diff --git a/Samples.md b/Samples.md
index 7e723fa..239eed6 100644
--- a/Samples.md
+++ b/Samples.md
@@ -1,12 +1,10 @@
-### Test results
-
+# Samples
 
 Those samples are largely inspired by this page:
 > http://cairographics.org/samples/
 
 
 ## Test Rectangle
-![test_results/TestRectangle.png](test_results/TestPath.png)
 
 ```go
 func TestRectangle() {
@@ -21,8 +19,9 @@ func TestRectangle() {
 }
 ```
 
+![samples/TestRectangle.png](samples/TestRectangle.png)
+
 ## Test Draw Arc
-![test_results/TestDrawArc.png](test_results/TestDrawArc.png)
 
 ```go
 func TestDrawArc() {
@@ -54,9 +53,9 @@ func TestDrawArc() {
 }
 ```
 
-## Test Draw Arc Negative
-![test_results/TestDrawArcNegative.png](test_results/TestDrawArcNegative.png)
+![samples/TestDrawArc.png](samples/TestDrawArc.png)
 
+## Test Draw Arc Negative
 
 ```go
 func TestDrawArcNegative() {
@@ -88,8 +87,9 @@ func TestDrawArcNegative() {
 }
 ```
 
+![samples/TestDrawArcNegative.png](samples/TestDrawArcNegative.png)
+
 ## Test Curve Rectangle
-![test_results/TestCurveRectangle.png](test_results/TestCurveRectangle.png)
 
 ```go
 func TestCurveRectangle() {
@@ -148,8 +148,10 @@ func TestCurveRectangle() {
 }
 ```
 
+![samples/TestCurveRectangle.png](samples/TestCurveRectangle.png)
+
+
 ## Test Draw Cubic Curve
-![test_results/TestDrawCubicCurve.png](test_results/TestDrawCubicCurve.png)
 
 ```go
 func TestDrawCubicCurve() {
@@ -177,11 +179,13 @@ func TestDrawCubicCurve() {
 	gc.Stroke()
 	saveToPngFile("TestDrawCubicCurve", i)
 }
-
 ```
 
+![samples/TestDrawCubicCurve.png](samples/TestDrawCubicCurve.png)
+
 ## Test Dash ##
-![test_results/TestDash.png](test_results/TestDash.png)
+
+![samples/TestDash.png](samples/TestDash.png)
 
 ```go
 func TestDash() {
@@ -203,7 +207,6 @@ func TestDash() {
 ```
 
 ## Test Fill Stroke ##
-![test_results/TestFillStroke.png](test_results/TestFillStroke.png)
 
 ```go
 func TestFillStroke() {
@@ -228,8 +231,10 @@ func TestFillStroke() {
 }
 ```
 
+![samples/TestFillStroke.png](samples/TestFillStroke.png)
+
+
 ## Test Fill Style
-![test_results/TestFillStyle.png](test_results/TestFillStyle.png)
 
 ```go
 func TestFillStyle() {
@@ -262,8 +267,9 @@ func TestFillStyle() {
 }
 ```
 
+![samples/TestFillStyle.png](samples/TestFillStyle.png)
+
 ## Test Multi Segment Caps
-![test_results/TestMultiSegmentCaps.png](test_results/TestMultiSegmentCaps.png)
 
 ```go
 func TestMultiSegmentCaps() {
@@ -284,8 +290,9 @@ func TestMultiSegmentCaps() {
 }
 ```
 
+![samples/TestMultiSegmentCaps.png](samples/TestMultiSegmentCaps.png)
+
 ## Test Round Rectangle
-![test_results/TestRoundRectangle.png](test_results/TestRoundRectangle.png)
 
 ```go
 func TestRoundRectangle() {
@@ -314,8 +321,9 @@ func TestRoundRectangle() {
 }
 ```
 
+![samples/TestRoundRectangle.png](samples/TestRoundRectangle.png)
+
 ## Test Line Cap
-![test_results/TestLineCap.png](test_results/TestLineCap.png)
 
 ```go
 func TestLineCap() {
@@ -348,8 +356,9 @@ func TestLineCap() {
 }
 ```
 
+![samples/TestLineCap.png](samples/TestLineCap.png)
+
 ## Test Line Join
-![test_results/TestLineJoin.png](test_results/TestLineJoin.png)
 
 ```go
 func TestLineJoin() {
@@ -376,8 +385,9 @@ func TestLineJoin() {
 }
 ```
 
+![samples/TestLineJoin.png](samples/TestLineJoin.png)
+
 ## Test Bubble
-![test_results/TestBubble.png](test_results/TestBubble.png)
 
 ```go
 func TestBubble() {
@@ -395,8 +405,9 @@ func TestBubble() {
 }
 ```
 
+![samples/TestBubble.png](samples/TestBubble.png)
+
 ## Test Star
-![test_results/TestStar.png](test_results/TestStar.png)
 
 ```go
 func TestStar() {
@@ -415,8 +426,9 @@ func TestStar() {
 }
 ```
 
+![samples/TestStar.png](samples/TestStar.png)
+
 ## Test Transform
-![test_results/TestTransform.png](test_results/TestTransform.png)
 
 ```go
 func TestTransform() {
@@ -474,8 +486,9 @@ func TestTransform() {
 }
 ```
 
+![samples/TestTransform.png](samples/TestTransform.png)
+
 ## Test Path Transform
-![test_results/TestPathTransform.png](test_results/TestPathTransform.png)
 
 ```go
 func TestPathTransform() {
@@ -488,8 +501,9 @@ func TestPathTransform() {
 }
 ```
 
+![samples/TestPathTransform.png](samples/TestPathTransform.png)
+
 ## Test Android
-![test_results/TestAndroid.png](test_results/TestAndroid.png)
 
 ```go
 func android(gc *draw2d.GraphicContext, x, y float) {
@@ -521,8 +535,9 @@ func android(gc *draw2d.GraphicContext, x, y float) {
 }
 ```
 
+![samples/TestAndroid.png](samples/TestAndroid.png)
+
 ## Test Gopher
-![test_results/TestGopher.png](test_results/TestGopher.png)
 
 ```go
 func gordon(gc *draw2d.GraphicContext, x, y, w, h float) {
@@ -591,8 +606,9 @@ func gordon(gc *draw2d.GraphicContext, x, y, w, h float) {
 }
 ```
 
+![samples/TestGopher.png](samples/TestGopher.png)
+
 ## Test Fill String
-![test_results/TestFillString.png](test_results/TestFillString.png)
 
 ```go
 func TestFillString() {
@@ -608,4 +624,11 @@ func TestFillString() {
 	gc.FillString("cou")
 	saveToPngFile("TestFillString", i)
 }
-```
\ No newline at end of file
+```
+
+![samples/TestFillString.png](samples/TestFillString.png)
+
+
+## Reference
+
+see corresponding [samples.go](samples/samples.go) file.
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