diff --git a/.clangd b/.clangd
new file mode 100644
index 0000000..359a391
--- /dev/null
+++ b/.clangd
@@ -0,0 +1,2 @@
+CompileFlags:
+  Add: [-std=c++20]
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..496ee2c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.DS_Store
\ No newline at end of file
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..ac1ecbc
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,31 @@
+
+# Recursive wildcard function (properly defined)
+rwildcard = $(foreach d,$(wildcard $1*),$(call rwildcard,$d/,$2) $(filter $(subst *,%,$2),$d))
+
+CXX = g++
+CXXFLAGS = -Wall -std=c++20
+
+# Use $(call ...) not ${call ...}
+ALL_LIBS = $(call rwildcard,math/,*.cpp) $(call rwildcard,generators/,*.cpp) $(call rwildcard,randomness_tests/,*.cpp)
+
+# Expand wildcard properly for current directory
+SRCS = main.cpp $(ALL_LIBS)
+
+TEST_SRCS = code_tests/test.cpp $(ALL_LIBS)
+
+TARGET = splat
+TEST_TARGET = splat_test
+
+.PHONY: all main test clean
+all: $(TARGET) ${TEST_TARGET}
+$(TARGET): $(SRCS)
+	$(CXX) $(CXXFLAGS) -o $@ $^
+
+test: $(TEST_TARGET)
+
+$(TEST_TARGET): $(TEST_SRCS)
+	$(CXX) $(CXXFLAGS) -o $@ $^
+
+clean:
+	rm -f $(TARGET) $(TEST_TARGET) *.o
+
diff --git a/a.out b/a.out
index 81fc671..3e28a86 100755
Binary files a/a.out and b/a.out differ
diff --git a/code_tests/test.cpp b/code_tests/test.cpp
index 33fbb47..d5b620e 100644
--- a/code_tests/test.cpp
+++ b/code_tests/test.cpp
@@ -1,7 +1,9 @@
 #define DOCTEST_CONFIG_IMPLEMENT_WITH_MAIN
 #include "./doctest.h"
 
-#include "../math/incomplete_gamma.cpp"
+#include "../math/incomplete_gamma.h"
+#include "../math/matrix.h"
+#include <iostream>
 
 TEST_CASE("igam function"){
 
@@ -12,6 +14,7 @@ TEST_CASE("igam function"){
 //     for ii in range(20):
 //         print(f"igamtest({i/2}, {ii/2}, {scipy.special.gammainc(i/2,ii/2)});")
 
+    std::cout << "🫟 Splat CodeTests\n";
 
     auto igamtest = [](double a, double x, double req) {
         REQUIRE(igam(a,x)== doctest::Approx(req).epsilon(0.00000000000001));
@@ -198,4 +201,22 @@ TEST_CASE("igam function"){
         igamtest(4.5, 9.0, 0.9648264605330151);
         igamtest(4.5, 9.5, 0.974807104918331);
     }
-}
\ No newline at end of file
+}
+TEST_CASE("Matrix utilities"){
+    splat::matrix<3> testMatrix = {
+      std::bitset<3>("010"),
+      std::bitset<3>("110"),
+      std::bitset<3>("010")
+    };
+
+    splat::matrix<3> testMatrix2 = {
+      std::bitset<3>("010"),
+      std::bitset<3>("101"),
+      std::bitset<3>("011")
+    };
+
+
+    REQUIRE(splat::getRank(testMatrix) == 2);
+    REQUIRE(splat::getRank(testMatrix2) == 3);
+    
+}
diff --git a/codetest.sh b/codetest.sh
index 2d812ae..5e0cb1e 100755
--- a/codetest.sh
+++ b/codetest.sh
@@ -1,3 +1,4 @@
-g++ -std=c++11 code_tests/test.cpp -o testcode.o
+g++ -std=c++11 math/matrix.cpp code_tests/test.cpp -o testcode.o
 ./testcode.o
-rm testcode.o
\ No newline at end of file
+rm testcode.o
+
diff --git a/generators/LCG/lehmer.cpp b/generators/LCG/lehmer.cpp
index 25c94ff..f0d67f6 100644
--- a/generators/LCG/lehmer.cpp
+++ b/generators/LCG/lehmer.cpp
@@ -7,25 +7,22 @@
 
 #include "../../rng.h"
 #include "../generator.h"
+#include "./lehmer.h"
 
 // parameters recommended by Nakazawa & Nakazawa
 // https://en.wikipedia.org/wiki/Lehmer_random_number_generator
 
 namespace splat {
-    class lehmer_generator : public PRNG {
-        public:
-            lehmer_generator(uint32_t genSeed) : PRNG(genSeed) {
-                seed = genSeed;
-            }
-            uint32_t generate() override {
-                seed = (a * seed) % m;
-                return seed;
-            }
-            std::string getName() override {
-                return "lehmer";
-            }
-        private:
-            uint64_t a = 7759097958782935LL;
-            uint64_t m = 18055400005099021LL;
-    };
-}
\ No newline at end of file
+  lehmer_generator::lehmer_generator(uint32_t genSeed) : PRNG(genSeed) {
+      seed = genSeed;
+  }
+
+  uint32_t lehmer_generator::generate()  {
+      seed = (a * seed) % m;
+      return seed;
+  }
+
+  std::string lehmer_generator::getName() {
+      return "lehmer";
+  }
+}
diff --git a/generators/LCG/lehmer.h b/generators/LCG/lehmer.h
new file mode 100644
index 0000000..ed82f72
--- /dev/null
+++ b/generators/LCG/lehmer.h
@@ -0,0 +1,16 @@
+
+#pragma once
+#include "../generator.h"
+#include <cstdint>
+
+namespace splat {
+    class lehmer_generator : public PRNG {
+        public:
+            lehmer_generator(uint32_t genSeed);
+            uint32_t generate() override;
+            std::string getName() override;
+        private:
+            static const uint64_t a = 7759097958782935LL;
+            static const uint64_t m = 18055400005099021LL;
+    };
+}
diff --git a/generators/generator.h b/generators/generator.h
index 11d598d..a1789a9 100644
--- a/generators/generator.h
+++ b/generators/generator.h
@@ -1,7 +1,9 @@
-#include "../rng.h"
 
 #pragma once
 
+#include "../rng.h"
+
+
 namespace splat {
   class PRNG {
     public:
diff --git a/generators/mt19937.cpp b/generators/mt19937.cpp
index 082b588..b2eaea7 100644
--- a/generators/mt19937.cpp
+++ b/generators/mt19937.cpp
@@ -89,38 +89,8 @@ namespace splat {
     }
 
     std::string mt19937_generator::getName() {
-        return "mt19937-32 test";
+        return "mt19937-32";
     }
 
 }
 
-// namespace splat {
-//     class mt19937_generator : public PRNG {
-//         public:
-//             mt19937_generator(uint32_t genSeed) : PRNG(genSeed) {
-//                 state = mt19937_init(seed);
-//                 nextblock();
-//             }
-//             uint32_t generate() override {
-//                 uint32_t generated = random_values[position];
-//                 position++;
-//                 if(position>=624){
-//                     nextblock();
-//                 }
-//                 return generated;
-//             }
-//             std::string getName() override {
-//                 return "mt19937-32";
-//             }
-//         private:
-//             std::array<uint32_t,624> state;
-//             std::array<uint32_t,624> random_values;
-//             int position;
-//             // goes to next block of 624 values
-//             void nextblock() {
-//                 state = mt19937_twist(state);
-//                 random_values = mt19937_temper(state);
-//                 position = 0;
-//             }
-//     };
-// }
\ No newline at end of file
diff --git a/generators/xorshift.cpp b/generators/xorshift.cpp
index 904e03c..daf017b 100644
--- a/generators/xorshift.cpp
+++ b/generators/xorshift.cpp
@@ -1,25 +1,22 @@
 #include "../rng.h"
 #include "./generator.h"
-
+#include <cstdint>
+#include "./xorshift.h"
 // parameters recommended by Nakazawa & Nakazawa
 // https://en.wikipedia.org/wiki/Lehmer_random_number_generator
 
 namespace splat {
-    class xorshift32 : public PRNG {
-        public:
-            xorshift32(uint32_t genSeed) : PRNG(genSeed) {
-                state = genSeed;
-            }
-            uint32_t generate() override {
-                state ^= state << 13;
-                state ^= state >> 17;
-                state ^= state << 5;
-                return state;
-            }
-            std::string getName() override {
-                return "xorshift32";
-            }
-        private:
-            uint32_t state;
-    };
-}
\ No newline at end of file
+
+  xorshift32_generator::xorshift32_generator(uint32_t genSeed) : PRNG(genSeed) {
+    state = genSeed;
+  }
+  u_int32_t xorshift32_generator::generate() {
+    state ^= state << 13;
+    state ^= state >> 17;
+    state ^= state << 5;
+    return state;
+  }
+  std::string xorshift32_generator::getName() {
+    return "xorshift32";
+  }
+}
diff --git a/generators/xorshift.h b/generators/xorshift.h
new file mode 100644
index 0000000..ef58635
--- /dev/null
+++ b/generators/xorshift.h
@@ -0,0 +1,14 @@
+
+#pragma once
+#include "generator.h"
+
+namespace splat {
+    class xorshift32_generator : public PRNG {
+        public:
+            xorshift32_generator(uint32_t genSeed); 
+            uint32_t generate() override; 
+            std::string getName() override;
+        private:
+            uint32_t state;
+    };
+}
diff --git a/main.cpp b/main.cpp
index 24904b5..5b0bc1f 100644
--- a/main.cpp
+++ b/main.cpp
@@ -6,13 +6,13 @@
 //
 
 #include "rng.h"
-#include "generators/LCG/lehmer.cpp"
-#include "generators/mt19937.cpp"
-#include "generators/xorshift.cpp"
-#include "randomness_tests/frequency_monobit.cpp"
-#include "randomness_tests/frequency_block.cpp"
-#include "randomness_tests/runs.cpp"
-#include "randomness_tests/runs_ones.cpp"
+#include "generators/LCG/lehmer.h"
+#include "generators/mt19937.h"
+#include "generators/xorshift.h"
+#include "randomness_tests/frequency_monobit.h"
+#include "randomness_tests/frequency_block.h"
+#include "randomness_tests/runs.h"
+#include "randomness_tests/runs_ones.h"
 
 
 
@@ -31,7 +31,7 @@ namespace splat {
     // add generators here
     addGen<mt19937_generator>(generators, seed);
     addGen<lehmer_generator>(generators, seed);
-    addGen<xorshift32>(generators,seed);
+    addGen<xorshift32_generator>(generators,seed);
     
     return generators;
   }
diff --git a/main.o b/main.o
deleted file mode 100755
index e7aef39..0000000
Binary files a/main.o and /dev/null differ
diff --git a/math/incomplete_gamma.cpp b/math/incomplete_gamma.cpp
index 517cfeb..5adb8cd 100644
--- a/math/incomplete_gamma.cpp
+++ b/math/incomplete_gamma.cpp
@@ -1,6 +1,5 @@
 #include "../rng.h"
-
-#pragma once
+#include "./incomplete_gamma.h"
 
 double igam(double a, double x) {
     double maxlog = 7.09782712893383996732E2;
diff --git a/math/incomplete_gamma.h b/math/incomplete_gamma.h
new file mode 100644
index 0000000..55a8ab9
--- /dev/null
+++ b/math/incomplete_gamma.h
@@ -0,0 +1,4 @@
+#pragma once
+
+double igam(double a, double x);
+double igamc(double a, double x);
diff --git a/math/matrix.cpp b/math/matrix.cpp
new file mode 100644
index 0000000..324171a
--- /dev/null
+++ b/math/matrix.cpp
@@ -0,0 +1,87 @@
+#include <bitset>
+#include <iostream>
+#include <cstdint>
+#include "matrix.h"
+
+namespace splat {
+  template <int S>
+  std::bitset<S>& matrix<S>::operator[](int i){
+    return bits[i];
+  }
+
+  template <int S>
+  const std::bitset<S>& matrix<S>::operator[](int i) const {
+    return bits[i];
+  }
+
+
+  template <int S>
+  const bool matrix<S>::get(int row, int column) const {
+    return bits[row][S-column-1];
+  }
+
+ 
+  template <int S>
+  void matrix<S>::debug() {
+    for(int i=0; i<S; i++){
+      for(int ii=0; ii<S; ii++){
+        std::cout << get(i,ii);
+      }
+      std::cout << "\n";
+    }
+  }
+
+
+  template <int S>
+  void gaussianElimination(matrix<S>& matrix){
+    int top = 0;
+    for(int column=0; column<S; column++){
+      // get the position of the first one (pivot)
+      int firstOnePosition = -1;
+      for(int row=top; row<S; row++){
+        if(matrix.get(row, column)){
+          firstOnePosition = row;
+          break;
+        }
+      }
+
+      // if there was no one, we move on
+      if(firstOnePosition==-1){
+        top++;
+        continue;
+      }
+
+      // now swap the pivot row with the relative top row
+      if(firstOnePosition!=top){
+        std::bitset<S> temp = matrix[top];
+        matrix[top] = matrix[firstOnePosition];
+        matrix[firstOnePosition] = temp;
+      }
+      
+      // now we XOR all the rows below our pivot with the pivot row 
+      for(int row = firstOnePosition+1; row<S; row++){
+        if(matrix.get(row,column)){
+          matrix[row]^=matrix[top];
+        }
+      }
+      top++;
+    }
+  }
+
+  template <int S>
+  int getRank(matrix<S>& matrix){
+    gaussianElimination(matrix);
+    int rank = 0;
+    for(int i=0; i<S; i++){
+      if(matrix[i]!=std::bitset<S>(0)){
+        rank++;
+      }
+    }
+    return rank;
+  }
+
+
+
+  template int getRank<3>(matrix<3>&);
+  template int getRank<32>(matrix<32>&);
+}
diff --git a/math/matrix.h b/math/matrix.h
new file mode 100644
index 0000000..108dea4
--- /dev/null
+++ b/math/matrix.h
@@ -0,0 +1,28 @@
+
+#pragma once
+#include <bitset>
+#include <iostream>
+#include <cstdint>
+
+
+
+namespace splat {
+  template <int S>
+  struct matrix {
+    std::bitset<S> bits[S]; 
+    std::bitset<S>& operator[](int i);
+
+    const std::bitset<S>& operator[](int i) const;
+
+    const bool get(int row, int column) const; 
+
+    void debug(); 
+  };
+
+  template <int S>
+  void gaussianElimination(matrix<S>& matrix);
+
+  template <int S>
+  int getRank(matrix<S>& matrix);
+}
+
diff --git a/randomness_tests/binary_matrix.cpp b/randomness_tests/binary_matrix.cpp
new file mode 100644
index 0000000..c24b101
--- /dev/null
+++ b/randomness_tests/binary_matrix.cpp
@@ -0,0 +1,21 @@
+#include "./binary_matrix.h"
+#include "./rngtest.h"
+
+
+namespace splat {
+
+  binary_matrix_test::binary_matrix_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData){
+    testPValue = runTest(data);
+    testPassed = testPValue > 0.01;
+  }
+
+  std::string binary_matrix_test::getName() {
+    return "Binary Matrix Rank Test";
+  }
+
+  // We will use matrices of size 32x32 as recommended
+  double binary_matrix_test::runTest(std::vector<std::bitset<32>> &data) {
+    int num_matrices = data.size() / 32;
+
+  }
+}
diff --git a/randomness_tests/binary_matrix.h b/randomness_tests/binary_matrix.h
new file mode 100644
index 0000000..c86a1d2
--- /dev/null
+++ b/randomness_tests/binary_matrix.h
@@ -0,0 +1,19 @@
+
+#pragma once
+
+#include "../rng.h"
+#include "./rngtest.h"
+#include "../math/incomplete_gamma.h"
+#include "../math/matrix.h"
+
+
+
+namespace splat {
+
+    class binary_matrix_test : public RNGTEST {
+        public: 
+            binary_matrix_test(std::vector<std::bitset<32>> &testData); 
+            std::string getName() override;
+            double runTest(std::vector<std::bitset<32>> &data) override;
+    };
+}
diff --git a/randomness_tests/frequency_block.cpp b/randomness_tests/frequency_block.cpp
index ffab45e..f3e67a4 100644
--- a/randomness_tests/frequency_block.cpp
+++ b/randomness_tests/frequency_block.cpp
@@ -6,52 +6,46 @@
 //
 
 #include "../rng.h"
-#include "../math/incomplete_gamma.cpp"
-
+#include "../math/incomplete_gamma.h"
+#include "./frequency_block.h"
 #include "./rngtest.h"
 
 namespace splat {
-    class frequency_block_test : public RNGTEST {
-        public: 
-            frequency_block_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
-                block_size = data.size() * 32 / 150;
-                testPValue = runTest(data);
-                testPassed = testPValue > 0.01;
-            }
-            std::string getName() override {
-                return std::format("Frequency Block [{}]", block_size);
-            }
-            double runTest(std::vector<std::bitset<32>> &data) override {
 
-                // std::cout << "DEBUG: "<<data.size() << "\n";
+  frequency_block_test::frequency_block_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
+      block_size = data.size() * 32 / 150;
+      testPValue = runTest(data);
+      testPassed = testPValue > 0.01;
+  }
 
-                long long bitcount = data.size() * 32;
-                long long chunks = bitcount / block_size;
+  double frequency_block_test::runTest(std::vector<std::bitset<32>> &data) {
 
-                double x2stat = 0;
-                
-                for(int chunkIndex = 0; chunkIndex < chunks; chunkIndex++){
-                    // std::cout << "NEWCHUNK: ";
-                    double onecount = 0;
-                    for(int i=0; i<block_size; i++){
-                        int dataIndex = (((chunkIndex * block_size)+i) / 32);
-                        int bitIndex = (((chunkIndex * block_size)+i) % 32);
-                        onecount += data[dataIndex][bitIndex];
-                        // std::cout << data[dataIndex][bitIndex];
-                    }
-                    double oneproportion = onecount / (double)block_size;
+      long long bitcount = data.size() * 32;
+      long long chunks = bitcount / block_size;
 
-                    x2stat += 4*block_size*std::pow((oneproportion - 0.5),2);
+      double x2stat = 0;
+      
+      for(int chunkIndex = 0; chunkIndex < chunks; chunkIndex++){
+          // std::cout << "NEWCHUNK: ";
+          double onecount = 0;
+          for(int i=0; i<block_size; i++){
+              int dataIndex = (((chunkIndex * block_size)+i) / 32);
+              int bitIndex = (((chunkIndex * block_size)+i) % 32);
+              onecount += data[dataIndex][bitIndex];
+              // std::cout << data[dataIndex][bitIndex];
+          }
+          double oneproportion = onecount / (double)block_size;
 
-                    // std::cout << "\n";
-                }
+          x2stat += 4*block_size*std::pow((oneproportion - 0.5),2);
 
-                // std::cout << "[debug] calling igamc with "<<(chunks/2) <<','<<(x2stat/2) << "\n";
-                double p = igam(chunks/2, x2stat/2);
-                return p;
-            }
-        private:
-            long long block_size;
-        
-    };
-}
\ No newline at end of file
+          // std::cout << "\n";
+      }
+
+      // std::cout << "[debug] calling igamc with "<<(chunks/2) <<','<<(x2stat/2) << "\n";
+      double p = igam(chunks/2, x2stat/2);
+      return p;
+  }
+  std::string frequency_block_test::getName() {
+      return std::format("Frequency Block [{}]", block_size);
+  }
+}
diff --git a/randomness_tests/frequency_block.h b/randomness_tests/frequency_block.h
new file mode 100644
index 0000000..e21d65d
--- /dev/null
+++ b/randomness_tests/frequency_block.h
@@ -0,0 +1,23 @@
+//
+#pragma once
+//  frequency_monobit.cpp
+//  rng
+//
+//  Created by Asher Falcon on 21/06/2025.
+//
+
+#include "../rng.h"
+
+#include "./rngtest.h"
+
+namespace splat {
+    class frequency_block_test : public RNGTEST {
+        public: 
+            frequency_block_test(std::vector<std::bitset<32>> &testData);
+            std::string getName() override;
+            double runTest(std::vector<std::bitset<32>> &data) override;
+        private:
+            long long block_size;
+        
+    };
+}
diff --git a/randomness_tests/frequency_monobit.cpp b/randomness_tests/frequency_monobit.cpp
index 7b6d59e..138325e 100644
--- a/randomness_tests/frequency_monobit.cpp
+++ b/randomness_tests/frequency_monobit.cpp
@@ -7,27 +7,26 @@
 
 #include "../rng.h"
 #include "./rngtest.h"
+#include "./frequency_monobit.h"
 
 namespace splat {
-    class frequency_monobit_test : public RNGTEST {
-        public: 
-        frequency_monobit_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
-            testPValue = runTest(data);
-            testPassed = testPValue > 0.01;
-        }
-        std::string getName() override {
-            return "Frequency Monobit";
-        }
-        double runTest(std::vector<std::bitset<32>> &data) override {
-            long long s = 0;
-            for(auto bitset : data){
-                for(int i=0; i<32; i++){
-                    s += (2*bitset[i])-1;
-                }
-            }
-            double sobs = ((double)std::abs(s))/std::sqrt(data.size()*32);
-            double pvalue = std::erfc(sobs/std::sqrt(2));
-            return pvalue;
-        }
-    };
-}
\ No newline at end of file
+  frequency_monobit_test::frequency_monobit_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
+    testPValue = runTest(data);
+    testPassed = testPValue > 0.01;
+  }
+
+  double frequency_monobit_test::runTest(std::vector<std::bitset<32>> &data) {
+      long long s = 0;
+      for(auto bitset : data){
+          for(int i=0; i<32; i++){
+              s += (2*bitset[i])-1;
+          }
+      }
+      double sobs = ((double)std::abs(s))/std::sqrt(data.size()*32);
+      double pvalue = std::erfc(sobs/std::sqrt(2));
+      return pvalue;
+  }
+  std::string frequency_monobit_test::getName() {
+    return "Frequency Monobit";
+  }
+}
diff --git a/randomness_tests/frequency_monobit.h b/randomness_tests/frequency_monobit.h
new file mode 100644
index 0000000..6e92d76
--- /dev/null
+++ b/randomness_tests/frequency_monobit.h
@@ -0,0 +1,22 @@
+
+#pragma once
+//
+//  frequency_monobit.cpp
+//  rng
+//
+//  Created by Asher Falcon on 21/06/2025.
+//
+
+#include "../rng.h"
+#include "./rngtest.h"
+
+
+
+namespace splat {
+    class frequency_monobit_test : public RNGTEST {
+        public: 
+        frequency_monobit_test(std::vector<std::bitset<32>> &testData);
+        std::string getName() override; 
+        double runTest(std::vector<std::bitset<32>> &data) override; 
+    };
+}
diff --git a/randomness_tests/rngtest.h b/randomness_tests/rngtest.h
index ad2ffa7..e8e3d61 100644
--- a/randomness_tests/rngtest.h
+++ b/randomness_tests/rngtest.h
@@ -1,7 +1,10 @@
-#include "../rng.h"
 
 #pragma once
 
+#include "../rng.h"
+
+
+
 namespace splat {
   class RNGTEST {
     public:
diff --git a/randomness_tests/runs.cpp b/randomness_tests/runs.cpp
index 20186d4..3c06f84 100644
--- a/randomness_tests/runs.cpp
+++ b/randomness_tests/runs.cpp
@@ -1,38 +1,38 @@
 #include "../rng.h"
 #include "./rngtest.h"
+#include "./runs.h"
 
 namespace splat {
-    class runs_test : public RNGTEST {
-        public: 
-        runs_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
-            testPValue = runTest(data);
-            testPassed = testPValue > 0.01;
-        }
-        std::string getName() override {
-            return "Runs";
-        }
-        double runTest(std::vector<std::bitset<32>> &data) override {
-            long long totalSize = data.size() * 32;
 
-            double vnobs = 1;
+  runs_test::runs_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
+      testPValue = runTest(data);
+      testPassed = testPValue > 0.01;
+  }
+  std::string runs_test::getName(){
+    return "Runs";
 
-            double onesproportion = 0;
+  }
+  double runs_test::runTest(std::vector<std::bitset<32>> &data) {
+      long long totalSize = data.size() * 32;
 
-            for(int i=0; i<totalSize-1; i++){
+      double vnobs = 1;
 
-                if(data[i/32][i%32]!=data[(i+1)/32][(i+1)%32]){
-                    vnobs++;
-                }
-                onesproportion+=data[i/32][i%32];
-            }
+      double onesproportion = 0;
 
-            onesproportion/=totalSize;
+      for(int i=0; i<totalSize-1; i++){
 
-            return std::erfc(
-                std::abs(vnobs-(2*totalSize*onesproportion*(1-onesproportion)))
-                /
-                (2*std::sqrt(2*totalSize)*onesproportion*(1-onesproportion))
-            );
-        }
-    };
-}
\ No newline at end of file
+          if(data[i/32][i%32]!=data[(i+1)/32][(i+1)%32]){
+              vnobs++;
+          }
+          onesproportion+=data[i/32][i%32];
+      }
+
+      onesproportion/=totalSize;
+
+      return std::erfc(
+          std::abs(vnobs-(2*totalSize*onesproportion*(1-onesproportion)))
+          /
+          (2*std::sqrt(2*totalSize)*onesproportion*(1-onesproportion))
+      );
+  }
+}
diff --git a/randomness_tests/runs.h b/randomness_tests/runs.h
new file mode 100644
index 0000000..4a05a2f
--- /dev/null
+++ b/randomness_tests/runs.h
@@ -0,0 +1,13 @@
+
+#pragma once
+#include "../rng.h"
+#include "./rngtest.h"
+
+namespace splat {
+    class runs_test : public RNGTEST {
+        public: 
+        runs_test(std::vector<std::bitset<32>> &testData);
+        std::string getName() override; 
+        double runTest(std::vector<std::bitset<32>> &data) override; 
+    };
+}
diff --git a/randomness_tests/runs_ones.cpp b/randomness_tests/runs_ones.cpp
index 2d75a16..21036fa 100644
--- a/randomness_tests/runs_ones.cpp
+++ b/randomness_tests/runs_ones.cpp
@@ -1,78 +1,76 @@
 #include "../rng.h"
 #include "./rngtest.h"
-#include "../math/incomplete_gamma.cpp"
-#define vecdebug(list) for(auto vecdebugitem : list){ std::cout << vecdebugitem <<","; }std::cout << "\n";
-
+#include "../math/incomplete_gamma.h"
+#include "./runs_ones.h"
 
 
 namespace splat {
-    class runs_ones_test : public RNGTEST {
-        public: 
-            runs_ones_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
-                testPValue = runTest(data);
-                testPassed = testPValue > 0.01;
-            }
-            std::string getName() override {
-                return "Runs of 1s";
-            }
-            double runTest(std::vector<std::bitset<32>> &data) override {
-                long long totalSize = data.size() * 32;
 
-                if(totalSize < 750000){
-                    std::cout << "Error, runs of ones test requires more than 750K bits of input\n";
-                    return 0;
+  runs_ones_test::runs_ones_test(std::vector<std::bitset<32>> &testData) : RNGTEST(testData) {
+      testPValue = runTest(data);
+      testPassed = testPValue > 0.01;
+  }
+  std::string runs_ones_test::getName(){
+    return "Runs of 1s";
+  }
+
+    double runs_ones_test::runTest(std::vector<std::bitset<32>> &data) {
+        long long totalSize = data.size() * 32;
+
+        if(totalSize < 750000){
+            std::cout << "Error, runs of ones test requires more than 750K bits of input\n";
+            return 0;
+        }
+        // we do it with M=10^4 here
+
+        std::vector<double> counts(7,0);
+
+        double chunks = totalSize / 10000;
+
+        for(int chunkIndex=0; chunkIndex<chunks; chunkIndex++){
+
+            int longestRun = 0;
+            int ones = 0;
+
+
+            for(int i=0; i<10000; i++){
+                long long index = chunkIndex*10000 + i;
+                int dataIndex = (index / 32);
+                int bitIndex = (index % 32);
+
+                if(data[dataIndex][bitIndex]){
+                    ones++;
+                }else{
+                    if(ones>longestRun) longestRun = ones;
+                    ones = 0;
                 }
-                // we do it with M=10^4 here
-
-                std::vector<double> counts(7,0);
-
-                double chunks = totalSize / 10000;
-
-                for(int chunkIndex=0; chunkIndex<chunks; chunkIndex++){
-
-                    int longestRun = 0;
-
-                    int ones = 0;
-
-                    for(int i=0; i<10000; i++){
-                        long long index = chunkIndex*10000 + i;
-                        int dataIndex = (index / 32);
-                        int bitIndex = (index % 32);
-
-                        if(data[dataIndex][bitIndex]){
-                            ones++;
-                        }else{
-                            if(ones>longestRun) longestRun = ones;
-                            ones = 0;
-                        }
-                    }
-
-                    if(longestRun <=10){
-                        counts[0]++;
-                    }else if(longestRun>=16){
-                        counts[6]++;
-                    }else{
-                        counts[longestRun-10]++;
-                    }
-                }
-                
-                double x2 = 0;
-
-                std::vector<double> probabilities = {
-                    0.0882,
-                    0.2092,
-                    0.2483,
-                    0.1933,
-                    0.1208,
-                    0.0675,
-                    0.0727
-                };
-
-                for(int i=0; i<7; i++){
-                    x2 += std::pow((counts[i] - (chunks * probabilities[i])),2.0) /(chunks * probabilities[i]);
-
-                }
-                return igamc(3, x2/2.0);
             }
-    };
-}
\ No newline at end of file
+
+            if(longestRun <=10){
+                counts[0]++;
+            }else if(longestRun>=16){
+                counts[6]++;
+            }else{
+                counts[longestRun-10]++;
+            }
+
+        }
+        double x2 = 0;
+
+        std::vector<double> probabilities = {
+            0.0882,
+            0.2092,
+            0.2483,
+            0.1933,
+            0.1208,
+            0.0675,
+            0.0727
+        };
+
+        for(int i=0; i<7; i++){
+            x2 += std::pow((counts[i] - (chunks * probabilities[i])),2.0) /(chunks * probabilities[i]);
+
+        }
+        return igamc(3, x2/2.0);
+    }
+}
diff --git a/randomness_tests/runs_ones.h b/randomness_tests/runs_ones.h
new file mode 100644
index 0000000..b45549e
--- /dev/null
+++ b/randomness_tests/runs_ones.h
@@ -0,0 +1,15 @@
+
+#pragma once
+#include "../rng.h"
+#include "./rngtest.h"
+
+
+namespace splat {
+
+    class runs_ones_test : public RNGTEST {
+        public: 
+            runs_ones_test(std::vector<std::bitset<32>> &testData); 
+            std::string getName() override;
+            double runTest(std::vector<std::bitset<32>> &data) override;
+    };
+}
diff --git a/splat b/splat
new file mode 100755
index 0000000..452242f
Binary files /dev/null and b/splat differ
diff --git a/splat_test b/splat_test
new file mode 100755
index 0000000..1eb1929
Binary files /dev/null and b/splat_test differ
diff --git a/web/README.md b/web/README.md
index 7059a96..7c0e018 100644
--- a/web/README.md
+++ b/web/README.md
@@ -1,12 +1 @@
-# React + Vite
-
-This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
-
-Currently, two official plugins are available:
-
-- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) for Fast Refresh
-- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
-
-## Expanding the ESLint configuration
-
-If you are developing a production application, we recommend using TypeScript with type-aware lint rules enabled. Check out the [TS template](https://github.com/vitejs/vite/tree/main/packages/create-vite/template-react-ts) for information on how to integrate TypeScript and [`typescript-eslint`](https://typescript-eslint.io) in your project.
+This is a web showcase of the 🫟 Splat library, using emscripten to compile the cpp to webassembly in the 'build_wasm.sh' script
\ No newline at end of file
diff --git a/web/src/App.jsx b/web/src/App.jsx
index b693b3f..d3739e1 100644
--- a/web/src/App.jsx
+++ b/web/src/App.jsx
@@ -7,6 +7,27 @@ function App() {
   const [randomNum, setRandomNum] = useState(null);
   const [rng, setRng] = useState(null)
 
+  const [nums, setNums] = useState(null);
+  const [matrixRows, setMatrixRows] = useState(null)
+  const max = (2**32)-1;
+
+  const rows = 500;
+  const cols = 500;
+
+  const newNums = () => {
+    
+    const newMatrixRows = []
+    for(let i=0; i<rows; i++){
+      const rowItems = [];
+      for(let ii=0; ii<cols; ii++){
+        rowItems.push(rng.generate()/max);
+      }
+      newMatrixRows.push(rowItems)
+    }
+    setMatrixRows(newMatrixRows)
+    
+  }
+
   useEffect(() => {
     createModule().then((module) => {
       setRng(new module.mt19937(5489))
@@ -31,15 +52,39 @@ function App() {
             <span className='text-md'>Loading...</span>
           </div>
         ) : (
+        <div> 
           <div>
-            <div className='flex flex-row justify-center'>
-              <span>{randomNum ? randomNum : "Generate a number below"}</span>
-            </div>
-            <div className='flex flex-row justify-center'>
-              <button onClick={() => {generateRandom()}}>Generate</button>
-            </div>
+            <button onClick={() => {newNums()}}>Generate</button>
+            {matrixRows ?(
+              <div>
+                {matrixRows.map((row) => {
+                      return (
+                        <div key={row[0]+row[1]} className="flex flex-row">
+                          {
+                            row.map((item) => {
+                              return (
+                                <div key={item} className="w-[2px] h-[2px]"
+                                  style={{
+                                    backgroundColor: `rgba(0,0,0,${item.toFixed(2)}`
+                                  }}
+                                ></div>
+                              )
+                            })
+                          }
+                        </div>
+                      )
+                    })}
+              </div>
+            ) : (
+              <span>Loading...</span>
+            )
+
+                }
           </div>
+        </div>
+
         )}
+        
       </div>
     </>
   )