diff --git a/.gitignore b/.gitignore
index 14097dfcd..6afa40f38 100644
--- a/.gitignore
+++ b/.gitignore
@@ -97,3 +97,6 @@ Desktop.ini
 
 # Other
 *.tgz
+
+# Pycharm project files
+*.idea
diff --git a/spacy/lang/en/norm_exceptions.py b/spacy/lang/en/norm_exceptions.py
index 49c8ef6ab..402dc3c91 100644
--- a/spacy/lang/en/norm_exceptions.py
+++ b/spacy/lang/en/norm_exceptions.py
@@ -459,6 +459,8 @@ _exc = {
     "disorganised": "disorganized",
     "distil": "distill",
     "distils": "distills",
+    "doin": "doing",
+    "doin'": "doing",
     "dramatisation": "dramatization",
     "dramatisations": "dramatizations",
     "dramatise": "dramatize",
@@ -687,6 +689,8 @@ _exc = {
     "globalises": "globalizes",
     "globalising": "globalizing",
     "glueing ": "gluing ",
+    "goin": "going",
+    "goin'":"going",
     "goitre": "goiter",
     "goitres": "goiters",
     "gonorrhoea": "gonorrhea",
@@ -733,6 +737,8 @@ _exc = {
     "harmonised": "harmonized",
     "harmonises": "harmonizes",
     "harmonising": "harmonizing",
+    "havin": "having",
+    "havin'": "having",
     "homoeopath": "homeopath",
     "homoeopathic": "homeopathic",
     "homoeopaths": "homeopaths",
@@ -924,6 +930,8 @@ _exc = {
     "localised": "localized",
     "localises": "localizes",
     "localising": "localizing",
+    "lovin": "loving",
+    "lovin'": "loving",
     "louvre": "louver",
     "louvred": "louvered",
     "louvres": "louvers ",
diff --git a/spacy/lang/en/tokenizer_exceptions.py b/spacy/lang/en/tokenizer_exceptions.py
index e870307af..064b7ea59 100644
--- a/spacy/lang/en/tokenizer_exceptions.py
+++ b/spacy/lang/en/tokenizer_exceptions.py
@@ -387,6 +387,21 @@ for exc_data in [
     {ORTH: "O'clock", LEMMA: "o'clock", NORM: "o'clock"},
     {ORTH: "lovin'", LEMMA: "love", NORM: "loving"},
     {ORTH: "Lovin'", LEMMA: "love", NORM: "loving"},
+    {ORTH: "lovin", LEMMA: "love", NORM: "loving"},
+    {ORTH: "Lovin", LEMMA: "love", NORM: "loving"},
+    {ORTH: "havin'", LEMMA: "have", NORM: "having"},
+    {ORTH: "Havin'", LEMMA: "have", NORM: "having"},
+    {ORTH: "havin", LEMMA: "have", NORM: "having"},
+    {ORTH: "Havin", LEMMA: "have", NORM: "having"},
+    {ORTH: "doin'", LEMMA: "do", NORM: "doing"},
+    {ORTH: "Doin'", LEMMA: "do", NORM: "doing"},
+    {ORTH: "doin", LEMMA: "do", NORM: "doing"},
+    {ORTH: "Doin", LEMMA: "do", NORM: "doing"},
+    {ORTH: "goin'", LEMMA: "go", NORM: "going"},
+    {ORTH: "Goin'", LEMMA: "go", NORM: "going"},
+    {ORTH: "goin", LEMMA: "go", NORM: "going"},
+    {ORTH: "Goin", LEMMA: "go", NORM: "going"},
+
 
     {ORTH: "Mt.", LEMMA: "Mount", NORM: "Mount"},
     {ORTH: "Ak.", LEMMA: "Alaska", NORM: "Alaska"},