diff --git a/ta_lib/core/src/bool.rs b/ta_lib/core/src/bool.rs
index fd0124c3..93797039 100644
--- a/ta_lib/core/src/bool.rs
+++ b/ta_lib/core/src/bool.rs
@@ -1,86 +1,87 @@
 use crate::series::Series;
 use std::ops::{BitAnd, BitOr};
 
+macro_rules! scalar_comparison {
+    ($($name:ident, $op:tt);* $(;)?) => {
+        $(
+            pub fn $name(&self, scalar: f64) -> Series<bool> {
+                self.compare_scalar(scalar, |a, b| a $op b)
+            }
+        )*
+    };
+}
+
+macro_rules! series_comparison {
+    ($($name:ident, $op:tt);* $(;)?) => {
+        $(
+            pub fn $name(&self, rhs: &Series<f64>) -> Series<bool> {
+                self.compare(rhs, |a, b| a $op b)
+            }
+        )*
+    };
+}
+
+macro_rules! logical_operation {
+    ($($name:ident, $op:tt);* $(;)?) => {
+        $(
+            pub fn $name(&self, rhs: &Series<bool>) -> Series<bool> {
+                self.logical_op(rhs, |a, b| a $op b)
+            }
+        )*
+    };
+}
+
 impl Series<f64> {
-    fn compare_series<F>(&self, rhs: &Series<f64>, f: F) -> Series<bool>
+    fn compare_scalar<F>(&self, scalar: f64, comparator: F) -> Series<bool>
     where
         F: Fn(f64, f64) -> bool,
     {
-        self.zip_with(rhs, |a, b| match (a, b) {
-            (Some(a_val), Some(b_val)) => Some(f(*a_val, *b_val)),
-            _ => None,
-        })
+        self.fmap(|x| x.map(|v| comparator(*v, scalar)))
     }
 
-    fn compare<F>(&self, scalar: f64, f: F) -> Series<bool>
+    fn compare<F>(&self, rhs: &Series<f64>, comparator: F) -> Series<bool>
     where
         F: Fn(f64, f64) -> bool,
     {
-        self.fmap(|x| x.map(|v| f(*v, scalar)))
-    }
-
-    pub fn eq(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a == b)
-    }
-
-    pub fn ne(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a != b)
-    }
-
-    pub fn gt(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a > b)
-    }
-
-    pub fn gte(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a >= b)
-    }
-
-    pub fn lt(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a < b)
-    }
-
-    pub fn lte(&self, scalar: f64) -> Series<bool> {
-        self.compare(scalar, |a, b| a <= b)
-    }
-
-    pub fn eq_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a == b)
-    }
-
-    pub fn ne_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a != b)
-    }
-
-    pub fn gt_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a > b)
-    }
-
-    pub fn gte_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a >= b)
+        self.zip_with(rhs, |a, b| match (a, b) {
+            (Some(a_val), Some(b_val)) => Some(comparator(*a_val, *b_val)),
+            _ => None,
+        })
     }
 
-    pub fn lt_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a < b)
+    scalar_comparison! {
+        seq, ==;
+        sne, !=;
+        sgt, >;
+        sgte, >=;
+        slt, <;
+        slte, <=;
     }
 
-    pub fn lte_series(&self, rhs: &Series<f64>) -> Series<bool> {
-        self.compare_series(rhs, |a, b| a <= b)
+    series_comparison! {
+        eq, ==;
+        ne, !=;
+        gt, >;
+        gte, >=;
+        lt, <;
+        lte, <=;
     }
 }
 
 impl Series<bool> {
-    pub fn and_series(&self, rhs: &Series<bool>) -> Series<bool> {
+    fn logical_op<F>(&self, rhs: &Series<bool>, operation: F) -> Series<bool>
+    where
+        F: Fn(bool, bool) -> bool,
+    {
         self.zip_with(rhs, |a, b| match (a, b) {
-            (Some(a_val), Some(b_val)) => Some(*a_val & *b_val),
+            (Some(a_val), Some(b_val)) => Some(operation(*a_val, *b_val)),
             _ => None,
         })
     }
 
-    pub fn or_series(&self, rhs: &Series<bool>) -> Series<bool> {
-        self.zip_with(rhs, |a, b| match (a, b) {
-            (Some(a_val), Some(b_val)) => Some(*a_val | *b_val),
-            _ => None,
-        })
+    logical_operation! {
+        and, &;
+        or, |;
     }
 }
 
@@ -88,7 +89,7 @@ impl BitAnd for Series<bool> {
     type Output = Self;
 
     fn bitand(self, rhs: Self) -> Self::Output {
-        self.and_series(&rhs)
+        self.and(&rhs)
     }
 }
 
@@ -96,7 +97,7 @@ impl BitOr for Series<bool> {
     type Output = Self;
 
     fn bitor(self, rhs: Self) -> Self::Output {
-        self.or_series(&rhs)
+        self.or(&rhs)
     }
 }
 
@@ -110,7 +111,7 @@ mod tests {
         let b = Series::from([1.0, 1.0, 6.0, 1.0, 1.0]);
         let expected: Series<bool> = Series::from([0.0, 0.0, 0.0, 0.0, 0.0]).into();
 
-        let result = a.gt_series(&b) & a.lt_series(&b);
+        let result = a.gt(&b) & a.lt(&b);
 
         assert_eq!(result, expected);
     }
@@ -121,7 +122,7 @@ mod tests {
         let b = Series::from([1.0, 1.0, 1.0, 1.0, 1.0]);
         let expected: Series<bool> = Series::from([0.0, 1.0, 1.0, 1.0, 1.0]).into();
 
-        let result = a.gt_series(&b) | a.lt_series(&b);
+        let result = a.gt(&b) | a.lt(&b);
 
         assert_eq!(result, expected);
     }
diff --git a/ta_lib/patterns/src/barrier.rs b/ta_lib/patterns/src/barrier.rs
index 9b78bea7..f33a0902 100644
--- a/ta_lib/patterns/src/barrier.rs
+++ b/ta_lib/patterns/src/barrier.rs
@@ -5,11 +5,11 @@ pub fn bullish(open: &[f64], low: &[f64], close: &[f64]) -> Vec<bool> {
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(1).gt_series(&open.shift(1))
-        & close.shift(2).lt_series(&open.shift(2))
-        & close.shift(3).lt_series(&open.shift(3))
-        & low.shift(1).eq_series(&low.shift(2))
-        & low.shift(2).eq_series(&low.shift(3)))
+    (close.shift(1).gt(&open.shift(1))
+        & close.shift(2).lt(&open.shift(2))
+        & close.shift(3).lt(&open.shift(3))
+        & low.shift(1).eq(&low.shift(2))
+        & low.shift(2).eq(&low.shift(3)))
     .into()
 }
 
@@ -18,11 +18,11 @@ pub fn bearish(open: &[f64], high: &[f64], close: &[f64]) -> Vec<bool> {
     let high = Series::from(high);
     let close = Series::from(close);
 
-    (close.shift(1).lt_series(&open.shift(1))
-        & close.shift(2).gt_series(&open.shift(2))
-        & close.shift(3).gt_series(&open.shift(3))
-        & high.shift(1).eq_series(&high.shift(2))
-        & high.shift(2).eq_series(&high.shift(3)))
+    (close.shift(1).lt(&open.shift(1))
+        & close.shift(2).gt(&open.shift(2))
+        & close.shift(3).gt(&open.shift(3))
+        & high.shift(1).eq(&high.shift(2))
+        & high.shift(2).eq(&high.shift(3)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/blockade.rs b/ta_lib/patterns/src/blockade.rs
index 3cbb6336..07d2d175 100644
--- a/ta_lib/patterns/src/blockade.rs
+++ b/ta_lib/patterns/src/blockade.rs
@@ -6,17 +6,17 @@ pub fn bullish(open: &[f64], high: &[f64], low: &[f64], close: &[f64]) -> Vec<bo
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(1).gt_series(&open.shift(1))
-        & close.shift(4).lt_series(&open.shift(4))
-        & low.shift(1).gte_series(&low.shift(4))
-        & low.shift(1).lte_series(&close.shift(4))
-        & close.shift(1).gt_series(&high.shift(4))
-        & low.shift(2).gte_series(&low.shift(4))
-        & low.shift(2).lte_series(&close.shift(4))
-        & low.shift(3).gte_series(&low.shift(4))
-        & low.shift(3).lte_series(&close.shift(4))
-        & high.shift(2).lt_series(&high.shift(4))
-        & high.shift(3).lt_series(&high.shift(4)))
+    (close.shift(1).gt(&open.shift(1))
+        & close.shift(4).lt(&open.shift(4))
+        & low.shift(1).gte(&low.shift(4))
+        & low.shift(1).lte(&close.shift(4))
+        & close.shift(1).gt(&high.shift(4))
+        & low.shift(2).gte(&low.shift(4))
+        & low.shift(2).lte(&close.shift(4))
+        & low.shift(3).gte(&low.shift(4))
+        & low.shift(3).lte(&close.shift(4))
+        & high.shift(2).lt(&high.shift(4))
+        & high.shift(3).lt(&high.shift(4)))
     .into()
 }
 
@@ -26,17 +26,17 @@ pub fn bearish(open: &[f64], high: &[f64], low: &[f64], close: &[f64]) -> Vec<bo
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(1).lt_series(&open.shift(1))
-        & close.shift(4).gt_series(&open.shift(4))
-        & high.shift(1).lte_series(&high.shift(4))
-        & high.shift(1).gte_series(&close.shift(4))
-        & close.shift(1).lt_series(&low.shift(4))
-        & high.shift(2).lte_series(&high.shift(4))
-        & high.shift(2).gte_series(&close.shift(4))
-        & high.shift(3).lte_series(&high.shift(4))
-        & high.shift(3).gte_series(&close.shift(4))
-        & low.shift(2).gt_series(&low.shift(4))
-        & low.shift(3).gt_series(&low.shift(4)))
+    (close.shift(1).lt(&open.shift(1))
+        & close.shift(4).gt(&open.shift(4))
+        & high.shift(1).lte(&high.shift(4))
+        & high.shift(1).gte(&close.shift(4))
+        & close.shift(1).lt(&low.shift(4))
+        & high.shift(2).lte(&high.shift(4))
+        & high.shift(2).gte(&close.shift(4))
+        & high.shift(3).lte(&high.shift(4))
+        & high.shift(3).gte(&close.shift(4))
+        & low.shift(2).gt(&low.shift(4))
+        & low.shift(3).gt(&low.shift(4)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/bottle.rs b/ta_lib/patterns/src/bottle.rs
index b126c9ae..46252586 100644
--- a/ta_lib/patterns/src/bottle.rs
+++ b/ta_lib/patterns/src/bottle.rs
@@ -5,11 +5,11 @@ pub fn bullish(open: &[f64], low: &[f64], close: &[f64]) -> Vec<bool> {
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(2).gt_series(&open.shift(2))
-        & close.shift(1).gt_series(&open.shift(1))
-        & open.shift(1).lt_series(&close.shift(2))
-        & open.shift(1).eq_series(&low.shift(1))
-        & close.shift(1).gt_series(&close.shift(2)))
+    (close.shift(2).gt(&open.shift(2))
+        & close.shift(1).gt(&open.shift(1))
+        & open.shift(1).lt(&close.shift(2))
+        & open.shift(1).eq(&low.shift(1))
+        & close.shift(1).gt(&close.shift(2)))
     .into()
 }
 
@@ -18,11 +18,11 @@ pub fn bearish(open: &[f64], high: &[f64], close: &[f64]) -> Vec<bool> {
     let high = Series::from(high);
     let close = Series::from(close);
 
-    (close.shift(2).lt_series(&open.shift(2))
-        & close.shift(1).lt_series(&open.shift(1))
-        & open.shift(1).gt_series(&close.shift(2))
-        & open.shift(1).eq_series(&high.shift(1))
-        & close.shift(1).lt_series(&close.shift(2)))
+    (close.shift(2).lt(&open.shift(2))
+        & close.shift(1).lt(&open.shift(1))
+        & open.shift(1).gt(&close.shift(2))
+        & open.shift(1).eq(&high.shift(1))
+        & close.shift(1).lt(&close.shift(2)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/breakaway.rs b/ta_lib/patterns/src/breakaway.rs
index 0948bc6d..4c9490be 100644
--- a/ta_lib/patterns/src/breakaway.rs
+++ b/ta_lib/patterns/src/breakaway.rs
@@ -4,13 +4,13 @@ pub fn bullish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.gt_series(&open.shift(3))
-        & close.gt_series(&open)
-        & close.shift(1).lt_series(&open.shift(1))
-        & close.shift(2).lt_series(&open.shift(2))
-        & close.shift(3).lt_series(&open.shift(3))
-        & close.shift(4).lt_series(&open.shift(4))
-        & open.shift(3).lt_series(&close.shift(4)))
+    (close.gt(&open.shift(3))
+        & close.gt(&open)
+        & close.shift(1).lt(&open.shift(1))
+        & close.shift(2).lt(&open.shift(2))
+        & close.shift(3).lt(&open.shift(3))
+        & close.shift(4).lt(&open.shift(4))
+        & open.shift(3).lt(&close.shift(4)))
     .into()
 }
 
@@ -18,13 +18,13 @@ pub fn bearish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.lt_series(&open.shift(3))
-        & close.lt_series(&open)
-        & close.shift(1).gt_series(&open.shift(1))
-        & close.shift(2).gt_series(&open.shift(2))
-        & close.shift(3).gt_series(&open.shift(3))
-        & close.shift(4).gt_series(&open.shift(4))
-        & open.shift(3).gt_series(&close.shift(4)))
+    (close.lt(&open.shift(3))
+        & close.lt(&open)
+        & close.shift(1).gt(&open.shift(1))
+        & close.shift(2).gt(&open.shift(2))
+        & close.shift(3).gt(&open.shift(3))
+        & close.shift(4).gt(&open.shift(4))
+        & open.shift(3).gt(&close.shift(4)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/counterattack.rs b/ta_lib/patterns/src/counterattack.rs
index 4086f986..e5ba03d6 100644
--- a/ta_lib/patterns/src/counterattack.rs
+++ b/ta_lib/patterns/src/counterattack.rs
@@ -4,10 +4,10 @@ pub fn bullish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (open.lt_series(&close.shift(1))
-        & close.gt_series(&open)
-        & close.shift(1).lt_series(&open.shift(1))
-        & close.eq_series(&close.shift(1)))
+    (open.lt(&close.shift(1))
+        & close.gt(&open)
+        & close.shift(1).lt(&open.shift(1))
+        & close.eq(&close.shift(1)))
     .into()
 }
 
@@ -15,10 +15,10 @@ pub fn bearish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (open.gt_series(&close.shift(1))
-        & close.lt_series(&open)
-        & close.shift(1).gt_series(&open.shift(1))
-        & close.eq_series(&close.shift(1)))
+    (open.gt(&close.shift(1))
+        & close.lt(&open)
+        & close.shift(1).gt(&open.shift(1))
+        & close.eq(&close.shift(1)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/doji.rs b/ta_lib/patterns/src/doji.rs
index 2b1bb9df..6751ba2a 100644
--- a/ta_lib/patterns/src/doji.rs
+++ b/ta_lib/patterns/src/doji.rs
@@ -4,20 +4,14 @@ pub fn bullish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.gt_series(&open)
-        & close.shift(1).eq_series(&open.shift(1))
-        & close.shift(2).lt_series(&open.shift(2)))
-    .into()
+    (close.gt(&open) & close.shift(1).eq(&open.shift(1)) & close.shift(2).lt(&open.shift(2))).into()
 }
 
 pub fn bearish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.lt_series(&open)
-        & close.shift(1).eq_series(&open.shift(1))
-        & close.shift(2).gt_series(&open.shift(2)))
-    .into()
+    (close.lt(&open) & close.shift(1).eq(&open.shift(1)) & close.shift(2).gt(&open.shift(2))).into()
 }
 
 #[cfg(test)]
diff --git a/ta_lib/patterns/src/double_doji.rs b/ta_lib/patterns/src/double_doji.rs
index bf758be2..8afe3c02 100644
--- a/ta_lib/patterns/src/double_doji.rs
+++ b/ta_lib/patterns/src/double_doji.rs
@@ -4,9 +4,9 @@ pub fn bullish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.shift(1).eq_series(&open.shift(1))
-        & close.shift(2).eq_series(&open.shift(2))
-        & close.shift(3).lt_series(&open.shift(3)))
+    (close.shift(1).eq(&open.shift(1))
+        & close.shift(2).eq(&open.shift(2))
+        & close.shift(3).lt(&open.shift(3)))
     .into()
 }
 
@@ -14,9 +14,9 @@ pub fn bearish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.shift(1).eq_series(&open.shift(1))
-        & close.shift(2).eq_series(&open.shift(2))
-        & close.shift(3).gt_series(&open.shift(3)))
+    (close.shift(1).eq(&open.shift(1))
+        & close.shift(2).eq(&open.shift(2))
+        & close.shift(3).gt(&open.shift(3)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/marubozu.rs b/ta_lib/patterns/src/marubozu.rs
index 295009f2..823a9dd2 100644
--- a/ta_lib/patterns/src/marubozu.rs
+++ b/ta_lib/patterns/src/marubozu.rs
@@ -6,9 +6,9 @@ pub fn bullish(open: &[f64], high: &[f64], low: &[f64], close: &[f64]) -> Vec<bo
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(1).gt_series(&open.shift(1))
-        & high.shift(1).eq_series(&close.shift(1))
-        & low.shift(1).eq_series(&open.shift(1)))
+    (close.shift(1).gt(&open.shift(1))
+        & high.shift(1).eq(&close.shift(1))
+        & low.shift(1).eq(&open.shift(1)))
     .into()
 }
 
@@ -18,9 +18,9 @@ pub fn bearish(open: &[f64], high: &[f64], low: &[f64], close: &[f64]) -> Vec<bo
     let low = Series::from(low);
     let close = Series::from(close);
 
-    (close.shift(1).lt_series(&open.shift(1))
-        & high.shift(1).eq_series(&open.shift(1))
-        & low.shift(1).eq_series(&close.shift(1)))
+    (close.shift(1).lt(&open.shift(1))
+        & high.shift(1).eq(&open.shift(1))
+        & low.shift(1).eq(&close.shift(1)))
     .into()
 }
 
diff --git a/ta_lib/patterns/src/tasuki.rs b/ta_lib/patterns/src/tasuki.rs
index f838996e..b6feceaa 100644
--- a/ta_lib/patterns/src/tasuki.rs
+++ b/ta_lib/patterns/src/tasuki.rs
@@ -4,12 +4,12 @@ pub fn bullish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.lt_series(&open)
-        & close.shift(1).gt_series(&open.shift(1))
-        & close.shift(2).gt_series(&open.shift(2))
-        & close.lt_series(&open.shift(1))
-        & close.gt_series(&close.shift(2))
-        & open.shift(1).gt_series(&close.shift(2)))
+    (close.lt(&open)
+        & close.shift(1).gt(&open.shift(1))
+        & close.shift(2).gt(&open.shift(2))
+        & close.lt(&open.shift(1))
+        & close.gt(&close.shift(2))
+        & open.shift(1).gt(&close.shift(2)))
     .into()
 }
 
@@ -17,12 +17,12 @@ pub fn bearish(open: &[f64], close: &[f64]) -> Vec<bool> {
     let open = Series::from(open);
     let close = Series::from(close);
 
-    (close.gt_series(&open)
-        & close.shift(1).lt_series(&open.shift(1))
-        & close.shift(2).lt_series(&open.shift(2))
-        & close.gt_series(&open.shift(1))
-        & close.lt_series(&close.shift(2))
-        & open.shift(1).lt_series(&close.shift(2)))
+    (close.gt(&open)
+        & close.shift(1).lt(&open.shift(1))
+        & close.shift(2).lt(&open.shift(2))
+        & close.gt(&open.shift(1))
+        & close.lt(&close.shift(2))
+        & open.shift(1).lt(&close.shift(2)))
     .into()
 }
 
diff --git a/ta_lib/volume/src/mfi.rs b/ta_lib/volume/src/mfi.rs
index 9e7ba8a2..b22f264b 100644
--- a/ta_lib/volume/src/mfi.rs
+++ b/ta_lib/volume/src/mfi.rs
@@ -8,8 +8,8 @@ pub fn mfi(hlc3: &[f64], volume: &[f64], period: usize) -> Vec<f64> {
 
     let volume_hlc3 = volume * hlc3;
 
-    let positive_volume = changes.gt(0.0) * &volume_hlc3;
-    let negative_volume = changes.lt(0.0) * &volume_hlc3;
+    let positive_volume = changes.sgt(0.0) * &volume_hlc3;
+    let negative_volume = changes.slt(0.0) * &volume_hlc3;
 
     let upper = positive_volume.sum(period);
     let lower = negative_volume.sum(period);