diff --git a/README.md b/README.md
index d14b8d0..c268a5e 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,5 @@
 # Fast-Vector
 
-A Bacwords Compatible Vector Class, that's fast.
\ No newline at end of file
+## 1.07 times faster
+
+A Backwards Compatible Vector Class, that's fast.
diff --git a/image.png b/image.png
new file mode 100644
index 0000000..7906c5a
Binary files /dev/null and b/image.png differ
diff --git a/include/vector.h b/include/vector.h
index a59d3a9..2359595 100644
--- a/include/vector.h
+++ b/include/vector.h
@@ -7,6 +7,17 @@
 #include <cstdlib>   // malloc, realloc, free
 #include <new>       // std::bad_alloc
 
+
+
+
+
+
+
+
+//? Note: The vector is very inconsistant, but is on average %19 faster
+
+
+
 // GCC/Clang helpers for inlining and cold paths
 #if defined(__GNUC__)
   #define UFV_ALWAYS_INLINE inline __attribute__((always_inline))
diff --git a/src/test.cpp b/src/test.cpp
index 34be1d8..d37556c 100644
--- a/src/test.cpp
+++ b/src/test.cpp
@@ -3,19 +3,26 @@
 #include <string>
 #include <chrono>
 #include <iomanip>
+#include <cmath>
+#include <algorithm>
 
 #include "vector.h"
 
 using namespace std;
 using namespace std::chrono;
 
-static constexpr size_t N    = 100'000'000;
-static constexpr int    R    = 3;
+static constexpr size_t N = 100'000'000;
+static constexpr int SHORT_RUNS = 3;
+static constexpr int LONG_RUNS = 10;
 
 constexpr const char* COLOR_RESET = "\033[0m";
 constexpr const char* COLOR_RED   = "\033[31m";
 constexpr const char* COLOR_GREEN = "\033[32m";
 
+bool longMode = false;
+double total_speedup = 0;
+int speedup_count = 0;
+
 template<typename F>
 double run_bench(F&& fn) {
     auto start = steady_clock::now();
@@ -24,29 +31,57 @@ double run_bench(F&& fn) {
     return duration_cast<duration<double, milli>>(end - start).count();
 }
 
-template<typename F>
-double run_avg(F&& fn) {
-    double total = 0.0;
-    for (int i = 0; i < R; ++i) {
-        total += run_bench(fn);
-    }
-    return total / R;
+struct Stats {
+    double mean{}, min{}, max{}, stddev{};
+};
+
+Stats compute_stats(const std::vector<double>& samples) {
+    Stats s{};
+    if (samples.empty()) return s;
+    s.min = *min_element(samples.begin(), samples.end());
+    s.max = *max_element(samples.begin(), samples.end());
+    double sum = 0;
+    for (double v : samples) sum += v;
+    s.mean = sum / samples.size();
+    for (double v : samples) s.stddev += (v - s.mean) * (v - s.mean);
+    s.stddev = sqrt(s.stddev / samples.size());
+    return s;
 }
 
-void print_test(const std::string& name, double std_t, double fast_t) {
-    double speedup = std_t / fast_t;
-    bool   passed  = fast_t < std_t;
-    const char* status_col = passed ? COLOR_GREEN : COLOR_RED;
-    const char* status_str = passed  ? "[PASS]"     : "[FAIL]";
+template<typename F>
+Stats run_all(F&& fn, int runs) {
+    std::vector<double> results;
+    for (int i = 0; i < runs; ++i)
+        results.push_back(run_bench(fn));
+    return compute_stats(results);
+}
 
-    cout << status_col << status_str << COLOR_RESET
-         << ' ' << std::left << std::setw(27) << name
-         << " | std: "  << std::right << std::setw(7) << fixed << setprecision(2) << std_t << "ms"
-         << " | fast: " << setw(7) << fast_t << "ms"
-         << " | x"      << status_col << setw(5) << fixed << setprecision(2) << speedup << COLOR_RESET
+void print_test(const std::string& name, Stats std_stats, Stats fast_stats) {
+    double speedup = std_stats.mean / fast_stats.mean;
+    bool passed = fast_stats.mean < std_stats.mean;
+    const char* color = passed ? COLOR_GREEN : COLOR_RED;
+    const char* status = passed ? "[PASS]" : "[FAIL]";
+
+    total_speedup += speedup;
+    ++speedup_count;
+
+    cout << color << status << COLOR_RESET
+         << " " << left << setw(27) << name
+         << " | std: " << right << setw(7) << fixed << setprecision(2) << std_stats.mean << "ms"
+         << " ±" << setw(5) << std_stats.stddev
+         << " | fast: " << setw(7) << fast_stats.mean << "ms"
+         << " ±" << setw(5) << fast_stats.stddev
+         << " | x" << color << setw(6) << setprecision(2) << speedup << COLOR_RESET
          << '\n';
 }
 
+void run_test(const string& name, auto std_fn, auto fast_fn) {
+    int R = longMode ? LONG_RUNS : SHORT_RUNS;
+    auto std_stats  = run_all(std_fn, R);
+    auto fast_stats = run_all(fast_fn, R);
+    print_test(name, std_stats, fast_stats);
+}
+
 struct S {
     int x, y;
     S(int a, int b): x(a), y(b) {}
@@ -55,97 +90,98 @@ struct S {
 };
 
 void TestIntPush_NoReserve() {
-    auto std_fn  = []() {
-        vector<int> v;
-        for (size_t i = 0; i < N; ++i) v.push_back(int(i));
-    };
-    auto fast_fn = []() {
-        Vector<int> v;
-        for (size_t i = 0; i < N; ++i) v.push_back(int(i));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("IntPush_NoReserve", t1, t2);
+    run_test("IntPush_NoReserve",
+        [] {
+            vector<int> v;
+            for (size_t i = 0; i < N; ++i) v.push_back(int(i));
+        },
+        [] {
+            Vector<int> v;
+            for (size_t i = 0; i < N; ++i) v.push_back(int(i));
+        });
 }
 
 void TestIntPush_WithReserve() {
-    auto std_fn  = []() {
-        vector<int> v; v.reserve(N);
-        for (size_t i = 0; i < N; ++i) v.push_back(int(i));
-    };
-    auto fast_fn = []() {
-        Vector<int> v; v.reserve(N);
-        for (size_t i = 0; i < N; ++i) v.push_back(int(i));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("IntPush_WithReserve", t1, t2);
+    run_test("IntPush_WithReserve",
+        [] {
+            vector<int> v; v.reserve(N);
+            for (size_t i = 0; i < N; ++i) v.push_back(int(i));
+        },
+        [] {
+            Vector<int> v; v.reserve(N);
+            for (size_t i = 0; i < N; ++i) v.push_back(int(i));
+        });
 }
 
 void TestIntEmplace_NoReserve() {
-    auto std_fn  = []() {
-        vector<int> v;
-        for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
-    };
-    auto fast_fn = []() {
-        Vector<int> v;
-        for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("IntEmplace_NoReserve", t1, t2);
+    run_test("IntEmplace_NoReserve",
+        [] {
+            vector<int> v;
+            for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
+        },
+        [] {
+            Vector<int> v;
+            for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
+        });
 }
 
 void TestIntEmplace_WithReserve() {
-    auto std_fn  = []() {
-        vector<int> v; v.reserve(N);
-        for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
-    };
-    auto fast_fn = []() {
-        Vector<int> v; v.reserve(N);
-        for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("IntEmplace_WithReserve", t1, t2);
+    run_test("IntEmplace_WithReserve",
+        [] {
+            vector<int> v; v.reserve(N);
+            for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
+        },
+        [] {
+            Vector<int> v; v.reserve(N);
+            for (size_t i = 0; i < N; ++i) v.emplace_back(int(i));
+        });
 }
 
 void TestNonTrivialPush_NoReserve() {
-    auto std_fn  = []() {
-        vector<S> v;
-        for (size_t i = 0; i < N/10; ++i) v.push_back(S(int(i), int(i)));
-    };
-    auto fast_fn = []() {
-        Vector<S> v;
-        for (size_t i = 0; i < N/10; ++i) v.push_back(S(int(i), int(i)));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("NonTrivialPush_NoReserve", t1, t2);
+    run_test("NonTrivialPush_NoReserve",
+        [] {
+            vector<S> v;
+            for (size_t i = 0; i < N / 10; ++i) v.push_back(S(int(i), int(i)));
+        },
+        [] {
+            Vector<S> v;
+            for (size_t i = 0; i < N / 10; ++i) v.push_back(S(int(i), int(i)));
+        });
 }
 
 void TestNonTrivialPush_WithReserve() {
-    auto std_fn  = []() {
-        vector<S> v; v.reserve(N/10);
-        for (size_t i = 0; i < N/10; ++i) v.push_back(S(int(i), int(i)));
-    };
-    auto fast_fn = []() {
-        Vector<S> v; v.reserve(N/10);
-        for (size_t i = 0; i < N/10; ++i) v.push_back(S(int(i), int(i)));
-    };
-    double t1 = run_avg(std_fn);
-    double t2 = run_avg(fast_fn);
-    print_test("NonTrivialPush_WithReserve", t1, t2);
+    run_test("NonTrivialPush_WithReserve",
+        [] {
+            vector<S> v; v.reserve(N / 10);
+            for (size_t i = 0; i < N / 10; ++i) v.push_back(S(int(i), int(i)));
+        },
+        [] {
+            Vector<S> v; v.reserve(N / 10);
+            for (size_t i = 0; i < N / 10; ++i) v.push_back(S(int(i), int(i)));
+        });
 }
 
-int main() {
+int main(int argc, char** argv) {
+    if (argc > 1 && std::string(argv[1]) == "-l") longMode = true;
+
+    int R = longMode ? LONG_RUNS : SHORT_RUNS;
     cout << "\n=== Running Speed Tests (N=" << N << ", runs=" << R << ") ===\n\n";
+
     TestIntPush_NoReserve();
     TestIntPush_WithReserve();
     TestIntEmplace_NoReserve();
     TestIntEmplace_WithReserve();
     TestNonTrivialPush_NoReserve();
     TestNonTrivialPush_WithReserve();
+
+    if (longMode) {
+        double avg_speedup = total_speedup / speedup_count;
+        cout << "\nOverall average speedup: "
+             << (avg_speedup > 1.0 ? COLOR_GREEN : COLOR_RED)
+             << "x" << fixed << setprecision(2) << avg_speedup
+             << COLOR_RESET << std::endl;
+    }
+
     cout << "\n";
     return 0;
 }