diff --git a/platform/darwin/src/MGLMapCamera.mm b/platform/darwin/src/MGLMapCamera.mm
index ecac2892b1d..49c7e70900f 100644
--- a/platform/darwin/src/MGLMapCamera.mm
+++ b/platform/darwin/src/MGLMapCamera.mm
@@ -24,17 +24,21 @@ + (instancetype)cameraLookingAtCenterCoordinate:(CLLocationCoordinate2D)centerCo
                               fromEyeCoordinate:(CLLocationCoordinate2D)eyeCoordinate
                                     eyeAltitude:(CLLocationDistance)eyeAltitude
 {
-    mbgl::LatLng centerLatLng = MGLLatLngFromLocationCoordinate2D(centerCoordinate);
-    mbgl::LatLng eyeLatLng = MGLLatLngFromLocationCoordinate2D(eyeCoordinate);
-
-    mbgl::ProjectedMeters centerMeters = mbgl::Projection::projectedMetersForLatLng(centerLatLng);
-    mbgl::ProjectedMeters eyeMeters = mbgl::Projection::projectedMetersForLatLng(eyeLatLng);
-    CLLocationDirection heading = std::atan((centerMeters.northing - eyeMeters.northing) /
-                                            (centerMeters.easting - eyeMeters.easting));
-
-    double groundDistance = std::hypot(centerMeters.northing - eyeMeters.northing,
-                                       centerMeters.easting - eyeMeters.easting);
-    CGFloat pitch = std::atan(eyeAltitude / groundDistance);
+    CLLocationDirection heading = -1;
+    CGFloat pitch = -1;
+    if (CLLocationCoordinate2DIsValid(centerCoordinate) && CLLocationCoordinate2DIsValid(eyeCoordinate)) {
+        mbgl::LatLng centerLatLng = MGLLatLngFromLocationCoordinate2D(centerCoordinate);
+        mbgl::LatLng eyeLatLng = MGLLatLngFromLocationCoordinate2D(eyeCoordinate);
+        
+        mbgl::ProjectedMeters centerMeters = mbgl::Projection::projectedMetersForLatLng(centerLatLng);
+        mbgl::ProjectedMeters eyeMeters = mbgl::Projection::projectedMetersForLatLng(eyeLatLng);
+        heading = std::atan((centerMeters.northing - eyeMeters.northing) /
+                            (centerMeters.easting - eyeMeters.easting));
+        
+        double groundDistance = std::hypot(centerMeters.northing - eyeMeters.northing,
+                                           centerMeters.easting - eyeMeters.easting);
+        pitch = std::atan(eyeAltitude / groundDistance);
+    }
 
     return [[self alloc] initWithCenterCoordinate:centerCoordinate
                                          altitude:eyeAltitude
diff --git a/platform/darwin/src/MGLMultiPoint.mm b/platform/darwin/src/MGLMultiPoint.mm
index 4ab4ceb0070..ef46bbb0fee 100644
--- a/platform/darwin/src/MGLMultiPoint.mm
+++ b/platform/darwin/src/MGLMultiPoint.mm
@@ -163,6 +163,10 @@ - (MGLCoordinateBounds)overlayBounds
     if (!_bounds) {
         mbgl::LatLngBounds bounds = mbgl::LatLngBounds::empty();
         for (auto coordinate : _coordinates) {
+            if (!CLLocationCoordinate2DIsValid(coordinate)) {
+                bounds = mbgl::LatLngBounds::empty();
+                break;
+            }
             bounds.extend(MGLLatLngFromLocationCoordinate2D(coordinate));
         }
         _bounds = bounds;
diff --git a/platform/darwin/src/MGLPointCollection.mm b/platform/darwin/src/MGLPointCollection.mm
index d8f0f0d3dca..8f20d91a429 100644
--- a/platform/darwin/src/MGLPointCollection.mm
+++ b/platform/darwin/src/MGLPointCollection.mm
@@ -54,6 +54,10 @@ - (MGLCoordinateBounds)overlayBounds {
     if (!_bounds) {
         mbgl::LatLngBounds bounds = mbgl::LatLngBounds::empty();
         for (auto coordinate : _coordinates) {
+            if (!CLLocationCoordinate2DIsValid(coordinate)) {
+                bounds = mbgl::LatLngBounds::empty();
+                break;
+            }
             bounds.extend(MGLLatLngFromLocationCoordinate2D(coordinate));
         }
         _bounds = bounds;
@@ -119,8 +123,9 @@ - (NSDictionary *)geoJSONDictionary
 
 - (NSString *)description
 {
-    return [NSString stringWithFormat:@"<%@: %p; count = %lu>",
-            NSStringFromClass([self class]), (void *)self, (unsigned long)[self pointCount]];
+    return [NSString stringWithFormat:@"<%@: %p; count = %lu; bounds = %@>",
+            NSStringFromClass([self class]), (void *)self, (unsigned long)[self pointCount],
+            MGLStringFromCoordinateBounds(self.overlayBounds)];
 }
 
 @end
diff --git a/platform/ios/src/MGLMapView.mm b/platform/ios/src/MGLMapView.mm
index f5c3ce3ba6c..d80e741c000 100644
--- a/platform/ios/src/MGLMapView.mm
+++ b/platform/ios/src/MGLMapView.mm
@@ -2843,6 +2843,10 @@ - (CLLocationCoordinate2D)convertPoint:(CGPoint)point toCoordinateFromView:(null
 
 - (CGPoint)convertCoordinate:(CLLocationCoordinate2D)coordinate toPointToView:(nullable UIView *)view
 {
+    if ( ! CLLocationCoordinate2DIsValid(coordinate))
+    {
+        return CGPointMake(NAN, NAN);
+    }
     return [self convertLatLng:MGLLatLngFromLocationCoordinate2D(coordinate) toPointToView:view];
 }
 
@@ -2860,6 +2864,10 @@ - (MGLCoordinateBounds)convertRect:(CGRect)rect toCoordinateBoundsFromView:(null
 
 - (CGRect)convertCoordinateBounds:(MGLCoordinateBounds)bounds toRectToView:(nullable UIView *)view
 {
+    if ( ! CLLocationCoordinate2DIsValid(bounds.sw) || ! CLLocationCoordinate2DIsValid(bounds.ne))
+    {
+        return CGRectNull;
+    }
     return [self convertLatLngBounds:MGLLatLngBoundsFromCoordinateBounds(bounds) toRectToView:view];
 }
 
diff --git a/platform/macos/src/MGLMapView.mm b/platform/macos/src/MGLMapView.mm
index 42f38cd99f0..e19755044b3 100644
--- a/platform/macos/src/MGLMapView.mm
+++ b/platform/macos/src/MGLMapView.mm
@@ -2618,6 +2618,9 @@ - (void)prepareForInterfaceBuilder {
 #pragma mark Geometric methods
 
 - (NSPoint)convertCoordinate:(CLLocationCoordinate2D)coordinate toPointToView:(nullable NSView *)view {
+    if (!CLLocationCoordinate2DIsValid(coordinate)) {
+        return NSMakePoint(NAN, NAN);
+    }
     return [self convertLatLng:MGLLatLngFromLocationCoordinate2D(coordinate) toPointToView:view];
 }
 
@@ -2644,6 +2647,9 @@ - (CLLocationCoordinate2D)convertPoint:(NSPoint)point toCoordinateFromView:(null
 }
 
 - (NSRect)convertCoordinateBounds:(MGLCoordinateBounds)bounds toRectToView:(nullable NSView *)view {
+    if (!CLLocationCoordinate2DIsValid(bounds.sw) || !CLLocationCoordinate2DIsValid(bounds.ne)) {
+        return CGRectNull;
+    }
     return [self convertLatLngBounds:MGLLatLngBoundsFromCoordinateBounds(bounds) toRectToView:view];
 }