diff --git a/README.md b/README.md
index 8de8319673..00ea438855 100644
--- a/README.md
+++ b/README.md
@@ -881,9 +881,9 @@ For more, see [pandas-vet](https://pypi.org/project/pandas-vet/0.2.3/) on PyPI.
 | PDV002 | UseOfInplaceArgument | `inplace=True` should be avoided; it has inconsistent behavior |  |
 | PDV003 | UseOfDotIsNull | `.isna` is preferred to `.isnull`; functionality is equivalent |  |
 | PDV004 | UseOfDotNotNull | `.notna` is preferred to `.notnull`; functionality is equivalent |  |
-| PDV007 | UseOfDotIx | ``ix` i` deprecated; use more explicit `.loc` o` `.iloc` |  |
+| PDV007 | UseOfDotIx | `.ix` is deprecated; use more explicit `.loc` or `.iloc` |  |
 | PDV008 | UseOfDotAt | Use `.loc` instead of `.at`.  If speed is important, use numpy. |  |
-| PDV009 | UseOfDotIat | Use `.iloc` instea` of `.iat`.  If speed is important, use numpy. |  |
+| PDV009 | UseOfDotIat | Use `.iloc` instead of `.iat`.  If speed is important, use numpy. |  |
 | PDV010 | UseOfDotPivotOrUnstack | `.pivot_table` is preferred to `.pivot` or `.unstack`; provides same functionality |  |
 | PDV011 | UseOfDotValues | Use `.to_numpy()` instead of `.values` |  |
 | PDV012 | UseOfDotReadTable | `.read_csv` is preferred to `.read_table`; provides same functionality |  |
diff --git a/src/checks.rs b/src/checks.rs
index 72be66aeeb..bd7e0f209d 100644
--- a/src/checks.rs
+++ b/src/checks.rs
@@ -2711,13 +2711,13 @@ impl CheckKind {
                 "`.notna` is preferred to `.notnull`; functionality is equivalent".to_string()
             }
             CheckKind::UseOfDotIx => {
-                "``ix` i` deprecated; use more explicit `.loc` o` `.iloc`".to_string()
+                "`.ix` is deprecated; use more explicit `.loc` or `.iloc`".to_string()
             }
             CheckKind::UseOfDotAt => {
                 "Use `.loc` instead of `.at`.  If speed is important, use numpy.".to_string()
             }
             CheckKind::UseOfDotIat => {
-                "Use `.iloc` instea` of `.iat`.  If speed is important, use numpy.".to_string()
+                "Use `.iloc` instead of `.iat`.  If speed is important, use numpy.".to_string()
             }
             CheckKind::UseOfDotPivotOrUnstack => "`.pivot_table` is preferred to `.pivot` or \
                                                   `.unstack`; provides same functionality"