commit f3ef16d3ebc1fcba196cf185cd1722e147cb2831
Author: Apostolof <apotwohd@gmail.com>
Date:   Fri Jan 18 13:12:58 2019 +0200

    Squash commit

diff --git a/Blocking/spaceOptimized/Makefile b/Blocking/spaceOptimized/Makefile
new file mode 100644
index 0000000..d6d9ad5
--- /dev/null
+++ b/Blocking/spaceOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnMPIBlockingSpaceOptimized
+CC=mpicc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnMPIBlocking.o knnMPIBlockingDeclarations.o
+DEPS=knnMPIBlockingDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/Blocking/spaceOptimized/knnMPIBlocking.c b/Blocking/spaceOptimized/knnMPIBlocking.c
new file mode 100644
index 0000000..2e179c0
--- /dev/null
+++ b/Blocking/spaceOptimized/knnMPIBlocking.c
@@ -0,0 +1,151 @@
+#include <stdio.h>
+#include <sys/time.h>
+
+#include "knnMPIBlockingDeclarations.h"
+#include "mpi.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime
+			, commStartWTime, commEndWTime
+			, calcStartWTime, calcEndWTime;
+
+/*		Global variables		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0;
+char *pointsFilename = NULL, *testFilename = NULL;
+double seq_time = 0;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	int numberOfTasks = 0, taskId = 0, chunksize = 0, myOffset = 0, destination = 0, source = 0;
+	double **myPoints, **inBuffer, **outBuffer, commTimeSum = 0, calcTimeSum = 0;
+	neighbor **sortedNeighborsArray;
+	MPI_Status status;
+
+	getArguments(argc, argv);
+
+	//Initializes mpi and necessary variables
+	MPI_Init(&argc, &argv);
+	MPI_Comm_size(MPI_COMM_WORLD, &numberOfTasks);
+	if (numberOfPoints % numberOfTasks != 0){
+		printf("Quitting. Number of points must be divisible by number of MPI tasks.\n");
+		abExit(0);
+	}
+	MPI_Comm_rank(MPI_COMM_WORLD, &taskId);
+
+	chunksize = numberOfPoints / numberOfTasks; //number of points each task has
+	myOffset = taskId * chunksize; //this task's offset from (complete) point's array start
+	destination = taskId + 1; //this task's destination task id for sending messages
+	if (destination >= numberOfTasks){
+		destination = 0;
+	}
+	source= taskId - 1; //this task's source task id for receiving messages
+	if (source < 0){
+		source = numberOfTasks - 1;
+	}
+
+	init(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize
+		, myOffset * numberOfDimensions);
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&startwtime, NULL);
+	}
+
+	gettimeofday(&calcStartWTime, NULL);
+
+	//Calculates distances between task's own points
+	calculateDistances(&myPoints, &myPoints, &sortedNeighborsArray, chunksize, myOffset
+		, taskId * chunksize);
+
+	gettimeofday(&calcEndWTime, NULL);
+	calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+	for (int chunk=0; chunk<numberOfTasks-1; ++chunk){
+		gettimeofday(&commStartWTime, NULL);
+		//sends-receives points array blocks
+		if (taskId == MASTER){
+			//master task sends first to avoid deadlocks
+			MPI_Send((chunk == 0)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD);
+			MPI_Recv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &status);
+		} else {
+			//other tasks receive first
+			MPI_Recv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &status);
+			MPI_Send((chunk == 0)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD);
+		}
+		gettimeofday(&commEndWTime, NULL);
+		commTimeSum += (double)((commEndWTime.tv_usec - commStartWTime.tv_usec)/1.0e6
+			+ commEndWTime.tv_sec - commStartWTime.tv_sec);
+
+		//offset, the task that sent new points block has from (complete) point's array start
+		//used for storing the correct neighbor id's in neighbors array
+		int offset = source - chunk;
+		if (offset < 0){
+			offset += numberOfTasks;
+		}
+		offset *= chunksize;
+
+		gettimeofday(&calcStartWTime, NULL);
+
+		//calculates distances between task's points and new points received
+		calculateDistances(&myPoints, &inBuffer, &sortedNeighborsArray, chunksize, myOffset
+			, offset);
+
+		gettimeofday(&calcEndWTime, NULL);
+		calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+		swapPointers(&inBuffer, &outBuffer);
+	}
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&endwtime, NULL);
+		seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+			+ endwtime.tv_sec - startwtime.tv_sec);
+
+		printf("Wall clock time = %f\n\n", seq_time);
+	}
+
+	if (test(&sortedNeighborsArray, chunksize, myOffset, testFilename)){
+		printf("Validity check failed for task %d!\n", taskId);
+	} else {
+		printf("Validity check success for task %d!\n", taskId);
+	}
+
+	if (taskId == MASTER){
+		printf("Number of points = %d\n", numberOfPoints);
+		printf("Number of dimensions = %d\n", numberOfDimensions);
+		printf("Number of neighbors = %d\n", numberOfNeighbors);
+		printf("Number of tasks = %d\n", numberOfTasks);
+	}
+	for(int i=0; i<numberOfTasks; ++i) {
+		MPI_Barrier(MPI_COMM_WORLD);
+		if (i == taskId) {
+			printf("Task %d communications time sum = %f\n", taskId, commTimeSum);
+			printf("Task %d calculations time sum = %f\n", taskId, calcTimeSum);
+
+			/*
+					Uncomment to print the results
+			*/
+			/*for (int x=0; x<chunksize; ++x){
+				for (int y=0; y<numberOfNeighbors; ++y){
+					printf("%d to %d = %f\n", x + taskId * chunksize
+						, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+				}
+				printf("\n");
+			}*/
+		}
+	}
+
+	cleanUp(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize);
+	MPI_Finalize();
+}
diff --git a/Blocking/spaceOptimized/knnMPIBlockingDeclarations.c b/Blocking/spaceOptimized/knnMPIBlockingDeclarations.c
new file mode 100644
index 0000000..8de0ed0
--- /dev/null
+++ b/Blocking/spaceOptimized/knnMPIBlockingDeclarations.c
@@ -0,0 +1,242 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "knnMPIBlockingDeclarations.h"
+#include "mpi.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tdf is the filename of the dataset file\n");
+		printf("\ttf is the filename of the dataset file\n");
+		abExit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = atoi(argv[3]);
+	if (numberOfNeighbors >= numberOfPoints) {
+		numberOfNeighbors = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize, int offset){
+	//Allocates memory for points array
+	*pointsArray = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points coming from another process
+	*inBuffer = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points going out to another process
+	*outBuffer = cMalloc(chunksize, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * chunksize))) != NULL ){
+		for (int row = 0; row < chunksize; ++row){
+			if ( ( (*sortedNeighborsArray)[row]
+				= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL ){
+				printf("Error allocating memory\n");
+				abExit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray, chunksize, offset)){
+		abExit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<chunksize; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = -1;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double **array;
+	//allocates a continuous block of memory
+	double *tempArray = (double *)calloc(rows * columns, sizeof(double));
+	if (tempArray == NULL){
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//creates pointers to each row and column for easy indexing
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array, int chunksize, int offset){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	if (offset && fseek(pointsBinaryFile, offset * sizeof(double), SEEK_SET)){
+		printf("Error reading the file. Quitting.\n");
+		abExit(0);
+	}
+	for (int point=0; point<chunksize; ++point){
+		if ( fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+				!= numberOfDimensions ){
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray, int chunksize, int myOffset, int indexOffset){
+	for (int firstPoint=0; firstPoint<chunksize; ++firstPoint){
+		for (int secondPoint=0; secondPoint<chunksize; ++secondPoint){
+			if (myOffset + firstPoint == indexOffset + secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				double tmpDiff = (*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex];
+				distance += tmpDiff * tmpDiff;
+			}
+			addDistanceAndShift(sortedNeighborsArray, firstPoint, indexOffset + secondPoint
+				, distance);
+		}
+	}
+}
+
+void addDistanceAndShift(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId
+	, double pointsDistance){
+	for (int arrayIndex=0; arrayIndex<numberOfNeighbors; ++arrayIndex){
+		//Gets distance stored in the array for this index
+		double thisNeighborDistance = (*sortedNeighborsArray)[firstPointId][arrayIndex].distance;
+
+		if (thisNeighborDistance == -1){ //Loop reached the end of the array
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		} else if (thisNeighborDistance > pointsDistance){
+			//Distance at the this index is greater than the distance being inserted
+			//Shifts right all non empty columns holding distances lower than pointsDistance
+			for (int moveColumn=numberOfNeighbors-2; moveColumn>=arrayIndex; --moveColumn){
+				double tempDistance = (*sortedNeighborsArray)[firstPointId][moveColumn].distance;
+				if (tempDistance == -1){ //Skips empty columns
+					continue;
+				}
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].distance = tempDistance;
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].neighborId
+					= (*sortedNeighborsArray)[firstPointId][moveColumn].neighborId;
+			}
+			//Inserts pointsDistance in the space created after shifting
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		}
+	}
+}
+
+void swapPointers(double ***firstArray, double ***secondArray){
+	double **tempPtr = *firstArray;
+	*firstArray = *secondArray;
+	*secondArray = tempPtr;
+}
+
+int test(neighbor ***sortedNeighborsArray, int chunksize, int offset, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+	char *discarded = NULL;
+	size_t n = 0;
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	if (offset){
+		for (int line=0; line<offset; ++line){
+			if (getline(&discarded, &n, testFile) == -1){
+				perror("Error reading test file");
+				return 1;
+			}
+			n = 0;
+		}
+		free(discarded);
+	}
+	for (int point=0; point<chunksize; ++point){
+		for (int i=0; i<numberOfNeighbors; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){ //-1 because f@ck matlab
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	free((*inBuffer)[0]);
+	free(*inBuffer);
+
+	free((*outBuffer)[0]);
+	free(*outBuffer);
+
+	for (int row=0; row<chunksize; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
+
+void abExit(int exitCode){
+	int initialized = 0;
+	MPI_Initialized(&initialized);
+	if (initialized){
+		MPI_Abort(MPI_COMM_WORLD, -1);
+	}
+	exit(0);
+}
\ No newline at end of file
diff --git a/Blocking/spaceOptimized/knnMPIBlockingDeclarations.h b/Blocking/spaceOptimized/knnMPIBlockingDeclarations.h
new file mode 100644
index 0000000..55c776e
--- /dev/null
+++ b/Blocking/spaceOptimized/knnMPIBlockingDeclarations.h
@@ -0,0 +1,89 @@
+#ifndef KNNMPIBLOCKINGFUNCTIONDECLARATION_H_   /* Include guard */
+#define KNNMPIBLOCKINGFUNCTIONDECLARATION_H_
+
+/*		Constants definitions		*/
+#define MASTER	0			//task id of the master process
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors knn should find for each point
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray			//pointer to the array of points
+	, double ***inBuffer				//pointer to the array used as input buffer for mpi
+	, double ***outBuffer				//pointer to the array used as output buffer for mpi
+	, neighbor ***sortedNeighborsArray	//pointer to the array holding the distances and ID's
+	, int chunksize						//number of rows (points) to be allocated
+	, int offset);						//process offset used when reading points from the file
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array	//array that will hold the coordinates of the points
+	, int chunksize							//number of rows (points) to be read
+	, int offset);							//offset from which reading will start
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray				//array that holds the distances
+	, int chunksize									//number of points
+	, int myOffset									//offset used for ID's of first pool's points
+	, int indexOffset);								//offset used for ID's of seconds pool's points
+
+//Function addDistanceAndShift searches an array of neighbors (struct) for an index holding either
+//an empty distance or a distance that is greater than the one that came in the arguments
+//(pointsDistance), shifts "right" one time all values of the array after this index and fills the
+//empty position created after shifting with the one that came in the arguments (pointsDistance)
+void addDistanceAndShift(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointId										//ID of the first point
+	, int secondPointId										//ID of the second point
+	, double pointsDistance);								//distance between the two points
+
+//Function swapPointers swaps the memory blocks pointed to by two pointers
+void swapPointers(double ***firstArray	//first memory block
+	, double ***secondArray);			//second memory block
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, int chunksize							//number of points
+	, int offset							//process offset
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray		//points array pointer
+	, double ***inBuffer				//input buffer pointer
+	, double ***outBuffer				//output buffer pointer
+	, neighbor ***sortedNeighborsArray	//distances array pointer
+	, int chunksize);					//number of rows (points)
+
+//Function abExit exits the program after checking for mpi initialization
+void abExit(int exitCode);	//exit code to exit with
+
+#endif // KNNMPIBLOCKINGFUNCTIONDECLARATION_H_
\ No newline at end of file
diff --git a/Blocking/timeOptimized/KnnMPIBlockingTimeOptimized b/Blocking/timeOptimized/KnnMPIBlockingTimeOptimized
new file mode 100644
index 0000000..88d600c
Binary files /dev/null and b/Blocking/timeOptimized/KnnMPIBlockingTimeOptimized differ
diff --git a/Blocking/timeOptimized/Makefile b/Blocking/timeOptimized/Makefile
new file mode 100644
index 0000000..b5e7b12
--- /dev/null
+++ b/Blocking/timeOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnMPIBlockingTimeOptimized
+CC=mpicc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnMPIBlocking.o knnMPIBlockingDeclarations.o
+DEPS=knnMPIBlockingDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/Blocking/timeOptimized/knnMPIBlocking.c b/Blocking/timeOptimized/knnMPIBlocking.c
new file mode 100644
index 0000000..5ee7129
--- /dev/null
+++ b/Blocking/timeOptimized/knnMPIBlocking.c
@@ -0,0 +1,162 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <sys/time.h>
+
+#include "knnMPIBlockingDeclarations.h"
+#include "mpi.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime
+			, commStartWTime, commEndWTime
+			, calcStartWTime, calcEndWTime;
+
+/*		Global variables		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0, k = 0;
+char *pointsFilename = NULL, *testFilename = NULL;
+double seq_time = 0;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	int numberOfTasks = 0, taskId = 0, chunksize = 0, myOffset = 0, destination = 0, source = 0;
+	double **myPoints, **inBuffer, **outBuffer, commTimeSum = 0, calcTimeSum = 0;
+	neighbor **sortedNeighborsArray;
+	MPI_Status status;
+
+	getArguments(argc, argv);
+
+	//Initializes mpi and necessary variables
+	MPI_Init(&argc, &argv);
+	MPI_Comm_size(MPI_COMM_WORLD, &numberOfTasks);
+	if (numberOfPoints % numberOfTasks != 0){
+		printf("Quitting. Number of points must be divisible by number of MPI tasks.\n");
+		abExit(0);
+	}
+	MPI_Comm_rank(MPI_COMM_WORLD, &taskId);
+
+	chunksize = numberOfPoints / numberOfTasks; //number of points each task has
+	myOffset = taskId * chunksize; //this task's offset from (complete) point's array start
+	destination = taskId + 1; //this task's destination task id for sending messages
+	if (destination >= numberOfTasks){
+		destination = 0;
+	}
+	source= taskId - 1; //this task's source task id for receiving messages
+	if (source < 0){
+		source = numberOfTasks - 1;
+	}
+
+	init(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize
+		, myOffset * numberOfDimensions);
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&startwtime, NULL);
+	}
+
+	gettimeofday(&calcStartWTime, NULL);
+
+	//Calculates distances between task's own points
+	calculateDistances(&myPoints, &myPoints, &sortedNeighborsArray, chunksize, myOffset
+		, taskId * chunksize);
+
+	gettimeofday(&calcEndWTime, NULL);
+	calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+	for (int chunk=0; chunk<numberOfTasks-1; ++chunk){
+		gettimeofday(&commStartWTime, NULL);
+		//sends-receives points array blocks
+		if (taskId == MASTER){
+			//master task sends first to avoid deadlocks
+			MPI_Send((chunk == 0)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD);
+			MPI_Recv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &status);
+		} else {
+			//other tasks receive first
+			MPI_Recv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &status);
+			MPI_Send((chunk == 0)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD);
+		}
+		gettimeofday(&commEndWTime, NULL);
+		commTimeSum += (double)((commEndWTime.tv_usec - commStartWTime.tv_usec)/1.0e6
+			+ commEndWTime.tv_sec - commStartWTime.tv_sec);
+
+		//offset, the task that sent new points block has from (complete) point's array start
+		//used for storing the correct neighbor id's in neighbors array
+		int offset = source - chunk;
+		if (offset < 0){
+			offset += numberOfTasks;
+		}
+		offset *= chunksize;
+
+		gettimeofday(&calcStartWTime, NULL);
+
+		//calculates distances between task's points and new points received
+		calculateDistances(&myPoints, &inBuffer, &sortedNeighborsArray, chunksize, myOffset
+			, offset);
+
+		gettimeofday(&calcEndWTime, NULL);
+		calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+		swapPointers(&inBuffer, &outBuffer);
+	}
+
+	gettimeofday(&calcStartWTime, NULL);
+
+	for (int point=0; point<chunksize; ++point){
+		qsort (sortedNeighborsArray[point], numberOfNeighbors, sizeof(neighbor), compare);
+	}
+
+	gettimeofday(&calcEndWTime, NULL);
+	calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+	if (test(&sortedNeighborsArray, chunksize, myOffset, testFilename)){
+		printf("Validity check failed for task %d!\n", taskId);
+	} else {
+		printf("Validity check success for task %d!\n", taskId);
+	}
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&endwtime, NULL);
+		seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+			+ endwtime.tv_sec - startwtime.tv_sec);
+
+		printf("Wall clock time = %f\n\n", seq_time);
+	}
+
+	if (taskId == MASTER){
+		printf("Number of points = %d\n", numberOfPoints);
+		printf("Number of dimensions = %d\n", numberOfDimensions);
+		printf("Number of neighbors = %d\n", numberOfNeighbors);
+		printf("Number of tasks = %d\n", numberOfTasks);
+	}
+	for(int i=0; i<numberOfTasks; ++i) {
+		MPI_Barrier(MPI_COMM_WORLD);
+		if (i == taskId) {
+			printf("Task %d communications time sum = %f\n", taskId, commTimeSum);
+			printf("Task %d calculations time sum = %f\n", taskId, calcTimeSum);
+
+			/*
+					Uncomment to print the results
+			*/
+			/*for (int x=0; x<chunksize; ++x){
+				for (int y=0; y<numberOfNeighbors; ++y){
+					printf("%d to %d = %f\n", x + taskId * chunksize
+						, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+				}
+				printf("\n");
+			}*/
+		}
+	}
+
+	cleanUp(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize);
+	MPI_Finalize();
+}
\ No newline at end of file
diff --git a/Blocking/timeOptimized/knnMPIBlockingDeclarations.c b/Blocking/timeOptimized/knnMPIBlockingDeclarations.c
new file mode 100644
index 0000000..6bef397
--- /dev/null
+++ b/Blocking/timeOptimized/knnMPIBlockingDeclarations.c
@@ -0,0 +1,237 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "knnMPIBlockingDeclarations.h"
+#include "mpi.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tdf is the filename of the dataset file\n");
+		printf("\ttf is the filename of the dataset file\n");
+		abExit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = numberOfPoints - 1;
+	k = atoi(argv[3]);
+	if (k >= numberOfPoints){
+		k = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize, int offset){
+	//Allocates memory for points array
+	*pointsArray = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points coming from another process
+	*inBuffer = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points going out to another process
+	*outBuffer = cMalloc(chunksize, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * chunksize))) != NULL ){
+		for (int row = 0; row < chunksize; ++row){
+			if ( ( (*sortedNeighborsArray)[row]
+				= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL ){
+				printf("Error allocating memory\n");
+				abExit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray, chunksize, offset)){
+		abExit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<chunksize; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = -1;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double **array;
+	//allocates a continuous block of memory
+	double *tempArray = (double *)calloc(rows * columns, sizeof(double));
+	if (tempArray == NULL){
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//creates pointers to each row and column for easy indexing
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array, int chunksize, int offset){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	if (fseek(pointsBinaryFile, offset * sizeof(double), SEEK_SET)){
+		printf("Error reading the file. Quitting.\n");
+		abExit(0);
+	}
+	for (int point=0; point<chunksize; ++point){
+		if ( fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+				!= numberOfDimensions ){
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray, int chunksize, int myOffset, int indexOffset){
+	for (int firstPoint=0; firstPoint<chunksize; ++firstPoint){
+		for (int secondPoint=0; secondPoint<chunksize; ++secondPoint){
+			if (myOffset + firstPoint == indexOffset + secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				double tmpDiff = (*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex];
+				distance += tmpDiff * tmpDiff;
+			}
+			addDistance(sortedNeighborsArray, firstPoint, myOffset + firstPoint
+				, indexOffset + secondPoint, distance);
+		}
+	}
+}
+
+void addDistance(neighbor ***sortedNeighborsArray, int firstPointIndex, int firstPointId
+	, int secondPointId, double pointsDistance){
+	//Determines actual index in which the distance will be added
+	int insertIndex = secondPointId;
+	if (secondPointId > firstPointId){
+		--insertIndex;
+	}
+
+	(*sortedNeighborsArray)[firstPointIndex][insertIndex].distance = pointsDistance;
+	(*sortedNeighborsArray)[firstPointIndex][insertIndex].neighborId = secondPointId;
+}
+
+int compare (const void *a, const void *b){
+	//Casts arguments to pointers to neighbors
+	const neighbor *neighborA = (neighbor*) a;
+	const neighbor *neighborB = (neighbor*) b;
+
+	if (neighborA->distance == neighborB->distance){
+		return 0;
+	} else{
+		return neighborA->distance > neighborB->distance ? 1 : -1;
+	}
+}
+
+void swapPointers(double ***firstArray, double ***secondArray){
+	double **tempPtr = *firstArray;
+	*firstArray = *secondArray;
+	*secondArray = tempPtr;
+}
+
+int test(neighbor ***sortedNeighborsArray, int chunksize, int offset, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+	char *discarded = NULL;
+	size_t n = 0;
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	if (offset){
+		for (int line=0; line<offset; ++line){
+			if (getline(&discarded, &n, testFile) == -1){
+				perror("Error reading test file");
+				return 1;
+			}
+			n = 0;
+		}
+		free(discarded);
+	}
+	for (int point=0; point<chunksize; ++point){
+		for (int i=0; i<k; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){ //-1 because f@ck matlab
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	free((*inBuffer)[0]);
+	free(*inBuffer);
+
+	free((*outBuffer)[0]);
+	free(*outBuffer);
+
+	for (int row=0; row<chunksize; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
+
+void abExit(int exitCode){
+	int initialized = 0;
+	MPI_Initialized(&initialized);
+	if (initialized){
+		MPI_Abort(MPI_COMM_WORLD, -1);
+	}
+	exit(0);
+}
\ No newline at end of file
diff --git a/Blocking/timeOptimized/knnMPIBlockingDeclarations.h b/Blocking/timeOptimized/knnMPIBlockingDeclarations.h
new file mode 100644
index 0000000..745d22d
--- /dev/null
+++ b/Blocking/timeOptimized/knnMPIBlockingDeclarations.h
@@ -0,0 +1,93 @@
+#ifndef KNNMPIBLOCKINGFUNCTIONDECLARATION_H_   /* Include guard */
+#define KNNMPIBLOCKINGFUNCTIONDECLARATION_H_
+
+/*		Constants definitions		*/
+#define MASTER	0			//task id of the master process
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors knn should find for each point
+extern int k;					//number of nearest neighbors requested by the user
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray			//pointer to the array of points
+	, double ***inBuffer				//pointer to the array used as input buffer for mpi
+	, double ***outBuffer				//pointer to the array used as output buffer for mpi
+	, neighbor ***sortedNeighborsArray	//pointer to the array holding the distances and ID's
+	, int chunksize						//number of rows (points) to be allocated
+	, int offset);						//process offset used when reading points from the file
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array	//array that will hold the coordinates of the points
+	, int chunksize							//number of rows (points) to be read
+	, int offset);							//offset from which reading will start
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray				//array that holds the distances
+	, int chunksize									//number of points
+	, int myOffset									//offset used for ID's of first pool's points
+	, int indexOffset);								//offset used for ID's of seconds pool's points
+
+//Function addDistance adds distances to sorted neighbors array sorted by the ID of the neighbor
+void addDistance(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointIndex							//Index of the first point in task's array
+	, int firstPointId								//ID of the first point
+	, int secondPointId								//ID of the second point
+	, double pointsDistance);						//distance between the two points
+
+//Function compare compares two neighbors using their distance fields, returns 0 if distances are
+//equal, 1 if distance of first argument is greater and -1 otherwise
+int compare (const void *a		//first neighbor
+	, const void *b);			//second neighbor
+
+//Function swapPointers swaps the memory blocks pointed to by two pointers
+void swapPointers(double ***firstArray	//first memory block
+	, double ***secondArray);			//second memory block
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, int chunksize							//number of points
+	, int offset							//process offset
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray		//points array pointer
+	, double ***inBuffer				//input buffer pointer
+	, double ***outBuffer				//output buffer pointer
+	, neighbor ***sortedNeighborsArray	//distances array pointer
+	, int chunksize);					//number of rows (points)
+
+//Function abExit exits the program after checking for mpi initialization
+void abExit(int exitCode);	//exit code to exit with
+
+#endif // KNNMPIBLOCKINGFUNCTIONDECLARATION_H_
\ No newline at end of file
diff --git a/NonBlocking/spaceOptimized/Makefile b/NonBlocking/spaceOptimized/Makefile
new file mode 100644
index 0000000..8efd80a
--- /dev/null
+++ b/NonBlocking/spaceOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnMPINonBlockingSpaceOptimized
+CC=mpicc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnMPINonBlocking.o knnMPINonBlockingDeclarations.o
+DEPS=knnMPINonBlockingDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/NonBlocking/spaceOptimized/knnMPINonBlocking.c b/NonBlocking/spaceOptimized/knnMPINonBlocking.c
new file mode 100644
index 0000000..ec7828d
--- /dev/null
+++ b/NonBlocking/spaceOptimized/knnMPINonBlocking.c
@@ -0,0 +1,138 @@
+#include <stdio.h>
+#include <sys/time.h>
+
+#include "knnMPINonBlockingDeclarations.h"
+#include "mpi.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime
+			, calcStartWTime, calcEndWTime;
+
+/*		Global variables		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0;
+char *pointsFilename = NULL, *testFilename = NULL;
+double seq_time = 0;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	int numberOfTasks = 0, taskId = 0, chunksize = 0, myOffset = 0, destination = 0, source = 0;
+	double **myPoints, **inBuffer, **outBuffer, calcTimeSum = 0;
+	neighbor **sortedNeighborsArray;
+	MPI_Status statuses[2];
+	MPI_Request requests[2];
+
+	getArguments(argc, argv);
+
+	//Initializes mpi and necessary variables
+	MPI_Init(&argc, &argv);
+	MPI_Comm_size(MPI_COMM_WORLD, &numberOfTasks);
+	if (numberOfPoints % numberOfTasks != 0){
+		printf("Quitting. Number of points must be divisible by number of MPI tasks.\n");
+		abExit(0);
+	}
+	MPI_Comm_rank(MPI_COMM_WORLD, &taskId);
+
+	chunksize = numberOfPoints / numberOfTasks; //number of points each task has
+	myOffset = taskId * chunksize; //this task's offset from (complete) point's array start
+	destination = taskId + 1; //this task's destination task id for sending messages
+	if (destination >= numberOfTasks){
+		destination = 0;
+	}
+	source= taskId - 1; //this task's source task id for receiving messages
+	if (source < 0){
+		source = numberOfTasks - 1;
+	}
+
+	init(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray
+		,chunksize, myOffset * numberOfDimensions);
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&startwtime, NULL);
+	}
+
+	for (int chunk=-1; chunk<numberOfTasks-1; ++chunk){
+		int lastLoop = (chunk == numberOfTasks-1-1) ? 1 : 0;
+
+		if (!lastLoop){ //last loop doesn't send nor receive
+			//sends-receives points array blocks
+			MPI_Isend((chunk == -1)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD
+				, &requests[BLOCK_SENT]);
+			MPI_Irecv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &requests[BLOCK_RECEIVED]);	
+		}
+
+		//offset of the task that sent new points block from (complete) point's array start
+		//used for storing the correct neighbor id's in neighbors array
+		int offset = source - chunk;
+		if (offset < 0){
+			offset += numberOfTasks;
+		}
+		offset *= chunksize;
+
+		gettimeofday(&calcStartWTime, NULL);
+		if (chunk == -1){
+			//calculates distances between task's own points
+			calculateDistances(&myPoints, &myPoints, &sortedNeighborsArray
+				, chunksize, myOffset, taskId * chunksize);
+		} else {
+			//calculates distances between task's points and new points received
+			calculateDistances(&myPoints, &outBuffer, &sortedNeighborsArray
+				, chunksize, myOffset, offset);
+		}
+		gettimeofday(&calcEndWTime, NULL);
+		calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+		if (!lastLoop){ //last loop doesn't send nor receive
+			//continues with next loop (and calculations) only after sending and receiving is done
+			MPI_Waitall(2, requests, statuses);
+		}
+
+		swapPointers(&inBuffer, &outBuffer);
+	}
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&endwtime, NULL);
+		seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+			+ endwtime.tv_sec - startwtime.tv_sec);
+
+		printf("Wall clock time = %f\n\n", seq_time);
+	}
+
+	if (test(&sortedNeighborsArray, chunksize, myOffset, testFilename)){
+		printf("Validity check failed for task %d!\n", taskId);
+	} else {
+		printf("Validity check success for task %d!\n", taskId);
+	}
+
+	if (taskId == MASTER){
+		printf("Number of points = %d\n", numberOfPoints);
+		printf("Number of dimensions = %d\n", numberOfDimensions);
+		printf("Number of neighbors = %d\n", numberOfNeighbors);
+		printf("Number of tasks = %d\n", numberOfTasks);
+	}
+	for(int i=0; i<numberOfTasks; ++i) {
+		MPI_Barrier(MPI_COMM_WORLD);
+		if (i == taskId) {
+			printf("Task %d calculations time sum = %f\n", taskId, calcTimeSum);
+			/*
+					Uncomment to print the results
+			*/
+			/*for (int x=0; x<chunksize; ++x){
+				for (int y=0; y<numberOfNeighbors; ++y){
+					printf("%d to %d = %f\n", x + taskId * chunksize
+						, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+				}
+				printf("\n");
+			}*/
+		}
+	}
+
+	cleanUp(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize);
+	MPI_Finalize();
+}
\ No newline at end of file
diff --git a/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.c b/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.c
new file mode 100644
index 0000000..c9bca77
--- /dev/null
+++ b/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.c
@@ -0,0 +1,256 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <sys/time.h>
+
+#include "knnMPINonBlockingDeclarations.h"
+#include "mpi.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tdf is the filename of the dataset file\n");
+		printf("\ttf is the filename of the dataset file\n");
+		abExit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = atoi(argv[3]);
+	if (numberOfNeighbors >= numberOfPoints) {
+		numberOfNeighbors = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize, int offset){
+	//Allocates memory for points array
+	*pointsArray = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points coming from another process
+	*inBuffer = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points going out to another process
+	*outBuffer = cMalloc(chunksize, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * chunksize))) != NULL ){
+		for (int row = 0; row < chunksize; ++row){
+			if ( ( (*sortedNeighborsArray)[row]
+				= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL ){
+				printf("Error allocating memory\n");
+				abExit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray, chunksize, offset)){
+		abExit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<chunksize; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = -1;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double **array;
+	//allocates a continuous block of memory
+	double *tempArray = (double *)calloc(rows * columns, sizeof(double));
+	if (tempArray == NULL){
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//creates pointers to each row and column for easy indexing
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array, int chunksize, int offset){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	if (fseek(pointsBinaryFile, offset * sizeof(double), SEEK_SET)){
+		printf("Error reading the file. Quitting.\n");
+		abExit(0);
+	}
+	for (int point=0; point<chunksize; ++point){
+		if ( fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+			!= numberOfDimensions ){
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray, int chunksize, int myOffset, int indexOffset){
+	for (int firstPoint=0; firstPoint<chunksize; ++firstPoint){
+		for (int secondPoint=0; secondPoint<chunksize; ++secondPoint){
+			if (myOffset + firstPoint == indexOffset + secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				double tmpDiff = (*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex];
+				distance += tmpDiff * tmpDiff;
+			}
+			addDistanceAndShift(sortedNeighborsArray, firstPoint, indexOffset + secondPoint
+				, distance);
+		}
+	}
+}
+
+void addDistanceAndShift(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId
+	, double pointsDistance){
+	for (int arrayIndex=0; arrayIndex<numberOfNeighbors; ++arrayIndex){
+		//Gets distance stored in the array for this index
+		double thisNeighborDistance = (*sortedNeighborsArray)[firstPointId][arrayIndex].distance;
+
+		if (thisNeighborDistance == -1){ //Loop reached the end of the array
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		} else if (thisNeighborDistance > pointsDistance){
+			//Distance at the this index is greater than the distance being inserted
+			//Shifts right all non empty columns holding distances lower than pointsDistance
+			for (int moveColumn=numberOfNeighbors-2; moveColumn>=arrayIndex; --moveColumn){
+				double tempDistance = (*sortedNeighborsArray)[firstPointId][moveColumn].distance;
+				if (tempDistance == -1){ //Skips empty columns
+					continue;
+				}
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].distance = tempDistance;
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].neighborId
+					= (*sortedNeighborsArray)[firstPointId][moveColumn].neighborId;
+			}
+
+			/*
+					Forward iteration is slower than reverse!
+			*/
+			/*for (int moveColumn=arrayIndex; moveColumn<numberOfNeighbors-1; ++moveColumn){
+				double tempDistance = (*sortedNeighborsArray)[firstPointId][moveColumn].distance;
+				if (tempDistance == -1){ //Skips empty columns
+					break;
+				}
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].distance = tempDistance;
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].neighborId
+					= (*sortedNeighborsArray)[firstPointId][moveColumn].neighborId;
+			}*/
+
+			//Inserts pointsDistance in the space created after shifting
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		}
+	}
+}
+
+void swapPointers(double ***firstArray, double ***secondArray){
+	double **tempPtr = *firstArray;
+	*firstArray = *secondArray;
+	*secondArray = tempPtr;
+}
+
+int test(neighbor ***sortedNeighborsArray, int chunksize, int offset, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+	char *discarded = NULL;
+	size_t n = 0;
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	if (offset){
+		for (int line=0; line<offset; ++line){
+			if (getline(&discarded, &n, testFile) == -1){
+				perror("Error reading test file");
+				return 1;
+			}
+			n = 0;
+		}
+		free(discarded);
+	}
+	for (int point=0; point<chunksize; ++point){
+		for (int i=0; i<numberOfNeighbors; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){ //-1 because f@ck matlab
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	free((*inBuffer)[0]);
+	free(*inBuffer);
+
+	free((*outBuffer)[0]);
+	free(*outBuffer);
+
+	for (int row=0; row<chunksize; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
+
+void abExit(int exitCode){
+	int initialized = 0;
+	MPI_Initialized(&initialized);
+	if (initialized){
+		MPI_Abort(MPI_COMM_WORLD, -1);
+	}
+	exit(0);
+}
\ No newline at end of file
diff --git a/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.h b/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.h
new file mode 100644
index 0000000..a1d83a3
--- /dev/null
+++ b/NonBlocking/spaceOptimized/knnMPINonBlockingDeclarations.h
@@ -0,0 +1,91 @@
+#ifndef KNNMPINONBLOCKINGFUNCTIONDECLARATIONS_H_   /* Include guard */
+#define KNNMPINONBLOCKINGFUNCTIONDECLARATIONS_H_
+
+/*		Constants definitions		*/
+#define MASTER				0	//task id of the master process
+#define BLOCK_SENT			0	//index of request used for sending blocks in the requests array
+#define BLOCK_RECEIVED		1	//index of request used for receiving blocks in the requests array
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors knn should find for each point
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray			//pointer to the array of points
+	, double ***inBuffer				//pointer to the array used as input buffer for mpi
+	, double ***outBuffer				//pointer to the array used as output buffer for mpi
+	, neighbor ***sortedNeighborsArray	//pointer to the array holding the distances and ID's
+	, int chunksize						//number of rows (points) to be allocated
+	, int offset);						//process offset used when reading points from the file
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array	//array that will hold the coordinates of the points
+	, int chunksize							//number of rows (points) to be read
+	, int offset);							//offset from which reading will start
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray				//array that holds the distances
+	, int chunksize									//number of points
+	, int myOffset									//offset used for ID's of first pool's points
+	, int indexOffset);								//offset used for ID's of seconds pool's points
+
+//Function addDistanceAndShift searches an array of neighbors (struct) for an index holding either
+//an empty distance or a distance that is greater than the one that came in the arguments
+//(pointsDistance), shifts "right" one time all values of the array after this index and fills the
+//empty position created after shifting with the one that came in the arguments (pointsDistance)
+void addDistanceAndShift(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointId										//ID of the first point
+	, int secondPointId										//ID of the second point
+	, double pointsDistance);								//distance between the two points
+
+//Function swapPointers swaps the memory blocks pointed to by two pointers
+void swapPointers(double ***firstArray	//first memory block
+	, double ***secondArray);			//second memory block
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, int chunksize							//number of points
+	, int offset							//process offset
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray		//points array pointer
+	, double ***inBuffer				//input buffer pointer
+	, double ***outBuffer				//output buffer pointer
+	, neighbor ***sortedNeighborsArray	//distances array pointer
+	, int chunksize);					//number of rows (points)
+
+//Function abExit exits the program after checking for mpi initialization
+void abExit(int exitCode);	//exit code to exit with
+
+#endif // KNNMPINONBLOCKINGFUNCTIONDECLARATIONS_H_
\ No newline at end of file
diff --git a/NonBlocking/timeOptimized/KnnMPINonBlockingTimeOptimized b/NonBlocking/timeOptimized/KnnMPINonBlockingTimeOptimized
new file mode 100644
index 0000000..df0af31
Binary files /dev/null and b/NonBlocking/timeOptimized/KnnMPINonBlockingTimeOptimized differ
diff --git a/NonBlocking/timeOptimized/Makefile b/NonBlocking/timeOptimized/Makefile
new file mode 100644
index 0000000..aee3225
--- /dev/null
+++ b/NonBlocking/timeOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnMPINonBlockingTimeOptimized
+CC=mpicc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnMPINonBlocking.o knnMPINonBlockingDeclarations.o
+DEPS=knnMPINonBlockingDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/NonBlocking/timeOptimized/knnMPINonBlocking.c b/NonBlocking/timeOptimized/knnMPINonBlocking.c
new file mode 100644
index 0000000..568ba7a
--- /dev/null
+++ b/NonBlocking/timeOptimized/knnMPINonBlocking.c
@@ -0,0 +1,149 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <sys/time.h>
+
+#include "knnMPINonBlockingDeclarations.h"
+#include "mpi.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime
+			, calcStartWTime, calcEndWTime;
+
+/*		Global variables		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0, k = 0;
+char *pointsFilename = NULL, *testFilename = NULL;
+double seq_time = 0;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	int numberOfTasks = 0, taskId = 0, chunksize = 0, myOffset = 0, destination = 0, source = 0;
+	double **myPoints, **inBuffer, **outBuffer, calcTimeSum = 0;
+	neighbor **sortedNeighborsArray;
+	MPI_Status statuses[2];
+	MPI_Request requests[2];
+
+	getArguments(argc, argv);
+
+	//Initializes mpi and necessary variables
+	MPI_Init(&argc, &argv);
+	MPI_Comm_size(MPI_COMM_WORLD, &numberOfTasks);
+	if (numberOfPoints % numberOfTasks != 0){
+		printf("Quitting. Number of points must be divisible by number of MPI tasks.\n");
+		abExit(0);
+	}
+	MPI_Comm_rank(MPI_COMM_WORLD, &taskId);
+
+	chunksize = numberOfPoints / numberOfTasks; //number of points each task has
+	myOffset = taskId * chunksize; //this task's offset from (complete) point's array start
+	destination = taskId + 1; //this task's destination task id for sending messages
+	if (destination >= numberOfTasks){
+		destination = 0;
+	}
+	source= taskId - 1; //this task's source task id for receiving messages
+	if (source < 0){
+		source = numberOfTasks - 1;
+	}
+
+	init(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray
+		,chunksize, myOffset * numberOfDimensions);
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&startwtime, NULL);
+	}
+
+	for (int chunk=-1; chunk<numberOfTasks-1; ++chunk){
+		int lastLoop = (chunk == numberOfTasks-1-1) ? 1 : 0;
+
+		if (!lastLoop){ //last loop doesn't send nor receive
+			//sends-receives points array blocks
+			MPI_Isend((chunk == -1)		//if this is the first loop
+				? &(myPoints[0][0])		//send this task's points
+				: &(outBuffer[0][0])	//else send the points received from previous loop
+				, chunksize * numberOfDimensions, MPI_DOUBLE, destination, taskId, MPI_COMM_WORLD
+				, &requests[BLOCK_SENT]);
+			MPI_Irecv(&(inBuffer[0][0]), chunksize * numberOfDimensions, MPI_DOUBLE, source, source
+				, MPI_COMM_WORLD, &requests[BLOCK_RECEIVED]);
+		}
+
+		//offset of the task that sent new points block from (complete) point's array start
+		//used for storing the correct neighbor id's in neighbors array
+		int offset = source - chunk;
+		if (offset < 0){
+			offset += numberOfTasks;
+		}
+		offset *= chunksize;
+
+		gettimeofday(&calcStartWTime, NULL);
+		if (chunk == -1){
+			//calculates distances between task's own points
+			calculateDistances(&myPoints, &myPoints, &sortedNeighborsArray
+				, chunksize, myOffset, taskId * chunksize);
+		} else {
+			//calculates distances between task's points and new points received
+			calculateDistances(&myPoints, &outBuffer, &sortedNeighborsArray
+				, chunksize, myOffset, offset);
+		}
+		gettimeofday(&calcEndWTime, NULL);
+		calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+		if (!lastLoop){ //last loop doesn't send nor receive
+			//continues with next loop (and calculations) only after sending and receiving is done
+			MPI_Waitall(2, requests, statuses);
+		}
+
+		swapPointers(&inBuffer, &outBuffer);
+	}
+
+	gettimeofday(&calcStartWTime, NULL);
+
+	for (int point=0; point<chunksize; ++point){
+		qsort (sortedNeighborsArray[point], numberOfNeighbors, sizeof(neighbor), compare);
+	}
+
+	gettimeofday(&calcEndWTime, NULL);
+		calcTimeSum += (double)((calcEndWTime.tv_usec - calcStartWTime.tv_usec)/1.0e6
+			+ calcEndWTime.tv_sec - calcStartWTime.tv_sec);
+
+	MPI_Barrier(MPI_COMM_WORLD);
+	if (taskId == MASTER){
+		gettimeofday(&endwtime, NULL);
+		seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+			+ endwtime.tv_sec - startwtime.tv_sec);
+
+		printf("Wall clock time = %f\n\n", seq_time);
+	}
+
+	if (test(&sortedNeighborsArray, chunksize, myOffset, testFilename)){
+		printf("Validity check failed for task %d!\n", taskId);
+	} else {
+		printf("Validity check success for task %d!\n", taskId);
+	}
+
+	if (taskId == MASTER){
+		printf("Number of points = %d\n", numberOfPoints);
+		printf("Number of dimensions = %d\n", numberOfDimensions);
+		printf("Number of neighbors = %d\n", numberOfNeighbors);
+		printf("Number of tasks = %d\n", numberOfTasks);
+	}
+	for(int i=0; i<numberOfTasks; ++i) {
+		MPI_Barrier(MPI_COMM_WORLD);
+		if (i == taskId) {
+			printf("Task %d calculations time sum = %f\n", taskId, calcTimeSum);
+			/*
+					Uncomment to print the results
+			*/
+			/*for (int x=0; x<chunksize; ++x){
+				for (int y=0; y<k; ++y){
+					printf("%d to %d = %f\n", x + taskId * chunksize
+						, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+				}
+				printf("\n");
+			}*/
+		}
+	}
+
+	cleanUp(&myPoints, &inBuffer, &outBuffer, &sortedNeighborsArray, chunksize);
+	MPI_Finalize();
+}
\ No newline at end of file
diff --git a/NonBlocking/timeOptimized/knnMPINonBlocking.o b/NonBlocking/timeOptimized/knnMPINonBlocking.o
new file mode 100644
index 0000000..b7d3a5c
Binary files /dev/null and b/NonBlocking/timeOptimized/knnMPINonBlocking.o differ
diff --git a/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.c b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.c
new file mode 100644
index 0000000..19b63be
--- /dev/null
+++ b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.c
@@ -0,0 +1,237 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <float.h>
+
+#include "knnMPINonBlockingDeclarations.h"
+#include "mpi.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tdf is the filename of the dataset file\n");
+		printf("\ttf is the filename of the dataset file\n");
+		abExit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = numberOfPoints - 1;
+	k = atoi(argv[3]);
+	if (k >= numberOfPoints){
+		k = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize, int offset){
+	//Allocates memory for points array
+	*pointsArray = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points coming from another process
+	*inBuffer = cMalloc(chunksize, numberOfDimensions);
+	//Allocates memory for the buffer storing points going out to another process
+	*outBuffer = cMalloc(chunksize, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * chunksize))) != NULL ){
+		for (int row = 0; row < chunksize; ++row){
+			if ( ( (*sortedNeighborsArray)[row]
+				= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL ){
+				printf("Error allocating memory\n");
+				abExit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray, chunksize, offset)){
+		abExit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<chunksize; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = DBL_MAX;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double **array;
+	//allocates a continuous block of memory
+	double *tempArray = (double *)calloc(rows * columns, sizeof(double));
+	if (tempArray == NULL){
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	//creates pointers to each row and column for easy indexing
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		abExit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array, int chunksize, int offset){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	if (fseek(pointsBinaryFile, offset * sizeof(double), SEEK_SET)){
+		printf("Error reading the file. Quitting.\n");
+		abExit(0);
+	}
+	for (int point=0; point<chunksize; ++point){
+		if ( fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+				!= numberOfDimensions ){
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray, int chunksize, int myOffset, int indexOffset){
+	for (int firstPoint=0; firstPoint<chunksize; ++firstPoint){
+		for (int secondPoint=0; secondPoint<chunksize; ++secondPoint){
+			if (myOffset + firstPoint == indexOffset + secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				double tmpDiff = (*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex];
+				distance += tmpDiff * tmpDiff;
+			}
+			addDistance(sortedNeighborsArray, firstPoint, myOffset + firstPoint
+				, indexOffset + secondPoint, distance);
+		}
+	}
+}
+
+void addDistance(neighbor ***sortedNeighborsArray, int firstPointIndex, int firstPointId
+	, int secondPointId, double pointsDistance){
+	//Determines actual index in which the distance will be added
+	int insertIndex = secondPointId;
+	if (secondPointId > firstPointId){
+		--insertIndex;
+	}
+
+	(*sortedNeighborsArray)[firstPointIndex][insertIndex].distance = pointsDistance;
+	(*sortedNeighborsArray)[firstPointIndex][insertIndex].neighborId = secondPointId;
+}
+
+int compare (const void *a, const void *b){
+	//Casts arguments to pointers to neighbors
+	const neighbor *neighborA = (neighbor*) a;
+	const neighbor *neighborB = (neighbor*) b;
+
+	if (neighborA->distance == neighborB->distance){
+		return 0;
+	} else{
+		return neighborA->distance > neighborB->distance ? 1 : -1;
+	}
+}
+
+void swapPointers(double ***firstArray, double ***secondArray){
+	double **tempPtr = *firstArray;
+	*firstArray = *secondArray;
+	*secondArray = tempPtr;
+}
+
+int test(neighbor ***sortedNeighborsArray, int chunksize, int offset, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+	char *discarded = NULL;
+	size_t n = 0;
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	if (offset){
+		for (int line=0; line<offset; ++line){
+			if (getline(&discarded, &n, testFile) == -1){
+				perror("Error reading test file");
+				return 1;
+			}
+			n = 0;
+		}
+		free(discarded);
+	}
+	for (int point=0; point<chunksize; ++point){
+		for (int i=0; i<k; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){ //-1 because f@ck matlab
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, double ***inBuffer, double ***outBuffer
+	, neighbor ***sortedNeighborsArray, int chunksize){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	free((*inBuffer)[0]);
+	free(*inBuffer);
+
+	free((*outBuffer)[0]);
+	free(*outBuffer);
+
+	for (int row=0; row<chunksize; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
+
+void abExit(int exitCode){
+	int initialized = 0;
+	MPI_Initialized(&initialized);
+	if (initialized){
+		MPI_Abort(MPI_COMM_WORLD, -1);
+	}
+	exit(0);
+}
\ No newline at end of file
diff --git a/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.h b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.h
new file mode 100644
index 0000000..f7ae3b5
--- /dev/null
+++ b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.h
@@ -0,0 +1,95 @@
+#ifndef KNNMPINONBLOCKINGFUNCTIONDECLARATION_H_   /* Include guard */
+#define KNNMPINONBLOCKINGFUNCTIONDECLARATION_H_
+
+/*		Constants definitions		*/
+#define MASTER				0	//task id of the master process
+#define BLOCK_SENT			0	//index of request used for sending blocks in the requests array
+#define BLOCK_RECEIVED		1	//index of request used for receiving blocks in the requests array
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors that should be found for each point
+extern int k;					//number of nearest neighbors requested by the user
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray			//pointer to the array of points
+	, double ***inBuffer				//pointer to the array used as input buffer for mpi
+	, double ***outBuffer				//pointer to the array used as output buffer for mpi
+	, neighbor ***sortedNeighborsArray	//pointer to the array holding the distances and ID's
+	, int chunksize						//number of rows (points) to be allocated
+	, int offset);						//process offset used when reading points from the file
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array	//array that will hold the coordinates of the points
+	, int chunksize							//number of rows (points) to be read
+	, int offset);							//offset from which reading will start
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray				//array that holds the distances
+	, int chunksize									//number of points
+	, int myOffset									//offset used for ID's of first pool's points
+	, int indexOffset);								//offset used for ID's of seconds pool's points
+
+//Function addDistance adds distances to sorted neighbors array sorted by the ID of the neighbor
+void addDistance(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointIndex							//Index of the first point in task's array
+	, int firstPointId								//ID of the first point
+	, int secondPointId								//ID of the second point
+	, double pointsDistance);						//distance between the two points
+
+//Function compare compares two neighbors using their distance fields, returns 0 if distances are
+//equal, 1 if distance of first argument is greater and -1 otherwise
+int compare (const void *a		//first neighbor
+	, const void *b);			//second neighbor
+
+//Function swapPointers swaps the memory blocks pointed to by two pointers
+void swapPointers(double ***firstArray	//first memory block
+	, double ***secondArray);			//second memory block
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, int chunksize							//number of points
+	, int offset							//process offset
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray		//points array pointer
+	, double ***inBuffer				//input buffer pointer
+	, double ***outBuffer				//output buffer pointer
+	, neighbor ***sortedNeighborsArray	//distanced array pointer
+	, int chunksize);					//number of rows (points)
+
+//Function abExit exits the program after checking for mpi initialization
+void abExit(int exitCode);	//exit code to exit with
+
+#endif // KNNMPINONBLOCKINGFUNCTIONDECLARATION_H_
\ No newline at end of file
diff --git a/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.o b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.o
new file mode 100644
index 0000000..2d309ed
Binary files /dev/null and b/NonBlocking/timeOptimized/knnMPINonBlockingDeclarations.o differ
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..71c437f
--- /dev/null
+++ b/README.md
@@ -0,0 +1,22 @@
+Project includes 6 versions of a knn algorithm implementation:  
+    Serial - space optimized  
+    Serial - time optimized  
+    MPI parallel - blocking communications - space optimized  
+    MPI parallel - blocking communications - time optimized  
+    MPI parallel - non blocking communications - space optimized  
+    MPI parallel - non blocking communications - time optimized  
+
+Project folder also includes some test files and execution results (stats folder).
+
+In folder testFiles there is a dataset of 60000 points of 30 dimensions each, as
+well as three IDX files extracted from Matlab storing correctly sorted IDs.
+These files are named according to the convention: numberOfPoints_k
+after the number of points and selected k that were used to run the Matlab
+script.
+
+To run any version first run make. Then copy testFiles/data.bin and one of the
+IDX test files into the folder. Finally run with:
+    mpiexec -np numTasks ./prog.out numPoints numDimensions k data.bin idxFileName
+
+To extract a new IDX file from Matlab run knn with the dataset and then extract
+IDX variable to an ods/excel. Open the generated file and save as csv.
\ No newline at end of file
diff --git a/Serial/spaceOptimized/Makefile b/Serial/spaceOptimized/Makefile
new file mode 100644
index 0000000..3dff71c
--- /dev/null
+++ b/Serial/spaceOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnSerialSpaceOptimized
+CC=gcc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnSerial.o knnSerialDeclarations.o
+DEPS=knnSerialDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/Serial/spaceOptimized/knnSerial.c b/Serial/spaceOptimized/knnSerial.c
new file mode 100644
index 0000000..2899f17
--- /dev/null
+++ b/Serial/spaceOptimized/knnSerial.c
@@ -0,0 +1,48 @@
+#include <stdio.h>
+#include <sys/time.h>
+
+#include "knnSerialDeclarations.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime;
+double seq_time;
+
+/*		Global variable		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0, direction = 0;
+char *pointsFilename, *testFilename;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	double **pointsArray;
+	neighbor **sortedNeighborsArray;
+	
+	getArguments(argc, argv);
+	init(&pointsArray, &sortedNeighborsArray);
+
+	gettimeofday(&startwtime, NULL);
+	
+	calculateDistances(&pointsArray, &pointsArray, &sortedNeighborsArray);
+
+	gettimeofday(&endwtime, NULL);
+	seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+		+ endwtime.tv_sec - startwtime.tv_sec);
+	printf("Wall clock time = %f\n\n", seq_time);
+
+	if (test(&sortedNeighborsArray, testFilename)){
+		printf("Validity check failed!\n");
+	} else {
+		printf("Validity check success!\n");
+	}
+
+	/*
+			Uncomment to print the results
+	*/
+	/*for (int x=0; x<numberOfPoints; ++x){
+		for (int y=0; y<numberOfNeighbors; ++y){
+			printf("%d to %d = %f\n", x, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+		}
+		printf("\n");
+	}*/
+
+	cleanUp(&pointsArray, &sortedNeighborsArray);
+}
\ No newline at end of file
diff --git a/Serial/spaceOptimized/knnSerialDeclarations.c b/Serial/spaceOptimized/knnSerialDeclarations.c
new file mode 100644
index 0000000..ab78438
--- /dev/null
+++ b/Serial/spaceOptimized/knnSerialDeclarations.c
@@ -0,0 +1,192 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "knnSerialDeclarations.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename tfilename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tfilename is the filename of the dataset file\n");
+		printf("\tfilename is the filename of the test file\n");
+		exit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = atoi(argv[3]);
+	if (numberOfNeighbors >= numberOfPoints) {
+		numberOfNeighbors = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	//Allocates continuous memory for points array
+	*pointsArray = cMalloc(numberOfPoints, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * numberOfPoints)) )
+			!= NULL){
+		for (int row = 0; row < numberOfPoints; ++row){
+			if ( ((*sortedNeighborsArray)[row]
+					= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL){
+				printf("Error allocating memory\n");
+				exit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		exit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray)){
+		printf("Press any key to exit.\n");
+		getchar();
+		exit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<numberOfPoints; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = -1;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double *tempArray = (double *)malloc(rows * columns * sizeof(double));
+	double **array;
+
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		exit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	for (int point=0; point<numberOfPoints; ++point){
+		if (fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+				!= numberOfDimensions) {
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+	
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray){
+	for (int firstPoint=0; firstPoint<numberOfPoints; ++firstPoint){
+		for (int secondPoint=0; secondPoint<numberOfPoints; ++secondPoint){
+			if (firstPoint == secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				distance += pow((*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex] ,2);
+			}
+			addDistanceAndShift(sortedNeighborsArray, firstPoint, secondPoint, distance);
+		}
+	}
+}
+
+void addDistanceAndShift(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId
+	, double pointsDistance){
+	for (int arrayIndex=0; arrayIndex<numberOfNeighbors; ++arrayIndex){
+		//Gets distance stored in the array for this index
+		double thisNeighborDistance = (*sortedNeighborsArray)[firstPointId][arrayIndex].distance;
+
+		if (thisNeighborDistance == -1){ //Loop reached the end of the array
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		} else if (thisNeighborDistance > pointsDistance){
+			//Shifts right all non empty columns holding distances lower than pointsDistance
+			for (int moveColumn=numberOfNeighbors-2; moveColumn>=arrayIndex; --moveColumn){
+				double tempDistance = (*sortedNeighborsArray)[firstPointId][moveColumn].distance;
+				if (tempDistance == -1){ //Skips empty columns
+					continue;
+				}
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].distance = tempDistance;
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].neighborId
+					= (*sortedNeighborsArray)[firstPointId][moveColumn].neighborId;
+			}
+			//Inserts pointsDistance in the space created after shifting
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		}
+	}
+}
+
+int test(neighbor ***sortedNeighborsArray, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	for (int point=0; point<numberOfPoints; ++point){
+		for (int i=0; i<numberOfNeighbors; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+	
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	for (int row=0; row<numberOfPoints; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
\ No newline at end of file
diff --git a/Serial/spaceOptimized/knnSerialDeclarations.h b/Serial/spaceOptimized/knnSerialDeclarations.h
new file mode 100644
index 0000000..dc78421
--- /dev/null
+++ b/Serial/spaceOptimized/knnSerialDeclarations.h
@@ -0,0 +1,65 @@
+#ifndef KNNSERIALDECLARATIONS_H_   /* Include guard */
+#define KNNSERIALDECLARATIONS_H_
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors knn should find for each point
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray				//pointer to the array of points
+	, neighbor ***sortedNeighborsArray);	//pointer to the array holding the distances and ID's
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array);	//array that will hold the coordinates of the points
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray);			//array that holds the distances
+
+//Function addDistanceAndShift searches an array of neighbors (struct) for an index holding either
+//an empty distance or a distance that is greater than the one that came in the arguments
+//(pointsDistance), shifts "right" one time all values of the array after this index and fills the
+//empty position created after shifting with the one that came in the arguments (pointsDistance)
+void addDistanceAndShift(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointId										//ID of the first point
+	, int secondPointId										//ID of the second point
+	, double pointsDistance);								//distance between the two points
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray			//points array pointer
+	, neighbor ***sortedNeighborsArray);	//distances array pointer
+
+#endif // KNNMPINONBLOCKINGFUNCTIONDECLARATIONS_H_
\ No newline at end of file
diff --git a/Serial/timeOptimized/Makefile b/Serial/timeOptimized/Makefile
new file mode 100644
index 0000000..7a5c42f
--- /dev/null
+++ b/Serial/timeOptimized/Makefile
@@ -0,0 +1,21 @@
+TARGET=KnnSerialTimeOptimized
+CC=gcc
+CFLAGS=-Wall -O3 -std=gnu99 -I.
+OBJ=knnSerial.o knnSerialDeclarations.o
+DEPS=knnSerialDeclarations.h
+
+.PHONY: default all clean
+
+default: $(TARGET)
+all: default
+
+%.o: %.c $(DEPS)
+	$(CC) -c -o $@ $< $(CFLAGS)
+
+.PRECIOUS: $(TARGET) $(OBJ)
+
+$(TARGET): $(OBJ)
+	$(CC) -o $@ $^ $(CFLAGS)
+
+clean:
+	$(RM) *.o *~
\ No newline at end of file
diff --git a/Serial/timeOptimized/knnSerial.c b/Serial/timeOptimized/knnSerial.c
new file mode 100644
index 0000000..25cbaa2
--- /dev/null
+++ b/Serial/timeOptimized/knnSerial.c
@@ -0,0 +1,53 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <sys/time.h>
+
+#include "knnSerialDeclarations.h"
+
+/*		Structs		*/
+struct timeval startwtime, endwtime;
+double seq_time;
+
+/*		Global variable		*/
+int numberOfPoints = 0, numberOfDimensions = 0, numberOfNeighbors = 0, direction = 0, k = 0;
+char *pointsFilename, *testFilename;
+
+/*		Main		*/
+int main(int argc, char **argv){
+	double **pointsArray;
+	neighbor **sortedNeighborsArray;
+	
+	getArguments(argc, argv);
+	init(&pointsArray, &sortedNeighborsArray);
+
+	gettimeofday(&startwtime, NULL);
+	
+	calculateDistances(&pointsArray, &pointsArray, &sortedNeighborsArray);
+
+	for (int point=0; point<numberOfPoints; ++point){
+		qsort (sortedNeighborsArray[point], numberOfNeighbors, sizeof(neighbor), compare);
+	}
+
+	gettimeofday(&endwtime, NULL);
+	seq_time = (double)((endwtime.tv_usec - startwtime.tv_usec)/1.0e6
+		+ endwtime.tv_sec - startwtime.tv_sec);
+	printf("Wall clock time = %f\n\n", seq_time);
+
+	if (test(&sortedNeighborsArray, testFilename)){
+		printf("Validity check failed!\n");
+	} else {
+		printf("Validity check success!\n");
+	}
+
+	/*
+			Uncomment to print the results
+	*/
+	/*for (int x=0; x<numberOfPoints; ++x){
+		for (int y=0; y<k; ++y){
+			printf("%d to %d = %f\n", x, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+		}
+		printf("\n");
+	}*/
+
+	cleanUp(&pointsArray, &sortedNeighborsArray);
+}
\ No newline at end of file
diff --git a/Serial/timeOptimized/knnSerialDeclarations.c b/Serial/timeOptimized/knnSerialDeclarations.c
new file mode 100644
index 0000000..ce67a26
--- /dev/null
+++ b/Serial/timeOptimized/knnSerialDeclarations.c
@@ -0,0 +1,188 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "knnSerialDeclarations.h"
+
+void getArguments(int argc, char** argv){
+	if (argc != 6) {
+		printf("Usage: %s p d k filename tfilename\nwhere:\n", argv[0]);
+		printf("\tp is the the number of points\n");
+		printf("\td is the number of dimensions of each point\n");
+		printf("\tk is the number of neighbors to search for\n");
+		printf("\tfilename is the filename of the dataset file\n");
+		printf("\tfilename is the filename of the test file\n");
+		exit(1);
+	}
+	numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = numberOfPoints - 1;
+	k = atoi(argv[3]);
+	if (k >= numberOfPoints){
+		k = numberOfPoints - 1;
+	}
+	pointsFilename = argv[4];
+	testFilename = argv[5];
+}
+
+void init(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	//Allocates continuous memory for points array
+	*pointsArray = cMalloc(numberOfPoints, numberOfDimensions);
+
+	//Allocates memory for neighbors array
+	if ( (*sortedNeighborsArray = (neighbor**)(malloc((sizeof(neighbor *)) * numberOfPoints)) )
+			!= NULL){
+		for (int row = 0; row < numberOfPoints; ++row){
+			if ( ((*sortedNeighborsArray)[row]
+					= (neighbor*)(malloc((sizeof(neighbor)) * numberOfNeighbors)) ) == NULL){
+				printf("Error allocating memory\n");
+				exit(1);
+			}
+		}
+	} else {
+		printf("Error allocating memory\n");
+		exit(1);
+	}
+
+	//Reads coordinates from the file
+	if (readPointsArrayFromFile(pointsArray)){
+		printf("Press any key to exit.\n");
+		getchar();
+		exit(1);
+	}
+
+	//Initializes neighbors array distances and ID's to -1
+	for (int point=0; point<numberOfPoints; ++point){
+		for(int neighbor=0; neighbor<numberOfNeighbors; ++neighbor){
+			(*sortedNeighborsArray)[point][neighbor].distance = -1;
+			(*sortedNeighborsArray)[point][neighbor].neighborId = -1;
+		}
+	}
+}
+
+double **cMalloc(int rows, int columns){
+	double *tempArray = (double *)malloc(rows * columns * sizeof(double));
+	double **array;
+
+	if ((array = ((double**)(malloc((sizeof(double *)) * rows)))) != NULL){
+		for (int row = 0; row < rows; ++row){
+			array[row] = &(tempArray[columns * row]);
+		}
+	} else {
+		printf("Error allocating memory\n");
+		exit(1);
+	}
+
+	return array;
+}
+
+int readPointsArrayFromFile(double ***array){
+	FILE *pointsBinaryFile = fopen(pointsFilename, "rb");
+
+	if (pointsBinaryFile == NULL){
+		printf("Couldn't open points file.\n");
+		return 1;
+	}
+	for (int point=0; point<numberOfPoints; ++point){
+		if (fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile)
+				!= numberOfDimensions) {
+			if(feof(pointsBinaryFile)){
+				printf("Premature end of file reached.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			fclose(pointsBinaryFile);
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+	
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+void calculateDistances(double ***firstPointsSet, double ***secondPointsSet
+	, neighbor ***sortedNeighborsArray){
+	for (int firstPoint=0; firstPoint<numberOfPoints; ++firstPoint){
+		for (int secondPoint=0; secondPoint<numberOfPoints; ++secondPoint){
+			if (firstPoint == secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				distance += pow((*firstPointsSet)[firstPoint][dimensionIndex]
+					- (*secondPointsSet)[secondPoint][dimensionIndex] ,2);
+			}
+			addDistance(sortedNeighborsArray, firstPoint, secondPoint, distance);
+		}
+	}
+}
+
+void addDistance(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId
+	, double pointsDistance){
+	//Determines actual index in which the distance will be added
+	int insertIndex = secondPointId;
+	if (secondPointId > firstPointId){
+		--insertIndex;
+	}
+
+	(*sortedNeighborsArray)[firstPointId][insertIndex].distance = pointsDistance;
+	(*sortedNeighborsArray)[firstPointId][insertIndex].neighborId = secondPointId;
+}
+
+int compare (const void *a, const void *b){
+	//Casts arguments to pointers to neighbors
+	const neighbor *neighborA = (neighbor*) a;
+	const neighbor *neighborB = (neighbor*) b;
+
+	if (neighborA->distance == neighborB->distance){
+		return 0;
+	} else{
+		return neighborA->distance > neighborB->distance ? 1 : -1;
+	}
+}
+
+int test(neighbor ***sortedNeighborsArray, char *testFilename){
+	FILE *testFile = fopen(testFilename, "r");
+
+	if (testFile == NULL){
+		printf("Couldn't open test file.\n");
+		perror("fopen");
+		return 1;
+	}
+	for (int point=0; point<numberOfPoints; ++point){
+		for (int i=0; i<k; ++i){
+			int tempID = 0;
+			if (fscanf(testFile, "%d,", &tempID) == EOF){
+				printf("Premature end of file reached.\n");
+				fclose(testFile);
+				return 1;
+			}
+			if ((*sortedNeighborsArray)[point][i].neighborId != tempID - 1){
+				fclose(testFile);
+				return 1;
+			}
+		}
+	}
+	
+	fclose(testFile);
+	return 0;
+}
+
+void cleanUp(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	free((*pointsArray)[0]);
+	free(*pointsArray);
+
+	for (int row=0; row<numberOfPoints; ++row){
+		free((*sortedNeighborsArray)[row]);
+	}
+	free(*sortedNeighborsArray);
+}
\ No newline at end of file
diff --git a/Serial/timeOptimized/knnSerialDeclarations.h b/Serial/timeOptimized/knnSerialDeclarations.h
new file mode 100644
index 0000000..e283901
--- /dev/null
+++ b/Serial/timeOptimized/knnSerialDeclarations.h
@@ -0,0 +1,68 @@
+#ifndef KNNSERIALDECLARATIONS_H_   /* Include guard */
+#define KNNSERIALDECLARATIONS_H_
+
+/*		Structs		*/
+typedef struct neighbor{	//simple struct defining a point's neighbor
+	double distance;		//distance between the two neighbors (points)
+	int neighborId;			//index of the neighbor in the (complete) array of points
+} neighbor;
+
+/*		Global variables		*/
+extern int numberOfPoints;		//number of the points knn should run for
+extern int numberOfDimensions;	//number of dimensions of each point
+extern int numberOfNeighbors;	//number of nearest neighbors knn should find for each point
+extern int k;					//number of nearest neighbors requested by the user
+extern char *pointsFilename;	//name of the binary file storing the coordinates of points
+extern char *testFilename;		//name of binary file storing correct neighbors IDs array
+
+/*		Functions declaration		*/
+
+//Function getArguments is used to parse arguments provided to main
+void getArguments(int argc	//arguments count
+	, char** argv);			//arguments array
+
+//Function init allocates memory for the arrays used and initializes them
+void init(double ***pointsArray				//pointer to the array of points
+	, neighbor ***sortedNeighborsArray);	//pointer to the array holding the distances and ID's
+
+//Function cMalloc allocates and returns a single block of continuous memory which can
+//be indexed like a regular array, e.g. array[row][column]
+double **cMalloc(int rows	//number of rows to be allocated
+	, int columns);			//number of columns to be allocated
+
+//Function readPointsArrayFromFile reads the coordinates of the points from a file and stores them
+//in an array
+int readPointsArrayFromFile(double ***array);	//array that will hold the coordinates of the points
+
+//Function printArray iterates the values of an array printing them
+void printArray(int rows	//number of array's rows
+	, int columns			//number of array's columns
+	, double ***array);		//array to be printed
+
+//Function calculateDistances calculates the distances between all points in two different sets and
+//adds the distance to sortedNeighborsArray
+void calculateDistances(double ***firstPointsSet	//first pool of points coordinates
+	, double ***secondPointsSet						//second pool of points coordinates
+	, neighbor ***sortedNeighborsArray);			//array that holds the distances
+
+//Function addDistance adds distances to sorted neighbors array, sorted by the ID of the neighbor
+void addDistance(neighbor ***sortedNeighborsArray	//array that holds the distances
+	, int firstPointId										//ID of the first point
+	, int secondPointId										//ID of the second point
+	, double pointsDistance);								//distance between the two points
+
+//Function compare compares two neighbors using their distance fields, returns 0 if distances are
+//equal, 1 if distance of first argument is greater and -1 otherwise
+int compare (const void *a		//first neighbor
+	, const void *b);			//second neighbor
+
+//Function test checks the validity of the solution based on correct results previously generated
+//and stored in a text file
+int test(neighbor ***sortedNeighborsArray	//array that holds the IDs
+	, char *testFilename);					//name of text file storing correct neighbors IDs array
+
+//Function cleanUp frees all memory previously allocated
+void cleanUp(double ***pointsArray			//points array pointer
+	, neighbor ***sortedNeighborsArray);	//distances array pointer
+
+#endif // KNNMPINONBLOCKINGFUNCTIONDECLARATIONS_H_
\ No newline at end of file
diff --git a/dev/bin_to_txt.c b/dev/bin_to_txt.c
new file mode 100644
index 0000000..a4147b3
--- /dev/null
+++ b/dev/bin_to_txt.c
@@ -0,0 +1,85 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+void writeTotxt(int rows, int columns, double array[rows][columns], char *filename,
+	int commaSeperated, int tabSeperated);
+
+int main(int argc, char const *argv[]){
+	double **pointsArray;
+	char binaryFilename[200], textFilename[200];
+	int commaSeperated = 0, tabSeperated = 0;
+	int seperationMethod, numberOfRows, numberOfColumns;
+
+	printf("Seperate values with:\n\t[0] Space (default)\n\t[1] Comma\n\t[2] Tab\nInput = ");
+	scanf("%d", &seperationMethod);
+	switch(seperationMethod){
+		case 1 :
+		commaSeperated = 1;
+		break;
+
+		case 2 :
+		tabSeperated = 1;
+		break;
+	}
+
+	printf("\nArray rows = ");
+	scanf("%d", &numberOfRows);
+	printf("\nArray columns = ");
+	scanf("%d", &numberOfColumns);
+
+	pointsArray = (double **)(malloc(numberOfRows * sizeof(double *)));
+	for (int i = 0; i < numberOfRows; ++i){
+		pointsArray[i] = (double *)(malloc(numberOfColumns * sizeof(double)));
+	}
+	
+	printf("\nBinary filename = ");
+	scanf("%s", binaryFilename);
+	printf("\nText filename = ");
+	scanf("%s", textFilename);
+
+	FILE *pointsBinaryFile;
+	pointsBinaryFile = fopen(binaryFilename,"rb");
+	
+	if(fread(&pointsArray, sizeof(double), numberOfRows * numberOfColumns,
+		pointsBinaryFile) != numberOfRows * numberOfColumns) {
+		if(feof(pointsBinaryFile))
+			printf("There were usefull info after the end of file.\n");
+		else
+			printf("File read error.\n");
+		return 1;
+	}
+	fclose(pointsBinaryFile);
+
+	for (int i = 0; i < numberOfRows; ++i){
+		for (int j = 0; j < numberOfColumns; ++j){
+			printf("%f\n", pointsArray[i][j]);
+		}
+	}
+
+	FILE *file = fopen(textFilename, "w");
+	if (file == NULL){
+		printf("Error opening file!\n");
+		exit(1);
+	}
+
+	for (int i = 0; i < numberOfRows; ++i){
+		for (int j = 0; j < numberOfColumns; ++j){
+			fprintf(file, "%f", pointsArray[i][j]);
+			if (j != numberOfColumns - 1){
+				if (commaSeperated){
+					fprintf(file, ", ");
+				} else if (tabSeperated){
+					fprintf(file, "\t");
+				} else {
+					fprintf(file, " ");
+				}
+			}
+		}
+		fprintf(file, "\n");
+	}
+	fclose(file);
+
+	printf("Done! Press any key to exit.\n");
+	getchar();
+}
\ No newline at end of file
diff --git a/dev/generate_set.c b/dev/generate_set.c
new file mode 100644
index 0000000..c5675d8
--- /dev/null
+++ b/dev/generate_set.c
@@ -0,0 +1,40 @@
+#include <stdio.h>
+#include <stdlib.h>
+
+#define	NUMBER_OF_ROWS		3
+#define	NUMBER_OF_COLUMNS	2
+
+
+int main(int argc, char const *argv[]){
+	double pointsArray[NUMBER_OF_ROWS][NUMBER_OF_COLUMNS];
+	int row, column;
+	
+	/*for (row=0; row<NUMBER_OF_ROWS; ++row){
+		for (column=0; column<NUMBER_OF_COLUMNS; ++column){
+			pointsArray[row][column] = rand() * 12.8;
+			printf("pointsArray[%d][%d] = %f\n", row, column, pointsArray[row][column]);
+		}
+	}*/
+	pointsArray[0][0] = 0.0;
+	pointsArray[0][1] = 1.0;
+
+	pointsArray[1][0] = 0.0;
+	pointsArray[1][1] = 2.0;
+
+	pointsArray[2][0] = 0.0;
+	pointsArray[2][1] = 3.0;
+
+	for (row=0; row<NUMBER_OF_ROWS; ++row){
+		for (column=0; column<NUMBER_OF_COLUMNS; ++column){
+			printf("pointsArray[%d][%d] = %f\n", row, column, pointsArray[row][column]);
+		}
+	}
+	
+	FILE *pointsBinaryFile;
+	pointsBinaryFile = fopen("points.bin","wb");
+	fwrite(pointsArray, sizeof(double), NUMBER_OF_ROWS * NUMBER_OF_COLUMNS, pointsBinaryFile);
+	fclose(pointsBinaryFile);
+	
+	printf("Done!");
+	scanf("%d", &row);
+}
\ No newline at end of file
diff --git a/dev/knnSerial (copy).c b/dev/knnSerial (copy).c
new file mode 100644
index 0000000..bd6dd0c
--- /dev/null
+++ b/dev/knnSerial (copy).c	
@@ -0,0 +1,198 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#define DEBUG	0
+
+typedef struct neighbor{
+	double distance;
+	int neighborId;
+} neighbor;
+
+void getArgs(int argc, char** argv);
+void init(double ***pointsArray, neighbor ***sortedNeighborsArray);
+int readPointsArrayFromFile(double ***array);
+void printArray(int rows, int columns, double ***array);
+void addDistanceAndShift(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId, double pointsDistance);
+void cleanUp(double ***pointsArray, neighbor ***sortedNeighborsArray);
+
+int numberOfPoints, numberOfDimensions, numberOfNeighbors;
+
+int main(int argc, char **argv){
+	double **pointsArray;
+	neighbor **sortedNeighborsArray;
+	
+	getArgs(argc, argv);
+	init(&pointsArray, &sortedNeighborsArray);
+	//printArray(numberOfPoints, numberOfDimensions, &pointsArray);
+	//printf("HERE\n");
+	for (int firstPoint=0; firstPoint<numberOfPoints; ++firstPoint){
+		for (int secondPoint=0; secondPoint<numberOfPoints; ++secondPoint){
+			if (firstPoint == secondPoint){
+				continue;
+			}
+			double distance = 0;
+			for (int dimensionIndex=0; dimensionIndex<numberOfDimensions; ++dimensionIndex){
+				double diff = pointsArray[firstPoint][dimensionIndex] - pointsArray[secondPoint][dimensionIndex];
+				distance += pow(diff ,2);
+			}
+			addDistanceAndShift(&sortedNeighborsArray, firstPoint, secondPoint, distance);
+		}
+	}
+	printf("HERE\n");
+	
+	for (int x=0; x<numberOfPoints; ++x){
+		for (int y=0; y<numberOfNeighbors; ++y){
+			printf("%d to %d = %f\n", x, sortedNeighborsArray[x][y].neighborId, sortedNeighborsArray[x][y].distance);
+		}
+		printf("\n");
+	}
+	
+	cleanUp(&pointsArray, &sortedNeighborsArray);
+	printf("Done! Press any key to exit.\n");
+	getchar();
+}
+
+void getArgs(int argc, char** argv){
+	/*if (argc != 4) {
+		printf("Usage: %s p d k\nwhere:\n\tp is the the number of points\n\td is the number of dimensions of each point\n", 
+			argv[0]);
+		printf("\tk is the number of neighbors to search for\n");
+		exit(1);
+	}*/
+	/*numberOfPoints = atoi(argv[1]);
+	numberOfDimensions = atoi(argv[2]);
+	numberOfNeighbors = atoi(argv[3]);
+	if (numberOfNeighbors >= numberOfPoints)	{
+		numberOfNeighbors = numberOfPoints - 1;
+	}*/
+	numberOfPoints = 10;
+	numberOfDimensions = 10;
+	numberOfNeighbors = 5;
+}
+
+void init(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	//Allocates memory for points array
+	if ((*pointsArray = malloc((sizeof(double *)) * numberOfPoints)) != NULL){
+		for (int row = 0; row < numberOfPoints; ++row){
+			if (((*pointsArray)[row] = malloc((sizeof(double)) * numberOfDimensions)) == NULL){
+				if (DEBUG){
+					printf("Error allocating memory\n");
+				}
+				exit(1);
+			}
+		}
+	} else {
+		if (DEBUG){
+			printf("Error allocating memory\n");
+		}
+		exit(1);
+	}
+
+	//Allocates memory for neighbors array
+	if ((*sortedNeighborsArray = malloc((sizeof(neighbor *)) * numberOfPoints)) != NULL){
+		for (int row = 0; row < numberOfPoints; ++row){
+			if (((*sortedNeighborsArray)[row] = malloc((sizeof(neighbor)) * numberOfNeighbors)) == NULL){
+				if (DEBUG){
+					printf("Error allocating memory\n");
+				}
+				exit(1);
+			}
+		}
+	} else {
+		if (DEBUG){
+			printf("Error allocating memory\n");
+		}
+		exit(1);
+	}
+
+	//Reads coordinates for the file
+	if (readPointsArrayFromFile(pointsArray)){
+		if (DEBUG){
+			printf("Press any key to exit.\n");
+			getchar();
+		}
+		exit(1);
+	}
+
+	//Initializes neighbors array distances to -1
+	for (int row=0; row<numberOfPoints; ++row){
+		for(int column=0; column<numberOfNeighbors; ++column){
+			(*sortedNeighborsArray)[row][column].distance = -1;
+		}
+	}
+}
+
+int readPointsArrayFromFile(double ***array){
+	FILE *pointsBinaryFile;
+	pointsBinaryFile = fopen("data.bin","rb");
+
+	for (int point=0; point<numberOfPoints; ++point){
+		if (fread((*array)[point], sizeof(double), numberOfDimensions, pointsBinaryFile) != numberOfDimensions) {
+			if(feof(pointsBinaryFile)){
+				printf("There were info after the end of file.\n");
+			} else{
+				printf("Error reading points file.");
+			}
+			return 1;
+		}
+	}
+	fclose(pointsBinaryFile);
+	
+	return 0;
+}
+
+void printArray(int rows, int columns, double ***array){
+	for (int row=0; row<rows; ++row){
+		for (int column=0; column<columns; ++column){
+			printf("[%d][%d] = %f\n", row, column, (*array)[row][column]);
+		}
+		printf("\n");
+	}
+}
+
+
+void addDistanceAndShift(neighbor ***sortedNeighborsArray, int firstPointId, int secondPointId, double pointsDistance){
+	if (DEBUG){
+		printf("Got %d and %d = %f\n", firstPointId, secondPointId, pointsDistance);
+	}
+
+	for (int arrayIndex=0; arrayIndex<numberOfNeighbors; ++arrayIndex){
+		//Gets distance stored in the array for this index
+		double thisNeighborDistance = (*sortedNeighborsArray)[firstPointId][arrayIndex].distance;
+
+		if (thisNeighborDistance == -1){ //Loop reached the end of the array
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		} else if (thisNeighborDistance > pointsDistance){ //Distance at the this index is greater than the distance being inserted
+			//Shifts right all non empty columns holding distances lower than pointsDistance
+			for (int moveColumn=numberOfNeighbors-2; moveColumn>=arrayIndex; --moveColumn){
+				double tempDistance = (*sortedNeighborsArray)[firstPointId][moveColumn].distance;
+				if (tempDistance == -1){ //Skips empty columns
+					continue;
+				}
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].distance = tempDistance;
+				(*sortedNeighborsArray)[firstPointId][moveColumn+1].neighborId = (*sortedNeighborsArray)[firstPointId][moveColumn].neighborId;
+			}
+			//Inserts pointsDistance in the space created after shifting
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].distance = pointsDistance;
+			(*sortedNeighborsArray)[firstPointId][arrayIndex].neighborId = secondPointId;
+			break;
+		}
+	}
+}
+
+void cleanUp(double ***pointsArray, neighbor ***sortedNeighborsArray){
+	for (int row=0; row<numberOfPoints; ++row){
+		free((*pointsArray)[row]);
+	}
+	free(*pointsArray);
+
+	//Crashes for some reason...
+	/*for (int row=0; row<numberOfNeighbors; ++row){
+		printf("%f\n", (*sortedNeighborsArray)[row][0]);
+		free((*sortedNeighborsArray)[row]);
+	}*/
+	//free(*sortedNeighborsArray);
+}
\ No newline at end of file
diff --git a/dev/points_read_malloc.c b/dev/points_read_malloc.c
new file mode 100644
index 0000000..1a57c00
--- /dev/null
+++ b/dev/points_read_malloc.c
@@ -0,0 +1,65 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#define	NUMBER_OF_ROWS		10
+#define	NUMBER_OF_COLUMNS	10
+
+int readArrayFromFile(int rows, int columns, double array[rows][columns]);
+void printPointsArray(int rows, int columns, double array[rows][columns]);
+void init(int pointsArrayRows, int pointsArrayColumns, double pointsArray[pointsArrayRows][pointsArrayColumns]);
+
+int main(int argc, char const *argv[]){
+	double **pointsArray;
+	int row;
+
+	pointsArray = (double **)(malloc(NUMBER_OF_ROWS * sizeof(double *)));
+	for (int i = 0; i < NUMBER_OF_ROWS; ++i){
+		pointsArray[i] = (double *)(malloc(NUMBER_OF_COLUMNS * sizeof(double)));
+	}
+	
+	init(NUMBER_OF_ROWS, NUMBER_OF_COLUMNS, &pointsArray);
+	printPointsArray(NUMBER_OF_ROWS, NUMBER_OF_COLUMNS, &pointsArray);
+	
+	printf("Done! Press any key to exit.\n");
+	scanf("%d", &row);
+}
+
+int readArrayFromFile(int rows, int columns, double array[rows][columns]){
+	FILE *pointsBinaryFile;
+	pointsBinaryFile = fopen("data.bin","rb");
+	
+	if(fread(array, sizeof(double), rows * columns, pointsBinaryFile) != rows * columns) {
+		if(feof(pointsBinaryFile))
+			printf("There were usefull info after the end of file.\n");
+		else
+			printf("File read error.\n");
+		return 1;
+	}
+	fclose(pointsBinaryFile);
+	
+	return 0;
+}
+
+void printPointsArray(int rows, int columns, double array[rows][columns]){
+	int row, column;
+	
+	for (row=0; row<rows; ++row){
+		for (column=0; column<columns; ++column){
+			printf("pointsArray[%d][%d] = %f\n", row, column, array[row][column]);
+		}
+	}
+}
+
+void init(int pointsArrayRows, int pointsArrayColumns, double pointsArray[pointsArrayRows][pointsArrayColumns]){
+	int row, column;
+	
+	if (readArrayFromFile(pointsArrayRows, pointsArrayColumns, pointsArray)){
+		printf("Failed... Press any key to exit.\n");
+		scanf("%d", &row);
+		exit(1);
+	}
+}
+
+
+
diff --git a/dev/points_read_try.c b/dev/points_read_try.c
new file mode 100644
index 0000000..25fe6a9
--- /dev/null
+++ b/dev/points_read_try.c
@@ -0,0 +1,60 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#define	NUMBER_OF_ROWS		10
+#define	NUMBER_OF_COLUMNS	10
+
+int readArrayFromFile(int rows, int columns, double array[rows][columns]);
+void printPointsArray(int rows, int columns, double array[rows][columns]);
+void init(int pointsArrayRows, int pointsArrayColumns, double pointsArray[pointsArrayRows][pointsArrayColumns]);
+
+int main(int argc, char const *argv[]){
+	double pointsArray[NUMBER_OF_ROWS][NUMBER_OF_COLUMNS];
+	int row;
+	
+	init(NUMBER_OF_ROWS, NUMBER_OF_COLUMNS, pointsArray);
+	printPointsArray(NUMBER_OF_ROWS, NUMBER_OF_COLUMNS, pointsArray);
+	
+	printf("Done! Press any key to exit.\n");
+	scanf("%d", &row);
+}
+
+int readArrayFromFile(int rows, int columns, double array[rows][columns]){
+	FILE *pointsBinaryFile;
+	pointsBinaryFile = fopen("data.bin","rb");
+	
+	if(fread(array, sizeof(double), rows * columns, pointsBinaryFile) != rows * columns) {
+		if(feof(pointsBinaryFile))
+			printf("There were usefull info after the end of file.\n");
+		else
+			printf("File read error.\n");
+		return 1;
+	}
+	fclose(pointsBinaryFile);
+	
+	return 0;
+}
+
+void printPointsArray(int rows, int columns, double array[rows][columns]){
+	int row, column;
+	
+	for (row=0; row<rows; ++row){
+		for (column=0; column<columns; ++column){
+			printf("pointsArray[%d][%d] = %f\n", row, column, array[row][column]);
+		}
+	}
+}
+
+void init(int pointsArrayRows, int pointsArrayColumns, double pointsArray[pointsArrayRows][pointsArrayColumns]){
+	int row, column;
+	
+	if (readArrayFromFile(pointsArrayRows, pointsArrayColumns, pointsArray)){
+		printf("Failed... Press any key to exit.\n");
+		scanf("%d", &row);
+		exit(1);
+	}
+}
+
+
+
diff --git a/stats/1/B_1000.txt b/stats/1/B_1000.txt
new file mode 100644
index 0000000..05b421b
--- /dev/null
+++ b/stats/1/B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.034069
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 communications time sum = 0.000285
+Task 0 calculations time sum = 0.033611
+Task 1 communications time sum = 0.000269
+Task 1 calculations time sum = 0.033482
+Task 2 communications time sum = 0.000286
+Task 2 calculations time sum = 0.033540
+Task 3 communications time sum = 0.000304
+Task 3 calculations time sum = 0.033434
diff --git a/stats/1/B_13000.txt b/stats/1/B_13000.txt
new file mode 100644
index 0000000..72e4ad3
--- /dev/null
+++ b/stats/1/B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 7.261491
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 communications time sum = 0.002371
+Task 0 calculations time sum = 7.258963
+Task 1 communications time sum = 0.003553
+Task 1 calculations time sum = 7.226678
+Task 2 communications time sum = 0.003680
+Task 2 calculations time sum = 7.163300
+Task 3 communications time sum = 0.003646
+Task 3 calculations time sum = 7.179779
diff --git a/stats/1/B_17000.txt b/stats/1/B_17000.txt
new file mode 100644
index 0000000..18292b1
--- /dev/null
+++ b/stats/1/B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 12.719311
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 communications time sum = 0.009364
+Task 0 calculations time sum = 12.709771
+Task 1 communications time sum = 0.013145
+Task 1 calculations time sum = 12.654160
+Task 2 communications time sum = 0.012834
+Task 2 calculations time sum = 12.640520
+Task 3 communications time sum = 0.007404
+Task 3 calculations time sum = 12.674974
diff --git a/stats/1/B_21000.txt b/stats/1/B_21000.txt
new file mode 100644
index 0000000..33b7c69
--- /dev/null
+++ b/stats/1/B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 19.688050
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 communications time sum = 0.006936
+Task 0 calculations time sum = 19.658426
+Task 1 communications time sum = 0.002660
+Task 1 calculations time sum = 19.588951
+Task 2 communications time sum = 0.002747
+Task 2 calculations time sum = 19.654984
+Task 3 communications time sum = 0.005355
+Task 3 calculations time sum = 19.682092
diff --git a/stats/1/B_5000.txt b/stats/1/B_5000.txt
new file mode 100644
index 0000000..43ee43a
--- /dev/null
+++ b/stats/1/B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.994548
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.002459
+Task 0 calculations time sum = 0.990055
+Task 1 communications time sum = 0.000776
+Task 1 calculations time sum = 0.990929
+Task 2 communications time sum = 0.002396
+Task 3 communications time sum = 0.002325
+Task 3 calculations time sum = 0.991652
+Task 2 calculations time sum = 0.991980
diff --git a/stats/1/B_9000.txt b/stats/1/B_9000.txt
new file mode 100644
index 0000000..1519485
--- /dev/null
+++ b/stats/1/B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 3.369928
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 communications time sum = 0.001696
+Task 0 calculations time sum = 3.367163
+Task 1 communications time sum = 0.001609
+Task 1 calculations time sum = 3.368111
+Task 2 communications time sum = 0.001736
+Task 2 calculations time sum = 3.358565
+Task 3 communications time sum = 0.001776
+Task 3 calculations time sum = 3.337365
diff --git a/stats/1/NB_1000.txt b/stats/1/NB_1000.txt
new file mode 100644
index 0000000..c5a2202
--- /dev/null
+++ b/stats/1/NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.033778
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.033493
+Task 1 calculations time sum = 0.033525
+Task 2 calculations time sum = 0.033579
+Task 3 calculations time sum = 0.033483
diff --git a/stats/1/NB_13000.txt b/stats/1/NB_13000.txt
new file mode 100644
index 0000000..f931048
--- /dev/null
+++ b/stats/1/NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 7.247777
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 calculations time sum = 7.246494
+Task 1 calculations time sum = 7.226297
+Task 2 calculations time sum = 7.165253
+Task 3 calculations time sum = 7.173613
diff --git a/stats/1/NB_17000.txt b/stats/1/NB_17000.txt
new file mode 100644
index 0000000..e70be1d
--- /dev/null
+++ b/stats/1/NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 12.712657
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 calculations time sum = 12.704461
+Task 1 calculations time sum = 12.666481
+Task 2 calculations time sum = 12.647987
+Task 3 calculations time sum = 12.703289
diff --git a/stats/1/NB_21000.txt b/stats/1/NB_21000.txt
new file mode 100644
index 0000000..892f26d
--- /dev/null
+++ b/stats/1/NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 19.683746
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 19.680478
+Task 1 calculations time sum = 19.611837
+Task 2 calculations time sum = 19.634485
+Task 3 calculations time sum = 19.678910
diff --git a/stats/1/NB_5000.txt b/stats/1/NB_5000.txt
new file mode 100644
index 0000000..d93cc79
--- /dev/null
+++ b/stats/1/NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.990903
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 0.989757
+Task 1 calculations time sum = 0.990264
+Task 2 calculations time sum = 0.989132
+Task 3 calculations time sum = 0.988984
diff --git a/stats/1/NB_9000.txt b/stats/1/NB_9000.txt
new file mode 100644
index 0000000..746315b
--- /dev/null
+++ b/stats/1/NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 3.374232
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 calculations time sum = 3.373230
+Task 1 calculations time sum = 3.370266
+Task 2 calculations time sum = 3.370403
+Task 3 calculations time sum = 3.343280
diff --git a/stats/2/SO_B_1000.txt b/stats/2/SO_B_1000.txt
new file mode 100644
index 0000000..438c016
--- /dev/null
+++ b/stats/2/SO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.254555
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 communications time sum = 0.000763
+Task 0 calculations time sum = 0.253721
+Task 1 communications time sum = 0.000805
+Task 1 calculations time sum = 0.253366
+Task 2 communications time sum = 0.000442
+Task 3 communications time sum = 0.000690
+Task 3 calculations time sum = 0.253492
+Task 2 calculations time sum = 0.254101
diff --git a/stats/2/SO_B_13000.txt b/stats/2/SO_B_13000.txt
new file mode 100644
index 0000000..8cedade
--- /dev/null
+++ b/stats/2/SO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 554.284972
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 1 communications time sum = 7.297489
+Task 1 calculations time sum = 537.851630
+Task 2 communications time sum = 0.852826
+Task 2 calculations time sum = 541.811203
+Task 3 communications time sum = 2.411117
+Task 3 calculations time sum = 551.873807
+Task 0 communications time sum = 7.380732
+Task 0 calculations time sum = 540.423709
diff --git a/stats/2/SO_B_17000.txt b/stats/2/SO_B_17000.txt
new file mode 100644
index 0000000..2c03089
--- /dev/null
+++ b/stats/2/SO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1239.585742
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 communications time sum = 15.438516
+Task 1 communications time sum = 8.418541
+Task 1 calculations time sum = 1209.574522
+Task 2 communications time sum = 1.685984
+Task 2 calculations time sum = 1234.917926
+Task 0 calculations time sum = 1209.477226
+Task 3 communications time sum = 14.000331
+Task 3 calculations time sum = 1225.585384
diff --git a/stats/2/SO_B_21000.txt b/stats/2/SO_B_21000.txt
new file mode 100644
index 0000000..fb9b640
--- /dev/null
+++ b/stats/2/SO_B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 2344.181177
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 communications time sum = 14.015189
+Task 0 calculations time sum = 2310.925852
+Task 1 communications time sum = 9.007098
+Task 1 calculations time sum = 2323.463802
+Task 2 communications time sum = 8.904938
+Task 2 calculations time sum = 2326.644681
+Task 3 communications time sum = 22.523027
+Task 3 calculations time sum = 2321.658103
diff --git a/stats/2/SO_B_5000.txt b/stats/2/SO_B_5000.txt
new file mode 100644
index 0000000..c2cd14f
--- /dev/null
+++ b/stats/2/SO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 30.992809
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.023125
+Task 0 calculations time sum = 30.965178
+Task 1 communications time sum = 0.010953
+Task 1 calculations time sum = 30.962624
+Task 3 communications time sum = 0.031227
+Task 3 calculations time sum = 30.945286
+Task 2 communications time sum = 0.009442
+Task 2 calculations time sum = 30.983349
diff --git a/stats/2/SO_B_9000.txt b/stats/2/SO_B_9000.txt
new file mode 100644
index 0000000..654c418
--- /dev/null
+++ b/stats/2/SO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 183.127251
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 2 communications time sum = 1.622200
+Task 2 calculations time sum = 178.743481
+Task 0 communications time sum = 2.004348
+Task 0 calculations time sum = 179.725121
+Task 1 communications time sum = 0.820660
+Task 1 calculations time sum = 179.495873
+Task 3 communications time sum = 0.025997
+Task 3 calculations time sum = 183.101211
diff --git a/stats/2/SO_NB_1000.txt b/stats/2/SO_NB_1000.txt
new file mode 100644
index 0000000..b3bc6e0
--- /dev/null
+++ b/stats/2/SO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.254016
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.253394
+Task 1 calculations time sum = 0.253109
+Task 2 calculations time sum = 0.253625
+Task 3 calculations time sum = 0.253049
diff --git a/stats/2/SO_NB_13000.txt b/stats/2/SO_NB_13000.txt
new file mode 100644
index 0000000..562cca1
--- /dev/null
+++ b/stats/2/SO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 554.383816
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 calculations time sum = 540.464332
+Task 1 calculations time sum = 537.962039
+Task 2 calculations time sum = 541.793609
+Task 3 calculations time sum = 551.988150
diff --git a/stats/2/SO_NB_17000.txt b/stats/2/SO_NB_17000.txt
new file mode 100644
index 0000000..4306475
--- /dev/null
+++ b/stats/2/SO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1239.115736
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 calculations time sum = 1208.784077
+Task 3 calculations time sum = 1225.380272
+Task 1 calculations time sum = 1209.585533
+Task 2 calculations time sum = 1234.820747
diff --git a/stats/2/SO_NB_21000.txt b/stats/2/SO_NB_21000.txt
new file mode 100644
index 0000000..4a66182
--- /dev/null
+++ b/stats/2/SO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 2344.109723
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 2312.102511
+Task 3 calculations time sum = 2321.945771
+Task 1 calculations time sum = 2323.699373
+Task 2 calculations time sum = 2326.662573
diff --git a/stats/2/SO_NB_5000.txt b/stats/2/SO_NB_5000.txt
new file mode 100644
index 0000000..6a1d8c0
--- /dev/null
+++ b/stats/2/SO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 30.982453
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 30.969539
+Task 1 calculations time sum = 30.962273
+Task 2 calculations time sum = 30.971577
+Task 3 calculations time sum = 30.943259
diff --git a/stats/2/SO_NB_9000.txt b/stats/2/SO_NB_9000.txt
new file mode 100644
index 0000000..84d7e77
--- /dev/null
+++ b/stats/2/SO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 183.099425
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 1 calculations time sum = 179.513594
+Task 2 calculations time sum = 178.732463
+Task 3 calculations time sum = 183.089220
+Task 0 calculations time sum = 179.690826
diff --git a/stats/2/TO_B_1000.txt b/stats/2/TO_B_1000.txt
new file mode 100644
index 0000000..630c8bd
--- /dev/null
+++ b/stats/2/TO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.041514
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 1 communications time sum = 0.000242
+Task 0 communications time sum = 0.000279
+Task 0 calculations time sum = 0.034408
+Task 1 calculations time sum = 0.033503
+Task 2 communications time sum = 0.000257
+Task 2 calculations time sum = 0.033410
+Task 3 communications time sum = 0.000291
+Task 3 calculations time sum = 0.033405
diff --git a/stats/2/TO_B_13000.txt b/stats/2/TO_B_13000.txt
new file mode 100644
index 0000000..b37894d
--- /dev/null
+++ b/stats/2/TO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 7.268335
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 communications time sum = 0.002351
+Task 0 calculations time sum = 7.265863
+Task 1 communications time sum = 0.004165
+Task 1 calculations time sum = 7.224932
+Task 2 communications time sum = 0.004251
+Task 3 communications time sum = 0.004838
+Task 3 calculations time sum = 7.167590
+Task 2 calculations time sum = 7.179096
diff --git a/stats/2/TO_B_17000.txt b/stats/2/TO_B_17000.txt
new file mode 100644
index 0000000..35956e5
--- /dev/null
+++ b/stats/2/TO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 12.761921
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 1 communications time sum = 0.012452
+Task 1 calculations time sum = 12.639010
+Task 0 communications time sum = 0.012091
+Task 0 calculations time sum = 12.700233
+Task 2 communications time sum = 0.002621
+Task 2 calculations time sum = 12.628114
+Task 3 communications time sum = 0.003257
+Task 3 calculations time sum = 12.677528
diff --git a/stats/2/TO_B_21000.txt b/stats/2/TO_B_21000.txt
new file mode 100644
index 0000000..72f5655
--- /dev/null
+++ b/stats/2/TO_B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 19.775075
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 1 communications time sum = 0.005514
+Task 0 communications time sum = 0.004735
+Task 0 calculations time sum = 19.683603
+Task 1 calculations time sum = 19.580722
+Task 2 communications time sum = 0.003601
+Task 2 calculations time sum = 19.653215
+Task 3 communications time sum = 0.006058
+Task 3 calculations time sum = 19.681204
diff --git a/stats/2/TO_B_5000.txt b/stats/2/TO_B_5000.txt
new file mode 100644
index 0000000..446c5ea
--- /dev/null
+++ b/stats/2/TO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1.021175
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.001141
+Task 0 calculations time sum = 0.989849
+Task 1 communications time sum = 0.000935
+Task 1 calculations time sum = 0.990729
+Task 2 communications time sum = 0.001140
+Task 2 calculations time sum = 0.990895
+Task 3 communications time sum = 0.001201
+Task 3 calculations time sum = 0.989548
diff --git a/stats/2/TO_B_9000.txt b/stats/2/TO_B_9000.txt
new file mode 100644
index 0000000..11ec4cd
--- /dev/null
+++ b/stats/2/TO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 3.417923
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 communications time sum = 0.001669
+Task 0 calculations time sum = 3.369588
+Task 1 communications time sum = 0.003304
+Task 1 calculations time sum = 3.366839
+Task 2 communications time sum = 0.003461
+Task 2 calculations time sum = 3.383239
+Task 3 communications time sum = 0.003489
+Task 3 calculations time sum = 3.329598
diff --git a/stats/2/TO_NB_1000.txt b/stats/2/TO_NB_1000.txt
new file mode 100644
index 0000000..9716dbb
--- /dev/null
+++ b/stats/2/TO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.033758
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.033505
+Task 1 calculations time sum = 0.033490
+Task 2 calculations time sum = 0.033499
+Task 3 calculations time sum = 0.033585
diff --git a/stats/2/TO_NB_13000.txt b/stats/2/TO_NB_13000.txt
new file mode 100644
index 0000000..df1681a
--- /dev/null
+++ b/stats/2/TO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 7.252139
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 2 calculations time sum = 7.167104
+Task 3 calculations time sum = 7.181140
+Task 0 calculations time sum = 7.248803
+Task 1 calculations time sum = 7.227046
diff --git a/stats/2/TO_NB_17000.txt b/stats/2/TO_NB_17000.txt
new file mode 100644
index 0000000..a0b35b9
--- /dev/null
+++ b/stats/2/TO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 12.725699
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 calculations time sum = 12.721062
+Task 1 calculations time sum = 12.651490
+Task 2 calculations time sum = 12.608332
+Task 3 calculations time sum = 12.688143
diff --git a/stats/2/TO_NB_21000.txt b/stats/2/TO_NB_21000.txt
new file mode 100644
index 0000000..422fbce
--- /dev/null
+++ b/stats/2/TO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 19.680875
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 19.672720
+Task 2 calculations time sum = 19.675402
+Task 3 calculations time sum = 19.676451
+Task 1 calculations time sum = 19.610648
diff --git a/stats/2/TO_NB_5000.txt b/stats/2/TO_NB_5000.txt
new file mode 100644
index 0000000..10b4e90
--- /dev/null
+++ b/stats/2/TO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.990137
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 0.989447
+Task 2 calculations time sum = 0.988779
+Task 1 calculations time sum = 0.988890
+Task 3 calculations time sum = 0.988694
diff --git a/stats/2/TO_NB_9000.txt b/stats/2/TO_NB_9000.txt
new file mode 100644
index 0000000..138bf06
--- /dev/null
+++ b/stats/2/TO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 3.371798
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 calculations time sum = 3.366320
+Task 1 calculations time sum = 3.370863
+Task 2 calculations time sum = 3.353532
+Task 3 calculations time sum = 3.341214
diff --git a/stats/2/low_k/SO_B_1000.txt b/stats/2/low_k/SO_B_1000.txt
new file mode 100644
index 0000000..cb11b93
--- /dev/null
+++ b/stats/2/low_k/SO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.010062
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 communications time sum = 0.000249
+Task 1 communications time sum = 0.000260
+Task 1 calculations time sum = 0.009729
+Task 0 calculations time sum = 0.009775
+Task 2 communications time sum = 0.000198
+Task 2 calculations time sum = 0.009810
+Task 3 communications time sum = 0.000267
+Task 3 calculations time sum = 0.009795
diff --git a/stats/2/low_k/SO_B_13000.txt b/stats/2/low_k/SO_B_13000.txt
new file mode 100644
index 0000000..f0f85d2
--- /dev/null
+++ b/stats/2/low_k/SO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1.632057
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 communications time sum = 0.003166
+Task 0 calculations time sum = 1.628881
+Task 1 communications time sum = 0.001151
+Task 1 calculations time sum = 1.629646
+Task 2 communications time sum = 0.004368
+Task 2 calculations time sum = 1.626288
+Task 3 communications time sum = 0.003222
+Task 3 calculations time sum = 1.626732
diff --git a/stats/2/low_k/SO_B_17000.txt b/stats/2/low_k/SO_B_17000.txt
new file mode 100644
index 0000000..5493172
--- /dev/null
+++ b/stats/2/low_k/SO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 2.793898
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 3 communications time sum = 0.002752
+Task 3 calculations time sum = 2.789319
+Task 0 communications time sum = 0.008707
+Task 0 calculations time sum = 2.783873
+Task 1 communications time sum = 0.001881
+Task 1 calculations time sum = 2.790198
+Task 2 communications time sum = 0.004918
+Task 2 calculations time sum = 2.788967
diff --git a/stats/2/low_k/SO_B_21000.txt b/stats/2/low_k/SO_B_21000.txt
new file mode 100644
index 0000000..6f575f4
--- /dev/null
+++ b/stats/2/low_k/SO_B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 4.295281
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 1 communications time sum = 0.014575
+Task 1 calculations time sum = 4.275249
+Task 2 communications time sum = 0.008623
+Task 2 calculations time sum = 4.286643
+Task 3 communications time sum = 0.013051
+Task 3 calculations time sum = 4.274712
+Task 0 communications time sum = 0.012873
+Task 0 calculations time sum = 4.274911
diff --git a/stats/2/low_k/SO_B_5000.txt b/stats/2/low_k/SO_B_5000.txt
new file mode 100644
index 0000000..155a0b1
--- /dev/null
+++ b/stats/2/low_k/SO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.241691
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 communications time sum = 0.000871
+Task 0 calculations time sum = 0.240815
+Task 1 communications time sum = 0.000740
+Task 1 calculations time sum = 0.240827
+Task 2 communications time sum = 0.000799
+Task 2 calculations time sum = 0.240844
+Task 3 communications time sum = 0.000831
+Task 3 calculations time sum = 0.240832
diff --git a/stats/2/low_k/SO_B_9000.txt b/stats/2/low_k/SO_B_9000.txt
new file mode 100644
index 0000000..66a4cbb
--- /dev/null
+++ b/stats/2/low_k/SO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.781440
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 communications time sum = 0.002033
+Task 0 calculations time sum = 0.779372
+Task 1 communications time sum = 0.001762
+Task 1 calculations time sum = 0.779503
+Task 2 communications time sum = 0.001510
+Task 2 calculations time sum = 0.779920
+Task 3 communications time sum = 0.002699
+Task 3 calculations time sum = 0.778432
diff --git a/stats/2/low_k/SO_NB_1000.txt b/stats/2/low_k/SO_NB_1000.txt
new file mode 100644
index 0000000..9b8d5fe
--- /dev/null
+++ b/stats/2/low_k/SO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.009180
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 calculations time sum = 0.009056
+Task 1 calculations time sum = 0.009083
+Task 2 calculations time sum = 0.009078
+Task 3 calculations time sum = 0.009072
diff --git a/stats/2/low_k/SO_NB_13000.txt b/stats/2/low_k/SO_NB_13000.txt
new file mode 100644
index 0000000..98a8b62
--- /dev/null
+++ b/stats/2/low_k/SO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1.514796
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 3 calculations time sum = 1.513576
+Task 0 calculations time sum = 1.510294
+Task 1 calculations time sum = 1.511106
+Task 2 calculations time sum = 1.509252
diff --git a/stats/2/low_k/SO_NB_17000.txt b/stats/2/low_k/SO_NB_17000.txt
new file mode 100644
index 0000000..1fe69ff
--- /dev/null
+++ b/stats/2/low_k/SO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 2.596288
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 calculations time sum = 2.588859
+Task 1 calculations time sum = 2.594717
+Task 2 calculations time sum = 2.589177
+Task 3 calculations time sum = 2.590838
diff --git a/stats/2/low_k/SO_NB_21000.txt b/stats/2/low_k/SO_NB_21000.txt
new file mode 100644
index 0000000..869b395
--- /dev/null
+++ b/stats/2/low_k/SO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 3.991685
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 0 calculations time sum = 3.977723
+Task 3 calculations time sum = 3.969148
+Task 1 calculations time sum = 3.978771
+Task 2 calculations time sum = 3.979802
diff --git a/stats/2/low_k/SO_NB_5000.txt b/stats/2/low_k/SO_NB_5000.txt
new file mode 100644
index 0000000..33e1997
--- /dev/null
+++ b/stats/2/low_k/SO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.224615
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 1 calculations time sum = 0.223706
+Task 2 calculations time sum = 0.224058
+Task 3 calculations time sum = 0.224238
+Task 0 calculations time sum = 0.223671
diff --git a/stats/2/low_k/SO_NB_9000.txt b/stats/2/low_k/SO_NB_9000.txt
new file mode 100644
index 0000000..d2f6968
--- /dev/null
+++ b/stats/2/low_k/SO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.727053
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 10
+Number of tasks = 4
+Task 2 calculations time sum = 0.724410
+Task 3 calculations time sum = 0.723391
+Task 0 calculations time sum = 0.725784
+Task 1 calculations time sum = 0.724022
diff --git a/stats/2/low_k/TO_B_1000.txt b/stats/2/low_k/TO_B_1000.txt
new file mode 100644
index 0000000..b987501
--- /dev/null
+++ b/stats/2/low_k/TO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.045668
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 communications time sum = 0.000274
+Task 0 calculations time sum = 0.036621
+Task 1 communications time sum = 0.000273
+Task 1 calculations time sum = 0.033439
+Task 2 communications time sum = 0.000280
+Task 2 calculations time sum = 0.033491
+Task 3 communications time sum = 0.000281
+Task 3 calculations time sum = 0.033490
diff --git a/stats/2/low_k/TO_B_13000.txt b/stats/2/low_k/TO_B_13000.txt
new file mode 100644
index 0000000..c6840f0
--- /dev/null
+++ b/stats/2/low_k/TO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 7.269148
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 communications time sum = 0.002356
+Task 0 calculations time sum = 7.266687
+Task 1 communications time sum = 0.003331
+Task 1 calculations time sum = 7.232499
+Task 2 communications time sum = 0.003731
+Task 3 communications time sum = 0.004815
+Task 3 calculations time sum = 7.168525
+Task 2 calculations time sum = 7.207633
diff --git a/stats/2/low_k/TO_B_17000.txt b/stats/2/low_k/TO_B_17000.txt
new file mode 100644
index 0000000..5d8c6af
--- /dev/null
+++ b/stats/2/low_k/TO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 12.774908
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 communications time sum = 0.007294
+Task 1 communications time sum = 0.005029
+Task 1 calculations time sum = 12.661872
+Task 0 calculations time sum = 12.767496
+Task 2 communications time sum = 0.013357
+Task 2 calculations time sum = 12.607397
+Task 3 communications time sum = 0.002359
+Task 3 calculations time sum = 12.691293
diff --git a/stats/2/low_k/TO_B_21000.txt b/stats/2/low_k/TO_B_21000.txt
new file mode 100644
index 0000000..29c1707
--- /dev/null
+++ b/stats/2/low_k/TO_B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 19.765704
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 communications time sum = 0.007475
+Task 0 calculations time sum = 19.758115
+Task 1 communications time sum = 0.006529
+Task 1 calculations time sum = 19.593806
+Task 2 communications time sum = 0.002654
+Task 2 calculations time sum = 19.628838
+Task 3 communications time sum = 0.005116
+Task 3 calculations time sum = 19.667014
diff --git a/stats/2/low_k/TO_B_5000.txt b/stats/2/low_k/TO_B_5000.txt
new file mode 100644
index 0000000..55a7516
--- /dev/null
+++ b/stats/2/low_k/TO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1.015355
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.001099
+Task 0 calculations time sum = 0.991580
+Task 1 communications time sum = 0.001112
+Task 1 calculations time sum = 0.988937
+Task 2 communications time sum = 0.001104
+Task 2 calculations time sum = 0.990494
+Task 3 communications time sum = 0.001151
+Task 3 calculations time sum = 0.989527
diff --git a/stats/2/low_k/TO_B_9000.txt b/stats/2/low_k/TO_B_9000.txt
new file mode 100644
index 0000000..0b66503
--- /dev/null
+++ b/stats/2/low_k/TO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 3.409903
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 communications time sum = 0.001667
+Task 0 calculations time sum = 3.370045
+Task 1 communications time sum = 0.003079
+Task 1 calculations time sum = 3.392497
+Task 2 communications time sum = 0.003777
+Task 2 calculations time sum = 3.351902
+Task 3 communications time sum = 0.003148
+Task 3 calculations time sum = 3.338251
diff --git a/stats/2/low_k/TO_NB_1000.txt b/stats/2/low_k/TO_NB_1000.txt
new file mode 100644
index 0000000..1518da9
--- /dev/null
+++ b/stats/2/low_k/TO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.033655
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.033443
+Task 1 calculations time sum = 0.033401
+Task 2 calculations time sum = 0.033422
+Task 3 calculations time sum = 0.033523
diff --git a/stats/2/low_k/TO_NB_13000.txt b/stats/2/low_k/TO_NB_13000.txt
new file mode 100644
index 0000000..01dd86c
--- /dev/null
+++ b/stats/2/low_k/TO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 7.260061
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 calculations time sum = 7.258476
+Task 1 calculations time sum = 7.228553
+Task 2 calculations time sum = 7.168067
+Task 3 calculations time sum = 7.180212
diff --git a/stats/2/low_k/TO_NB_17000.txt b/stats/2/low_k/TO_NB_17000.txt
new file mode 100644
index 0000000..a6f1d66
--- /dev/null
+++ b/stats/2/low_k/TO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 12.724300
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 1 calculations time sum = 12.662180
+Task 2 calculations time sum = 12.674517
+Task 3 calculations time sum = 12.691427
+Task 0 calculations time sum = 12.715927
diff --git a/stats/2/low_k/TO_NB_21000.txt b/stats/2/low_k/TO_NB_21000.txt
new file mode 100644
index 0000000..9a92aed
--- /dev/null
+++ b/stats/2/low_k/TO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 19.714659
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 19.677347
+Task 1 calculations time sum = 19.646248
+Task 2 calculations time sum = 19.695513
+Task 3 calculations time sum = 19.708906
diff --git a/stats/2/low_k/TO_NB_5000.txt b/stats/2/low_k/TO_NB_5000.txt
new file mode 100644
index 0000000..10b8646
--- /dev/null
+++ b/stats/2/low_k/TO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.990623
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 0.989279
+Task 1 calculations time sum = 0.989294
+Task 2 calculations time sum = 0.990020
+Task 3 calculations time sum = 0.989884
diff --git a/stats/2/low_k/TO_NB_9000.txt b/stats/2/low_k/TO_NB_9000.txt
new file mode 100644
index 0000000..bf9b67a
--- /dev/null
+++ b/stats/2/low_k/TO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 3.376398
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 calculations time sum = 3.375470
+Task 1 calculations time sum = 3.372552
+Task 2 calculations time sum = 3.354796
+Task 3 calculations time sum = 3.335200
diff --git a/stats/2/square_array/SO_B_1000.txt b/stats/2/square_array/SO_B_1000.txt
new file mode 100644
index 0000000..438c016
--- /dev/null
+++ b/stats/2/square_array/SO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.254555
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 communications time sum = 0.000763
+Task 0 calculations time sum = 0.253721
+Task 1 communications time sum = 0.000805
+Task 1 calculations time sum = 0.253366
+Task 2 communications time sum = 0.000442
+Task 3 communications time sum = 0.000690
+Task 3 calculations time sum = 0.253492
+Task 2 calculations time sum = 0.254101
diff --git a/stats/2/square_array/SO_B_13000.txt b/stats/2/square_array/SO_B_13000.txt
new file mode 100644
index 0000000..8cedade
--- /dev/null
+++ b/stats/2/square_array/SO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 554.284972
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 1 communications time sum = 7.297489
+Task 1 calculations time sum = 537.851630
+Task 2 communications time sum = 0.852826
+Task 2 calculations time sum = 541.811203
+Task 3 communications time sum = 2.411117
+Task 3 calculations time sum = 551.873807
+Task 0 communications time sum = 7.380732
+Task 0 calculations time sum = 540.423709
diff --git a/stats/2/square_array/SO_B_17000.txt b/stats/2/square_array/SO_B_17000.txt
new file mode 100644
index 0000000..2c03089
--- /dev/null
+++ b/stats/2/square_array/SO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1239.585742
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 communications time sum = 15.438516
+Task 1 communications time sum = 8.418541
+Task 1 calculations time sum = 1209.574522
+Task 2 communications time sum = 1.685984
+Task 2 calculations time sum = 1234.917926
+Task 0 calculations time sum = 1209.477226
+Task 3 communications time sum = 14.000331
+Task 3 calculations time sum = 1225.585384
diff --git a/stats/2/square_array/SO_B_21000.txt b/stats/2/square_array/SO_B_21000.txt
new file mode 100644
index 0000000..e69de29
diff --git a/stats/2/square_array/SO_B_5000.txt b/stats/2/square_array/SO_B_5000.txt
new file mode 100644
index 0000000..c2cd14f
--- /dev/null
+++ b/stats/2/square_array/SO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 30.992809
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.023125
+Task 0 calculations time sum = 30.965178
+Task 1 communications time sum = 0.010953
+Task 1 calculations time sum = 30.962624
+Task 3 communications time sum = 0.031227
+Task 3 calculations time sum = 30.945286
+Task 2 communications time sum = 0.009442
+Task 2 calculations time sum = 30.983349
diff --git a/stats/2/square_array/SO_B_9000.txt b/stats/2/square_array/SO_B_9000.txt
new file mode 100644
index 0000000..654c418
--- /dev/null
+++ b/stats/2/square_array/SO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 183.127251
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 2 communications time sum = 1.622200
+Task 2 calculations time sum = 178.743481
+Task 0 communications time sum = 2.004348
+Task 0 calculations time sum = 179.725121
+Task 1 communications time sum = 0.820660
+Task 1 calculations time sum = 179.495873
+Task 3 communications time sum = 0.025997
+Task 3 calculations time sum = 183.101211
diff --git a/stats/2/square_array/SO_NB_1000.txt b/stats/2/square_array/SO_NB_1000.txt
new file mode 100644
index 0000000..b3bc6e0
--- /dev/null
+++ b/stats/2/square_array/SO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.254016
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.253394
+Task 1 calculations time sum = 0.253109
+Task 2 calculations time sum = 0.253625
+Task 3 calculations time sum = 0.253049
diff --git a/stats/2/square_array/SO_NB_13000.txt b/stats/2/square_array/SO_NB_13000.txt
new file mode 100644
index 0000000..562cca1
--- /dev/null
+++ b/stats/2/square_array/SO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 554.383816
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 calculations time sum = 540.464332
+Task 1 calculations time sum = 537.962039
+Task 2 calculations time sum = 541.793609
+Task 3 calculations time sum = 551.988150
diff --git a/stats/2/square_array/SO_NB_17000.txt b/stats/2/square_array/SO_NB_17000.txt
new file mode 100644
index 0000000..4306475
--- /dev/null
+++ b/stats/2/square_array/SO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1239.115736
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 calculations time sum = 1208.784077
+Task 3 calculations time sum = 1225.380272
+Task 1 calculations time sum = 1209.585533
+Task 2 calculations time sum = 1234.820747
diff --git a/stats/2/square_array/SO_NB_21000.txt b/stats/2/square_array/SO_NB_21000.txt
new file mode 100644
index 0000000..4a66182
--- /dev/null
+++ b/stats/2/square_array/SO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 2344.109723
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 2312.102511
+Task 3 calculations time sum = 2321.945771
+Task 1 calculations time sum = 2323.699373
+Task 2 calculations time sum = 2326.662573
diff --git a/stats/2/square_array/SO_NB_5000.txt b/stats/2/square_array/SO_NB_5000.txt
new file mode 100644
index 0000000..6a1d8c0
--- /dev/null
+++ b/stats/2/square_array/SO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 30.982453
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 30.969539
+Task 1 calculations time sum = 30.962273
+Task 2 calculations time sum = 30.971577
+Task 3 calculations time sum = 30.943259
diff --git a/stats/2/square_array/SO_NB_9000.txt b/stats/2/square_array/SO_NB_9000.txt
new file mode 100644
index 0000000..84d7e77
--- /dev/null
+++ b/stats/2/square_array/SO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 183.099425
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 1 calculations time sum = 179.513594
+Task 2 calculations time sum = 178.732463
+Task 3 calculations time sum = 183.089220
+Task 0 calculations time sum = 179.690826
diff --git a/stats/2/square_array/TO_B_1000.txt b/stats/2/square_array/TO_B_1000.txt
new file mode 100644
index 0000000..630c8bd
--- /dev/null
+++ b/stats/2/square_array/TO_B_1000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 0.041514
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 1 communications time sum = 0.000242
+Task 0 communications time sum = 0.000279
+Task 0 calculations time sum = 0.034408
+Task 1 calculations time sum = 0.033503
+Task 2 communications time sum = 0.000257
+Task 2 calculations time sum = 0.033410
+Task 3 communications time sum = 0.000291
+Task 3 calculations time sum = 0.033405
diff --git a/stats/2/square_array/TO_B_13000.txt b/stats/2/square_array/TO_B_13000.txt
new file mode 100644
index 0000000..b37894d
--- /dev/null
+++ b/stats/2/square_array/TO_B_13000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 7.268335
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 0 communications time sum = 0.002351
+Task 0 calculations time sum = 7.265863
+Task 1 communications time sum = 0.004165
+Task 1 calculations time sum = 7.224932
+Task 2 communications time sum = 0.004251
+Task 3 communications time sum = 0.004838
+Task 3 calculations time sum = 7.167590
+Task 2 calculations time sum = 7.179096
diff --git a/stats/2/square_array/TO_B_17000.txt b/stats/2/square_array/TO_B_17000.txt
new file mode 100644
index 0000000..35956e5
--- /dev/null
+++ b/stats/2/square_array/TO_B_17000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 12.761921
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 1 communications time sum = 0.012452
+Task 1 calculations time sum = 12.639010
+Task 0 communications time sum = 0.012091
+Task 0 calculations time sum = 12.700233
+Task 2 communications time sum = 0.002621
+Task 2 calculations time sum = 12.628114
+Task 3 communications time sum = 0.003257
+Task 3 calculations time sum = 12.677528
diff --git a/stats/2/square_array/TO_B_21000.txt b/stats/2/square_array/TO_B_21000.txt
new file mode 100644
index 0000000..72f5655
--- /dev/null
+++ b/stats/2/square_array/TO_B_21000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 19.775075
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 1 communications time sum = 0.005514
+Task 0 communications time sum = 0.004735
+Task 0 calculations time sum = 19.683603
+Task 1 calculations time sum = 19.580722
+Task 2 communications time sum = 0.003601
+Task 2 calculations time sum = 19.653215
+Task 3 communications time sum = 0.006058
+Task 3 calculations time sum = 19.681204
diff --git a/stats/2/square_array/TO_B_5000.txt b/stats/2/square_array/TO_B_5000.txt
new file mode 100644
index 0000000..446c5ea
--- /dev/null
+++ b/stats/2/square_array/TO_B_5000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 1.021175
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 communications time sum = 0.001141
+Task 0 calculations time sum = 0.989849
+Task 1 communications time sum = 0.000935
+Task 1 calculations time sum = 0.990729
+Task 2 communications time sum = 0.001140
+Task 2 calculations time sum = 0.990895
+Task 3 communications time sum = 0.001201
+Task 3 calculations time sum = 0.989548
diff --git a/stats/2/square_array/TO_B_9000.txt b/stats/2/square_array/TO_B_9000.txt
new file mode 100644
index 0000000..11ec4cd
--- /dev/null
+++ b/stats/2/square_array/TO_B_9000.txt
@@ -0,0 +1,14 @@
+Wall clock time = 3.417923
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 communications time sum = 0.001669
+Task 0 calculations time sum = 3.369588
+Task 1 communications time sum = 0.003304
+Task 1 calculations time sum = 3.366839
+Task 2 communications time sum = 0.003461
+Task 2 calculations time sum = 3.383239
+Task 3 communications time sum = 0.003489
+Task 3 calculations time sum = 3.329598
diff --git a/stats/2/square_array/TO_NB_1000.txt b/stats/2/square_array/TO_NB_1000.txt
new file mode 100644
index 0000000..9716dbb
--- /dev/null
+++ b/stats/2/square_array/TO_NB_1000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.033758
+
+Number of points = 1000
+Number of dimensions = 30
+Number of neighbors = 999
+Number of tasks = 4
+Task 0 calculations time sum = 0.033505
+Task 1 calculations time sum = 0.033490
+Task 2 calculations time sum = 0.033499
+Task 3 calculations time sum = 0.033585
diff --git a/stats/2/square_array/TO_NB_13000.txt b/stats/2/square_array/TO_NB_13000.txt
new file mode 100644
index 0000000..df1681a
--- /dev/null
+++ b/stats/2/square_array/TO_NB_13000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 7.252139
+
+Number of points = 13000
+Number of dimensions = 30
+Number of neighbors = 12999
+Number of tasks = 4
+Task 2 calculations time sum = 7.167104
+Task 3 calculations time sum = 7.181140
+Task 0 calculations time sum = 7.248803
+Task 1 calculations time sum = 7.227046
diff --git a/stats/2/square_array/TO_NB_17000.txt b/stats/2/square_array/TO_NB_17000.txt
new file mode 100644
index 0000000..a0b35b9
--- /dev/null
+++ b/stats/2/square_array/TO_NB_17000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 12.725699
+
+Number of points = 17000
+Number of dimensions = 30
+Number of neighbors = 16999
+Number of tasks = 4
+Task 0 calculations time sum = 12.721062
+Task 1 calculations time sum = 12.651490
+Task 2 calculations time sum = 12.608332
+Task 3 calculations time sum = 12.688143
diff --git a/stats/2/square_array/TO_NB_21000.txt b/stats/2/square_array/TO_NB_21000.txt
new file mode 100644
index 0000000..422fbce
--- /dev/null
+++ b/stats/2/square_array/TO_NB_21000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 19.680875
+
+Number of points = 21000
+Number of dimensions = 30
+Number of neighbors = 20999
+Number of tasks = 4
+Task 0 calculations time sum = 19.672720
+Task 2 calculations time sum = 19.675402
+Task 3 calculations time sum = 19.676451
+Task 1 calculations time sum = 19.610648
diff --git a/stats/2/square_array/TO_NB_5000.txt b/stats/2/square_array/TO_NB_5000.txt
new file mode 100644
index 0000000..10b4e90
--- /dev/null
+++ b/stats/2/square_array/TO_NB_5000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.990137
+
+Number of points = 5000
+Number of dimensions = 30
+Number of neighbors = 4999
+Number of tasks = 4
+Task 0 calculations time sum = 0.989447
+Task 2 calculations time sum = 0.988779
+Task 1 calculations time sum = 0.988890
+Task 3 calculations time sum = 0.988694
diff --git a/stats/2/square_array/TO_NB_9000.txt b/stats/2/square_array/TO_NB_9000.txt
new file mode 100644
index 0000000..138bf06
--- /dev/null
+++ b/stats/2/square_array/TO_NB_9000.txt
@@ -0,0 +1,10 @@
+Wall clock time = 3.371798
+
+Number of points = 9000
+Number of dimensions = 30
+Number of neighbors = 8999
+Number of tasks = 4
+Task 0 calculations time sum = 3.366320
+Task 1 calculations time sum = 3.370863
+Task 2 calculations time sum = 3.353532
+Task 3 calculations time sum = 3.341214
diff --git a/stats/3/hlsgStatsB.txt b/stats/3/hlsgStatsB.txt
new file mode 100644
index 0000000..6624178
--- /dev/null
+++ b/stats/3/hlsgStatsB.txt
@@ -0,0 +1,339 @@
+Wall clock time = 4.397961
+
+Number of points = 9960
+Number of dimensions = 30
+Number of neighbors = 9959
+Number of tasks = 24
+Task 0 communications time sum = 1.117602
+Task 0 calculations time sum = 1.409111
+Task 1 communications time sum = 1.007029
+Task 1 calculations time sum = 1.549376
+Task 2 communications time sum = 1.057653
+Task 2 calculations time sum = 1.418525
+Task 3 communications time sum = 1.024404
+Task 3 calculations time sum = 1.482956
+Task 5 communications time sum = 1.044581
+Task 5 calculations time sum = 1.411110
+Task 4 communications time sum = 1.070759
+Task 4 calculations time sum = 1.393164
+Task 6 communications time sum = 1.055086
+Task 6 calculations time sum = 1.428619
+Task 7 communications time sum = 1.045239
+Task 7 calculations time sum = 1.406784
+Task 8 communications time sum = 0.922277
+Task 8 calculations time sum = 2.016570
+Task 10 communications time sum = 0.947984
+Task 10 calculations time sum = 2.048718
+Task 9 communications time sum = 0.844603
+Task 9 calculations time sum = 2.209353
+Task 11 communications time sum = 0.051990
+Task 11 calculations time sum = 4.265083
+Task 12 communications time sum = 0.952007
+Task 12 calculations time sum = 2.052414
+Task 13 communications time sum = 0.605026
+Task 13 calculations time sum = 2.907974
+Task 14 communications time sum = 0.952192
+Task 14 calculations time sum = 2.102115
+Task 16 communications time sum = 1.001875
+Task 16 calculations time sum = 1.946353
+Task 15 communications time sum = 0.665670
+Task 15 calculations time sum = 2.760419
+Task 17 communications time sum = 1.036439
+Task 17 calculations time sum = 2.197386
+Task 18 communications time sum = 1.083521
+Task 18 calculations time sum = 2.025270
+Task 20 communications time sum = 1.028834
+Task 20 calculations time sum = 1.912685
+Task 19 communications time sum = 1.054042
+Task 19 calculations time sum = 2.096169
+Task 22 communications time sum = 1.074400
+Task 22 calculations time sum = 2.122255
+Task 21 communications time sum = 1.053116
+Task 21 calculations time sum = 2.124638
+Task 23 communications time sum = 1.055151
+Task 23 calculations time sum = 2.108444
+
+===========================================
+
+Wall clock time = 14.793336
+
+Number of points = 19920
+Number of dimensions = 30
+Number of neighbors = 19919
+Number of tasks = 24
+Task 0 communications time sum = 2.574676
+Task 0 calculations time sum = 5.976171
+Task 2 communications time sum = 2.444355
+Task 2 calculations time sum = 6.144378
+Task 1 communications time sum = 2.333766
+Task 1 calculations time sum = 6.455061
+Task 3 communications time sum = 2.206931
+Task 3 calculations time sum = 7.086102
+Task 4 communications time sum = 2.471653
+Task 4 calculations time sum = 5.990582
+Task 5 communications time sum = 2.469430
+Task 5 calculations time sum = 6.046424
+Task 8 communications time sum = 1.818527
+Task 8 calculations time sum = 9.371832
+Task 7 communications time sum = 2.337476
+Task 7 calculations time sum = 6.573361
+Task 6 communications time sum = 2.479712
+Task 6 calculations time sum = 6.004157
+Task 10 communications time sum = 1.759998
+Task 10 calculations time sum = 9.198483
+Task 9 communications time sum = 1.829296
+Task 9 calculations time sum = 8.775216
+Task 12 communications time sum = 1.836670
+Task 12 calculations time sum = 8.721922
+Task 11 communications time sum = 0.368733
+Task 11 calculations time sum = 14.365828
+Task 13 communications time sum = 0.931096
+Task 13 calculations time sum = 11.892317
+Task 14 communications time sum = 1.657763
+Task 14 calculations time sum = 8.035380
+Task 15 communications time sum = 0.889628
+Task 15 calculations time sum = 11.314505
+Task 16 communications time sum = 2.223516
+Task 16 calculations time sum = 8.090449
+Task 18 communications time sum = 2.436335
+Task 18 calculations time sum = 8.674407
+Task 17 communications time sum = 2.337754
+Task 17 calculations time sum = 9.350076
+Task 19 communications time sum = 2.430520
+Task 19 calculations time sum = 8.604692
+Task 20 communications time sum = 2.378302
+Task 20 calculations time sum = 8.789482
+Task 21 communications time sum = 2.396680
+Task 21 calculations time sum = 9.024512
+Task 22 communications time sum = 2.408374
+Task 22 calculations time sum = 8.964461
+Task 23 communications time sum = 2.421912
+Task 23 calculations time sum = 8.901936
+
+===========================================
+
+Wall clock time = 38.653259
+
+Number of points = 29880
+Number of dimensions = 30
+Number of neighbors = 29879
+Number of tasks = 24
+Task 0 communications time sum = 7.338400
+Task 0 calculations time sum = 14.408826
+Task 1 communications time sum = 6.578557
+Task 1 calculations time sum = 15.597005
+Task 4 communications time sum = 7.174908
+Task 4 calculations time sum = 14.238239
+Task 5 communications time sum = 7.177868
+Task 5 calculations time sum = 13.904647
+Task 2 communications time sum = 7.183378
+Task 2 calculations time sum = 13.978004
+Task 3 communications time sum = 6.857834
+Task 3 calculations time sum = 15.548944
+Task 7 communications time sum = 6.748150
+Task 7 calculations time sum = 15.351213
+Task 6 communications time sum = 7.184464
+Task 6 calculations time sum = 14.149536
+Task 8 communications time sum = 5.706565
+Task 8 calculations time sum = 21.235908
+Task 10 communications time sum = 7.229368
+Task 10 calculations time sum = 18.110016
+Task 9 communications time sum = 5.509010
+Task 9 calculations time sum = 22.324001
+Task 11 communications time sum = 0.087496
+Task 11 calculations time sum = 38.483495
+Task 12 communications time sum = 5.888672
+Task 12 calculations time sum = 20.325654
+Task 13 communications time sum = 2.849965
+Task 13 calculations time sum = 29.252772
+Task 14 communications time sum = 5.124978
+Task 14 calculations time sum = 21.165095
+Task 16 communications time sum = 7.023868
+Task 16 calculations time sum = 20.889761
+Task 15 communications time sum = 4.640718
+Task 15 calculations time sum = 25.641491
+Task 19 communications time sum = 7.105003
+Task 19 calculations time sum = 20.733591
+Task 17 communications time sum = 6.691234
+Task 17 calculations time sum = 19.083472
+Task 18 communications time sum = 7.158437
+Task 18 calculations time sum = 20.373044
+Task 22 communications time sum = 7.002739
+Task 22 calculations time sum = 20.787295
+Task 20 communications time sum = 7.108734
+Task 20 calculations time sum = 20.471991
+Task 21 communications time sum = 7.038599
+Task 21 calculations time sum = 20.913662
+Task 23 communications time sum = 7.061097
+Task 23 calculations time sum = 20.913145
+
+===========================================
+
+Wall clock time = 47.683847
+
+Number of points = 39840
+Number of dimensions = 30
+Number of neighbors = 39839
+Number of tasks = 24
+Task 0 communications time sum = 8.311797
+Task 0 calculations time sum = 26.194752
+Task 1 communications time sum = 6.262135
+Task 1 calculations time sum = 29.581270
+Task 8 communications time sum = 6.455869
+Task 8 calculations time sum = 36.040517
+Task 9 communications time sum = 4.208869
+Task 9 calculations time sum = 43.425767
+Task 10 communications time sum = 5.370203
+Task 10 calculations time sum = 40.729136
+Task 11 communications time sum = 0.080556
+Task 11 calculations time sum = 44.039573
+Task 7 communications time sum = 7.719900
+Task 7 calculations time sum = 26.532657
+Task 2 communications time sum = 7.887321
+Task 2 calculations time sum = 26.730340
+Task 3 communications time sum = 7.664011
+Task 3 calculations time sum = 28.272234
+Task 6 communications time sum = 8.098370
+Task 6 calculations time sum = 25.472397
+Task 4 communications time sum = 8.087771
+Task 4 calculations time sum = 25.403679
+Task 5 communications time sum = 7.921976
+Task 5 calculations time sum = 26.302438
+Task 12 communications time sum = 6.617232
+Task 12 calculations time sum = 34.879196
+Task 13 communications time sum = 4.271826
+Task 13 calculations time sum = 40.945397
+Task 14 communications time sum = 4.717222
+Task 14 calculations time sum = 42.568637
+Task 15 communications time sum = 4.725477
+Task 15 calculations time sum = 36.209090
+Task 16 communications time sum = 7.691678
+Task 16 calculations time sum = 38.597926
+Task 18 communications time sum = 7.923855
+Task 18 calculations time sum = 36.332480
+Task 17 communications time sum = 7.508212
+Task 17 calculations time sum = 39.114433
+Task 19 communications time sum = 7.910281
+Task 19 calculations time sum = 36.629772
+Task 21 communications time sum = 7.826942
+Task 21 calculations time sum = 36.780662
+Task 20 communications time sum = 7.941110
+Task 20 calculations time sum = 36.740430
+Task 23 communications time sum = 7.818129
+Task 23 calculations time sum = 38.072190
+Task 22 communications time sum = 7.846900
+Task 22 calculations time sum = 37.946689
+
+===========================================
+
+Wall clock time = 97.670858
+
+Number of points = 49800
+Number of dimensions = 30
+Number of neighbors = 49799
+Number of tasks = 24
+Task 0 communications time sum = 17.309198
+Task 0 calculations time sum = 54.190988
+Task 1 communications time sum = 17.006818
+Task 1 calculations time sum = 54.066388
+Task 2 communications time sum = 17.028331
+Task 2 calculations time sum = 56.962381
+Task 3 communications time sum = 17.025800
+Task 3 calculations time sum = 56.098928
+Task 4 communications time sum = 17.540469
+Task 4 calculations time sum = 47.592094
+Task 5 communications time sum = 17.337662
+Task 5 calculations time sum = 51.086171
+Task 6 communications time sum = 17.256673
+Task 6 calculations time sum = 51.634696
+Task 7 communications time sum = 17.341406
+Task 7 calculations time sum = 50.765980
+Task 8 communications time sum = 18.100542
+Task 8 calculations time sum = 41.314034
+Task 9 communications time sum = 14.532663
+Task 9 calculations time sum = 49.214033
+Task 10 communications time sum = 18.073954
+Task 10 calculations time sum = 42.145067
+Task 13 communications time sum = 17.293791
+Task 13 calculations time sum = 44.874660
+Task 12 communications time sum = 18.093889
+Task 12 calculations time sum = 41.596688
+Task 11 communications time sum = 17.677945
+Task 11 calculations time sum = 43.783238
+Task 14 communications time sum = 17.996561
+Task 14 calculations time sum = 41.184630
+Task 15 communications time sum = 16.710573
+Task 15 calculations time sum = 44.573349
+Task 17 communications time sum = 12.683110
+Task 17 calculations time sum = 69.084496
+Task 16 communications time sum = 13.800725
+Task 16 calculations time sum = 60.375212
+Task 18 communications time sum = 12.988282
+Task 18 calculations time sum = 65.847585
+Task 19 communications time sum = 0.658251
+Task 19 calculations time sum = 79.748475
+Task 20 communications time sum = 13.236339
+Task 20 calculations time sum = 65.008122
+Task 22 communications time sum = 14.076206
+Task 22 calculations time sum = 61.742560
+Task 21 communications time sum = 8.531304
+Task 21 calculations time sum = 88.945486
+Task 23 communications time sum = 11.417557
+Task 23 calculations time sum = 69.375688
+
+===========================================
+
+Wall clock time = 185.847894
+
+Number of points = 59760
+Number of dimensions = 30
+Number of neighbors = 59759
+Number of tasks = 24
+Task 0 communications time sum = 28.190137
+Task 0 calculations time sum = 70.280147
+Task 1 communications time sum = 27.153621
+Task 1 calculations time sum = 67.902468
+Task 3 communications time sum = 27.290225
+Task 3 calculations time sum = 69.446337
+Task 2 communications time sum = 27.236461
+Task 2 calculations time sum = 69.463200
+Task 4 communications time sum = 27.608389
+Task 4 calculations time sum = 62.237183
+Task 5 communications time sum = 27.628392
+Task 5 calculations time sum = 62.079482
+Task 6 communications time sum = 27.627729
+Task 6 calculations time sum = 62.226825
+Task 7 communications time sum = 27.625174
+Task 7 calculations time sum = 62.386084
+Task 9 communications time sum = 22.456262
+Task 9 calculations time sum = 72.593114
+Task 8 communications time sum = 26.456411
+Task 8 calculations time sum = 62.017197
+Task 10 communications time sum = 24.214569
+Task 10 calculations time sum = 71.307640
+Task 11 communications time sum = 18.584522
+Task 11 calculations time sum = 77.361987
+Task 12 communications time sum = 25.429661
+Task 12 calculations time sum = 63.872082
+Task 13 communications time sum = 25.712783
+Task 13 calculations time sum = 63.305507
+Task 15 communications time sum = 22.513295
+Task 15 calculations time sum = 71.681042
+Task 14 communications time sum = 25.162314
+Task 14 calculations time sum = 65.097646
+Task 16 communications time sum = 20.730976
+Task 16 calculations time sum = 88.545550
+Task 17 communications time sum = 15.106911
+Task 17 calculations time sum = 112.056564
+Task 18 communications time sum = 22.015057
+Task 18 calculations time sum = 87.797454
+Task 19 communications time sum = 0.181826
+Task 19 calculations time sum = 185.457991
+Task 20 communications time sum = 18.787500
+Task 20 calculations time sum = 94.491226
+Task 21 communications time sum = 11.591325
+Task 21 calculations time sum = 119.044912
+Task 22 communications time sum = 22.731082
+Task 22 calculations time sum = 87.160574
+Task 23 communications time sum = 20.459049
+Task 23 calculations time sum = 102.486629
diff --git a/stats/3/hlsgStatsNB.txt b/stats/3/hlsgStatsNB.txt
new file mode 100644
index 0000000..d69b9f5
--- /dev/null
+++ b/stats/3/hlsgStatsNB.txt
@@ -0,0 +1,195 @@
+Wall clock time = 3.399288
+
+Number of points = 9960
+Number of dimensions = 30
+Number of neighbors = 9959
+Number of tasks = 24
+Task 0 calculations time sum = 1.434486
+Task 1 calculations time sum = 1.504554
+Task 2 calculations time sum = 1.411190
+Task 3 calculations time sum = 1.453513
+Task 4 calculations time sum = 1.392194
+Task 6 calculations time sum = 1.411974
+Task 5 calculations time sum = 1.410038
+Task 7 calculations time sum = 1.430786
+Task 8 calculations time sum = 1.997140
+Task 9 calculations time sum = 1.563466
+Task 10 calculations time sum = 2.351533
+Task 11 calculations time sum = 1.680860
+Task 12 calculations time sum = 1.846882
+Task 13 calculations time sum = 2.358194
+Task 14 calculations time sum = 2.212325
+Task 16 calculations time sum = 2.069796
+Task 17 calculations time sum = 2.063812
+Task 15 calculations time sum = 3.287284
+Task 18 calculations time sum = 2.144620
+Task 20 calculations time sum = 2.111874
+Task 19 calculations time sum = 2.116673
+Task 21 calculations time sum = 2.171445
+Task 22 calculations time sum = 2.189993
+Task 23 calculations time sum = 2.198158
+
+===========================================
+
+Wall clock time = 15.074137
+
+Number of points = 19920
+Number of dimensions = 30
+Number of neighbors = 19919
+Number of tasks = 24
+Task 0 calculations time sum = 6.157343
+Task 1 calculations time sum = 6.560530
+Task 4 calculations time sum = 6.015065
+Task 2 calculations time sum = 6.101918
+Task 3 calculations time sum = 6.507203
+Task 5 calculations time sum = 6.134047
+Task 6 calculations time sum = 6.138608
+Task 7 calculations time sum = 6.027140
+Task 8 calculations time sum = 9.168768
+Task 9 calculations time sum = 8.303078
+Task 12 calculations time sum = 9.079522
+Task 10 calculations time sum = 11.147125
+Task 11 calculations time sum = 15.030433
+Task 14 calculations time sum = 9.680720
+Task 13 calculations time sum = 11.337887
+Task 15 calculations time sum = 14.742009
+Task 17 calculations time sum = 8.874032
+Task 16 calculations time sum = 9.293096
+Task 18 calculations time sum = 9.045637
+Task 19 calculations time sum = 8.881269
+Task 20 calculations time sum = 8.900536
+Task 22 calculations time sum = 9.054206
+Task 23 calculations time sum = 8.953338
+Task 21 calculations time sum = 9.210381
+
+===========================================
+
+Wall clock time = 39.428492
+
+Number of points = 29880
+Number of dimensions = 30
+Number of neighbors = 29879
+Number of tasks = 24
+Task 0 calculations time sum = 14.307669
+Task 2 calculations time sum = 14.356057
+Task 1 calculations time sum = 15.852090
+Task 3 calculations time sum = 14.561229
+Task 4 calculations time sum = 13.856874
+Task 7 calculations time sum = 14.510118
+Task 5 calculations time sum = 14.176081
+Task 6 calculations time sum = 13.974694
+Task 8 calculations time sum = 20.820240
+Task 10 calculations time sum = 21.510244
+Task 9 calculations time sum = 22.845115
+Task 12 calculations time sum = 20.305113
+Task 11 calculations time sum = 39.371532
+Task 13 calculations time sum = 29.594761
+Task 14 calculations time sum = 22.368783
+Task 15 calculations time sum = 25.721296
+Task 18 calculations time sum = 20.332994
+Task 17 calculations time sum = 24.045693
+Task 16 calculations time sum = 20.714392
+Task 19 calculations time sum = 20.755927
+Task 22 calculations time sum = 21.840506
+Task 21 calculations time sum = 20.523505
+Task 20 calculations time sum = 20.460695
+Task 23 calculations time sum = 19.055215
+
+==============================================
+
+Wall clock time = 66.285046
+
+Number of points = 39840
+Number of dimensions = 30
+Number of neighbors = 39839
+Number of tasks = 24
+Task 0 calculations time sum = 26.101482
+Task 1 calculations time sum = 30.261944
+Task 2 calculations time sum = 27.104719
+Task 3 calculations time sum = 27.136816
+Task 4 calculations time sum = 25.377891
+Task 5 calculations time sum = 26.857599
+Task 6 calculations time sum = 25.542316
+Task 7 calculations time sum = 25.722004
+Task 8 calculations time sum = 36.086765
+Task 9 calculations time sum = 40.969026
+Task 10 calculations time sum = 40.115919
+Task 11 calculations time sum = 66.201419
+Task 12 calculations time sum = 37.066109
+Task 13 calculations time sum = 43.469321
+Task 14 calculations time sum = 38.366720
+Task 15 calculations time sum = 42.023122
+Task 16 calculations time sum = 38.382636
+Task 18 calculations time sum = 38.192109
+Task 17 calculations time sum = 38.372879
+Task 19 calculations time sum = 41.083238
+Task 20 calculations time sum = 36.754164
+Task 21 calculations time sum = 38.389182
+Task 23 calculations time sum = 37.581833
+Task 22 calculations time sum = 38.780552
+
+==============================================
+
+Wall clock time = 93.569386
+
+Number of points = 49800
+Number of dimensions = 30
+Number of neighbors = 49799
+Number of tasks = 24
+Task 0 calculations time sum = 49.410185
+Task 1 calculations time sum = 48.904825
+Task 2 calculations time sum = 51.671057
+Task 3 calculations time sum = 50.971956
+Task 4 calculations time sum = 48.660390
+Task 5 calculations time sum = 49.306700
+Task 6 calculations time sum = 48.370757
+Task 7 calculations time sum = 47.522661
+Task 8 calculations time sum = 42.231211
+Task 9 calculations time sum = 52.072420
+Task 10 calculations time sum = 43.866396
+Task 11 calculations time sum = 44.051250
+Task 12 calculations time sum = 41.185841
+Task 15 calculations time sum = 44.459151
+Task 14 calculations time sum = 42.308893
+Task 13 calculations time sum = 41.801706
+Task 16 calculations time sum = 61.302577
+Task 17 calculations time sum = 67.245238
+Task 18 calculations time sum = 59.404698
+Task 20 calculations time sum = 65.845847
+Task 19 calculations time sum = 93.423438
+Task 22 calculations time sum = 64.148893
+Task 21 calculations time sum = 84.614567
+Task 23 calculations time sum = 89.212616
+
+==============================================
+
+Wall clock time = 207.935548
+
+Number of points = 59760
+Number of dimensions = 30
+Number of neighbors = 59759
+Number of tasks = 24
+Task 0 calculations time sum = 56.443998
+Task 1 calculations time sum = 56.226406
+Task 2 calculations time sum = 55.553611
+Task 3 calculations time sum = 55.635585
+Task 4 calculations time sum = 55.746337
+Task 6 calculations time sum = 56.155905
+Task 5 calculations time sum = 56.070993
+Task 7 calculations time sum = 56.681716
+Task 8 calculations time sum = 61.467565
+Task 9 calculations time sum = 70.821831
+Task 10 calculations time sum = 67.513464
+Task 11 calculations time sum = 71.852701
+Task 12 calculations time sum = 62.248638
+Task 13 calculations time sum = 62.362509
+Task 15 calculations time sum = 70.917462
+Task 14 calculations time sum = 64.093156
+Task 17 calculations time sum = 100.544928
+Task 16 calculations time sum = 88.613226
+Task 18 calculations time sum = 88.294821
+Task 19 calculations time sum = 207.728281
+Task 20 calculations time sum = 89.819710
+Task 21 calculations time sum = 103.775616
+Task 22 calculations time sum = 92.571692
+Task 23 calculations time sum = 127.416894
diff --git a/stats/3/stsNB_lK_sO/no_pow_12000.txt b/stats/3/stsNB_lK_sO/no_pow_12000.txt
new file mode 100644
index 0000000..546f085
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_12000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 1.139278
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 1.025403
+Task 1 calculations time sum = 1.073846
+Task 2 calculations time sum = 1.032938
+Task 3 calculations time sum = 1.049530
+Wall clock time = 1.138587
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 1.094686
+Task 1 calculations time sum = 1.025562
+Task 2 calculations time sum = 1.014774
+Task 3 calculations time sum = 1.063823
+Wall clock time = 1.184254
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 1.113187
+Task 1 calculations time sum = 1.116887
+Task 2 calculations time sum = 1.045481
+Task 3 calculations time sum = 1.126777
+Wall clock time = 1.217777
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 1.077576
+Task 1 calculations time sum = 1.097754
+Task 2 calculations time sum = 1.214698
+Task 3 calculations time sum = 1.082597
diff --git a/stats/3/stsNB_lK_sO/no_pow_18000.txt b/stats/3/stsNB_lK_sO/no_pow_18000.txt
new file mode 100644
index 0000000..82c1d99
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_18000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 2.622183
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 2.387308
+Task 1 calculations time sum = 2.251040
+Task 2 calculations time sum = 2.620720
+Task 3 calculations time sum = 2.256194
+Wall clock time = 2.674737
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 2.303750
+Task 1 calculations time sum = 2.338628
+Task 2 calculations time sum = 2.606869
+Task 3 calculations time sum = 2.459567
+Wall clock time = 2.668877
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 2.355891
+Task 1 calculations time sum = 2.524845
+Task 2 calculations time sum = 2.645288
+Task 3 calculations time sum = 2.376432
+Wall clock time = 2.712329
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 2.451713
+Task 1 calculations time sum = 2.541629
+Task 2 calculations time sum = 2.638770
+Task 3 calculations time sum = 2.441458
diff --git a/stats/3/stsNB_lK_sO/no_pow_24000.txt b/stats/3/stsNB_lK_sO/no_pow_24000.txt
new file mode 100644
index 0000000..0519648
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_24000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 4.668811
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 4.612142
+Task 1 calculations time sum = 4.243669
+Task 2 calculations time sum = 4.051985
+Task 3 calculations time sum = 4.200703
+Wall clock time = 4.882585
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 4.374302
+Task 1 calculations time sum = 4.347861
+Task 2 calculations time sum = 4.584281
+Task 3 calculations time sum = 4.738294
+Wall clock time = 4.661757
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 4.496880
+Task 1 calculations time sum = 4.478455
+Task 2 calculations time sum = 4.285701
+Task 3 calculations time sum = 4.641413
+Wall clock time = 4.860538
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 4.685077
+Task 1 calculations time sum = 4.444861
+Task 2 calculations time sum = 4.408752
+Task 3 calculations time sum = 4.627015
diff --git a/stats/3/stsNB_lK_sO/no_pow_30000.txt b/stats/3/stsNB_lK_sO/no_pow_30000.txt
new file mode 100644
index 0000000..f0cf314
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_30000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 7.358225
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 6.462858
+Task 1 calculations time sum = 7.083778
+Task 2 calculations time sum = 7.244914
+Task 3 calculations time sum = 6.419287
+Wall clock time = 7.404905
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 7.220997
+Task 1 calculations time sum = 6.632202
+Task 2 calculations time sum = 7.402343
+Task 3 calculations time sum = 6.709838
+Wall clock time = 7.566727
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 6.921776
+Task 1 calculations time sum = 6.876474
+Task 2 calculations time sum = 7.465352
+Task 3 calculations time sum = 7.557233
+Wall clock time = 7.691557
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 7.061431
+Task 1 calculations time sum = 7.688995
+Task 2 calculations time sum = 7.096309
+Task 3 calculations time sum = 7.070280
diff --git a/stats/3/stsNB_lK_sO/no_pow_36000.txt b/stats/3/stsNB_lK_sO/no_pow_36000.txt
new file mode 100644
index 0000000..5c71d87
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_36000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 13.279930
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 12.354776
+Task 1 calculations time sum = 12.130190
+Task 2 calculations time sum = 12.933501
+Task 3 calculations time sum = 11.558916
+Wall clock time = 10.731687
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 10.432108
+Task 1 calculations time sum = 10.245115
+Task 2 calculations time sum = 10.338809
+Task 3 calculations time sum = 10.479557
+Wall clock time = 11.104460
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 10.219825
+Task 1 calculations time sum = 10.996149
+Task 2 calculations time sum = 10.753012
+Task 3 calculations time sum = 10.749376
+Wall clock time = 11.340719
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 10.540270
+Task 1 calculations time sum = 10.436570
+Task 2 calculations time sum = 10.491697
+Task 3 calculations time sum = 11.337629
diff --git a/stats/3/stsNB_lK_sO/no_pow_42000.txt b/stats/3/stsNB_lK_sO/no_pow_42000.txt
new file mode 100644
index 0000000..6821eda
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_42000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 15.651065
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 14.628459
+Task 1 calculations time sum = 15.353908
+Task 2 calculations time sum = 15.613797
+Task 3 calculations time sum = 14.322730
+Wall clock time = 18.063880
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 17.943812
+Task 1 calculations time sum = 16.969732
+Task 2 calculations time sum = 16.132593
+Task 3 calculations time sum = 16.473482
+Wall clock time = 15.796935
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 15.282507
+Task 1 calculations time sum = 15.062468
+Task 2 calculations time sum = 15.375165
+Task 3 calculations time sum = 15.724617
+Wall clock time = 15.682734
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 15.619569
+Task 1 calculations time sum = 15.003034
+Task 2 calculations time sum = 15.117399
+Task 3 calculations time sum = 15.005128
diff --git a/stats/3/stsNB_lK_sO/no_pow_48000.txt b/stats/3/stsNB_lK_sO/no_pow_48000.txt
new file mode 100644
index 0000000..11e146d
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_48000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 22.441620
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 20.156786
+Task 1 calculations time sum = 22.411383
+Task 2 calculations time sum = 21.099992
+Task 3 calculations time sum = 20.458445
+Wall clock time = 22.872421
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 20.366348
+Task 1 calculations time sum = 20.709066
+Task 2 calculations time sum = 22.868226
+Task 3 calculations time sum = 21.193231
+Wall clock time = 23.141805
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 20.488017
+Task 1 calculations time sum = 21.299385
+Task 2 calculations time sum = 21.185101
+Task 3 calculations time sum = 22.864158
+Wall clock time = 22.109954
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 20.803325
+Task 1 calculations time sum = 21.871472
+Task 2 calculations time sum = 21.125252
+Task 3 calculations time sum = 20.932678
diff --git a/stats/3/stsNB_lK_sO/no_pow_54000.txt b/stats/3/stsNB_lK_sO/no_pow_54000.txt
new file mode 100644
index 0000000..45dbcef
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_54000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 30.042156
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 28.307649
+Task 1 calculations time sum = 28.234739
+Task 2 calculations time sum = 29.964187
+Task 3 calculations time sum = 27.313979
+Wall clock time = 29.995129
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 27.813118
+Task 1 calculations time sum = 28.639485
+Task 2 calculations time sum = 27.857027
+Task 3 calculations time sum = 29.990245
+Wall clock time = 29.418919
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 27.921287
+Task 1 calculations time sum = 27.920702
+Task 2 calculations time sum = 29.079569
+Task 3 calculations time sum = 28.107700
+Wall clock time = 29.597561
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 28.746988
+Task 1 calculations time sum = 28.897801
+Task 2 calculations time sum = 27.936567
+Task 3 calculations time sum = 28.540362
diff --git a/stats/3/stsNB_lK_sO/no_pow_6000.txt b/stats/3/stsNB_lK_sO/no_pow_6000.txt
new file mode 100644
index 0000000..fe04b07
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_6000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 0.299962
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 0.299471
+Task 1 calculations time sum = 0.242908
+Task 2 calculations time sum = 0.277974
+Task 3 calculations time sum = 0.253990
+Wall clock time = 0.291338
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 0.280437
+Task 1 calculations time sum = 0.250279
+Task 2 calculations time sum = 0.253437
+Task 3 calculations time sum = 0.262628
+Wall clock time = 0.342825
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 0.280498
+Task 1 calculations time sum = 0.337579
+Task 2 calculations time sum = 0.263607
+Task 3 calculations time sum = 0.282440
+Wall clock time = 0.358394
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 0.354490
+Task 1 calculations time sum = 0.269596
+Task 2 calculations time sum = 0.270954
+Task 3 calculations time sum = 0.277757
diff --git a/stats/3/stsNB_lK_sO/no_pow_60000.txt b/stats/3/stsNB_lK_sO/no_pow_60000.txt
new file mode 100644
index 0000000..8c6aa65
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/no_pow_60000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 38.969084
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 36.011023
+Task 1 calculations time sum = 38.535153
+Task 2 calculations time sum = 36.357835
+Task 3 calculations time sum = 35.030721
+Wall clock time = 42.010320
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 39.472194
+Task 1 calculations time sum = 39.224933
+Task 2 calculations time sum = 41.343068
+Task 3 calculations time sum = 38.537349
+Wall clock time = 37.676035
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 36.922504
+Task 1 calculations time sum = 36.570414
+Task 2 calculations time sum = 35.545117
+Task 3 calculations time sum = 35.882747
+Wall clock time = 37.874443
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 35.727676
+Task 1 calculations time sum = 36.376107
+Task 2 calculations time sum = 36.741649
+Task 3 calculations time sum = 37.106301
diff --git a/stats/3/stsNB_lK_sO/qsort_12000.txt b/stats/3/stsNB_lK_sO/qsort_12000.txt
new file mode 100644
index 0000000..9b20a1f
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_12000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 2.274244
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 2.147394
+Task 1 calculations time sum = 1.968096
+Task 2 calculations time sum = 2.273275
+Task 3 calculations time sum = 1.933024
+Wall clock time = 2.744890
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 2.743910
+Task 1 calculations time sum = 2.440792
+Task 2 calculations time sum = 2.505946
+Task 3 calculations time sum = 2.409232
+Wall clock time = 3.397454
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 3.334586
+Task 1 calculations time sum = 3.299001
+Task 2 calculations time sum = 3.150351
+Task 3 calculations time sum = 3.329245
+Wall clock time = 3.844172
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 3.798299
+Task 1 calculations time sum = 3.653282
+Task 2 calculations time sum = 3.650086
+Task 3 calculations time sum = 3.751970
diff --git a/stats/3/stsNB_lK_sO/qsort_18000.txt b/stats/3/stsNB_lK_sO/qsort_18000.txt
new file mode 100644
index 0000000..0e1071d
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_18000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 4.946741
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 4.282932
+Task 1 calculations time sum = 4.864486
+Task 2 calculations time sum = 4.558523
+Task 3 calculations time sum = 4.327241
+Wall clock time = 5.887676
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 5.886226
+Task 1 calculations time sum = 5.577474
+Task 2 calculations time sum = 5.653238
+Task 3 calculations time sum = 5.502576
+Wall clock time = 7.714980
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 7.713495
+Task 1 calculations time sum = 7.221048
+Task 2 calculations time sum = 7.170190
+Task 3 calculations time sum = 7.407742
+Wall clock time = 8.661465
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 8.196677
+Task 1 calculations time sum = 8.479197
+Task 2 calculations time sum = 8.333450
+Task 3 calculations time sum = 8.471067
diff --git a/stats/3/stsNB_lK_sO/qsort_24000.txt b/stats/3/stsNB_lK_sO/qsort_24000.txt
new file mode 100644
index 0000000..85c8ade
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_24000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 9.569008
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 8.767276
+Task 1 calculations time sum = 8.324586
+Task 2 calculations time sum = 9.219103
+Task 3 calculations time sum = 9.336461
+Wall clock time = 12.261777
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 10.470323
+Task 1 calculations time sum = 10.571269
+Task 2 calculations time sum = 10.740878
+Task 3 calculations time sum = 12.259815
+Wall clock time = 13.917547
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 13.028916
+Task 1 calculations time sum = 12.820836
+Task 2 calculations time sum = 13.454151
+Task 3 calculations time sum = 13.483998
+Wall clock time = 15.775095
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 15.773129
+Task 1 calculations time sum = 14.802775
+Task 2 calculations time sum = 14.683800
+Task 3 calculations time sum = 14.710818
diff --git a/stats/3/stsNB_lK_sO/qsort_30000.txt b/stats/3/stsNB_lK_sO/qsort_30000.txt
new file mode 100644
index 0000000..8f703fa
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_30000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 13.883680
+
+Task 1 calculations time sum = 13.892509
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 12.600969
+Task 2 calculations time sum = 12.233477
+Task 3 calculations time sum = 12.532457
+Wall clock time = 19.092414
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 18.703061
+Task 1 calculations time sum = 18.225371
+Task 2 calculations time sum = 17.536436
+Task 3 calculations time sum = 18.210744
+Wall clock time = 21.813885
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 21.811435
+Task 1 calculations time sum = 19.985652
+Task 2 calculations time sum = 21.787173
+Task 3 calculations time sum = 19.944718
+Wall clock time = 25.085849
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 23.155123
+Task 1 calculations time sum = 23.122346
+Task 2 calculations time sum = 25.082192
+Task 3 calculations time sum = 23.115049
diff --git a/stats/3/stsNB_lK_sO/qsort_36000.txt b/stats/3/stsNB_lK_sO/qsort_36000.txt
new file mode 100644
index 0000000..0df7f0c
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_36000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 21.266410
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 20.089907
+Task 1 calculations time sum = 20.204963
+Task 2 calculations time sum = 19.237766
+Task 3 calculations time sum = 20.731719
+Wall clock time = 24.443962
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 23.854220
+Task 1 calculations time sum = 22.672099
+Task 2 calculations time sum = 22.630185
+Task 3 calculations time sum = 24.373682
+Wall clock time = 31.048349
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 29.697694
+Task 1 calculations time sum = 29.508184
+Task 2 calculations time sum = 30.883438
+Task 3 calculations time sum = 30.762903
+Wall clock time = 36.062996
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 33.519909
+Task 1 calculations time sum = 33.798057
+Task 2 calculations time sum = 33.482662
+Task 3 calculations time sum = 36.049205
diff --git a/stats/3/stsNB_lK_sO/qsort_42000.txt b/stats/3/stsNB_lK_sO/qsort_42000.txt
new file mode 100644
index 0000000..f8dbfbb
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_42000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 27.108395
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 25.168144
+Task 1 calculations time sum = 27.103893
+Task 2 calculations time sum = 24.191947
+Task 3 calculations time sum = 24.707918
+Wall clock time = 33.612203
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 31.536707
+Task 1 calculations time sum = 33.612725
+Task 2 calculations time sum = 31.725937
+Task 3 calculations time sum = 30.758258
+Wall clock time = 42.975519
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 41.021298
+Task 1 calculations time sum = 42.375798
+Task 2 calculations time sum = 41.559395
+Task 3 calculations time sum = 39.724551
+Wall clock time = 48.267147
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 46.033416
+Task 1 calculations time sum = 46.887074
+Task 2 calculations time sum = 47.428329
+Task 3 calculations time sum = 45.853106
diff --git a/stats/3/stsNB_lK_sO/qsort_48000.txt b/stats/3/stsNB_lK_sO/qsort_48000.txt
new file mode 100644
index 0000000..d892e17
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_48000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 34.506565
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 32.003962
+Task 1 calculations time sum = 32.559850
+Task 2 calculations time sum = 33.061149
+Task 3 calculations time sum = 34.502400
+Wall clock time = 44.121526
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 41.731539
+Task 1 calculations time sum = 44.109985
+Task 2 calculations time sum = 41.028547
+Task 3 calculations time sum = 40.548743
+Wall clock time = 55.840498
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 53.283954
+Task 1 calculations time sum = 54.393779
+Task 2 calculations time sum = 55.765014
+Task 3 calculations time sum = 52.096450
+Wall clock time = 62.156178
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 60.760932
+Task 1 calculations time sum = 60.440805
+Task 2 calculations time sum = 62.075030
+Task 3 calculations time sum = 60.525440
diff --git a/stats/3/stsNB_lK_sO/qsort_54000.txt b/stats/3/stsNB_lK_sO/qsort_54000.txt
new file mode 100644
index 0000000..db5fa1e
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_54000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 44.727721
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 41.691566
+Task 1 calculations time sum = 42.275491
+Task 2 calculations time sum = 44.722930
+Task 3 calculations time sum = 42.291043
+Wall clock time = 58.568513
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 52.866298
+Task 1 calculations time sum = 54.866018
+Task 2 calculations time sum = 58.570155
+Task 3 calculations time sum = 54.453718
+Wall clock time = 69.405904
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 65.511759
+Task 1 calculations time sum = 66.054482
+Task 2 calculations time sum = 69.401361
+Task 3 calculations time sum = 65.813856
+Wall clock time = 78.950515
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 78.944648
+Task 1 calculations time sum = 76.481575
+Task 2 calculations time sum = 76.688265
+Task 3 calculations time sum = 75.731300
diff --git a/stats/3/stsNB_lK_sO/qsort_6000.txt b/stats/3/stsNB_lK_sO/qsort_6000.txt
new file mode 100644
index 0000000..0b212e2
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_6000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 0.565644
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 0.539850
+Task 1 calculations time sum = 0.533593
+Task 2 calculations time sum = 0.471927
+Task 3 calculations time sum = 0.472816
+Wall clock time = 0.697032
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 0.696534
+Task 1 calculations time sum = 0.611039
+Task 2 calculations time sum = 0.614849
+Task 3 calculations time sum = 0.605479
+Wall clock time = 0.879123
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 0.846165
+Task 1 calculations time sum = 0.846312
+Task 2 calculations time sum = 0.792243
+Task 3 calculations time sum = 0.810256
+Wall clock time = 0.971464
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 0.951788
+Task 1 calculations time sum = 0.914902
+Task 2 calculations time sum = 0.915283
+Task 3 calculations time sum = 0.927401
diff --git a/stats/3/stsNB_lK_sO/qsort_60000.txt b/stats/3/stsNB_lK_sO/qsort_60000.txt
new file mode 100644
index 0000000..acd5499
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/qsort_60000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 54.795979
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 50.476764
+Task 1 calculations time sum = 54.790708
+Task 2 calculations time sum = 50.949571
+Task 3 calculations time sum = 51.389988
+Wall clock time = 67.956337
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 65.480007
+Task 1 calculations time sum = 63.615376
+Task 2 calculations time sum = 65.189656
+Task 3 calculations time sum = 67.951169
+Wall clock time = 84.993024
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 81.145443
+Task 1 calculations time sum = 81.510564
+Task 2 calculations time sum = 84.991822
+Task 3 calculations time sum = 81.701497
+Wall clock time = 97.143570
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 95.698173
+Task 1 calculations time sum = 94.709160
+Task 2 calculations time sum = 93.587348
+Task 3 calculations time sum = 95.191014
diff --git a/stats/3/stsNB_lK_sO/splitted_12000.txt b/stats/3/stsNB_lK_sO/splitted_12000.txt
new file mode 100644
index 0000000..2525564
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_12000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 1.113112
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 1.037784
+Task 1 calculations time sum = 1.092535
+Task 2 calculations time sum = 1.071252
+Task 3 calculations time sum = 0.978150
+Wall clock time = 1.128682
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 1.080812
+Task 1 calculations time sum = 1.062096
+Task 2 calculations time sum = 1.059423
+Task 3 calculations time sum = 1.060783
+Wall clock time = 1.192269
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 1.106627
+Task 1 calculations time sum = 1.142828
+Task 2 calculations time sum = 1.073550
+Task 3 calculations time sum = 1.056783
+Wall clock time = 1.218626
+
+Number of points = 12000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 1.082986
+Task 1 calculations time sum = 1.217632
+Task 2 calculations time sum = 1.090365
+Task 3 calculations time sum = 1.078768
diff --git a/stats/3/stsNB_lK_sO/splitted_18000.txt b/stats/3/stsNB_lK_sO/splitted_18000.txt
new file mode 100644
index 0000000..80b006e
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_18000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 2.597915
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 2.542948
+Task 1 calculations time sum = 2.565207
+Task 2 calculations time sum = 2.244017
+Task 3 calculations time sum = 2.266039
+Wall clock time = 2.611648
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 2.524597
+Task 1 calculations time sum = 2.610148
+Task 2 calculations time sum = 2.260386
+Task 3 calculations time sum = 2.256062
+Wall clock time = 2.671017
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 2.430416
+Task 1 calculations time sum = 2.627143
+Task 2 calculations time sum = 2.362773
+Task 3 calculations time sum = 2.541336
+Wall clock time = 2.717066
+
+Number of points = 18000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 2.475098
+Task 1 calculations time sum = 2.465840
+Task 2 calculations time sum = 2.715599
+Task 3 calculations time sum = 2.442170
diff --git a/stats/3/stsNB_lK_sO/splitted_24000.txt b/stats/3/stsNB_lK_sO/splitted_24000.txt
new file mode 100644
index 0000000..2ce2d76
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_24000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 4.692900
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 4.020546
+Task 1 calculations time sum = 4.312779
+Task 2 calculations time sum = 4.690903
+Task 3 calculations time sum = 3.986223
+Wall clock time = 6.405909
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 5.370238
+Task 1 calculations time sum = 5.136690
+Task 2 calculations time sum = 6.358728
+Task 3 calculations time sum = 5.648083
+Wall clock time = 4.721356
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 4.347915
+Task 1 calculations time sum = 4.349969
+Task 2 calculations time sum = 4.624242
+Task 3 calculations time sum = 4.708694
+Wall clock time = 4.969449
+
+Number of points = 24000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 4.405163
+Task 1 calculations time sum = 4.424706
+Task 2 calculations time sum = 4.402361
+Task 3 calculations time sum = 4.967417
diff --git a/stats/3/stsNB_lK_sO/splitted_30000.txt b/stats/3/stsNB_lK_sO/splitted_30000.txt
new file mode 100644
index 0000000..d66a802
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_30000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 7.615518
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 7.612982
+Task 1 calculations time sum = 6.431799
+Task 2 calculations time sum = 6.698138
+Task 3 calculations time sum = 6.501241
+Wall clock time = 7.401150
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 6.960872
+Task 1 calculations time sum = 7.320490
+Task 2 calculations time sum = 6.880370
+Task 3 calculations time sum = 7.392258
+Wall clock time = 7.528018
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 7.389776
+Task 1 calculations time sum = 7.364974
+Task 2 calculations time sum = 6.940063
+Task 3 calculations time sum = 7.003952
+Wall clock time = 7.676236
+
+Number of points = 30000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 7.082860
+Task 1 calculations time sum = 7.122393
+Task 2 calculations time sum = 7.673664
+Task 3 calculations time sum = 7.115114
diff --git a/stats/3/stsNB_lK_sO/splitted_36000.txt b/stats/3/stsNB_lK_sO/splitted_36000.txt
new file mode 100644
index 0000000..d3c2812
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_36000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 11.831066
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 10.397702
+Task 1 calculations time sum = 10.720335
+Task 2 calculations time sum = 11.185215
+Task 3 calculations time sum = 10.880510
+Wall clock time = 11.069267
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 10.027726
+Task 1 calculations time sum = 10.409124
+Task 2 calculations time sum = 10.923698
+Task 3 calculations time sum = 10.235321
+Wall clock time = 10.997773
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 10.493205
+Task 1 calculations time sum = 10.965496
+Task 2 calculations time sum = 10.256881
+Task 3 calculations time sum = 10.994634
+Wall clock time = 11.289915
+
+Number of points = 36000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 10.441214
+Task 1 calculations time sum = 11.302749
+Task 2 calculations time sum = 10.533959
+Task 3 calculations time sum = 10.514866
diff --git a/stats/3/stsNB_lK_sO/splitted_42000.txt b/stats/3/stsNB_lK_sO/splitted_42000.txt
new file mode 100644
index 0000000..6051425
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_42000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 15.450206
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 14.719324
+Task 1 calculations time sum = 15.125579
+Task 2 calculations time sum = 15.298897
+Task 3 calculations time sum = 14.479501
+Wall clock time = 16.088804
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 14.968917
+Task 1 calculations time sum = 14.818242
+Task 2 calculations time sum = 15.810356
+Task 3 calculations time sum = 15.775277
+Wall clock time = 15.861375
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 15.140670
+Task 1 calculations time sum = 15.197457
+Task 2 calculations time sum = 15.857665
+Task 3 calculations time sum = 15.072942
+Wall clock time = 15.894138
+
+Number of points = 42000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 15.890417
+Task 1 calculations time sum = 14.961351
+Task 2 calculations time sum = 14.986531
+Task 3 calculations time sum = 14.895321
diff --git a/stats/3/stsNB_lK_sO/splitted_48000.txt b/stats/3/stsNB_lK_sO/splitted_48000.txt
new file mode 100644
index 0000000..30405d1
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_48000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 21.869356
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 20.321629
+Task 1 calculations time sum = 21.129052
+Task 2 calculations time sum = 21.505897
+Task 3 calculations time sum = 21.688464
+Wall clock time = 22.588249
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 21.676196
+Task 1 calculations time sum = 20.484163
+Task 2 calculations time sum = 20.853796
+Task 3 calculations time sum = 22.579448
+Wall clock time = 21.981852
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 20.868464
+Task 1 calculations time sum = 21.609511
+Task 2 calculations time sum = 20.732935
+Task 3 calculations time sum = 21.514166
+Wall clock time = 22.045915
+
+Number of points = 48000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 21.610840
+Task 1 calculations time sum = 21.322609
+Task 2 calculations time sum = 20.844026
+Task 3 calculations time sum = 21.359012
diff --git a/stats/3/stsNB_lK_sO/splitted_54000.txt b/stats/3/stsNB_lK_sO/splitted_54000.txt
new file mode 100644
index 0000000..2621344
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_54000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 29.853810
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 27.393136
+Task 1 calculations time sum = 29.485400
+Task 2 calculations time sum = 27.980637
+Task 3 calculations time sum = 29.845002
+Wall clock time = 30.262847
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 28.975569
+Task 1 calculations time sum = 28.108730
+Task 2 calculations time sum = 27.543628
+Task 3 calculations time sum = 29.992446
+Wall clock time = 29.386659
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 28.595345
+Task 1 calculations time sum = 28.115007
+Task 2 calculations time sum = 28.752235
+Task 3 calculations time sum = 27.578688
+Wall clock time = 29.756063
+
+Number of points = 54000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 28.244502
+Task 1 calculations time sum = 28.132816
+Task 2 calculations time sum = 28.419569
+Task 3 calculations time sum = 29.424324
diff --git a/stats/3/stsNB_lK_sO/splitted_6000.txt b/stats/3/stsNB_lK_sO/splitted_6000.txt
new file mode 100644
index 0000000..51771b4
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_6000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 0.359408
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 0.357213
+Task 1 calculations time sum = 0.263630
+Task 2 calculations time sum = 0.284155
+Task 3 calculations time sum = 0.244049
+Wall clock time = 0.338634
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 0.280495
+Task 1 calculations time sum = 0.251583
+Task 2 calculations time sum = 0.321953
+Task 3 calculations time sum = 0.250329
+Wall clock time = 0.298443
+
+Task 1 calculations time sum = 0.276027
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 0.267034
+Task 2 calculations time sum = 0.291811
+Task 3 calculations time sum = 0.263477
+Wall clock time = 0.298072
+
+Number of points = 6000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 0.297610
+Task 2 calculations time sum = 0.272532
+Task 1 calculations time sum = 0.271278
+Task 3 calculations time sum = 0.269778
diff --git a/stats/3/stsNB_lK_sO/splitted_60000.txt b/stats/3/stsNB_lK_sO/splitted_60000.txt
new file mode 100644
index 0000000..9a9471a
--- /dev/null
+++ b/stats/3/stsNB_lK_sO/splitted_60000.txt
@@ -0,0 +1,40 @@
+Wall clock time = 38.696350
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 2
+Number of tasks = 4
+Task 0 calculations time sum = 37.779563
+Task 1 calculations time sum = 36.038984
+Task 2 calculations time sum = 35.955947
+Task 3 calculations time sum = 38.674727
+Wall clock time = 39.712865
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 3
+Number of tasks = 4
+Task 0 calculations time sum = 39.366487
+Task 1 calculations time sum = 37.528287
+Task 2 calculations time sum = 37.672164
+Task 3 calculations time sum = 37.041789
+Wall clock time = 37.759635
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 4
+Number of tasks = 4
+Task 0 calculations time sum = 35.514824
+Task 1 calculations time sum = 36.946392
+Task 2 calculations time sum = 36.487415
+Task 3 calculations time sum = 35.575913
+Wall clock time = 37.618333
+
+Number of points = 60000
+Number of dimensions = 30
+Number of neighbors = 5
+Number of tasks = 4
+Task 0 calculations time sum = 36.549760
+Task 1 calculations time sum = 36.446160
+Task 2 calculations time sum = 37.217256
+Task 3 calculations time sum = 35.739296
diff --git a/stats/3/stsNB_sqA_sO/no_pow_100.txt b/stats/3/stsNB_sqA_sO/no_pow_100.txt
new file mode 100644
index 0000000..e9fcb8d
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/no_pow_100.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.000390
+
+Number of points = 100
+Number of dimensions = 30
+Number of neighbors = 99
+Number of tasks = 4
+Task 0 calculations time sum = 0.000365
+Task 1 calculations time sum = 0.000368
+Task 2 calculations time sum = 0.000369
+Task 3 calculations time sum = 0.000370
diff --git a/stats/3/stsNB_sqA_sO/no_pow_1300.txt b/stats/3/stsNB_sqA_sO/no_pow_1300.txt
new file mode 100644
index 0000000..2e237a3
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/no_pow_1300.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.645252
+
+Number of points = 1300
+Number of dimensions = 30
+Number of neighbors = 1299
+Number of tasks = 4
+Task 0 calculations time sum = 0.554946
+Task 1 calculations time sum = 0.550004
+Task 2 calculations time sum = 0.645046
+Task 3 calculations time sum = 0.556697
diff --git a/stats/3/stsNB_sqA_sO/no_pow_1700.txt b/stats/3/stsNB_sqA_sO/no_pow_1700.txt
new file mode 100644
index 0000000..a280d3c
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/no_pow_1700.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1.337000
+
+Number of points = 1700
+Number of dimensions = 30
+Number of neighbors = 1699
+Number of tasks = 4
+Task 0 calculations time sum = 1.304026
+Task 1 calculations time sum = 1.260502
+Task 2 calculations time sum = 1.261116
+Task 3 calculations time sum = 1.214913
diff --git a/stats/3/stsNB_sqA_sO/no_pow_500.txt b/stats/3/stsNB_sqA_sO/no_pow_500.txt
new file mode 100644
index 0000000..79530c3
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/no_pow_500.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.040265
+
+Number of points = 500
+Number of dimensions = 30
+Number of neighbors = 499
+Number of tasks = 4
+Task 0 calculations time sum = 0.033317
+Task 1 calculations time sum = 0.033223
+Task 2 calculations time sum = 0.037785
+Task 3 calculations time sum = 0.038899
diff --git a/stats/3/stsNB_sqA_sO/no_pow_900.txt b/stats/3/stsNB_sqA_sO/no_pow_900.txt
new file mode 100644
index 0000000..4ea17f2
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/no_pow_900.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.220355
+
+Task 1 calculations time sum = 0.207490
+Number of points = 900
+Number of dimensions = 30
+Number of neighbors = 899
+Number of tasks = 4
+Task 0 calculations time sum = 0.213306
+Task 2 calculations time sum = 0.188058
+Task 3 calculations time sum = 0.186469
diff --git a/stats/3/stsNB_sqA_sO/qsort_100.txt b/stats/3/stsNB_sqA_sO/qsort_100.txt
new file mode 100644
index 0000000..588eca9
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/qsort_100.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.016520
+
+Number of points = 100
+Number of dimensions = 30
+Number of neighbors = 99
+Number of tasks = 4
+Task 0 calculations time sum = 0.007710
+Task 1 calculations time sum = 0.007689
+Task 2 calculations time sum = 0.007734
+Task 3 calculations time sum = 0.016411
diff --git a/stats/3/stsNB_sqA_sO/qsort_1300.txt b/stats/3/stsNB_sqA_sO/qsort_1300.txt
new file mode 100644
index 0000000..51c431e
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/qsort_1300.txt
@@ -0,0 +1,10 @@
+Wall clock time = 24.831591
+
+Number of points = 1300
+Number of dimensions = 30
+Number of neighbors = 1299
+Number of tasks = 4
+Task 0 calculations time sum = 23.939929
+Task 1 calculations time sum = 22.715109
+Task 2 calculations time sum = 24.220298
+Task 3 calculations time sum = 23.661094
diff --git a/stats/3/stsNB_sqA_sO/qsort_1700.txt b/stats/3/stsNB_sqA_sO/qsort_1700.txt
new file mode 100644
index 0000000..92c08aa
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/qsort_1700.txt
@@ -0,0 +1,10 @@
+Wall clock time = 57.258315
+
+Task 1 calculations time sum = 57.257999
+Number of points = 1700
+Number of dimensions = 30
+Number of neighbors = 1699
+Number of tasks = 4
+Task 0 calculations time sum = 53.241132
+Task 2 calculations time sum = 54.518383
+Task 3 calculations time sum = 54.643348
diff --git a/stats/3/stsNB_sqA_sO/qsort_500.txt b/stats/3/stsNB_sqA_sO/qsort_500.txt
new file mode 100644
index 0000000..9f1f1a6
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/qsort_500.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1.383318
+
+Number of points = 500
+Number of dimensions = 30
+Number of neighbors = 499
+Number of tasks = 4
+Task 0 calculations time sum = 1.331512
+Task 1 calculations time sum = 1.197490
+Task 2 calculations time sum = 1.230444
+Task 3 calculations time sum = 1.383214
diff --git a/stats/3/stsNB_sqA_sO/qsort_900.txt b/stats/3/stsNB_sqA_sO/qsort_900.txt
new file mode 100644
index 0000000..ddac5af
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/qsort_900.txt
@@ -0,0 +1,10 @@
+Wall clock time = 8.058556
+
+Number of points = 900
+Number of dimensions = 30
+Number of neighbors = 899
+Number of tasks = 4
+Task 0 calculations time sum = 7.691452
+Task 1 calculations time sum = 7.999024
+Task 2 calculations time sum = 7.431426
+Task 3 calculations time sum = 7.588724
diff --git a/stats/3/stsNB_sqA_sO/splitted_100.txt b/stats/3/stsNB_sqA_sO/splitted_100.txt
new file mode 100644
index 0000000..91fb9a0
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/splitted_100.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.000398
+
+Number of points = 100
+Number of dimensions = 30
+Number of neighbors = 99
+Number of tasks = 4
+Task 0 calculations time sum = 0.000365
+Task 1 calculations time sum = 0.000370
+Task 2 calculations time sum = 0.000369
+Task 3 calculations time sum = 0.000371
diff --git a/stats/3/stsNB_sqA_sO/splitted_1300.txt b/stats/3/stsNB_sqA_sO/splitted_1300.txt
new file mode 100644
index 0000000..456834e
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/splitted_1300.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.685252
+
+Number of points = 1300
+Number of dimensions = 30
+Number of neighbors = 1299
+Number of tasks = 4
+Task 0 calculations time sum = 0.684798
+Task 1 calculations time sum = 0.575582
+Task 2 calculations time sum = 0.554565
+Task 3 calculations time sum = 0.548663
diff --git a/stats/3/stsNB_sqA_sO/splitted_1700.txt b/stats/3/stsNB_sqA_sO/splitted_1700.txt
new file mode 100644
index 0000000..3425545
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/splitted_1700.txt
@@ -0,0 +1,10 @@
+Wall clock time = 1.373382
+
+Number of points = 1700
+Number of dimensions = 30
+Number of neighbors = 1699
+Number of tasks = 4
+Task 0 calculations time sum = 1.228225
+Task 1 calculations time sum = 1.224331
+Task 2 calculations time sum = 1.373145
+Task 3 calculations time sum = 1.215593
diff --git a/stats/3/stsNB_sqA_sO/splitted_500.txt b/stats/3/stsNB_sqA_sO/splitted_500.txt
new file mode 100644
index 0000000..21760ba
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/splitted_500.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.037752
+
+Number of points = 500
+Number of dimensions = 30
+Number of neighbors = 499
+Number of tasks = 4
+Task 0 calculations time sum = 0.033242
+Task 1 calculations time sum = 0.037669
+Task 2 calculations time sum = 0.033651
+Task 3 calculations time sum = 0.033266
diff --git a/stats/3/stsNB_sqA_sO/splitted_900.txt b/stats/3/stsNB_sqA_sO/splitted_900.txt
new file mode 100644
index 0000000..8e018fe
--- /dev/null
+++ b/stats/3/stsNB_sqA_sO/splitted_900.txt
@@ -0,0 +1,10 @@
+Wall clock time = 0.216428
+
+Task 1 calculations time sum = 0.215819
+Number of points = 900
+Number of dimensions = 30
+Number of neighbors = 899
+Number of tasks = 4
+Task 0 calculations time sum = 0.190496
+Task 2 calculations time sum = 0.205859
+Task 3 calculations time sum = 0.185782
diff --git a/testFiles/5000_5 b/testFiles/5000_5
new file mode 100644
index 0000000..7b9d630
--- /dev/null
+++ b/testFiles/5000_5
@@ -0,0 +1,5000 @@
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diff --git a/testFiles/60000_2 b/testFiles/60000_2
new file mode 100644
index 0000000..99d68c4
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\ No newline at end of file
diff --git a/testFiles/60000_30 b/testFiles/60000_30
new file mode 100644
index 0000000..acf2aca
--- /dev/null
+++ b/testFiles/60000_30
@@ -0,0 +1,60000 @@
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diff --git a/testFiles/data.bin b/testFiles/data.bin
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index 0000000..1a4088f
Binary files /dev/null and b/testFiles/data.bin differ