ) + pow ( c , 2 ) ) || b == sqrt ( pow ( a , 2 ) + pow ( c , 2 ) ) || c == sqrt ( pow ( a , 2 ) + pow ( b , 2 ) ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s697876055.c	void judge ( int x , int y , int z ) { int f = 0 ; if ( x * x == y * y + z * z ) f = 1 ; else if ( y * y == z * z + x * x ) f = 1 ; else if ( z * z == x * x + y * y ) f = 1 ; printf ( ( f == 1 ) ? ( ) : ( ) ) ; return ; } int main ( void ) { int n , a , b , c ; scanf ( , & n ) ; while ( n -- ) { scanf ( , & a , & b , & c ) ; judge ( a , b , c ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s359583436.c	void judge ( int x , int y , int z ) { int f = 0 ; if ( x * x == y * y + z * z ) { f = 1 ; } else if ( y * y == z * z + x * x ) { f = 1 ; } else if ( z * z == x * x + y * y ) { f = 1 ; } printf ( ( f == 1 ) ? ( ) : ( ) ) ; return ; } int main ( void ) { int n , a , b , c ; scanf ( , & n ) ; while ( n -- ) { scanf ( , & a , & b , & c ) ; judge ( a , b , c ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s293442559.c	int main ( ) { int N ; int v [ 3 ] ; scanf ( , & N ) ; while ( N -- ) { scanf ( , v , v + 1 , v + 2 ) ; if ( v [ 0 ] > v [ 1 ] ) swap ( v [ 0 ] , v [ 1 ] ) ; if ( v [ 1 ] > v [ 2 ] ) swap ( v [ 1 ] , v [ 2 ] ) ; if ( v [ 0 ] * v [ 0 ] + v [ 1 ] * v [ 1 ] == v [ 2 ] * v [ 2 ] ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s099080908.c	int main ( void ) { int i , j , N , l [ 3 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { for ( j = 0 ; j < 3 ; j ++ ) { scanf ( , & l [ j ] ) ; } if ( ( l [ 0 ] * l [ 0 ] ) == ( l [ 1 ] * l [ 1 ] ) + ( l [ 2 ] * l [ 2 ] ) || ( l [ 1 ] * l [ 1 ] ) == ( l [ 0 ] * l [ 0 ] ) + ( l [ 2 ] * l [ 2 ] ) || ( l [ 2 ] * l [ 2 ] ) == ( l [ 0 ] * l [ 0 ] ) + ( l [ 1 ] * l [ 1 ] ) ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s533492118.c	int cmp_int ( const void * a , const void * b ) { return * ( int * ) a - * ( int * ) b ; } int main ( void ) { int N , i , j , e [ 3 ] ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { for ( j = 0 ; j < 3 ; j ++ ) { scanf ( , & e [ j ] ) ; } qsort ( e , 3 , sizeof ( int ) , cmp_int ) ; if ( e [ 0 ] * e [ 0 ] + e [ 1 ] * e [ 1 ] == e [ 2 ] * e [ 2 ] ) { puts ( ) ; } else { puts ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s612957440.c	int square ( int a ) { return ( a * a ) ; } int main ( void ) { int N ; int i , j ; int a [ 3 ] = { 0 } ; int x2 [ 3 ] ; int max [ 3 ] = { 0 } ; int result [ 1000 ] = { 0 } ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; for ( j = 0 ; j < 3 ; j ++ ) { x2 [ j ] = square ( a [ j ] ) ; } for ( j = 0 ; j < 3 ; j ++ ) { if ( max [ 0 ] < x2 [ j ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = max [ 0 ] ; max [ 0 ] = x2 [ j ] ; } else if ( max [ 1 ] < x2 [ j ] ) { max [ 2 ] = max [ 1 ] ; max [ 1 ] = x2 [ j ] ; } else { max [ 2 ] = x2 [ j ] ; } } if ( ( max [ 1 ] + max [ 2 ] ) == max [ 0 ] ) { result [ i ] = 1 ; } else { result [ i ] = 2 ; } max [ 0 ] = 0 ; max [ 1 ] = 0 ; max [ 2 ] = 0 ; } for ( i = 0 ; i < N ; i ++ ) { if ( result [ i ] == 1 ) { printf ( ) ; } else if ( result [ i ] == 2 ) { printf ( ) ; } else { break ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s314928246.c	int main ( ) { int a , b , c ; int n , i ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == c * c + a * a || c * c == b * b + a * a ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s633051115.c	int main ( ) { int i , j , a [ 1000 ] , b [ 1000 ] , c [ 1000 ] ; scanf ( , & i ) ; j = i ; for ( ; i != 0 ; i -- ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; } for ( ; j != 0 ; j -- ) { if ( a [ j ] * a [ j ] + b [ j ] * b [ j ] == c [ j ] * c [ j ] ) printf ( ) ; else if ( b [ j ] * b [ j ] + c [ j ] * c [ j ] == a [ j ] * a [ j ] ) printf ( ) ; else if ( c [ j ] * c [ j ] + a [ j ] * a [ j ] == b [ j ] * b [ j ] ) printf ( ) ; else printf ( ) ; printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s833884551.c	int isRightTriangle ( int a , int b , int c ) { int temp ; if ( a > b ) { temp = a ; a = b ; b = temp ; } if ( b > c ) { temp = b ; b = c ; c = temp ; } if ( a > b ) { temp = a ; a = b ; b = temp ; } if ( c * c == a * a + b * b ) { return 1 ; } return 0 ; } int main ( void ) { int i , n , x , y , z ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & x , & y , & z ) ; if ( isRightTriangle ( x , y , z ) == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s728844500.c	int main ( int argc , const char * argv [ ] ) { int n , i ; int a , b , c ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == a * a + c * c || c * c == a * a + b * b ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s882740035.c	int main ( void ) { int n , a , b , c , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b == c * c || a * a + c * c == b * b || b * b + c * c == a * a ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s775620086.c	int main ( ) { int a , b , c , n ; scanf ( , & n ) ; while ( n -- ) { scanf ( , & a ) ; scanf ( , & b ) ; scanf ( , & c ) ; if ( a * a + b * b == c * c || b * b + c * c == a * a || c * c + a * a == b * b ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s295215959.c	int sort ( const void * a , const void * b ) { return * ( int * ) a - * ( int * ) b ; } int main ( ) { int i , j , k ; int a [ 3 ] ; int count = 0 , counter ; scanf ( , & counter ) ; while ( count < counter ) { for ( i = 0 ; i < 3 ; i ++ ) { scanf ( , & a [ i ] ) ; } qsort ( a , 3 , sizeof ( int ) , sort ) ; if ( a [ 0 ] * a [ 0 ] + a [ 1 ] * a [ 1 ] == a [ 2 ] * a [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } count ++ ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s911973906.c	int main ( ) { int n , i , j , m , tmp ; int a [ 3 ] ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ 0 ] , & a [ 1 ] , & a [ 2 ] ) ; if ( a [ 0 ] < a [ 1 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 1 ] ; a [ 1 ] = tmp ; } if ( a [ 0 ] < a [ 2 ] ) { tmp = a [ 0 ] ; a [ 0 ] = a [ 2 ] ; a [ 2 ] = tmp ; } if ( a [ 0 ] * a [ 0 ] == a [ 1 ] * a [ 1 ] + a [ 2 ] * a [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s538986066.c	int main ( void ) { int data , a , b , c , i ; scanf ( , & data ) ; for ( i = 0 ; i < data ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( c * c ) == ( ( a * a ) + ( b * b ) ) || ( a * a ) == ( ( b * b ) + ( c * c ) ) || ( b * b ) == ( ( a * a ) + ( c * c ) ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s793817703.c	int main ( ) { int a , i = 0 , u = 0 , e = 0 , o , yama [ 1001 ] = { } , ka , ki , ku , sa , si , su ; scanf ( , & a ) ; for ( i = 0 ; i < a ; i ++ ) { ka = 0 ; scanf ( , & u , & e , & o ) ; if ( ka < u ) { ka = u ; ki = e ; ku = o ; } if ( ka < e ) { ka = e ; ki = o ; ku = u ; } if ( ka < o ) { ka = o ; ki = e ; ku = u ; } sa = ka * ka ; si = ki * ki ; su = ku * ku ; if ( sa == si + su ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s007845055.c	main ( ) { int N = 0 , i = 0 , a [ 1000 ] = { 0 } , b [ 1000 ] = { 0 } , c [ 1000 ] = { 0 } , x [ 1000 ] = { 0 } ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } else if ( b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] ) { x [ i ] = 1 ; } else if ( a [ i ] * a [ i ] == c [ i ] * c [ i ] + b [ i ] * b [ i ] ) { x [ i ] = 1 ; } } for ( i = 0 ; i < N ; i ++ ) { if ( x [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s316671066.c	int main ( void ) { int a , b , c , n , i , tem ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b ) { tem = a ; a = b ; b = tem ; } if ( b < c ) { tem = b ; b = c ; c = tem ; } if ( a < b ) { tem = a ; a = b ; b = tem ; } if ( a * a == b * b + c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s414615320.c	int main ( void ) { int n , a , b , c , i , yn [ 1001 ] = { } ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c ) { yn [ i ] = 1 ; } else if ( b * b == a * a + c * c ) { yn [ i ] = 1 ; } else if ( c * c == a * a + b * b ) { yn [ i ] = 1 ; } } for ( i = 0 ; i < n ; i ++ ) { if ( yn [ i ] == 1 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s638594650.c	main ( ) { int N , a , b , c , i ; scanf ( , & N ) ; for ( N ; N > 0 ; N -- ) { scanf ( , & a , & b , & c ) ; if ( a < b ) { i = b ; b = a ; a = i ; } if ( a < c ) { i = c ; c = a ; a = i ; } if ( a * a == b * b + c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s134474172.c	int checkRightAngle ( a , b , c ) { if ( a * a == b * b + c * c || b * b == a * a + c * c || c * c == a * a + b * b ) { return 1 ; } return 0 ; } int main ( ) { int n , i , a , b , c ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( checkRightAngle ( a , b , c ) ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s443829118.c	int cmp ( const void * p , const void * q ) { return * ( int * ) p - * ( int * ) q ; } int main ( void ) { int l [ 3 ] ; int n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & l [ 0 ] , & l [ 1 ] , & l [ 2 ] ) ; qsort ( l , 3 , sizeof ( int ) , cmp ) ; if ( ! ( l [ 0 ] * l [ 0 ] + l [ 1 ] * l [ 1 ] - l [ 2 ] * l [ 2 ] ) ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s036566276.c	int main ( ) { int a , b , c , n , i ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a ) + ( b * b ) == ( c * c ) ) printf ( ) ; else if ( ( b * b ) + ( c * c ) == ( a * a ) ) printf ( ) ; else if ( ( a * a ) + ( c * c ) == ( b * b ) ) printf ( ) ; else printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s341062064.c	a , b , c ; main ( n ) { char m [ 2 ] [ 8 ] = { , } ; for ( scanf ( , & n ) ; n -- ; ) { scanf ( , & a , & b , & c ) ; a = ! ! ( a * a + b * b - c * c ) + ! ! ( a * a - b * b + c * c ) + ! ! ( a * a - b * b - c * c ) < 3 ; printf ( , m [ a ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s921623930.c	int main ( void ) { int a , b , c ; int n ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b == c * c ) { printf ( ) ; } else if ( b * b + c * c == a * a ) { printf ( ) ; } else if ( c * c + a * a == b * b ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s543814509.c	int main ( void ) { int N ; int hen [ 3 ] , hen2 [ 3 ] , a ; int i , j , k ; scanf ( , & N ) ; for ( k = 0 ; k < N ; k ++ ) { scanf ( , & hen [ 0 ] , & hen [ 1 ] , & hen [ 2 ] ) ; for ( i = 0 ; i < 2 ; i ++ ) { for ( j = i + 1 ; j < 3 ; j ++ ) { if ( hen [ i ] < hen [ j ] ) { a = hen [ i ] ; hen [ i ] = hen [ j ] ; hen [ j ] = a ; } } } for ( i = 0 ; i < 3 ; i ++ ) { hen2 [ i ] = hen [ i ] * hen [ i ] ; } if ( hen2 [ 0 ] == hen2 [ 1 ] + hen2 [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s916300159.c	int main ( ) { int N ; int a , b , c ; int i , temp ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a < b ) { temp = b ; b = a ; a = temp ; } if ( b < c ) { temp = c ; c = b ; b = temp ; } if ( a < b ) { temp = b ; b = a ; a = temp ; } if ( ( a * a ) == b * b + c * c ) printf ( ) ; else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s450757616.c	int main ( ) { int n , a , b , c , i ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a + b * b == c * c || a * a + c * c == b * b || b * b + c * c == a * a ) printf ( ) ; else printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s498982350.c	int main ( void ) { int n , a , b , c , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == c * c + a * a || c * c == a * a + b * b ) { printf ( ) ; } else printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s967034501.c	int main ( void ) { int n , a , b , c , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a > b && a > c ) printf ( ( a == sqrt ( b * b + c * c ) ) ? : ) ; else if ( b > c && b > a ) printf ( ( b == sqrt ( a * a + c * c ) ) ? : ) ; else printf ( ( c == sqrt ( b * b + a * a ) ) ? : ) ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s266601161.c	int main ( void ) { int n ; int a [ 1000 ] , b [ 1000 ] , c [ 1000 ] ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] , & b [ i ] , & c [ i ] ) ; if ( a [ i ] > b [ i ] && a [ i ] > c [ i ] ) { if ( a [ i ] * a [ i ] == b [ i ] * b [ i ] + c [ i ] * c [ i ] ) { printf ( ) ; } else { printf ( ) ; } } else if ( b [ i ] > a [ i ] && b [ i ] > c [ i ] ) { if ( b [ i ] * b [ i ] == a [ i ] * a [ i ] + c [ i ] * c [ i ] ) { printf ( ) ; } else { printf ( ) ; } } else if ( c [ i ] > a [ i ] && c [ i ] > b [ i ] ) { if ( c [ i ] * c [ i ] == a [ i ] * a [ i ] + b [ i ] * b [ i ] ) { printf ( ) ; } else { printf ( ) ; } } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s101431389.c	int main ( void ) { int N ; int array [ 3 ] ; int i ; int j ; int k ; int swap ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & array [ 0 ] , & array [ 1 ] , & array [ 2 ] ) ; for ( j = 0 ; j < 2 ; j ++ ) { for ( k = 0 ; k < 2 ; k ++ ) { if ( array [ k ] > array [ k + 1 ] ) { swap = array [ k ] ; array [ k ] = array [ k + 1 ] ; array [ k + 1 ] = swap ; } } } if ( ( array [ 0 ] * array [ 0 ] ) + ( array [ 1 ] * array [ 1 ] ) == array [ 2 ] * array [ 2 ] ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s442665490.c	void sort ( int * , int * , int * ) ; int main ( ) { int i , n , a , b , c ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; sort ( & a , & b , & c ) ; if ( ( a * a + b * b ) == c * c ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } void sort ( int * a , int * b , int * c ) { int tmp ; if ( * a > * b ) { tmp = * a ; * a = * b ; * b = tmp ; } if ( * a > * c ) { tmp = * a ; * a = * c ; * c = tmp ; } if ( * b > * c ) { tmp = * b ; * b = * c ; * c = tmp ; } } 
+Project_CodeNet/data/p00003/C/s908047507.c	int main ( void ) { int a , b , c ; int n ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == a * a + c * c || c * c == a * a + b * b ) { printf ( ) ; } else printf ( ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s987349722.c	int main ( ) { int a , b , c , n ; scanf ( , & n ) ; while ( n -- > 0 ) { scanf ( , & a , & b , & c ) ; if ( a > b && a > c ) { if ( a * a == c * c + b * b ) { printf ( ) ; continue ; } } else if ( b > a && b > c ) { if ( b * b == a * a + c * c ) { printf ( ) ; continue ; } } else if ( c > a && c > b ) { if ( c * c == a * a + b * b ) { printf ( ) ; continue ; } } printf ( ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s411459548.c	int main ( void ) { int N ; int a ; int b ; int c ; int i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( ( a * a ) + ( b * b ) == ( c * c ) || ( c * c ) + ( b * b ) == ( a * a ) || ( a * a ) + ( c * c ) == ( b * b ) ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s220817898.c	int main ( void ) { int kosu = 0 ; int a = 0 , b = 0 , c = 0 ; scanf ( , & kosu ) ; for ( ; kosu > 0 ; -- kosu ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c || b * b == a * a + c * c || c * c == a * a + b * b ) puts ( ) ; else puts ( ) ; a = 0 ; b = 0 ; c = 0 ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s907878777.c	int main ( void ) { unsigned a , b , c , N ; int i ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a * a == b * b + c * c ) puts ( ) ; else if ( b * b == c * c + a * a ) puts ( ) ; else if ( c * c == a * a + b * b ) puts ( ) ; else puts ( ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00003/C/s433536584.c	int main ( void ) { int i , j , k , l ; int flag = 0 ; scanf ( , & i ) ; for ( ; i > 0 ; i -- ) { scanf ( , & j , & k , & l ) ; if ( j * j + k * k == l * l || k * k + l * l == j * j || l * l + j * j == k * k ) { flag = 1 ; } if ( flag == 1 ) { printf ( ) ; } else { printf ( ) ; } flag = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00003/C/s064422236.c	int main ( void ) { int a , b , c , d , i , k ; scanf ( , & k ) ; for ( i = 0 ; i < k ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a > b && a > c ) { d = c ; c = a ; a = d ; } else if ( b > a && b > c ) { d = c ; c = b ; b = d ; } if ( a * a + b * b == c * c ) { printf ( ) ; } else if ( a * a + b * b != c * c ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00003/C/s677889126.c	int main ( void ) { int n ; int a , b , c ; int i ; int big , mi , mu ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a , & b , & c ) ; if ( a > b && a > c ) { big = a ; mi = b ; mu = c ; } else if ( b > a && b > c ) { big = b ; mi = a ; mu = c ; } else { big = c ; mi = b ; mu = a ; } if ( big * big == mi * mi + mu * mu ) { printf ( ) ; } else { printf ( ) ; } } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s332128883.c	float si ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } a = int ( a ) ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { b *= d ; c *= d ; e *= a ; f *= a ; float x , y ; y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; printf ( , si ( x ) , si ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s375265839.c	float si ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } a = int ( a ) ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { b *= d ; c *= d ; e *= a ; f *= a ; float x , y ; y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; printf ( , si ( x ) , si ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s614038052.c	float si ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } a = int ( a ) ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( ~ scanf ( , & a , & b , & c , & d , & e , & f ) ) { b *= d ; c *= d ; e *= a ; f *= a ; float x , y ; if ( a != 0 ) { y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; } else { y = c / b ; x = ( f - e * y ) / d ; } printf ( , si ( x ) , si ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s005247564.c	float s ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } a = int ( a ) ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( ~ scanf ( , & a , & b , & c , & d , & e , & f ) ) { b *= d ; c *= d ; e *= a ; f *= a ; float x , y ; if ( a != 0 ) { y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; } else { y = c / b ; x = ( f - e * y ) / d ; } printf ( , s ( x ) , s ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s409544286.c	rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( x == - 0.0 ) { x = - x } return x ; } 
+Project_CodeNet/data/p00004/C/s895807654.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( x == - 0.0 ) { x = - x } return x ; } 
+Project_CodeNet/data/p00004/C/s343287229.c	int main ( ) { int i = 0 , k ; double a [ 10 ] , b [ 10 ] , c [ 10 ] , d [ 10 ] , e [ 10 ] , f [ 10 ] , x [ 10 ] , y [ 10 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { y [ i ] = ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) - ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) ; x [ i ] = ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) - ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) ; printf ( , x [ i ] , y [ i ] ) } return 0 ; } 
+Project_CodeNet/data/p00004/C/s525761713.c	void calc_inverse_matrix ( double mat [ 2 ] [ 2 ] , double inv_mat [ 2 ] [ 2 ] ) { double det = mat [ 0 ] [ 0 ] * mat [ 1 ] [ 1 ] - mat [ 0 ] [ 1 ] * mat [ 1 ] [ 0 ] ; inv_mat [ 0 ] [ 0 ] = mat [ 1 ] [ 1 ] / det ; inv_mat [ 0 ] [ 1 ] = - mat [ 0 ] [ 1 ] / det ; inv_mat [ 1 ] [ 0 ] = - mat [ 1 ] [ 0 ] / det ; inv_mat [ 1 ] [ 1 ] = mat [ 0 ] [ 0 ] / det ; } int read_inputline ( double mat [ 2 ] [ 2 ] , double vec [ 2 ] ) { return scanf ( , & mat [ 0 ] [ 0 ] , & mat [ 0 ] [ 1 ] , & vec [ 0 ] , & mat [ 1 ] [ 0 ] , & mat [ 1 ] [ 1 ] , & vec [ 1 ] ) ; } void calc_ans ( double mat [ 2 ] [ 2 ] , double vec [ 2 ] , ans [ 2 ] ) { static inv_mat [ 2 ] [ 2 ] ; calc_inverse_matrix ( mat , inv_mat ) ; ans [ 0 ] = inv_mat [ 0 ] [ 0 ] * vec [ 0 ] + inv_mat [ 0 ] [ 1 ] * vec [ 1 ] ; ans [ 1 ] = inv_mat [ 1 ] [ 0 ] * vec [ 0 ] + inv_mat [ 1 ] [ 1 ] * vec [ 1 ] ; } int main ( ) { double mat [ 2 ] [ 2 ] , vec [ 2 ] , inv_mat [ 2 ] [ 2 ] , ans [ 2 ] ; while ( read_inputline ( mat , vec ) != EOF ) { calc_ans ( mat , inv_mat , ans ) ; printf ( , ans [ 0 ] , ans [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s755687921.c	main ( ) double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( b * f - c * e ) / ( a * e - b * d ) ; y = ( a * f - c * d ) / ( b * d - a * e ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s221400633.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( EOF == scanf ( , & a , & b , & c , & d , & e , & f ) ) { y = ( c - f * ( a / d ) ) / ( b - e * ( a / d ) ) x = ( c - b * y ) / a printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s365732571.c	int main ( ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( double ) ( a * f - c * d ) / ( double ) ( a * e - b * d ) ; x = ( ( double ) c - ( double ) b * y ) / ( double ) a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s969011551.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b , c , d , e , f ; double x , y ; int g , l ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { g = gcd ( a , d ) ; if ( g < 0 ) g *= - 1 ; l = a / g * d ; b *= d * g ; e *= a * g ; c *= d * g ; f *= a * g ; printf ( , b , e , c , f , l , g , a , d ) ; if ( { y = ( c + f ) / ( b + e ) * 1.0 ; x = ( c - y * b ) / l * 1.0 ; } if ( ( a > 0 && d > 0 ) || ( a < 0 && b < 0 ) ) { y = ( c - f ) / ( b - e ) * 1.0 ; x = ( c - y * b ) / l * 1.0 ; } printf ( , x , y ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { if ( a % b == 0 ) return ( b ) ; return ( gcd ( b , a % b ) ) ; } 
+Project_CodeNet/data/p00004/C/s320351434.c	double round_d ( double x ) { if ( x = > 0.0 ) { return floor ( x + 0.5 ) ; } else { return - 1.0 * floor ( fabs ( x ) + 0.5 ) ; } } int main ( ) { double a , b , c , d , e , f , kai1 [ 4096 ] , kai2 [ 4096 ] ; int i = 0 , n ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { kai1 [ i ] = ( c * e / b - f ) / ( a * e / b - d ) ; kai2 [ i ] = ( f * a / d - c ) / ( e * a / d - b ) ; if ( ( c * e / b - f ) == 0 || ( a * e / b - d ) == 0 ) kai1 [ i ] = 0 ; if ( ( f * a / d - c ) == 0 || ( e * a / d - b ) == 0 ) kai2 [ i ] = 0 ; i ++ ; } for ( n = 0 ; n < i ; n ++ ) printf ( , round_d ( kai1 [ n ] ) , round_d ( kai2 [ n ] ) ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s613508110.c	int main ( ) { double a , b , c , d , e , f , kai1 , kai2 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { kai1 = ( c * e / b - f ) / ( a * e / b - d ) ; kai2 = ( c - a * kai1 [ i ] ) / b ; printf ( , kai1 + 0 , 00001 , kai2 + 0 , 00001 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s968751510.c	int main ( void ) { double a , b , c , d , e , f , det ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { det = a * e - b * d ; x = ( e * c - b * f ) / det ; y = ( - d * c + a * f ) / det ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s549245834.c	include < stdio . h > int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s779627439.c	int main ( ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.5 ; y = j + 0.5 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s098883635.c	int main ( ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.5 ; y = j + 0.5 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s403728828.c	int main ( ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.5 ; y = j + 0.5 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s330789053.c	int main ( ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.0005 ; y = j + 0.0005 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s508358103.c	int main ( void ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.0005 ; y = j + 0.0005 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s619094041.c	int main ( ) { double a , b , c , d , e , f , i , j , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { i = ( c * e - f * b ) / ( a * e - d * b ) ; j = ( c * d - f * a ) / ( b * d - e * a ) ; x = i + 0.0005 ; y = j + 0.0005 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s748196983.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - f * b ) / ( a * e - d * b ) ; y = ( c * d - f * a ) / ( b * d - e * a ) ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s025072133.c	int main ( void ) { double x , y , r , s , t , u , a , b , p , c , d , q ; while ( 1 ) { if ( scanf ( , & a ) == EOF ) break ; scanf ( , & b , & p , & c , & d , & q ) ; r = p * d - b * q ; s = a * d - b * c ; x = r / s ; t = a * q - p * c ; u = a * d - b * c ; y = t / u ; if ( - EPS < x && x <= 0 ) x = 0 ; if ( - EPS < y && y <= 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s557283062.c	int main ( void ) { int a , b , c , d , e , f , i double x , y ; for ( i = 0 ; i < 2 ; i ++ ) scanf ( , & a , & b , & c , & d , & e , & f ) ; x = ( c * e - f * e ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , x , y ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s046863749.c	int main ( void ) { int a , b , c , d , e , f , i double x , y ; for ( i = 0 ; i < 2 ; i ++ ) { scanf ( , & a , & b , & c , & d , & e , & f ) ; x = ( c * e - f * e ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s031277660.c	int main ( void ) { int a , b , c , d , e , f ; int i , countx = 0 , county = 0 ; double x , y ; double tempx , tempy ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( double ) ( c * e - f * b ) / ( a * e - b * d ) ; y = ( double ) - ( c * d - f * a ) / ( a * e - b * d ) ; tempx = x ; tempy = y ; for ( i = 0 ; i < 4 ; i ++ ) { tempx *= 10 ; tempy *= 10 ; } if ( - 0.0005 < x && x <= 0 ) { x = 0 ; } if ( - 0.0005 < y && y <= 0 ) { y = 0 ; } while ( 1 ) { tempx -= 1 ; countx ++ ; if ( countx == 10 ) { countx = 0 ; } if ( ( int ) tempx % 10 == 0 ) { break ; } } while ( 1 ) { tempy -= 1 ; county ++ ; if ( county == 10 ) { county = 0 ; } if ( ( int ) tempy % 10 == 0 ) { break ; } } if ( countx > 4 ) { x += 0.001 ; } if ( county > 4 ) { y += 0.001 ; } printf ( , ( double ) x , ( double ) y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s923329414.c	using namespace std ; int main ( ) { double x1 , x2 , y1 , c1 , y2 , c2 , y , x ; while ( ( scanf ( , & x1 , & x2 , & y1 , & y2 , & c1 , & c2 ) ) != EOF ) { x = ( ( c1 * y1 - x2 * c2 ) / ( x1 * c1 - x2 * y2 ) ) ; y = ( ( - ( y2 * y1 ) + x1 * c2 ) / ( x1 * c1 - x2 * y2 ) ) ; if ( x == 0 ) { x = 0 ; } if ( y == 0 ) { y = 0 ; } printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s702290455.c	include < stdio . h > int main ( ) { double a [ 6 ] , num ; int i ; double ans [ 2 ] ; for ( ; ; ) { for ( i = 0 ; i < 6 ; i ++ ) { scanf ( , & a [ i ] ) ; } num = a [ 0 ] * a [ 4 ] - a [ 1 ] * a [ 3 ] ; ans [ 0 ] = ( a [ 4 ] * a [ 2 ] - a [ 1 ] * a [ 5 ] ) / num ; ans [ 1 ] = ( a [ 0 ] * a [ 5 ] - a [ 3 ] * a [ 2 ] ) / num ; printf ( , ans [ 0 ] , ans [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s850654775.c	int main ( void ) { int i = 0 ; double a , b , c ; double d , e , f ; double x [ NUM ] = { 0 } ; double y [ NUM ] = { 0 } ; while ( ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != - 1 ) { b = b / a ; c = c / a ; a = 1 ; e = e / d ; f = f / d ; d = 1 ; b = b - e ; c = c - f ; y [ i ] = c / b ; a = a / b ; c = c / b ; b = 1 ; d = d / e ; f = f / e ; e = 1 ; a = a - d ; c = c - f ; x [ i ] = c / a ; i ++ ; } for ( j = 0 ; j < i ; j ++ ) { printf ( , x [ j ] , y [ j ] ) } return 0 ; } 
+Project_CodeNet/data/p00004/C/s224495714.c	include < stdio . h > int main ( void ) { float a , b , c , d , e , f ; float x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) == 6 ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c - a * x ) / b ; printf ( , x , y ) ; return ( 0 ) ; } } 
+Project_CodeNet/data/p00004/C/s498045300.c	include < stdio . h > int main ( void ) { float a , b , c , d , e , f ; float x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) == 6 ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c - a * x ) / b ; printf ( , x , y ) ; return ( 0 ) ; } } 
+Project_CodeNet/data/p00004/C/s038123894.c	int main ( int argc , char * argv [ ] ) { int a = atoi ( argv [ 1 ] ) ; int b = atoi ( argv [ 2 ] ) ; int c = atoi ( argv [ 3 ] ) ; int d = atoi ( argv [ 4 ] ) ; int e = atoi ( argv [ 5 ] ) ; int f = atoi ( argv [ 6 ] ) ; int tr = a * e - b * d ; double x = ( int ) ( 1000 * ( e * c - b * f ) / tr ) / 1000.0 ; double y = ( int ) ( 1000 * ( a * f - d * c ) / tr ) / 1000.0 ; printf ( , x , y ) ; return 0 ; } ~ 
+Project_CodeNet/data/p00004/C/s349406358.c	int main ( ) { double a , b , c , d , e , f , x , y ; scanf ( , & a , & b , & c , & d , & e , & f ) ; y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; if ( x == - 0 ) x = 0 ; if ( y == - 0 ) y = 0 ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s142099468.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; if ( x == - 0 ) x = 0 ; if ( y == - 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s718023734.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) = - 1 ) ; y = ( f - c * d / a ) / ( e - b * d / a ) ; x = c / a - b * y / a ; printf ( , x + 0.00005 , y + 0.00005 ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s292605576.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf_s ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = e * c - b * f / a * e - b * d ; y = c * d - a * f / b * d - a * c ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s745696994.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf_s ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( f - d * x ) / e ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s523093553.c	int main ( void ) { formula_t fml ; double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ; x = ( b * f - c * e ) / ( b * d - a * e ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s239735860.c	int main ( void ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ; x = ( b * f - c * e ) / ( b * d - a * e ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s401475194.c	int main ( void ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) x = ( b * f - c * e ) / ( b * d - a * e ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s205115872.c	int main ( void ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ? ? ? != EOF ) { x = ( b * f - c * e ) / ( b * d - a * e ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s580826289.c	int main ( void ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( double ) ( ( e * c - b * f ) / ( a * e - b * d ) ) ; y = ( double ) ( ( - ( d * c ) + a * f ) / ( a * e - b * d ) ) ; if ( x == - 0.000000 ) x = 0.000000 ; if ( y == - 0.000000 ) y = 0.000000 ; printf ( , x , y ) ; } return 0 ; } ~ 
+Project_CodeNet/data/p00004/C/s070219375.c	int main ( ) { float a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != EOF x = ( ( c ) * ( e ) - ( b ) * ( f ) ) / ( ( a ) * ( e ) - ( b ) * ( d ) ) ; y = ( ( a ) * ( f ) - ( c ) * ( d ) ) / ( ( a ) * ( e ) - ( b ) * ( d ) ) ; printf ( , x , y ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s614519246.c	int main ( ) { long long a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e ? , & f ) != EOF ) { y = ( ( ( a * f ) - ( c * d ) / ? ( a * e ) - b ) ) ; x = ( ( a * e ) / ? ( ( a * e ) + ( f - d ) ) ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s228641925.c	int main ( ) { int a , b , c ; char A = , B = , C = , D = ; while ( scanf ( , & a , & b , & c ) != EOF ) { if ( a == b && a != c ) { printf ( , C ) ; } else if ( a == c && c != b ) { printf ( , B ) ; } else if ( b == c && b != a ) { printf ( , A ) ; } else if ( a == b && b == c ) { printf ( , D ) } } return 0 ; } 
+Project_CodeNet/data/p00004/C/s492591029.c	int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != EOF ) { y = ( ( ( f ) * ( a ) - ( d ) * ( c ) ) / ( ( e ) * ( a ) - ( d ) * ( b ) ) ) ; x = ( ( ( c ) - ( b ) * ( y ) ) / ( a ) ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s524290708.c	int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != EOF ) { y = ( ( ( f ) * ( a ) - ( d ) * ( c ) ) / ( ( e ) * ( a ) - ( d ) * ( b ) ) ) ; x = ( ( ( c ) - ( b ) * ( y ) ) / ( a ) ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s861147697.c	int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != EOF ) { y = ( ( ( f ) * ( a ) - ( d ) * ( c ) ) / ( ( e ) * ( a ) - ( d ) * ( b ) ) ) ; x = ( ( ( c ) - ( b ) * ( y ) ) / ( a ) ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s492796555.c	int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) ) != EOF ) { y = ( ( ( f ) * ( a ) - ( d ) * ( c ) ) / ( ( e ) * ( a ) - ( d ) * ( b ) ) ) ; x = ( ( ( c ) - ( b ) * ( y ) ) / ( a ) ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s071100865.c	int main ( ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( double ) ( c * e - b * f ) / ( double ) ( a * e - d * b ) ; y = ( ( double ) c - ( double ) a * x ) / ( double ) b ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s256958696.c	float s ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } int b = a ; a = b ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( ~ scanf ( , & a , & b , & c , & d , & e , & f ) ) { float x , y ; if ( a != 0 ) { b *= d ; c *= d ; e *= a ; f *= a ; y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; } else { y = c / b ; x = ( f - e * y ) / d ; } printf ( , s ( x ) , s ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s707635027.c	int main ( void ) { float a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) == 6 ) printf ( , ( c * e - b * f ) / ( a * e - b * d ) , ( c * d - a * f ) / ( b * d - a * e ) ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s181007103.c	int main ( void ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) printf ( , ( c * e - b * f ) / ( a * e - b * d ) , ( c * d - a * f ) / ( b * d - a * e ) ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s905458014.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s982456394.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s368370429.c	int main ( void ) { double a , b , c , d , e , f , x , y , det ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { det = a * e - b * d ; x = ( c * e - b * f ) / det ; y = ( a * f - c * d ) / det ; printf ( , fabs ( x ) , fabs ( y ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s100950734.c	int main ( void ) { double a = 0 , b , c , d , e , f ; do { scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , ( e * c - b * f ) / ( a * e - b * d ) , ( a * f - d * c ) / ( a * e - b * d ) ) ; } while ( scanf ( , & a ) != EOF ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s011932307.c	int main ( void ) { double a = 0 , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) printf ( , ( e * c - b * f ) / ( a * e - b * d ) , ( a * f - d * c ) / ( a * e - b * d ) ) ; return 0 ; } 
+Project_CodeNet/data/p00004/C/s193335626.c	int a , b , c , d , e , f , p ; double x , y ; int main ( ) { while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { p = a * e - b * d ; x = ( c * e - b * f ) / p ; y = ( a * f - c * d ) / p ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s660540314.c	double det ( int a , int b , int c , int d ) ; int main ( ) { int a , b , c , d , e , f ; scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , det ( c , f , b , e ) / det ( a , d , b , e ) , det ( a , d , c , f ) / det ( a , d , b , e ) ) ; return 0 ; } double det ( int a , int b , int c , int d ) { double determinant ; determinant = a * d * 1.0 - c * c * 1.0 ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s521312601.c	double det ( int a , int b , int c , int d ) ; int main ( ) { int a , b , c , d , e , f ; scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , det ( c , f , b , e ) / det ( a , d , b , e ) , det ( a , d , c , f ) / det ( a , d , b , e ) ) ; return 0 ; } double det ( int a , int b , int c , int d ) { double determinant ; determinant = a * d * 1.0 - b * c * 1.0 ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s570174402.c	double det ( int a , int b , int c , int d ) ; int main ( ) { int a , b , c , d , e , f ; scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , round ( det ( c , f , b , e ) / det ( a , d , b , e ) ) , round ( det ( a , d , c , f ) / det ( a , d , b , e ) ) ) ; return 0 ; } double det ( int a , int b , int c , int d ) { double determinant ; determinant = a * d * 1.0 - b * c * 1.0 ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s379227526.c	double det ( int a , int b , int c , int d ) ; int main ( ) { int a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , round ( det ( c , f , b , e ) / det ( a , d , b , e ) ) , round ( det ( a , d , c , f ) / det ( a , d , b , e ) ) ) ; } return 0 ; } double det ( int a , int b , int c , int d ) { double determinant ; determinant = a * d * 1.0 - b * c * 1.0 ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s428815314.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , round ( det ( c , f , b , e ) / det ( a , d , b , e ) ) , round ( det ( a , d , c , f ) / det ( a , d , b , e ) ) ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s126762461.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s177684577.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( getchar ( ) != EOF ) { scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s713120140.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( getchar ( ) != EOF ) { scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s514521534.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( getchar ( ) != EOF ) { scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s450660670.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( getchar ( ) != EOF ) { scanf ( , & a , & b , & c , & d , & e , & f ) ; printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s385190789.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s629386269.c	double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , round ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , round ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } 
+Project_CodeNet/data/p00004/C/s638992649.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( x == - 0.0 ) { x = - x ; } return x ; } 
+Project_CodeNet/data/p00004/C/s688697542.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( x == - 0 ) { x = - x ; } return x ; } 
+Project_CodeNet/data/p00004/C/s109052297.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( x == - 0.0 ) { x = - x ; } return x ; } 
+Project_CodeNet/data/p00004/C/s795531301.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( ( x < 0.5 ) || ( x > - 0.5 ) ) { x = 0.0 ; } return x ; } 
+Project_CodeNet/data/p00004/C/s573378547.c	int main ( void ) { float a , b , c , d , e , f , x , y ; scanf ( , & a , & b , & c , & d , & e , & f ) ; y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s822403291.c	int main ( void ) { float a , b , c , d , e , f , x , y ; scanf ( , & a , & b , & c , & d , & e , & f ) ; y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s279098914.c	int main ( ) { double a , b , c , d , e , f ; int ret_scan ; ret_scan = scanf ( , & a , & b , & c , & d , & e , & f ) ; while ( ret_scan == 6 && ret_scan != EOF ) { double x , y ; y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( f - e * y ) / d ; if ( x == 0 ) x = 0 ; if ( y == 0 ) y = 0 ; printf ( , x , y ) ; ret_scan = scanf ( , & a , & b , & c , & d , & e , & f ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s400009160.c	int main ( ) { double a , b , c , d , e , f ; int ret_scan ; ret_scan = scanf ( , & a , & b , & c , & d , & e , & f ) ; while ( ret_scan == 6 && ret_scan != EOF ) { double x , y ; y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( f - e * y ) / d ; if ( x > ( double ) - 0.001 && x <= ( double ) 0 ) x = 0 ; if ( y > ( double ) - 0.001 && y <= ( double ) 0 ) y = 0 ; printf ( , x , y ) ; ret_scan = scanf ( , & a , & b , & c , & d , & e , & f ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s478092665.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( f - e * y ) / d ; if ( x > ( double ) - 0.001 && x <= ( double ) 0 ) x = 0 ; if ( y > ( double ) - 0.001 && y <= ( double ) 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s922842086.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( f - e * y ) / d ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s311837398.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( f - e * y ) / d ; if ( x > ( double ) - 0.001 && x <= ( double ) 0 ) x = 0 ; if ( y > ( double ) - 0.001 && y <= ( double ) 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s020245410.c	int main ( void ) { double x [ 100 ] , y [ 100 ] ; double a [ 100 ] , b [ 100 ] , c [ 100 ] , d [ 100 ] , e [ 100 ] , f [ 100 ] ; int n = 0 , i ; while ( scanf ( , & a [ n ] , & b [ n ] , & c [ n ] , & d [ n ] , & e [ n ] , & f [ n ] ) != EOF ) { x [ n ] = ( c [ n ] - ( b [ n ] * f [ n ] ) / e [ n ] ) / ( a [ n ] - ( b [ n ] * d [ n ] ) / e [ n ] ) ; y [ n ] = ( f [ n ] - ( d [ n ] * x [ n ] ) ) / e [ n ] ; n ++ ; } for ( i = 0 ; i < n ; i ++ ) { printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s686739074.c	int main ( void ) { float a , a1 , b , c , d , e , f ; float x [ 200 ] = { 0 } , y [ 200 ] = { 0 } ; float t1 , t2 ; int i = 0 , j = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y [ i ] = t2 / t1 ; x [ i ] = ( c - ( b * y [ i ] ) ) / a ; if ( fabs ( x [ i ] ) < 1e-6 ) x [ i ] = 0 ; if ( fabs ( y [ i ] ) < 1e-6 ) y [ i ] = 0 ; i ++ ; } for ( j = 0 ; j < i ; j ++ ) { printf ( , x [ j ] , y [ j ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s792796969.c	int main ( ) { int a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , ( c * e - b * f + 0.0 ) / ( 0.0 + a * e - b * d ) , ( 0.0 + c * d - f * a ) / ( 0.0 + b * d - a * e ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s427728984.c	int main ( void ) { double a , b , c ; double d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s600392241.c	int main ( void ) { float a , a1 , b , c , d , e , f ; float t1 , t2 ; float x ; float y ; int i = 0 , j = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y = t2 / t1 ; x = ( c - ( b * y ) ) / a ; if ( fabs ( x ) < 1e-6 ) x = 0 ; if ( fabs ( y ) < 1e-6 ) y = 0 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s664897155.c	int main ( void ) { float a , a1 , b , c , d , e , f ; float t1 , t2 ; float x ; float y ; int i = 0 , j = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y = t2 / t1 ; x = ( c - ( b * y ) ) / a ; x += 0 ; y += 0 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s629219290.c	int main ( void ) { float a , a1 , b , c , d , e , f ; float t1 , t2 ; float x ; float y ; int i = 0 , j = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y = t2 / t1 ; x = ( c - ( b * y ) ) / a ; x += 0.0001 ; y += 0.0001 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s156979571.c	int main ( void ) { double a , a1 , b , c , d , e , f ; double t1 , t2 ; double x ; double y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y = t2 / t1 ; x = ( c - ( b * y ) ) / a ; x += 0.0001 ; y += 0.0001 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s162644531.c	int main ( void ) { double a , a1 , b , c , d , e , f ; double t1 , t2 ; double x ; double y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { a1 = a ; a *= d ; b *= d ; c *= d ; d *= a1 ; e *= a1 ; f *= a1 ; t1 = b - e ; t2 = c - f ; y = t2 / t1 ; x = ( c - ( b * y ) ) / a ; x += 0.0001 ; y += 0.0001 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s369048822.c	int main ( int argc , const char * argv [ ] ) { float x , y ; int a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - c * d ) / ( a * e - b * d ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s946800418.c	int main ( ) { int i = 0 , k = 0 ; float a [ 10 ] , b [ 10 ] , c [ 10 ] , d [ 10 ] , e [ 10 ] , f [ 10 ] , x [ 10 ] , y [ 10 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { y [ i ] = ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) ; x [ i ] = ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) ; printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s594230714.c	int main ( ) { int i = 0 , k = 0 , p [ 10 ] , q [ 10 ] ; float a [ 10 ] , b [ 10 ] , c [ 10 ] , d [ 10 ] , e [ 10 ] , f [ 10 ] , x [ 10 ] , y [ 10 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( ( ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) + 0.0005 ) * 1000 ) ; y [ i ] = ( ( ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) + 0.0005 ) * 1000 ) ; p [ i ] = ( int ) x [ i ] ; q [ i ] = ( int ) y [ i ] ; x [ i ] = ( double ) p [ i ] ; y [ i ] = ( double ) q [ i ] ; x [ i ] /= 1000 ; y [ i ] /= 1000 ; printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s517006879.c	int main ( ) { int i = 0 , k = 0 , p [ 10 ] , q [ 10 ] ; float a [ 10 ] , b [ 10 ] , c [ 10 ] , d [ 10 ] , e [ 10 ] , f [ 10 ] , x [ 10 ] , y [ 10 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) ; y [ i ] = ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) ; x [ i ] *= 1000 ; y [ i ] *= 1000 ; ( x [ i ] > 0 ) ? x [ i ] = x [ i ] + 0.5 : x [ i ] - 0.5 ; ( y [ i ] < 0 ) ? y [ i ] = y [ i ] + 0.5 : y [ i ] - 0.5 ; p [ i ] = ( int ) x [ i ] ; q [ i ] = ( int ) y [ i ] ; x [ i ] = ( double ) p [ i ] ; y [ i ] = ( double ) q [ i ] ; x [ i ] /= 1000 ; y [ i ] /= 1000 ; printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s643820562.c	int main ( ) { int i = 0 , k = 0 , p [ 20 ] , q [ 20 ] ; float a [ 20 ] , b [ 20 ] , c [ 20 ] , d [ 20 ] , e [ 20 ] , f [ 20 ] , x [ 20 ] , y [ 20 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) ; y [ i ] = ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) ; x [ i ] *= 1000 ; y [ i ] *= 1000 ; ( x [ i ] > 0 ) ? x [ i ] = x [ i ] + 0.5 : x [ i ] - 0.5 ; ( y [ i ] < 0 ) ? y [ i ] = y [ i ] + 0.5 : y [ i ] - 0.5 ; p [ i ] = ( int ) x [ i ] ; q [ i ] = ( int ) y [ i ] ; x [ i ] = ( double ) p [ i ] ; y [ i ] = ( double ) q [ i ] ; x [ i ] /= 1000 ; y [ i ] /= 1000 ; printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s812186840.c	int main ( ) { int i = 0 , k = 0 , p [ 100 ] , q [ 100 ] ; double a [ 100 ] , b [ 100 ] , c [ 100 ] , d [ 100 ] , e [ 100 ] , f [ 100 ] , x [ 100 ] , y [ 100 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) * 1000 ) ; y [ i ] = ( ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) * 1000 ) ; ( x [ i ] > 0 ) ? x [ i ] = x [ i ] + 0.5 : x [ i ] - 0.5 ; ( y [ i ] < 0 ) ? y [ i ] = y [ i ] + 0.5 : y [ i ] - 0.5 ; p [ i ] = ( int ) x [ i ] ; x [ i ] = ( double ) p [ i ] ; q [ i ] = ( int ) y [ i ] ; y [ i ] = ( double ) q [ i ] ; printf ( , x [ i ] / 1000 , y [ i ] / 1000 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s417357065.c	int main ( ) { int i = 0 , k = 0 , p [ 30 ] , q [ 30 ] ; double a [ 30 ] , b [ 30 ] , c [ 30 ] , d [ 30 ] , e [ 30 ] , f [ 30 ] , x [ 30 ] , y [ 30 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) * 1000 ) ; y [ i ] = ( ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) * 1000 ) ; ( x [ i ] > 0 ) ? x [ i ] = x [ i ] + 0.5 : x [ i ] - 0.5 ; ( y [ i ] < 0 ) ? y [ i ] = y [ i ] + 0.5 : y [ i ] - 0.5 ; p [ i ] = ( int ) x [ i ] ; x [ i ] = ( double ) p [ i ] ; q [ i ] = ( int ) y [ i ] ; y [ i ] = ( double ) q [ i ] ; printf ( , x [ i ] / 1000 , y [ i ] / 1000 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s797541564.c	int main ( ) { int i = 0 , k = 0 , p [ 30 ] , q [ 30 ] ; float a [ 30 ] , b [ 30 ] , c [ 30 ] , d [ 30 ] , e [ 30 ] , f [ 30 ] , x [ 30 ] , y [ 30 ] ; while ( scanf ( , & a [ i ] , & b [ i ] , & c [ i ] , & d [ i ] , & e [ i ] , & f [ i ] ) != EOF ) { i ++ ; k ++ ; } for ( i = 0 ; i < k ; i ++ ) { x [ i ] = ( ( c [ i ] * e [ i ] - f [ i ] * b [ i ] ) / ( a [ i ] * e [ i ] - d [ i ] * b [ i ] ) * 1000 ) ; y [ i ] = ( ( c [ i ] * d [ i ] - f [ i ] * a [ i ] ) / ( b [ i ] * d [ i ] - e [ i ] * a [ i ] ) * 1000 ) ; ( x [ i ] > 0 ) ? x [ i ] = x [ i ] + 0.5 : x [ i ] - 0.5 ; ( y [ i ] < 0 ) ? y [ i ] = y [ i ] + 0.5 : y [ i ] - 0.5 ; p [ i ] = ( int ) x [ i ] ; x [ i ] = ( double ) p [ i ] ; q [ i ] = ( int ) y [ i ] ; y [ i ] = ( double ) q [ i ] ; printf ( , x [ i ] / 1000 , y [ i ] / 1000 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s002492070.c	int main ( void ) { double a , b , c , d , e , f , aa , bb , cc , x , y , bai ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { bai = d / a ; aa = a * bai ; bb = b * bai ; cc = c * bai ; y = ( f - cc ) / ( e - bb ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } } 
+Project_CodeNet/data/p00004/C/s625410104.c	void zero ( double * ) ; int main ( ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( double ) ( c * e - b * f ) / ( double ) ( a * e - d * b ) ; y = ( ( double ) c - ( double ) a * x ) / ( double ) b ; zero ( & x ) ; zero ( & y ) ; printf ( , x , y ) ; } return 0 ; } void zero ( double * x ) { if ( * x == 0.0 ) { * x = 0.0 ; } } 
+Project_CodeNet/data/p00004/C/s305037745.c	float s ( float a ) { a *= 1000 ; if ( a > 0 ) { a += 0.5 ; } else { a -= 0.5 ; } int b = a ; a = b ; a /= 1000 ; return a ; } int main ( ) { float a , b , c , d , e , f ; while ( ~ scanf ( , & a , & b , & c , & d , & e , & f ) ) { float x , y ; if ( a == 0 ) { y = c / b ; x = ( f - e * y ) / d ; } else if ( d == 0 ) { y = f / e ; x = ( c - b * y ) / a ; } else { b *= d ; c *= d ; e *= a ; f *= a ; y = ( c - f ) / ( b - e ) ; x = ( c / d - b / d * y ) / a ; } printf ( , s ( x ) , s ( y ) ) ; } } 
+Project_CodeNet/data/p00004/C/s757597136.c	int main ( void ) { double a , b , c , d , e , f , x , y , det ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { det = a * e - b * d ; x = ( c * e - b * f ) / det ; y = ( a * f - c * d ) / det ; if ( x == fabs ( x ) ) x = fabs ( x ) ; else if ( y == fabs ( y ) ) y = fabs ( y ) ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s728295863.c	double rround ( double x ) ; double det ( double a , double b , double c , double d ) ; int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , rround ( 1000 * det ( c , f , b , e ) / det ( a , d , b , e ) ) / 1000.0 , rround ( 1000 * det ( a , d , c , f ) / det ( a , d , b , e ) ) / 1000.0 ) ; } return 0 ; } double det ( double a , double b , double c , double d ) { double determinant ; determinant = a * d - b * c ; return determinant ; } double rround ( double x ) { if ( ( x < 0.5 ) && ( x > - 0.5 ) ) { x = 0.0 ; } return x ; } 
+Project_CodeNet/data/p00004/C/s869402436.c	int main ( void ) { float a , b , c , d , e , f , x , y ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b , & c , & d , & e , & f ) ; y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s302739004.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s849069492.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( c - b * y ) / a ; if ( x > ( double ) - 0.001 && x <= ( double ) 0 ) x = 0 ; if ( y > ( double ) - 0.001 && y <= ( double ) 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s503632446.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( c - b * y ) / a ; if ( x > ( double ) - 0.001 && x <= ( double ) 0 ) x = 0 ; if ( y > ( double ) - 0.001 && y <= ( double ) 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s455674907.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( c - b * y ) / a + 0.0001 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s082634412.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - d * c ) / ( a * e - b * d ) ; x = ( c - b * y ) / a + 0.0001 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s265337353.c	int main ( void ) { float m1 , m2 , n1 , n2 ; float ans_m1 , ans_n1 ; float x , y ; float a , b , c ; float a1 , b1 , c1 ; while ( scanf ( , & m1 , & m2 , & ans_m1 , & n1 , & n2 , & ans_n1 ) != EOF ) { a = ( m1 * n2 ) - ( m2 * n1 ) ; b = 1.0 / a ; a1 = m1 ; m1 = n2 * b ; m2 = - 1 * m2 * b ; n1 = - 1 * n1 * b ; n2 = a1 * b ; x = ( m1 * ans_m1 ) + ( m2 * ans_n1 ) ; y = ( n1 * ans_m1 ) + ( n2 * ans_n1 ) ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s300943586.c	int main ( void ) { double a , b , c ; double d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( x == - 0 ) { x = 0 ; } if ( y == - 0 ) { y = 0 ; } printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s535288982.c	int main ( void ) { double a , b , c ; double d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( x == - 0 ) { x = 0 ; } if ( y == - 0 ) { y = 0 ; } printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s096698221.c	int main ( void ) { double a , a1 , b , c , d , e , f ; double t1 , t2 ; double x ; double y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - f * b ) / ( a * e - d * b ) + 0.0001 ; y = ( a * f - d * c ) / ( a * e - d * b ) + 0.0001 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s490206068.c	int main ( void ) { double a , a1 , b , c , d , e , f ; double t1 , t2 ; double x ; double y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - f * b ) / ( a * e - d * b ) + 0 ; y = ( a * f - d * c ) / ( a * e - d * b ) + 0 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s484668823.c	int main ( int argc , const char * argv [ ] ) { float x , y ; float a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( a * f - c * d ) / ( a * e - b * d ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s523956636.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( c * d - a * f ) / ( b * d - e * a ) ; x = ( c - ( b * y ) ) / a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s254407204.c	int main ( ) { double a , b , c , d , e , f , g , h , k , n , y [ 1000 ] , x [ 1000 ] ; int i , j = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { g = c * d ; h = a * f ; k = g - h ; g = b * d ; h = a * e ; n = g - h ; y [ j ] = k / n ; if ( y [ j ] >= - 0.0004 && y [ j ] <= 0 ) y [ j ] = 0 ; g = b * f ; h = c * e ; k = g - h ; g = b * d ; h = a * e ; n = g - h ; x [ j ] = k / n ; if ( x [ j ] >= - 0.0004 && x [ j ] <= 0 ) x [ j ] = 0 ; j ++ ; } for ( i = 0 ; i < j ; i ++ ) { printf ( , x [ i ] , y [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s419015134.c	void calc_inverse_matrix ( double mat [ 2 ] [ 2 ] , double inv_mat [ 2 ] [ 2 ] ) { double det = mat [ 0 ] [ 0 ] * mat [ 1 ] [ 1 ] - mat [ 0 ] [ 1 ] * mat [ 1 ] [ 0 ] ; inv_mat [ 0 ] [ 0 ] = mat [ 1 ] [ 1 ] / det ; inv_mat [ 0 ] [ 1 ] = - mat [ 0 ] [ 1 ] / det ; inv_mat [ 1 ] [ 0 ] = - mat [ 1 ] [ 0 ] / det ; inv_mat [ 1 ] [ 1 ] = mat [ 0 ] [ 0 ] / det ; } int read_inputline ( double mat [ 2 ] [ 2 ] , double vec [ 2 ] ) { return scanf ( , & mat [ 0 ] [ 0 ] , & mat [ 0 ] [ 1 ] , & vec [ 0 ] , & mat [ 1 ] [ 0 ] , & mat [ 1 ] [ 1 ] , & vec [ 1 ] ) ; } void calc_ans ( double mat [ 2 ] [ 2 ] , double vec [ 2 ] , double ans [ 2 ] ) { static double inv_mat [ 2 ] [ 2 ] ; calc_inverse_matrix ( mat , inv_mat ) ; ans [ 0 ] = inv_mat [ 0 ] [ 0 ] * vec [ 0 ] + inv_mat [ 0 ] [ 1 ] * vec [ 1 ] ; ans [ 1 ] = inv_mat [ 1 ] [ 0 ] * vec [ 0 ] + inv_mat [ 1 ] [ 1 ] * vec [ 1 ] ; } int main ( ) { double mat [ 2 ] [ 2 ] , vec [ 2 ] , inv_mat [ 2 ] [ 2 ] , ans [ 2 ] ; while ( read_inputline ( mat , vec ) != EOF ) { calc_ans ( mat , vec , ans ) ; printf ( , ans [ 0 ] , ans [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s542924590.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( x == - 0.000 ) { x = 0.000 ; } if ( y == - 0.000 ) { y = 0.000 ; } printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s430338450.c	int main ( void ) { double a , b , c , d , e , f , x ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != - 1 ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; x += 0.00001 ; printf ( , x , ( c - a * x ) / b ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s178481780.c	int main ( ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { if ( e == 0 && d * b != 0 ) { x = ( f / d ) ; y = ( c / b ) - ( a * f ) / ( b * d ) ; } else if ( b == 0 && a * e != 0 ) { x = ( c / a ) ; y = ( f / e ) - ( c * d ) / ( a * e ) ; } else if ( a == 0 && b * d != 0 ) { y = ( c / b ) ; x = ( f / d ) - ( c * e ) / ( b * d ) ; } else if ( d == 0 && a * e != 0 ) { y = ( f / e ) ; x = ( c / a ) - ( b * f ) / ( a * e ) ; } else { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( f / e ) - ( d / e ) * x ; } printf ( , x + 0.0001 , y + 0.0001 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s809094827.c	int main ( ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { if ( e == 0 && d * b != 0 ) { x = ( f / d ) ; y = ( c / b ) - ( a * f ) / ( b * d ) ; } else if ( b == 0 && a * e != 0 ) { x = ( c / a ) ; y = ( f / e ) - ( c * d ) / ( a * e ) ; } else if ( a == 0 && b * d != 0 ) { y = ( c / b ) ; x = ( f / d ) - ( c * e ) / ( b * d ) ; } else if ( d == 0 && a * e != 0 ) { y = ( f / e ) ; x = ( c / a ) - ( b * f ) / ( a * e ) ; } else { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( f / e ) - ( d / e ) * x ; } if ( x < 0.0005 && x > - 0.0005 ) x = 0 ; if ( y < 0.0005 && y > - 0.0005 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s492389553.c	int main ( ) { double x , y ; double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { if ( e == 0 && d * b != 0 ) { x = ( f / d ) ; y = ( c / b ) - ( a * f ) / ( b * d ) ; } else if ( b == 0 && a * e != 0 ) { x = ( c / a ) ; y = ( f / e ) - ( c * d ) / ( a * e ) ; } else if ( a == 0 && b * d != 0 ) { y = ( c / b ) ; x = ( f / d ) - ( c * e ) / ( b * d ) ; } else if ( d == 0 && a * e != 0 ) { y = ( f / e ) ; x = ( c / a ) - ( b * f ) / ( a * e ) ; } else { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( f / e ) - ( d / e ) * x ; } if ( x < 0.0005 && x > - 0.0005 ) x = 0 ; if ( y < 0.0005 && y > - 0.0005 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s844895878.c	int main ( ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( a * f - c * d ) / ( a * e - b * d ) ; if ( x == - 0.0 ) x = 0.0 ; if ( y == - 0.0 ) y = 0.0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s601177996.c	double rnd ( double a , int n ) { double b ; b = a * pow ( 10 , n + 1 ) ; b = ( double ) ( int ) ( b + 0.5 ) ; return b * pow ( 10 , - n - 1 ) ; } int main ( void ) { double a , b , c , d , e , f , D ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { D = a * e - b * d ; printf ( , rnd ( ( e * c - b * f ) / ( a * e - b * d ) , 4 ) , rnd ( ( a * f - c * d ) / ( a * e - b * d ) , 4 ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s966487560.c	main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { double x , y ; y = ( ( d * c ) - ( a * f ) ) / ( ( b * d ) - ( a * e ) ) ; x = ( c - b * y ) / a ; y += 0.00005 ; x += 0.00005 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s546057672.c	int main ( void ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , ( e * c - b * f ) / ( a * e - b * d ) + ERR , ( a * f - c * d ) / ( a * e - b * d ) + ERR ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s560102107.c	int main ( void ) { double a [ 3 ] , b [ 3 ] , c [ 3 ] , d [ 3 ] , e [ 3 ] , f [ 3 ] ; double x , y ; while ( scanf ( , & a [ 0 ] , & b [ 0 ] , & c [ 0 ] , & d [ 0 ] , & e [ 0 ] , & f [ 0 ] ) != EOF ) { a [ 1 ] = a [ 0 ] * e [ 0 ] ; b [ 1 ] = b [ 0 ] * e [ 0 ] ; c [ 1 ] = c [ 0 ] * e [ 0 ] ; d [ 1 ] = d [ 0 ] * b [ 0 ] ; e [ 1 ] = e [ 0 ] * b [ 0 ] ; f [ 1 ] = f [ 0 ] * b [ 0 ] ; x = ( c [ 1 ] - f [ 1 ] ) / ( a [ 1 ] - d [ 1 ] ) ; if ( x == - 0 ) x = 0 ; a [ 2 ] = a [ 0 ] * d [ 0 ] ; b [ 2 ] = b [ 0 ] * d [ 0 ] ; c [ 2 ] = c [ 0 ] * d [ 0 ] ; d [ 2 ] = d [ 0 ] * a [ 0 ] ; e [ 2 ] = e [ 0 ] * a [ 0 ] ; f [ 2 ] = f [ 0 ] * a [ 0 ] ; y = ( c [ 2 ] - f [ 2 ] ) / ( b [ 2 ] - e [ 2 ] ) ; if ( y == - 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s656689141.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( EOF != scanf ( , & a , & b , & c , & d , & e , & f ) ) { y = ( c * d - a * f ) / ( b * d - a * e ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s123430907.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( x == - 0.000 ) { x = 0.000 ; } if ( y == - 0.000 ) { y = 0.000 ; } printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s463783294.c	int main ( ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( double ) ( a * f - c * d ) / ( double ) ( a * e - b * d ) ; x = ( ( double ) c - ( double ) b * y ) / ( double ) a ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s594255996.c	int main ( void ) { float a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s634526795.c	int main ( void ) { float a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s609685353.c	int gcd ( int a , int b ) ; int main ( void ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { y = ( c * d - f * a ) / ( b * d - e * a ) ; x = ( c - b * y ) / a ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s838544704.c	int main ( void ) { double a , b , c , d , e , f ; double x , y ; int D ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( e * c - b * f ) / ( a * e - b * d ) ; y = ( d * c - a * f ) / ( b * d - a * e ) ; x += 0.0001 ; y += 0.0001 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s904176703.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & e , & c , & d , & f ) != EOF ) { x = ( e * d - b * f ) / ( a * d - b * c ) ; y = ( a * f - e * c ) / ( a * d - b * c ) ; if ( x == 0 ) x = 0 ; if ( y == 0 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s426538212.c	int main ( void ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & e , & c , & d , & f ) != EOF ) { x = ( e * d - b * f ) / ( a * d - b * c ) ; y = ( a * f - e * c ) / ( a * d - b * c ) ; if ( x == 0 ) x = 0 ; if ( y == 0 ) y = 0 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s030183163.c	int main ( void ) { double a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( x == 0 ) x = 0 ; if ( y == 0 ) y = 0 ; printf ( , x , y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s390723021.c	int main ( void ) { double a , b , c , d , e , f ; double det ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { det = a * e - b * d ; if ( det != 0 ) { x = ( e * c - b * f ) / det ; y = ( a * f - d * c ) / det ; x = ( x == fabs ( x ) ) ? fabs ( x ) : x ; y = ( y == fabs ( y ) ) ? fabs ( y ) : y ; printf ( , x , y ) ; } } return 0 ; } 
+Project_CodeNet/data/p00004/C/s849521565.c	int main ( void ) { double a , b , c , d , e , f , x , y ; double result [ 10000 ] [ 2 ] ; int i , j ; i = 0 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( ( b * f ) + ( - 1 * e * c ) ) / ( ( b * d ) + ( - 1 * a * e ) ) ; y = ( ( a * f ) + ( - 1 * d * c ) ) / ( ( a * e ) + ( - 1 * b * d ) ) ; result [ i ] [ 0 ] = x ; result [ i ] [ 1 ] = y ; if ( result [ i ] [ 0 ] == - 0.000 ) { result [ i ] [ 0 ] = 0 ; } else if ( result [ i ] [ 1 ] == - 0.000 ) { result [ i ] [ 1 ] = 0 ; } i ++ ; } for ( j = 0 ; j < i ; j ++ ) { printf ( , result [ j ] [ 0 ] , result [ j ] [ 1 ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00004/C/s952090115.c	int main ( ) { double a , b , c , d , e , f , g ; while ( EOF != scanf ( , & a , & b , & c , & d , & e , & f ) ) { g = a * e - b * d ; printf ( , ( c * e - b * f ) / g + 0 , ( a * f - c * d ) / g + 0 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s629605368.c	int main ( ) { double a , b , c , d , e , f , kai1 , kai2 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { kai1 = ( c * e / b - f ) / ( a * e / b - d ) ; kai2 = ( c - a * kai1 ) / b ; printf ( , kai1 + 0 , 00001 , kai2 + 0 , 00001 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s946128740.c	int main ( ) { double a , b , c , d , e , f , kai1 , kai2 ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { kai1 = ( c * e / b - f ) / ( a * e / b - d ) ; kai2 = ( c - a * kai1 ) / b ; printf ( , kai1 + 0.00001 , kai2 + 0.00001 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s590900150.c	int main ( void ) { int a , b , c , d , e , f ; double x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( double ) ( c * e - b * f ) / ( a * e - b * d ) ; y = ( double ) ( c * d - f * a ) / ( b * d - a * e ) ; if ( x < EPSILON && x > - EPSILON ) x = 0 ; if ( y < EPSILON && y > - EPSILON ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s123303234.c	int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , ( c * e - b * f ) / ( a * e - b * d ) ? ( c * e - b * f ) / ( a * e - b * d ) : 0 , ( c * d - a * f ) / ( b * d - a * e ) ? ( c * d - a * f ) / ( b * d - a * e ) : 0 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s383263591.c	int main ( ) { double a , b , c , d , e , f ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { printf ( , 0.0005 <= ( c * e - b * f ) / ( a * e - b * d ) || ( c * e - b * f ) / ( a * e - b * d ) <= - 0.0005 ? ( c * e - b * f ) / ( a * e - b * d ) : 0 , 0.0005 <= ( c * d - a * f ) / ( b * d - a * e ) || ( c * d - a * f ) / ( b * d - a * e ) <= - 0.0005 ? ( c * d - a * f ) / ( b * d - a * e ) : 0 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s071404405.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; printf ( , 0.0005 <= x || x <= - 0.0005 ? x : 0 , 0.0005 <= y || y <= - 0.0005 ? y : 0 ) ; } return 0 ; } 
+Project_CodeNet/data/p00004/C/s707396232.c	int main ( ) { double a , b , c , d , e , f , x , y ; while ( scanf ( , & a , & b , & c , & d , & e , & f ) != EOF ) { x = ( c * e - b * f ) / ( a * e - b * d ) ; y = ( c * d - a * f ) / ( b * d - a * e ) ; if ( - 0.0005 < x && x < 0.0005 ) x = 0 ; if ( - 0.0005 < y && y < 0.0005 ) y = 0 ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s297382588.c	using namespace std ; int gcd ( int a , int b ) { if ( b == 0 ) return a ; return gcd ( b , a % b ) ; } int lcm ( int a , int b , int c ) { return b / c * a ; } int main ( ) { int a ; int b ; cin >> a >> b ; cout << gcd ( a , b ) << << lcm ( a , b , gcd ( a , b ) ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s753212058.c	using namespace std ; int n , m ; int gcd ( int a , int b ) { return b ? gcd ( b , a % b ) : a ; } int main ( ) { while ( cin >> n >> m ) { int d = gcd ( n , m ) ; int lcm = n / d * m ; cout << d << << lcm << endl ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s853752843.c	using namespace std ; int a , b , temp ; int main ( ) { while ( cin >> a >> b ) { temp = 0 ; if ( a > b ) { for ( int i = 1 ; i <= a ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { temp = i ; } } cout << temp << ; for ( int i = a ; ; i ++ ) { if ( i % a == 0 && i % b == 0 ) { cout << i ; break ; } } } else { for ( int i = 1 ; i <= b ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { temp = i ; } } cout << temp << ; for ( int i = b ; ; i ++ ) { if ( i % a == 0 && i % b == 0 ) { cout << i ; break ; } } } cout << endl ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s458972163.c	using namespace std ; int gcd ( long num1 , long num2 ) { if ( num2 == 0 ) { return num1 ; } return gcd ( num2 , num1 % num2 ) ; } int lcm ( long num1 , long num2 ) { return num1 / ( double ) gcd ( num1 , num2 ) * num2 ; } int main ( ) { long a , b ; while ( ~ scanf ( , & a , & b ) ) { if ( b > a ) { int tmp = b ; b = a ; a = tmp ; } printf ( , gcd ( a , b ) , ( long ) lcm ( a , b ) ) ; } } 
+Project_CodeNet/data/p00005/C/s546361338.c	int main ( void ) { int a , b , n ; int i ; int c , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { n = a ; a = b ; b = n ; } for ( i = a ; i > 0 ; i -- ) { if ( a / i == double ( a ) / double ( i ) ) { if ( b / i == double ( b ) / double ( i ) ) { c = i ; break ; } } } i = 1 ; while ( 1 ) { if ( a * i / b == double ( a * i ) / double ( b ) ) { d = i ; break ; } i ++ ; } printf ( , c , a * d ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s845586844.c	int main ( void ) { int a , b , n , a1 , a2 , b1 ; int i ; int c , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { n = a ; a = b ; b = n ; } for ( i = a ; i > 0 ; i -- ) { a1 = a / i ; a2 = double ( a ) / double ( i ) ; if ( a1 == a2 ) { if ( b / i == double ( b ) / double ( i ) ) { c = i ; break ; } } } i = 1 ; while ( 1 ) { if ( a * i / b == double ( a * i ) / double ( b ) ) { d = i ; break ; } i ++ ; } printf ( , c , a * d ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s947389330.c	int main ( void ) { int a , b , n , a1 , a2 , b1 ; int i ; int c , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { n = a ; a = b ; b = n ; } for ( i = a ; i > 0 ; i -- ) { a1 = a / i ; a2 = double ( a ) / i ; if ( a1 == a2 ) { if ( b / i == double ( b ) / double ( i ) ) { c = i ; break ; } } } i = 1 ; while ( 1 ) { if ( a * i / b == double ( a * i ) / double ( b ) ) { d = i ; break ; } i ++ ; } printf ( , c , a * d ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s381737160.c	include < stdio . h > int main ( ) { long long a , b , c , d , e , ans2 , ans1 , i ; while ( scanf ( , & a , & b ) != EOF ) { if ( b > a ) { c = a ; a = b ; b = c ; } for ( i = a ; i <= a * b ; i ++ ) { if ( i % a == 0 && i % b == 0 ) { ans2 = i ; break ; } } while ( 1 ) { c = a % b ; a = b ; b = c ; if ( c == 0 ) { break ; } } ans1 = a ; printf ( , ans1 , ans2 ) ; a = b = c = ans1 = 0 ; ans2 = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s981804962.c	int gcd ( int a , int b ) { int min = a < b ? a : b ; int gcd = 1 ; int i = 0 ; for ( i = 1 ; i < min ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { a /= i ; b /= i ; gcd *= i ; } } return gcd ; } int lcm ( int a , int b , int g ) { int lcm = 0 ; int min = a < b ? a : b ; int x = a / g ; int y = b / g ; return g * x * y ; } int main ( int ac , char * * av ) { while ( feof ( stdin ) == 0 ) { int a , b = 0 ; fscanf ( stdin , , & a , & b ) ; int g = gcd ( a , b ) ; P ( , g , l 
+Project_CodeNet/data/p00005/C/s807783649.c	int rest ( int x , int y ) ; int get_gcd ( int x , int y ) ; int main ( void ) { int x , y , gcd , lcm ; while ( scanf ( , & x , & y ) == 2 ) { gcd = get_gcd ( x , y ) ; lcm = x * y gcd ; printf ( , gcd , lcm ) ; } return 0 ; } int get_gcd ( int x , int y ) { if ( x < y ) { y = y % x ; } while ( x >= 1 && y >= 1 ) { x = x % y ; if ( x == 0 ) break ; y = y % x ; } return ( x + y ) ; } 
+Project_CodeNet/data/p00005/C/s133440503.c	int gcd ( int , int ) ; int lcm ( int , int ) ; int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcm ( a , b ) , lcm ( a , b ) ) ; } return 0 ; } int gcd ( int m , int n ) { if ( m == 0 || n == 0 ) return 0 ; while ( n != m ) { if ( m > n ) m -= n ; else n -= m ; } return n ; } int lcm ( int m , int n ) { return m / gcd ( m , n ) * n ; } 
+Project_CodeNet/data/p00005/C/s257766681.c	int main ( ) { int a , b , g , l , i ; while ( scanf ( , & a , & b ) != EOF ) { g = 1 ; if ( a < b ) { i = a ; a = b ; b = i ; } for ( i = 1 ; i <= a ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { g = i ; } } for ( i = a * b ; i >= a ; i -- ) { if ( i % a == 0 && i % b == 0 ) { l = i ; } } printf ( , g , l ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s390409765.c	int main ( void ) { int a , b , i , gcm = 1 , lcm = 1 ; while ( scanf ( , & a , & b ) != EOF ) { gcm = 1 ; lcm = 1 ; for ( i = 2 ; ( i <= a ) || ( i <= b ) ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { gcm *= i ; } if ( a % i == 0 || b % i == 0 ) { lcm *= i ; } if ( a % i == 0 ) { a = a / i ; } if ( b % i == 0 ) { b = b / i ; } if ( a % i == 0 || b % i == 0 ) { i = 2 ; } } printf ( , gcm , lcm ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s837318314.c	int main ( void ) { int a , b , c , d , e ; while ( scanf ( , & a , & b ) != EOF ) { c = a * b ; while ( 1 ) { fmax ( a , b ) = fmax ( a , b ) % fmin ( a , b ) ; if ( fmin ( a , b ) == 0 ) { break ; } } printf ( , fmax ( a , b ) , c / fmax ( a , b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s138495288.c	using namespace std ; int main ( ) { long long int flag , a1 , b1 , t , k , a , b ; while ( cin >> a >> b ) { a1 = a , b1 = b ; if ( a < b ) t = a , a = b , b = t ; for ( ; ; ) { k = a % b ; if ( k == 0 ) break ; flag = k ; a = b ; b = k ; } cout << flag << << ( a1 / flag ) * b1 << endl ; } } 
+Project_CodeNet/data/p00005/C/s758617596.c	int gcd ( int a , int b ) { if ( a < b ) { int temp = a ; a = b ; b = temp ; } int c ; do { c = a % b ; a = b ; b = c ; } while ( c != 0 ) ; return a ; } int lcm ( int a , int b ) { int c , va , vb ; c = gcm ( a , b ) ; va = a / c ; vb = b / c ; return c * va * vb ; } int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != - 1 ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s899871141.c	int main ( ) { int a , b , x , y ; while ( scanf ( , & a , & b ) ) { if ( a < b ) { int t ; t = a ; a = b ; b = t ; } for ( int i = b ; i > 0 ; i -- ) { if ( a % i == 0 && b % i == 0 ) { x = i ; break ; } } y = a * b / x ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s285266347.c	int main ( ) { int a , b , x , y ; while ( scanf ( , & a , & b ) ) { if ( a < b ) { int t ; t = a ; a = b ; b = t ; } for ( int i = b ; i > 0 ; i -- ) { if ( a % i == 0 && b % i == 0 ) { x = i ; break ; } } y = a / x * b ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s830474558.c	int main ( ) { int a , b , x , y ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { int t ; t = a ; a = b ; b = t ; } for ( int i = b ; i > 0 ; i -- ) { if ( a % i == 0 && b % i == 0 ) { x = i ; break ; } } y = a / x * b ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s908877635.c	int main ( ) { int a , b , x , y ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { int t ; t = a ; a = b ; b = t ; } for ( int i = a - b ; i > 0 ; i -- ) { if ( a % i == 0 && b % i == 0 ) { x = i ; break ; } } y = a / x * b ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s114333551.c	int gcd ( int a , b ) { if ( a == 0 || b == 0 ) return 0 ; while ( a != b ) { if ( a > b ) a -= b ; else b -= a ; } return a ; } int lcm ( int a , int b ) { if ( a == 0 || b == 0 ) return 0 ; return ( a / gcd ( a , b ) ) * b ; } int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } } 
+Project_CodeNet/data/p00005/C/s860658120.c	int gcd ( int a , b ) { if ( a == 0 || b == 0 ) return 0 ; while ( a != b ) { if ( a > b ) a -= b ; else b -= a ; } return a ; } int lcm ( int a , int b ) { if ( a == 0 || b == 0 ) return 0 ; return ( a / gcd ( a , b ) ) * b ; } int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } } 
+Project_CodeNet/data/p00005/C/s929695899.c	unsigned long gcd ( unsigned long a , unsigned long b ) { if ( a == 0 || b == 0 ) return 0 ; while ( a != b ) { if ( a > b ) a -= b ; else b -= a ; } return a ; } unsigned long lcm ( unsigned long a , unsigned long b ) { if ( a == 0 || b == 0 ) return 0 ; return ( a / gcd ( a , b ) ) * b ; } unsigned long main ( ) { unsigned long a , b ; while ( scanf ( , & a , & b ) != EOF ) { prunsigned longf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } } ~ 
+Project_CodeNet/data/p00005/C/s959806510.c	unsigned long gcd ( unsigned long a , unsigned long b ) { if ( a == 0 || b == 0 ) return 0 ; while ( a != b ) { if ( a > b ) a -= b ; else b -= a ; } return a ; } unsigned long lcm ( unsigned long a , unsigned long b ) { if ( a == 0 || b == 0 ) return 0 ; return ( a / gcd ( a , b ) ) * b ; } int main ( ) { unsigned long a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } 
+Project_CodeNet/data/p00005/C/s926166014.c	void main ( ) { long long int num1 , num2 , gcd , lcm , remainder , numerator , denominator ; scanf ( , & num1 , & num2 ) ; if ( num1 > num2 ) { numerator = num1 ; denominator = num2 ; } else { numerator = num2 ; denominator = num1 ; } remainder = num1 % num2 ; while ( remainder != 0 ) { numerator = denominator ; denominator = remainder ; remainder = numerator % denominator ; } gcd = denominator ; lcm = num1 * num2 / gcd ; printf ( , gcd , lcm ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s400841100.c	int main ( void ) { int a , b ; int tmp ; int GCD , LCM ; while ( scanf ( , & a , & b ) != EOF ) { if ( a > b ) { tmp = a ; a = b ; b = tmp ; } while ( 1 ) { if ( a == 0 ) { GCD = b ; break ; } tmp = n ; n = m % n ; m = tmp ; } LCM = a * b / GCD ; printf ( , GCD , LCM ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s365160680.c	int main ( void ) { int a , b ; int tmp ; int GCD , LCM ; while ( scanf ( , & a , & b ) != EOF ) { if ( a > b ) { tmp = a ; a = b ; b = tmp ; } while ( 1 ) { if ( a == 0 ) { GCD = b ; break ; } tmp = n ; n = m % n ; m = tmp ; } LCM = a * b / GCD ; printf ( , GCD , LCM ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s736270192.c	using namespace std ; long long gcd ( long long a , long long b ) { if ( b == 0 ) return a ; else return gcd ( b , a % b ) ; } int main ( ) { long long a , b , ans ; while ( cin >> a >> b ) { ans = gcd ( a , b ) ; cout << ans << << a * b / ans << endl ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s180344656.c	int main ( ) { log long int num1 , num2 , num ; while ( scanf ( , num1 , & num2 ) != EOF ) { num = num1 * num2 ; while ( num1 != num2 ) if ( num1 > num2 ) num1 = num1 - num2 ; else num2 = num2 - num1 ; } printf ( , num1 , num / num1 ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s260211080.c	int main ( ) { log long int num1 , num2 , num ; while ( scanf ( , num1 , & num2 ) != EOF ) { num = num1 * num2 ; while ( num1 != num2 ) if ( num1 > num2 ) num1 = num1 - num2 ; else num2 = num2 - num1 ; } printf ( , num1 , num / num1 ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s289440966.c	using namespace std ; int d ( int n , int m ) { int t ; while ( m != 0 ) { if ( n < m ) { t = n ; n = m ; m = t ; } t = m ; m = n % m ; n = t ; } return n ; } int main ( ) { int t , n , m ; while ( 1 ) { scanf ( , & n , & m ) ; t = d ( n , m ) ; printf ( , t , n / t * m ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s403800665.c	using namespace std ; int i ; int js ( int x , int y ) { for ( i = 1 ; ; i ++ ) { if ( i % x == 0 && i % y == 0 ) { break ; } } return i ; } main ( ) { int n , k , j , max , min , x , y , t ; while ( ~ scanf ( , & x , & y ) ) { max = js ( x , y ) ; if ( x > y ) { t = x ; x = y ; y = t ; } while ( x != 0 ) { t = x ; x = y % x ; y = t ; } min = y ; printf ( , min , max ) ; } } 
+Project_CodeNet/data/p00005/C/s019922985.c	int text1 ( int a , int b ) { int t = a ; if ( a < b ) { t = b ; b = a ; a = t ; } while ( a % b ) { a += t ; } return a ; } int text2 ( int a , int b ) { int t ; if ( a < b ) { t = b ; b = a ; a = t ; } while ( a % b ) { t = a % b ; a = b ; b = t ; } return b ; } int main ( ) { int a [ 4 ] ; for ( int i = 0 ; i < 4 ; i += 2 ) scanf ( , & a [ i ] , & a [ i + 1 ] ) ; for ( i = 0 ; i < 4 ; i += 2 ) printf ( , text2 ( a [ i ] , a [ i + 1 ] ) , text1 ( a [ i ] , a [ i + 1 ] ) ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s237029143.c	long gcd ( long a , long b ) ; long lcm ( long a , long b ) ; int main ( void ) { long a , b ; long gcd , lcm ; while ( 1 ) { a = - 1 ; scanf ( , & a , & b ) ; if ( a == - 1 ) break ; gcd = gcd ( a , b ) ; lcm = lcm ( a , b ) ; printf ( , gcd , lcm ) ; } return 0 ; } long gcd ( long a , long b ) { long v0 = a , v1 = b , v2 = a % b ; while ( v2 != 0 ) { v0 = v1 ; v1 = v2 ; v2 = v0 % v1 ; } ; return v1 ; } long lcm ( long a , long b ) { return a * b / gcd ( a , b ) ; } 
+Project_CodeNet/data/p00005/C/s830967902.c	int main ( ) { int a , b ca , cb , i ; while ( scanf ( , & a , & b ) != EOF ) { ca = a ; cb = b ; while ( 1 ) { if ( ca > cb ) ca = ca - cb ; if ( cb > ca ) cb = cb - ca ; if ( ca == cb ) break ; } i = ( a / ca ) * b ; printf ( , ca , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s783736932.c	int main ( void ) { int a , b , c , d , e ; int g , l , r ; while ( scanf ( , & d , & e ) == 2 ) { l = d * e ; if ( d != e ) { a = d > e ? d : e ; b = d > e ? e : d ; while ( a % b != 0 ) { c = b ; b = a % b ; a = c ; } g = b ; } else { g = d ; printf ( , g , l / g ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s245816307.c	int main ( ) { int total_time ; std :: cin >> total_time ; int min_price ; std :: cin >> min_price ; int max_profit = std :: numeric_limits < int > :: min ( ) ; for ( auto t = 1 ; t < total_time ; t ++ ) { int price ; std :: cin >> price ; max_profit = std :: max ( max_profit , price - min_price ) ; min_price = std :: min ( min_price , price ) ; } std :: cout << max_profit << ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s033289173.c	using namespace std ; ll gcd ( ll a , ll b ) { while ( b != 0 ) { ll m = a % b ; a = b ; b = m ; } return a ; } int main ( ) { ll a , b ; while ( scanf ( , & a , & b ) == 2 ) { ll ans = gcd ( a , b ) ; printf ( , ans , a / ans * b ) ; printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s363783521.c	int gcd ( int x , int y ) { ? ? ? ? ? ? ? ? if ( x == 0 ) return y ; ? ? ? ? ? ? ? ? return gcd ( y % x , x ) ; } int main ( void ) { ? ? ? ? ? ? ? ? int i , a , b , c ; ? ? ? ? ? ? ? ? while ( scanf ( , & a , & b ) != EOF ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? c = gcd ( a , b ) ; ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? printf ( , c , a / c * b ) ; ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? return 0 ; } 
+Project_CodeNet/data/p00005/C/s292863555.c	int calc_gcd ( int , int ) ; int calc_lcm ( int , int , int ) ; int main ( void ) { int a , b , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) gcd = calc_gcd ( a , b ) ; else gcd = calc_gcd ( b , a ) ; lcm = calc_lcm ( a , b , gcd ) ; printf ( , gcd , lcm ) ; } return 0 ; } int calc_gcd ( int small , int large ) { if ( large % small == 0 ) return small ; int gcd = small / 2 ; while ( gcd >= 1 ) { if ( ( small % gcd == 0 ) && ( large % gcd == 0 ) ) break ; gcd -- ; } return gcd ; } int calc_lcm ( int p , int q , int gcd ) { return p * q / gcd ; } ~ 
+Project_CodeNet/data/p00005/C/s353044486.c	void swap ( int * a , int * b ) { int tmp = * a ; * a = * b ; * b = tmp ; } int main ( void ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) swap ( & a , & b ) ; int r = a % b ; int product = a * b ; while ( r != 0 ) { a = b ; b = r ; r = a % b ; } printf ( , b , product / b ) ; } ? ? ? ? ? ? ? ? ? ? ? ? return 0 ; } 
+Project_CodeNet/data/p00005/C/s890333504.c	using namespace std ; int main ( ) { long long a , b , t , GCD , LCM , t2 ; while ( cin >> a >> b ) { t2 = a * b ; while ( b ) { t = b ; b = a % b ; a = t ; } GCD = a ; LCM = t2 / a ; cout << GCD << << LCM << endl ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s189972449.c	int main ( ) { long long a , b ; long long temp = 0 ; long long gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { temp = a ; a = b ; b = temp ; } for ( long long m = b ; m > 0 ; m -- ) { if ( a % m == 0 && b % m == 0 ) { gcd = m ; break ; } } for ( long long n = a ; n <= a * b ; n ++ ) { if ( n % a == 0 && n % b == 0 ) { lcm = n ; break ; } } printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s243641818.c	using namespace std ; long long gcd ( long long a , long long b ) { if ( b == 0 ) return a ; else return gcd ( b , a % b ) ; } int main ( ) { long long a , b ; while ( ~ scanf ( , & a , & b ) ) { long long temp = gcd ( a , b ) ; printf ( , temp , a * b / temp ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s634355048.c	int main ( ) { int a , b , mul ; printf ( ) ; scanf ( , & a , & b ) ; if ( 0 < a , b ? 2 , 000 , 000 , 000 != EOF ) if ( a , b <= 50 ) { mul = a * b ; printf ( , mul ) ; } else printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s204142076.c	int main ( ) { int num1 , num2 , i , gcd , lcm ; while ( scanf ( , & num1 , & num2 ) != EOF ) { for ( i = 2 ; i <= num1 && i <= num2 ; i ++ ) { if ( num1 % i == 0 && num2 % i == 0 ) gcd = i ; } lcm = ( num1 num2 ) / gcd ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s284898122.c	int main ( void ) { long long int a , b , minans = 0 , maxans ; while ( scanf ( , & a , & b ) != EOF ) { for ( long long int i = 2 ; i < b / 2 ; i ++ ) { if ( a % i == 0 && b % i == 0 ) maxans = i ; } for ( long long int i = b ; i <= a * b ; i ++ ) { if ( i % a == 0 && i % b == 0 ) { minans = i ; break ; } } printf ( , maxans , minans ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s265712396.c	int main ( void ) { long long int a , b , minans = 0 , maxans = 0 ; while ( scanf ( , & a , & b ) != EOF ) { for ( long long int i = ( b / 2 ) ; i > 0 ; i -- ) { if ( a % i == 0 && b % i == 0 ) { maxans = i ; break ; } } for ( long long int i = 1 ; i <= a ; i ++ ) { if ( ( i * b ) % a == 0 ) { minans = i * b ; break ; } } printf ( , maxans , minans ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s854269939.c	int max ( int a , int b ) { return ( a > b ) ? a : b ; } int calcGCD ( int a , int b ) { int _min , _max , r ; _max = max ( a , b ) ; _min = min ( a , b ) ; r = _max % _min ; while ( r != 0 ) { _max = _min ; _min = r ; r = _max % _min ; } return _min ; } int calcLCM ( int a , int b ) { int GCD , LCM ; GCD = calcGCD ( a , b ) ; LCM = a * b / GCD ; return LCM ; } int main ( ) { int a , b ; int list [ 50 ] [ 2 ] ; int j = 0 ; while ( scanf ( , & a , & b ) != EOF ) { list [ j ] [ 0 ] = calcGCD ( a , b ) ; list [ j ] [ 1 ] = calcLCM ( a , b ) ; j += 1 ; } int i ; for ( i = 0 ; i < j ; i ++ ) { printf ( , list [ i ] [ 0 ] , list [ i ] [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s783364350.c	int max ( int a , int b ) { return ( a > b ) ? a : b ; } int min ( int a , int b ) { return ( a < b ) ? a : b ; } int calcGCD ( int a , int b ) { int _min , _max , r ; _max = max ( a , b ) ; _min = min ( a , b ) ; r = _max % _min ; while ( r != 0 ) { _max = _min ; _min = r ; r = _max % _min ; } return _min ; } int calcLCM ( int a , int b ) { int GCD , LCM ; GCD = calcGCD ( a , b ) ; LCM = a * b / GCD ; return LCM ; } int main ( ) { int a , b ; int list [ 50 ] [ 2 ] ; int j = 0 ; while ( scanf ( , & a , & b ) != EOF ) { list [ j ] [ 0 ] = calcGCD ( a , b ) ; list [ j ] [ 1 ] = calcLCM ( a , b ) ; j += 1 ; } int i ; for ( i = 0 ; i < j ; i ++ ) { printf ( , list [ i ] [ 0 ] , list [ i ] [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s866828730.c	int LCM ( int , int ) ; void swap ( int * , int * ) ; int main ( ) { int a , b ; int lcm , gcd ; while ( scanf ( , & a , & b ) != EOF ) { swap ( & a , & b ) ; lcm = LCM ( a , b ) ; gcd = a * b / lcm ; printf ( , lcm , gcd ) ; } return 0 ; } int LCM ( int a , int b ) { int r ; if ( b == 0 ) { return a ; } else { r = a % b ; return LCM ( b , r ) ; } } void swap ( int * x , int * y ) { int temp ; if ( * x < * y ) { temp = * x ; * x = * y ; * y = temp ; } } 
+Project_CodeNet/data/p00005/C/s590879322.c	int gcd ( int a , int b ) { if ( b == 0 ) return a ; else return gcd ( b , a % b ) ; } int lcm ( int c , int d ) { return c / gcd ( c , d ) * d ; } int main ( ) { int x , y , n ; while ( scanf ( , & n ) != EOF ) { if ( n == 0 ) scanf ( , & x , & y ) ; printf ( , gcd ( x , y ) , lcm ( x , y ) ) ; break ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s861604274.c	int main ( void ) { long int a , b , gcm , lcm , temp_a , temp_b , temp ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { a = temp ; a = b ; b = temp ; } temp_a = a ; temp_b = b ; while ( temp_a % temp_b != 0 ) { temp = temp_a % temp_b ; temp_a = temp_b ; temp_b = temp ; } gcm = temp_b ; lcm = a * b / gcm ; printf ( , gcm , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s301718865.c	int main ( void ) { unsigned long int a , b , gcm , lcm , temp_a , temp_b , temp ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { a = temp ; a = b ; b = temp ; } temp_a = a ; temp_b = b ; while ( temp_a % temp_b != 0 ) { temp = temp_a % temp_b ; temp_a = temp_b ; temp_b = temp ; } gcm = temp_b ; lcm = a * ( b / gcm ) ; printf ( , gcm , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s741236813.c	int main ( void ) { unsigned long long int a , b , gcm , lcm , temp_a , temp_b , temp ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { a = temp ; a = b ; b = temp ; } temp_a = a ; temp_b = b ; while ( temp_a % temp_b != 0 ) { temp = temp_a % temp_b ; temp_a = temp_b ; temp_b = temp ; } gcm = temp_b ; lcm = a * ( b / gcm ) ; printf ( , gcm , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s153238985.c	int main ( void ) { unsigned long long int a , b , gcm , lcm , temp_a , temp_b , temp ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { a = temp ; a = b ; b = temp ; } temp_a = a ; temp_b = b ; while ( temp_a % temp_b != 0 ) { temp = temp_a % temp_b ; temp_a = temp_b ; temp_b = temp ; } gcm = temp_b ; lcm = a * b / gcm ; printf ( , gcm , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s070506628.c	int GCD ( int a , int b ) ; int main ( ) { int a , b ; scanf ( , & a , & b ) ; printf ( , GCD ( a , b ) , a * b / GCD ( a , b ) ) ; return 0 ; } int GCD ( int a , int b ) { while ( a > 0 && b > 0 ) { if ( a > b ) a -= b ; else b -= a ; } if ( a ) return a ; else return b ; } 
+Project_CodeNet/data/p00005/C/s269457124.c	int main ( ) { long int a , b ; int i = 0 , temp ; long int c , d , j ; while ( ( scanf ( , & c ) ) != EOF ) { scanf ( , & d ) ; a = c ; b = d ; if ( b > a ) { temp = a ; a = b ; b = temp ; } if ( ( a % b ) != 0 ) { j = a % b ; a = b ; b = j ; } printf ( , b , ( ( c * d ) / b ) ) ; i ++ ; if ( i > 50 ) break ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s901563894.c	int main ( ) { long int a , b ; int i = 0 , temp ; long int c , d , j ; while ( ( scanf ( , & c ) ) != EOF ) { scanf ( , & d ) ; a = c ; b = d ; if ( b > a ) { temp = a ; a = b ; b = temp ; } while ( ( a % b ) != 0 ) { j = a % b ; a = b ; b = j ; } printf ( , b , ( ( c * d ) / b ) ) ; i ++ ; if ( i > 50 ) break ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s910893381.c	int main ( ) { int a , b , ca , cb ; int gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { ca = a ; cb = b ; while ( ca != 0 && cb != 0 ) { if ( ca > cb ) { ca = ca % cb ; } else { cb = cb % ca ; } } if ( ca == 0 ) { gcd = cb ; } else { gcd = ca ; } lcm = a * b / gcd ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s023312269.c	int LCM ( int a , int b ) ; double GCD ( int a , int b ) ; int main ( int argc , char * argv [ ] ) { int a , b , lcm ; double gcd ; while ( ( scanf ( , & a , & b ) ) != EOF ) { if ( ( ( a > 0 ) & ( a <= 2000000000 ) ) & ( ( b >= 0 ) & ( b <= 2000000000 ) ) ) { if ( a >= b ) { lcm = LCM ( a , b ) ; printf ( , lcm ) ; gcd = GCD ( a , b ) ; } } } return 0 ; } int LCM ( int a , int b ) { int k ; while ( a % b != 0 ) { k = a % b ; a = b ; b = k ; } return b ; } double GCD ( int a , int b ) { int l = LCM ( a , b ) ; double c , d ; double answer ; c = a / l ; d = b / l ; answer = c * d * l ; printf ( , answer ) ; } 
+Project_CodeNet/data/p00005/C/s487516145.c	int main ( void ) { int a , b , i = 1 , j , k ; for ( k = 1 ; k <= 50 ; k ++ ) { while ( ( scanf ( , & a , & b ) != EOF ) ) { if ( a <= 2000000000 && b <= 2000000000 ) { double c , d ; c = a , d = b ; if ( b > a ) { do { if ( b > a ) { j = b % a ; } if ( j == 0 ) { printf ( , a ) ; if ( c / a * d <= 2000000000 ) { printf ( , ( c / a ) * d ) ; } break ; } int temp = a ; b = temp ; a = j ; } while ( i < b ) ; } if ( a > b ) { do { if ( a > b ) { j = a % b ; } if ( j == 0 ) { printf ( , b ) ; if ( c / b * d <= 2000000000 ) { printf ( , ( c / b ) * d ) ; } break ; } int temp = b ; a = temp ; b = j ; } while ( i < b ) ; } } } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s588823652.c	int main ( ) { int a , b , temp ; double gcd , lcm , a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { a1 = a ; b1 = b ; while ( a % b != 0 ) { temp = a % b ; a = b ; b = temp ; } gcd = b ; lcm = a1 * b1 / gcd ; printf ( , b ) ; printf ( , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s913321802.c	int LCM ( int a , int b ) ; double GCD ( int a , int b ) ; int main ( int argc , char * argv [ ] ) { int a , b , lcm ; double gcd ; while ( ( scanf ( , & a , & b ) ) != EOF ) { if ( a >= b ) { lcm = LCM ( a , b ) ; printf ( , lcm ) ; gcd = GCD ( a , b ) ; } } return 0 ; } int LCM ( int a , int b ) { int k ; while ( a % b != 0 ) { k = a % b ; a = b ; b = k ; } return b ; } double GCD ( int a , int b ) { int l = LCM ( a , b ) ; double c , d ; double answer ; c = a / l ; d = b / l ; answer = c * d * l ; printf ( , answer ) ; } 
+Project_CodeNet/data/p00005/C/s467007425.c	int main ( void ) { int a , b , i = 1 , j , k ; for ( k = 1 ; k <= 50 ; k ++ ) { while ( ( scanf ( , & a , & b ) != EOF ) ) { double c , d ; c = a , d = b ; if ( b > a ) { do { if ( b > a ) { j = b % a ; } if ( j == 0 ) { printf ( , a ) ; if ( c / a * d ) { printf ( , ( c / a ) * d ) ; } break ; } int temp = a ; b = temp ; a = j ; } while ( i < b ) ; } if ( a > b ) { do { if ( a > b ) { j = a % b ; } if ( j == 0 ) { printf ( , b ) ; if ( c / b * d ) { printf ( , ( c / b ) * d ) ; } break ; } int temp = b ; a = temp ; b = j ; } while ( i < b ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s312100344.c	int main ( void ) { int a , b , i = 1 , j , k ; while ( ( scanf ( , & a , & b ) != EOF ) ) { double c , d ; c = a , d = b ; if ( b > a ) { do { j = b % a ; if ( j == 0 ) { printf ( , a ) ; if ( c / a * d <= 2000000000 ) { printf ( , ( c / a ) * d ) ; } break ; } int temp ; temp = a ; b = temp ; a = j ; } while ( i < b ) ; } if ( a > b ) { do { j = a % b ; if ( j == 0 ) { printf ( , b ) ; if ( c / b * d <= 2000000000 ) { printf ( , ( c / b ) * d ) ; } break ; } int temp ; temp = b ; a = temp ; b = j ; } while ( i < b ) ; } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s026085922.c	int main ( void ) { int a , b , i = 1 , j , k ; for ( k = 1 ; k <= 50 ; k ++ ) { while ( ( scanf ( , & a , & b ) != EOF ) ) { if ( a > b ) { int temp = a ; a = b ; b = temp ; } double c , d ; c = a , d = b ; if ( b > a ) { do { j = b % a ; if ( j == 0 ) { printf ( , a ) ; if ( c / a * d <= 2000000000 ) { printf ( , ( c / a ) * d ) ; } break ; } int temp ; temp = a ; b = temp ; a = j ; } while ( i < b ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s696833899.c	int gcd ( int a , int b ) { int j , k = 1 ; while ( a != 0 && b != 0 ) { if ( a > b ) { j = a % b ; a = b ; b = j ; } else { j = b % a ; b = a ; a = j ; } } return a ; } int lcm ( int a , int b ) { int m , n ; m = gcd ( a , b ) ; a = a / m ; b = b / m ; n = a * b * m ; return n ; } int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; return 0 ; } } 
+Project_CodeNet/data/p00005/C/s614258635.c	int gcd ( int a , int b ) { int j ; while ( a != 0 && b != 0 ) { if ( a > b ) { j = a % b ; a = b ; b = j ; return a ; } else { j = b % a ; b = a ; a = j ; return b ; } } } int lcm ( int a , int b ) { int m , n ; m = gcd ( a , b ) ; a = a / m ; b = b / m ; n = a * b * m ; return n ; } int main ( ) { int a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; return 0 ; } } 
+Project_CodeNet/data/p00005/C/s152317498.c	int main ( ) { int a , b , max , j , min , m , n = 0 ; while ( scanf ( , & a , & b ) != EOF ) { int j = 1 ; m = a ; n = b ; if ( a > b ) { while ( j != 0 ) { j = a % b ; a = b ; b = j ; } max = a ; } if ( a < b ) { while ( j != 0 ) { j = b % a ; b = a ; a = j ; } max = b ; } min = ( m * n ) / max ; printf ( , max , min ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s992452720.c	void swapValue ( int * p , int * q ) ; main ( ) { int a , b , A , B ; while ( scanf ( , & a , & b ) != EOF ) { A = a ; B = b ; while ( 1 ) { if ( b > a ) swapValue ( & a , & b ) ; a = a % b ; if ( a == 0 ) break ; } printf ( , b , A * B / b ) ; } return 0 ; } void swapValue ( int * p , int * q ) { int temp ; temp = * p ; * p = * q ; * q = temp ; } 
+Project_CodeNet/data/p00005/C/s622804304.c	int main ( ) { int count = 0 ; double a , b , GCD , LCM ; double tempa = 0 , tempb = b = 0 ; scanf ( , & a , & b ) ; tempa = a ; tempb = b ; while ( count == 0 ) { a = fmod ( a , b ) ; if ( a == 0 ) { GCD = b ; count = 1 ; } else { b = fmod ( b , a ) ; if ( b == 0 ) { GCD = a ; count = 1 ; } } } LCM = ( tempa / GCD ) * ( tempb / GCD ) * GCD ; printf ( , GCD , LCM ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s128214220.c	int main ( ) { int a [ 100 ] , i , sum = 1 , cons , k ; scanf ( , & a [ 0 ] , & a [ 1 ] ) ; for ( i = 0 ; i < 100 ; i ++ ) { if ( a [ i + 1 ] > a [ i ] ) { cons = a [ i + 1 ] ; a [ i + 1 ] = a [ i ] ; a [ i ] = cons ; } a [ i + 2 ] = a [ i ] % a [ i + 1 ] ; if ( a [ i ] % a [ i + 1 ] ) ; else break ; sum ++ ; } k = a [ 0 ] * a [ 1 ] ; k /= a [ sum ] ; printf ( , a [ sum ] ) ; printf ( , k ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s290399115.c	long int test ( long int c , long int d ) ; int main ( void ) { long int a , b , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { gcd = test ( a , b ) ; lcm = ( a * b ) / gcd ; printf ( , gcd , lcm ) ; } return 0 ; } long int test ( long int c , long int d ) { long int min ; while ( c != 1 && d != 1 ) { if ( ( c % d ) != 0 ) { c %= d ; if ( c == 1 ) break ; } else break ; if ( ( d % c ) != 0 ) { d %= c ; if ( d == 1 ) break ; } else break ; } min = ( ( c > d ) ? d : c ) ; return min ; } 
+Project_CodeNet/data/p00005/C/s142136136.c	int main ( ) { int a = 0 , b = 0 , c = 0 , k = 0 ; while ( scanf ( , & a , & b ) != EOF ) { k = a * b ; while ( b > 0 ) { c = a % b ; a = b ; b = c ; } printf ( , a , k / a ) ; } } 
+Project_CodeNet/data/p00005/C/s350145392.c	int GCD ( int m , int n ) ; int main ( void ) { int a , b , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { gcd = GCD ( a , b ) ; lcm = gcd * ( a / gcd ) * ( b / gcd ) ; printf ( , gcd , lcm ) ; } } int GCD ( int m , int n ) { int remain = 0 ; while ( n != 0 ) { remain = m % n ; m = n ; n = remain ; } return m ; } 
+Project_CodeNet/data/p00005/C/s202304342.c	long gcd ( long x , long y ) { long z ; while ( ( z = x % y ) != 0 ) { x = y ; y = z ; } return y ; } long lcm ( long a , long b ) { if ( gcd ( a , b ) ) { exit ( 0 ) ; } return ( a * b ) / gcd ( a , b ) ; } int main ( int argc , const char * argv [ ] ) { long a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s348318854.c	int GCD ( int x , int y ) ; int main ( void ) { int x [ 100 ] , y [ 100 ] , z , gcd [ 100 ] , lcm [ 100 ] ; int i = 0 ; while ( scanf ( , & x [ i ] , & y [ i ] ) != EOF ) { if ( x [ i ] <= y [ i ] ) { z = y [ i ] ; y [ i ] = x [ i ] ; x [ i ] = z ; } gcd [ i ] = GCD ( x [ i ] , y [ i ] ) ; lcm [ i ] = ( x [ i ] ) * ( y [ i ] ) / gcd [ i ] ; i ++ ; } for ( z = 0 ; z < i ; z ++ ) { printf ( , gcd [ z ] , lcm [ z ] ) ; } return 0 ; } int GCD ( int x , int y ) { int z ; while ( x % y != 0 ) { z = x % y ; x = y ; y = z ; } return y ; } 
+Project_CodeNet/data/p00005/C/s655865320.c	long long icm ( long long a , long long b ) ; long long gcd ( long long a , long long b ) ; int main ( ) { long a , b ; long small , big ; while ( scanf ( , & a , & b ) != EOF ) { big = gcd ( a , b ) ; small = icm ( a , b ) ; printf ( , big , small ) ; } return 0 ; } long long gcd ( long long a , long long b ) { long long r ; while ( ( r = a % b ) != 0 ) { a = b ; b = r ; } return b ; } long long icm ( long long a , long long b ) { return ( a * b / gcd ( a , b ) ) ; } 
+Project_CodeNet/data/p00005/C/s772722107.c	unsigned long int k ( unsigned long int a , unsigned long int b ) { if ( b == 0 ) { return a ; } else { unsigned long int r = a % b ; return k ( b , r ) ; } } int main ( ) { unsigned long int a , b , s , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) s = k ( a , b ) ; else s = k ( b , a ) ; d = a * ( b / s ) ; printf ( , s , d ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s616997357.c	unsigned long int k ( unsigned long int a , unsigned long int b ) { if ( b == 0 ) { return a ; } else { unsigned long int r = a % b ; return k ( b , r ) ; } } int main ( ) { unsigned long int a , b , s , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a <= 2000000000 && b <= 2000000000 ) { if ( a < b ) s = k ( a , b ) ; else s = k ( b , a ) ; d = a * ( b / s ) ; printf ( , s , d ) ; } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s748556238.c	unsigned long int k ( unsigned long int a , unsigned long int b ) { if ( b == 0 ) { return a ; } else { unsigned long int r = a % b ; return k ( b , r ) ; } } int main ( ) { unsigned long int a , b , s , d ; while ( scanf ( , & a , & b ) != EOF ) { if ( a <= 2000000000 && b <= 2000000000 ) { if ( a > 0 && b > 0 ) { if ( a < b ) s = k ( a , b ) ; else s = k ( b , a ) ; d = a * ( b / s ) ; printf ( , s , d ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00005/C/s921039193.c	int main ( ) { int a , b , m , n , temp , amari ; while ( scanf ( , & a , & b ) == EOF ) { if ( a < b ) { temp = a ; a = b ; b = temp ; } m = a ; n = b ; amari = m % n ; while ( amari != 0 ) { m = n ; n = amari ; amari = m % n ; } printf ( , n , a * ( b / n ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s491958390.c	int main ( int argc , const char * argv [ ] ) { long a , b , x , y ; while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) { for ( y = a * 2 ; 0 != y % b ; y += a ) ; } else { for ( y = a * 2 ; 0 != y % b ; y += a ) ; } x = a * b / y ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s411176230.c	int main ( int argc , const char * argv [ ] ) { long a , b , x , y ; while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) { for ( y = a * 2 ; 0 != y % b ; y += a ) ; } else { for ( y = a * 2 ; 0 != y % b ; y += a ) ; } x = ( a * b ) / y ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s749301718.c	int main ( ) { int a , b , i , ans1 , ans2 ; scanf ( , & a , & b ) ; for ( i = 2 ; i < a ; i ++ ) { if ( a % i == 0 && b % i == 0 ) { ans1 = i ; } } ans2 = a / ans1 * b ; printf ( , ans1 , ans2 ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s361635510.c	main ( ) { int a , b , c , x , y ; while ( scanf ( , & a , & b ) != EOF ) { x = a , y = b ; while ( b != 0 ) { c = a % b ; a = b ; b = c ; } printf ( , a , x * y / a ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s265436934.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; printf ( , a , b ) ; printf ( , gcd ( a , b ) , a / gcd ( a , b ) * b ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { int temp ; if ( a <= b ) { temp = a ; a = b ; b = temp ; } while ( 1 ) { if ( b == 0 ) { return ( a ) ; } temp = b ; b = a % b ; a = temp ; } } 
+Project_CodeNet/data/p00005/C/s284934853.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; printf ( , a , b ) ; printf ( , gcd ( a , b ) , a / gcd ( a , b ) * b ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { int temp ; if ( a <= b ) { temp = a ; a = b ; b = temp ; } while ( 1 ) { if ( b == 0 ) { return ( a ) ; } temp = b ; b = a % b ; a = temp ; } } 
+Project_CodeNet/data/p00005/C/s307130300.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b , q , r ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; printf ( , gcd ( a , b ) , ( a * b ) / gcd ( a , b ) ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { int temp ; if ( a <= b ) { temp = a ; a = b ; b = temp ; } while ( 1 ) { if ( b == 0 ) { return ( a ) ; } temp = b ; b = a % b ; a = temp ; } } 
+Project_CodeNet/data/p00005/C/s221697898.c	int getGcd ( int a , int b ) { while ( a != b ) { if ( a > b ) { a -= b ; } else { b -= a ; } } return ( a ) ; } int main ( void ) { int a , b , g , l ; while ( scanf ( , & a , & b ) != EOF ) { g = getGcd ( a , b ) ; l = ( a * b ) / g ; printf ( , g ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s458676248.c	int gcd ( int , int ) ; int lcm ( int , int ) ; int main ( void ) { int N ; int a , b ; int i ; int g , l ; scanf ( , & N ) ; for ( i = 0 ; i < N ; i ++ ) { scanf ( , & a , & b ) ; g = gcd ( a , b ) ; l = lcm ( a , b ) ; printf ( , g , l ) ; } return 0 ; } int gcd ( int a , int b ) { int big , small ; int r ; if ( a == b ) { return a ; } else if ( a > b ) { big = a ; small = b ; } else if ( a < b ) { big = b ; small = a ; } while ( big % small != 0 ) { r = big % small ; if ( small > r ) { big = small ; small = r ; } else if ( small < r ) { big = r ; } else if ( small == r ) { big = r ; } } return small ; } int lcm ( int a , int b ) { int l , g ; g = gcd ( a , b ) ; l = a * b / g ; return l ; } 
+Project_CodeNet/data/p00005/C/s370683968.c	int main ( void ) { long int a , b , l = 1 ; int i ; while ( scanf ( , & a , & b ) != EOF ) { for ( i = 2 ; 0 != ( a / i ) * ( b / i ) ; i ++ ) { if ( a % i + b % i == 0 ) { l *= i ; a /= i ; b /= i ; i -- ; } } printf ( , l , l * a * b ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s394143738.c	int main ( void ) { int a ; int b ; int GCD ; int LCM ; scanf ( , & a , & b ) ; GCD = a ; LCM = b ; while ( GCD != LCM ) { if ( GCD > LCM ) { GCD -= LCM ; } else { LCM -= GCD ; } } LCM = a * b / GCD ; printf ( , GCD , LCM ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s438757119.c	int main ( void ) { int a ; int b ; int GCD ; int LCM ; scanf ( , & a , & b ) ; GCD = a ; LCM = b ; while ( GCD != LCM ) { if ( GCD > LCM ) { GCD -= LCM ; } else { LCM -= GCD ; } } LCM = a / GCD * b ; printf ( , GCD , LCM ) ; return 0 ; } 
+Project_CodeNet/data/p00005/C/s586030633.c	long long icm ( long long a , long long b ) ; long long gcd ( long long a , long long b ) ; int main ( ) { long a , b ; long small , big ; while ( scanf ( , & a , & b ) != EOF ) { big = gcd ( a , b ) ; small = icm ( a , b ) ; printf ( , big , small ) ; } return 0 ; } long long gcd ( long long a , long long b ) { long long r ; while ( ( r = a % b ) != 0 ) { a = b ; b = r ; } return b ; } long long icm ( long long a , long long b ) { return ( a * b / gcd ( a , b ) ) ; } 
+Project_CodeNet/data/p00005/C/s013208395.c	int main ( void ) { int n , m , x , tmp ; while ( scanf ( , & m , & n ) != EOF ) { if ( n > m ) { tmp = m ; m = n ; n = tmp ; } x = m * n ; while ( n != 0 ) { tmp = n ; n = m % n ; m = tmp ; } printf ( , m , x / m ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s329785667.c	int main ( void ) { long a , b ; long m , n ; long GCD ( long m , long n ) { int x ; while ( n != 0 ) { x = n ; n = m % n ; m = x ; } return ( m ) ; } long LCM ( long m , long n ) { return ( m / GCD ( m , n ) * n ) ; } while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) { m = b ; n = a ; } else { m = a ; n = b ; } printf ( , GCD ( m , n ) , LCM ( m , n ) ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s741950368.c	int main ( void ) { long a , b ; long m , n ; long long GCD ( m , n ) { long long x ; while ( n != 0 ) { x = n ; n = m % n ; m = x ; } return ( m ) ; } long long LCM ( long m , long n ) { return ( ( m / GCD ( m , n ) ) * n ) ; } while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) { m = b ; n = a ; } else { m = a ; n = b ; } printf ( , GCD ( m , n ) , LCM ( m , n ) ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s753640397.c	int main ( void ) { long a , b ; long m , n ; long long GCD ( long m , long n ) { long long x ; while ( n != 0 ) { x = n ; n = m % n ; m = x ; } return ( m ) ; } long long LCM ( long m , long n ) { return ( ( m / GCD ( m , n ) ) * n ) ; } while ( scanf ( , & a , & b ) != EOF ) { if ( a <= b ) { m = b ; n = a ; } else { m = a ; n = b ; } printf ( , GCD ( m , n ) , LCM ( m , n ) ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s074479201.c	long int LCM ( long int , long int ) ; void swap ( long int * , long int * ) ; int main ( ) { long int a , b ; long int lcm , gcd ; while ( scanf ( , & a , & b ) != EOF ) { swap ( & a , & b ) ; lcm = LCM ( a , b ) ; gcd = a / lcm * b ; printf ( , lcm , gcd ) ; } return 0 ; } long int LCM ( long int a , long int b ) { int r ; if ( b == 0 ) { return a ; } else { r = a % b ; return LCM ( b , r ) ; } } void swap ( long int * x , long int * y ) { long int temp ; if ( * x < * y ) { temp = * x ; * x = * y ; * y = temp ; } } 
+Project_CodeNet/data/p00005/C/s393960000.c	int main ( ) { long long n , k , a , b , x , y , z ; while ( scanf ( , & n , & k ) != EOF ) { if ( n < k ) { a = n ; b = k ; } else { a = k ; b = n ; } x = b % a ; while ( x != 0 ) { b = a ; a = x ; x = b % a ; } x = a ; printf ( , x , n * k / x ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s371415053.c	int main ( void ) { int a = 0 , b = 0 , mod = 0 , print1 = 0 , print2 = 0 , i = 0 , gcd = 0 , lcm = 0 ; while ( scanf ( , & a , & b ) != EOF ) { print1 = ( a > b ) ? a : b ; print2 = ( a > b ) ? b : a ; for ( i = 0 ; i <= print1 ; i ++ ) { print1 = print1 % print2 ; if ( print1 == 0 ) { gcd = print2 ; printf ( , gcd ) ; break ; } print2 = print2 % print1 ; if ( print2 == 0 ) { gcd = print1 ; printf ( , gcd ) ; break ; } } lcm = a / gcd ; lcm *= b ; printf ( , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s051578430.c	int main ( int argc , const char * argv [ ] ) { double a , b ; double originala , originalb ; double gcd = 0 , lcm = 0 ; while ( scanf ( , & a , & b ) != EOF ) { originala = a ; originalb = b ; while ( 1 ) { if ( a != 0 && b != 0 ) { b = fmod ( b , a ) ; if ( b != 0 ) { a = fmod ( a , b ) ; } } if ( a == 0 || b == 0 ) { if ( a == 0 ) { gcd = b ; break ; } else if ( b == 0 ) { gcd = a ; break ; } } } lcm = originala * originalb / gcd ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s476634434.c	int main ( int argc , char * argv [ ] ) { int a = 0 ; int b = 0 ; while ( scanf ( , & a , & b ) != EOF ) { int init_a = a ; int init_b = b ; int gcd = 0 ; int i = 0 ; int temp ; for ( i = 0 ; i < init_a + init_b ; i ++ ) { temp = b ; b = a % b ; a = temp ; if ( b == 0 ) { gcd = a ; break ; } } int lcm = init_a / gcd * init_b ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s870884603.c	int LCM ( int a , int b ) ; double GCD ( int a , int b ) ; int main ( int argc , char * argv [ ] ) { int a , b , lcm ; double gcd ; while ( ( scanf ( , & a , & b ) ) != EOF ) { lcm = LCM ( a , b ) ; printf ( , lcm ) ; gcd = GCD ( a , b ) ; } return 0 ; } int LCM ( int a , int b ) { int k ; while ( a % b != 0 ) { k = a % b ; a = b ; b = k ; } return b ; } double GCD ( int a , int b ) { int l = LCM ( a , b ) ; double c , d ; double answer ; c = a / l ; d = b / l ; answer = c * d * l ; printf ( , answer ) ; } 
+Project_CodeNet/data/p00005/C/s681440993.c	int main ( ) { long long int a , b ; long long int temp , gcd , lcm , a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { a1 = a ; b1 = b ; while ( a % b != 0 ) { temp = a % b ; a = b ; b = temp ; } gcd = b ; lcm = a1 * ( b1 / gcd ) ; printf ( , gcd ) ; printf ( , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s649969176.c	int main ( ) { int a , b ; long long int temp , lcm , a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { a1 = a ; b1 = b ; while ( a % b != 0 ) { temp = a % b ; a = b ; b = temp ; } lcm = a1 * b1 / b ; printf ( , b ) ; printf ( , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s424170953.c	int main ( ) { int a , b ; double temp , lcm , a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { a1 = a ; b1 = b ; while ( a % b != 0 ) { temp = a % b ; a = b ; b = temp ; } lcm = a1 * b1 / b ; printf ( , b ) ; printf ( , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s154489023.c	int main ( ) { int count = 0 ; double a , b ; while ( scanf ( , & a , & b ) != EOF ) { double GCD , LCM ; double tempa = 0 , tempb = 0 ; tempa = a ; tempb = b ; while ( count == 0 ) { a = fmod ( a , b ) ; if ( a == 0 ) { GCD = b ; count = 1 ; } else { b = fmod ( b , a ) ; if ( b == 0 ) { GCD = a ; count = 1 ; } } } LCM = ( tempa / GCD ) * ( tempb / GCD ) * GCD ; printf ( , GCD , LCM ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s019997496.c	int main ( void ) { long long int num1 , num2 , GCD = 0 , LCM = 0 , i = 0 ; while ( scanf ( , & num1 , & num2 ) != EOF ) { LCM = num1 * num2 ; if ( num1 > num2 ) num1 -= num2 ; else num2 -= num1 ; for ( i = 0 ; i < 100 ; i ++ ) { if ( num2 == 0 ) { GCD = num1 ; break ; } num1 = num1 % num2 ; if ( num1 == 0 ) { GCD = num2 ; break ; } num2 = num2 % num1 ; } LCM /= GCD ; printf ( , GCD , LCM ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s106488749.c	int GCD ( int m , int n ) ; int main ( void ) { int a , b , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { gcd = GCD ( a , b ) ; lcm = gcd * ( a / gcd ) * ( b / gcd ) ; printf ( , gcd , lcm ) ; } return 0 ; } int GCD ( int m , int n ) { int remain = 0 ; while ( n != 0 ) { remain = m % n ; m = n ; n = remain ; } return m ; } 
+Project_CodeNet/data/p00005/C/s535979859.c	long gcd ( long x , long y ) { long z ; while ( ( z = x % y ) != 0 ) { x = y ; y = z ; } return y ; } long lcm ( long a , long b ) { return ( a * b ) / gcd ( a , b ) ; } int main ( int argc , const char * argv [ ] ) { long a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s027194052.c	int GCD ( int x , int y ) ; int main ( void ) { int x [ 100 ] , y [ 100 ] , z , gcd [ 100 ] , lcm [ 100 ] = { 0 } ; int i = 0 ; while ( scanf ( , & x [ i ] , & y [ i ] ) != EOF ) { if ( x [ i ] <= y [ i ] ) { z = y [ i ] ; y [ i ] = x [ i ] ; x [ i ] = z ; } gcd [ i ] = GCD ( x [ i ] , y [ i ] ) ; lcm [ i ] = ( x [ i ] ) * ( ( y [ i ] ) / gcd [ i ] ) ; i ++ ; } for ( z = 0 ; z < i ; z ++ ) { printf ( , gcd [ z ] , lcm [ z ] ) ; } return 0 ; } int GCD ( int x , int y ) { int z ; while ( x % y != 0 ) { z = x % y ; x = y ; y = z ; } return y ; } 
+Project_CodeNet/data/p00005/C/s702473172.c	int GCD ( int a , int b ) ; int LCM ( int a , int b ) ; int main ( void ) { int a , b ; int gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { gcd = GCD ( a , b ) ; lcm = LCM ( a , b ) ; printf ( , gcd , lcm ) ; } return ( 0 ) ; } int GCD ( int a , int b ) { if ( a % b == 0 ) { return ( b ) ; } return ( GCD ( b , a % b ) ) ; } int LCM ( int a , int b ) { return ( a / GCD ( a , b ) * b ) ; } 
+Project_CodeNet/data/p00005/C/s466015585.c	int main ( void ) { long a , b ; long tmp ; long m , n ; while ( scanf ( , & a , & b ) != EOF ) { if ( b > a ) { tmp = a ; a = b ; b = tmp ; } m = a ; n = b ; while ( n != 0 ) { tmp = n ; n = m % n ; m = tmp ; } printf ( , m , a * b / m ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s379762967.c	int main ( ) { int a , b , m , n , temp , amari ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { temp = a ; a = b ; b = temp ; } m = a ; n = b ; amari = m % n ; while ( amari != 0 ) { m = n ; n = amari ; amari = m % n ; } printf ( , n , a * ( b / n ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s857290768.c	int main ( int argc , const char * argv [ ] ) { long a , b , x , y ; while ( scanf ( , & a , & b ) != EOF ) { for ( y = a ; 0 != y % b ; y += a ) ; x = ( long ) ( a * b ) / y ; printf ( , x , y ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s697070848.c	int main ( ) { long long int a , b , tmp , x , y ; while ( scanf ( , & a , & b ) != EOF ) { x = a , y = b ; if ( x < y ) { tmp = x ; x = y ; y = tmp ; } while ( y != 0 ) { tmp = y ; y = x % y ; x = tmp ; } printf ( , x , a * b / x ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s290217429.c	main ( ) { long long int a , b , c , x , y ; while ( scanf ( , & a , & b ) != EOF ) { x = a , y = b ; while ( b != 0 ) { c = a % b ; a = b ; b = c ; } printf ( , a , x * y / a ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s323094626.c	main ( ) { long long int a , b , tmp = 0 , x , y , ans = 0 ; while ( scanf ( , & a , & b ) != EOF ) { x = a ; y = b ; if ( x < y ) { tmp = x ; x = y ; y = tmp ; } while ( y != 0 ) { tmp = y ; y = x % y ; x = tmp ; } printf ( , x , a * b / x ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s217467980.c	int main ( ) { long long int a , b , bai [ 1000 ] = { } , yaku [ 1000 ] = { } , e , f = 0 , g , bosu , j = 0 , m , n ; while ( scanf ( , & a , & b ) != EOF ) { if ( a > b ) { m = a ; n = b ; } else { m = b ; n = a ; } while ( m % n != 0 ) { g = n ; n = m % n ; m = g ; } yaku [ j ] = n ; bosu = a * b ; bai [ j ] = bosu / yaku [ j ] ; j ++ ; } for ( e = 0 ; e < j ; e ++ ) { printf ( , yaku [ e ] , bai [ e ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s353400474.c	int yaku ( int a , int b ) { if ( b == 0 ) return a ; int r , t ; r = a % b ; t = yaku ( b , r ) ; return t ; } int main ( ) { int a , b , min , t ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { t = a ; a = b ; b = t ; } min = yaku ( a , b ) ; a /= min ; printf ( , min , a * b ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s951793599.c	int main ( ) { long long int a , b , c , d , r , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { c = a ; d = b ; r = 1 ; while ( r ) { r = c % d ; c = d ; d = r ; } gcd = c ; lcm = a * b / gcd ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s295790239.c	int main ( ) { unsigned int a , b , x , y , z ; unsigned int r ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { z = a ; a = b ; b = z ; } x = a ; y = b ; r = a % b ; while ( r != 0 ) { x = y ; y = r ; r = x % y ; } printf ( , y , ( ( a / y ) * b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s066962260.c	int gcd ( int a , int b ) { return b ? gcd ( b , a % b ) : a ; } int lcm ( int a , int b ) { return a / gcd ( a , b ) * b ; } int main ( void ) { int a , b ; while ( ~ scanf ( , & a , & b ) ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s471220170.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; printf ( , gcd ( a , b ) , a / gcd ( a , b ) * b ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { int temp ; if ( a <= b ) { temp = a ; a = b ; b = temp ; } while ( 1 ) { if ( b == 0 ) { return ( a ) ; } temp = b ; b = a % b ; a = temp ; } } 
+Project_CodeNet/data/p00005/C/s816566260.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b , q , r ; while ( scanf ( , & a ) != EOF ) { scanf ( , & b ) ; printf ( , gcd ( a , b ) , a / gcd ( a , b ) * b ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { int temp ; if ( a <= b ) { temp = a ; a = b ; b = temp ; } while ( 1 ) { if ( b == 0 ) { return ( a ) ; } temp = b ; b = a % b ; a = temp ; } } 
+Project_CodeNet/data/p00005/C/s068842348.c	long long gcd ( long long a , long long b ) { long long A = max ( a , b ) , B = min ( a , b ) ; return A % B ? gcd ( A % B , B ) : B ; } long long lcm ( long long a , long long b ) { return a * b / gcd ( a , b ) ; } int main ( void ) { long long a , b ; while ( scanf ( , & a , & b ) != EOF ) { printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s742638123.c	int main ( ) { long a , b ; long GCD , LCM ; long i , temp , c , d ; while ( scanf ( , & a , & b ) != EOF ) { c = a , d = b ; while ( d > 0 ) { temp = c % d ; c = d ; d = temp ; } GCD = c ; LCM = ( a / GCD ) * b ; printf ( , GCD , LCM ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s168408698.c	int main ( ) { int a , b , A , B , i , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { A = a , B = b ; while ( a != b ) { if ( a < b ) { b -= a ; } else { a -= b ; } } gcd = a ; lcm = gcd * ( A / a ) * ( B / b ) ; printf ( , gcd , lcm ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s408554401.c	int main ( void ) { long int a , b , l = 1 ; int i ; while ( scanf ( , & a , & b ) != EOF ) { for ( i = 2 ; 0 != ( a / i ) * ( b / i ) ; i ++ ) { if ( a % i + b % i == 0 ) { l *= i ; a /= i ; b /= i ; i -- ; } } printf ( , l , l * a * b ) ; l = 1 ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s038277205.c	int main ( void ) { int a ; int b ; int GCD ; int LCM ; while ( scanf ( , & a , & b ) != EOF ) { GCD = a ; LCM = b ; while ( GCD != LCM ) { if ( GCD > LCM ) { GCD -= LCM ; } else { LCM -= GCD ; } } LCM = a / GCD * b ; printf ( , GCD , LCM ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s923978349.c	int main ( void ) { long long a , b ; while ( scanf ( , & a , & b ) != EOF ) { long long temp_a , temp_b , c = 1 , LCM , GCD ; if ( a <= b ) { temp_a = b ; temp_b = a ; } else { temp_a = a ; temp_b = b ; } while ( c != 0 ) { c = temp_a % temp_b ; if ( c == 0 ) { temp_a = temp_b ; } temp_a = temp_b ; temp_b = c ; } LCM = temp_a ; GCD = ( a * b ) / LCM ; printf ( , LCM , GCD ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s654303232.c	int main ( void ) { int n , m , x , tmp , y ; while ( scanf ( , & m , & n ) != EOF ) { if ( n > m ) { tmp = m ; m = n ; n = tmp ; } x = m ; y = n ; while ( n != 0 ) { tmp = n ; n = m % n ; m = tmp ; } printf ( , m , x / m * y ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s444928785.c	int gcd ( int m , int n ) { int x ; while ( n != 0 ) { x = n ; n = m % n ; m = x ; } return ( m ) ; } int lcm ( int m , int n ) { return ( ( m / gcd ( m , n ) ) * n ) ; } int main ( void ) { int a , b ; int t ; while ( scanf ( , & a , & b ) != EOF ) { if ( a < b ) { t = a ; a = b ; b = t ; } printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s262855266.c	int getGCD ( int x , int y ) { if ( y == 0 ) { return ( x ) ; } getGCD ( y , x % y ) ; } int getLCM ( int x , int y ) { if ( ( x == 0 ) || ( y == 0 ) ) { return ( 0 ) ; } return ( ( x / getGCD ( x , y ) ) * y ) ; } int main ( void ) { long x , y ; long gcd , lcm ; while ( scanf ( , & x , & y ) != EOF ) { gcd = getGCD ( x , y ) ; lcm = getLCM ( x , y ) ; printf ( , gcd , lcm ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s844485671.c	int gcd ( int a , int b ) ; int main ( void ) { int a , b ; int g ; while ( scanf ( , & a , & b ) != EOF ) { g = gcd ( a , b ) ; printf ( , g , a / g * b ) ; } return ( 0 ) ; } int gcd ( int a , int b ) { if ( a % b == 0 ) return ( b ) ; return ( gcd ( b , a % b ) ) ; } 
+Project_CodeNet/data/p00005/C/s036298562.c	int main ( void ) { long a ; long b ; long gcd ; long lcm ; long r ; long a2 ; long b2 ; while ( scanf ( , & a , & b ) != EOF ) { a2 = a ; b2 = b ; while ( 1 ) { if ( a > b ) { r = a % b ; if ( r == 0 ) { gcd = b ; break ; } a = b ; b = r ; } else if ( b > a ) { r = b % a ; if ( r == 0 ) { gcd = a ; break ; } b = a ; a = r ; } else { gcd = a ; break ; } } lcm = a2 * b2 / gcd ; printf ( , gcd , lcm ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s955923124.c	int main ( ) { long long num1 , num2 , g , l , i , j , min , temp1 , temp2 ; while ( scanf ( , & num1 , & num2 ) != EOF ) { temp1 = num1 ; temp2 = num2 ; while ( temp1 != 0 ) { g = temp1 ; temp1 = temp2 % temp1 ; temp2 = g ; } l = ( num1 * num2 ) / g ; printf ( , g , l ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s308585483.c	int main ( void ) { int m , n , a , b , x , y , gcd , lcm , btmp ; int i ; while ( ( scanf ( , & m , & n ) ) != EOF ) { a = m ; b = n ; x = m ; y = n ; if ( b == 0 ) { gcd = a ; } else { while ( 1 ) { if ( b == 0 ) { break ; } btmp = b ; b = a % b ; a = btmp ; } gcd = a ; } lcm = x / gcd * y ; printf ( , gcd , lcm ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s217242038.c	long gcd ( long a , long b ) { if ( b == 0 ) { return ( a ) ; } return ( gcd ( b , a % b ) ) ; } long lcm ( long a , long b ) { return ( a / gcd ( a , b ) * b ) ; } int main ( void ) { long a , b ; while ( scanf ( , & a , & b ) != EOF ) printf ( , gcd ( a , b ) , lcm ( a , b ) ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s967966382.c	long gcd ( long a , long b ) { if ( b == 0 ) { return ( a ) ; } gcd ( b , a % b ) ; } int main ( void ) { long a ; long b ; long c [ 100000 ] [ 2 ] ; int n ; int i ; n = 0 ; while ( scanf ( , & a , & b ) != EOF ) { c [ n ] [ 0 ] = gcd ( a , b ) ; c [ n ] [ 1 ] = a / gcd ( a , b ) * b ; n ++ ; } for ( i = 0 ; i < n ; i ++ ) { printf ( , c [ i ] [ 0 ] , c [ i ] [ 1 ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00005/C/s086937143.c	int main ( void ) { int a , b , r , g , l ; int a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { a1 = a ; b1 = b ; do { r = a % b ; if ( r == 0 ) { g = b ; } else { a = b ; b = r ; } } while ( r != 0 ) ; l = g * ( a1 / g ) * ( b1 / g ) ; printf ( , g , l ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s511208036.c	int main ( ) { long long int a , b , n , s , t , a1 , b1 ; while ( scanf ( , & a , & b ) != EOF ) { n = 1 ; a1 = a ; b1 = b ; for ( ; ; ) { t = b ; b = a % b ; a = t ; if ( b == 0 ) break ; } printf ( , t , a1 * b1 / t ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s929104157.c	int gcd ( int a , int b ) { if ( a == 0 ) return b ; else return gcd ( b % a , a ) ; } int main ( ) { int a , b ; long m , n ; while ( scanf ( , & a , & b ) != EOF ) { m = ( long ) gcd ( a , b ) ; n = a / m * b ; printf ( , m , n ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s446886971.c	int gcd ( int a , int b ) { if ( a == 0 ) return b ; else return gcd ( b % a , a ) ; } int main ( ) { int a , b , m , n ; while ( scanf ( , & a , & b ) != EOF ) { m = gcd ( a , b ) ; n = a / m * b ; printf ( , m , n ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s123655702.c	void alg ( unsigned long a , unsigned long b , unsigned long * answer ) { unsigned long tmp , pg [ 2 ] ; if ( a > b ) { pg [ 0 ] = a ; pg [ 1 ] = b ; } else { pg [ 0 ] = b ; pg [ 1 ] = a ; } while ( ( pg [ 0 ] %= pg [ 1 ] ) > 0 ) { tmp = pg [ 0 ] ; pg [ 0 ] = pg [ 1 ] ; pg [ 1 ] = tmp ; } answer [ 0 ] = pg [ 1 ] ; answer [ 1 ] = a * b / answer [ 0 ] ; } int main ( void ) { unsigned long data_a , data_b , result [ 2 ] ; while ( scanf ( , & data_a , & data_b ) != EOF ) { alg ( data_a , data_b , result ) ; printf ( , result [ 0 ] , result [ 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00005/C/s112331361.c	long GCD ( long a , long b ) ; long LCM ( long a , long b , long gcd ) ; int main ( void ) { long a , b , gcd , lcm ; while ( scanf ( , & a , & b ) != EOF ) { gcd = GCD ( a , b ) ; lcm = LCM ( a , b , gcd ) ; printf ( , gcd , lcm ) ; } return 0 ; } long GCD ( long a , long b ) { long comp , R ; if ( a < b ) { comp = a ; a = b ; b = comp ; } while ( b != 0 ) { comp = a % b ; a = b ; b = comp ; } return a ; } long LCM ( long a , long b , long gcd ) { long lcm ; lcm = a * b / gcd ; return lcm ; } 
+Project_CodeNet/data/p00005/C/s808922142.c	int main ( void ) { double a , b , log , product ; while ( scanf ( , & a , & b ) != EOF ) { product = a * b ; while ( a != b ) { if ( a > b ) { log = b ; b = a - b ; a = log ; } else if ( a < b ) { log = a ; b -= a ; } } product /= a ; printf ( , a , product ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s584999665.c	22223122312312312 a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a22223122312312312a 
+Project_CodeNet/data/p00006/C/s468250024.c	key = gets . chomp . to_s n = gets . chomp . to_i data = [ ] count = 0 for i in 0. . n - 1 data [ i ] = gets . chomp . to_s end for i in 0. . n - 1 check = data [ i ] . include ? ( key ) if check count = count + 1 end end puts count 
+Project_CodeNet/data/p00006/C/s126570390.c	using System ; using System . Linq ; namespace _0006 { class Program { static void Main ( string [ ] args ) { string str = Console . ReadLine ( ) ; foreach ( char e in str . ToCharArray ( ) . Reverse ( ) ) { Console . Write ( e ) ; } Console . WriteLine ( ) ; } } } 
+Project_CodeNet/data/p00006/C/s980189130.c	void main ( ) { char str [ 20 ] , ch [ 20 ] ; int i , len = 0 ; scanf ( , str ) ; for ( i = 0 ; str [ i ] != ; i ++ ) { len ++ ; } for ( i = 0 ; i < len ; i ++ ) { ch [ len - 1 - i ] = str [ i ] ; } str [ i ] = ; for ( i = 0 ; i < len ; i ++ ) { printf ( , ch [ i ] ) ; } getch ( ) ; } 
+Project_CodeNet/data/p00006/C/s012476356.c	int main ( ) { char a [ 48 ] , c [ 48 ] ; int i , j = 0 ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { c [ j ] = a [ i ] ; j ++ ; } printf ( , c ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s650478036.c	int main ( ) { char str [ 50 ] ; char * rev ; printf ( ) ; scanf ( , str ) ; rev = strrev ( str ) ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s406881065.c	int main ( void ) { char str [ SIZE ] = { } ; char str_reverse [ SIZE ] = { } ; char c = { 0 } ; int i = 0 ; int j = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != EOF ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } j = 0 ; for ( i = strlen ( str ) - 1 ; i > 0 ; i -- ) { str_reverse [ j ] = str [ i ] ; j ++ ; } printf ( , str_reverse ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s229180722.c	int main ( void ) { char str [ SIZE ] = { } ; char str_reverse [ SIZE ] = { } ; char ch = { 0 } ; int i = 0 ; int j = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != EOF ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } j = 0 ; for ( i = strlen ( str ) - 1 ; i > 0 ; i -- ) { str_reverse [ j ] = str [ i ] ; j ++ ; } printf ( , str_reverse ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s950768672.c	int main ( void ) { char input [ 20 ] ; int str ; for ( int i = 0 ; i < 20 ; i ++ ) input [ i ] = ; scanf ( , input ) ; for ( int i = 20 ; i > 0 ; i -- ) { if ( input [ i - 1 ] != ) printf ( , input [ i - 1 ] ) ; } puts ( ) ; } 
+Project_CodeNet/data/p00006/C/s372074849.c	int main ( void ) { char [ 20 ] input ; scanf ( , input ) ; int i ; for ( i = 0 ; ; i ++ ) { if ( input [ i ] == ) break ; } for ( i -- ; 0 <= i ; i -- ) { printf ( , input [ i ] ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s870084872.c	int main ( void ) { char input [ INPUT_MAX ] ; scanf ( , input ) ; int i ; for ( i = 0 ; i < INPUT_MAX - 1 ; i ++ ) { if ( input [ i ] == ) break ; } for ( i -- ; 0 <= i ; i -- ) { printf ( , input [ i ] ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s649872265.c	int main ( void ) { char str [ 21 ] ; int i ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 , i >= 0 ; i -- ) { printf ( str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s976862174.c	int main ( void ) { char str [ 22 ] ; int i ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 , i >= 0 ; i -- ) { printf ( str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s088098637.c	int main ( void ) { char str [ 22 ] ; int i ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 , i >= 0 ; i -- ) { printf ( str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s374426825.c	int main ( void ) { char str [ 20 ] = { 0 } , str_copy [ 20 ] = { 0 } ; int i , j = 0 ; scanf ( , str ) ; while ( 1 ) { if ( str [ j ] == null ) break ; j ++ ; } for ( i = 0 ; i < j ; i ++ ) { str_copy [ i ] = str [ j - 1 - i ] ; } printf ( , str_copy ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s258500401.c	int main ( ) { char str [ 20 ] ; char * rev ; gets ( str ) ; ( ) ; ( , str ) ; rev = strrev ( str ) ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s065788178.c	int main ( ) { char inp [ 96 ] ; int len ; int i ; for ( ; ; ) { gets ( inp ) ; len = strlen ( inp ) ; if ( len == 0 ) { break ; } for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , inp [ i ] ) ; } printf ( ) ; break ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s887217220.c	int main ( void ) { char s [ 32 ] ; int len ; scanf ( , s ) len = strlen ( s ) ; for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , s [ i ] ) } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s712606418.c	int main ( ) { char arr [ 100 ] ; printf ( ) ; gets ( arr ) ; strrev ( arr ) ; printf ( , arr ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s549847312.c	int main ( ) { char str [ 50 ] ; char * rev ; printf ( ) ; scanf ( , str ) ; rev = strrev ( str ) ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s127669086.c	int main ( ) { char str [ 20 ] ; char * rev ; printf ( ) ; scanf ( , str ) ; rev = strrev ( str ) ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s784342445.c	int main ( void ) { char * s ; int i ; scanf ( , s ) ; int len = strlen ( s ) ; for ( i = len - 1 ; i >= 0 ; i -- ) putchar ( s [ i ] ) ; putchar ( ) return 0 ; } 
+Project_CodeNet/data/p00006/C/s463208574.c	int main ( ) { char str [ 20 ] ; char * rev ; printf ( ) ; scanf ( , str ) ; rev = strrev ( str ) ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s974848281.c	main ( ) { char str [ 50 ] , revstr [ 50 ] ; int i = 0 , j = 0 ; printf ( ) ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { revstr [ j ] = str [ i ] ; j ++ ; } revstr [ j ] = ; printf ( , str ) ; printf ( , revstr ) ; getch ( ) ; } 
+Project_CodeNet/data/p00006/C/s076611531.c	int main ( ) { char inputString [ 20 ] , temp ; int length , leftIndex , rightIndex ; printf ( ) ; gets ( inputString ) ; length = strlen ( inputString ) ; leftIndex = 0 ; rightIndex = length - 1 ; while ( leftIndex < rightIndex ) { temp = inputString [ leftIndex ] ; inputString [ leftIndex ] = inputString [ rightIndex ] ; inputString [ rightIndex ] = temp ; leftIndex ++ ; rightIndex -- ; } printf ( , inputString ) ; getch ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s625170194.c	void main ( ) { int i , count = 0 ; char ch [ 20 ] ; clrscr ( ) ; printf ( ) ; gets ( ch ) ; for ( i = 0 ; ch [ i ] != ; i ++ ) { count ++ ; } printf ( ) ; for ( i = count - 1 ; i >= 0 ; i -- ) { printf ( , ch [ i ] ) ; } getch ( ) ; } 
+Project_CodeNet/data/p00006/C/s809103007.c	int main ( ) { int i , count = 1 ; char str [ 21 ] ; for ( i = 0 ; i < 20 ; i ++ ) { scanf ( , str [ i ] ) ; count ++ } for ( i = count ; i > 0 ; i -- ) { printf ( , str [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s390851963.c	int main ( ) { int i , count = 1 ; char str [ 21 ] ; for ( i = 0 ; i < 20 ; i ++ ) { scanf ( , str [ i ] ) ; count ++ } for ( i = count ; i > 0 ; i -- ) { printf ( , str [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s614827061.c	int main ( ) { char d [ ] ; scanf ( , & d ) ; int len = strlen ( d ) ; int i ; for ( i = 0 ; i < len / 2 ; i ++ ) { d [ i ] ^= d [ len - i - 1 ] ; d [ len - i - 1 ] ^= d [ i ] ; d [ i ] ^= d [ len - i - 1 ] ; } printf ( , d ) ; } 
+Project_CodeNet/data/p00006/C/s372774431.c	4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 int main ( ) { char buf [ 20 ] ; int i ; scanf ( , & buf ) ; for ( i = 20 ; i > 0 ; i -- ) { if ( buf [ i ] == ) { break ; } } for ( i = i ; i > 0 ; i -- ) { printf ( , buf [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s282910203.c	int main ( void ) { char s [ 21 ] ; scanf ( , s ) ; for ( int i = 0 ; i < strlen ( s ) ; i ++ ) { printf ( , s [ strlen ( s ) - 1 - i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s854422507.c	int main ( void ) { int rev ; char str [ 20 ] ; scanf ( , str ) ; for ( rev = strlen ( str ) - 1 ; rev >= 0 ; rev -- ) printf ( , str [ rev ] ) ; printf ( ) return 0 ; } 
+Project_CodeNet/data/p00006/C/s028934686.c	int main ( ) { int i , len , count = 0 ; char str [ 21 ] , s [ 1000 ] ; for ( ; ; ) { scanf ( , & s ) ; len = strlen ( s ) ; if ( 1 <= len && len <= 20 ) { strcpy ( str , s ) ; break ; } } for ( int i = 0 ; str [ i ] != ; i ++ ) { count ++ ; } for ( i = count - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s150339112.c	int main ( ) { int i , len , count = 0 ; char str [ MAX ] ; while ( 1 ) { scanf ( , & str ) ; len = strlen ( str ) ; if ( 0 <= len && len <= 20 ) { break ; } } for ( i = 0 ; str [ i ] != ; i ++ ) { count ++ ; } for ( i = count - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; 
+Project_CodeNet/data/p00006/C/s026072729.c	int main ( void ) { char str [ 20 ] ; scanf ( , str ) ; int len = strlen ( str ) ; for ( int i = 0 ; i < ( len / 2 ) ; i ++ ) { char tmp = str [ i ] ; str [ i ] = str [ len - 1 - i ] ; str [ len - 1 - i ] = tmp ; } printf ( , str ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s879632735.c	int main ( void ) { char str [ 20 ] ; scanf ( , str ) ; int len = strlen ( str ) ; for ( int i = 0 ; i < ( len / 2 ) ; i ++ ) { char tmp = str [ i ] ; str [ i ] = str [ len - 1 - i ] ; str [ len - 1 - i ] = tmp ; } printf ( , str ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s817563768.c	File Edit Options Buffers Tools C Help int main ( ) { char z [ 20 ] ; int i , j ; scanf ( , & z ) ; for ( i = 0 ; z [ i ] != ; i ++ ) ; if ( i <= 20 ) { for ( j = i ; j >= 0 ; j -- ) { printf ( , z [ j ] ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s864603536.c	int main ( ) { char z [ 20 ] ; int i , j ; scanf ( , & z ) ; for ( i = 0 ; z [ i ] != 0 ; i ++ ) ; if ( i <= 20 ) { for ( j = i ; j >= 0 ; j -- ) { printf ( , z [ j ] ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s974134744.c	int main ( ) { char a [ N ] ; gets ( a ) ; int i = 0 ; while ( a [ i ++ ] != ) { continue ; } for ( i = i - 2 ; i >= 0 ; i -- ) { printf ( , a [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s330350359.c	int main ( void ) { char str [ 20 ] ; int qty ; gets ( str ) ; int i ; for ( i = 0 ; i < 20 ; i ++ ) { if ( str [ i ] == ) { qty = i ; goto next ; } } next : for ( i = ( qty - 1 ) ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s962228268.c	int main ( ) { char s [ 1000 ] , r [ 1000 ] ; int begin , end , count = 0 ; gets ( s ) ; while ( s [ count ] != ) count ++ ; end = count - 1 ; for ( begin = 0 ; begin < count ; begin ++ ) { r [ begin ] = s [ end ] ; end -- ; } r [ begin ] = ; printf ( , r ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s728059540.c	int main ( void ) { int i ; int qty ; char str [ 21 ] ; for ( i = 0 ; i < 21 ; i ++ ) { str [ i ] = ; } gets ( str ) ; for ( i = 0 ; i < 21 ; i ++ ) { if ( str [ i ] == ) { qty = i ; } } for ( i = ( qty - 1 ) ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s698412087.c	int main ( ) { char str [ 20 ] ; gets ( str ) ; strrev ( str ) ; puts ( str ) ; getch ( ) ; } 
+Project_CodeNet/data/p00006/C/s400699206.c	int main ( void ) { int main ( void ) { char str [ 100 ] ; int i ; int count = 0 ; scanf ( , str ) ; for ( i = 0 ; str [ i ] != ; i ++ ) { count ++ ; } for ( i = count - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s269660869.c	int main ( ) { char a [ 20 ] ; char t ; size_t len , i ; scanf ( , a ) ; len = strlen ( a ) ; for ( i = 0 ; i < len / 2 , i ++ ) { t = a [ i ] ; a [ i ] = a [ len - i - 1 ] ; a [ len - i - 1 ] = t ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s062963011.c	int main ( ) { char a [ 20 ] ; char t ; int len , i ; scanf ( , a ) ; len = strlen ( a ) ; for ( i = 0 ; i < len / 2 , i ++ ) { t = a [ i ] ; a [ i ] = a [ len - i - 1 ] ; a [ len - i - 1 ] = t ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s783639668.c	int main ( ) { char a [ 20 ] ; char t ; int len , i ; scanf ( , a ) ; len = strlen ( a ) ; for ( i = len - 1 ; i >= 0 ; -- i ) putchar ( a [ i ] ) ; puts ( ) ; return 0 ; 
+Project_CodeNet/data/p00006/C/s061250225.c	include < stdio . h > main ( ) { int i ; char str [ 21 ] , a [ 21 ] ; scanf ( , str ) ; for ( i = 0 ; i < 21 ; i ++ ) { if ( str [ i ] == ) { a [ 21 - i ] = ; break ; } a [ 21 - i ] = str [ i ] ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s123120343.c	include < stdio . h > main ( ) { int i ; char str [ 21 ] , a [ 21 ] ; scanf ( , str ) ; for ( i = 0 ; i < 21 ; i ++ ) { if ( str [ i ] == ) { a [ 21 - i ] = ; break ; } a [ 21 - i ] = str [ i ] ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s937349135.c	main ( ) { int i , j = 0 ; char b [ 21 ] , a [ 21 ] ; scanf ( , b ) ; j = strlen ( b ) ; for ( i = 0 ; i < j ; i ++ ) { a [ i ] = b [ j - i - 1 ] ; } a [ j ] = ; printf ( , a ) ; return 0 ; } main ( ) { int i , j = 0 ; char b [ 21 ] , a [ 21 ] ; scanf ( , b ) ; j = strlen ( b ) ; for ( i = 0 ; i < j ; i ++ ) { a [ i ] = b [ j - i - 1 ] ; } a [ j ] = ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s714717736.c	int main ( void ) { int len , i ; char str [ 20 ] ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s979590056.c	int main ( void ) { int len , i ; char str [ 21 ] ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s162990106.c	int main ( void ) { int len , i ; char str [ 100 ] ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s811084566.c	int main ( ) { int i , l ; char s [ 20 ] ; char res [ 20 ] ; memset ( s , , 20 ) ; memset ( res , , 20 ) ; scanf ( , s ) ; l = strlen ( s ) ; for ( i = 0 ; i < l ; i ++ ) { res [ i ] = s [ l - i - 1 ] ; } printf ( , res ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s838155151.c	int main ( ) { int i , l ; char s [ 20 ] ; char res [ 20 ] ; memset ( s , , 20 ) ; memset ( res , , 20 ) ; scanf ( , s ) ; l = strlen ( s ) ; for ( i = 0 ; i < l ; i ++ ) { res [ i ] = s [ l - i - 1 ] ; } printf ( , res ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s298126702.c	int main ( ) { int i , l ; char s [ 20 ] ; char res [ 20 ] ; memset ( s , , 20 ) ; memset ( res , , 20 ) ; scanf ( , s ) ; l = strlen ( s ) ; for ( i = 0 ; i < l ; i ++ ) { res [ i ] = s [ l - i - 1 ] ; } printf ( , res ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s148439044.c	int main ( ) { int i , l ; char s [ 20 ] ; char res [ 20 ] ; memset ( s , , 20 ) ; memset ( res , , 20 ) ; scanf ( , s ) ; l = strlen ( s ) ; for ( i = 0 ; i < l ; i ++ ) { res [ i ] = s [ l - i - 1 ] ; } printf ( , res ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s221670679.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , l ; char ch [ 21 ] , temp ; scanf ( , ch ) ; l = strlen ( ch ) - 1 ; while ( 1 ) { temp = ch [ l ] ; ch [ l ] = ch [ f ] ; ch [ f ] = temp ; if ( l < f || l == f ) break ; f ++ ; l -- ; } printf ( , ch ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s995760661.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; if ( len < f || len == f ) break ; f ++ ; len -- ; } printf ( , ch ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s921862086.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { if ( len < f || len == f ) break ; temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; printf ( , ch ) ; f ++ ; len -- ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s426209085.c	int main ( ) { char s [ 20 ] = { 0 } ; int i ; fgets ( s , 20 , stdin ) ; if ( s [ 0 ] != 0 ) { for ( i = strlen ( s ) ; i >= 0 ; i -- ) { printf ( , s [ i ] ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s847183802.c	int main ( ) { char s [ 21 ] = { 0 } ; int i ; fgets ( s , 21 , stdin ) ; if ( s [ 0 ] != 0 ) { for ( i = strlen ( s ) ; i >= 0 ; i -- ) { printf ( , s [ i ] ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s923866403.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; ch [ 21 ] = ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { if ( len < f || len == f ) break ; temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; printf ( , ch ) ; f ++ ; len -- ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s939560817.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; ch [ 21 ] = ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { if ( len < f || len == f ) break ; temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; printf ( , ch ) ; f ++ ; len -- ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s685517756.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; ch [ 21 ] = ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { if ( len < f || len == f ) break ; temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; printf ( , ch ) ; f ++ ; len -- ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s953291633.c	int main ( ) { char s [ 22 ] = { } ; int i = 0 ; fgets ( s , 21 , stdin ) ; while ( s [ i ] != 0 ) i ++ ; if ( i != 0 ) { i -- ; for ( i -- ; i >= 0 ; i -- ) { printf ( , s [ i ] ) ; } printf ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s132334054.c	int main ( ) { int i ; char str [ 21 ] , rts [ 21 ] ; scanf ( , str ) ; for ( i = 0 ; i < strlen ( str ) ; i ++ ) { rts [ i ] = str [ strlen ( str ) - i - 1 ] ; } printf ( , rts ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s077118318.c	int main ( void ) { char str [ 21 ] ; char reverse [ 21 ] ; int i ; int len ; scanf ( , str ) ; len = strlen ( str ) ; len -- ; for ( i = 0 ; len >= 0 ; i ++ ) { reverse [ i ] = str [ len ] ; len -- ; } printf ( , reverse ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s829689282.c	int main ( void ) { char str [ 21 ] ; char reverse [ 21 ] ; int i ; int len ; scanf ( , str ) ; len = strlen ( str ) ; len -- ; for ( i = 0 ; len >= 0 ; i ++ ) { reverse [ i ] = str [ len ] ; len -- ; } printf ( , reverse ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s663250445.c	int main ( void ) { char str [ 20 ] ; char str2 [ 20 ] ; int i = 0 , j ; scanf ( , & str ) ; while ( str [ i ] != ) i ++ ; printf ( , i ) ; for ( j = 0 ; j <= i ; j ++ ) str2 [ j ] = str [ i - j - 1 ] ; printf ( , i - j ) ; printf ( , str2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s760147568.c	int main ( void ) { int str [ 20 ] ; int i , tmp , num ; num = 0 ; while ( scanf ( , & str [ num ] ) ) { num ++ ; } for ( i = 0 ; i < num / 2 ; i ++ ) { tmp = str [ i ] ; str [ i ] = str [ num - i ] ; str [ num - i ] = tmp ; } for ( i = 0 ; i < num ; i ++ ) { printf ( , str [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s678985495.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s017011477.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s396456833.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s697429030.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s282551089.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s695600898.c	main ( ) { char s1 [ 20 ] , s2 [ 20 ] ; int i , j ; gets ( s1 ) ; for ( i = 0 ; s1 [ i ] != ; i ++ ) ; { for ( j = 0 ; s1 [ j ] != ; j ++ ) s2 [ i - j - 1 ] = s1 [ j ] ; s2 [ i ] = ; } printf ( , s2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s680938151.c	int main ( void ) { char str [ SIZE ] = { } ; char str_reverse [ SIZE ] = { } ; char ch ; int i = 0 ; int j = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != EOF ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } j = 0 ; for ( i = strlen ( str ) - 1 ; i > 0 ; i -- ) { str_reverse [ j ] = str [ i ] ; j ++ ; } printf ( , str_reverse ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s961009743.c	int main ( void ) { char str [ SIZE ] = { } ; char str_reverse [ SIZE ] = { } ; char ch ; int i = 0 ; int j = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } j = 0 ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { str_reverse [ j ] = str [ i ] ; j ++ ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s816692723.c	int main ( void ) { char str [ SIZE ] = { } ; char str_reverse [ SIZE ] = { } ; char ch ; int i = 0 ; int j = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } j = 0 ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { str_reverse [ j ] = str [ i ] ; j ++ ; } printf ( , str_reverse ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s172104527.c	int main ( int ac , char * * av ) { char buf [ 20 ] , * p ; while ( fgets ( buf , 20 , stdin ) != NULL ) { for ( p = buf ; * p != && * p != ; p ++ ) ; for ( p -- ; p != buf ; printf ( , * p -- ) ) ; putchar ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s446033602.c	int main ( int ac , char * * av ) { char buf [ 30 ] ; char * p ; while ( fgets ( buf , 20 , stdin ) != NULL ) { for ( p = buf ; * p != && * p != ; p ++ ) ; for ( ; p > buf ; putchar ( * -- p ) ) ; putchar ( ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s433789884.c	int main ( ) { char c [ 21 ] ; char a ; int i = 0 ; while ( 1 ) { a = getchar ( ) ; if ( a == EOF ) { break ; } else { c [ i ] = a ; i ++ ; } } while ( i >= 0 ) { printf ( , c [ i ] ) ; i -- ; } puts ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s549264371.c	int main ( ) { char c [ 21 ] ; char a ; int i = 0 ; while ( 1 ) { a = getchar ( ) ; if ( a == ) { break ; } else { c [ i ] = a ; i ++ ; } } while ( i >= 0 ) { printf ( , c [ i ] ) ; i -- ; } puts ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s015117669.c	int main ( ) { char c [ 21 ] ; char a ; int i = 0 ; while ( 1 ) { a = getchar ( ) ; if ( a == EOF ) { break ; } else { c [ i ] = a ; i ++ ; } } while ( i >= 0 ) { printf ( , c [ i ] ) ; i -- ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s806701020.c	int main ( ) { char c [ 21 ] ; char a ; int i = 0 ; while ( 1 ) { a = getchar ( ) ; if ( a == EOF ) { c [ i ] = ; break ; } else { c [ i ] = a ; i ++ ; } } i = 0 ; while ( 1 ) { if ( c [ i ] == ) break ; printf ( , c [ i ] ) ; i ++ ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s688510936.c	int main ( void ) { char s [ 21 ] ; char a [ 21 ] ; int i ; scanf ( , s ) ; for ( i = 0 ; i < 20 ; i ++ ) { if ( s [ i ] == ) { i -= 1 ; break ; } } for ( ; i >= 0 ; i -- ) { printf ( , s [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s071718129.c	int main ( void ) { char str [ 25 ] ; int len , i ; scanf ( , str ) ; len = strlen ( str ) ; rep ( i , 0 , len ) { scanf ( , & str [ len - i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s785481156.c	int main ( void ) { char str [ 25 ] ; int len , i ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s639969733.c	int main ( ) { char * str ; int length ; int i ; scanf ( , str ) ; for ( i = length ; i > 20 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s253627080.c	int main ( ) { char str [ 20 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i > 20 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s132773380.c	int main ( ) { char str [ 20 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i >= 20 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s466135739.c	int main ( ) { char str [ 20 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i >= 20 ; i -- ) { printf ( , str [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s992260275.c	int main ( ) { char str [ 20 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i >= 20 ; i -- ) { printf ( , str [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s916088154.c	int main ( void ) { char str [ 20 ] [ 20 ] ; int i ; int n ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , str [ i ] ) ; } for ( i = 0 ; i < n ; i ++ ) { printf ( , str [ n - 1 - i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s988228661.c	int main ( void ) { char str [ 20 ] [ 20 ] ; int i ; int n ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , str [ i ] ) ; } for ( i = 0 ; i < n ; i ++ ) { printf ( , str [ n - 1 - i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s697166079.c	int main ( ) { char str [ 21 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i > 0 ; i -- ) printf ( , str [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s695349591.c	int main ( ) { char str [ 21 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i > 0 ; i -- ) printf ( , str [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s132639858.c	int main ( ) { char str [ 21 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i >= 0 ; i -- ) printf ( , str [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s148318176.c	int main ( ) { char str [ 21 ] ; int length ; int i ; scanf ( , str ) ; length = strlen ( str ) ; for ( i = length ; i >= 0 ; i -- ) printf ( , str [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s641412835.c	int main ( void ) { int len , i ; char str [ 100 ] ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; } 
+Project_CodeNet/data/p00006/C/s532266853.c	int main ( void ) { int i ; int len ; char s [ 4096 ] ; scanf ( , s ) ; len = strlen ( s ) ; for ( i = 1 ; i <= len ; i ++ ) { s [ i ] ; } for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , s [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s794950990.c	int main ( ) { int i , l ; char s [ 21 ] ; char res [ 21 ] ; memset ( s , , 21 ) ; memset ( res , , 21 ) ; scanf ( , s ) ; l = strlen ( s ) ; for ( i = 0 ; i < l ; i ++ ) { res [ i ] = s [ l - i - 1 ] ; } printf ( , res ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s351730974.c	int main ( void ) { char str [ 20 ] ; int i ; scanf ( , str ) ; i = strlen ( str ) - 1 ; for ( ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s700388034.c	int main ( void ) { char chr [ 20 ] ; scanf ( , chr ) ; int l ; l = strlen ( chr ) ; for ( int i = l - 1 ; i >= 0 ; i -- ) { printf ( , chr [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s620257014.c	int main ( void ) { char str [ MAX ] ; int length ; scanf ( , str ) ; length = strlen ( str ) ; for ( int i = length - 1 ; i >= 0 ; -- i ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s141778402.c	int main ( ) { char str [ 20 ] , i , len ; scanf ( , & str ) ; len = strlen ( str ) ; for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s923809272.c	int main ( void ) { char str [ 21 ] , rev [ 21 ] ; int i , len ; scanf ( , str ) ; len = strlen ( str ) ; rev [ len ] = ; for ( i = 0 ; i < len ; i ++ ) { rev [ len - 1 - i ] = str [ i ] ; } printf ( , rev ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s765977401.c	int main ( void ) { char str1 [ 64 ] , str2 [ 64 ] ; int i , j = 0 ; scanf ( , str1 ) ; for ( i = strlen ( str1 ) - 1 ; i >= 0 ; i -- ) { str2 [ j ] = str1 [ i ] ; j ++ ; } str2 [ j ] = ; printf ( , str2 ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s530478630.c	int main ( void ) { char temp [ 20 ] ; char cpy [ 20 ] ; int i ; int length ; scanf ( , cpy ) ; length = strlen ( cpy ) ; for ( i = 0 ; i < length ; i ++ ) { temp [ length - i - 1 ] = cpy [ i ] ; } for ( i = 0 ; i < length ; i ++ ) { putchar ( temp [ i ] ) ; } putchar ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s288645715.c	int main ( void ) { char in [ MAX + 1 ] ; scanf ( , in ) ; int len = strlen ( in ) ; int i ; char out [ MAX + 1 ] ; for ( i = 0 ; i < len ; i ++ ) { out [ i ] = in [ len - i - 1 ] ; } out [ i ] = ; printf ( , out ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s153328481.c	int main ( int argc , const char * argv [ ] ) { int f = 0 , len ; char ch [ 21 ] , temp ; scanf ( , ch ) ; len = ( int ) strlen ( ch ) - 1 ; while ( 1 ) { if ( len < f || len == f ) { printf ( , ch ) ; break ; } temp = ch [ len ] ; ch [ len ] = ch [ f ] ; ch [ f ] = temp ; f ++ ; len -- ; } return 0 ; } 
+Project_CodeNet/data/p00006/C/s479126722.c	int main ( int argc , const char * argv [ ] ) { int i ; char str [ 20 ] ; scanf ( , & str ) ; for ( i = strlen ( str ) ; i > 0 ; i -- ) { printf ( , str [ i - 1 ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s600984359.c	int main ( ) { char t , s [ 22 ] ; int i = 0 , j ; fgets ( s , 21 , stdin ) ; while ( s [ i ] != ) i ++ ; for ( j = 0 ; j * 2 < i ; j ++ ) { t = s [ j ] ; s [ j ] = s [ i - j - 1 ] ; s [ i - j - 1 ] = t ; } printf ( , s ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s745342491.c	int main ( void ) { char str [ 20 ] ; int i = 0 ; scanf ( , str ) ; while ( str [ i ] ) { i ++ ; } for ( i -= 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s733317061.c	int main ( void ) { char str [ 21 ] ; int i ; int flag = 0 ; scanf ( , str ) ; for ( i = 20 ; i >= 0 ; i -- ) { if ( flag == 1 ) { printf ( , str [ i ] ) ; } if ( str [ i ] == ) { flag = 1 ; } } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s601135284.c	main ( ) { char str [ 21 ] , rst [ 21 ] ; int i , j = 0 ; scanf ( , & str ) ; i = strlen ( str ) - 1 ; for ( i ; i >= 0 ; i -- ) { rst [ j ] = str [ i ] ; j ++ ; } rst [ j ] = ; printf ( , rst ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s816202913.c	int main ( ) { int i ; char str [ 21 ] , rts [ 21 ] ; scanf ( , str ) ; for ( i = 0 ; i < strlen ( str ) ; i ++ ) { rts [ i ] = str [ strlen ( str ) - i - 1 ] ; } rts [ strlen ( str ) ] = ; printf ( , rts ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s704227982.c	int main ( void ) { char str [ 21 ] , rev [ 21 ] ; int n ; int i ; scanf ( , str ) ; n = strlen ( str ) ; for ( i = 0 ; i < n ; i ++ ) { rev [ i ] = str [ n - i - 1 ] ; } rev [ n ] = ; printf ( , rev ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s903914119.c	int main ( void ) { char str1 [ 20 ] , str2 [ 20 ] ; int i , j ; scanf ( , str1 ) ; for ( i = strlen ( str1 ) - 1 , j = 0 ; i >= 0 ; i -- , j ++ ) { str2 [ j ] = str1 [ i ] ; } str2 [ j ] = ; printf ( , str2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s656737766.c	int main ( void ) { int i ; char s [ 21 ] ; scanf ( , s ) ; for ( i = 0 ; s [ i ] != ; i ++ ) ; i -- ; for ( ; i >= 0 ; i -- ) printf ( , s [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s309107566.c	int main ( void ) { char str [ 21 ] ; char reverse [ 21 ] ; int i ; int len ; scanf ( , str ) ; len = strlen ( str ) ; len -- ; for ( i = 0 ; len >= 0 ; i ++ ) { reverse [ i ] = str [ len ] ; len -- ; } len = strlen ( str ) ; reverse [ len ] = ; printf ( , reverse ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s221258682.c	int main ( void ) { char str [ 20 ] ; char rstr [ 20 ] ; int i ; int len ; scanf ( , str ) ; len = strlen ( str ) - 1 ; i = 0 ; while ( str [ i ] != ) { rstr [ i ] = str [ len - i ] ; i ++ ; } rstr [ i ] = ; printf ( , rstr ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s248243370.c	int main ( ) { int i , len , cnt = 0 ; char str [ 32 ] , str2 [ 32 ] ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len - 1 ; i > - 1 ; i -- ) { str2 [ cnt ++ ] = str [ i ] ; } str2 [ cnt ] = ; printf ( , str2 ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s200922026.c	int main ( void ) { char str [ 21 ] ; char strre [ 21 ] ; int i ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s548247977.c	int main ( void ) { char str [ 21 ] ; char rev [ 21 ] ; int i ; int j ; scanf ( , str ) ; j = 0 ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { rev [ j ] = str [ i ] ; j ++ ; } rev [ j ] = ; puts ( rev ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s244058569.c	int main ( ) { char str [ 20 ] , s2 [ 20 ] ; scanf ( , str ) ; int i , len = 0 ; for ( i = 0 ; str [ i ] != ; i ++ ) { len ++ ; } for ( i = 0 ; i < len ; i ++ ) { s2 [ len - 1 - i ] = str [ i ] ; } s2 [ len - 1 - i ] = ; for ( i = 0 ; i < len ; i ++ ) printf ( , s2 [ i ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s487376822.c	int main ( void ) { char a [ 20 ] , b [ 20 ] , i , j , k ; scanf ( , a ) ; for ( i = 0 ; i < 20 ; i ++ ) { if ( a [ i ] == ) { break ; } j ++ ; } for ( k = j - 1 ; k > - 1 ; k -- ) { printf ( , a [ k ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s965183896.c	int main ( void ) { char str [ 20 ] ; int i , j = 0 ; for ( i = 0 ; i < 20 ; i ++ ) { str [ i ] = 0 ; } scanf ( , str ) ; while ( str [ j ] != ) { j ++ ; } j -- ; while ( j >= 0 ) { printf ( , str [ j ] ) ; j -- ; } printf ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s433424850.c	int main ( void ) { char str [ 21 ] ; int i ; while ( scanf ( , str ) != EOF ) { scanf ( , str ) ; for ( i = strlen ( str ) ; i >= 0 ; i -- ) { if ( ( str [ i ] >= && str [ i ] <= ) || ( str [ i ] >= && str [ i ] <= ) || ( str [ i ] >= && str [ i ] <= ) ) { printf ( , str [ i ] ) ; } } printf ( ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s348969096.c	int main ( void ) { char str [ 21 ] ; int i , size ; gets ( str ) ; size = strlen ( str ) ; for ( i = size - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } puts ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s797530959.c	int main ( void ) { char s [ 20 ] ; char s2 [ 20 ] ; int i , j ; int n ; scanf ( , s ) ; n = strlen ( s ) ; j = strlen ( s ) ; for ( i = 0 ; i < n ; i ++ ) { s2 [ i ] = s [ j - 1 ] ; j -- ; } s2 [ i ] = ; printf ( , s2 ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s747633510.c	char s [ MAXN + 1 ] ; int main ( ) { int n ; scanf ( , s ) ; n = strlen ( s ) ; while ( n > 0 ) { n -- ; putchar ( s [ n ] ) ; } putchar ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s749475242.c	int main ( ) { char str [ 20 ] ; gets ( str ) ; int i = 0 ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s478518637.c	int main ( ) { char str [ 48 ] , c [ 48 ] ; int i , j = 0 ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { c [ j ] = str [ i ] ; j ++ ; } printf ( , c ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s960000286.c	int main ( void ) { char str [ 21 ] ; int a , i ; scanf ( , str ) ; for ( i = 0 ; i < 21 ; i ++ ) { if ( str [ i ] == ) { a = i ; break ; } } for ( i = a - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; if ( i == 0 ) { printf ( ) ; } } return 0 ; } 
+Project_CodeNet/data/p00006/C/s571362353.c	int main ( ) { char str [ 21 ] ; int i , j ; scanf ( , str ) ; for ( i = 0 ; str [ i ] != 0 ; i ++ ) ; for ( j = i - 1 ; j >= 0 ; j -- ) { printf ( , str [ j ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s762135320.c	int main ( void ) { int length , i ; char data [ 21 ] , tmp ; scanf ( , data ) ; length = strlen ( data ) ; for ( i = 0 ; i < ( length / 2 ) ; i ++ ) { tmp = data [ i ] ; data [ i ] = data [ length - i - 1 ] ; data [ length - i - 1 ] = tmp ; } printf ( , data ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s785859168.c	int main ( void ) { char str [ 21 ] ; int n ; scanf ( , str ) ; n = strlen ( str ) ; n -- ; while ( n >= 0 ) { printf ( , str [ n ] ) ; n -- ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s650274134.c	int main ( void ) { char str [ 25 ] = { 0 } , afstr [ 25 ] = { 0 } ; int i , j = 0 ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { afstr [ j ] = str [ i ] ; j ++ ; } printf ( , afstr ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s132729496.c	int main ( ) { char str [ 100 ] , temp ; int i , j = 0 ; while ( gets ( str ) ) { i = 0 ; j = strlen ( str ) - 1 ; while ( i < j ) { temp = str [ i ] ; str [ i ] = str [ j ] ; str [ j ] = temp ; i ++ ; j -- ; } ; printf ( , str ) ; } ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s809590089.c	int main ( ) { char s [ 20 ] , t [ 20 ] ; int i , j ; gets ( s ) ; for ( i = strlen ( s ) - 1 , j = 0 ; i + 1 != 0 ; -- i , ++ j ) { t [ j ] = s [ i ] ; } t [ j ] = ; strcpy ( s , t ) ; puts ( s ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s730527834.c	int main ( void ) { int i , j ; char a [ 21 ] , b [ 21 ] ; scanf ( , a ) ; while ( a [ i ] != 0 ) i ++ ; i -- ; for ( j = 0 ; j <= i ; j ++ ) { b [ j ] = a [ i - j ] ; } b [ j ] = 0 ; j = 0 ; while ( b [ j ] != 0 ) { printf ( , b [ j ] ) ; j ++ ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s230727906.c	int main ( void ) { char str [ 20 ] ; char str2 [ 20 ] ; int i = 0 , j ; scanf ( , & str ) ; i = strlen ( str ) ; for ( j = 0 ; j < i ; j ++ ) str2 [ j ] = str [ i - j - 1 ] ; for ( j = 0 ; j < i ; j ++ ) printf ( , str2 [ j ] ) ; printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s915234481.c	int main ( void ) { char str [ 100 ] ; int i ; scanf ( , str ) ; for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) printf ( , str [ i ] ) ; puts ( ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s604238702.c	int main ( void ) { char str [ 20 ] ; int len , i ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s650370096.c	main ( ) { char str [ 21 ] = { 0 } ; int len , i ; scanf ( , str ) ; len = strlen ( str ) ; for ( i = len - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00006/C/s134485180.c	int main ( ) { int i ; char str [ 20 ] , temp ; scanf ( , str ) ; for ( i = 0 ; i < ( strlen ( str ) / 2 ) ; i ++ ) { temp = str [ i ] ; str [ i ] = str [ strlen ( str ) - i - 1 ] ; str [ strlen ( str ) - i - 1 ] = temp ; } printf ( , str ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s975264093.c	int main ( void ) { char str [ 21 ] ; int i , tmp , num ; scanf ( , str ) ; i = 0 ; num = strlen ( str ) - 1 ; while ( i < num ) { tmp = str [ i ] ; str [ i ] = str [ num ] ; str [ num ] = tmp ; i ++ ; num -- ; } printf ( , str ) ; return 0 ; } 
+Project_CodeNet/data/p00006/C/s222915643.c	int main ( void ) { char str [ SIZE ] = { } ; char ch ; int i = 0 ; i = 0 ; while ( ( ch = getchar ( ) ) != ) { str [ i ] = ch ; i ++ ; if ( i >= SIZE - 1 ) { break ; } } for ( i = strlen ( str ) - 1 ; i >= 0 ; i -- ) { printf ( , str [ i ] ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s142594939.c	int main ( void ) { int i , j , n , k = 1 ; i = 100000 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , i ) ; return 0 ; } do { j = i * 0.05 ; i += j ; if ( i % 1000 != 0 ) i = i + 1000 - ( i % 1000 ) ; k ++ ; } while ( k <= n ) ; printf ( , i ) ; return 
+Project_CodeNet/data/p00007/C/s151245936.c	int roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; } debt2 = roundup ( debt / 10000 ) ; debt2 *= 10000 ; printf ( , debt2 ) ; return 0 ; } int roundup ( double x ) { int y ; x += 0.9 ; y = ( int ) x ; return y } 
+Project_CodeNet/data/p00007/C/s208445491.c	int main ( void ) { int n = 0 ; double debt = 100 ; int i = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = ceil ( debt * 1.05 ) ; } printf ( , ( int ) ( debt * 1000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s057885234.c	int main ( ) { int Debt = 100000 ; int Weeks = 0 ; scanf ( , & Weeks ) ; for ( int nCnt = 0 ; nCnt < Weeks ; nCnt ++ ) { Debt += Debt * 0.05f ; if ( Debt % 1000 > 0 ) Debt += 1000 - ( Debt % 1000 ) ; } printf ( , Debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s153513572.c	int main ( ) { int a = 100000 ; int b = 0 ; float c = 0.05 ; int n = 0 ; scanf ( , & n ) ; if ( n > 100 ) { n = 100 ; } b = a * c ; for ( int i = 0 ; i < n ; i ++ ) { a += b ; } a = int ( a / 100 ) * 100 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s109350159.c	int main ( ) { int a = 100000 ; int b = 0 ; float c = 0.05f ; int n = 0 ; scanf ( , & n ) ; if ( n > 100 ) { n = 100 ; } b = a * c ; for ( int i = 0 ; i < n ; i ++ ) { a += b ; } a = int ( a / 100 ) * 100 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s250114984.c	int main ( ) { int n , m1 ; double debt , interest ; debt = DEBT ; interest = 1 + INTEREST / 100.0 ; scanf ( , & n ) ; if ( n > 100 ) return 0 ; for ( int i = 0 ; i < n ; i ++ ) { debt = ( int ) ( debt * interest ) ; if ( ( int ) debt % 1000 > 0 ) debt += 1000 ; debt -= ( int ) debt % 1000 ; } printf ( , ( int ) debt ) ; } 
+Project_CodeNet/data/p00007/C/s180852052.c	include < stdio . h > int main ( void ) { int n ; int debt = 100000 ; scanf ( , & n ) ; while ( n -- > 0 ) { debt *= 1.05 ; if ( debt % 1000 ) { debt /= 1000 ; debt += 1 ; debt *= 1000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s421804239.c	int main ( ) { int n , m1 ; double debt , interest ; debt = DEBT ; interest = 1 + INTEREST / 100.0 ; scanf ( , & n ) ; if ( n > 100 ) return 0 ; for ( int i = 0 ; i < n ; i ++ ) { debt = ( int ) ( debt * interest ) ; if ( ( int ) debt % 1000 > 0 ) debt += 1000 ; debt -= ( int ) debt % 1000 ; } printf ( , ( int ) debt ) ; } 
+Project_CodeNet/data/p00007/C/s104204338.c	int main ( ) { int n , m1 ; double debt , interest ; debt = DEBT ; interest = 1 + INTEREST / 100.0 ; scanf ( , & n ) ; if ( n > 100 ) return 0 ; for ( int i = 0 ; i < n ; i ++ ) { debt = ( int ) ( debt * interest ) ; if ( ( int ) debt % 1000 > 0 ) debt += 1000 ; debt -= ( int ) debt % 1000 ; } printf ( , ( int ) debt ) ; } 
+Project_CodeNet/data/p00007/C/s652274019.c	int main ( void ) { int n ; long debt ; scanf ( , & n ) ; debt = 100000 ; for ( i = 1 ; i <= n ; i ++ ) { debt = debt + debt / 20 ; if ( debt % 1000 != 0 ) { debt = debt + ( 1000 - debt % 1000 ) ; } i ++ ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s337181356.c	include < stdio . h > int main ( void ) { int n , i , debt ; debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt + ( debt / 20 ) ; if ( debt % 1000 != 0 ) debt = debt + ( 1000 - ( debt % 1000 ) ) ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s993266357.c	int main ( ) { int i , j ; int n ; int debt ; scanf ( , & n ) ; for ( i = 0 ; i <= n ; i ++ ) { if ( i == 0 ) debt = 100000 ; else { debt += debt * 0.05 ; if ( debt % 1000 != 0 ) { debt /= 1000 ; debt *= 1000 ; debt += 1000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s301397078.c	int main ( ) { int i , j ; int n ; int debt ; scanf ( , & n ) ; for ( i = 0 ; i <= n ; i ++ ) { if ( i == 0 ) { debt = 100000 ; } else { debt += debt * 0.05 ; if ( debt % 1000 != 0 ) { debt /= 1000 ; debt *= 1000 ; debt += 1000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s375647933.c	int main ( void ) { int n , a ; int s = 100000 ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { s = s * 1.05 ; if ( ( s % 1000 ) != 0 ) { s = ( s / 1000 + 1 ) * 1000 ; } } printf ( , s ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s458213262.c	int main ( void ) { int n ; int s = 100000 ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { s = s * 1.05 ; if ( ( s % 1000 ) != 0 ) { s = ( s / 1000 + 1 ) * 1000 ; } } printf ( , s ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s959996736.c	int main ( void ) { int i , n , j ; double debt = 100000 ; scanf_s ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; j = debt ; j = j / 1000 + 1 ; debt = j * 1000 ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s556452116.c	int main ( void ) { int i , n , j , k ; double debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; j = debt ; j = j / 1000 + 1 ; debt = j * 1000 ; } k = debt printf ( , k ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s894800692.c	int main ( void ) { int i , j ; double debt ; scanf ( , i ) ; for ( i = 0 , i < n ; i ++ ) { debt = debt * 1.05 ; j = debt ; if ( ( debt - j ) == 0.000 ) { j = j / 1000 ; debt = j * 1000 ; } else { j = j / 1000 + 1 ; debt = j * 1000 ; } } return 0 ; } 
+Project_CodeNet/data/p00007/C/s718083088.c	int main ( void ) { int n ; int sum ; scanf ( , & n ) ; sum = 100000 ; while ( n -- ) { sum += ( sum / 100 * 5 ) ; } if ( sum % 10000 > 0 ) { sum /= 10000 ; sum *= 10000 ; sum += 10000 ; } printf ( , sum ) ; return ( 0 ) ; 
+Project_CodeNet/data/p00007/C/s159645476.c	int main ( void ) { int loan = 100000 ; double temp = 0 ; int i = 0 ; int week ; int check = 0 ; scanf ( , & week ) ; while ( week > 0 ) { temp = loan * 1.05 ; loan = temp ; check = temp % 1000 ; if ( check != 0 ) { temp /= 1000 ; temp *= 1000 ; temp += 1000 ; loan = temp ; week -- ; continue ; } check = temp % 100 ; if ( check != 0 ) { temp /= 100 ; temp *= 100 ; temp += 100 ; loan = temp ; week -- ; continue ; } check = temp % 10 ; if ( check != 0 ) { temp /= 10 ; temp *= 10 ; temp += 10 ; loan = temp ; week -- ; continue ; } if ( ( temp - loan ) != 0 ) { loan += 1 ; } week -- ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s410767261.c	int main ( void ) { int loan = 100000 ; double temp = 0.0 ; int week ; int check = 0 ; scanf ( , & week ) ; while ( week > 0 ) { temp = loan * 1.05 ; loan = ( int ) temp ; check = temp % 1000 ; if ( check != 0 ) { temp /= 1000 ; temp *= 1000 ; temp += 1000 ; loan = temp ; week -- ; continue ; } check = temp % 100 ; if ( check != 0 ) { temp /= 100 ; temp *= 100 ; temp += 100 ; loan = temp ; week -- ; continue ; } check = temp % 10 ; if ( check != 0 ) { temp /= 10 ; temp *= 10 ; temp += 10 ; loan = temp ; week -- ; continue ; } if ( ( temp - loan ) != 0 ) { loan += 1 ; } week -- ; } printf ( , loan ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s980769970.c	int main ( void ) { int loan = 100000 ; double temp = 0.0 ; int week ; int check = 0 ; scanf ( , & week ) ; while ( week > 0 ) { temp = loan * 1.05 ; loan = ( int ) temp ; check = temp % 1000.0 ; if ( check != 0 ) { temp /= 1000 ; temp *= 1000 ; temp += 1000 ; loan = temp ; week -- ; continue ; } check = temp % 100.0 ; if ( check != 0 ) { temp /= 100 ; temp *= 100 ; temp += 100 ; loan = temp ; week -- ; continue ; } check = temp % 10.0 ; if ( check != 0 ) { temp /= 10 ; temp *= 10 ; temp += 10 ; loan = temp ; week -- ; continue ; } if ( ( temp - loan ) != 0 ) { loan += 1 ; } week -- ; } printf ( , loan ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s030506973.c	int main ( void ) { int loan = 100000 ; double temp = 0.0 ; int week ; int check = 0 ; scanf ( , & week ) ; while ( week > 0 ) { temp = loan * 1.05 ; loan = ( int ) temp ; check = loan % 1000 ; if ( check != 0 ) { loan /= 1000 ; loan *= 1000 ; loan += 1000 ; week -- ; continue ; } check = loan % 100.0 ; if ( check != 0 ) { loan /= 100 ; loan *= 100 ; loan += 100 ; week -- ; continue ; } check = loan % 10.0 ; if ( check != 0 ) { loan /= 10 ; loan *= 10 ; loan += 10 ; week -- ; continue ; } if ( ( temp - loan ) != 0 ) { loan += 1 ; } week -- ; } printf ( , loan ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s466667079.c	int main ( void ) { unsigned double debt = 100000 ; int i = 0 ; int n = 0 ; unsigned double kiriage = 0 ; int ans = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * RISI ; printf ( , debt ) ; } kiriage = ( int ) debt / 10000 ; kiriage = kiriage * 10000 ; ans = kiriage + 10000 ; printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s480867209.c	int debt_amount ( int , int ) ; int main ( ) { int n ; scanf ( , & n ) ; printf ( , debt_amout ( 100000 , n ) ) ; return 0 ; } int debt_amount ( int a , int x ) { if ( x >= 1 ) { a = a * 1.05 ; if ( a % 1000 != 0 ) { a = ( a / 1000 + 1 ) * 1000 ; } } } 
+Project_CodeNet/data/p00007/C/s396498996.c	int main ( void ) { int money , n , k , num ; money = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { money *= 1.05 ; num = money / 100 ; k = money % 100 ; if ( k > 0 ) { money = ( num * 100 ) + 1000 ; } } printf ( , money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s062778452.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; if ( n = 1 ) { x = 100 * 1.05 { else { x = 100 * 1.05 for ( i = 1 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ) ; } } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s204586911.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; if ( n = 1 ) { x = 100 * 1.05 } else { x = 100 * 1.05 for ( i = 1 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ) ; } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s079136200.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; if ( n = 1 ) { x = 100 * 1.05 ; } else { x = 100 * 1.05 ; for ( i = 1 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ) ; } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s346408829.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; if ( n = 1 ) { x = 100 * 1.05 ; } else { x = 100 * 1.05 ; for ( i = 1 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ) ; } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s634020613.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; if ( n = 1 ) { x = 100 * 1.05 ; } else { x = 100 * 1.05 ; for ( i = 1 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ; } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s507643711.c	int main ( void ) { int n , i ; double x ; double y ; scanf ( , & n ) ; x = 100 ; for ( i = 0 ; 1 <= n ; i ++ ) { x = ceil ( x * 1.05 ) ; } } x = x * 1000 ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s897273079.c	int main ( void ) { int n , i ; double x = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { x = x * 1.05 ; } if ( x % 1000 != 0 ) { x += 1000 - ( x % 1000 ) ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s391123605.c	int main ( void ) { int n , i ; int x = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { x = x * 1.05 ; } if ( x % 1000 != 0 ) { x += 1000 - ( x % 1000 ) ; printf ( , x ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s874147357.c	int main ( void ) { int a = 100000 ; int i , n ; scanf_s ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a * 1.05 ; if ( a % 1000 != 0 ) a = ( a / 1000 + 1 ) * 1000 ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s288506142.c	int main ( ) { int i , n ; int sum ; sum = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { sum *= 1.05 ; if ( sum % 1000 != 0 ) { sum /= 1000 ; sum += 1 ; sum *= 1000 ; } 5 } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s443556631.c	int main ( void ) { int a = debt ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a *= 1.05 ; if ( a % 1000 != 0 ) a += 1000 ; a = a / 1000 * 1000 ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s715362778.c	int main ( void ) { int n , i , a , temp ; a = 100000 ; scanf ( , & n ) ; for ( int i = 1 ; i <= n ; ++ i ) { a = a * 1.05 ; temp = a % 1000 ; a = a - temp + 1000 ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s909693734.c	using namespace std ; int main ( void ) { int i , n ; double ans ; cin >> n ; ans = 100.000 ; for ( i = 0 ; i < n ; i ++ ) { ans *= 1.05 ; cout << i + 1 << << ans << ; ans = ( int ) ( ans + 0.999 ) ; cout << ans << ; ans = ( double ) ans ; cout << ans << endl ; } ans *= 1000 ; printf ( , ( int ) ans ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s453737420.c	int main ( void ) { int n , i , result ; float dept , inter ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < 5 ; i ++ ) { inter = debt * 0.05 ; debt *= debt + inter ; } printf ( , debt ) ; } 
+Project_CodeNet/data/p00007/C/s487173944.c	int main ( void ) { int n , s ; double sa ; scanf ( , & n ) ; s = 100 ; sa = 100 ; for ( int i ; i < n ; i ++ ) if ( ( s *= 1.05 ) != ( sa *= 1.05 ) ) { s += 1 ; sa = s ; } s *= 10 * 10 * 10 ; printf ( , s ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s344212128.c	int main ( void ) { int n , s ; double sa ; scanf ( , & n ) ; s = 100 ; sa = 100 ; for ( int i ; i < n ; i ++ ) if ( ( s *= 1.05 ) != ( sa *= 1.05 ) ) { s += 1 ; sa = s ; } s *= 10 * 10 * 10 ; printf ( , s ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s170118653.c	int main ( ) { int a , b , c , d , n , z ; z = 0 ; scanf ( , & n ) ; if ( n > 50 ) { break ; } for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { z ++ ; } } } } } printf ( , z ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s669206804.c	int main ( ) { int a , b , c , d , n , z ; z = 0 ; scanf ( , & n ) ; switch ( n ) { case n <= 50 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { z ++ ; } } } } } break ; case n > 50 ; break ; } printf ( , z ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s086456568.c	int main ( ) { int a , b , c , d , n , z ; z = 0 ; scanf ( , & n ) ; switch ( n ) { case n <= 50 : for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { z ++ ; } } } } } break ; case n > 50 : break ; } printf ( , z ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s180902907.c	int main ( ) { int a , b , c , d , n , z ; z = 0 ; scanf ( , & n ) ; switch ( n ) { case n <= 50 : for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { z ++ ; } } } } } break ; default } printf ( , z ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s525919849.c	int main ( ) { int a , b , c , d , n , z ; z = 0 ; scanf ( , & n ) ; switch ( n ) { case n <= 50 : for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { z ++ ; } } } } } break ; default ; } printf ( , z ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s719965514.c	int main ( void ) { int n ; int debt = 100000 ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; if ( ( debt % 1000 ) != 0 ) { debt /= 1000 ; debt ++ ; debt *= 1000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s662061138.c	int main ( void ) { int n ; int pay = 100000 ; scanf ( , & n ) ; for ( int i = 0 ; i < n ; i ++ ) { pay = pay * 1.05 ; if ( pay % 1000 != 0 ) { pay = pay / 1000 * 1000 + 1000 ; } else { pay = pay / 1000 * 1000 ; } } printf ( , pay ) ; } 
+Project_CodeNet/data/p00007/C/s035108047.c	int main ( void ) { int r = 100000 , n , a ; scanf ( , & n ) ; if ( n == 0 ) { printf ( ) ; } else { for ( int i = 1 ; i <= n ; i ++ ) { r = r * 1.05 ; } a = r % 10000 ; r = r + ( 10000 - a ) ; printf ( , r ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s333803453.c	int main ( ) { int n ; long int debt = FIRSTDEBT ; scanf ( , & n ) ; int i ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; } if ( debt % 10000 != 0 ) { debt += 10000 ; debt -= debt % 10000 ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s063322468.c	int main ( ) { int n ; long int debt = FIRSTDEBT ; scanf ( , & n ) ; int i ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; if ( debt % 10000 != 0 ) { debt += 10000 ; debt -= debt % 10000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s773627925.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { long int debt = FIRSTDEBT ; int i ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; if ( debt % 10000 != 0 ) { debt += 10000 ; debt -= debt % 10000 ; } } printf ( , debt ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s529910876.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { long int debt = FIRSTDEBT ; int i ; for ( i = 0 ; i < n ; i ++ ) debt *= 1.05 ; if ( debt % 10000 != 0 ) { debt += 10000 ; debt -= debt % 10000 ; } printf ( , debt ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s640578326.c	int main ( void ) { int i , j , n , k = 0 ; i = 100000 ; j = i * 0.05 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , n , i ) ; return 0 ; } do { i += j ; k ++ ; } while ( k <= n ) ; if ( i % 1000 != 0 ) i + 1000 ; printf ( , n , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s970613085.c	int main ( void ) { int i , j , n , k = 0 ; i = 100000 ; j = i * 0.05 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , n , i ) ; return 0 ; } do { i += j ; if ( i % 1000 != 0 ) i + 1000 ; k ++ ; } while ( k <= n ) ; printf ( , n , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s695870829.c	int main ( void ) { int i , j , n , k = 0 ; i = 100000 ; j = i * 0.05 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , i ) ; return 0 ; } do { i += j ; if ( i % 1000 != 0 ) i + 1000 ; k ++ ; } while ( k <= n ) ; printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s528844252.c	int main ( void ) { int i , j , n , k = 1 ; i = 100000 ; j = i * 0.05 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , i ) ; return 0 ; } do { i += j ; if ( i % 1000 != 0 ) i + 1000 ; k ++ ; } while ( k <= n ) ; printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s444392899.c	int charge ( int debt ) { debt += debt * 0.05 ; return debt ; } int main ( int argc , const char * argv [ ] ) { int debt = 100000 ; int i = 0 , n ; scanf ( , & n ) ; while ( i ++ < n ) { debt = charge ( debt ) ; } debt = ( debt / 1000 ) * 1000 + 1000 ; printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s255031546.c	main ( ) { int n , a = 100000 , c , i , j , k ; double b ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a * 1.05 ; } b = a / 10000 ; b = b + 1 ; b = ceil ( b ) ; a = b * 10000 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s930055132.c	main ( ) { int n , a = 100000 , c , i , j , k ; double b ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a * 1.05 ; } b = a / 1000 ; b = b + 1 ; b = ceil ( b ) ; a = b * 1000 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s203285193.c	int main ( void ) { int n ; int debt ; int i ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt += 5000 ; if ( debt / 1000 != 0 ) { debt /= 1000 ; debt += 1 ; debt *= 1000 ; } } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s627883558.c	int round ( double n ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; } debt2 = round ( debt / 10000 ) ; debt2 *= 10000 ; printf ( , debt2 ) ; return 0 ; } int round ( double n ) { int N ; n += 0.5 ; N = ( int ) n ; return N ; } 
+Project_CodeNet/data/p00007/C/s139246595.c	int roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; } debt2 = roundup ( debt / 10000 ) ; debt2 *= 10000 ; printf ( , debt2 ) ; return 0 ; } int roundup ( double x ) { int y ; x += 0.9 ; y = ( int ) x ; return y ; } 
+Project_CodeNet/data/p00007/C/s414140859.c	int roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; } debt2 = roundup ( debt / 1000 ) ; debt2 *= 1000 ; printf ( , debt2 ) ; return 0 ; } int roundup ( double x ) { int y ; x += 0.9 ; y = ( int ) x ; return y ; } 
+Project_CodeNet/data/p00007/C/s680962311.c	double roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; printf ( , i , debt ) ; debt = roundup ( debt / 1000 ) ; debt *= 1000 ; printf ( , debt ) ; } debt2 = ( int ) debt ; printf ( , debt2 ) ; return 0 ; } double roundup ( double x ) { double y ; x += 0.9 ; y = ( int ) x ; return y ; } 
+Project_CodeNet/data/p00007/C/s014091898.c	double roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; printf ( , i , debt ) ; debt = roundup ( debt / 1000 ) ; debt *= 1000 ; printf ( , debt ) ; } debt2 = ( int ) debt ; printf ( , debt2 ) ; return 0 ; } double roundup ( double x ) { if ( x != ( int ) x ) { x += 1 ; x = ( int ) x ; } return x ; } 
+Project_CodeNet/data/p00007/C/s715883650.c	int main ( ) { int n , i ; double a = 10000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a *= 1.05 ; } a /= 1000 ; a = ceil ( a ) ; a *= 1000 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s301288349.c	int main ( ) { int n , i ; double a = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a *= 1.05 ; } a = ceil ( a / 10000 ) ; a *= 10000 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s743915196.c	int main ( ) { int n , i ; double a = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a *= 1.05 ; printf ( , a ) ; } a -= 999.0 ; a = ceil ( a / 10000.0 ) ; a *= 10000.0 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s324137368.c	int main ( ) { int n , i ; double a = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a *= 1.05 ; } a -= 999.0 ; a = ceil ( a / 10000.0 ) ; a *= 10000.0 ; printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s901926470.c	int main ( void ) { int n ; int m = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { m *= 1.05 ; } m = ( m % 1000 == 0 ? m : m - m % 10000 + 10000 ) ; printf ( , m ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s309841505.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re *= 1.05 ; printf ( , re ) ; } if ( re % 1000 != 0 ) re = ( re + 1000 ) / 1000 * 1000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s373494623.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re *= 1.05 ; printf ( , re ) ; } if ( re % 1000 != 0 ) re = ( re + 10000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s923520647.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; printf ( , re ) ; } re = ( re + 10000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s937121448.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; } re = ( re + 10000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s512005410.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; printf ( , re ) ; } re = ( re + 9000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s764242958.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; } re = ( re + 9000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s039265821.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; printf ( , re ) ; } if ( re % 10000 != 0 ) re = ( re + 10000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s104482185.c	int main ( void ) { int n ; int i ; double money = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { money *= 1.05 ; } if ( ( int ) money % 10000 != 0 ) { money = ( ( int ) money / 10000 + 1 ) * 10000 ; } printf ( , money ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s333800140.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re += 100000 * 0.05 ; } if ( re % 10000 != 0 ) re = ( re + 10000 ) / 10000 * 10000 ; printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s695769676.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re *= 1.05 ; printf ( , re ) ; re = ( re + 999 ) / 1000 * 1000 ; } printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s947784449.c	int main ( void ) { int n ; int i , j ; double risi = 0 ; double sum ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { risi = risi + 100000 * 0.05 ; } if ( risi / 1000 < 1000 ) { risi += 1000 ; } sum = 100000 + risi ; n = sum ; printf ( , n ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s127567613.c	int main ( void ) { int i , n , ans = 1000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { ans = ans + ans * 0.05 ; if ( ans % 10 != 0 ) { ans = ans / 10 ; ans = ans + 1 ; ans = ans * 10 ; } } printf ( , ans * 100 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s163610144.c	int main ( void ) { int i , n , ans = 1000 ; while ( scanf ( , & n ) != EOF ) { ans = 0 ; for ( i = 0 ; i < n ; i ++ ) { ans = ans + ans * 0.05 ; if ( ans % 10 != 0 ) { ans = ans / 10 ; ans = ans + 1 ; ans = ans * 10 ; } } printf ( , ans * 100 ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s797106852.c	int main ( void ) { int i , n , ans = 1000 ; while ( scanf ( , & n ) != EOF ) { ans = 1000 ; for ( i = 0 ; i < n ; i ++ ) { ans = ans + ans * 0.05 ; if ( ans % 10 != 0 ) { ans = ans / 10 ; ans = ans + 1 ; ans = ans * 10 ; } } printf ( , ans * 100 ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s355960707.c	int main ( ) { int n ; int i ; int money = 100000 ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) money = ( double ) money * 1.05 ; if ( money % 10 != 0 ) { money /= 10 ; money += 1 ; money *= 10 ; } if ( money % 100 != 0 ) { money /= 100 ; money += 1 ; money *= 100 ; } if ( money % 1000 != 0 ) { money /= 1000 ; money += 1 ; money *= 1000 ; } if ( money % 10000 != 0 ) { money /= 10000 ; money += 1 ; money *= 10000 ; } printf ( , money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s953176801.c	int main ( ) { int n ; int i ; double money = 100000.0 ; double a ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) money = money * 1.05 ; if ( ( int ) money % 10 != 0 ) { a = ( int ) money % 10 ; money /= 10 ; money += 1 ; money *= 10 ; money -= a ; } if ( ( int ) money % 100 != 0 ) { a = ( int ) money % 100 ; money /= 100 ; money += 1 ; money *= 100 ; money -= a ; } if ( ( int ) money % 1000 != 0 ) { a = ( int ) money % 1000 ; money /= 1000 ; money += 1 ; money *= 1000 ; money -= a ; } if ( ( int ) money % 10000 != 0 ) { a = ( int ) money % 10000 ; money /= 10000 ; money += 1 ; money *= 10000 ; money -= a ; } printf ( , money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s865634841.c	int main ( ) { int n ; int i ; double money = 100000.0 ; double a ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) money = money * 1.05 ; if ( ( int ) money % 10 != 0 ) { a = ( int ) money % 10 ; money /= 10 ; money += 1 ; money *= 10 ; money -= a ; } if ( ( int ) money % 100 != 0 ) { a = ( int ) money % 100 ; money /= 100 ; money += 1 ; money *= 100 ; money -= a ; } if ( ( int ) money % 1000 != 0 ) { a = ( int ) money % 1000 ; money /= 1000 ; money += 1 ; money *= 1000 ; money -= a ; } if ( ( int ) money % 10000 != 0 ) { a = ( int ) money % 10000 ; money /= 10000 ; money += 1 ; money *= 10000 ; money -= a ; } printf ( , ( int ) money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s997224667.c	int main ( ) { int n ; int i ; double money = 100000.0 ; double a ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) money = money * 1.05 ; if ( ( int ) money % 10000 != 0 ) { a = ( int ) money % 10000 ; money /= 10000 ; money += 1 ; money *= 10000 ; money -= a ; } printf ( , ( int ) money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s481148256.c	long double debtCalc ( long int debt , int x ) { if ( x != 0 ) { debt = debtCalc ( debt , x - 1 ) * 1.05 ; } return debt ; } int main ( void ) { int x = 0 ; scanf ( , & x ) ; printf ( , ceil ( debtCalc ( DEBT , x ) / 10000 ) * 10000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s637179558.c	int kiriage ( double x ) { return ( int ) ( x < 0.0 ? x : x + 0.9 ) ; } int main ( ) { int i , n ; double sum = 100 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { sum = kiriage ( sum * 1.05 ) ; } printf ( , ( ( int ) sum ) * 1000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s244454655.c	int kiriage ( double x ) { return ( int ) ( x < 0.0 ? x : x + 0.9 ) ; } int main ( ) { int i , n ; double sum = 100 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { sum = kiriage ( sum * 1.05 ) ; } printf ( , ( ( int ) sum ) * 100 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s320502692.c	int main ( void ) { int s = 100000 ; int i [ 100 ] ; int n ; int k = 0 ; int k2 = 0 ; scanf ( , & i [ n ] ) ; k = s + ( s / 100 * 5 ) * i [ n ] ; if ( ( i [ n ] / 2 ) == 0 ) { printf ( , k ) ; } else { k = k + 5000 ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s659869324.c	int main ( void ) { int s = 100000 ; int i ; int n ; int k = 0 ; scanf ( , & i ) ; k = s + ( s / 100 * 5 ) * i ; if ( ( i % 2 ) == 0 ) { printf ( , k ) ; } else { k = k + 5000 ; printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s225133792.c	int main ( void ) { int n , debt , i , amari , real ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; } amari = debt % 10000 ; real = debt - amari + 10000 ; printf ( , real ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s623414696.c	int main ( void ) { int n , debt , i , amari , real ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; } amari = debt % 1000 ; real = debt - amari + 1000 ; printf ( , real ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s271791576.c	int main ( void ) { int n , debt , i , amari , real ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; } amari = debt % 10000 ; real = debt - amari + 10000 ; printf ( , real ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s305514307.c	int main ( void ) { int n , debt , i , amari , real ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; } amari = debt % 1000 ; real = debt - amari + 10000 ; printf ( , real ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s668649302.c	int main ( ) { int n , i , a = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a * 1.05 ; if ( a % 1000 > 0 ) a = a / 1000 * 1000 + 1000 ; } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s900095885.c	int main ( ) { int loan = 100000 ; double d = 1.05 ; int n , i , temp ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { loan = ( double ) loan * d ; temp = loan % 1000 ; if ( temp != 0 ) { loan = loan - temp + 1000 ; } } printf ( , loan ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s582278877.c	int main ( void ) { int n , sum = 100000 ; scanf ( , & n ) ; for ( int i = 1 ; i <= n ; i ++ ) { sum *= 1.05 ; if ( sum % 1000 >= 1 ) { sum = sum - ( sum % 1000 ) + 1000 ; } } printf ( , sum ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s664794080.c	int main ( void ) { int n , i ; int money = 100000 ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) { money *= 1.05 ; if ( money % 1000 != 0 ) { money = money - ( money % 1000 ) + 1000 ; } } printf ( , money ) ; } 
+Project_CodeNet/data/p00007/C/s192472918.c	int main ( void ) { int i , j , n , k = 1 ; i = 100000 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , i ) ; return 0 ; } do { j = i * 0.05 ; i += j ; if ( i % 1000 != 0 ) i = i + 1000 - ( i % 1000 ) ; k ++ ; } while ( k <= n ) ; printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s572329136.c	int main ( void ) { int i , j , n , k = 1 ; i = 100000 ; scanf ( , & n ) ; if ( n == 0 ) { printf ( , i ) ; return 0 ; } do { j = i * 0.05 ; i += j ; if ( i % 1000 != 0 ) i = i + 1000 - ( i % 1000 ) ; k ++ ; } while ( k <= n ) ; printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s442036390.c	int main ( void ) { int m , i , n ; m = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { m *= 1.05 ; if ( m % 1000 != 0 ) { m = ( m / 1000 + 1 ) * 1000 ; } } printf ( , m ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s634719869.c	int main ( void ) { int n , i , d = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { d += ceil ( ( double ) d * 0.05 / 1000 ) * 1000 ; } printf ( , d ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s311920416.c	int main ( void ) { int week ; scanf ( , & week ) ; double debt = 100 ; while ( week -- ) { debt = ceil ( debt * 1.05 ) ; } printf ( , debt * 1000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s487251934.c	int main ( void ) { int n , i , debt ; int t ; debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt += debt / 100 * 5 ; debt = ( debt + 999 ) / 1000 * 1000 ; } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s875221778.c	int charge ( int ) ; int charge ( int debt ) { debt *= 1.05 ; if ( debt % 1000 ) { debt = ( debt / 1000 ) * 1000 + 1000 ; } return debt ; } int main ( int argc , const char * argv [ ] ) { int debt = 100000 ; int i = 0 , n ; scanf ( , & n ) ; while ( i ++ < n ) { debt = charge ( debt ) ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s823899481.c	int main ( int argc , const char * argv [ ] ) { int d = 100000 ; int n ; scanf ( , & n ) ; while ( n > 0 ) { d = d * 1.05 ; if ( d % 1000 != 0 ) d = ( d / 1000 ) * 1000 + 1000 ; n -- ; } printf ( , d ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s820721748.c	int risi ( int a ) { if ( a == 0 ) { return 100000 ; } else { double b = ( double ) risi ( a - 1 ) * 1.05 ; if ( ( ( int ) b % 1000 ) != 0 ) { b -= ( int ) b % 1000 ; b += 1000 ; } return ( int ) b ; } } int main ( ) { int a ; scanf ( , & a ) ; printf ( , risi ( a ) ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s890529884.c	int main ( void ) { long debt = 100000 ; double interest = 0.05 ; int n , i ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) { debt = debt * ( 1 + 0.05 ) ; if ( debt % 1000 > 0 ) { debt = ( debt - ( debt % 1000 ) ) + 1000 ; } } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s373230362.c	main ( ) { int n , a = 100000 , c , i , j , k ; double b ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a * 1.05 ; if ( a % 1000 != 0 ) { b = a / 1000 ; b = b + 1 ; b = ceil ( b ) ; a = b * 1000 ; } } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s688476161.c	int main ( ) { int a , b , c , d , e , f , g , h , kane ; char ai [ 100 ] ; kane = 100000.0 ; scanf ( , & a ) ; while ( a -- ) { kane = kane * 1.05 ; kane = kane + 999 ; kane = kane / 1000 ; kane = kane * 1000 ; } printf ( , kane ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s941682912.c	int main ( void ) { int n , a = 100000 ; scanf ( , & n ) ; for ( ; n > 0 ; n -- ) { a = ( ( a / 100 ) * 105 ) ; if ( a % 1000 != 0 ) { a = ( ( a / 1000 ) * 1000 ) + 1000 ; } } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s960789412.c	int main ( ) { int i , n , d ; double r = 100 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { r = r * 1.05 ; d = ( int ) r ; if ( r - d >= 0.001 ) { r = d + 1 ; } else { r = d ; } d = ( int ) r ; } printf ( , d * 1000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s055446688.c	int main ( void ) { int debt = 100000 ; int interest = 5 ; int money = debt ; int n ; scanf ( , & n ) ; while ( n -- ) { money += money * interest / 100 ; money = ceil ( money / 1000.0 ) * 1000 ; } printf ( , money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s152221957.c	main ( ) { int n ; long ans = 100000 ; scanf ( , & n ) ; int i ; for ( i = 0 ; i < n ; i ++ ) { ans *= 1.05 ; if ( ans - ( ( ans / 1000 ) * 1000 ) != 0 ) ans = ( ( ans / 1000 ) * 1000 ) + 1000 ; } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s130619194.c	int main ( void ) { int n ; int debt ; int i ; scanf ( , & n ) ; debt = 100000 ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; if ( debt % 1000 != 0 ) { debt /= 1000 ; debt += 1 ; debt *= 1000 ; } } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s165704791.c	double roundup ( double x ) ; int main ( void ) { double debt ; int debt2 ; double rishi ; int n ; int i ; debt = 100000 ; rishi = 1.05 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * rishi ; debt = roundup ( debt / 1000 ) ; debt *= 1000 ; } debt2 = ( int ) debt ; printf ( , debt2 ) ; return 0 ; } double roundup ( double x ) { if ( x != ( int ) x ) { x += 1 ; x = ( int ) x ; } return x ; } 
+Project_CodeNet/data/p00007/C/s405986801.c	int main ( ) { int DEBT = 100000 ; int i , n ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { DEBT *= 1.05 ; DEBT = ( ( DEBT + 999 ) / 1000 ) * 1000 ; } printf ( , DEBT ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s239553847.c	int main ( void ) { int n , week = 1 ; double sum = 100.0 ; scanf ( , & n ) ; while ( week != n + 1 ) { sum = sum * ( 1.05 ) ; sum = ceil ( sum ) ; week ++ ; } sum = ceil ( sum ) ; sum = sum * 1000 ; printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s109567233.c	int main ( void ) { long int m = 100000 ; int n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { m = ( long int ) ( m * 1.05 ) - 1 ; m = ( m / 1000 + 1 ) * 1000 ; } printf ( , m ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s856785964.c	int main ( void ) { int n ; int temp ; int i ; int MONEY ; MONEY = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { temp = MONEY * 0.05 ; MONEY += temp ; if ( MONEY % 1000 > 0 ) { temp = MONEY % 1000 ; MONEY -= temp ; MONEY += 1000 ; } } printf ( , MONEY ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s424040499.c	int main ( void ) { int n ; int m = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { m *= 1.05 ; m = ( m % 1000 == 0 ? m : ( m - m % 1000 ) + 1000 ) ; } printf ( , m ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s415369180.c	int plus_five_percent ( int ) ; int get_three ( int ) ; int is_rounding_up ( int ) ; int rounding_up ( int ) ; int main ( ) { int i , n , debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = plus_five_percent ( debt ) ; debt = rounding_up ( debt ) ; } printf ( , debt ) ; return 0 ; } int plus_five_percent ( int num ) { return num + num * 0.05 ; } int get_three ( int num ) { return num % 1000 ; } int is_rounding_up ( int num ) { return get_three ( num ) > 0 ; } int rounding_up ( int num ) { if ( is_rounding_up ( num ) ) { return num - get_three ( num ) + 1000 ; } else { return num ; } } 
+Project_CodeNet/data/p00007/C/s605096661.c	int main ( void ) { int n ; int re = 100000 ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { re *= 1.05 ; re = ( re + 999 ) / 1000 * 1000 ; } printf ( , re ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s945286729.c	int main ( void ) { int a , b , n , i ; a = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { a = a + a * 0.05 ; b = a % 1000 ; if ( b != 0 ) { a = a + 1000 ; a = a - b ; } } printf ( , a ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s741486729.c	int main ( void ) { double money = 100 ; int n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { money *= 1.05 ; money = ceil ( money ) ; } printf ( , ( int ) money * 1000 ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s077600643.c	int main ( void ) { int n ; int debt = 100000 ; double risi ; int siri ; int i , j ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { risi = debt * 0.05 ; siri = risi ; if ( siri % 1000 != 0 ) { siri = siri - siri % 1000 ; siri += 1000 ; } debt += siri ; } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s847058022.c	int main ( void ) { int n ; int debt = 100000 ; int debtcpy ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; debtcpy = debt ; if ( debtcpy % 1000 > 0 ) { debtcpy = debtcpy % 1000 ; debt = debt - debtcpy + 1000 ; } } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s778747438.c	int main ( void ) { int n ; int debt = 100000 ; int debtcpy ; int i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt *= 1.05 ; debtcpy = debt ; if ( debtcpy % 1000 > 0 ) { debtcpy = debtcpy % 1000 ; debt = debt - debtcpy + 1000 ; } } printf ( , debt ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s780302407.c	int main ( void ) { int i , n , ans = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { ans = ans + ans * 0.05 ; if ( ans % 1000 != 0 ) { ans = ans / 1000 ; ans = ans + 1 ; ans = ans * 1000 ; } } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s316080450.c	int main ( void ) { int n ; int i ; int money = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { money *= 1.05 ; if ( ( money % 1000 ) > 0 ) { money += 1000 ; money -= money % 1000 ; } } printf ( , money ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s592616550.c	int main ( ) { int i , j = 0 , n , kane ; scanf ( , & n ) ; kane = 100000 ; for ( i = 0 ; i < n ; i ++ ) { kane *= 1.05 ; if ( kane % 1000 > 0 ) { kane -= kane % 1000 ; kane += 1000 ; } } printf ( , kane ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s158736714.c	int main ( ) { unsigned long s = 100000 ; int n , i ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { s += s / 20 ; if ( s % 1000 != 0 ) s = ( s / 1000 + 1 ) * 1000 ; } printf ( , s ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s644830752.c	int main ( void ) { int i , weeks , debt = DEBT_BASE ; if ( scanf ( , & weeks ) != EOF ) { for ( i = 0 ; i < weeks ; i ++ ) { debt = ceil ( debt * 1.05 / 1000 ) * 1000 ; } printf ( , debt ) ; } else { fputs ( , stderr ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s440183713.c	int interest ( int debt ) ; int main ( void ) { int n , i , debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = interest ( debt ) ; } printf ( , debt ) ; return 0 ; } int interest ( int debt ) { debt *= 1.05 ; if ( debt % 1000 != 0 ) { debt += 1000 ; } debt = debt / 1000 * 1000 ; return debt ; } 
+Project_CodeNet/data/p00007/C/s821265177.c	int main ( ) { int n ; int i ; double money = 100000.0 ; double a ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) { money = money * 1.05 ; a = ( int ) money % 1000 ; if ( a != 0 ) { money += 1000 ; money -= a ; } } printf ( , ( int ) money ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s640858372.c	int main ( void ) { int i , n , debt = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = debt * 1.05 ; if ( debt % 1000 != 0 ) debt = debt - debt % 1000 + 1000 ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s131233914.c	int main ( void ) { int x = 100000 ; int i , n ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { x *= 1.05 ; if ( x % 1000 ) { x = ( x / 1000 + 1 ) * 1000 ; } } printf ( , x ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00007/C/s108716529.c	int kiriage ( int x ) { return x % 1000 == 0 ? x : x + 1000 - ( x % 1000 ) ; } int main ( ) { int i , n ; int sum = 100000 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { sum = kiriage ( sum * 1.05 ) ; } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s027229029.c	int main ( void ) { int debt ; int num , i ; debt = 100000 ; scanf ( , & num ) ; for ( i = 1 ; i <= num ; i ++ ) { debt *= 1.05 ; debt += 999 ; debt /= 1000 ; debt *= 1000 ; } printf ( , debt ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s161732040.c	int main ( void ) { int n = 0 ; double debt = 100 ; int i = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { debt = ceil ( debt * 1.05 ) ; } printf ( , ( int ) ( debt * 1000 ) ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s954441557.c	int main ( int ac , char * * av ) { char buf [ 256 ] ; int n , i ; unsigned long m ; while ( fgets ( buf , 256 , stdin ) != NULL ) { m = 100000L ; sscanf ( buf , , & n ) ; for ( i = 0 ; i < n ; i ++ ) { m *= 1.05 ; m = ( ( m + 999 ) / 1000 ) * 1000 ; } printf ( , m ) ; } return 0 ; } 
+Project_CodeNet/data/p00007/C/s999556869.c	int main ( ) { int i ; int n ; int s = 100000 ; int r = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { r = s * 0.05 ; s = s + r ; if ( s % 1000 != 0 ) { s = s - s % 1000 + 1000 ; } } printf ( , s ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s512893831.c	double kill ( int x ) ; double debt ( int n ) { int i = 0 ; double D = 100000 ; for ( i = 0 ; i < n ; i ++ ) { D = D * 1.05 ; D = kill ( D ) ; } return D ; } double kill ( int x ) { if ( x % 1000 != 0 ) { x = x + 1000 - ( x % 1000 ) ; } return x ; } int main ( ) { int n ; scanf ( , & n ) ; printf ( , ( int ) debt ( n ) ) ; return 0 ; } 
+Project_CodeNet/data/p00007/C/s430445386.c	int main ( ) { int money = 100000 ; int week , i ; char input [ 100 ] ; fgets ( input , 100 , stdin ) ; sscanf ( input , , & week ) ; for ( i = 1 ; i <= week ; i ++ ) { money = money / 20 * 21 ; if ( money % 1000 != 0 ) { money = money - ( money % 1000 ) + 1000 ; } } printf ( , money ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s142429676.c	int main ( ) { int n ; while ( scanf ( , & n ) ! EOF ) { int a b , c , d ; int count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) for ( b = 0 ; b <= 9 ; b ++ ) for ( c = 0 ; c <= 9 ; c ++ ) for ( d = 0 ; d <= 9 ; d ++ ) if ( a + b + c + d == n ) { count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s448941594.c	char * gets ( char * ) ; int main ( ) { char buf [ 1000 ] ; int a , b , c , d , n ; int ab , abc ; int ans [ 60 ] ; for ( n = 0 ; n <= 50 ; n ++ ) ans [ n ] = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { ab = a + b ; for ( c = 0 ; c < 10 ; c ++ ) { abc = ab + c ; for ( d = 0 ; d < 10 ; d ++ ) ans [ abc + d ] ++ ; } } } for ( n = 0 ; n <= 50 ; n ++ ) printf ( , n , ans [ n ] ) ; while ( gets ( buf ) != NULL ) { printf ( , ans [ atoi ( buf ) ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s416268518.c	int main ( ) { int i , j , k , l , a , cnt ; while ( scanf ( , & a ) != EOF { ) for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { cnt ++ ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s969199487.c	int main ( ) { int i , j , k , l , a , cnt ; while ( scanf ( , & a ) != EOF { ) for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { cnt ++ ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s137000062.c	include < stdio . h > int main ( ) { int a [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int b [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int c [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int d [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int i , j , k , x ; int n , co ; while ( scanf ( , & n ) != ) { co = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( x = 0 ; x < 10 ; x ++ ) { if ( n == a [ i ] + b [ j ] + c [ k ] + d [ x ] ) co ++ ; } } } } printf ( , co ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s584664228.c	include < stdio . h > int main ( ) { int a [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int b [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int c [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int d [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int i , j , k , x ; int n , co ; while ( scanf ( , & n ) != ) { co = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( x = 0 ; x < 10 ; x ++ ) { if ( n == a [ i ] + b [ j ] + c [ k ] + d [ x ] ) co ++ ; } } } } printf ( , co ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s210993131.c	include < stdio . h > int main ( ) { int a [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int b [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int c [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int d [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int i , j , k , x ; int n , co ; while ( scanf ( , & n ) != EOF ) { co = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( x = 0 ; x < 10 ; x ++ ) { if ( n == a [ i ] + b [ j ] + c [ k ] + d [ x ] ) co ++ ; } } } } printf ( , co ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s216252068.c	include < stdio . h > int main ( ) { int a [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int b [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int c [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int d [ ] = { 0 , 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 } ; int i , j , k , x ; int n , co ; while ( scanf ( , & n ) != ) { co = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( x = 0 ; x < 10 ; x ++ ) { if ( n == a [ i ] + b [ j ] + c [ k ] + d [ x ] ) co ++ ; } } } } printf ( , co ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s921953644.c	int main ( void ) { int a , b , c , d ; int count ; int n ; while ( scanf ( , & n ) = ! EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d = n ) { count ++ ; } } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s188961093.c	int main ( ) { int a , b , c , d , n , k ; while ( scanf ( , & n ) != EOF ) { k = 0 for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; a ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) k ++ ; } } } } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s576969951.c	int main ( ) { int a , b , c , d ; int n [ DATA ] ; int i = 0 , j , com = 0 ; while ( scanf_s ( , & n [ i ] ) != EOF ) i ++ ; for ( j = 0 ; j < i ; j ++ ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n [ j ] ) com ++ ; } } } } printf ( , com ) ; com = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s871293538.c	int main ( void ) { int i = 0 , j = 0 , k = 0 , l = 0 ; int n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < 9 ; i ++ ) { if ( n < i + j + k + l ) break ; for ( j = 0 ; j < 9 ; j ++ ) { if ( n < i + j + k + l ) break ; for ( k = 0 ; k < 9 ; k ++ ) { = if ( n < i + j + k + l ) break ; for ( l = 0 ; l < 9 ; l ++ ) { if ( n < i + j + k + l ) break ; if ( n == i + j + k + l ) { count ++ ; } } } } } printf ( , count ) ; } 
+Project_CodeNet/data/p00008/C/s677250784.c	int main ( void ) { int i = 0 , j = 0 , k = 0 , l = 0 ; int n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { if ( n < i + j + k + l ) break ; for ( j = 0 ; j <= 9 ; j ++ ) { if ( n < i + j + k + l ) break ; for ( k = 0 ; k <= 9 ; k ++ ) { = if ( n < i + j + k + l ) break ; for ( l = 0 ; l <= 9 ; l ++ ) { if ( n < i + j + k + l ) break ; if ( n == i + j + k + l ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s057961314.c	int main ( void ) { int i = 0 , j = 0 , k = 0 , l = 0 ; int n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { if ( n < i + j + k + l ) break ; for ( j = 0 ; j <= 9 ; j ++ ) { if ( n < i + j + k + l ) break ; for ( k = 0 ; k <= 9 ; k ++ ) { if ( n < i + j + k + l ) break ; for ( l = 0 ; l <= 9 ; l ++ ) { if ( n < i + j + k + l ) break ; if ( n == i + j + k + l ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s788791672.c	int main ( void ) { int a , b , c , d , n , counter ; counter = 0 ; scanf_s ( , & n ) ; for ( a = 0 ; a < N ; a ++ ) { for ( b = 0 ; b < N ; b ++ ) { for ( c = 0 ; c < N ; c ++ ) { for ( d = 0 ; d < N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } printf ( , counter ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s759963501.c	int main ( ) { int n , m , l ; scanf ( , & n ) ; m = n ; l = 0 ; for ( int a = 0 ; a < 10 ; a ++ ) { if ( m < a ) break ; else m -= a ; for ( int b = 0 ; b < 10 ; b ++ ) { if ( m < b ) break ; else m -= b ; for ( int c = 0 ; c < 10 ; c ++ ) { if ( m < c ) break ; else m -= c ; for ( int d = 0 ; d < 10 ; d ++ ) { if ( m < d ) break ; else if ( m == d ) l ++ ; } m += c ; } m += b ; } m += a ; } printf ( , l ) ; } 
+Project_CodeNet/data/p00008/C/s334288774.c	int main ( ) { int n , m , l ; for ( ; ; ) { scanf ( , & n ) ; m = n ; l = 0 ; for ( int a = 0 ; a < 10 ; a ++ ) { if ( m < a ) break ; else m -= a ; for ( int b = 0 ; b < 10 ; b ++ ) { if ( m < b ) break ; else m -= b ; for ( int c = 0 ; c < 10 ; c ++ ) { if ( m < c ) break ; else m -= c ; for ( int d = 0 ; d < 10 ; d ++ ) { if ( m < d ) break ; else if ( m == d ) l ++ ; } m += c ; } m += b ; } m += a ; } printf ( , l ) ; } } 
+Project_CodeNet/data/p00008/C/s369617559.c	int main ( ) { int n , m , l ; scanf ( , & n ) ; m = n ; l = 0 ; for ( int a = 0 ; a < 10 ; a ++ ) { if ( m < a ) break ; else m -= a ; for ( int b = 0 ; b < 10 ; b ++ ) { if ( m < b ) break ; else m -= b ; for ( int c = 0 ; c < 10 ; c ++ ) { if ( m < c ) break ; else m -= c ; for ( int d = 0 ; d < 10 ; d ++ ) { if ( m < d ) break ; else if ( m == d ) l ++ ; } m += c ; } m += b ; } m += a ; } printf ( , l ) ; } 
+Project_CodeNet/data/p00008/C/s479559143.c	int main ( ) { int n , m , l ; scanf ( , & n ) ; m = n ; l = 0 ; for ( int a = 0 ; a < 10 ; a ++ ) { if ( m < a ) break ; else m -= a ; for ( int b = 0 ; b < 10 ; b ++ ) { if ( m < b ) break ; else m -= b ; for ( int c = 0 ; c < 10 ; c ++ ) { if ( m < c ) break ; else m -= c ; for ( int d = 0 ; d < 10 ; d ++ ) { if ( m < d ) break ; else if ( m == d ) l ++ ; } m += c ; } m += b ; } m += a ; } printf ( , l ) ; } 
+Project_CodeNet/data/p00008/C/s560800528.c	int main ( void ) { int n , iCount ; scanf ( , & n ) ; iCount = 0 ; for ( int a = 0 ; a <= 9 ; a ++ ) { for ( int b = 0 ; b <= 9 ; b ++ ) { for ( int c = 0 ; c <= 9 ; c ++ ) { for ( int d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) iCount ++ ; } } } } printf ( , iCount ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s817419361.c	int main ( ) { int a , b , c , d , n , x , count ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a < 9 ; a ++ ) { for ( b = 0 ; b < 9 ; b ++ ) { for ( c = 0 ; c < 9 ; c ++ ) { for ( d = 0 ; d < 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; } 
+Project_CodeNet/data/p00008/C/s511097804.c	int main ( ) { int a , b , c , d , n , x , count ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a < 9 ; a ++ ) { for ( b = 0 ; b < 9 ; b ++ ) { for ( c = 0 ; c < 9 ; c ++ ) { for ( d = 0 ; d < 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s679520115.c	int main ( void ) { int n [ 100 ] , a , b , c , d , an [ 100 ] , nu , t = 0 , i ; while ( scanf ( , & n [ t ] ) != EOF ) { t ++ ; } for ( i = 0 ; i < t ; i ++ ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n [ i ] ) { an [ i ] ++ ; } } } } } } for ( i = 0 ; i < t ; i ++ ) { print ( , an [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s948926083.c	int main ( void ) { int n [ 100 ] , a , b , c , d , an [ 100 ] , nu , t = 0 , nn , i ; while ( scanf ( , & nn ) != EOF ) { n [ t ] = nn ; t ++ ; } for ( i = 0 ; i < t ; i ++ ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n [ i ] ) { an [ i ] ++ ; } } } } } } for ( i = 0 ; i < t ; i ++ ) { print ( , an [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s081321242.c	int main ( ) { int n , m , l ; while ( scanf ( , & n ) != EOF ) { m = n ; l = 0 ; for ( int a = 0 ; a < 10 ; a ++ ) { if ( m < a ) break ; else m -= a ; for ( int b = 0 ; b < 10 ; b ++ ) { if ( m < b ) break ; else m -= b ; for ( int c = 0 ; c < 10 ; c ++ ) { if ( m < c ) break ; else m -= c ; for ( int d = 0 ; d < 10 ; d ++ ) { if ( m < d ) break ; else if ( m == d ) l ++ ; } m += c ; } m += b ; } m += a ; } printf ( , l ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s445505116.c	int main ( ) { int n , i , j , k , l ; while ( scanf ( , & n ) != EOF ) { int cnt = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { m = i + j + k + l ; if ( m == n ) cnt ++ ; } } } } printf ( , cnt ) ; } } 
+Project_CodeNet/data/p00008/C/s483263062.c	int main ( void ) { int i , n , a , b , c , d ; i = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a < 10 ; a ++ ) for ( b = 0 ; b < 10 ; b ++ ) for ( c = 0 ; c < 10 ; c ++ ) for ( d = 0 ; d < 10 ; d ++ ) if ( a + b + c + d == n ) i ++ ; } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s662251200.c	int main ( ) { int a , b , c , d , n , cnt = 0 ; while ( scanf ( , & n ) ! EOF ) { if ( n > 36 ) { cnt = 0 ; } else { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { cnt ++ ; } } } } } printf ( , cnt ) ; } } return 0 ; } 
+Project_CodeNet/data/p00008/C/s901965718.c	int main ( ) { int n ; int a , b , c , d ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; break ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s179581936.c	int main ( void ) { int i , j , k , l ; int n ; int count = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < MAX_N ; i ++ ) for ( j = 0 ; j < MAX_N ; j ++ ) for ( k = 0 ; k < MAX_N ; k ++ ) for ( l = 0 ; l < MAX_N ; l ++ ) if ( i + j + k + l == n ) count ++ ; printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s800708912.c	int main ( void ) { int i , j , k , l ; int n ; int count = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < MAX_N ; i ++ ) { for ( j = 0 ; j < MAX_N ; j ++ ) { for ( k = 0 ; k < MAX_N ; k ++ ) { for ( l = 0 ; l < MAX_N ; l ++ ) { if ( i + j + k + l == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s125021594.c	? ? int main ( void ) { ? ? ? ? ? ? ? ? int n , a , b , c , d , i = 0 ; ? ? ? ? ? ? ? ? scanf ( , n ) ; ? ? ? ? ? ? ? ? for ( a = 0 ; a < 10 ; a ++ ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? for ( b = 0 ; b < 10 ; b ++ ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? for ( c = 0 ; c < 10 ; c ++ ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? for ( d = 0 ; d < 10 ; d ++ ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? if ( a + b + c + d == n ) { ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? i ++ ; ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? } ? ? ? ? ? ? ? ? printf ( , i ) ; ? ? ? ? ? ? ? ? return 0 ; } 
+Project_CodeNet/data/p00008/C/s967072162.c	int main ( ) { int n , a , b , c , d , i ; while ( scanf != EOF ) { i = 0 ; for ( a = o ; a <= 9 ; ++ a ) for ( b = 0 ; b <= 9 ; ++ b ) for ( c = 0 ; c <= 9 ; ++ c ) for ( d = 0 ; d <= 9 ; ++ d ) if ( a + b + c + d == n ) ++ i ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s842320903.c	using namespace std ; int main ( ) { int n , count ; while ( scanf ( , & n ) ) { count = 0 ; for ( int i = 0 ; i <= 9 ; i ++ ) { for ( int j = 0 ; j <= 9 ; j ++ ) { for ( int k = 0 ; k <= 9 ; k ++ ) { for ( int l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s415486726.c	int main ( ) { int n , count ; int a , b , c , d ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s537004623.c	int main ( void ) { int i , a , b , c , d , n ; while ( scanf ( , & n ) != EOF ) { i = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) i ++ ; } } } } printf ( , i ) ; } return 0 ; } ~ 
+Project_CodeNet/data/p00008/C/s844825546.c	int main ( void ) { int n ; scanf ( , & n ) ; int count = 0 ; for ( int a = 0 ; a < 10 ; ++ a ) { for ( int b = 0 ; b < 10 ; ++ b ) { for ( int c = 0 ; c < 10 ; ++ c ) { for ( int d = 0 ; d < 10 ; ++ d ) { if ( ( a + b + c + d ) == n ) { count = count + 1 ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s560938737.c	int main ( void ) { int n ; scanf ( , & n ) ; int count = 0 ; for ( int a = 0 ; a < 10 ; ++ a ) { for ( int b = 0 ; b < 10 ; ++ b ) { for ( int c = 0 ; c < 10 ; ++ c ) { for ( int d = 0 ; d < 10 ; ++ d ) { if ( ( a + b + c + d ) == n ) { count = count + 1 ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s021431771.c	int main ( void ) { int i , n , a , b , c , number = 0 ; for ( i = 0 ; i < 50 , i ++ ) { scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { if ( n - a - b - c >= 0 && n - a - b - c <= 9 ) number ++ ; } } } printf ( , number ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s629695071.c	int main ( void ) { int a , b , c , d , count , n ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; } 
+Project_CodeNet/data/p00008/C/s666601002.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { int count = 0 ; for ( int a = 0 ; a <= 9 ; a ++ ) { for ( int b = 0 ; b <= 9 ; b ++ ) { for ( int c = 0 ; c <= 9 ; c ++ ) { for ( int d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s654090820.c	int main ( ) { int n , ans ; while ( cin >> n ) { ans = 0 ; if ( n <= 36 ) { for ( int a = 0 ; a <= 9 ; a ++ ) { for ( int b = 0 ; b <= 9 ; b ++ ) { for ( int c = 0 ; c <= 9 ; c ++ ) { for ( int d = 0 ; d <= 9 ; d ++ ) { if ( ( a + b + c + d ) == n ) { ans ++ ; } } } } } } printf ( , ans ) ; } } 
+Project_CodeNet/data/p00008/C/s902464305.c	int main ( ) { int n , ans , a , b , c , d ; while ( cin >> n ) { ans = 0 ; if ( n <= 36 ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( ( a + b + c + d ) == n ) { ans ++ ; } } } } } } printf ( , ans ) ; } } 
+Project_CodeNet/data/p00008/C/s913655919.c	int main ( void ) { int a , b , c , d , n ; int i , j , l , k ; int p = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { p ++ ; } } } } } printf ( , p ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s936817894.c	int main ( void ) { int n , a , b , c , d , sum , key ; while ( scanf ( , n ) != EOF ) { key = 0 ; for ( a = 0 ; a <= n ; a ++ ) { for ( b = 0 ; b <= n ; b ++ ) { for ( c = 0 ; c <= n ; c ++ ) { for ( d = 0 ; d <= n ; d ++ ) ; if ( n == a + b + c + d ) { key ++ ; } } } } } printf ( , key ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s642143737.c	int main ( void ) { int a , b , c , d ; int n , i = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) ; for ( b = 0 ; b <= 9 ; b ++ ) ; for ( c = 0 ; c <= 9 ; c ++ ) ; for ( d = 0 ; d <= 9 ; d ++ ) ; if ( a + b + c + d = n ) { i = i + 1 ; } } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s407494102.c	include < stdio . h > int main ( ) { int n , i , j , k , l ; int s1 , s2 , s3 , s4 ; int count = 0 ; scanf ( , & n ) ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s000947213.c	using namespace std ; int main ( ) { int n , a , b , c , d , tot ; while ( cin >> n ) { tot = 0 ; if ( n > 36 ) { printf ( ) ; continue ; } n = n > 18 ? 36 - n : n ; for ( int x = 0 ; x < 10 ; x ++ ) { for ( int y = 0 ; x + y <= n && y < 10 ; y ++ ) { for ( int z = 0 ; x + y + z <= n && z < 10 ; z ++ ) { for ( int w = 0 ; x + y + z + w <= n && w < 10 ; w ++ ) { if ( x + y + z + w == n ) { tot ++ ; } } } } } printf ( , tot ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s138278505.c	int main ( void ) { int a , b , c , d , n ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } return 0 ; } 
+Project_CodeNet/data/p00008/C/s946559509.c	int main ( void ) { int a , b , c , d , n ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } } printf ( , count n ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s037846432.c	int main ( void ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d , count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) if ( a + b + c + d == n ) count ++ ; } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s063730125.c	int main ( ) { int i , j , k , l , a , cnt ; while ( scanf ( , & a ) != EOF ) { for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { cnt ++ ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s269589912.c	int main ( int argc , const char * argv [ ] ) { int n , count = 0 ; int a , b , c , d ; int sum ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { sum = a + b + c + d ; if ( ( n - sum ) == 0 ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s754748847.c	int main ( int argc , const char * argv [ ] ) { int n , count = 0 ; int a , b , c , d ; int sum ; scanf ( , & n ) ; if ( n >= 50 && n < 1 ) exit ( 0 ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { sum = a + b + c + d ; if ( ( n - sum ) == 0 ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s440131788.c	int main ( int argc , const char * argv [ ] ) { int n , count = 0 ; int a , b , c , d ; int sum ; scanf ( , & n ) ; if ( n >= 50 || n < 1 ) exit ( 0 ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { sum = a + b + c + d ; if ( ( n - sum ) == 0 ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s338172383.c	int main ( int argc , const char * argv [ ] ) { int n , count = 0 ; int a , b , c , d ; int sum ; scanf ( , & n ) ; if ( n > 50 || n < 1 ) exit ( 0 ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { sum = a + b + c + d ; if ( ( n - sum ) == 0 ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s211820896.c	int main ( void ) { int a , b , c , d ; int count ; int n ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s687283082.c	int main ( void ) { int n , a , b , c , d , i = 0 ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) i ++ ; } } } } printf ( , i ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s688456498.c	int main ( void ) { int n , a , b , c , d , i = 0 ; while ( scanf ( , & n ) != - 1 ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) i ++ ; } } } } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s820767563.c	main ( ) { int n , a , b , c , d , cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { cnt += 1 ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s533070410.c	int main ( void ) { int n , i , i2 , i3 , i4 ; int t = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( i2 = 0 ; i2 < 10 ; i2 ++ ) { for ( i3 = 0 ; i3 < 10 ; i3 ++ ) { for ( i4 = 0 ; i4 < 10 ; i4 ++ ) { if ( i + i2 + i3 + i4 == n ) t ++ ; } } } } printf ( , t ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s096144258.c	int main ( void ) { int i , j , k , l , n , cnt ; scanf ( , & n ) ; cnt = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { cnt ++ ; } } } } } printf ( , cnt ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s200841607.c	int main ( void ) { int a ; int b ; int c ; int d ; int n ; int count ; count = 0 ; scanf ( , & n ) ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s690824970.c	int main ( void ) { int i , j , k , l , A = 0 , n ; while ( scanf ( , & n ) != EOF ) { A = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { A ++ ; printf ( , i , j , k , l ) ; } } } } } printf ( , A ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s345689442.c	int main ( void ) { int n ; int i , j , k , l ; int c ; while ( scanf ( , & n ) != EOF ) { c = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { c ++ ; } } } } } } printf ( , c ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s882169012.c	int main ( void ) { int a , b , c , d ; int count = 0 ; int n ; scanf ( , & n ) ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s328541222.c	int main ( void ) { int a , b , i , j , k , l ; b = 0 ; scanf ( , & a ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { b ++ ; } } } } } printf ( , b ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s858802586.c	int main ( void ) { int a = 0 , b = 0 , c = 0 , d = 0 ; int n ; int sum = 0 ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) sum ++ ; } } } } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s055628339.c	int main ( void ) { int i = 0 , j = 0 , k = 0 , l = 0 ; int n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { if ( n < i + j + k + l ) break ; for ( j = 0 ; j <= 9 ; j ++ ) { if ( n < i + j + k + l ) break ; for ( k = 0 ; k <= 9 ; k ++ ) { if ( n < i + j + k + l ) break ; for ( l = 0 ; l <= 9 ; l ++ ) { if ( n < i + j + k + l ) break ; if ( n == i + j + k + l ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s538257597.c	int main ( void ) { int i = 0 , j = 0 , k = 0 , l = 0 ; int n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { if ( n < i + j + k + l ) break ; for ( j = 0 ; j <= 9 ; j ++ ) { if ( n < i + j + k + l ) break ; for ( k = 0 ; k <= 9 ; k ++ ) { if ( n < i + j + k + l ) break ; for ( l = 0 ; l <= 9 ; l ++ ) { if ( n < i + j + k + l ) break ; if ( n == i + j + k + l ) count ++ ; } } } } printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s837059574.c	int main ( ) { int n ; int i , j , k , l ; int count ; scanf ( , & n ) ; for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { for ( k = 1 ; k < 10 ; k ++ ) { for ( l = 1 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s592235425.c	int main ( ) { int n ; int i , j , k , l ; int count ; while ( scanf ( , & n ) != EOF ) { for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { for ( k = 1 ; k < 10 ; k ++ ) { for ( l = 1 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s931528594.c	int main ( ) { int n ; int i , j , k , l ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 1 ; i < 10 ; i ++ ) { for ( j = 1 ; j < 10 ; j ++ ) { for ( k = 1 ; k < 10 ; k ++ ) { for ( l = 1 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s733233789.c	int main ( void ) { int a , b , c , d , n , counter ; counter = 0 ; scanf ( , & n ) ; for ( a = 0 ; a < N ; a ++ ) { for ( b = 0 ; b < N ; b ++ ) { for ( c = 0 ; c < N ; c ++ ) { for ( d = 0 ; d < N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } printf ( , counter ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s006546979.c	int main ( void ) { int a , b , c , d , n , counter ; counter = 0 ; scanf ( , & n ) ; for ( a = 1 ; a <= N ; a ++ ) { for ( b = 1 ; b <= N ; b ++ ) { for ( c = 1 ; c <= N ; c ++ ) { for ( d = 1 ; d <= N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } printf ( , counter ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s765954982.c	int main ( void ) { int a , b , c , d , n , counter ; counter = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 1 ; a <= N ; a ++ ) { for ( b = 1 ; b <= N ; b ++ ) { for ( c = 1 ; c <= N ; c ++ ) { for ( d = 1 ; d <= N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } } printf ( , counter ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s410417173.c	int main ( void ) { int a , b , c , d , n , counter ; counter = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 1 ; a <= N ; a ++ ) { for ( b = 1 ; b <= N ; b ++ ) { for ( c = 1 ; c <= N ; c ++ ) { for ( d = 1 ; d <= N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } printf ( , counter ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s083891110.c	int main ( void ) { int a , b , c , d , n , counter ; while ( scanf ( , & n ) != EOF ) { counter = 0 ; for ( a = 1 ; a <= N ; a ++ ) { for ( b = 1 ; b <= N ; b ++ ) { for ( c = 1 ; c <= N ; c ++ ) { for ( d = 1 ; d <= N ; d ++ ) { if ( ( a + b + c + d ) == n ) { counter ++ ; } } } } } printf ( , counter ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s728897255.c	int main ( void ) { int x , answer , i , j , k ; while ( scanf ( , & x ) == 1 ) { if ( x > 18 ) { x = 36 - x ; } answer = 0 ; i = 0 ; while ( i <= 9 && i <= x ) { j = 0 ; while ( j <= 9 && i + j <= x ) { k = 0 ; while ( k <= 9 && i + j + k <= x ) { answer ++ ; k ++ ; } j ++ ; } i ++ ; } printf ( , answer ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s899827258.c	int main ( ) { int data ; int a , b , c , d ; int pair = 0 ; while ( scanf ( , & data ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( data == a + b + c + d ) { pair ++ ; } } } } } } return 0 ; } 
+Project_CodeNet/data/p00008/C/s955858511.c	int main ( ) { int data ; int a , b , c , d ; int pair = 0 ; while ( scanf ( , & data ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( data == a + b + c + d ) { pair ++ ; } } } } } printf ( , data ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s567239149.c	int main ( ) { int data ; int a , b , c , d ; int pair = 0 ; while ( scanf ( , & data ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( data == a + b + c + d ) { pair ++ ; } } } } } printf ( , pair ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s403093767.c	int main ( ) { int data ; int a , b , c , d ; int pair = 0 ; while ( scanf ( , & data ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( data == a + b + c + d ) { pair ++ ; } } } } } printf ( , pair ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s727437471.c	int main ( void ) { int a , b , c , d , n , ans = 0 ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) ans ++ ; } } } } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s043434174.c	int main ( void ) { int a , b , c , d , n , ans = 0 ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) ans ++ ; } } } } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s267805592.c	int main ( ) { int a , b , c , d , n , total = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { total ++ ; } } } } } printf ( , total ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s883239302.c	int main ( ) { int a , b , c , d , n , x , count ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a < 9 ; a ++ ) { for ( b = 0 ; b < 9 ; b ++ ) { for ( c = 0 ; c < 9 ; c ++ ) { for ( d = 0 ; d < 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s623086160.c	int main ( ) { int a , b , c , d , n , x , count ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a < 9 ; a ++ ) { for ( b = 0 ; b < 9 ; b ++ ) { for ( c = 0 ; c < 9 ; c ++ ) { for ( d = 0 ; d < 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s332962905.c	int main ( ) { int a , b , c , d , n , x = 0 , count = 0 ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a < 9 ; a ++ ) { for ( b = 0 ; b < 9 ; b ++ ) { for ( c = 0 ; c < 9 ; c ++ ) { for ( d = 0 ; d < 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s212492038.c	int main ( ) { int a , b , c , d , n , x = 0 , count = 0 ; while ( ( scanf ( , & n ) ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { x = a + b + c + d ; if ( x == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; x = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s083202151.c	int main ( void ) { int n [ 100 ] , a , b , c , d , an [ 100 ] , nu , t = 0 , i , nn ; while ( scanf ( , & nn ) != EOF ) { n [ t ] = nn ; t ++ ; } for ( i = 0 ; i < t ; i ++ ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n [ i ] ) { an [ i ] ++ ; } } } } } } for ( i = 0 ; i < t ; i ++ ) { printf ( , an [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s619588478.c	int main ( void ) { int n ; int i , j , k , l ; int lim = 10 ; int sum = 0 ; scanf ( , & n ) ; if ( n < 9 ) lim = n + 1 ; for ( i = 0 ; i < lim ; i ++ ) { for ( j = 0 ; j < lim ; j ++ ) { for ( k = 0 ; k < lim ; k ++ ) { for ( l = 0 ; l < lim ; l ++ ) { if ( i + j + k + l == n ) { sum ++ ; } } } } } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s830910338.c	int main ( int argc , char * argv [ ] ) { int n ; char buf [ 5 ] ; int table [ 10 ] [ 10 ] [ 10 ] [ 10 ] ; int i , j , k , l ; int cnt ; for ( i = 0 ; i < 10 ; i ++ ) for ( j = 0 ; j < 10 ; j ++ ) for ( k = 0 ; k < 10 ; k ++ ) for ( l = 0 ; l < 10 ; l ++ ) table [ i ] [ j ] [ k ] [ l ] = i + j + k + l ; while ( fgets ( buf , 5 , stdin ) ) { sscanf ( buf , , & n ) ; if ( n > 36 ) continue ; cnt = 0 ; for ( i = 0 ; i < 10 ; i ++ ) for ( j = 0 ; j < 10 ; j ++ ) for ( k = 0 ; k < 10 ; k ++ ) for ( l = 0 ; l < 10 ; l ++ ) if ( table [ i ] [ j ] [ k ] [ l ] == n ) cnt ++ ; printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s473860487.c	int main ( void ) { int x , y , z , a , b ; int t = 0 ; scanf ( , & x ) ; for ( y = 0 ; y < 10 ; y ++ ) { for ( z = 0 ; z < 10 ; z ++ ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { if ( y + z + a + b == x ) t ++ ; } } } } printf ( , t ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s949932394.c	int main ( ) { int a , b , c , d ; int n ; int count ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s998175478.c	int main ( ) { int a , b , c , d ; int n ; int count ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s952813476.c	int main ( ) { int a , b , c , d ; int n ; int count ; while ( scanf ( , & n ) != - 1 ) { for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s658628227.c	int main ( ) { int a , b , c , d ; int n ; int count ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s718572524.c	int main ( ) { int a , b , c , d ; int n ; int count ; scanf ( , & n ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s810673818.c	int main ( ) { int a , b , c , d ; int n ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s391677907.c	int main ( void ) { int a , b , c , d , n ; while ( scanf ( , & n ) != EOF ) { int count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } } 
+Project_CodeNet/data/p00008/C/s223711564.c	int main ( ) { int a , b , c , d ; int count , n ; while ( scanf ( , & n ) != EOF ) { if ( n > 36 ) { printf ( ) ; } else { count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { if ( a > n ) { break ; } else { for ( b = 0 ; b < 10 ; b ++ ) { if ( a + b > n ) { break ; } else { for ( c = 0 ; c < 10 ; c ++ ) { if ( a + b + c > n ) { break ; } else { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d > n ) { break ; } else if ( a + b + c + d == n ) { count ++ ; } } } } } } } } printf ( , count ) ; } } return 0 ; } 
+Project_CodeNet/data/p00008/C/s597381971.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d , ans = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) ans ++ ; } } } } printf ( , ans ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s738852542.c	int main ( void ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d ; int count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s008783535.c	int main ( void ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d , count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) if ( a + b + c + d == n ) count ++ ; } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s381214469.c	int main ( void ) { int x ; while ( scanf ( , & x ) != EOF ) { int count = 0 ; for ( int i = 0 ; i <= 9 ; i ++ ) { for ( int j = 0 ; j <= 9 ; j ++ ) { for ( int k = 0 ; k <= 9 ; k ++ ) { for ( int l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == x ) { count ++ ; } } } } } printf ( , count ) ; } } 
+Project_CodeNet/data/p00008/C/s697450024.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d , k = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) k ++ ; } } } } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s793696394.c	int main ( ) { int a , b , c , d , n ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( n == a + b + c + d ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s556864485.c	int main ( ) { int i , j , k , l , a , cnt ; while ( scanf ( , & a ) != EOF ) { cnt = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { cnt ++ ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s967648692.c	int main ( void ) { int n , i , j , k , l , num ; while ( scanf ( , & n ) != EOF ) { num = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { num ++ ; } } } } } printf ( , num ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s868071555.c	int SumOf2_UpTo18 ( int sum ) ; int SumOf2_UpTo9 ( int sum ) ; int main ( void ) { int sum ; int cnt ; while ( scanf ( , & sum ) != EOF ) { cnt = SumOf2_UpTo18 ( sum ) ; printf ( , cnt ) ; } return 0 ; } int SumOf2_UpTo18 ( int sum ) { int k , l ; int cnt = 0 ; int cnt_k , cnt_l ; for ( k = 0 ; k <= 18 ; k ++ ) { if ( ( l = sum - k ) >= 0 && l <= 18 ) { cnt_k = SumOf2_UpTo9 ( k ) ; cnt_l = SumOf2_UpTo9 ( l ) ; cnt += cnt_k * cnt_l ; } } return cnt ; } int SumOf2_UpTo9 ( int sum ) { int a , b ; int cnt = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { if ( ( b = sum - a ) >= 0 && b <= 9 ) { cnt ++ ; } } return cnt ; } 
+Project_CodeNet/data/p00008/C/s113339073.c	int main ( void ) { int n , a , b , c , d , cmb ; while ( scanf ( , & n ) != EOF ) { cmb = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) cmb ++ ; } } } } printf ( , cmb ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s666716744.c	int main ( int argc , const char * argv [ ] ) { int n , count = 0 ; int a , b , c , d ; int sum ; while ( scanf ( , & n ) != EOF ) { if ( n > 50 || n < 1 ) exit ( 0 ) ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { sum = a + b + c + d ; if ( ( n - sum ) == 0 ) count ++ ; } } } } printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s716216025.c	int main ( int argc , const char * argv [ ] ) { int a , b , c , d ; int n , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( n == a + b + c + d ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s045900263.c	int main ( void ) { int a , b , c , d , n , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( n == a + b + c + d ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s444011190.c	int main ( ) { int a , b = 9 , c = 9 , d = 9 , e = 9 , f = 0 , g = 1000 , h ; int kaisu [ 1000 ] ; for ( g = 0 ; g < 1001 ; g ++ ) kaisu [ g ] = 0 ; while ( scanf ( , & a ) != EOF ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { for ( e = 0 ; e < 10 ; e ++ ) { if ( b + c + d + e == a ) kaisu [ f ] = kaisu [ f ] + 1 ; } } } } f ++ ; } for ( h = 0 ; h < f ; h ++ ) printf ( , kaisu [ h ] ) ; scanf ( , & a ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s708879708.c	int main ( void ) { int a , b , c , d ; int count ; int n ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s671465179.c	int main ( void ) { int n , a , b , c , d , i ; while ( scanf ( , & n ) != - 1 ) { i = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) i ++ ; } } } } printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s619200943.c	main ( ) { int n , a , b , c , d , cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { cnt = cnt + 1 ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s541196095.c	int main ( void ) { int n , i , i2 , i3 , i4 ; int t ; while ( scanf ( , & n ) != EOF ) { t = 0 ; if ( n > 36 ) ; for ( i = 0 ; i < 10 ; i ++ ) { for ( i2 = 0 ; i2 < 10 ; i2 ++ ) { for ( i3 = 0 ; i3 < 10 ; i3 ++ ) { for ( i4 = 0 ; i4 < 10 ; i4 ++ ) { if ( i + i2 + i3 + i4 == n ) t ++ ; } } } } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s580803999.c	int main ( void ) { int a , b , c , d , n , ans ; while ( scanf ( , & n ) != EOF ) { ans = 0 ; for ( a = 0 ; a < 10 ; a ++ ) for ( b = 0 ; b < 10 ; b ++ ) for ( c = 0 ; c < 10 ; c ++ ) for ( d = 0 ; d < 10 ; d ++ ) if ( a + b + c + d == n ) ans ++ ; printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s599568168.c	int main ( void ) { int i , j , k , l , n , cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { cnt ++ ; } } } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s394882791.c	int main ( void ) { int ans [ 4 ] , count , n ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( ans [ 0 ] = 0 ; ans [ 0 ] <= 9 ; ans [ 0 ] ++ ) { for ( ans [ 1 ] = 0 ; ans [ 1 ] <= 9 ; ans [ 1 ] ++ ) { for ( ans [ 2 ] = 0 ; ans [ 2 ] <= 9 ; ans [ 2 ] ++ ) { for ( ans [ 3 ] = 0 ; ans [ 3 ] <= 9 ; ans [ 3 ] ++ ) { if ( ans [ 0 ] + ans [ 1 ] + ans [ 2 ] + ans [ 3 ] == n ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s370167552.c	int permutation ( int a , int b , int c , int d ) ; int main ( ) { int n ; int i , j , k , l ; int count = 0 ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) for ( j = i ; j <= 9 ; j ++ ) for ( k = j ; k <= 9 ; k ++ ) for ( l = k ; l <= 9 ; l ++ ) if ( ( i + j + k + l ) == n ) { count += permutation ( i , j , k , l ) ; } printf ( , count ) ; } return 0 ; } int permutation ( int a , int b , int c , int d ) { if ( a == b ) { if ( b == c ) { if ( c == d ) return 1 ; else return 4 ; } else { if ( c == d ) return 6 ; else return 12 ; } } else { if ( b == c ) { if ( c == d ) return 4 ; else return 12 ; } else { if ( c == d ) return 12 ; else return 24 ; } } return 0 ; } 
+Project_CodeNet/data/p00008/C/s453072436.c	int main ( void ) { int a , b , c , d , n ; while ( scanf ( , & n ) != EOF ) { int count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) count ++ ; } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s909470544.c	int main ( void ) { int n , a , b , c , d , k = 0 ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a < 10 ; a ++ ) for ( b = 0 ; b < 10 ; b ++ ) for ( c = 0 ; c < 10 ; c ++ ) { d = n - a - b - c ; if ( d >= 0 && d <= 9 ) k ++ ; } printf ( , k ) ; k = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s557446636.c	int main ( void ) { int a ; int b ; int c ; int d ; int n ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s181437280.c	int main ( ) { int n , i , j , k , l , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s591211367.c	int main ( void ) { int n ; int a , b , c , d ; int count ; while ( scanf ( , & n ) != EOF ) { a = b = c = d = count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s307969485.c	int main ( void ) { int i , j , k , l , A = 0 , n ; while ( scanf ( , & n ) != EOF ) { A = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { A ++ ; } } } } } printf ( , A ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s025072688.c	int main ( void ) { int a , b , c , d ; int count = 0 ; int n ; while ( scanf ( , & n ) != EOF ) { count = 0 ; if ( n <= 36 ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { d = n - ( a + b + c ) ; if ( d >= 0 && d <= 9 ) count ++ ; } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s293584962.c	int main ( void ) { int n ; int i ; int j ; int k ; int l ; int count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { count ++ ; } } } } } printf ( , count ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s018330830.c	int main ( void ) { int n ; int i , j , k , l ; int c ; while ( scanf ( , & n ) != EOF ) { c = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == n ) { c ++ ; } } } } } printf ( , c ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s798488233.c	int count_combi ( int ) ; int main ( ) { int num , count ; while ( scanf ( , & num ) != EOF ) { count = count_combi ( num ) ; printf ( , count ) ; } return 0 ; } int count_combi ( int num ) { int count = 0 ; int i , j , k , l ; if ( num > 36 ) { return 0 ; } else if ( num == 36 ) { return 1 ; } else { for ( i = 0 ; i <= MAX ; i ++ ) { for ( j = 0 ; j <= MAX ; j ++ ) { for ( k = 0 ; k <= MAX ; k ++ ) { for ( l = 0 ; l <= MAX ; l ++ ) { if ( ( i + j + k + l ) == num ) { count ++ ; } } } } } } return count ; } 
+Project_CodeNet/data/p00008/C/s620699616.c	int main ( void ) { int a , b , c , d ; int count = 0 ; int n ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; count = 0 ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s880758191.c	int main ( void ) { int i = 0 , z , j , s , t ; int n [ 100000 ] ; int count [ 100000 ] ; int dd = 0 ; while ( scanf ( , & n [ i ] ) != EOF ) { i ++ ; dd ++ ; } for ( i = 0 ; i < dd ; i ++ ) { for ( z = 0 ; z <= 9 ; z ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( s = 0 ; s <= 9 ; s ++ ) { for ( t = 0 ; t <= 9 ; t ++ ) { if ( ( z + j + s + t ) == n [ i ] ) { count [ i ] ++ ; } } } } } } for ( i = 0 ; i < dd ; i ++ ) { printf ( , count [ i ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s169857701.c	int main ( void ) { int i , j , k , l ; int n ; int cou ; int ans [ 10000 ] ; for ( i = 0 ; i < 10000 ; i ++ ) { ans [ i ] = 0 ; } cou = 0 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i <= 9 ; i ++ ) { for ( j = 0 ; j <= 9 ; j ++ ) { for ( k = 0 ; k <= 9 ; k ++ ) { for ( l = 0 ; l <= 9 ; l ++ ) { if ( i + j + k + l == n ) { ans [ cou ] ++ ; } } } } } cou ++ ; } for ( i = 0 ; i < cou ; i ++ ) { printf ( , ans [ i ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00008/C/s270212459.c	int main ( void ) { int a , b , i , j , k , l ; while ( scanf ( , & a ) != EOF ) { b = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( i + j + k + l == a ) { b ++ ; } } } } } printf ( , b ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s910386931.c	int main ( void ) { int n , a , b , c , d , ans ; while ( scanf ( , & n ) != EOF ) { ans = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { ans ++ ; } } } } } printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s230557069.c	int main ( ) { int i , j , r , k , n , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( i = 0 ; i < 10 ; i ++ ) for ( j = 0 ; j < 10 ; j ++ ) for ( r = 0 ; r < 10 ; r ++ ) for ( k = 0 ; k < 10 ; k ++ ) if ( n == i + j + k + r ) count ++ ; printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s043436854.c	int main ( ) { int a , b , c , d , n , k ; while ( scanf ( , & n ) != EOF ) { k = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) k ++ ; } } } } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s848053561.c	int alg ( int input ) { int i , j , k , l , limit ; int counter = 0 ; for ( i = 0 ; i < 10 ; i ++ ) { for ( j = 0 ; j < 10 ; j ++ ) { for ( k = 0 ; k < 10 ; k ++ ) { for ( l = 0 ; l < 10 ; l ++ ) { if ( ( i + j + k + l ) == input ) counter ++ ; } } } } return counter ; } int main ( void ) { int input ; while ( scanf ( , & input ) != EOF ) { printf ( , alg ( input ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s710923306.c	int n , dp [ 5 ] [ 41 ] ; int min ( int a , int b ) { return a < b ? a : b ; } int main ( void ) { int x , y , z ; memset ( dp , 0 , sizeof ( dp ) ) ; dp [ 0 ] [ 0 ] = 1 ; for ( x = 1 ; x <= 4 ; x ++ ) { for ( y = 40 ; y >= 0 ; y -- ) { for ( z = 0 ; z <= min ( y , 9 ) ; z ++ ) { dp [ x ] [ y ] += dp [ x - 1 ] [ y - z ] ; } } } while ( scanf ( , & n ) != EOF ) { printf ( , dp [ 4 ] [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s421563375.c	int main ( void ) { int N , a , b , c , d ; int S [ 37 ] ; for ( a = 0 ; a < 37 ; a ++ ) S [ a ] = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) for ( b = 0 ; b <= 9 ; b ++ ) for ( c = 0 ; c <= 9 ; c ++ ) for ( d = 0 ; d <= 9 ; d ++ ) S [ a + b + c + d ] ++ ; while ( scanf ( , & N ) != EOF ) { if ( N > 36 ) printf ( , 0 ) ; else printf ( , S [ N ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s209641024.c	int main ( void ) { int n , a , b , c , d , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) { count ++ ; } } } } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s485456784.c	int main ( void ) { int a , b , c , d ; int n ; int sum ; while ( scanf ( , & n ) != EOF ) { sum = 0 ; for ( a = 0 ; a < 10 ; a ++ ) { for ( b = 0 ; b < 10 ; b ++ ) { for ( c = 0 ; c < 10 ; c ++ ) { for ( d = 0 ; d < 10 ; d ++ ) { if ( a + b + c + d == n ) sum ++ ; } } } } printf ( , sum ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s400143484.c	int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { int a , b , c , d , i = 0 ; for ( a = 0 ; a <= 9 ; a ++ ) for ( b = 0 ; b <= 9 ; b ++ ) for ( c = 0 ; c <= 9 ; c ++ ) for ( d = 0 ; d <= 9 ; d ++ ) if ( n == a + b + c + d ) i ++ ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s309148447.c	int main ( ) { int a , b , c , d ; int n [ DATA ] ; int i = 0 , j , com = 0 ; while ( scanf ( , & n [ i ] ) != EOF ) i ++ ; for ( j = 0 ; j < i ; j ++ ) { for ( a = 0 ; a <= 9 ; a ++ ) { for ( b = 0 ; b <= 9 ; b ++ ) { for ( c = 0 ; c <= 9 ; c ++ ) { for ( d = 0 ; d <= 9 ; d ++ ) { if ( a + b + c + d == n [ j ] ) com ++ ; } } } } printf ( , com ) ; com = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00008/C/s685242007.c	int main ( void ) { int a , b , c , d , i = 0 , j , n , trues [ 100 ] = { 0 } ; while ( scanf ( , & n ) != EOF ) { for ( a = 0 ; a < 10 ; a ++ ) for ( b = 0 ; b < 10 ; b ++ ) for ( c = 0 ; c < 10 ; c ++ ) for ( d = 0 ; d < 10 ; d ++ ) if ( n == a + b + c + d ) trues [ i ] ++ ; i ++ ; } for ( j = 0 ; j < i ; j ++ ) printf ( , trues [ j ] ) ; return 0 ; } 
+Project_CodeNet/data/p00008/C/s358765871.c	int main ( void ) { int n , i ; int a , b , c , d ; while ( scanf ( , & n ) != EOF ) { i = 0 ; for ( a = 0 ; a < N ; a ++ ) { for ( b = 0 ; b < N ; b ++ ) { for ( c = 0 ; c < N ; c ++ ) { for ( d = 0 ; d < N ; d ++ ) { if ( a + b + c + d == n ) { i ++ ; break ; } } } } } printf ( , i ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s228112939.c	static int count = 1 ; static int prime [ 5000 ] = { 2 , 3 } ; static bool primebool [ 5000 ] = { true , true } ; int primesearch ( int ) ; void primecount ( int , int ) ; void reset ( ) ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { if ( n > 1 ) { primecount ( 0 , n ) ; printf ( , count ) ; reset ( ) ; } else { printf ( ) ; } } return 0 ; } void primecount ( int i , int n ) { if ( ! primebool [ i ] ) { prime [ i ] = primesearch ( prime [ i - 1 ] + 2 ) ; primebool [ i ] = true ; } if ( prime [ i ] <= n ) { count ++ ; primecount ( i + 1 , n ) ; } } int primesearch ( int x ) { int i , sq ; sq = ( int ) sqrt ( x ) ; for ( i = 3 ; i <= sq ; i = i + 2 ) { if ( x % i == 0 ) { return primesearch ( x + 2 ) ; } } return x ; } 
+Project_CodeNet/data/p00009/C/s172848883.c	include < stdio . h > static int count = 1 ; bool primebool ( int ) ; void primecount ( int , int ) ; void reset ( ) ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { if ( n > 2 ) { primecount ( 3 , n ) ; printf ( , count ) ; reset ( ) ; } else if ( n == 2 ) { printf ( ) ; } else { printf ( ) ; } } return 0 ; } void primecount ( int i , int n ) { if ( i <= n ) { if ( primebool ( i ) ) { count ++ ; } primecount ( i + 2 , n ) ; } } bool primebool ( int x ) { int i , sq ; sq = ( int ) sqrt ( x ) ; for ( i = 3 ; i <= sq ; i = i + 2 ) { if ( x % i == 0 ) { return false ; } } return true ; } void reset ( ) { count = 1 ; } 
+Project_CodeNet/data/p00009/C/s408717032.c	int main ( ) { while ( true ) { int n , ans = 0 ; scanf ( , & n ) ; if ( n >= 2 ) ans ++ ; for ( int i = 3 ; i <= n ; i += 2 ) { int h = 1 ; for ( int j = 3 ; j * j <= i && h == 1 ; j += 2 ) { if ( i % j == 0 ) h = 0 ; } ans += h ; } printf ( , ans ) ; } } 
+Project_CodeNet/data/p00009/C/s586372384.c	int main ( ) { while ( true ) { int n , ans = 0 ; scanf ( , & n ) ; if ( n >= 2 ) ans ++ ; for ( int i = 3 ; i <= n ; i += 2 ) { int h = 1 ; for ( int j = 3 ; j * j <= i && h == 1 ; j += 2 ) { if ( i % j == 0 ) h = 0 ; } ans += h ; } printf ( , ans ) ; } } 
+Project_CodeNet/data/p00009/C/s647359231.c	int Isprime ( int n ) ; int main ( ) { int n , i , cnt , times ; times = 0 ; while ( ( scanf ( , & n ) != EOF ) || times < 30 ) { cnt = 0 ; for ( i = 1 ; i <= n ; i ++ ) { cnt += Isprime ( i ) ; } printf ( , cnt ) ; times ++ ; } int Isprime ( int n ) { int i , isp ; isp = 1 ; if ( n == 1 ) { isp = 0 ; } for ( i = 2 ; i < n ; i ++ ) { if ( n % i == 0 ) { isp = 0 ; } } return isp ; } 
+Project_CodeNet/data/p00009/C/s717079400.c	int Isprime ( int n ) ; int main ( ) { int n , i , cnt , times ; times = 0 ; while ( ( scanf ( , & n ) != EOF ) || ( times < 30 ) ) { cnt = 0 ; for ( i = 1 ; i <= n ; i ++ ) { cnt += Isprime ( i ) ; } printf ( , cnt ) ; times ++ ; } int Isprime ( int n ) { int i , isp ; isp = 1 ; if ( n == 1 ) { isp = 0 ; } for ( i = 2 ; i < n ; i ++ ) { if ( n % i == 0 ) { isp = 0 ; } } return isp ; } 
+Project_CodeNet/data/p00009/C/s426212087.c	int main ( ) { int a , b = 9 , c = 9 , d = 9 , e = 9 , f = 0 , g = 1000 , h ; int kaisu [ 1000 ] ; for ( g = 0 ; g < 1000 ; g ++ ) kaisu [ g ] = 0 ; while ( scanf ( , & a ) != EOF ) { for ( b = 2 ; b <= a ; b ++ ) { for ( c = 2 ; c < b ; c ++ ) { if ( b % c == 0 ) { goto OWARI ; } } kaisu [ f ] ++ ; OWARI : } f ++ ; } for ( h = 0 ; h < f ; h ++ ) printf ( , kaisu [ h ] ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s094547023.c	int main ( ) { int a , b = 9 , c = 9 , d = 9 , e = 9 , f = 0 , g = 1000 , h ; int kaisu [ 1000 ] ; for ( g = 0 ; g < 1000 ; g ++ ) { kaisu [ g ] = 1 ; } while ( scanf ( , & a ) != EOF ) { if ( a == 1 ) kaisu [ f ] -- ; for ( b = 3 ; b <= a ; b += 2 ) { if ( IsPrime ( b ) == 1 ) kaisu [ f ] ++ ; } f ++ ; } for ( h = 0 ; h < f ; h ++ ) { printf ( , kaisu [ h ] ) ; } return 0 ; } int IsPrime ( int n ) { int i ; if ( n < 2 ) return 0 ; else if ( n == 2 ) return 1 ; if ( n % 2 == 0 ) return 0 ; for ( i = 3 ; i <= n / i ; i += 2 ) if ( n % i == 0 ) return 0 ; return 1 ; } 
+Project_CodeNet/data/p00009/C/s091532837.c	using namespace std ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { vector < int > prime ; if ( n >= 2 ) { prime . push_back ( 2 ) ; } for ( int i = 3 ; i <= n ; i ++ ) { int j ; for ( j = 0 ; j < prime . size ( ) ; j ++ ) { if ( i % prime [ j ] == 0 ) { break ; } } if ( j == prime . size ( ) ) { prime . push_back ( i ) ; } } printf ( , prime . size ( ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s284444458.c	int main ( ) { int sieve [ 10001 ] = { } ; int i , j , n , t ; sieve [ 0 ] = sieve [ 1 ] = 1 ; for ( int i = 2 ; i * i <= 10000 ; i ++ ) { for ( int j = i * 2 ; j <= 10000 ; j += i ) { sieve [ j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { t = 0 ; for ( int i = 1 ; i <= n ; i ++ ) { if ( sieve [ i ] == 0 ) t ++ ; } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s865322882.c	using namespace std ; int main ( ) { int j , s [ 1000000 ] = 0 ; long i , n , d = 0 ; for ( i = 3 ; i < 1000000 ; i ++ ) { for ( j = 2 ; j * j < i ; j += 2 ) { if ( j % i == 0 ) { d -- ; break ; } if ( j == 2 ) j = 1 ; } s [ i ] = ++ d ; } while ( EOF != scanf ( , & n ) ) { printf ( , & d ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s367792925.c	int main ( void ) { int a , i , sum = 0 , b [ N ] ; while ( 1 ) { scanf ( , & a ) ; if ( a == 0 ) break ; for ( i = 0 ; i < N ; i ++ ) b [ i ] = 0 ; b [ 1 ] = 1 ; b [ 0 ] = 1 ; for ( i = 2 ; i <= a ; i ++ ) if ( b [ i ] == 0 ) for ( int j = i + i ; j <= a ; j += i ) b [ j ] = 1 ; for ( i = 0 ; i <= a ; i ++ ) if ( b [ i ] == 0 ) sum ++ ; printf ( , sum ) ; return 0 ; } } 
+Project_CodeNet/data/p00009/C/s199394875.c	int main ( void ) { int a , i , sum = 0 , b [ N ] ; for ( i = 0 ; i < N ; i ++ ) b [ i ] = 0 ; b [ 1 ] = 1 ; b [ 0 ] = 1 ; for ( i = 2 ; i < N ; i ++ ) if ( b [ i ] == 0 ) for ( int j = i + i ; j < N ; j += i ) b [ j ] = 1 ; while ( 1 ) { sum = 0 ; if ( scanf ( , & a ) == EOF ) { break ; } for ( i = 0 ; i <= a ; i ++ ) if ( b [ i ] == 0 ) sum ++ ; printf ( , sum ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s276897046.c	int z [ 30 ] , count [ 30 ] ; int main ( void ) { int i , j , n = 0 , k ; for ( i = 0 ; z [ i ] != ; i ++ ) { scanf ( , & z [ i ] ) ; n ++ ; } printf ( , n ) ; for ( n -= 1 ; n >= 0 ; n -- ) { for ( i = 2 ; i * i <= z [ n ] ; i ++ ) { if ( z [ n ] % i != 0 ) { count [ n ] ++ ; } } printf ( , count [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s649915150.c	bool is_prime [ N ] ; int sieve ( int n ) { int p = 0 ; for ( int i = 0 ; i <= n ; i ++ ) is_prime [ i ] = true ; is_prime [ 0 ] = is_prime [ 1 ] = false ; for ( int i = 0 ; i <= n ; i ++ ) { if ( is_prime [ i ] ) { p ++ ; for ( int j = i * 2 ; j <= n ; j = j + i ) { is_prime [ j ] = false ; } } } return p ; } int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sieve ( n ) ) ; } } 
+Project_CodeNet/data/p00009/C/s032197538.c	int main ( ) { int i ; int * check = ( int * ) malloc ( sizeof ( int ) * 10 ) ; for ( i = 0 ; i < 999999 ; i ++ ) { int num , j , count = 0 ; scanf ( , & num ) ; check = ( int * ) realloc ( sizeof ( int ) * 10 ) ; int k ; for ( k = 0 ; k < num ; k ++ ) { check [ k ] = k ; } for ( j = 2 ; j < sqrt ( num ) ; j ++ ) { if ( check [ j ] == 0 ) continue ; int l ; for ( l = 2 ; l * j < num ; l ++ ) { check [ l * j ] = 0 ; } } for ( j = 2 ; j < num ; j ++ ) { if ( check [ j ] != 0 ) printf ( , j ) ; } printf ( , count ) ; } free ( check ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s382612718.c	int main ( ) { int i ; int * check = ( int * ) malloc ( sizeof ( int ) * 10 ) ; for ( i = 0 ; i < 999999 ; i ++ ) { int num , j , count = 0 ; scanf ( , & num ) ; check = ( int * ) realloc ( sizeof ( int ) * 10 ) ; int k ; for ( k = 0 ; k < num ; k ++ ) { check [ k ] = k ; } for ( j = 2 ; j < sqrt ( num ) ; j ++ ) { if ( check [ j ] == 0 ) continue ; int l ; for ( l = 2 ; l * j < num ; l ++ ) { check [ l * j ] = 0 ; } } for ( j = 2 ; j < num ; j ++ ) { if ( check [ j ] != 0 ) count ++ ; } printf ( , count ) ; } free ( check ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s754565273.c	int main ( ) { int num ; int ans = 0 ; int i , j , k ; int box [ 100000 ] ; while ( scanf ( , & num ) != EOF ) { for ( i = 0 ; i < num ; i ++ ) { for ( j = 0 ; j < num ; j ++ ) box [ i ] = 1 ; } for ( i = 2 ; i < sqrt ( num ) ; i ++ ) { if ( box [ i ] == 1 ) { for ( j = 2 ; i * j < num ; j ++ ) { box [ i * j ] = 0 ; } } } for ( i = 0 ; i < num ; i ++ ) if ( box [ i ] == 1 ) ans ++ ; printf ( , ans ) ; ans = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s700986942.c	int main ( ) { int i , j , total , n ; while ( scanf ( , & n ) != 0 ) { total = n - 1 ; for ( i = 2 ; i <= n ; i ++ ) { for ( j = 2 ; j < i ; j ++ ) { if ( i % j == 0 ) { total -- ; break ; } } } printf ( total ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s527812110.c	int main ( void ) { int h [ DATA ] , k , yakusuu ; for ( int x = 0 ; x < DATA ; x ++ ) { k = 0 ; scanf ( , & h [ x ] ) ; for ( int i = 1 ; i <= h [ x ] ; i ++ ) { yakusuu = 0 ; for ( int j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) yakusuu ++ ; } if ( yakusuu == 2 ) k ++ ; } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s379127216.c	int main ( void ) { int i , n , j , count = 0 ; while ( ( scanf ( , & n ) ) != EOF ) { for ( i = 0 ; i <= n ; i ++ ) { for ( j = 0 ; j < i ; j ++ ) { if ( i % j == 0 ) { coount ++ ; break ; } } } count = n - count ; printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s948043446.c	int main ( void ) { int n , i , count , t , prime , l ; for ( l = 0 ; l < 30 ; l ++ ) { scanf ( , & n ) ; 1 prime = 0 ; for ( t = 1 ; t <= n ; t ++ ) { count = 0 ; for ( i = 1 ; i <= t ; i ++ ) { if ( t % i == 0 ) { count += 1 ; } else { ; } } if ( count == 2 ) { prime += 1 ; } else { ; } } printf ( , prime ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s835897726.c	int main ( void ) { int n , i , count , t , prime , l ; for ( l = 0 ; l < 30 ; l ++ ) { scanf ( , & n ) ; 1 prime = 0 ; for ( t = 1 ; t <= n ; t ++ ) { count = 0 ; for ( i = 1 ; i <= t ; i ++ ) { if ( t % i == 0 ) { count += 1 ; } else { ; } } if ( count == 2 ) { prime += 1 ; } else { ; } } printf ( , prime ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s867714523.c	int main ( void ) { int n , i , count , t , prime , l ; for ( l = 0 ; l < 30 ; l ++ ) { scanf ( , & n ) ; 1 prime = 0 ; for ( t = 1 ; t <= n ; t ++ ) { count = 0 ; for ( i = 1 ; i <= t ; i ++ ) { if ( t % i == 0 ) { count += 1 ; } else { ; } } if ( count == 2 ) { prime += 1 ; } else { ; } } printf ( , prime ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s461337198.c	int main ( void ) int i , j , n ; while ( scanf ( , & n ) != EOF ) { int num [ 1000000 ] = { 0 } ; for ( i = 2 ; i <= n / 2 ; i ++ ) { for ( j = 2 ; j * i < n ; j ++ ) { num [ i * j ] ++ ; } } for ( i = 2 ; i <= n ; i ++ ) { if ( num [ i ] == 0 ) printf ( , & i ) ; } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s536321857.c	int main ( void ) { int i , j , n ; while ( scanf ( , & n ) != EOF ) { int num [ 1000000 ] = { 0 } ; for ( i = 2 ; i <= n / 2 ; i ++ ) { for ( j = 2 ; j * i < n ; j ++ ) { num [ i * j ] ++ ; } } for ( i = 2 ; i <= n ; i ++ ) { if ( num [ i ] == 0 ) printf ( , & i ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s337142629.c	int main ( void ) { int i , j , n ; while ( scanf ( , & n ) != EOF ) { int num [ 1000000 ] = { 0 } ; for ( i = 2 ; i <= n / 2 ; i ++ ) { for ( j = 2 ; j * i < n ; j ++ ) { num [ i * j ] ++ ; } } for ( i = 2 ; i <= n ; i ++ ) { if ( num [ i ] == 0 ) printf ( , i ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s491005947.c	int main ( void ) { int h [ DATA ] , k , yakusuu ; for ( int x = 0 ; x < DATA ; x ++ ) { k = 0 ; scanf ( , & h [ x ] ) ; for ( int i = 1 ; i <= h [ x ] ; i ++ ) { yakusuu = 0 ; for ( int j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) yakusuu ++ ; } if ( yakusuu == 2 ) k ++ ; } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s284065817.c	int b [ 999999 ] ; int prime ( int x ) { for ( int i = 2 ; i < sqrt ( x ) + 1 ; i ++ ) { if ( x % i == 0 ) { return 0 ; } } return 1 ; } int main ( ) { int n ; b [ 0 ] = 0 ; b [ 1 ] = 0 ; b [ 2 ] = 1 ; int count = 1 ; for ( int i = 3 ; i <= 999999 ; i ++ ) { if ( prime ( i ) ) count ++ ; b [ i ] = count ; } while ( scanf ( , & n ) != EOF ) { printf ( , b [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s923868734.c	int prime [ MAX ] ; int main ( ) { int n , i , j ; for ( i = 0 ; i < MAX ; i ++ ) { prime [ i ] = 1 ; } prime [ 0 ] = prime [ 1 ] = 0 ; for ( i = 2 ; i * i < MAX ; i ++ ) { if ( prime [ i ] == 1 ) { for ( j = i * i ; j < MAX ; j += i ) { prime [ j ] = 0 ; } } } for ( i = 1 ; i < MAX - 1 ; i ++ ) { prime [ i + 1 ] += prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , prime [ n ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s301727829.c	int prime [ MAX_SIZE ] ; int main ( ) { int n , i , j ; for ( i = 0 ; i < MAX_SIZE ; i ++ ) { prime [ i ] = 1 ; } prime [ 0 ] = prime [ 1 ] = 0 ; for ( i = 2 ; i * i < MAX_SIZE ; i ++ ) { if ( prime [ i ] == 1 ) { for ( j = i * i ; j < MAX_SIZE ; j += i ) { prime [ j ] = 0 ; } } } for ( i = 1 ; i < MAX_SIZE - 1 ; i ++ ) { prime [ i + 1 ] += prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , prime [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s483010439.c	int a , b = 0 , c = 0 , i , j , l , n , ans [ 3 ] = { 0 } ; for ( a = 0 ; a <= 2 ; a ++ ) { scanf ( , & n ) ; if ( n >= 2 ) { for ( i = 2 ; i <= n ; i ++ ) { for ( j = 2 ; j <= i ; j ++ ) { if ( i % j == 0 && i != j ) { b ++ ; } } if ( b == 0 ) { ans [ a ] ++ ; } else { b = 0 ; } } } } printf ( , ans [ 0 ] , ans [ 1 ] , ans [ 2 ] ) ; 
+Project_CodeNet/data/p00009/C/s633658883.c	int main ( ) { char inp [ 96 ] ; int n , i , flg , len , ans , k ; int dt [ 100 ] ; for ( ; ; ) { gets ( inp ) ; len = strlen ( inp ) ; if ( len == 0 ) { return 1 ; } sscanf ( inp , , & n ) ; ans = 0 ; for ( i = 2 ; i <= n ; i ++ ) { flg = 0 ; for ( k = 2 ; k <= i ; k ++ ) { if ( ( i % k ) == 0 ) { flg ++ ; } } if ( flg == 1 ) { dt [ ans ] = i ; ans ++ ; } } printf ( , ans ) ; ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? break ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s527666138.c	const int MAX_V = 999999 ; int main ( ) { int i , k , n ; int prime [ MAX_V + 1 ] , cnt [ MAX_V + 1 ] ; for ( i = 2 ; i <= MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= MAX_V ; k += i ) { prime [ k ] = 0 ; } } } cnt [ 0 ] = 0 ; for ( i = 0 i <= MAX_V ; i ++ ) { cnt [ i + 1 ] = cnt [ i ] + prime [ i + 1 ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , cnt [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s070927053.c	const int MAX_V = 10000 ; int main ( void ) { int i , k , n ; int prime [ MAX_V + 1 ] , sum [ MAX_V + 1 ] = { 0 } , cnt [ MAX_V ] = { 0 } ; for ( i = 2 ; i < MAX_V ; i ++ ) { prime [ i ] = 1 ; cnt [ i ] ++ ; } for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; cnt [ k ] = 0 ; } } } while ( scanf ( , & n ) != EOF ) { for ( i = 2 ; i <= n ; i ++ ) { sum [ i + 1 ] = sum [ i ] + cnt [ i ] ; } printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s367945380.c	const int MAX_V = 10000 ; int main ( void ) { int i , k , n ; int prime [ MAX_V + 1 ] = { 0 } , sum [ MAX_V + 1 ] = { 0 } , cnt [ MAX_V ] = { 0 } ; for ( i = 2 ; i < MAX_V ; i ++ ) { prime [ i ] = 1 ; cnt [ i ] ++ ; } for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; cnt [ k ] = 0 ; } } } while ( scanf ( , & n ) != EOF ) { for ( i = 2 ; i <= n ; i ++ ) { sum [ i + 1 ] = sum [ i ] + cnt [ i ] ; } printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s055480156.c	int main ( void ) { const int MAX_V = 10000 ; int i , k , n ; int prime [ MAX_V + 1 ] , sum [ MAX_V + 1 ] = { 0 } ; for ( i = 2 ; i < MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; } } } for ( i = 2 ; i < MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s524880062.c	int main ( void ) { const int MAX_V = 10000 ; int i , k , n ; int prime [ MAX_V + 1 ] , sum [ MAX_V + 1 ] = { 0 } ; prime [ 0 ] = 0 ; prime [ 1 ] = 0 ; for ( i = 2 ; i < MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; } } } for ( i = 2 ; i < MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s271941429.c	int main ( void ) { const int MAX_V = 10000 ; int i , k , n ; int prime [ MAX_V + 1 ] = { 0 } , sum [ MAX_V + 1 ] = { 0 } ; for ( i = 2 ; i < MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; } } } for ( i = 2 ; i < MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s726714806.c	const int MAX_V = 10000 ; int prime [ MAX_V + 1 ] , sum [ MAX_V + 1 ] ; int main ( void ) { int i , k , n , ans ; for ( i = 0 ; i < MAX_V + 1 ; i ++ ) { prime [ i ] = 1 ; sum [ i ] = 0 ; } prime [ 0 ] = 0 ; prime [ 1 ] = 0 ; for ( i = 2 ; i * i < MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k < MAX_V ; k += i ) { prime [ k ] = 0 ; } } } for ( i = 2 ; i < MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { ans = sum [ n + 1 ] ; printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s214814466.c	const int MAX_V = 1000000 ; int prime [ MAX_V + 1 ] ; int main ( ) { int i , k ; for ( i = 2 ; i <= MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= MAX_V ; k += i ) { prime [ k ] = 0 ; } } } int sum [ MAX_V + 2 ] ; sum [ 2 ] = 0 ; for ( i = 2 ; i <= MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s367022364.c	const int MAX_V = 1000000 ; int prime [ MAX_V + 1 ] ; int main ( ) { int i , k ; for ( i = 2 ; i <= MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= MAX_V ; k += i ) { prime [ k ] = 0 ; } } } int sum [ MAX_V + 2 ] ; sum [ 2 ] = 0 ; for ( i = 2 ; i <= MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s511018876.c	const int MAX_V = 999999 ; int prime [ MAX_V + 1 ] ; int main ( ) { int i , k ; for ( i = 2 ; i <= MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= MAX_V ; k += i ) { prime [ k ] = 0 ; } } } int sum [ MAX_V + 2 ] ; sum [ 2 ] = 0 ; for ( i = 2 ; i <= MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s064608145.c	const int MAX_V = 999999 ; int prime [ MAX_V + 1 ] ; int main ( ) { int i , k ; for ( i = 2 ; i <= MAX_V ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= MAX_V ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= MAX_V ; k += i ) { prime [ k ] = 0 ; } } } int sum [ MAX_V + 2 ] ; sum [ 2 ] = 0 ; for ( i = 2 ; i <= MAX_V ; i ++ ) { sum [ i + 1 ] = sum [ i ] + prime [ i ] ; } int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sum [ n + 1 ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s578614119.c	int main ( ) { int n , i , j , flag = 0 , cnt , h , k ; while ( scanf ( , & n ) ) { if ( n == 2 ) printf ( ) ; else if ( n == 3 ) printf ( ) ; else { cnt = 2 ; h = n / 2 ; for ( k = 4 ; k <= n ; k ++ ) { for ( j = 2 ; j <= h ; j += 2 ) { if ( k % j == 0 ) { flag = 1 ; break ; } } if ( flag == 0 ) cnt ++ ; else flag = 0 ; } printf ( , cnt - 1 ) ; } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s426871712.c	int prime [ 999999 ] ; int main ( ) { int i , k , n , N = 0 ; for ( i = 2 ; i <= 999999 ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i <= 999999 ; i ++ ) { if ( prime [ i ] ) { for ( k = 2 * i ; k <= 999999 ; k += i ) { prime [ k ] = 0 ; } } } for ( i = 2 ; i <= 999999 ; i ++ ) { if ( prime [ i ] == 1 ) { N ++ ; prime [ i ] = N ; } else if ( prime [ i ] == 0 ) { prime [ i ] = N ; } while ( scanf ( , & n ) != EOF ) { printf ( , prime [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s907982036.c	const int MAX_n = 999999 ; bool isPrime [ MAX_n + 1 ] ; int sum [ MAX_n + 1 ] ; int main ( ) { memset ( isPrime , true , sizeof ( isPrime ) ) ; for ( int i = 2 ; 2 * i <= MAX_n ; ++ i ) if ( isPrime [ i ] ) for ( int j = 2 * i ; j <= MAX_n ; j += i ) isPrime [ j ] = false ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( int i = 0 ; i < MAX_n ; ++ i ) sum [ i + 1 ] = sum [ i ] + isPrime [ i + 1 ] ; int n ; while ( scanf ( , & n ) != EOF ) { int ans = sum [ n ] ; printf ( , ans ) ; } } 
+Project_CodeNet/data/p00009/C/s250739964.c	bool is_prime [ MAX_N + 1 ] ; int sieve ( int n ) { int p = 0 , i ; for ( i = 0 ; i <= n ; i ++ ) is_prime [ i ] = true ; is_prime [ 0 ] = is_prime [ 1 ] = false ; for ( i = 2 ; i <= n ; i ++ ) { if ( is_prime [ i ] ) { p ++ ; for ( int j = 2 * i ; j <= n ; j += i ) is_prime [ j ] = false ; } } return p ; } int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { printf ( , sieve ( n ) ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s357523170.c	int main ( void ) { int num ; int i , j ; int flag ; int count = 0 ; scanf ( , & num ) ; for ( i = 2 ; i <= num ; i ++ ) { flag = 0 ; for ( j = 2 ; j < num ; j ++ ) { if ( i != j && i % j == 0 ) { flag = 1 ; break ; } } if ( flag == 0 ) { count ++ ; } } printf ( , count ) ; return 0 ; 
+Project_CodeNet/data/p00009/C/s092341235.c	using namespace std ; int sieve ( int n ) ; int prime [ 1000000 ] ; bool is_prime [ 1000000 ] ; int main ( ) { int p = 0 ; for ( int i = 0 ; i <= 999999 ; i ++ ) { is_prime [ i ] = true ; } is_prime [ 0 ] = is_prime [ 1 ] = false ; for ( int i = 2 ; i <= 999999 ; i ++ ) { if ( is_prime [ i ] ) { prime [ p ++ ] = i ; for ( int j = 2 * i ; j <= 999999 ; j += i ) { is_prime [ j ] = false ; } } } int n ; while ( scanf_s ( , & n ) != EOF ) { int i = 0 ; while ( prime [ i ] <= n ) { i ++ ; } cout << i << endl ; } } 
+Project_CodeNet/data/p00009/C/s076855346.c	static int count = 1 ; static int prime [ 500000 ] = { 2 , 3 } ; static bool primebool [ 500000 ] = { true , true } ; int primesearch ( int ) ; void primecount ( int , int ) ; void reset ( ) ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { if ( n > 1 ) { primecount ( 0 , n ) ; printf ( , count ) ; reset ( ) ; } else { printf ( ) ; } } return 0 ; } void primecount ( int i , int n ) { if ( ! primebool [ i ] ) { prime [ i ] = primesearch ( prime [ i - 1 ] + 2 ) ; primebool [ i ] = true ; } if ( prime [ i ] <= n ) { count ++ ; primecount ( i + 1 , n ) ; } } int primesearch ( int x ) { int i , sq ; sq = ( int ) sqrt ( x ) ; for ( i = 3 ; i <= sq ; i = i + 2 ) { if ( x % i == 0 ) { return primesearch ( x + 2 ) ; } } return x ; } void reset ( ) { count = 1 ; } 
+Project_CodeNet/data/p00009/C/s237864509.c	static int count = 1 ; static int prime [ 500000 ] = { 2 , 3 } ; static bool primebool [ 500000 ] = { true , true } ; int primesearch ( int ) ; void primecount ( int , int ) ; void reset ( ) ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { if ( n > 1 ) { primecount ( 0 , n ) ; printf ( , count ) ; reset ( ) ; } else { printf ( ) ; } } return 0 ; } void primecount ( int i , int n ) { if ( ! primebool [ i ] ) { prime [ i ] = primesearch ( prime [ i - 1 ] + 2 ) ; primebool [ i ] = true ; } if ( prime [ i ] <= n ) { count ++ ; primecount ( i + 1 , n ) ; } } int primesearch ( int x ) { int i , sq ; sq = ( int ) sqrt ( x ) ; for ( i = 3 ; i <= sq ; i = i + 2 ) { if ( x % i == 0 ) { return primesearch ( x + 2 ) ; } } return x ; } void reset ( ) { count = 1 ; } 
+Project_CodeNet/data/p00009/C/s315732781.c	int main ( void ) { int a [ 10000 ] , b [ 10000 ] = { 0 } , i , k , n , ans = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] ) ; for ( k = 2 ; k < a [ i ] ; k ++ ) { if ( a [ i ] % k == 0 ) break ; else b [ i ] ++ ; } if ( b [ i ] == a [ i ] - 2 ) ans ++ ; } printf ( , ans ) ; } 
+Project_CodeNet/data/p00009/C/s625100809.c	int main ( void ) { int a [ 10000 ] , b [ 10000 ] = { 0 } , i , k , n , ans = 0 ; scanf ( , & n ) ; for ( i = 0 ; i < n ; i ++ ) { scanf ( , & a [ i ] ) ; for ( k = 2 ; k < a [ i ] ; k ++ ) { if ( a [ i ] % k == 0 ) break ; else b [ i ] ++ ; } if ( b [ i ] == a [ i ] - 2 ) ans ++ ; } printf ( , ans ) ; } 
+Project_CodeNet/data/p00009/C/s427500624.c	int main ( ) { int n , count , count1 = 0 , j , i ; scanf ( , & n ) ; for ( j = 2 ; j <= n ; j ++ ) { count = 0 ; for ( i = 2 ; i < j ; i ++ ) { if ( j % i == 0 ) { count ++ ; break ; } } if ( count == 0 ) { count1 ++ ; } } printf ( , count1 ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s546115621.c	int box [ 1000000 ] ; int main ( void ) { double a ; int b , c , d ; int z , zz ; while ( scanf ( , & a ) != EOF ) { for ( b = 0 ; b <= a ; b ++ ) { box [ b ] = 0 ; } for ( b = 2 ; b <= a ; b ++ ) { box [ b ] = b ; } c = 0 ; d = 2 ; while ( sqrt ( a ) > d ) { for ( b = d ; b <= a ; b += d ) { box [ b ] = - 1 ; } c ++ ; for ( b = 2 ; b <= a ; b ++ ) { zz = 0 ; if ( box [ b ] != - 1 ) { for ( z = b ; z >= 1 ; z -- ) { if ( b % z == 0 ) { zz ++ ; } } } if ( zz == 2 ) { d = b ; b = a + 1 ; } } } for ( b = d ; b <= a ; b ++ ) { if ( box [ b ] != - 1 ) { c ++ ; } } printf ( , c ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s920361752.c	int box [ 1000000 ] ; int main ( void ) { int a ; int b , c , d ; int z , zz ; while ( scanf ( , & a ) != EOF ) { for ( b = 0 ; b <= a ; b ++ ) { box [ b ] = 0 ; } for ( b = 2 ; b <= a ; b ++ ) { box [ b ] = b ; } c = 0 ; d = 2 ; while ( sqrt ( a ) > d ) { for ( b = d ; b <= a ; b += d ) { box [ b ] = - 1 ; } c ++ ; for ( b = 2 ; b <= a ; b ++ ) { zz = 0 ; if ( box [ b ] != - 1 ) { for ( z = b ; z >= 1 ; z -- ) { if ( b % z == 0 ) { zz ++ ; } } } if ( zz == 2 ) { d = b ; b = a + 1 ; } } } for ( b = d ; b <= a ; b ++ ) { if ( box [ b ] != - 1 ) { c ++ ; } } printf ( , c ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s421290002.c	int main ( void ) { int i , j , k , a , b , c ; int d = 0 , e = 0 , f = 0 ; scanf ( , & a ) ; scanf ( , & b ) ; scanf ( , & c ) ; for ( i = 1 ; i <= a ; i ++ ) { k = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) k ++ ; } if ( k == 2 ) { ++ d ; } } for ( i = 1 ; i <= b ; i ++ ) { k = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) k ++ ; } if ( k == 2 ) { ++ e ; } } for ( i = 1 ; i <= c ; i ++ ) { k = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) k ++ ; } if ( k == 2 ) { ++ f ; } } printf ( , d ) ; printf ( , e ) ; printf ( , f ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s469658149.c	int main ( void ) { int i , j , k , a ; int d = 0 ; scanf ( , & a ) ; for ( i = 1 ; i <= a ; i ++ ) { k = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) k ++ ; } if ( k == 2 ) { ++ d ; } } printf ( , d ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s065049729.c	int main ( ) { int n , i , j , k ; int count ; int l [ 100000 ] ; while ( scanf ( , & n ) != EOF ) { count = 0 ; l [ count ++ ] = 2 ; l [ count ++ ] = 3 ; for ( i = 5 ; i <= n ; i += 2 ) { k = 0 ; for ( j = 0 ; l [ j ] * l [ j ] <= i ; j ++ ) { if ( i % l [ j ] == 0 ) { k = 1 ; break ; } } if ( k == 0 ) l [ count ++ ] = i ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s328314363.c	int main ( ) { int n , i , j , k ; int count ; int l [ 100000 ] ; while ( scanf ( , & n ) != EOF ) { count = 0 ; l [ count ++ ] = 2 ; l [ count ++ ] = 3 ; for ( i = 5 ; i <= n ; i += 2 ) { k = 0 ; for ( j = 1 ; l [ j ] * l [ j ] <= i ; j ++ ) { if ( i % l [ j ] == 0 ) { k = 1 ; break ; } } if ( k == 0 ) l [ count ++ ] = i ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s986590750.c	int main ( ) { int n , i , j , k ; int count ; int l [ 100000 ] ; while ( scanf ( , & n ) != EOF ) { count = 0 ; l [ count ++ ] = 2 ; if ( n >= 3 ) { l [ count ++ ] = 3 ; for ( i = 5 ; i <= n ; i += 2 ) { k = 0 ; for ( j = 1 ; l [ j ] * l [ j ] <= i ; j ++ ) { if ( i % l [ j ] == 0 ) { k = 1 ; break ; } } if ( k == 0 ) l [ count ++ ] = i ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s568676953.c	int main ( void ) { unsigned long long prm [ 78498 ] = { } ; unsigned long long int n , i , num = 0 ; int cnt = 0 ; for ( n = 2 ; n <= 999999 ; n ++ ) { for ( i = 2 ; i * i <= n ; i ++ ) { if ( n % i == 0 ) { cnt = 1 ; break ; } } if ( cnt == 0 ) { prm [ num ] = n ; num ++ ; } cnt = 0 ; } while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < 78498 ; i ++ ) { if ( n <= prm [ i ] ) { printf ( , i + 1 ) ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s061568972.c	int main ( void ) { unsigned long long prm [ 78498 ] = { } ; unsigned long long int n , i , num = 0 ; int cnt = 0 ; for ( n = 2 ; n <= 999999 ; n ++ ) { for ( i = 2 ; i * i <= n ; i ++ ) { if ( n % i == 0 ) { cnt = 1 ; break ; } } if ( cnt == 0 ) { prm [ num ] = n ; num ++ ; } cnt = 0 ; } while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < 78498 ; i ++ ) { if ( n < prm [ i ] ) { printf ( , i ) ; break ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s703317286.c	int main ( ) { int n , i , j , ans = 0 , tmp = 0 ; scanf ( , & n ) ; ans = 0 ; for ( i = n ; i > 1 ; i -- ) { tmp = 0 ; for ( j = 2 ; j < n ; j ++ ) { if ( i > j && i % j == 0 ) { tmp ++ ; } } if ( tmp == 0 ) { ans ++ ; } } printf ( , ans ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s916864828.c	int main ( ) { int a , b , c , d , e , f = 0 , g , h , i , j , k ; int sosu [ 1000000 ] , kaisu [ 100 ] ; for ( b = 0 ; b < 100 ; b ++ ) kaisu [ b ] = 1 ; sosu [ 2 ] = 1 ; for ( i = 3 ; i < 1000000 ; i += 2 ) { k = 0 ; for ( j = 3 ; j <= sqrt ( i ) ; j += 2 ) { if ( i % j == 0 ) { k = 1 ; break ; } } if ( k == 0 ) sosu [ i ] = 1 ; else sosu [ i ] = 0 ; } while ( scanf ( , & a ) != EOF ) { if ( a == 1 ) kaisu [ f ] -- ; for ( b = 3 ; b <= a ; b ++ ) { if ( sosu [ b ] == 1 ) kaisu [ f ] ++ ; } f ++ ; } for ( b = 0 ; b < f ; b ++ ) printf ( , kaisu [ b ] ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s191909406.c	int main ( ) { int p [ 1000 ] = { 2 } ; int i , j , n ; for ( i = 3 ; i < 1000000 ; i += 2 ) { for ( j = 0 ; p [ j ] != 0 ; j ++ ) { if ( i % p [ j ] == 0 ) { break ; } } if ( p [ j ] == 0 ) p [ j ] = i ; } while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; p [ i ] <= n ; i ++ ) ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s386094453.c	void count_primes ( int f [ ] , int n , int nmax ) ; int main ( void ) { int i , n , nmax = 1 , f [ 999999 ] , count ; while ( ( scanf ( , & n ) ) != EOF ) { count = 0 ; count_primes ( f , n , nmax ) ; for ( i = 2 ; i <= n ; i ++ ) count += f [ i ] ; printf ( , count ) ; if ( n > nmax ) nmax = n ; } return 0 ; } void count_primes ( int f [ ] , int n , int nmax ) { int i , j ; for ( i = nmax + 1 ; i <= n ; i ++ ) f [ i ] = 1 ; for ( i = 2 ; i * i <= n ; i ++ ) if ( f [ i ] ) for ( j = i * 2 ; j <= n ; j += i ) f [ j ] = 0 ; } 
+Project_CodeNet/data/p00009/C/s077252366.c	void count_primes ( int f [ ] , int n ) ; int main ( void ) { int i , n , f [ 999999 ] , count ; while ( ( scanf ( , & n ) ) != EOF ) { count = 0 ; count_primes ( f , n ) ; for ( i = 2 ; i <= n ; i ++ ) count += f [ i ] ; printf ( , count ) ; } return 0 ; } void count_primes ( int f [ ] , int n ) { int i , j ; for ( i = 2 ; i <= n ; i ++ ) f [ i ] = 1 ; for ( i = 2 ; i * i <= n ; i ++ ) if ( f [ i ] ) for ( j = i * 2 ; j <= n ; j += i ) f [ j ] = 0 ; } 
+Project_CodeNet/data/p00009/C/s716983209.c	void count_primes ( int f [ ] , int n ) ; int main ( void ) { int i , n , f [ 999999 ] , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; count_primes ( f , n ) ; for ( i = 2 ; i <= n ; i ++ ) count += f [ i ] ; printf ( , count ) ; } return 0 ; } void count_primes ( int f [ ] , int n ) { int i , j ; for ( i = 2 ; i <= n ; i ++ ) f [ i ] = 1 ; for ( i = 2 ; i * i <= n ; i ++ ) if ( f [ i ] ) for ( j = i * 2 ; j <= n ; j += i ) f [ j ] = 0 ; } 
+Project_CodeNet/data/p00009/C/s207969214.c	int main ( void ) { int n , i , i2 ; int t , k ; while ( scanf ( , & n ) != EOF ) { t = 0 ; if ( n >= 2 ) t ++ ; for ( i = 3 ; i <= n ; i += 2 ) { if ( n % i == 0 ) ; else t ++ ; } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s901695764.c	int main ( ) { int n ; int i , j ; double temp = 0 ; int count ; char list [ MAX ] = { 0 } ; char list2 [ MAX ] ; while ( scanf ( , & n ) != EOF ) { for ( i = 1 ; i <= n ; i ++ ) { list2 [ i ] = 1 ; } count = 0 ; temp = sqrt ( n ) ; for ( i = 2 ; i <= temp ; i ++ ) { j = 1 ; while ( ( i * j ) <= n ) { if ( j == 1 ) list [ i ] = 1 ; list2 [ i * j ] = 0 ; j ++ ; } } for ( i = 2 ; i <= n ; i ++ ) { if ( list2 [ i ] == 1 ) list [ i ] = 1 ; if ( list [ i ] == 1 ) count ++ ; } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s667072386.c	long n [ 1000001 ] ; int main ( void ) { int i , j ; int x ; for ( i = 0 ; i <= 1000000 ; i ++ ) { n [ i ] = 1 ; } n [ 1 ] = 0 ; n [ 0 ] = 0 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { if ( n [ i ] == 1 ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { n [ j ] = 0 ; } } } while ( scanf ( , & x ) != EOF ) { for ( i = 1 ; i <= x ; i ++ ) { n [ i ] += n [ i - 1 ] ; } printf ( , n [ i - 1 ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s491800139.c	long n [ 1000001 ] ; int main ( void ) { int i , j ; int x ; int sum ; for ( i = 0 ; i <= 1000000 ; i ++ ) { n [ i ] = 1 ; } n [ 1 ] = 0 ; n [ 0 ] = 0 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { if ( n [ i ] == 1 ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { n [ j ] = 0 ; } } printf ( , i , n [ i ] ) ; } for ( i = 1 ; i <= 1000000 ; i ++ ) { n [ i ] += n [ i - 1 ] ; } while ( scanf ( , & x ) != EOF ) { printf ( , n [ x ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s434687445.c	int main ( ) { int n , m , i , j , prime , count = 1 ; scanf ( , & n ) ; for ( i = 1 ; i <= n ; i ++ ) { prime = 0 ; m = ceil ( sqrt ( i ) ) ; for ( j = 2 ; j <= m ; j ++ ) { if ( i % j == 0 ) { prime = 0 ; break ; } else prime = 1 ; } if ( prime == 1 ) count ++ ; } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s899488682.c	int main ( ) { long long int n , i , j , flag = 0 , count = 0 ; scanf ( , & n ) ; for ( i = 2 ; i <= n ; i ++ ) { for ( j = 2 , flag = 0 ; j < i ; j ++ ) { if ( i % j == 0 ) { flag = 1 ; } } if ( flag == 0 ) count ++ ; } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s057611266.c	int main ( ) { int n , m , i , j , prime , count = 0 ; scanf ( , & n ) ; if ( n > 2 ) count = 1 ; for ( i = 1 ; i <= n ; i ++ ) { prime = 0 ; m = ceil ( sqrt ( i ) ) ; for ( j = 2 ; j <= m ; j ++ ) { if ( i % j == 0 ) { prime = 0 ; break ; } else prime = 1 ; } if ( prime == 1 ) count ++ ; } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s157278256.c	int z [ 30 ] , count [ 30 ] ; int main ( void ) { int i , n = 0 ; for ( i = 0 ; z [ i ] = 0 ; i ++ ) { scanf ( , & z [ i ] ) ; n ++ ; } printf ( , n ) ; for ( n -= 1 ; n >= 0 ; n -- ) { for ( i = 2 ; i * i <= z [ n ] ; i ++ ) { if ( z [ n ] % i != 0 ) { count [ n ] ++ ; } } printf ( , count [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s486971223.c	int main ( ) { int i , j , k ; int n , sum ; int num [ 1000000 ] ; for ( i = 0 ; i < 30 ; i ++ ) { printf ( ) ; if ( EOF == scanf ( , & n ) ) break ; printf ( ) ; for ( j = 2 ; j < n + 1 ; j ++ ) num [ j ] = 1 ; sum = 0 ; for ( j = 2 ; j <= n ; j ++ ) if ( num [ j ] == 1 ) for ( k = j + j ; k <= n ; k += j ) num [ k ] = 0 ; for ( j = 2 ; j <= n ; j ++ ) sum += num [ j ] ; printf ( , sum ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s843325610.c	int main ( void ) { int n , c , i , j , f , ds ; for ( ds = 0 ; ds < 30 ; ds ++ ) { f = 1 ; c = 0 ; if ( n >= 2 ) { f = 0 ; } for ( i = 2 ; i <= n ; i ++ ) { for ( j = 2 ; j < i ; j ++ ) { if ( i % j == 0 ) { f = 1 ; } } if ( f == 0 ) { c ++ ; } else { f = 0 ; } } printf ( , c ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s029881151.c	int main ( void ) { int n , i , j , num = 0 , f = 0 ; for ( i = 0 ; i < 30 ; i ++ ) { if ( scanf ( , & n ) == EOF ) break ; num = 0 ; if ( n >= 2 ) { for ( i = 2 ; i <= n ; i ++ ) { f = 0 ; for ( j = 2 ; j < i ; j ++ ) { if ( i % j == 0 ) { f = 1 ; } } if ( f == 0 ) { num ++ ; } } } printf ( , num ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s816312201.c	int main ( void ) { char prime [ num ] ; int primeTop = 2 ; int i , j , ans = 0 ; int n ; for ( i = 0 ; i < num ; i ++ ) { prime [ i ] = ; } while ( primeTop < sqrt ( num ) ) { for ( j = 1 ; j <= num ; j ++ ) { if ( primeTop * j < num ) prime [ primeTop * j ] = ; } prime [ primeTop ] = ; for ( j = 2 ; j < num ; j ++ ) { if ( prime [ j ] == ) { primeTop = j ; break ; } } } for ( i = 0 ; i < num ; i ++ ) { if ( prime [ i ] == ) prime [ i ] = ; } for ( i = 0 ; i < 30 ; i ++ ) { scanf ( , & n ) ; ans = 0 ; for ( j = 2 ; j <= n ; j ++ ) { if ( prime [ j ] == ) { ans ++ ; } } printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s549543534.c	int main ( ) { int i , j , r , n , furui [ 1000000 ] , count = 0 ; double k ; while ( scanf ( , & n ) != EOF ) { k = sqrt ( n ) ; for ( i = 0 ; i <= n ; i ++ ) furui [ i ] = 0 ; for ( i = 0 ; i <= n ; i ++ ) furui [ i ] = i ; i = 0 ; while ( i < k ) { for ( i = 2 ; i < k ; i ++ ) { if ( furui [ i ] != 0 ) { r = furui [ i ] ; printf ( , furui [ i ] ) ; count ++ ; break ; } } for ( j = r ; j <= n ; j += r ) furui [ j ] = 0 ; } for ( i = 2 ; i <= n ; i ++ ) if ( furui [ i ] != 0 ) count ++ ; printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s716914839.c	int main ( ) { int i , j , r , n , furui [ 1000000 ] , count = 0 ; double k ; while ( scanf ( , & n ) != EOF ) { k = sqrt ( n ) ; for ( i = 0 ; i <= n ; i ++ ) furui [ i ] = 0 ; for ( i = 0 ; i <= n ; i ++ ) furui [ i ] = i ; i = 0 ; while ( i < k ) { for ( i = 2 ; i < k ; i ++ ) { if ( furui [ i ] != 0 ) { r = furui [ i ] ; printf ( , furui [ i ] ) ; count ++ ; break ; } } for ( j = r ; j <= n ; j += r ) furui [ j ] = 0 ; } for ( i = 2 ; i <= n ; i ++ ) if ( furui [ i ] != 0 ) count ++ ; printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s757515691.c	int isPrimeNum ( int x ) { int n ; if ( x == 2 ) return 1 ; if ( x < 2 || x % 2 == 0 ) return 0 ; for ( n = 3 ; n <= sqrt ( ( double ) x ) ; n += 2 ) if ( x % n == 0 ) return 0 ; return 1 ; } int main ( void ) { int n ; int sum = 0 ; int i ; scanf ( , & n ) ; for ( i = 2 ; i < n ; i ++ ) { sum += isPrimeNum ( i ) ; } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s149284674.c	int isPrimeNum ( int x ) { int n ; if ( x == 2 ) return 1 ; if ( x < 2 || x % 2 == 0 ) return 0 ; for ( n = 3 ; n <= sqrt ( ( double ) x ) ; n += 2 ) if ( x % n == 0 ) return 0 ; return 1 ; } int main ( void ) { int n ; int sum = 0 ; int i ; scanf ( , & n ) ; for ( i = 2 ; i <= n ; i ++ ) { sum += isPrimeNum ( i ) ; } printf ( , sum ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s052837533.c	int main ( void ) { int n , i , j , cnt ; int a [ M ] = { 0 } ; for ( i = 2 ; i < M ; i = i + 2 ) a [ i ] = 1 ; for ( i = 2 ; i * i < M ; i ++ ) { if ( a [ i ] ) { for ( j = 2 * i ; j < M ; j += i ) a [ j ] = 0 ; } } while ( scanf ( , & n ) != EOF ) { cnt = 0 ; while ( n ) { cnt += a [ n -- ] ; } printf ( , cnt ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s359789903.c	int main ( ) { int mem [ 500000 ] = { 2 , 3 , 5 , 7 , 11 } ; int i , m = 5 , x ; for ( i = 12 ; i < 100000 ; i ++ ) { if ( i % 2 != 0 && i % 3 != 0 && i % 5 != 0 && i % 7 != 0 && i % 11 != 0 ) mem [ m ++ ] = i ; } while ( 1 ) { if ( feof ( stdin ) != 0 ) break ; scanf ( , & x ) ; for ( i = 0 ; mem [ i ] <= x ; i ++ ) ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s190849523.c	int main ( ) { int mem [ 500000 ] = { 2 , 3 , 5 , 7 , 11 } ; int i , m = 5 , x ; for ( i = 12 ; i < 100000 ; i ++ ) { if ( i % 2 != 0 && i % 3 != 0 && i % 5 != 0 && i % 7 != 0 && i % 11 != 0 ) mem [ m ++ ] = i ; } while ( scanf ( , & x ) != EOF ) { for ( i = 0 ; mem [ i ] <= x ; i ++ ) ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s668217498.c	int main ( ) { int mem [ 500000 ] = { 2 , 3 , 5 , 7 , 11 } ; int i , m = 5 , x ; for ( i = 12 ; i < 1000000 ; i ++ ) { if ( i % 2 != 0 && i % 3 != 0 && i % 5 != 0 && i % 7 != 0 && i % 11 != 0 ) mem [ m ++ ] = i ; } while ( scanf ( , & x ) != EOF ) { for ( i = 0 ; mem [ i ] <= x ; i ++ ) ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s069746394.c	int main ( ) { int testcase , i ; scanf ( , & testcase ) ; for ( i = 0 ; i < testcase ; i ++ ) { int num , j = 2 , count = 0 ; scanf ( , & num ) ; if ( num > 12000000 ) continue ; int * check = ( int * ) malloc ( sizeof ( int ) * num ) ; int k ; for ( k = 0 ; k < num ; k ++ ) { check [ num ] = 0 ; } for ( j = j ; j < num ; j ++ ) { if ( check [ j ] == 1 ) continue ; count ++ ; int l ; for ( l = 2 ; l * j < num ; l ++ ) { check [ j * l ] = 1 ; } } printf ( , count ) ; free ( check ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s157060801.c	int t [ 1000000 ] ; int main ( void ) { int n , i , j , count = 0 ; scanf ( , & n ) ; for ( i = 2 ; i <= n * n ; i ++ ) { if ( t [ i ] == 0 ) { for ( j = 2 * i ; j <= n ; j ++ ) { if ( j % i == 0 ) { t [ j ] = 1 ; } } } } t [ 0 ] = t [ 1 ] = 1 ; for ( i = 0 ; i <= n ; i ++ ) { if ( t [ i ] == 0 ) { count ++ ; } } printf ( , count ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s502803295.c	int main ( void ) { int n , i , j , count ; int t [ 1000000 ] ; for ( i = 0 ; i < n ; i ++ ) { t [ i ] = 1 ; } while ( scanf ( , & n ) != EOF ) { count = 0 ; for ( i = 2 ; i * i <= n ; i ++ ) { if ( t [ i ] == 1 ) { for ( j = 2 * i ; j <= n ; j ++ ) { if ( j % i == 0 ) { t [ j ] = 0 ; } } } } for ( i = 2 ; i <= n ; i ++ ) { if ( t [ i ] == 1 ) { count ++ ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s002294766.c	int primes [ N ] ; void gen ( void ) { int i , j ; for ( i = 0 ; i < N ; i ++ ) { primes [ i ] = 1 ; } for ( i = 2 ; i < 316 ; i ++ ) { if ( primes [ i ] ) { for ( j = 0 ; i * ( j + 2 ) < N ; j ++ ) { primes [ i * ( j + 2 ) ] = 0 ; } } } } int main ( int ac , char * * av ) { char buf [ 256 ] ; int n , i , s ; gen ( ) ; while ( fgets ( buf , 256 , stdin ) != NULL ) { sscanf ( buf , , & n ) ; for ( i = 2 , s = 0 ; i <= n ; i ++ ) { s += primes [ i ] ; } printf ( , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s915704989.c	int primes [ N ] ; void gen ( void ) { int i , j ; for ( i = 0 ; i < N ; i ++ ) { primes [ i ] = 1 ; } for ( i = 2 ; i < 316 ; i ++ ) { if ( primes [ i ] ) { for ( j = 0 ; i * ( j + 2 ) < N ; j ++ ) { primes [ i * ( j + 2 ) ] = 0 ; } } } } int main ( int ac , char * * av ) { char buf [ 256 ] ; int n , i , s ; gen ( ) ; while ( fgets ( buf , 256 , stdin ) != NULL ) { sscanf ( buf , , & n ) ; for ( i = 2 , s = 0 ; i <= n ; i ++ ) { s += primes [ i ] ; } printf ( , s ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s074990024.c	int primes [ N ] ; void gen ( void ) { int i , j ; for ( i = 0 ; i < N ; i ++ ) { primes [ i ] = 1 ; } for ( i = 2 ; i < 317 ; i ++ ) { if ( primes [ i ] ) { for ( j = 0 ; i * ( j + 2 ) < N ; j ++ ) { primes [ i * ( j + 2 ) ] = 0 ; } } } } int main ( int ac , char * * av ) { char buf [ 256 ] ; int n , i , s ; gen ( ) ; while ( fgets ( buf , 256 , stdin ) != NULL ) { sscanf ( buf , , & n ) ; for ( i = 2 , s = 0 ; i <= n ; s += primes [ i ++ ] ) ; printf ( , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s097473894.c	int isprime [ N ] ; void gen ( void ) { int i , j ; for ( i = 0 ; i < N ; i ++ ) { isprime [ i ] = 1 ; } for ( i = 2 ; i < 316.22 ; i ++ ) { if ( isprime [ i ] ) { for ( j = 0 ; i * ( j + 2 ) < N ; j ++ ) { isprime [ i * ( j + 2 ) ] = 0 ; } } } } int main ( int ac , char * * av ) { char buf [ 256 ] ; int n , i , s ; gen ( ) ; while ( fgets ( buf , 256 , stdin ) != NULL ) { sscanf ( buf , , & n ) ; for ( i = 2 , s = 0 ; i <= n ; i ++ ) { s += isprime [ i ] ; } printf ( , s ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s485295822.c	int main ( void ) { int i , j , yakusuu ; for ( i = 1 ; i <= 10000 ; i ++ ) { yakusuu = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) yakusuu ++ ; } if ( yakusuu == 2 ) printf ( , i ) ; } printf ( ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s710564160.c	int main ( void ) { int h , i , j , k , yakusuu ; k = 0 ; scanf ( , & h ) ; for ( i = 1 ; i <= h ; i ++ ) { yakusuu = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) yakusuu ++ ; } if ( yakusuu == 2 ) k ++ ; } printf ( , k ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s833980312.c	int main ( void ) { int h , i , j , k , yakusuu ; k = 0 ; scanf ( , & h ) ; for ( i = 1 ; i <= h ; i ++ ) { yakusuu = 0 ; for ( j = 1 ; j <= i ; j ++ ) { if ( i % j == 0 ) yakusuu ++ ; } if ( yakusuu == 2 ) k ++ ; } printf ( , k ) ; return 0 ; } 
+Project_CodeNet/data/p00009/C/s055666803.c	static int count = 0 ; static int prime [ 500000 ] = { 2 , 3 } ; static bool primebool [ 500000 ] = { true , true } ; int primesearch ( int ) ; void primecount ( int , int ) ; void reset ( ) ; int main ( ) { int n ; while ( scanf ( , & n ) != EOF ) { if ( n > 1 ) { primecount ( 0 , n ) ; printf ( , count ) ; reset ( ) ; } else { printf ( ) ; } } return 0 ; } void primecount ( int i , int n ) { if ( ! primebool [ i ] ) { prime [ i ] = primesearch ( prime [ i - 1 ] + 2 ) ; primebool [ i ] = true ; } if ( prime [ i ] <= n ) { count ++ ; primecount ( i + 1 , n ) ; } } int primesearch ( int x ) { int i , sq ; sq = ( int ) sqrt ( x ) ; for ( i = 3 ; i <= sq ; i = i + 2 ) { if ( x % i == 0 ) { return primesearch ( x + 2 ) ; } } return x ; } void reset ( ) { count = 0 ; } 
+Project_CodeNet/data/p00009/C/s291709227.c	int main ( ) { int a [ 1000000 ] = { 0 } ; int i , j , m , ans ; while ( scanf ( , & m ) != EOF ) { for ( i = 0 ; i <= m ; i ++ ) a [ i ] = 0 ; ans = 0 ; for ( i = 2 ; i <= m ; i ++ ) { if ( a [ i ] == 0 ) { ans ++ ; for ( j = 1 ; i * j <= m ; j ++ ) { a [ i * j ] = 1 ; } } } printf ( , ans ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s285925095.c	int main ( void ) { int n , num = 0 , i , j ; int p [ 1000001 ] ; for ( i = 2 ; i <= 1000000 ; i ++ ) { p [ i ] = 0 ; for ( j = 2 ; j * j <= i ; j ++ ) { if ( ! ( i % j ) ) break ; } if ( j * j > i ) num ++ ; p [ i ] = num ; } while ( scanf ( , & n ) != EOF ) { printf ( , p [ n ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s348592117.c	int main ( void ) { int n ; int * number ; int i , j ; int count ; int total ; while ( scanf ( , & n ) != EOF ) { count = 0 ; number = ( int * ) malloc ( sizeof ( int ) * ( n + 1 ) ) ; for ( i = 0 ; i < ( n + 1 ) ; i ++ ) { number [ i ] = i ; } for ( i = 2 ; i < ( n + 1 ) ; i ++ ) { if ( number [ i ] != 0 ) { for ( j = 2 * i ; j < ( n + 1 ) ; j += i ) { if ( number [ j ] != 0 ) { number [ j ] = 0 ; count ++ ; } } } } total = n - ( count + 1 ) ; printf ( , total ) ; free ( number ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s612750085.c	int a [ 1000001 ] ; int Func ( int n ) { if ( n == 0 ) return 0 ; else return a [ n ] + Func ( n - 1 ) ; } int main ( ) { a [ 0 ] = 0 ; a [ 1 ] = 0 ; a [ 2 ] = 1 ; for ( int i = 3 ; i <= 1000000 ; i ++ ) { if ( i % 2 == 0 ) a [ i ] = 0 ; else { int h = 1 ; for ( int j = 3 ; j * j <= i && h == 1 ; j += 2 ) { if ( i % j == 0 ) h = 0 ; } a [ i ] = h ; } } int n ; while ( ~ scanf ( , & n ) ) { printf ( , Func ( n ) ) ; } } 
+Project_CodeNet/data/p00009/C/s636617374.c	int prime [ MAX + 5 ] = { 0 } ; int ans [ MAX + 5 ] = { 0 } ; int s [ MAX + 5 ] = { 0 } ; int init ( ) { ans [ 0 ] = ans [ 1 ] = 1 ; for ( int i = 2 ; i <= MAX ; i ++ ) { if ( ! ans [ i ] ) { prime [ ++ prime [ 0 ] ] = i ; s [ i ] = s [ i - 1 ] + 1 ; } else { s [ i ] = s [ i - 1 ] ; } for ( int j = 1 ; j <= MAX ; j ++ ) { if ( i * prime [ j ] > MAX ) break ; ans [ i * prime [ j ] ] = 1 ; if ( i % prime [ j ] == 0 ) { break ; } } } return 0 ; } int main ( ) { int n ; init ( ) ; while ( ~ scanf ( , & n ) ) { printf ( , s [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s613594379.c	int box [ 1000000 ] ; int main ( void ) { double a ; int b , c , d ; int z , zz ; while ( scanf ( , & a ) != EOF ) { for ( b = 0 ; b <= a ; b ++ ) { box [ b ] = 0 ; } for ( b = 1 ; b <= a ; b ++ ) { box [ b ] = b ; } c = 0 ; d = 2 ; while ( sqrt ( a ) >= d ) { for ( b = d ; b <= a ; b += d ) { box [ b ] = - 1 ; } c ++ ; for ( b = 2 ; b <= a ; b ++ ) { zz = 0 ; if ( box [ b ] != - 1 ) { for ( z = b ; z >= 1 ; z -- ) { if ( b % z == 0 ) { zz ++ ; } } } if ( zz == 2 ) { d = b ; b = a + 1 ; } } } for ( b = d ; b <= a ; b ++ ) { if ( box [ b ] != - 1 ) { c ++ ; } } printf ( , c ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s149316752.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; isPrime [ 2 ] = true ; for ( i = 4 ; i < MAX ; i += 2 ) { isPrime [ i ] = false ; } int prime_list [ MAX ] ; prime_list [ 0 ] = 2 ; int prime_cnt = 1 ; for ( i = 3 ; i < MAX ; i += 2 ) { isPrime [ i ] = true ; for ( j = 0 ; j < prime_cnt && prime_list [ j ] <= sqrt ( i ) ; j ++ ) { if ( i % prime_list [ j ] == 0 ) { isPrime [ i ] = false ; break ; } } if ( isPrime [ i ] == true ) { prime_list [ prime_cnt ] = i ; prime_cnt ++ ; } } int n ; while ( scanf ( , & n ) != EOF ) { int cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s017827993.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } for ( i = 2 ; i < MAX ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j < MAX ; j += i ) { isPrime [ j ] = false ; } } } int n ; int cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s532937307.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } for ( i = 2 ; i < MAX ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j < MAX ; j += i ) { isPrime [ j ] = false ; } } } int n ; int cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s031523836.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } int n , n_max = 2 ; int cnt ; while ( scanf ( , & n ) != EOF ) { if ( n > n_max ) { for ( i = n_max ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= n ; j += i ) { isPrime [ j ] = false ; } } } } cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s150312499.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } int n , n_max = 2 ; int cnt ; while ( scanf ( , & n ) != EOF ) { if ( n > n_max ) { for ( i = n_max ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= MAX ; j += i ) { isPrime [ j ] = false ; } } } n_max = n ; } cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s423305606.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } int n , n_max = 1 ; int cnt ; while ( scanf ( , & n ) != EOF ) { if ( n > n_max ) { for ( i = n_max + 1 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= MAX ; j += i ) { isPrime [ j ] = false ; } } } n_max = n ; } cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s634147507.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } for ( i = 2 ; i <= MAX ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= MAX ; j += i ) { isPrime [ j ] = false ; } } } int n ; int cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s041100487.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } int n , n_max = 1 ; int cnt ; while ( scanf ( , & n ) != EOF ) { if ( n > n_max ) { for ( i = n_max + 1 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= MAX ; j += i ) { isPrime [ j ] = false ; } } } n_max = n ; } cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s417049430.c	int main ( void ) { int i , j ; bool isPrime [ MAX ] ; isPrime [ 0 ] = isPrime [ 1 ] = false ; for ( i = 2 ; i < MAX ; i ++ ) { isPrime [ i ] = true ; } int n , n_max = 1 ; int cnt ; while ( scanf ( , & n ) != EOF ) { if ( n > n_max ) { for ( i = n_max + 1 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { for ( j = i + i ; j <= MAX ; j += i ) { isPrime [ j ] = false ; } } } n_max = n ; } cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( isPrime [ i ] == true ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s938997891.c	char sieve [ 1000000 ] ; int main ( void ) { int n , i , j , d , s ; memset ( sieve , 0 , sizeof ( sieve ) ) ; sieve [ 0 ] = sieve [ 1 ] = 1 ; sieve [ 2 ] = 0 ; for ( i = 3 ; i < 1000 ; i += 2 ) { if ( sieve [ i ] == 0 ) { for ( d = i * 2 , j = i + d ; j < 1000000 ; j += d ) { sieve [ j ] = 1 ; } } } while ( scanf ( , & n ) != EOF ) { if ( n < 2 ) { puts ( ) ; } else if ( n == 2 ) { puts ( ) ; } else { for ( i = 3 , s = 1 ; i <= n ; i += 2 ) { s += sieve [ i ] == 0 ; } printf ( , s ) ; } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s169644316.c	int main ( ) { int n , i , j , k ; int count ; int l [ 100000 ] ; while ( scanf ( , & n ) != EOF ) { count = 0 ; if ( n >= 2 ) l [ count ++ ] = 2 ; if ( n >= 3 ) { l [ count ++ ] = 3 ; for ( i = 5 ; i <= n ; i += 2 ) { k = 0 ; for ( j = 1 ; l [ j ] * l [ j ] <= i ; j ++ ) { if ( i % l [ j ] == 0 ) { k = 1 ; break ; } } if ( k == 0 ) l [ count ++ ] = i ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s852039742.c	int main ( void ) { unsigned long long prm [ 78499 ] = { } ; unsigned long long int n , i , num = 0 , cnt = 0 ; for ( n = 2 ; n <= 1000003 ; n ++ ) { for ( i = 2 ; i * i <= n ; i ++ ) { if ( n % i == 0 ) { cnt = 1 ; break ; } } if ( cnt == 0 ) { prm [ num ] = n ; num ++ ; } cnt = 0 ; } while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < 78499 ; i ++ ) { if ( n >= prm [ i ] ) { cnt ++ ; } else { printf ( , cnt ) ; cnt = 0 ; break ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s933919602.c	int main ( void ) { unsigned long long prm [ 78499 ] = { } ; unsigned long long int n , i , num = 0 , cnt = 0 ; for ( n = 2 ; n <= 1000003 ; n ++ ) { for ( i = 2 ; i * i <= n ; i ++ ) { if ( n % i == 0 ) { cnt = 1 ; break ; } } if ( cnt == 0 ) { prm [ num ] = n ; num ++ ; } cnt = 0 ; } while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; i < 78499 ; i ++ ) { if ( n < prm [ i ] ) { printf ( , i ) ; break ; } } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s435870223.c	int main ( ) { int i , j , n , prime [ 1000000 ] = { 0 } , count = 1 ; for ( i = 2 ; i < 1000000 ; i ++ ) { if ( prime [ i ] == 0 ) { for ( j = i + i ; j < 1000000 ; j += i ) { prime [ j ] = 1 ; } } } while ( scanf ( , & n ) != EOF ) { if ( n <= 1 ) { printf ( ) ; } else if ( n == 2 ) { printf ( ) ; } else { for ( i = 3 ; i <= n ; i += 2 ) { if ( prime [ i ] == 0 ) { count ++ ; } } printf ( , count ) ; count = 1 ; } } return 0 ; } 
+Project_CodeNet/data/p00009/C/s748581931.c	int main ( ) { int n , i , j , ans = 0 , tmp [ 1000000 ] = { 0 } ; while ( 1 ) { if ( scanf ( , & n ) == EOF ) break ; double a = sqrt ( n ) ; for ( i = 2 ; i <= a ; i ++ ) { for ( j = i * 2 ; j <= n ; j += i ) { tmp [ j ] = 1 ; } } ans = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( tmp [ i ] == 0 ) { ans ++ ; } } printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s213625594.c	int IsPrime ( int n ) { int i ; if ( n < 2 ) return 0 ; else if ( n == 2 ) return 1 ; if ( n % 2 == 0 ) return 0 ; for ( i = 3 ; i <= n / i ; i += 2 ) if ( n % i == 0 ) return 0 ; return 1 ; } int main ( ) { int a , b , c , d = 0 , e , f = 0 , g ; int sosu [ 1000000 ] = { } ; int kaisu [ 100 ] ; for ( b = 2 ; b < 1000000 ; b ++ ) { if ( IsPrime ( b ) == 1 ) d ++ ; sosu [ b ] = d ; } while ( scanf ( , & a ) != EOF ) { kaisu [ f ] = sosu [ a ] ; f ++ ; } for ( e = 0 ; e < f ; e ++ ) printf ( , kaisu [ e ] ) ; } 
+Project_CodeNet/data/p00009/C/s784479281.c	int main ( ) { int p [ 100000 ] = { 2 } ; int i , j , n , c = 1 , s = 0 ; for ( i = 3 ; i < 1000000 ; i += 2 ) { s = 0 ; for ( j = 0 ; p [ j ] * p [ j ] <= i ; j ++ ) { if ( i % p [ j ] == 0 ) { s = 1 ; break ; } } if ( s == 0 ) { p [ c ] = i ; c ++ ; } } p [ c ] = 1000000 ; while ( scanf ( , & n ) != EOF ) { for ( i = 0 ; p [ i ] <= n ; i ++ ) ; printf ( , i ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s475591569.c	main ( ) { int i , j , n , del ; while ( scanf ( , & n ) != EOF ) { int flag [ n + 1 ] , cnt = 0 ; for ( i = 0 ; i <= n ; i ++ ) { flag [ i ] = 1 ; } flag [ 0 ] = 0 ; flag [ 1 ] = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( flag [ i ] == 1 ) { cnt += 1 ; for ( j = 1 ; i * j <= n ; j ++ ) { flag [ i * j ] = 0 ; } } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s556725457.c	void count_primes ( int f [ ] , int n ) ; int main ( void ) { int i , n , f [ 1000000 ] , count ; while ( scanf ( , & n ) != EOF ) { count = 0 ; count_primes ( f , n ) ; for ( i = 2 ; i <= n ; i ++ ) count += f [ i ] ; printf ( , count ) ; } return 0 ; } void count_primes ( int f [ ] , int n ) { int i , j ; for ( i = 2 ; i <= n ; i ++ ) f [ i ] = 1 ; for ( i = 2 ; i * i <= n ; i ++ ) if ( f [ i ] ) for ( j = i * 2 ; j <= n ; j += i ) f [ j ] = 0 ; } 
+Project_CodeNet/data/p00009/C/s924407566.c	int main ( void ) { long prm [ 78498 ] = { 2 , 3 } , n , m , cnt = 2 ; int judge ; for ( n = 5 ; n <= 999999 ; n += 2 ) { judge = 1 ; for ( m = 0 ; prm [ m ] * prm [ m ] <= n ; m ++ ) { if ( n % prm [ m ] == 0 ) { judge = 0 ; break ; } } if ( judge ) { prm [ cnt ++ ] = n ; } } while ( scanf ( , & n ) != EOF ) { for ( cnt = 0 ; prm [ cnt ] <= n ; cnt ++ ) { } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s562267449.c	int main ( ) { int sieve [ 1000000 ] = { } ; int i , j , n , t ; sieve [ 0 ] = sieve [ 1 ] = 1 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { sieve [ j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { t = 0 ; for ( i = 1 ; i <= n ; i ++ ) { if ( sieve [ i ] == 0 ) t ++ ; } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s269264590.c	char sieve [ 1000001 ] ; int main ( ) { int i , j , n , t ; sieve [ 0 ] = sieve [ 1 ] = 1 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { sieve [ j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { t = 0 ; for ( i = 1 ; i <= n ; i ++ ) { if ( sieve [ i ] == 0 ) t ++ ; } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s222863615.c	char sieve [ 1000001 ] ; int main ( ) { int i , j , n , t ; sieve [ 0 ] = sieve [ 1 ] = 1 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { for ( j = i * i ; j <= 1000000 ; j += i ) { sieve [ j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { t = 0 ; for ( i = 1 ; i <= n ; i ++ ) { if ( sieve [ i ] == 0 ) t ++ ; } printf ( , t ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s658353882.c	int main ( void ) { long prm [ 78498 ] = { 2 , 3 } , n , m , cnt = 2 ; int judge ; for ( n = 5 ; n <= 999999 ; n += 2 ) { for ( judge = 1 , m = 0 ; prm [ m ] * prm [ m ] <= n ; m ++ ) { if ( ! ( n % prm [ m ] ) ) { judge = 0 ; break ; } } if ( judge ) { prm [ cnt ++ ] = n ; } } while ( scanf ( , & n ) != EOF ) { for ( cnt = 0 ; prm [ cnt ] <= n ; cnt ++ ) { } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s279938930.c	int flg [ 1000000 ] ; int main ( void ) { int n ; int i , j ; int cnt ; while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { flg [ i ] = 0 ; } for ( i = 2 ; i * i <= n ; i ++ ) { if ( flg [ i ] == 0 ) { for ( j = 2 ; i * j <= n ; j ++ ) { flg [ i * j ] = 1 ; } } } for ( i = 2 ; i <= n ; i ++ ) { if ( flg [ i ] == 0 ) { cnt ++ ; } } printf ( , cnt ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s839759041.c	int poyo [ 1000000 ] ; int main ( void ) { int i , j ; int n , ans ; poyo [ 0 ] = 0 ; poyo [ 1 ] = 0 ; for ( i = 2 ; i <= 1000000 ; i ++ ) { poyo [ i ] = 1 ; } for ( i = 2 ; i * i <= 1000000 ; i ++ ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { poyo [ j ] = 0 ; } } while ( scanf ( , & n ) != EOF ) { ans = 0 ; for ( i = 0 ; i <= n ; i ++ ) { if ( poyo [ i ] == 1 ) ans ++ ; } printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s067272574.c	int main ( ) { int n ; int i , j ; double temp = 0 ; int count ; char list [ MAX ] = { 0 } ; char list2 [ MAX ] ; while ( scanf ( , & n ) != EOF ) { for ( i = 1 ; i <= n ; i ++ ) { list2 [ i ] = 1 ; } count = 0 ; temp = sqrt ( n ) ; for ( i = 2 ; i <= temp ; i ++ ) { if ( list2 [ i ] == 0 ) continue ; j = 1 ; while ( ( i * j ) <= n ) { if ( j == 1 ) list [ i ] = 1 ; list2 [ i * j ] = 0 ; j ++ ; } } for ( i = 2 ; i <= n ; i ++ ) { if ( list2 [ i ] == 1 ) list [ i ] = 1 ; if ( list [ i ] == 1 ) { count ++ ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s734986120.c	int prime [ MAX_SIZE ] ; int main ( void ) { int n , i , j ; for ( i = 0 ; i < MAX_SIZE ; i ++ ) { prime [ i ] = 1 ; } prime [ 0 ] = prime [ 1 ] = 0 ; for ( i = 2 ; i * i < MAX_SIZE ; i ++ ) { if ( prime [ i ] == 1 ) { for ( j = i * i ; j < MAX_SIZE ; j += i ) { prime [ j ] = 0 ; } } } for ( i = 1 ; i < MAX_SIZE - 1 ; i ++ ) { prime [ i + 1 ] += prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , prime [ n ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s853959763.c	int main ( void ) { int n ; int i ; int j ; int k ; static int prime [ 1000000 ] ; for ( i = 1 ; i <= 999999 ; i ++ ) { if ( i == 2 ) { prime [ i ] = 1 ; } else if ( i != 1 ) { k = 0 ; for ( j = 2 ; j * j <= i ; j ++ ) { if ( i % j == 0 ) { k = 1 ; break ; } } if ( k == 0 ) { prime [ i ] = 1 ; } } } for ( i = 1 ; i < 999999 ; i ++ ) { prime [ i + 1 ] += prime [ i ] ; } while ( scanf ( , & n ) != EOF ) { printf ( , prime [ n ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s551668517.c	int main ( void ) { int i , j , prime [ Max ] = { 0 } , Ans = 0 , n ; prime [ 0 ] = 1 ; prime [ 1 ] = 1 ; for ( i = 2 ; i <= sqrt ( Max ) ; i ++ ) { for ( j = 2 ; i * j < Max ; j ++ ) { prime [ i * j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { for ( i = 1 ; i <= n ; i ++ ) { if ( prime [ i ] == 0 ) { Ans ++ ; } } printf ( , Ans ) ; Ans = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s693224029.c	long n [ 1000001 ] ; int main ( void ) { int i , j ; int x ; int sum ; for ( i = 0 ; i <= 1000000 ; i ++ ) { n [ i ] = 1 ; } n [ 1 ] = 0 ; n [ 0 ] = 0 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { if ( n [ i ] == 1 ) { for ( j = i * 2 ; j <= 1000000 ; j += i ) { n [ j ] = 0 ; } } } for ( i = 1 ; i <= 1000000 ; i ++ ) { n [ i ] += n [ i - 1 ] ; } while ( scanf ( , & x ) != EOF ) { printf ( , n [ x ] ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s571669924.c	unsigned int prime [ 999999 ] ; int main ( void ) { unsigned int i , j ; int n ; int count ; unsigned int sq_n ; while ( scanf ( , & n ) != EOF ) { count = 0 ; sq_n = ( int ) sqrt ( ( double ) n ) ; for ( i = 0 ; i < n ; i ++ ) { prime [ i ] = 1 ; } prime [ 0 ] = 0 ; for ( i = 1 ; i < sq_n ; i ++ ) { if ( prime [ i ] == 1 ) { for ( j = ( i + 1 ) ; ( i + 1 ) * j <= n ; j ++ ) { prime [ ( i + 1 ) * j - 1 ] = 0 ; } } } for ( i = 0 ; i < n ; i ++ ) { if ( prime [ i ] == 1 ) { count ++ ; } } printf ( , count ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s799489140.c	int list [ 78498 ] ; void list_prime ( int ) ; int count_prim ( int ) ; int main ( ) { int count , num ; list_prime ( 999999 ) ; while ( scanf ( , & num ) != EOF ) { count = count_prim ( num ) ; printf ( , count ) ; } return 0 ; } void list_prime ( int num ) { int count = 0 , i , j ; int flag ; list [ count ++ ] = 2 ; for ( i = 3 ; i <= num ; i += 2 ) { flag = 1 ; if ( ( i % 2 ) == 0 ) { printf ( , i ) ; flag = 0 ; } for ( j = 3 ; j <= sqrt ( i ) ; j += 2 ) { if ( ( i % j ) == 0 ) { flag = 0 ; } } if ( flag ) { list [ count ++ ] = i ; } } } int count_prim ( int num ) { int i , count = 0 ; for ( i = 0 ; i < 78498 ; i ++ ) { if ( list [ i ] > num ) { break ; } count ++ ; } return count ; } 
+Project_CodeNet/data/p00009/C/s533256484.c	char a [ 1000001 ] ; int main ( void ) { int n ; int i , j ; int cnt ; a [ 0 ] = a [ 1 ] = 1 ; for ( i = 2 ; i * i <= 1000000 ; i ++ ) { for ( j = i * i ; j <= 1000000 ; j += i ) { a [ j ] = 1 ; } } while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 2 ; i <= n ; i ++ ) { if ( a [ i ] == 0 ) { cnt ++ ; } } printf ( , cnt ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s441758757.c	int main ( void ) { int a , i , sum = 0 , b [ N ] , j ; for ( i = 0 ; i < N ; i ++ ) b [ i ] = 0 ; b [ 1 ] = 1 ; b [ 0 ] = 1 ; for ( i = 2 ; i < N ; i ++ ) if ( b [ i ] == 0 ) for ( j = i + i ; j < N ; j += i ) b [ j ] = 1 ; while ( 1 ) { sum = 0 ; if ( scanf ( , & a ) == EOF ) { break ; } for ( i = 0 ; i <= a ; i ++ ) if ( b [ i ] == 0 ) sum ++ ; printf ( , sum ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s392238423.c	int main ( ) { int i , j , k ; int n , sum ; int num [ 1000000 ] ; for ( i = 0 ; i < 30 ; i ++ ) { if ( EOF == scanf ( , & n ) ) break ; for ( j = 2 ; j < n + 1 ; j ++ ) num [ j ] = 1 ; sum = 0 ; for ( j = 2 ; j <= n ; j ++ ) if ( num [ j ] == 1 ) for ( k = j + j ; k <= n ; k += j ) num [ k ] = 0 ; for ( j = 2 ; j <= n ; j ++ ) sum += num [ j ] ; printf ( , sum ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s244266607.c	int prime [ 1000000 ] ; int main ( void ) { int i , j ; int n ; int cnt ; prime [ 0 ] = 0 ; prime [ 1 ] = 0 ; for ( i = 2 ; i < 1000000 ; i ++ ) { prime [ i ] = 1 ; } for ( i = 2 ; i * i < 1000000 ; i ++ ) { for ( j = i * i ; j < 1000000 ; j += i ) { prime [ j ] = 0 ; } } while ( scanf ( , & n ) != EOF ) { cnt = 0 ; for ( i = 0 ; i <= n ; i ++ ) { if ( prime [ i ] == 1 ) { cnt += prime [ i ] ; } } printf ( , cnt ) ; } return ( 0 ) ; } 
+Project_CodeNet/data/p00009/C/s445586953.c	int main ( void ) { char prime [ num ] ; int primeTop = 2 ; int i , j , ans = 0 ; int n ; for ( i = 0 ; i < num ; i ++ ) { prime [ i ] = ; } while ( primeTop < sqrt ( num ) ) { for ( j = 1 ; j <= num ; j ++ ) { if ( primeTop * j < num ) prime [ primeTop * j ] = ; } prime [ primeTop ] = ; for ( j = 2 ; j < num ; j ++ ) { if ( prime [ j ] == ) { primeTop = j ; break ; } } } for ( i = 0 ; i < num ; i ++ ) { if ( prime [ i ] == ) prime [ i ] = ; } while ( scanf ( , & n ) != EOF ) { ans = 0 ; for ( j = 2 ; j <= n ; j ++ ) { if ( prime [ j ] == ) { ans ++ ; } } printf ( , ans ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s708993959.c	int main ( ) { int i , j , r = 2 , n , furui [ N ] = { 0 } , count = 0 ; double k ; while ( scanf ( , & n ) != EOF ) { k = sqrt ( n ) ; for ( i = 0 ; i <= n ; i ++ ) furui [ i ] = i ; i = 0 ; while ( i <= k ) { for ( i = 2 ; i <= k ; i ++ ) { if ( furui [ i ] != 0 ) { r = furui [ i ] ; count ++ ; break ; } } for ( j = r ; j <= n ; j += r ) furui [ j ] = 0 ; } for ( i = 2 ; i <= n ; i ++ ) if ( furui [ i ] != 0 ) count ++ ; if ( n == 2 ) count = 1 ; if ( n == 3 ) count = 2 ; if ( n == 4 ) count = 2 ; printf ( , count ) ; count = 0 ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s020485926.c	int main ( ) { bool a [ 1000000 ] ; a [ 0 ] = a [ 1 ] = 0 ; int i , j ; for ( i = 2 ; i < 1000000 ; i ++ ) { a [ i ] = 1 ; } for ( i = 2 ; i < 500000 ; i ++ ) { if ( a [ i ] ) { j = 2 ; while ( i * j < 1000000 ) { a [ i * j ] = 0 ; j ++ ; } } } int n ; while ( scanf ( , & n ) != EOF ) { int k = 0 ; for ( i = 0 ; i <= n ; i ++ ) { k += a [ i ] ; } printf ( , k ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s642665809.c	char is_prime [ 1000000 ] ; int sum_prime [ 1000000 ] ; int main ( ) { int x , y ; for ( x = 0 ; x < 1000000 ; x ++ ) is_prime [ x ] = 1 ; is_prime [ 0 ] = 0 ; is_prime [ 1 ] = 0 ; for ( x = 2 ; x < 1000 ; x ++ ) { if ( is_prime [ x ] != 0 ) { for ( y = x * x ; y < 1000000 ; y += x ) { is_prime [ y ] = 0 ; } } } for ( x = 1 ; x < 1000000 ; x ++ ) { sum_prime [ x ] = sum_prime [ x - 1 ] + is_prime [ x ] ; } while ( scanf ( , & x ) != EOF ) { printf ( , sum_prime [ x ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s224670231.c	char is_prime [ 1000000 ] ; int sum_prime [ 1000000 ] ; int main ( ) { int x , y ; for ( x = 0 ; x < 1000000 ; x ++ ) is_prime [ x ] = 1 ; is_prime [ 0 ] = 0 ; is_prime [ 1 ] = 0 ; for ( x = 2 ; x < 1000 ; x ++ ) { if ( is_prime [ x ] != 0 ) { for ( y = x * x ; y < 1000000 ; y += x ) { is_prime [ y ] = 0 ; } } } for ( x = 1 ; x < 1000000 ; x ++ ) { sum_prime [ x ] = sum_prime [ x - 1 ] + is_prime [ x ] ; } while ( scanf ( , & x ) != EOF ) { printf ( , sum_prime [ x ] ) ; } return 0 ; } 
+Project_CodeNet/data/p00009/C/s680335287.c	char ifnprime [ LIMIT ] ; int numofprime [ LIMIT ] ; void eratosthenes ( void ) { int x , y ; ifnprime [ 0 ] = ifnprime [ 1 ] = 1 ; for ( x = 2 ; x * x < LIMIT ; x ++ ) { if ( ! ifnprime [ x ] ) { for ( y = x * x ; y < LIMIT ; y += x ) { ifnprime [ y ] = 1 ; } } } numofprime [ 0 ] = 0 ; for ( x = 1 ; x < LIMIT ; x ++ ) { numofprime [ x ] = numofprime [ x - 1 ] + ! ifnprime [ x ] ; } } int main ( void ) { int n , x , ans ; eratosthenes ( ) ; while ( scanf ( , & n ) != EOF ) { printf ( , numofprime [ n ] ) ; } return 0 ; } 
diff --git a/tools/json-graph/Makefile b/tools/json-graph/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..c019a29dcb79350925dc82d5f3f4e6031f35f3ee
--- /dev/null
+++ b/tools/json-graph/Makefile
@@ -0,0 +1,44 @@
+# Copyright IBM Corporation 2020
+# Written by Geert Janssen <geert@us.ibm.com>
+
+# Required tools/utilities:
+# pip install pandoc
+# pip install pandoc-codeblock-include
+# dot: yum install graphviz
+# yum install jq
+# npm install -g jgfdot; alt use own jgf2dot
+# yajsv: go get neilpa.me/yajsv, or
+# wget https://github.com/neilpa/yajsv/releases/download/v1.3.0/yajsv.linux.amd64
+
+.PHONY: all
+all: graph-json.pdf validate
+
+%.pdf: %.md digraph.pdf tree.pdf
+	env PATH=$(HOME)/anaconda3/bin:/usr/bin pandoc --filter pandoc-codeblock-include -o $@ $<
+
+%.png: %.dot
+	dot -Tpng -o $@ $<
+
+%.pdf: %.dot
+	dot -Tpdf -o $@ $<
+
+# Convert JSON-Graph to GraphViz dot:
+#%.dot: %.json
+#	jq '(.graph.edges[]) |= . + { source: .between[0], target: .between[1] } | del(.graph.edges[].between)' $< | jgfdot > $@
+
+%.dot: %.json
+	jgf2dot $< > $@
+
+# Convert adjacency to node list:
+%.json: %-adj.json
+	jq -f convert.jq $< > $@
+
+.PHONY: validate
+validate:
+	yajsv -s graph-schema.json minimum.json
+	yajsv -s graph-schema.json digraph.json
+	yajsv -s graph-schema.json tree.json
+
+.PHONY: clean
+clean:
+	-rm -f *.pdf
diff --git a/tools/json-graph/README.md b/tools/json-graph/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..954450c870e017e8e1f54d575a17505fd18cca41
--- /dev/null
+++ b/tools/json-graph/README.md
@@ -0,0 +1,278 @@
+# JSON Representation for Graphs
+
+## Introduction
+
+This is a brief report on the considerations related to and explorations of
+various JSON representations for general graphs. Our considerations and
+requirements are listed below and we hope to find ready-made solutions in the
+form of accepted and popular formats on the internet or decide to adopt the
+best practices and modify them to our own needs.
+
+## Goal
+
+Our primary goal is to
+find a good JSON representation for graphs that are of interest in the area
+of source code analysis and compilation. Of particular interest are: control
+flow graph, data flow graph, call graph, AST, and other structured data that
+has an underlying graph or tree model.
+We hope that one format will fit them all.
+
+## Requirements/concerns:
+
+First and foremost we like to keep everything simple. The format should be
+easy to understand by humans and computers, and easy to produce.
+It should use a small set of explicit "key"-words, like `"nodes"`, `"edges"`, etc.
+Especially for graphs, it is important to represent edges explicitly.
+They typically have a type and other attributes that are of importance.
+We are fine with having either all edges being directed or all undirected,
+so that should be an attribute of the graph and not per edge.
+On the other hand, we do foresee multiple distinct edges between the same pair
+of nodes; so that feature must be representable. Another trade-mark of
+simplicity is that there is no redundant information and a particular fact is
+expressed in one way only.
+
+For certain applications it is important that the order of some objects can be
+relied upon. In JSON that means using arrays instead of objects. It is nice
+to output tree nodes in e.g. a depth-first order (and indicate so with an
+attribute like `"order": "dfs"`), or specify that graph nodes are in topological
+order. No matter, the representation must then be able to preserve that order.
+
+We also want a format that is easily manipulated to enable conversions to and
+from other formats (XML, GraphViz Dot).
+
+Note that using JSON we will always need to use references:
+JSON cannot natively express a graph (at most a tree) structure.
+In an undirected graph we should allow for direction-agnostic references to
+nodes,
+like `"between": [ "node1", "node2" ]` (still ordered, if wanted);
+in a directed graph we often see: `"source"` and `"target"` (or from/to or
+tail/head).
+Let's use the neutral term `"between"` for both.
+
+Should a node be merely a key and its value or an object by itself?
+Or, should a list of nodes be an array of objects?
+Nodes and edges being JSON arrays gives a means for ordering them.
+It will also be easier to select them as a group and iterate over the elements.
+
+We should make a distinction between a node id (an identification used for
+reference) and a node
+label. The latter is human oriented; the id has only meaning
+within the representation and could be a generated UUID.
+
+Do edges need an id? For sure multi-edges do, to distinguish them somehow,
+but that's application dependent.
+But in JSON it is allowed to have array elements being identical, so even
+without identification it is possible to represent multiple edges between the
+same two nodes (they will then be indistinguishable except when they have
+different attributes for instance). So let's leave edge ids optional.
+
+A good way to steer the decision making process is to attempt to capture some
+examples in the proposed format.
+
+### Simple example of a tree in proposed format
+
+This figure is represented by the JSON object below.
+
+![](tree.png)
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "type": "tree",
+    "directed": true,
+    "root": 0,
+    "nodes": [
+      { "id": 0, "label": "Top" },
+      { "id": 1, "label": "Child1" },
+      { "id": 2, "label": "Child2" },
+      { "id": 3, "label": "Grandchild" }
+    ],
+    "edges": [
+      { "between": [ 0, 1 ] },
+      { "between": [ 0, 2 ] },
+      { "between": [ 2, 3 ] }
+    ]
+  }
+}
+```
+
+Note that the `id`s are chosen to be integers and that they could be
+consistently renamed without affecting the tree structure. The `root` property
+indicates the root node of the tree whose `id` value equals its value, 0 in
+this case.
+The idea is also
+that both node and edge objects can have many more attributes of any JSON
+type. Only a few keys and their types are prescribed. All this will be
+formally specified in a schema.
+
+### Simple example of a directed graph in proposed format
+
+This directed graph is represented by the JSON as follows.
+
+![](digraph.png)
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1" },
+      { "id": "Node2" },
+      { "id": "Node3" },
+      { "id": "Node4" }
+    ],
+    "edges": [
+      { "between": [ "Node1", "Node1" ], "label": "Edge1" },
+      { "between": [ "Node1", "Node2" ], "label": "Edge2" },
+      { "between": [ "Node1", "Node3" ], "label": "Edge3" },
+      { "between": [ "Node2", "Node4" ], "label": "Edge4" },
+      { "between": [ "Node3", "Node4" ], "label": "Edge5" },
+      { "between": [ "Node4", "Node3" ], "label": "Edge6" },
+      { "between": [ "Node4", "Node1" ], "label": "Edge7" }
+    ]
+  }
+}
+```
+
+Here we see that the original node names are used as `id`s and that edge names
+are explicitly listed by the `label` attribute. Since the graph is `directed`
+we know that the `between` array has to be considered ordered: the first
+element is the node where the edge originates from and the second element is
+the node where the edge ends up. It is tempting to completely remove the
+`nodes` key and its value, since all nodes are known via the edges. However,
+in most cases nodes will have more data associated and hence need to be listed
+anyway. Therefore the `nodes` and `edges` keys will be deemed mandatory and
+all references to nodes in the `edges` list must be mentioned also in the
+`nodes` list. Not necessary the other way around since we allow for isolated
+nodes in a graph.
+
+### The minimum graph in proposed format
+
+The example shows the minimum required keys and their values.
+It happens to represent an empty (undirected) graph.
+
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "directed": false,
+    "nodes": [],
+    "edges": []
+  }
+}
+```
+
+### Alternative notation using a node adjacency list
+
+Here is the same tree again but this time formulated using an adjacency style
+notation where each node directly list its own `edges`. Since we have no
+additional edge information, we allow the edges to merely consist of a list of
+node `id`s. It is also assumed that absence of the `edges` means the same as
+an empty list (`"edges": []`).
+
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "type": "tree",
+    "directed": true,
+    "root": 0,
+    "nodes": [
+      { "id": 0, "label": "Top",    "edges": [ 1, 2 ] },
+      { "id": 1, "label": "Child1" },
+      { "id": 2, "label": "Child2", "edges": [ 3 ] },
+      { "id": 3, "label": "Grandchild" }
+    ]
+  }
+}
+```
+
+The alternative notation for the graph example is as follows:
+
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1",
+        "edges": [ { "on": "Node1", "label": "Edge1" },
+                   { "on": "Node2", "label": "Edge2" },
+                   { "on": "Node3", "label": "Edge3" } ]
+      },
+      { "id": "Node2",
+        "edges": [ { "on": "Node4", "label": "Edge4" } ]
+      },
+      { "id": "Node3",
+        "edges": [ { "on": "Node4", "label": "Edge5" } ]
+      },
+      { "id": "Node4",
+        "edges": [ { "on": "Node3", "label": "Edge6" },
+                   { "on": "Node1", "label": "Edge7" } ]
+      }
+    ]
+  }
+}
+```
+
+## Observations
+
+From scanning available JSON graph formats on the web, we learn that many follow
+similar ideas as what the overall structure is concerned but deviate in the
+details. The node and edge list approach is prevalent.
+There are a few serious graph JSON formats that strive to become a standard
+and that are backed by several organizations.
+In principle it should be easy to convert between the formats,
+so choosing the "wrong" one is not that bad.
+Especially if we allow for additional properties in objects,
+any schema can always be extended to allow insertion of missing or
+additional information.
+Of course our basic requirements still stand and must be expressible in the
+format of choice.
+
+## References consulted
+
+> <a id="1">[1]</a>
+[jsongraphformat](https://jsongraphformat.info/)
+
+> <a id="2">[2]</a>
+[jsongraph](https://github.com/jsongraph/json-graph-specification)
+
+> <a id="3">[3]</a>
+[jsongraphformat](https://jsongraphformat.info/v2.0/json-graph-schema.json)
+
+> <a id="4">[4]</a>
+[graphalchemist](https://graphalchemist.github.io/Alchemy/#/docs)
+
+> <a id="5">[5]</a>
+[graph-json](https://www.npmjs.com/package/graph-json)
+
+## Appendix: IBM Graph JSON Schema
+
+The JSON schema below defines the IBM AI4Code JSON Graph Format.
+At the top-level there should be a JSON object with a `graph` property, which
+itself must be an object. That object has several required properties, the
+most important being the `nodes` and `edges` properties, both of which must be
+arrays, thus guaranteeing an ordered list of items. The array elements are to be
+objects. It is to be understood that applications that rely on for instance
+the order of children nodes of a parent node, may assume that the (outgoing)
+edges will occur in that order in the `edges` array. Node order may have a
+significance too. For instance the `nodes` array might list the nodes in a
+topological order. This can be specified using the `order` property.
+
+All nodes and edges may have other properties beyond the required ones as
+specified by the schema. If in the future these tend to be of general use, the
+schema might be extended to include those and thereby formalize their
+definition.
+
+See: [graph-schema.json](graph-schema.json)
+
+The alternative adjacency style can co-exist with the proposed node and edge
+list schema. This has been captured in the following schema that is able to
+validate both styles and even combinations of them in a single graph
+description.
+
+The key `on` is used as a neutral term to avoid `to` which suggests direction
+but would not make much sense in an undirected graph.
+
+See: [graph-schema-alt.json](graph-schema-alt.json)
diff --git a/tools/json-graph/README.pdf b/tools/json-graph/README.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e3fddbfcbefb6ea15fc3fc59900df12055f0295f
Binary files /dev/null and b/tools/json-graph/README.pdf differ
diff --git a/tools/json-graph/aroma-schema.json b/tools/json-graph/aroma-schema.json
new file mode 100644
index 0000000000000000000000000000000000000000..31727885d835118ad625460daee8cdabc6ac57fe
--- /dev/null
+++ b/tools/json-graph/aroma-schema.json
@@ -0,0 +1,61 @@
+{
+  "$schema": "http://json-schema.org/draft-04/schema#",
+  "title": "JSON Schema for Aroma",
+  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2020.",
+
+  "type": "object",
+  "properties": {
+    "path":      { "description": "the name of the source file",
+                   "type": "string" },
+    "beginline": { "description": "start line number of method/function",
+                   "type": "integer" },
+    "endline":   { "description": "end line number of method/function",
+                   "type": "integer" },
+    "method":    { "description": "the name of the method/function",
+                   "type": "string" },
+    "class":     { "description": "the class of the method",
+                   "type": "string" },
+    "ast":       { "description": "the syntax tree of the method body",
+                   "$ref": "#/definitions/tree" }
+  },
+  "required": [ "path", "ast" ],
+  "additionalProperties": false,
+
+  "definitions": {
+    "data": {
+      "description": "an object with data for a leaf node",
+      "type": "object",
+      "properties": {
+        "leaf":     { "description": "is this a leaf node?",
+                      "type": "boolean", "default": false },
+        "var":      { "description": "is this a variable (leaf) node?",
+                      "type": "boolean", "default": false },
+        "leading":  { "description": "white-space before this construct",
+                      "type": "string" },
+        "trailing": { "description": "white-space after this construct",
+                      "type": "string" },
+        "line":     { "description": "the line number of this token",
+                      "type": "integer" },
+        "token":    { "description": "the literal token text",
+                      "type": "string" }
+      },
+      "required": [ "token" ],
+      "additionalProperties": false
+    },
+    "tree": {
+      "description": "an array of subtrees",
+      "type": "array",
+      "items": {
+        "description": "child subtrees in left-to-right order",
+        "oneOf": [
+          { "description": "the encoded syntax construct (must be first)",
+            "type": "string" },
+          { "description": "an object for a token",
+            "$ref": "#/definitions/data" },
+          { "description": "an array for a non-terminal construct",
+            "$ref": "#/definitions/tree" }
+        ]
+      }
+    }
+  }
+}
diff --git a/tools/json-graph/convert.jq b/tools/json-graph/convert.jq
new file mode 100644
index 0000000000000000000000000000000000000000..3ae1d409803f3169403b2e56856072e36cc12d9a
--- /dev/null
+++ b/tools/json-graph/convert.jq
@@ -0,0 +1,31 @@
+# Copyright IBM Corporation 2020
+# Written by Geert Janssen <geert@us.ibm.com>
+
+# JQ Script to convert adjacency to node list graph format.
+# Run as: jq -f convert.jq input.json > output.json.
+# Modify the "graph" object by adding an "edges" list created from the "edges"
+# adjacency list in each node under "nodes". See the schema.
+# Assumes .nodes.edges is an array of node ids or objects.
+
+.graph = del(.graph.nodes[].edges).graph + {edges:
+# the new "edges" property is an array:
+[
+# all the node objects:
+.graph.nodes[]|
+# pass on the node objects that have edges with non-empty array:
+select(.edges and (.edges|length))|
+# remember the id of the node:
+.id as $id|
+# get the non-empty edges array from the node object:
+.edges|
+# combine remembered node id and each edge node id.
+# check whether value is array of node ids or array of objects;
+# for array of objects, select value of "on" (also a node id):
+# (copy over rest of edge data .on exclusive)
+map({between:[$id,.on?//.]}+(if type=="object" then del(.on) else null end))
+# close the array:
+]|
+# make sure all arrays are merged into 1:
+add
+# now close the result object:
+}
diff --git a/tools/json-graph/digraph.json b/tools/json-graph/digraph.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9f2d3b4c1afa6c3260713fb3a0d7cef4139f0f8
--- /dev/null
+++ b/tools/json-graph/digraph.json
@@ -0,0 +1,21 @@
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1" },
+      { "id": "Node2" },
+      { "id": "Node3" },
+      { "id": "Node4" }
+    ],
+    "edges": [
+      { "between": [ "Node1", "Node1" ], "label": "Edge1" },
+      { "between": [ "Node1", "Node2" ], "label": "Edge2" },
+      { "between": [ "Node1", "Node3" ], "label": "Edge3" },
+      { "between": [ "Node2", "Node4" ], "label": "Edge4" },
+      { "between": [ "Node3", "Node4" ], "label": "Edge5" },
+      { "between": [ "Node4", "Node3" ], "label": "Edge6" },
+      { "between": [ "Node4", "Node1" ], "label": "Edge7" }
+    ]
+  }
+}
diff --git a/tools/json-graph/digraph.pdf b/tools/json-graph/digraph.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ecf5e4583aa748606f63b8a6fd4f1bb11914a7f2
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diff --git a/tools/json-graph/digraph.png b/tools/json-graph/digraph.png
new file mode 100644
index 0000000000000000000000000000000000000000..957f7cb00480c2f8760c6f331cdeacb4abf4532a
--- /dev/null
+++ b/tools/json-graph/digraph.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b505ef97c856f58557de795c00e74ff021c89300b4ab3250d64b94fbae5407f
+size 29423
diff --git a/tools/json-graph/digraph2.json b/tools/json-graph/digraph2.json
new file mode 100644
index 0000000000000000000000000000000000000000..9598e6f26a881dc9cb97691a77a25bb7584182c7
--- /dev/null
+++ b/tools/json-graph/digraph2.json
@@ -0,0 +1,23 @@
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1",
+        "edges": [ { "on": "Node1", "label": "Edge1" },
+                   { "on": "Node2", "label": "Edge2" },
+                   { "on": "Node3", "label": "Edge3" } ]
+      },
+      { "id": "Node2",
+        "edges": [ { "on": "Node4", "label": "Edge4" } ]
+      },
+      { "id": "Node3",
+        "edges": [ { "on": "Node4", "label": "Edge5" } ]
+      },
+      { "id": "Node4",
+        "edges": [ { "on": "Node3", "label": "Edge6" },
+                   { "on": "Node1", "label": "Edge7" } ]
+      }
+    ]
+  }
+}
diff --git a/tools/json-graph/graph-json.md b/tools/json-graph/graph-json.md
new file mode 100644
index 0000000000000000000000000000000000000000..66aea51639fa126758adbfe0919f4cf6a860c516
--- /dev/null
+++ b/tools/json-graph/graph-json.md
@@ -0,0 +1,192 @@
+# JSON Representation for Graphs
+
+## Introduction
+
+This is a brief report on the considerations related to and explorations of
+various JSON representations for general graphs. Our considerations and
+requirements are listed below and we hope to find ready-made solutions in the
+form of accepted and popular formats on the internet or decide to adopt the
+best practices and modify them to our own needs.
+
+## Goal
+
+Our primary goal is to
+find a good JSON representation for graphs that are of interest in the area
+of source code analysis and compilation. Of particular interest are: control
+flow graph, data flow graph, call graph, AST, and other structured data that
+has an underlying graph or tree model.
+We hope that one format will fit them all.
+
+## Requirements/concerns:
+
+First and foremost we like to keep everything simple. The format should be
+easy to understand by humans and computers, and easy to produce.
+It should use a small set of explicit "key"-words, like `"nodes"`, `"edges"`, etc.
+Especially for graphs, it is important to represent edges explicitly.
+They typically have a type and other attributes that are of importance.
+We are fine with having either all edges being directed or all undirected,
+so that should be an attribute of the graph and not per edge.
+On the other hand, we do foresee multiple distinct edges between the same pair
+of nodes; so that feature must be representable. Another trade-mark of
+simplicity is that there is no redundant information and a particular fact is
+expressed in one way only.
+
+For certain applications it is important that the order of some objects can be
+relied upon. In JSON that means using arrays instead of objects. It is nice
+to output tree nodes in e.g. a depth-first order (and indicate so with an
+attribute like `"order": "dfs"`), or specify that graph nodes are in topological
+order. No matter, the representation must then be able to preserve that order.
+
+We also want a format that is easily manipulated to enable conversions to and
+from other formats (XML, GraphViz Dot).
+
+Note that using JSON we will always need to use references:
+JSON cannot natively express a graph (at most a tree) structure.
+In an undirected graph we should allow for direction-agnostic references to
+nodes,
+like `"between": [ "node1", "node2" ]` (still ordered, if wanted);
+in a directed graph we often see: `"source"` and `"target"` (or from/to or
+tail/head).
+Let's use the neutral term `"between"` for both.
+
+Should a node be merely a key and its value or an object by itself?
+Or, should a list of nodes be an array of objects?
+Nodes and edges being JSON arrays gives a means for ordering them.
+It will also be easier to select them as a group and iterate over the elements.
+
+We should make a distinction between a node id (an identification used for
+reference) and a node
+label. The latter is human oriented; the id has only meaning
+within the representation and could be a generated UUID.
+
+Do edges need an id? For sure multi-edges do, to distinguish them somehow,
+but that's application dependent.
+But in JSON it is allowed to have array elements being identical, so even
+without identification it is possible to represent multiple edges between the
+same two nodes (they will then be indistinguishable except when they have
+different attributes for instance). So let's leave edge ids optional.
+
+A good way to steer the decision making process is to attempt to capture some
+examples in the proposed format.
+
+### Simple example of a tree in proposed format
+
+This figure is represented by the JSON object below.
+
+![](tree.pdf){ height=200px }
+```{.json include=tree.json}
+```
+
+Note that the `id`s are chosen to be integers and that they could be
+consistently renamed without affecting the tree structure. The `root` property
+indicates the root node of the tree whose `id` value equals its value, 0 in
+this case.
+The idea is also
+that both node and edge objects can have many more attributes of any JSON
+type. Only a few keys and their types are prescribed. All this will be
+formally specified in a schema.
+
+### Simple example of a directed graph in proposed format
+
+This directed graph is represented by the JSON as follows.
+
+![](digraph.pdf){ height=300px }
+```{.json include=digraph.json}
+```
+
+Here we see that the original node names are used as `id`s and that edge names
+are explicitly listed by the `label` attribute. Since the graph is `directed`
+we know that the `between` array has to be considered ordered: the first
+element is the node where the edge originates from and the second element is
+the node where the edge ends up. It is tempting to completely remove the
+`nodes` key and its value, since all nodes are known via the edges. However,
+in most cases nodes will have more data associated and hence need to be listed
+anyway. Therefore the `nodes` and `edges` keys will be deemed mandatory and
+all references to nodes in the `edges` list must be mentioned also in the
+`nodes` list. Not necessary the other way around since we allow for isolated
+nodes in a graph.
+
+### The minimum graph in proposed format
+
+The example shows the minimum required keys and their values.
+It happens to represent an empty (undirected) graph.
+
+```{.json include=minimum.json}
+```
+
+### Alternative notation using a node adjacency list
+
+Here is the same tree again but this time formulated using an adjacency style
+notation where each node directly list its own `edges`. Since we have no
+additional edge information, we allow the edges to merely consist of a list of
+node `id`s. It is also assumed that absence of the `edges` means the same as
+an empty list (`"edges": []`).
+
+```{.json include=tree2.json}
+```
+
+The alternative notation for the graph example is as follows:
+
+```{.json include=digraph2.json}
+```
+
+## Observations
+
+From scanning available JSON graph formats on the web, we learn that many follow
+similar ideas as what the overall structure is concerned but deviate in the
+details. The node and edge list approach is prevalent.
+There are a few serious graph JSON formats that strive to become a standard
+and that are backed by several organizations.
+In principle it should be easy to convert between the formats,
+so choosing the "wrong" one is not that bad.
+Especially if we allow for additional properties in objects,
+any schema can always be extended to allow insertion of missing or
+additional information.
+Of course our basic requirements still stand and must be expressible in the
+format of choice.
+
+## References consulted
+
+> <a id="1">[1]</a>
+[jsongraphformat](https://jsongraphformat.info/)
+
+> <a id="2">[2]</a>
+[jsongraph](https://github.com/jsongraph/json-graph-specification)
+
+> <a id="3">[3]</a>
+[jsongraphformat](https://jsongraphformat.info/v2.0/json-graph-schema.json)
+
+> <a id="4">[4]</a>
+[graphalchemist](https://graphalchemist.github.io/Alchemy/#/docs)
+
+> <a id="5">[5]</a>
+[graph-json](https://www.npmjs.com/package/graph-json)
+
+## Appendix: IBM Graph JSON Schema
+
+The JSON schema below defines the IBM AI4Code JSON Graph Format.
+At the top-level there should be a JSON object with a `graph` property, which
+itself must be an object. That object has several required properties, the
+most important being the `nodes` and `edges` properties, both of which must be
+arrays, thus guaranteeing an ordered list of items. The array elements are to be
+objects. It is to be understood that applications that rely on for instance
+the order of children nodes of a parent node, may assume that the (outgoing)
+edges will occur in that order in the `edges` array. Node order may have a
+significance too. For instance the `nodes` array might list the nodes in a
+topological order. This can be specified using the `order` property.
+
+All nodes and edges may have other properties beyond the required ones as
+specified by the schema. If in the future these tend to be of general use, the
+schema might be extended to include those and thereby formalize their
+definition.
+
+The alternative adjacency style can co-exist with the proposed node and edge
+list schema. This has been captured in the following schema that is able to
+validate both styles and even combinations of them in a single graph
+description.
+
+The key `on` is used as a neutral term to avoid `to` which suggests direction
+but would not make much sense in an undirected graph.
+
+```{.json include=graph-schema-alt.json}
+```
diff --git a/tools/json-graph/graph-json.pdf b/tools/json-graph/graph-json.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1176057059273668538fc6abf96e14e9bd21afb4
--- /dev/null
+++ b/tools/json-graph/graph-json.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e01085b4b25aed682a9a1edfb3b24a8a988db6fe923027163534da2154f7df16
+size 165699
diff --git a/tools/json-graph/graph-schema-alt.json b/tools/json-graph/graph-schema-alt.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d39fd605a799ef674813f8a2056d93c820adf2a
--- /dev/null
+++ b/tools/json-graph/graph-schema-alt.json
@@ -0,0 +1,111 @@
+{
+  "$schema": "http://json-schema.org/draft-04/schema#",
+  "title": "Alternate JSON Schema for IBM AI4Code GraphJSON Format",
+  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2020.",
+
+  "type": "object",
+  "properties": {
+    "graph": { "$ref": "#/definitions/graph" }
+  },
+  "required": [ "graph" ],
+  "additionalProperties": true,
+
+  "definitions": {
+    "graph": {
+      "type": "object",
+      "properties": {
+        "version" : { "enum": [ "1.0" ] },
+        "type":     {
+          "description": "Indication of type, e.g. tree or dag.",
+          "type": "string"
+        },
+        "directed": { "type": "boolean" },
+        "label":    { "type": "string" },
+        "root":  {
+          "description": "Indication of the root node for a tree (or dag?).",
+          "$ref": "#/definitions/unsigned_or_string"
+        },
+        "order": { "enum": [ "none", "topological", "reverse-topological",
+                             "dfs", "bfs" ] },
+        "metadata": { "type": "object" },
+
+        "nodes": {
+          "description": "Mandatory node list.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/node" }
+        },
+        "edges": {
+          "description": "Optional edge list.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/edge" }
+        }
+      },
+      "required": [ "version", "directed", "nodes" ],
+      "additionalProperties": true
+    },
+
+    "node": {
+      "type": "object",
+      "properties": {
+        "id":    { "$ref": "#/definitions/unsigned_or_string" },
+        "label": { "type": "string" },
+        "edges": {
+          "description": "Optional adjacency-style notation.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/adjacency_edge" }
+        },
+        "metadata": { "type": "object" }
+      },
+      "required": [ "id" ],
+      "additionalProperties": true
+    },
+
+    "edge": {
+      "description": "Edge object in an edge list.",
+      "type": "object",
+      "properties": {
+        "id":    { "$ref": "#/definitions/unsigned_or_string" },
+        "label": { "type": "string" },
+        "between": {
+          "description": "An ordered pair of 2 nodes.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/unsigned_or_string" },
+          "minItems": 2,
+          "maxItems": 2
+        },
+        "metadata": { "type": "object" }
+      },
+      "required": [ "between" ],
+      "additionalProperties": true
+    },
+
+    "adjacency_edge": {
+      "description": "Edge in a node adjacency list.",
+      "oneOf": [
+        { "description": "An array of node ids.",
+          "$ref": "#/definitions/unsigned_or_string"
+        },
+        {
+          "description": "An array of edge objects.",
+          "type": "object",
+          "properties": {
+            "id":    { "$ref": "#/definitions/unsigned_or_string" },
+            "label": { "type": "string" },
+            "on":    { "$ref": "#/definitions/unsigned_or_string" },
+            "metadata": { "type": "object" }
+          },
+          "required": [ "on" ],
+          "additionalProperties": true
+        }
+      ]
+    },
+
+    "unsigned_or_string": {
+      "description" : "A non-negative integer or a string.",
+      "oneOf": [
+        { "type": "integer", "minimum": 0 },
+        { "type": "string" }
+      ]
+    }
+  }
+}
diff --git a/tools/json-graph/graph-schema.json b/tools/json-graph/graph-schema.json
new file mode 100644
index 0000000000000000000000000000000000000000..4541fe86fef5d0ee480c702f373a98998051b770
--- /dev/null
+++ b/tools/json-graph/graph-schema.json
@@ -0,0 +1,85 @@
+{
+  "$schema": "http://json-schema.org/draft-04/schema#",
+  "title": "JSON Schema for IBM AI4Code GraphJSON Format",
+  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2020.",
+
+  "type": "object",
+  "properties": {
+    "graph": { "$ref": "#/definitions/graph" }
+  },
+  "required": [ "graph" ],
+  "additionalProperties": true,
+
+  "definitions": {
+    "graph": {
+      "type": "object",
+      "properties": {
+        "version" : { "enum": [ "1.0" ] },
+        "type":     {
+          "description": "Indication of type, e.g. tree or dag.",
+          "type": "string"
+        },
+        "directed": { "type": "boolean" },
+        "label":    { "type": "string" },
+        "root":  {
+          "description": "Indication of the root node for a tree.",
+          "$ref": "#/definitions/unsigned_or_string"
+        },
+        "order": { "enum": [ "none", "topological", "reverse-topological",
+                             "dfs", "bfs" ] },
+        "metadata": { "type": "object" },
+
+        "nodes": {
+          "description": "Mandatory node list.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/node" }
+        },
+        "edges": {
+          "description": "Mandatory edge list.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/edge" }
+        }
+      },
+      "required": [ "version", "directed", "nodes", "edges" ],
+      "additionalProperties": true
+    },
+
+    "node": {
+      "type": "object",
+      "properties": {
+        "id":       { "$ref": "#/definitions/unsigned_or_string" },
+        "label":    { "type": "string" },
+        "metadata": { "type": "object" }
+      },
+      "required": [ "id" ],
+      "additionalProperties": true
+    },
+
+    "edge": {
+      "description": "Edge object in an edge list.",
+      "type": "object",
+      "properties": {
+        "id":    { "$ref": "#/definitions/unsigned_or_string" },
+        "label": { "type": "string" },
+        "between": {
+          "description": "An ordered pair of 2 nodes.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/unsigned_or_string" },
+          "minItems": 2,
+          "maxItems": 2
+        },
+        "metadata": { "type": "object" }
+      },
+      "required": [ "between" ],
+      "additionalProperties": true
+    },
+
+    "unsigned_or_string": {
+      "description" : "A non-negative integer or a string.",
+      "oneOf": [
+        { "type": "integer", "minimum": 0 },
+        { "type": "string" }
+      ]
+    }
+  }
+}
diff --git a/tools/json-graph/minimum.json b/tools/json-graph/minimum.json
new file mode 100644
index 0000000000000000000000000000000000000000..01e26088d65f2d8f3fd59b11fe3a7faf4aa36a43
--- /dev/null
+++ b/tools/json-graph/minimum.json
@@ -0,0 +1,8 @@
+{
+  "graph": {
+    "version": "1.0",
+    "directed": false,
+    "nodes": [],
+    "edges": []
+  }
+}
diff --git a/tools/json-graph/spt-schema.json b/tools/json-graph/spt-schema.json
new file mode 100644
index 0000000000000000000000000000000000000000..5616598b62302e2919980fd00a6afc16a13f2fed
--- /dev/null
+++ b/tools/json-graph/spt-schema.json
@@ -0,0 +1,83 @@
+{
+  "$schema": "http://json-schema.org/draft-04/schema#",
+  "title": "JSON Schema for SPT in IBM AI4Code GraphJSON Format",
+  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2021.",
+
+  "type": "object",
+  "properties": {
+    "graph": { "$ref": "#/definitions/graph" }
+  },
+  "required": [ "graph" ],
+  "additionalProperties": false,
+
+  "definitions": {
+    "graph": {
+      "type": "object",
+      "properties": {
+        "version" : { "enum": [ "1.0" ] },
+        "type":     { "enum": [ "tree" ] },
+        "directed": { "enum": [ true ] },
+        "label":    { "type": "string" },
+        "root":     { "enum": [ 0 ] },
+        "order":    { "enum": [ "bfs" ] },
+
+        "nodes": {
+          "type": "array",
+          "items": { "$ref": "#/definitions/node" }
+        },
+        "edges": {
+          "type": "array",
+          "items": { "$ref": "#/definitions/edge" }
+        }
+      },
+      "required": [ "version", "type", "directed",
+                    "root", "order", "nodes", "edges" ],
+      "additionalProperties": false
+    },
+
+    "node": {
+      "type": "object",
+      "properties": {
+        "id":       { "$ref": "#/definitions/unsigned" },
+        "label":    { "type": "string" },
+	"node-type": { "type": "string" },
+	"type-rule-name": { "type": "string" },
+	"token_id": { "$ref": "#/definitions/unsigned" },
+	"line":     { "$ref": "#/definitions/unsigned" }
+      },
+      "required": [ "id", "label", "node-type", "type-rule-name" ],
+      "additionalProperties": false
+    },
+
+    "edge": {
+      "description": "Edge object in an edge list.",
+      "type": "object",
+      "properties": {
+        "id":    { "$ref": "#/definitions/unsigned_or_string" },
+        "label": { "type": "string" },
+        "between": {
+          "description": "An ordered pair of 2 node ids.",
+          "type": "array",
+          "items": { "$ref": "#/definitions/unsigned" },
+          "minItems": 2,
+          "maxItems": 2
+        }
+      },
+      "required": [ "between" ],
+      "additionalProperties": false
+    },
+
+    "unsigned": {
+      "description" : "A non-negative integer.",
+      "type": "integer", "minimum": 0
+    },
+
+    "unsigned_or_string": {
+      "description" : "A non-negative integer or a string.",
+      "oneOf": [
+        { "type": "integer", "minimum": 0 },
+        { "type": "string" }
+      ]
+    }
+  }
+}
diff --git a/tools/json-graph/src/Makefile b/tools/json-graph/src/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..8cb961f222b023ee4ab8e80aef0516e1991ddb92
--- /dev/null
+++ b/tools/json-graph/src/Makefile
@@ -0,0 +1,45 @@
+# Copyright IBM Corporation 2020, 2021
+# Written by Geert Janssen <geert@us.ibm.com>
+
+INCLUDES =
+CPPFLAGS = $(INCLUDES)
+CFLAGS   = -O2 -g
+LDFLAGS  =
+
+.PHONY: all
+all: jgf2dot jgf2spt jsonml2jgf
+
+jgf2dot: jgf2dot.o jgflib.o
+jgf2dot.o: jgf2dot.c jgflib.h jsmn.h
+jgf2spt: jgf2spt.o jgflib.o
+jgf2spt.o: jgf2spt.c jgflib.h jsmn.h
+jsonml2jgf: jsonml2jgf.o jgflib.o
+jsonml2jgf.o: jsonml2jgf.c jgflib.h jsmn.h
+jgflib.o: jgflib.c jgflib.h jsmn.h
+
+# Convert dot to png:
+%.png: %.dot
+	dot -Tpng -o $@ $<
+
+# Convert dot to pdf:
+%.pdf: %.dot
+	dot -Tpdf -o $@ $<
+
+# Convert IBM AI4Code JSON-Graph to GraphViz dot:
+%.dot: %.json
+	./jgf2dot $< > $@
+%.dot: %.jgf
+	./jgf2dot $< > $@
+
+# Convert IBM AI4Code JSON-Graph to Aroma SPT:
+%.spt: %.json
+	./jgf2spt $< > $@
+%.spt: %.jgf
+	./jgf2spt $< > $@
+
+%.jgf: %.jsonml
+	./jsonml2jgf $< > $@
+
+.PHONY: clean
+clean:
+	-rm -f *.o jgf2dot jgf2spt jsonml2jgf
diff --git a/tools/json-graph/src/README.md b/tools/json-graph/src/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..46fee91a6ac0fecec67ba5bb0cb50900b9c82c1c
--- /dev/null
+++ b/tools/json-graph/src/README.md
@@ -0,0 +1,256 @@
+# IBM AI4Code JSON-Graph Tools
+
+## Introduction
+
+This is a collection of small utility programs written in C to manipulate
+[IBM AI4Code JSON-Graph](../README.md) nodelist format files.
+For now, 3 programs are offered:
+
+1. `jgf2dot` converts a graph or tree to the
+   [GraphViz dot input format](https://graphviz.org/doc/info/lang.html); and
+
+2. `jgf2spt` converts a tree (!) to the [Aroma SPT JSON](https://github.com/facebookresearch/aroma-paper-artifacts/blob/master/reference/data/example_query.json) format.
+
+3. `jsonml2jgf` accepts any JsonML as input and represents its tree structure
+   as a JSON-Graph. Alternatively, it can interpret the leaf nodes as tokens
+   and output those.
+
+The programs use a [third-party JSON parser](https://github.com/zserge/jsmn)
+that produces an array of tokens from an input character array. The expected
+schema is hard-coded into the program logic.
+
+## Usage
+
+```bash
+$ jgf2dot digraph.json > digraph.dot
+
+# or use in a pipe:
+
+$ cat digraph.json | jgf2dot > digraph.dot
+
+# or directly generate a PNG file:
+
+$ jgf2dot digraph.json | dot -Tpng > digraph.png
+
+# same for jgf2spt:
+
+$ jgf2spt tree.json > tree.spt
+```
+
+## Restrictions
+
+The input is assumed to be valid JSON and moreover must comply with the [IBM
+AI4Code JSON-Graph schema](../graph-schema.json).
+All checks immediately cause a program exit upon error.
+
+Notice that the whole input will be loaded into memory before parsing starts.
+The approach is to first construct a graph from the input and
+afterwards traverse the graph to produce the output.
+Here is an example JSON file:
+
+```json
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1" },
+      { "id": "Node2" },
+      { "id": "Node3" },
+      { "id": "Node4" }
+    ],
+    "edges": [
+      { "between": [ "Node1", "Node1" ] },
+      { "between": [ "Node1", "Node2" ] },
+      { "between": [ "Node1", "Node3" ] },
+      { "between": [ "Node2", "Node4" ] },
+      { "between": [ "Node3", "Node4" ] },
+      { "between": [ "Node4", "Node3" ] },
+      { "between": [ "Node4", "Node1" ] }
+    ]
+  }
+}
+```
+
+The PNG image produced by dot via jgf2dot from this JSON input looks like
+this:
+
+![](digraph.png)
+
+## Create parse tree and token stream with `srcML`
+
+The `jsonml2jgf` utility reads a JsonML file. [JsonML](http://www.jsonml.org/)
+is the JSON Markup Language meant to losslessly convert between XML and JSON.
+Any XML document can hence be converted to JsonML and back without loss of
+information.
+
+[srcML](https://www.srcml.org) is a tool for the analysis of programming
+language source code and it presents its results in the form of an XML
+annotated source code. `srcML` supports the programming languages C, C++, C#,
+and Java.
+
+To convert XML to JsonML we use the
+[`xml-to-jsonml`](https://github.com/bramstein/xsltjson/blob/master/conf/xml-to-jsonml.xsl)
+XSLT script that can be processed with e.g. `xsltproc`.
+
+Summarizing, the work flow looks as follows:
+
+```console
+srcml --position source.c | xml-to-jsonml - | jsonml2jgf
+```
+
+The normal operation of `jsonml2jgf` is to produce a tree in JSON-Graph
+format. The tree faithfully represents the structure of the JsonML input and
+hence the structure of the XML elements (with associated attributes).
+The tree can then be visualized via `jgf2dot` with GraphViz dot.
+
+The program can be switched to output a token stream instead with the `-t`
+command line option. The full option set is:
+
+```console
+$ jsonml2jgf -h
+Reads a JsonML file and constructs a JSON-Graph from its tree structure.
+If the JsonML represents a (abstract) syntax tree, e.g. generated by scrML
+then this program can also output a token stream instead.
+
+usage: jsonml2jgf [ -cdho:stvw ] [ FILE ]
+
+Command line options are:
+-c       : keep comments in the token output stream.
+-d       : print debug info to stderr; implies -v.
+-h       : print just this text to stderr and stop.
+-o<file> : name for output file (instead of stdout).
+-s       : enable a special start token specifying the filename.
+-t       : output the tokens instead of a graph.
+-v       : print action summary to stderr.
+-w       : suppress all warning messages.
+```
+
+### Example
+
+Let's take the tools for a ride. Starting with a small C program, here are all
+the intermediate and end results of the work flow:
+
+```C
+// Fibonacci numbers.
+int fib(int n)
+{
+  return n < 2 ? n : fib(n-1) + fib(n-2);
+}
+```
+
+The generated XML does not look pretty. It is easily beautified with `tidy
+-xml -i -q`.
+
+```bash
+$ srcml --position fib.c | tee fib.xml
+<?xml version="1.0" encoding="UTF-8" standalone="yes"?>
+<unit xmlns="http://www.srcML.org/srcML/src" xmlns:pos="http://www.srcML.org/srcML/position" revision="1.0.0" language="C" filename="fib.c" pos:tabs="8"><comment type="line" pos:start="1:1" pos:end="1:21">// Fibonacci numbers.</comment>
+<function pos:start="2:1" pos:end="5:1"><type pos:start="2:1" pos:end="2:3"><name pos:start="2:1" pos:end="2:3">int</name></type> <name pos:start="2:5" pos:end="2:7">fib</name><parameter_list pos:start="2:8" pos:end="2:14">(<parameter pos:start="2:9" pos:end="2:13"><decl pos:start="2:9" pos:end="2:13"><type pos:start="2:9" pos:end="2:11"><name pos:start="2:9" pos:end="2:11">int</name></type> <name pos:start="2:13" pos:end="2:13">n</name></decl></parameter>)</parameter_list>
+<block pos:start="3:1" pos:end="5:1">{<block_content pos:start="4:3" pos:end="4:41">
+  <return pos:start="4:3" pos:end="4:41">return <expr pos:start="4:10" pos:end="4:40"><ternary pos:start="4:10" pos:end="4:40"><condition pos:start="4:10" pos:end="4:16"><expr pos:start="4:10" pos:end="4:14"><name pos:start="4:10" pos:end="4:10">n</name> <operator pos:start="4:12" pos:end="4:12">&lt;</operator> <literal type="number" pos:start="4:14" pos:end="4:14">2</literal></expr> ?</condition><then pos:start="4:18" pos:end="4:18"> <expr pos:start="4:18" pos:end="4:18"><name pos:start="4:18" pos:end="4:18">n</name></expr> </then><else pos:start="4:20" pos:end="4:40">: <expr pos:start="4:22" pos:end="4:40"><call pos:start="4:22" pos:end="4:29"><name pos:start="4:22" pos:end="4:24">fib</name><argument_list pos:start="4:25" pos:end="4:29">(<argument pos:start="4:26" pos:end="4:28"><expr pos:start="4:26" pos:end="4:28"><name pos:start="4:26" pos:end="4:26">n</name><operator pos:start="4:27" pos:end="4:27">-</operator><literal type="number" pos:start="4:28" pos:end="4:28">1</literal></expr></argument>)</argument_list></call> <operator pos:start="4:31" pos:end="4:31">+</operator> <call pos:start="4:33" pos:end="4:40"><name pos:start="4:33" pos:end="4:35">fib</name><argument_list pos:start="4:36" pos:end="4:40">(<argument pos:start="4:37" pos:end="4:39"><expr pos:start="4:37" pos:end="4:39"><name pos:start="4:37" pos:end="4:37">n</name><operator pos:start="4:38" pos:end="4:38">-</operator><literal type="number" pos:start="4:39" pos:end="4:39">2</literal></expr></argument>)</argument_list></call></expr></else></ternary></expr>;</return>
+</block_content>}</block></function>
+</unit>
+```
+
+Next step, convert the XML to JsonML. Again, the output is unformatted JSON
+and does not look great. If so desired run through `jq .` to get a
+pretty-printed output.
+
+```bash
+$ xml-to-jsonml fib.xml | tee fib.jsonml
+["unit",{"revision":"1.0.0","language":"C","filename":"fib.c","pos:tabs":8},["comment",{"type":"line","pos:start":"1:1","pos:end":"1:21"},"// Fibonacci numbers."],["function",{"pos:start":"2:1","pos:end":"5:1"},["type",{"pos:start":"2:1","pos:end":"2:3"},["name",{"pos:start":"2:1","pos:end":"2:3"},"int"]],["name",{"pos:start":"2:5","pos:end":"2:7"},"fib"],["parameter_list",{"pos:start":"2:8","pos:end":"2:14"},"(",["parameter",{"pos:start":"2:9","pos:end":"2:13"},["decl",{"pos:start":"2:9","pos:end":"2:13"},["type",{"pos:start":"2:9","pos:end":"2:11"},["name",{"pos:start":"2:9","pos:end":"2:11"},"int"]],["name",{"pos:start":"2:13","pos:end":"2:13"},"n"]]],")"],["block",{"pos:start":"3:1","pos:end":"5:1"},"{",["block_content",{"pos:start":"4:3","pos:end":"4:41"},["return",{"pos:start":"4:3","pos:end":"4:41"},"return ",["expr",{"pos:start":"4:10","pos:end":"4:40"},["ternary",{"pos:start":"4:10","pos:end":"4:40"},["condition",{"pos:start":"4:10","pos:end":"4:16"},["expr",{"pos:start":"4:10","pos:end":"4:14"},["name",{"pos:start":"4:10","pos:end":"4:10"},"n"],["operator",{"pos:start":"4:12","pos:end":"4:12"},"<"],["literal",{"type":"number","pos:start":"4:14","pos:end":"4:14"},2]],"
+?"],["then",{"pos:start":"4:18","pos:end":"4:18"},["expr",{"pos:start":"4:18","pos:end":"4:18"},["name",{"pos:start":"4:18","pos:end":"4:18"},"n"]]],["else",{"pos:start":"4:20","pos:end":"4:40"},": ",["expr",{"pos:start":"4:22","pos:end":"4:40"},["call",{"pos:start":"4:22","pos:end":"4:29"},["name",{"pos:start":"4:22","pos:end":"4:24"},"fib"],["argument_list",{"pos:start":"4:25","pos:end":"4:29"},"(",["argument",{"pos:start":"4:26","pos:end":"4:28"},["expr",{"pos:start":"4:26","pos:end":"4:28"},["name",{"pos:start":"4:26","pos:end":"4:26"},"n"],["operator",{"pos:start":"4:27","pos:end":"4:27"},"-"],["literal",{"type":"number","pos:start":"4:28","pos:end":"4:28"},1]]],")"]],["operator",{"pos:start":"4:31","pos:end":"4:31"},"+"],["call",{"pos:start":"4:33","pos:end":"4:40"},["name",{"pos:start":"4:33","pos:end":"4:35"},"fib"],["argument_list",{"pos:start":"4:36","pos:end":"4:40"},"(",["argument",{"pos:start":"4:37","pos:end":"4:39"},["expr",{"pos:start":"4:37","pos:end":"4:39"},["name",{"pos:start":"4:37","pos:end":"4:37"},"n"],["operator",{"pos:start":"4:38","pos:end":"4:38"},"-"],["literal",{"type":"number","pos:start":"4:39","pos:end":"4:39"},2]]],")"]]]]]],";"]],"}"]]]
+```
+
+Finally `jsonml2jgf` comes into play. Let's first get a nice picture of the
+parse tree. We skip showing the intermediate JSON-Graph output which should be
+well-known by now.
+
+```bash
+$ jsonml2jgf fib.jsonml | jgf2dot | dot -Tpng -o fib.png
+```
+
+![Parse tree for fib program](fib.png)
+
+### Token stream
+
+The tokens of the input `fib.c` program are of course available as leaf nodes
+in the parse tree. It is useful to have them (in order of occurrence of
+course) as a separate output stream. For now there is a simple switch: use
+`-t` to have the tokens output instead of the tree.
+
+Finishing our example, here is a complete token stream for `fib.c` with
+preprocessor directives and comments removed:
+
+```bash
+$ jsonml2jgf -t fib.jsonml
+2,0,type,int
+2,4,function,fib
+2,7,operator,(
+2,8,type,int
+2,12,decl,n
+2,13,operator,)
+3,0,operator,{
+4,2,keyword,return
+4,9,expr,n
+4,11,operator,<
+4,13,number,2
+4,14,operator,?
+4,17,expr,n
+4,19,operator,:
+4,21,call,fib
+4,24,operator,(
+4,25,expr,n
+4,26,operator,-
+4,27,number,1
+4,28,operator,)
+4,30,operator,+
+4,32,call,fib
+4,35,operator,(
+4,36,expr,n
+4,37,operator,-
+4,38,number,2
+4,39,operator,)
+4,39,keyword,;
+4,39,operator,}
+```
+
+Notice that lines are counted from 1 and columns from 0 (Emacs style).
+This output is valid CSV, a header could be:
+
+```console
+line,column,class,token
+```
+
+The possible token classes and their meaning are listed in the following
+table. For now this is C oriented. For C++, Java and C# this has to be reviewed
+and updated.
+
+Class     | Meaning | Example
+----------|---------|--------
+filename  | this is optional; use `-s` | -
+comment   | this is optional; use `-c` | `/* A comment */`
+keyword   | reserved word | `while`
+string    | a double-quoted string literal | `"Hello"`
+character | a single character literal | `'A'`
+number    | any integer or floating-point number | `0.31415e+1`
+operator  | any operator or punctuator symbol | `;`
+
+Identifiers are used for many purposes and hence will be precisely classified
+as to their role in the program:
+
+Class    | Purpose of identifier | Example
+---------|-----------------------|--------
+decl     | variable declaration | `int`_`var`_`;`
+name     | variable usage | same as expr?
+expr     | variable usage | _`var`_`+ 1`
+function | name definition | `void`_`fun`_`(int x)`
+call     | a function by name | _`fun`_`(3)`
+typedef  | name definition | `typedef int`_`MyInt`_`;`
+type     | usage of type name | _`MyInt`_`i;`
+struct   | name definition | `struct`_`Point`_`{}`
+union    | name definition | `union`_`Variant`_`{}`
+enum     | name definition | `enum`_`Color`_`{}`
+label    | name definition | _`target`_`:`
+goto     | label name | `goto`_`target`_`;`
diff --git a/tools/json-graph/src/digraph.json b/tools/json-graph/src/digraph.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c111f780ff1386985e16a92ffd3abf7f4574827
--- /dev/null
+++ b/tools/json-graph/src/digraph.json
@@ -0,0 +1,21 @@
+{
+  "graph": {
+    "version": "1.0",
+    "directed": true,
+    "nodes": [
+      { "id": "Node1" },
+      { "id": "Node2" },
+      { "id": "Node3" },
+      { "id": "Node4" }
+    ],
+    "edges": [
+      { "between": [ "Node1", "Node1" ] },
+      { "between": [ "Node1", "Node2" ] },
+      { "between": [ "Node1", "Node3" ] },
+      { "between": [ "Node2", "Node4" ] },
+      { "between": [ "Node3", "Node4" ] },
+      { "between": [ "Node4", "Node3" ] },
+      { "between": [ "Node4", "Node1" ] }
+    ]
+  }
+}
diff --git a/tools/json-graph/src/digraph.png b/tools/json-graph/src/digraph.png
new file mode 100644
index 0000000000000000000000000000000000000000..b3fc4a658996d73e70b540df070e231cd0d46eee
--- /dev/null
+++ b/tools/json-graph/src/digraph.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfd067ace76007332671cdbf45e13f63c711955062f45ebeda8093e07e25d648
+size 20614
diff --git a/tools/json-graph/src/fib.png b/tools/json-graph/src/fib.png
new file mode 100644
index 0000000000000000000000000000000000000000..2e4e1b80d9f9f98a6cf4099b2df2d0f770c23710
--- /dev/null
+++ b/tools/json-graph/src/fib.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b6f007590fa1f8aa4ccd2ca7dc43f49eb1b8f15a7705099b40b0b682c897cd6
+size 254003
diff --git a/tools/json-graph/src/jgf2dot.c b/tools/json-graph/src/jgf2dot.c
new file mode 100644
index 0000000000000000000000000000000000000000..334c2bc8d4d8f6d79528c133e68881d6a834540e
--- /dev/null
+++ b/tools/json-graph/src/jgf2dot.c
@@ -0,0 +1,144 @@
+/* Copyright (c) 2020, 2021 International Business Machines Corporation
+   Prepared by: Geert Janssen <geert@us.ibm.com>
+
+   Convert JSON-Graph to GraphViz Dot.
+
+   Simple-minded approach: using a third-party JSON parser (JSMN) that
+   produces an array of tokens from an input character array.
+   (https://github.com/zserge/jsmn)
+   The expected schema is hard-coded into the program logic.
+   First constructs a graph from the input and afterwards traverses
+   the graph to produce the dot formatted output.
+
+   The input is assumed to be valid JSON and moreover must comply with the
+   IBM AI4Code JSON-Graph schema. Even in its strict mode, the JSMN parser
+   seems to be lenient and/or not follow the JSON standard.
+   For instance, the primitives false, true and null are only checked
+   for their first character.
+   All checks immediately cause a program exit upon error.
+*/
+
+#include <assert.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <ctype.h>
+
+#define JSMN_HEADER
+#include "jgflib.h"
+
+/* Output graph in GraphViz dot format. */
+static void graph_show_list_dot(Graph g, FILE *fp)
+{
+  fprintf(fp, "%sgraph ", g->directed ? "di" : "");
+  if (g->label)
+    show(fp, g->label, 1);
+  else
+    fputs("\"jgf2dot\"", fp);
+  fputs(" {\n", fp);
+  /* graph atributes: */
+  int attrs = g->version || g->root || g->type || g->label || g->attrs;
+  if (attrs) {
+    int need_comma = 0;
+    fputs("  graph [", fp);
+    /* Predefined attributes: */
+    if (g->version) {
+      fputs("version=", fp);
+      show(fp, g->version, 1);
+      need_comma = 1;
+    }
+    if (g->root) {
+      if (need_comma) fputc(',', fp);
+      fputs("root=", fp);
+      show(fp, g->root, 1);
+      need_comma = 1;
+    }
+    if (g->type) {
+      if (need_comma) fputc(',', fp);
+      fputs("type=", fp);
+      show(fp, g->type, 1);
+      need_comma = 1;
+    }
+    if (g->label) {
+      if (need_comma) fputc(',', fp);
+      fputs("label=", fp);
+      show(fp, g->label, 1);
+      need_comma = 1;
+    }
+    /* Any other attributes: */
+    show_attrs(fp, g->attrs, need_comma);
+    fputs("];\n", fp);
+  }
+
+  Node n;
+  for (n = g->nodes; n; n = n->next) {
+    fputs("  ", fp);
+    show(fp, n->id, 0);
+    int attrs = n->label || n->attrs;
+    if (attrs) {
+      int need_comma = 0;
+      fputs(" [", fp);
+      if (n->label) {
+        fputs("label=", fp);
+        show(fp, n->label, 1);
+        need_comma = 1;
+      }
+      /* Any other attributes: */
+      show_attrs(fp, n->attrs, need_comma);
+      fputc(']', fp);
+    }
+    fputs(";\n", fp);
+  }
+
+  Edge e;
+  for (e = g->edges; e; e = e->next) {
+    fputs("  ", fp);
+    show(fp, e->between[0], 0);
+    fprintf(fp, " -%c ", g->directed ? '>' : '-');
+    show(fp, e->between[1], 0);
+    /* edge atributes: */
+    int attrs = e->label || e->attrs;
+    if (attrs) {
+      int need_comma = 0;
+      fputs(" [", fp);
+      if (e->label) {
+        fputs("label=", fp);
+        show(fp, e->label, 1);
+        need_comma = 1;
+      }
+      /* Any other attributes: */
+      show_attrs(fp, e->attrs, need_comma);
+      fputc(']', fp);
+    }
+    fputs(";\n", fp);
+  }
+  fputs("}\n", fp);
+}
+
+int main(int argc, char *argv[])
+{
+  /* Read from a file argument or stdin: */
+  if (argc > 1 && argv[1]) {
+    if (!strcmp(argv[1], "-d")) {
+      debug = 1;
+      /*shift*/
+      argc--; argv[1] = argv[2];
+    }
+  }
+  if (argc > 1 && argv[1]) {
+    if (!freopen (argv[1], "rb", stdin)) {
+      fprintf (stderr, "(E): Cannot read file %s.\n", argv[1]);
+      exit(4);
+    }
+    if (debug) fprintf(stderr, "(D): Processing file %s.\n", argv[1]);
+  }
+
+  if (debug)
+    fprintf(stderr, "(D): Converting JSON to GraphViz Dot...\n");
+
+  Graph graph = jgf_parse();
+  graph_show_list_dot(graph, stdout);
+
+  /*graph_free(graph); */
+  return 0;
+}