diff --git a/test/makefile b/test/makefile
index 50cae10..6865ee0 100644
--- a/test/makefile
+++ b/test/makefile
@@ -37,7 +37,7 @@ run: $(SRC) $(OUTPUT)
 	./$(OUTPUT)
 
 verify: $(SRC) $(OUTPUT)
-	./$(OUTPUT) | grep "NOT passed" || true
+	./$(OUTPUT) | grep "NOT passed" -A 1 --group-separator='' || true
 
 time-linux: 
 	@echo "Requires /bin/time, found on GNU/Linux systems" && echo
diff --git a/test/test b/test/test
index e3f2968..cd8449d 100755
Binary files a/test/test and b/test/test differ
diff --git a/test/test.c b/test/test.c
index 0fd1d67..67de207 100644
--- a/test/test.c
+++ b/test/test.c
@@ -4,9 +4,8 @@
 #include <stdlib.h>
 #include <stdio.h>
 
-#define N 1000 * 1000
-#define PERCENTAGE_TOLERANCE_UNIFORM 1.0/1000.0
-#define PERCENTAGE_TOLERANCE_NORMAL 5.0/1000.0
+#define PERCENTAGE_TOLERANCE 1.0/1000.0
+#define PERCENTAGE_TOLERANCE_LOGNORMAL 5.0/1000.0
 #define MAX_NAME_LENGTH 500
 
 // Structs
@@ -28,16 +27,18 @@ void test_array_expectations(struct array_expectations e){
 	double delta_std = std - e.expected_std;
 	
 
-	if(fabs(delta_mean) > e.tolerance){
+	if(fabs(delta_mean)/fabs(mean) > e.tolerance){
 		printf("[-] Mean test for %s NOT passed.\n", e.name);
-		printf("Mean of %s: %f, vs expected mean: %f, delta: %f\n", e.name, mean, e.expected_mean, delta_mean);
+		printf("Mean of %s: %f, vs expected mean: %f\n", e.name, mean, e.expected_mean);
+		printf("delta: %f, relative delta: %f\n", delta_mean, delta_mean/fabs(mean));
 	}else {
 		printf("[x] Mean test for %s PASSED\n", e.name);
 	}
 
-	if(fabs(delta_std) > e.tolerance){
+	if(fabs(delta_std)/fabs(std) > e.tolerance){
 		printf("[-] Std test for %s NOT passed.\n", e.name);
-		printf("Std of %s: %f, vs expected std: %f, delta: %f\n", e.name, std, e.expected_std, delta_std);
+		printf("Std of %s: %f, vs expected std: %f\n", e.name, std, e.expected_std);
+		printf("delta: %f, relative delta: %f\n", delta_std, delta_std/fabs(std));
 	}else {
 		printf("[x] Std test for %s PASSED\n", e.name);
 	}
@@ -48,29 +49,32 @@ void test_array_expectations(struct array_expectations e){
 
 // Test unit uniform
 void test_unit_uniform(uint64_t* seed){
-	double* unit_uniform_array = malloc(sizeof(double) * N);
+	int n = 1000 * 1000;
+	double* unit_uniform_array = malloc(sizeof(double) * n);
 	
-	for(int i=0; i<N; i++){
+	for(int i=0; i<n; i++){
 		unit_uniform_array[i] = sample_unit_uniform(seed);
 	}
 
 	struct array_expectations expectations = {
 		.array = unit_uniform_array,
-		.n = N,
+		.n = n,
 		.name = "unit uniform",
 		.expected_mean = 0.5,
 		.expected_std = sqrt(1.0/12.0),
-		.tolerance = 1 * PERCENTAGE_TOLERANCE_UNIFORM,
+		.tolerance = 1 * PERCENTAGE_TOLERANCE,
 	};
 
 	test_array_expectations(expectations);
+	free(unit_uniform_array);
 }
 
 // Test uniforms
 void test_uniform(double start, double end, uint64_t* seed){
-	double* uniform_array = malloc(sizeof(double) * N);
+	int n = 1000 * 1000;
+	double* uniform_array = malloc(sizeof(double) * n);
 	
-	for(int i=0; i<N; i++){
+	for(int i=0; i<n; i++){
 		uniform_array[i] = sample_uniform(start, end, seed);
 	}
 	
@@ -78,42 +82,46 @@ void test_uniform(double start, double end, uint64_t* seed){
 	snprintf(name, MAX_NAME_LENGTH, "[%f, %f] uniform", start, end);
 	struct array_expectations expectations = {
 		.array = uniform_array,
-		.n = N,
+		.n = n,
 		.name = name,
 		.expected_mean = (start + end)/2,
 		.expected_std = sqrt(1.0/12.0) * fabs(end-start),
-		.tolerance = fabs(end -start) * PERCENTAGE_TOLERANCE_UNIFORM,
+		.tolerance = fabs(end -start) * PERCENTAGE_TOLERANCE,
 	};
 
 	test_array_expectations(expectations);
 	free(name);
+	free(uniform_array);
 }
 
 // Test unit normal
 void test_unit_normal(uint64_t* seed){
-	double* unit_normal_array = malloc(sizeof(double) * N);
+	int n = 1000 * 1000;
+	double* unit_normal_array = malloc(sizeof(double) * n);
 	
-	for(int i=0; i<N; i++){
+	for(int i=0; i<n; i++){
 		unit_normal_array[i] = sample_unit_normal(seed);
 	}
 
 	struct array_expectations expectations = {
 		.array = unit_normal_array,
-		.n = N,
+		.n = n,
 		.name = "unit normal",
 		.expected_mean = 0,
 		.expected_std = 1, 
-		.tolerance = 1 * PERCENTAGE_TOLERANCE_NORMAL,
+		.tolerance = 1 * PERCENTAGE_TOLERANCE,
 	};
 
 	test_array_expectations(expectations);
+	free(unit_normal_array);
 }
 
 // Test normal
 void test_normal(double mean, double std, uint64_t* seed){
-	double* normal_array = malloc(sizeof(double) * N);
+	int n = 10 * 1000 * 1000;
+	double* normal_array = malloc(sizeof(double) * n);
 	
-	for(int i=0; i<N; i++){
+	for(int i=0; i<n; i++){
 		normal_array[i] = sample_normal(mean, std, seed);
 	}
 	
@@ -121,23 +129,50 @@ void test_normal(double mean, double std, uint64_t* seed){
 	snprintf(name, MAX_NAME_LENGTH, "normal(%f, %f)", mean, std);
 	struct array_expectations expectations = {
 		.array = normal_array,
-		.n = N,
+		.n = n,
 		.name = name,
 		.expected_mean = mean,
 		.expected_std = std,
-		.tolerance = std * PERCENTAGE_TOLERANCE_NORMAL,
+		.tolerance = std * PERCENTAGE_TOLERANCE,
 	};
 
 	test_array_expectations(expectations);
 	free(name);
+	free(normal_array);
+}
+
+// Test lognormal
+void test_lognormal(double logmean, double logstd, uint64_t* seed){
+	int n = 10 * 1000 * 1000;
+	double* lognormal_array = malloc(sizeof(double) * n);
+	
+	for(int i=0; i<n; i++){
+		lognormal_array[i] = sample_lognormal(logmean, logstd, seed);
+	}
+	
+	char* name = malloc(MAX_NAME_LENGTH * sizeof(char));
+	snprintf(name, MAX_NAME_LENGTH, "lognormal(%f, %f)", logmean, logstd);
+	struct array_expectations expectations = {
+		.array = lognormal_array,
+		.n = n,
+		.name = name,
+		.expected_mean = exp(logmean + pow(logstd, 2)/2),
+		.expected_std = sqrt((exp(pow(logstd, 2)) - 1) * exp(2*logmean + pow(logstd, 2))),
+		.tolerance = exp(logstd) * PERCENTAGE_TOLERANCE_LOGNORMAL,
+	};
+
+	test_array_expectations(expectations);
+	free(name);
+	free(lognormal_array);
 }
 
 // Test beta
 
 void test_beta(double a, double b, uint64_t* seed){
-	double* beta_array = malloc(sizeof(double) * N);
+	int n = 10 * 1000 * 1000;
+	double* beta_array = malloc(sizeof(double) * n);
 	
-	for(int i=0; i<N; i++){
+	for(int i=0; i<n; i++){
 		beta_array[i] = sample_beta(a, b, seed);
 	}
 	
@@ -145,11 +180,11 @@ void test_beta(double a, double b, uint64_t* seed){
 	snprintf(name, MAX_NAME_LENGTH, "beta(%f, %f)", a, b);
 	struct array_expectations expectations = {
 		.array = beta_array,
-		.n = N,
+		.n = n,
 		.name = name,
 		.expected_mean = a/(a+b),
 		.expected_std = sqrt((a*b)/(pow(a+b, 2) * (a + b + 1))),
-		.tolerance = PERCENTAGE_TOLERANCE_UNIFORM,
+		.tolerance = PERCENTAGE_TOLERANCE,
 	};
 
 	test_array_expectations(expectations);
@@ -160,7 +195,7 @@ int main(){
     // set randomness seed
     uint64_t* seed = malloc(sizeof(uint64_t));
     *seed = 1000; // xorshift can't start with a seed of 0
-   
+   	/*
 		printf("Testing unit uniform\n");
 		test_unit_uniform(seed);
 
@@ -187,8 +222,8 @@ int main(){
 		
 		printf("Testing small normals\n");
 		for(int i=0; i<100; i++){
-			double mean = sample_normal(-10, 10, seed);
-			double std = sample_normal(0, 10, seed);
+			double mean = sample_uniform(-10, 10, seed);
+			double std = sample_uniform(0, 10, seed);
 			if ( std > 0){
 				test_normal(mean, std, seed);
 			}
@@ -202,7 +237,25 @@ int main(){
 				test_normal(mean, std, seed);
 			}
 		}
+		*/
+		printf("Testing very small lognormals\n");
+		for(int i=0; i<10; i++){
+			double mean = sample_uniform(-1, 1, seed);
+			double std = sample_uniform(0, 1, seed);
+			if ( std > 0){
+				test_lognormal(mean, std, seed);
+			}
+		}
 
+		printf("Testing small lognormals\n");
+		for(int i=0; i<10; i++){
+			double mean = sample_uniform(-1, 5, seed);
+			double std = sample_uniform(0, 5, seed);
+			if ( std > 0){
+				test_lognormal(mean, std, seed);
+			}
+		}
+		/*
 		printf("Testing beta distribution\n");
 		for(int i=0; i<100; i++){
 			double a = sample_uniform(0, 1000, seed);
@@ -222,5 +275,6 @@ int main(){
 		}
 
 		free(seed);
+		*/
 }