From 5a1479ca850bd3e3642e2ff104d9db1562b0a9ef Mon Sep 17 00:00:00 2001
From: dswah <dserven@gmail.com>
Date: Thu, 20 Sep 2018 23:47:34 +0200
Subject: [PATCH 1/2] improve functions signature for minimal terms

---
 pygam/terms.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/pygam/terms.py b/pygam/terms.py
index 239157d8..74287cba 100644
--- a/pygam/terms.py
+++ b/pygam/terms.py
@@ -1627,32 +1627,37 @@ def build_constraints(self, coefs, constraint_lam, constraint_l2):
         return sp.sparse.block_diag(C)
 
 # Minimal representations
-def l(*args, **kwargs):
+def l(feature, lam=0.6, penalties='auto', verbose=False):
     """
-    
+
     See Also
     --------
     LinearTerm : for developer details
     """
-    return LinearTerm(*args, **kwargs)
+    return LinearTerm(feature=feature, lam=lam, penalties=penalties, verbose=verbose)
 
-def s(*args, **kwargs):
+def s(feature, n_splines=20, spline_order=3, lam=0.6,
+      penalties='auto', constraints=None, dtype='numerical',
+      basis='ps', by=None, verbose=False):
     """
 
     See Also
     --------
     SplineTerm : for developer details
     """
-    return SplineTerm(*args, **kwargs)
+    return SplineTerm(feature=feature, n_splines=n_splines, lam=lam,
+                      penalties=penalties, constraints=constraints,
+                      dtype=dtype, basis=basis, by=by, verbose=verbose)
 
-def f(*args, **kwargs):
+def f(feature, lam=0.6, penalties='auto', coding='one-hot', verbose=False):
     """
 
     See Also
     --------
     FactorTerm : for developer details
     """
-    return FactorTerm(*args, **kwargs)
+    return FactorTerm(feature=feature, lam=lam, penalties=penalties,
+                      coding=coding, verbose=verbose)
 
 def te(*args, **kwargs):
     """

From c3426645e4c103611550742bb7c0241931081633 Mon Sep 17 00:00:00 2001
From: dswah <dserven@gmail.com>
Date: Fri, 21 Sep 2018 00:10:43 +0200
Subject: [PATCH 2/2] formatting

---
 pygam/pygam.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/pygam/pygam.py b/pygam/pygam.py
index 1e4ab1b5..e373c4a9 100644
--- a/pygam/pygam.py
+++ b/pygam/pygam.py
@@ -2799,10 +2799,10 @@ class GammaGAM(GAM):
     be positive. The log link guarantees this.
 
     If you need to use the inverse link function, simply construct a custom GAM:
-    ```
-    from pygam import GAM
-    gam = GAM(distribution='gamma', link='inverse')
-    ```
+
+    >>> from pygam import GAM
+    >>> gam = GAM(distribution='gamma', link='inverse')
+
 
     Parameters
     ----------
@@ -2907,10 +2907,10 @@ class InvGaussGAM(GAM):
     be positive. The log link guarantees this.
 
     If you need to use the inverse squared link function, simply construct a custom GAM:
-    ```
-    from pygam import GAM
-    gam = GAM(distribution='inv_gauss', link='inv_squared')
-    ```
+
+    >>> from pygam import GAM
+    >>> gam = GAM(distribution='inv_gauss', link='inv_squared')
+
 
     Parameters
     ----------