diff --git a/C/alt/xorshift-scratchpad/makefile b/C/alt/03-xorshift-scratchpad/makefile
similarity index 100%
rename from C/alt/xorshift-scratchpad/makefile
rename to C/alt/03-xorshift-scratchpad/makefile
diff --git a/C/alt/xorshift-scratchpad/notes.md b/C/alt/03-xorshift-scratchpad/notes.md
similarity index 100%
rename from C/alt/xorshift-scratchpad/notes.md
rename to C/alt/03-xorshift-scratchpad/notes.md
diff --git a/C/alt/xorshift-scratchpad/out/xorshift-pointer b/C/alt/03-xorshift-scratchpad/out/xorshift-pointer
similarity index 100%
rename from C/alt/xorshift-scratchpad/out/xorshift-pointer
rename to C/alt/03-xorshift-scratchpad/out/xorshift-pointer
diff --git a/C/alt/xorshift-scratchpad/out/xorshift-struct b/C/alt/03-xorshift-scratchpad/out/xorshift-struct
similarity index 100%
rename from C/alt/xorshift-scratchpad/out/xorshift-struct
rename to C/alt/03-xorshift-scratchpad/out/xorshift-struct
diff --git a/C/alt/xorshift-scratchpad/xorshift-pointer.c b/C/alt/03-xorshift-scratchpad/xorshift-pointer.c
similarity index 100%
rename from C/alt/xorshift-scratchpad/xorshift-pointer.c
rename to C/alt/03-xorshift-scratchpad/xorshift-pointer.c
diff --git a/C/alt/xorshift-scratchpad/xorshift-struct.c b/C/alt/03-xorshift-scratchpad/xorshift-struct.c
similarity index 100%
rename from C/alt/xorshift-scratchpad/xorshift-struct.c
rename to C/alt/03-xorshift-scratchpad/xorshift-struct.c
diff --git a/C/alt/03-factor-out-parallelization/makefile b/C/alt/04-factor-out-paralellization/makefile
similarity index 100%
rename from C/alt/03-factor-out-parallelization/makefile
rename to C/alt/04-factor-out-paralellization/makefile
diff --git a/C/alt/04-factor-out-paralellization/out/samples b/C/alt/04-factor-out-paralellization/out/samples
new file mode 100755
index 00000000..7157dc0b
Binary files /dev/null and b/C/alt/04-factor-out-paralellization/out/samples differ
diff --git a/C/alt/03-factor-out-parallelization/samples.c b/C/alt/04-factor-out-paralellization/samples.c
similarity index 68%
rename from C/alt/03-factor-out-parallelization/samples.c
rename to C/alt/04-factor-out-paralellization/samples.c
index a130045e..f07468fb 100644
--- a/C/alt/03-factor-out-parallelization/samples.c
+++ b/C/alt/04-factor-out-paralellization/samples.c
@@ -152,7 +152,7 @@ float random_to(float low, float high, uint32_t* seed)
 
 // Mixture function
 
-float mixture_one_thread(float (*samplers[])(uint32_t*), float* weights, int n_dists, uint32_t* seed)
+float mixture(float (*samplers[])(uint32_t*), float* weights, int n_dists, uint32_t* seed)
 {
 
     // You can see a slightly simpler version of this function in the git history
@@ -167,68 +167,19 @@ float mixture_one_thread(float (*samplers[])(uint32_t*), float* weights, int n_d
     //create var holders
     float p1, result;
     int sample_index, i, own_length;
-    p1 = random_uniform(0, 1);
+    p1 = random_uniform(0, 1, seed);
     for (int i = 0; i < n_dists; i++) {
-        if (p1 < cummulative_weights[i]) {
-            result = samplers[i]();
+        if (p1 < cumsummed_normalized_weights[i]) {
+            result = samplers[i](seed);
             break;
         }
     }
-    free(normalized_weights);
-    free(cummulative_weights);
+    free(cumsummed_normalized_weights);
     return result;
 }
 
-// mixture paralellized
-void mixture_paralell(float (*samplers[])(uint32_t*), float* weights, int n_dists, float** results, int n_threads)
-{
-    // You can see a simpler version of this function in the git history
-    // or in alt/C-02-better-algorithm-one-thread/
-    float sum_weights = array_sum(weights, n_dists);
-    float* cumsummed_normalized_weights = malloc(n_dists * sizeof(float));
-    cumsummed_normalized_weights[0] = weights[0] / sum_weights;
-    for (int i = 1; i < n_dists; i++) {
-        cumsummed_normalized_weights[i] = cumsummed_normalized_weights[i - 1] + weights[i] / sum_weights;
-    }
-
-    //create var holders
-    float p1;
-    int sample_index, i, split_array_length;
-
-    // uint32_t* seeds[n_threads];
-    uint32_t** seeds = malloc(n_threads * sizeof(uint32_t*));
-    for (uint32_t i = 0; i < n_threads; i++) {
-        seeds[i] = malloc(sizeof(uint32_t));
-        *seeds[i] = i + 1; // xorshift can't start with 0
-    }
-
-#pragma omp parallel private(i, p1, sample_index, split_array_length)
-    {
-#pragma omp for
-        for (i = 0; i < n_threads; i++) {
-            split_array_length = split_array_get_length(i, N, n_threads);
-            for (int j = 0; j < split_array_length; j++) {
-                p1 = random_uniform(0, 1, seeds[i]);
-                for (int k = 0; k < n_dists; k++) {
-                    if (p1 < cumsummed_normalized_weights[k]) {
-                        results[i][j] = samplers[k](seeds[i]);
-                        break;
-                    }
-                }
-            }
-        }
-    }
-    // free(normalized_weights);
-    // free(cummulative_weights);
-    free(cumsummed_normalized_weights);
-    for (uint32_t i = 0; i < n_threads; i++) {
-        free(seeds[i]);
-    }
-    free(seeds);
-}
-
 // Parallization function
-void paralellize(float *sampler(uint32_t* seed), float** results, int n_threads){
+void paralellize(float (*sampler)(uint32_t* seed), float** results, int n_threads){
 
     int sample_index, i, split_array_length;
     uint32_t** seeds = malloc(n_threads * sizeof(uint32_t*));
@@ -237,18 +188,17 @@ void paralellize(float *sampler(uint32_t* seed), float** results, int n_threads)
         *seeds[i] = i + 1; // xorshift can't start with 0
     }
 
-    #pragma omp parallel private(i, p1, sample_index, split_array_length)
+    #pragma omp parallel private(i, sample_index, split_array_length)
     {
         #pragma omp for
         for (i = 0; i < n_threads; i++) {
             split_array_length = split_array_get_length(i, N, n_threads);
             for (int j = 0; j < split_array_length; j++) {
                 results[i][j] = sampler(seeds[i]);
-                break;
             }
         }
     }
-    free(cumsummed_normalized_weights);
+
     for (uint32_t i = 0; i < n_threads; i++) {
         free(seeds[i]);
     }
@@ -278,17 +228,8 @@ float sample_many(uint32_t* seed)
     return random_to(2, 10, seed);
 }
 
-int main()
-{
-
-    // Toy example
-    // Declare variables in play
+float sample_mixture(uint32_t* seed){
     float p_a, p_b, p_c;
-    int n_threads = omp_get_max_threads();
-    // printf("Max threads: %d\n", n_threads);
-    // omp_set_num_threads(n_threads);
-    float** dist_mixture = malloc(n_threads * sizeof(float*));
-    split_array_allocate(dist_mixture, N, n_threads);
 
     // Initialize variables
     p_a = 0.8;
@@ -300,10 +241,20 @@ int main()
     float weights[] = { 1 - p_c, p_c / 2, p_c / 4, p_c / 4 };
     float (*samplers[])(uint32_t*) = { sample_0, sample_1, sample_few, sample_many };
 
-    mixture(samplers, weights, n_dists, dist_mixture, n_threads);
-    printf("Sum(dist_mixture, N)/N = %f\n", split_array_sum(dist_mixture, N, n_threads) / N);
-    // array_print(dist_mixture[0], N);
-    split_array_free(dist_mixture, n_threads);
+    return mixture(samplers, weights, n_dists, seed);
+}
 
+int main()
+{
+    int n_threads = omp_get_max_threads();
+    // printf("Max threads: %d\n", n_threads);
+    // omp_set_num_threads(n_threads);
+    float** split_array_results = malloc(n_threads * sizeof(float*));
+    split_array_allocate(split_array_results, N, n_threads);
+
+    paralellize(sample_mixture, split_array_results, n_threads);
+    printf("Sum(split_array_results, N)/N = %f\n", split_array_sum(split_array_results, N, n_threads) / N);
+
+    split_array_free(split_array_results, n_threads);
     return 0;
 }