diff --git a/__pycache__/tsneGrid.cpython-37.pyc b/__pycache__/tsneGrid.cpython-37.pyc
index ec9b3f4..08b5106 100644
Binary files a/__pycache__/tsneGrid.cpython-37.pyc and b/__pycache__/tsneGrid.cpython-37.pyc differ
diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/07f3959816270a7852c2ba887cc72d80/metadata.json b/cachedir/joblib/tsneGrid/wrapGetResults/07f3959816270a7852c2ba887cc72d80/metadata.json
new file mode 100644
index 0000000..83c8cb4
--- /dev/null
+++ b/cachedir/joblib/tsneGrid/wrapGetResults/07f3959816270a7852c2ba887cc72d80/metadata.json
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diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/07f3959816270a7852c2ba887cc72d80/output.pkl b/cachedir/joblib/tsneGrid/wrapGetResults/07f3959816270a7852c2ba887cc72d80/output.pkl
new file mode 100644
index 0000000..8e1bafb
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diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/34cc986d86e640b343f44ba734ebffcd/metadata.json b/cachedir/joblib/tsneGrid/wrapGetResults/34cc986d86e640b343f44ba734ebffcd/metadata.json
new file mode 100644
index 0000000..42fccb6
--- /dev/null
+++ b/cachedir/joblib/tsneGrid/wrapGetResults/34cc986d86e640b343f44ba734ebffcd/metadata.json
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diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/34cc986d86e640b343f44ba734ebffcd/output.pkl b/cachedir/joblib/tsneGrid/wrapGetResults/34cc986d86e640b343f44ba734ebffcd/output.pkl
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diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/metadata.json b/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/metadata.json
new file mode 100644
index 0000000..2a5969c
--- /dev/null
+++ b/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/metadata.json
@@ -0,0 +1 @@
+{"duration": 0.8528158664703369, "input_args": {"listofParamsPlusData": "[(array([[5.1, 3.5, 1.4, 0.2],\n       [4.9, 3. , 1.4, 0.2],\n       [4.7, 3.2, 1.3, 0.2],\n       [4.6, 3.1, 1.5, 0.2],\n       [5. , 3.6, 1.4, 0.2],\n       [5.4, 3.9, 1.7, 0.4],\n       [4.6, 3.4, 1.4, 0.3],\n       [5. , 3.4, 1.5, 0.2],\n       [4.4, 2.9, 1.4, 0.2],\n       [4.9, 3.1, 1.5, 0.1],\n       [5.4, 3.7, 1.5, 0.2],\n       [4.8, 3.4, 1.6, 0.2],\n       [4.8, 3. , 1.4, 0.1],\n       [4.3, 3. , 1.1, 0.1],\n       [5.8, 4. , 1.2, 0.2],\n       [5.7, 4.4, 1.5, 0.4],\n       [5.4, 3.9, 1.3, 0.4],\n       [5.1, 3.5, 1.4, 0.3],\n       [5.7, 3.8, 1.7, 0.3],\n       [5.1, 3.8, 1.5, 0.3],\n       [5.4, 3.4, 1.7, 0.2],\n       [5.1, 3.7, 1.5, 0.4],\n       [4.6, 3.6, 1. , 0.2],\n       [5.1, 3.3, 1.7, 0.5],\n       [4.8, 3.4, 1.9, 0.2],\n       [5. , 3. , 1.6, 0.2],\n       [5. , 3.4, 1.6, 0.4],\n       [5.2, 3.5, 1.5, 0.2],\n       [5.2, 3.4, 1.4, 0.2],\n       [4.7, 3.2, 1.6, 0.2],\n       [4.8, 3.1, 1.6, 0.2],\n       [5.4, 3.4, 1.5, 0.4],\n       [5.2, 4.1, 1.5, 0.1],\n       [5.5, 4.2, 1.4, 0.2],\n       [4.9, 3.1, 1.5, 0.1],\n       [5. , 3.2, 1.2, 0.2],\n       [5.5, 3.5, 1.3, 0.2],\n       [4.9, 3.1, 1.5, 0.1],\n       [4.4, 3. , 1.3, 0.2],\n       [5.1, 3.4, 1.5, 0.2],\n       [5. , 3.5, 1.3, 0.3],\n       [4.5, 2.3, 1.3, 0.3],\n       [4.4, 3.2, 1.3, 0.2],\n       [5. , 3.5, 1.6, 0.6],\n       [5.1, 3.8, 1.9, 0.4],\n       [4.8, 3. , 1.4, 0.3],\n       [5.1, 3.8, 1.6, 0.2],\n       [4.6, 3.2, 1.4, 0.2],\n       [5.3, 3.7, 1.5, 0.2],\n       [5. , 3.3, 1.4, 0.2],\n       [7. , 3.2, 4.7, 1.4],\n       [6.4, 3.2, 4.5, 1.5],\n       [6.9, 3.1, 4.9, 1.5],\n       [5.5, 2.3, 4. , 1.3],\n       [6.5, 2.8, 4.6, 1.5],\n       [5.7, 2.8, 4.5, 1.3],\n       [6.3, 3.3, 4.7, 1.6],\n       [4.9, 2.4, 3.3, 1. ],\n       [6.6, 2.9, 4.6, 1.3],\n       [5.2, 2.7, 3.9, 1.4],\n       [5. , 2. , 3.5, 1. ],\n       [5.9, 3. , 4.2, 1.5],\n       [6. , 2.2, 4. , 1. ],\n       [6.1, 2.9, 4.7, 1.4],\n       [5.6, 2.9, 3.6, 1.3],\n       [6.7, 3.1, 4.4, 1.4],\n       [5.6, 3. , 4.5, 1.5],\n       [5.8, 2.7, 4.1, 1. ],\n       [6.2, 2.2, 4.5, 1.5],\n       [5.6, 2.5, 3.9, 1.1],\n       [5.9, 3.2, 4.8, 1.8],\n       [6.1, 2.8, 4. , 1.3],\n       [6.3, 2.5, 4.9, 1.5],\n       [6.1, 2.8, 4.7, 1.2],\n       [6.4, 2.9, 4.3, 1.3],\n       [6.6, 3. , 4.4, 1.4],\n       [6.8, 2.8, 4.8, 1.4],\n       [6.7, 3. , 5. , 1.7],\n       [6. , 2.9, 4.5, 1.5],\n       [5.7, 2.6, 3.5, 1. ],\n       [5.5, 2.4, 3.8, 1.1],\n       [5.5, 2.4, 3.7, 1. ],\n       [5.8, 2.7, 3.9, 1.2],\n       [6. , 2.7, 5.1, 1.6],\n       [5.4, 3. , 4.5, 1.5],\n       [6. , 3.4, 4.5, 1.6],\n       [6.7, 3.1, 4.7, 1.5],\n       [6.3, 2.3, 4.4, 1.3],\n       [5.6, 3. , 4.1, 1.3],\n       [5.5, 2.5, 4. , 1.3],\n       [5.5, 2.6, 4.4, 1.2],\n       [6.1, 3. , 4.6, 1.4],\n       [5.8, 2.6, 4. , 1.2],\n       [5. , 2.3, 3.3, 1. ],\n       [5.6, 2.7, 4.2, 1.3],\n       [5.7, 3. , 4.2, 1.2],\n       [5.7, 2.9, 4.2, 1.3],\n       [6.2, 2.9, 4.3, 1.3],\n       [5.1, 2.5, 3. , 1.1],\n       [5.7, 2.8, 4.1, 1.3],\n       [6.3, 3.3, 6. , 2.5],\n       [5.8, 2.7, 5.1, 1.9],\n       [7.1, 3. , 5.9, 2.1],\n       [6.3, 2.9, 5.6, 1.8],\n       [6.5, 3. , 5.8, 2.2],\n       [7.6, 3. , 6.6, 2.1],\n       [4.9, 2.5, 4.5, 1.7],\n       [7.3, 2.9, 6.3, 1.8],\n       [6.7, 2.5, 5.8, 1.8],\n       [7.2, 3.6, 6.1, 2.5],\n       [6.5, 3.2, 5.1, 2. ],\n       [6.4, 2.7, 5.3, 1.9],\n       [6.8, 3. , 5.5, 2.1],\n       [5.7, 2.5, 5. , 2. ],\n       [5.8, 2.8, 5.1, 2.4],\n       [6.4, 3.2, 5.3, 2.3],\n       [6.5, 3. , 5.5, 1.8],\n       [7.7, 3.8, 6.7, 2.2],\n       [7.7, 2.6, 6.9, 2.3],\n       [6. , 2.2, 5. , 1.5],\n       [6.9, 3.2, 5.7, 2.3],\n       [5.6, 2.8, 4.9, 2. ],\n       [7.7, 2.8, 6.7, 2. ],\n       [6.3, 2.7, 4.9, 1.8],\n       [6.7, 3.3, 5.7, 2.1],\n       [7.2, 3.2, 6. , 1.8],\n       [6.2, 2.8, 4.8, 1.8],\n       [6.1, 3. , 4.9, 1.8],\n       [6.4, 2.8, 5.6, 2.1],\n       [7.2, 3. , 5.8, 1.6],\n       [7.4, 2.8, 6.1, 1.9],\n       [7.9, 3.8, 6.4, 2. ],\n       [6.4, 2.8, 5.6, 2.2],\n       [6.3, 2.8, 5.1, 1.5],\n       [6.1, 2.6, 5.6, 1.4],\n       [7.7, 3. , 6.1, 2.3],\n       [6.3, 3.4, 5.6, 2.4],\n       [6.4, 3.1, 5.5, 1.8],\n       [6. , 3. , 4.8, 1.8],\n       [6.9, 3.1, 5.4, 2.1],\n       [6.7, 3.1, 5.6, 2.4],\n       [6.9, 3.1, 5.1, 2.3],\n       [5.8, 2.7, 5.1, 1.9],\n       [6.8, 3.2, 5.9, 2.3],\n       [6.7, 3.3, 5.7, 2.5],\n       [6.7, 3. , 5.2, 2.3],\n       [6.3, 2.5, 5. , 1.9],\n       [6.5, 3. , 5.2, 2. ],\n       [6.2, 3.4, 5.4, 2.3],\n       [5.9, 3. , 5.1, 1.8]]), 2, 15, 1, 1137, False, 4, True, 500, True, True, True)]"}}
\ No newline at end of file
diff --git a/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/output.pkl b/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/output.pkl
new file mode 100644
index 0000000..2b84b36
Binary files /dev/null and b/cachedir/joblib/tsneGrid/wrapGetResults/3fbe37166e5bd4ae2546f49d2a236e3c/output.pkl differ
diff --git a/js/tsne_vis.js b/js/tsne_vis.js
index f7dba62..7aee690 100755
--- a/js/tsne_vis.js
+++ b/js/tsne_vis.js
@@ -3374,6 +3374,7 @@ function ShepardHeatMap () {
 
           //var colors = ["#f7fbff","#deebf7","#c6dbef","#9ecae1","#6baed6","#4292c6","#2171b5","#08519c","#08306b"];
      // Add dots
+     // opacity for Shepard Diagram
      svg.append('g')
      .selectAll("dot")
      .data(dist_list_all)
@@ -3382,6 +3383,7 @@ function ShepardHeatMap () {
        .attr("cx", function (d) { if (d.TwoD === 'undefined') {} else {return x(d.TwoD);} } )
        .attr("cy", function (d) { if (d.ND === 'undefined') {} else {return y(d.ND); } } )
        .attr("r", 1.5)
+       .style("opacity", 0.05)
        .style("fill", "#323232");
   }
 }