diff --git a/viz/js/circle_pack_viz/dist/index_orig.html b/viz/js/circle_pack_viz/dist/index_fold.html
similarity index 100%
rename from viz/js/circle_pack_viz/dist/index_orig.html
rename to viz/js/circle_pack_viz/dist/index_fold.html
diff --git a/viz/js/circle_pack_viz/dist/viz.json b/viz/js/circle_pack_viz/dist/viz.json
index 3b3a9ad..699e9e9 100644
--- a/viz/js/circle_pack_viz/dist/viz.json
+++ b/viz/js/circle_pack_viz/dist/viz.json
@@ -2,15 +2,7 @@
 {
 "name": "supercluster_1", "children": [
 {
-"name": "subcluster_21", "children": [
-{
-"name": "STK40", "size": 1, "studied": "dark"}, 
- {"name": "STK17B", "size": 1, "studied": "dark"}, 
- {"name": "TRIB1", "size": 1, "studied": "well"}, 
- {"name": "TRIB2", "size": 1, "studied": "well"}]}
-,
- 
- {"name": "subcluster_8", "children": [
+"name": "subcluster_8", "children": [
 {
 "name": "MAPK6", "size": 1, "studied": "well"}, 
  {"name": "CDC42BPA", "size": 2, "studied": "dark"}, 
@@ -51,7 +43,15 @@
  {"name": "EPHA6", "size": 1, "studied": "well"}, 
  {"name": "EPHA10", "size": 1, "studied": "well"}, 
  {"name": "PTK7", "size": 1, "studied": "well"}, 
- {"name": "SMG1", "size": 1, "studied": "well"}]}]}
+ {"name": "SMG1", "size": 1, "studied": "well"}]}
+,
+ 
+ {"name": "subcluster_21", "children": [
+{
+"name": "STK40", "size": 1, "studied": "dark"}, 
+ {"name": "STK17B", "size": 1, "studied": "dark"}, 
+ {"name": "TRIB1", "size": 1, "studied": "well"}, 
+ {"name": "TRIB2", "size": 1, "studied": "well"}]}]}
 ,
  
  {"name": "supercluster_2", "children": [
@@ -65,24 +65,6 @@
  {"name": "DCLK1", "size": 1, "studied": "well"}]}
 ,
  
- {"name": "subcluster_9", "children": [
-{
-"name": "MARK4", "size": 3, "studied": "dark"}, 
- {"name": "PLK4", "size": 4, "studied": "well"}, 
- {"name": "CSNK1A1", "size": 3, "studied": "well"}, 
- {"name": "DAPK2", "size": 1, "studied": "well"}, 
- {"name": "EIF2AK4", "size": 1, "studied": "well"}, 
- {"name": "NEK11", "size": 1, "studied": "dark"}, 
- {"name": "NEK2", "size": 1, "studied": "well"}, 
- {"name": "TTBK1", "size": 1, "studied": "dark"}, 
- {"name": "TTBK2", "size": 1, "studied": "dark"}, 
- {"name": "CSNK1D", "size": 3, "studied": "well"}, 
- {"name": "CSNK1E", "size": 3, "studied": "well"}, 
- {"name": "TSSK2", "size": 1, "studied": "dark"}, 
- {"name": "NME7", "size": 1, "studied": "well"}, 
- {"name": "CDK11A", "size": 1, "studied": "dark"}]}
-,
- 
  {"name": "subcluster_2", "children": [
 {
 "name": "ATR", "size": 1, "studied": "well"}, 
@@ -207,7 +189,25 @@
  {"name": "CLK4", "size": 2, "studied": "dark"}, 
  {"name": "COQ8B", "size": 1, "studied": "dark"}, 
  {"name": "SBK1", "size": 1, "studied": "dark"}, 
- {"name": "CDKL2", "size": 1, "studied": "dark"}]}]}
+ {"name": "CDKL2", "size": 1, "studied": "dark"}]}
+,
+ 
+ {"name": "subcluster_9", "children": [
+{
+"name": "MARK4", "size": 3, "studied": "dark"}, 
+ {"name": "PLK4", "size": 4, "studied": "well"}, 
+ {"name": "CSNK1A1", "size": 3, "studied": "well"}, 
+ {"name": "DAPK2", "size": 1, "studied": "well"}, 
+ {"name": "EIF2AK4", "size": 1, "studied": "well"}, 
+ {"name": "NEK11", "size": 1, "studied": "dark"}, 
+ {"name": "NEK2", "size": 1, "studied": "well"}, 
+ {"name": "TTBK1", "size": 1, "studied": "dark"}, 
+ {"name": "TTBK2", "size": 1, "studied": "dark"}, 
+ {"name": "CSNK1D", "size": 3, "studied": "well"}, 
+ {"name": "CSNK1E", "size": 3, "studied": "well"}, 
+ {"name": "TSSK2", "size": 1, "studied": "dark"}, 
+ {"name": "NME7", "size": 1, "studied": "well"}, 
+ {"name": "CDK11A", "size": 1, "studied": "dark"}]}]}
 ,
  
  {"name": "supercluster_3", "children": [
@@ -293,7 +293,14 @@
  
  {"name": "supercluster_4", "children": [
 {
-"name": "subcluster_1", "children": [
+"name": "subcluster_19", "children": [
+{
+"name": "CSNK1G1", "size": 2, "studied": "dark"}, 
+ {"name": "CSNK1G2", "size": 2, "studied": "dark"}, 
+ {"name": "CSNK1G3", "size": 3, "studied": "dark"}]}
+,
+ 
+ {"name": "subcluster_1", "children": [
 {
 "name": "PRKCD", "size": 4, "studied": "well"}, 
  {"name": "PRKCA", "size": 4, "studied": "well"}, 
@@ -349,13 +356,6 @@
  {"name": "CKMT2", "size": 1, "studied": "well"}]}
 ,
  
- {"name": "subcluster_19", "children": [
-{
-"name": "CSNK1G1", "size": 2, "studied": "dark"}, 
- {"name": "CSNK1G2", "size": 2, "studied": "dark"}, 
- {"name": "CSNK1G3", "size": 3, "studied": "dark"}]}
-,
- 
  {"name": "subcluster_16", "children": [
 {
 "name": "HK2", "size": 1, "studied": "well"}, 
@@ -365,20 +365,7 @@
  
  {"name": "supercluster_5", "children": [
 {
-"name": "subcluster_15", "children": [
-{
-"name": "RPS6KA4", "size": 3, "studied": "well"}, 
- {"name": "RPS6KA1", "size": 3, "studied": "well"}, 
- {"name": "RPS6KA3", "size": 3, "studied": "well"}, 
- {"name": "RPS6KA2", "size": 1, "studied": "well"}, 
- {"name": "RPS6KA5", "size": 3, "studied": "well"}, 
- {"name": "MAPK7", "size": 2, "studied": "well"}, 
- {"name": "RPS6KA6", "size": 4, "studied": "well"}, 
- {"name": "DYRK4", "size": 1, "studied": "dark"}, 
- {"name": "PKMYT1", "size": 2, "studied": "dark"}]}
-,
- 
- {"name": "subcluster_13", "children": [
+"name": "subcluster_13", "children": [
 {
 "name": "ARAF", "size": 2, "studied": "well"}, 
  {"name": "MAP2K1", "size": 4, "studied": "well"}, 
@@ -410,12 +397,33 @@
  {"name": "PRKX", "size": 3, "studied": "well"}, 
  {"name": "PGK2", "size": 1, "studied": "well"}, 
  {"name": "MAST4", "size": 1, "studied": "dark"}, 
- {"name": "AGK", "size": 1, "studied": "well"}]}]}
+ {"name": "AGK", "size": 1, "studied": "well"}]}
+,
+ 
+ {"name": "subcluster_15", "children": [
+{
+"name": "RPS6KA4", "size": 3, "studied": "well"}, 
+ {"name": "RPS6KA1", "size": 3, "studied": "well"}, 
+ {"name": "RPS6KA3", "size": 3, "studied": "well"}, 
+ {"name": "RPS6KA2", "size": 1, "studied": "well"}, 
+ {"name": "RPS6KA5", "size": 3, "studied": "well"}, 
+ {"name": "MAPK7", "size": 2, "studied": "well"}, 
+ {"name": "RPS6KA6", "size": 4, "studied": "well"}, 
+ {"name": "DYRK4", "size": 1, "studied": "dark"}, 
+ {"name": "PKMYT1", "size": 2, "studied": "dark"}]}]}
 ,
  
  {"name": "supercluster_6", "children": [
 {
-"name": "subcluster_17", "children": [
+"name": "subcluster_23", "children": [
+{
+"name": "NME1", "size": 1, "studied": "well"}, 
+ {"name": "NME4", "size": 1, "studied": "well"}, 
+ {"name": "NME2", "size": 1, "studied": "well"}, 
+ {"name": "NME3", "size": 1, "studied": "well"}]}
+,
+ 
+ {"name": "subcluster_17", "children": [
 {
 "name": "PRKACA", "size": 3, "studied": "well"}, 
  {"name": "CAMKK1", "size": 1, "studied": "dark"}, 
@@ -434,20 +442,6 @@
  {"name": "GRK7", "size": 1, "studied": "well"}]}
 ,
  
- {"name": "subcluster_25", "children": [
-{
-"name": "TRPM7", "size": 1, "studied": "well"}, 
- {"name": "TRPM6", "size": 1, "studied": "well"}]}
-,
- 
- {"name": "subcluster_23", "children": [
-{
-"name": "NME1", "size": 1, "studied": "well"}, 
- {"name": "NME4", "size": 1, "studied": "well"}, 
- {"name": "NME2", "size": 1, "studied": "well"}, 
- {"name": "NME3", "size": 1, "studied": "well"}]}
-,
- 
  {"name": "subcluster_4", "children": [
 {
 "name": "BRSK1", "size": 1, "studied": "dark"}, 
@@ -461,17 +455,11 @@
  {"name": "SIK3", "size": 4, "studied": "well"}]}
 ,
  
- {"name": "subcluster_18", "children": [
+ {"name": "subcluster_10", "children": [
 {
-"name": "PKM", "size": 1, "studied": "well"}, 
- {"name": "PFKL", "size": 1, "studied": "well"}, 
- {"name": "TESK1", "size": 2, "studied": "dark"}, 
- {"name": "PFKP", "size": 1, "studied": "well"}, 
- {"name": "PFKM", "size": 1, "studied": "well"}, 
- {"name": "HIPK1", "size": 1, "studied": "dark"}, 
- {"name": "DYRK3", "size": 1, "studied": "dark"}, 
- {"name": "STK33", "size": 1, "studied": "dark"}, 
- {"name": "DCLK2", "size": 1, "studied": "well"}]}
+"name": "PASK", "size": 1, "studied": "well"}, 
+ {"name": "STK16", "size": 4, "studied": "well"}, 
+ {"name": "SNRK", "size": 1, "studied": "well"}]}
 ,
  
  {"name": "subcluster_22", "children": [
@@ -496,13 +484,6 @@
  {"name": "GALK1", "size": 1, "studied": "well"}]}
 ,
  
- {"name": "subcluster_10", "children": [
-{
-"name": "PASK", "size": 1, "studied": "well"}, 
- {"name": "STK16", "size": 4, "studied": "well"}, 
- {"name": "SNRK", "size": 1, "studied": "well"}]}
-,
- 
  {"name": "subcluster_6", "children": [
 {
 "name": "MYLK", "size": 2, "studied": "well"}, 
@@ -512,7 +493,26 @@
  {"name": "CAMK2A", "size": 1, "studied": "well"}, 
  {"name": "CDKL5", "size": 2, "studied": "dark"}, 
  {"name": "PRKG2", "size": 1, "studied": "well"}, 
- {"name": "CAMK4", "size": 3, "studied": "well"}]}]}
+ {"name": "CAMK4", "size": 3, "studied": "well"}]}
+,
+ 
+ {"name": "subcluster_18", "children": [
+{
+"name": "PKM", "size": 1, "studied": "well"}, 
+ {"name": "PFKL", "size": 1, "studied": "well"}, 
+ {"name": "TESK1", "size": 2, "studied": "dark"}, 
+ {"name": "PFKP", "size": 1, "studied": "well"}, 
+ {"name": "PFKM", "size": 1, "studied": "well"}, 
+ {"name": "HIPK1", "size": 1, "studied": "dark"}, 
+ {"name": "DYRK3", "size": 1, "studied": "dark"}, 
+ {"name": "STK33", "size": 1, "studied": "dark"}, 
+ {"name": "DCLK2", "size": 1, "studied": "well"}]}
+,
+ 
+ {"name": "subcluster_25", "children": [
+{
+"name": "TRPM7", "size": 1, "studied": "well"}, 
+ {"name": "TRPM6", "size": 1, "studied": "well"}]}]}
 ,
  
  {"name": "supercluster_7", "children": [
@@ -592,6 +592,15 @@
  {"name": "CDKL4", "size": 1, "studied": "dark"}]}
 ,
  
+ {"name": "subcluster_12", "children": [
+{
+"name": "STK39", "size": 1, "studied": "well"}, 
+ {"name": "WNK1", "size": 1, "studied": "well"}, 
+ {"name": "WNK4", "size": 1, "studied": "well"}, 
+ {"name": "WNK2", "size": 1, "studied": "dark"}, 
+ {"name": "WNK3", "size": 1, "studied": "dark"}]}
+,
+ 
  {"name": "subcluster_5", "children": [
 {
 "name": "BMPR2", "size": 3, "studied": "well"}, 
@@ -614,16 +623,7 @@
  {"name": "ACVR2B", "size": 2, "studied": "well"}, 
  {"name": "VRK2", "size": 1, "studied": "dark"}, 
  {"name": "TSSK1B", "size": 1, "studied": "dark"}, 
- {"name": "UHMK1", "size": 1, "studied": "well"}]}
-,
- 
- {"name": "subcluster_12", "children": [
-{
-"name": "STK39", "size": 1, "studied": "well"}, 
- {"name": "WNK1", "size": 1, "studied": "well"}, 
- {"name": "WNK4", "size": 1, "studied": "well"}, 
- {"name": "WNK2", "size": 1, "studied": "dark"}, 
- {"name": "WNK3", "size": 1, "studied": "dark"}]}]}
+ {"name": "UHMK1", "size": 1, "studied": "well"}]}]}
 ,
  
  {"name": "supercluster_9", "children": [
diff --git a/viz/js/circle_pack_viz/jsonify_circle_packing.ipynb b/viz/js/circle_pack_viz/jsonify_circle_packing.ipynb
index d96ede2..8a2ed8b 100644
--- a/viz/js/circle_pack_viz/jsonify_circle_packing.ipynb
+++ b/viz/js/circle_pack_viz/jsonify_circle_packing.ipynb
@@ -11,7 +11,15 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ln: ./tools/tools: File exists\n"
+     ]
+    }
+   ],
    "source": [
     "# Important!\n",
     "# Rather than copy the tools from the src folder of the repository, \n",
@@ -62,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -71,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -209,28 +217,31 @@
    ],
    "source": [
     "cluster_dir = '../../../results/networkClusters/'\n",
+    "# cluster_dir = '../../../results/sensitivityNetworkClusters/'\n",
     "\n",
     "louvain_clusters =pd.read_csv(cluster_dir+'louvain_clusters.txt', sep ='\\t').set_index('names')\n",
+    "# louvain_clusters =pd.read_csv(cluster_dir+'fgr_mapk11_clusts.txt', sep ='\\t').set_index('names')\n",
     "louvain_clusters.index = pd.Series(louvain_clusters.index).apply(lambda x: hgnc_mapper[x])\n",
     "display(louvain_clusters.head(5))\n",
     "\n",
     "louvain_small_clusters =pd.read_csv(cluster_dir+'louvain_small_clusters.txt', sep ='\\t').set_index('names')\n",
+    "# louvain_small_clusters =pd.read_csv(cluster_dir+'fgr_mapk11_small_clusts.txt', sep ='\\t').set_index('names')\n",
     "louvain_small_clusters.index = pd.Series(louvain_small_clusters.index).apply(lambda x: hgnc_mapper[x])\n",
     "display(louvain_small_clusters.head(5))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1bda0978>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x10bf0a780>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -263,7 +274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -273,7 +284,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "metadata": {
     "scrolled": true
    },
@@ -309,7 +320,7 @@
        " 'subcluster_25': 'supercluster_6'}"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -320,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -393,7 +404,7 @@
        "4    LYN  PRKCD  3.082207"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -408,7 +419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -487,7 +498,7 @@
        "5  MAPKAPK2      VX-702  0.342705  0.743594"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -520,7 +531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -537,543 +548,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "{'MST1R': 3,\n",
-       " 'YES1': 4,\n",
-       " 'TYRO3': 1,\n",
-       " 'FGR': 2,\n",
-       " 'SRC': 4,\n",
-       " 'ATR': 1,\n",
-       " 'FLT1': 1,\n",
-       " 'LYN': 4,\n",
-       " 'PRKCD': 4,\n",
-       " 'SYK': 3,\n",
-       " 'MAP4K1': 4,\n",
-       " 'PDGFRB': 4,\n",
-       " 'PIK3CA': 1,\n",
-       " 'PHKG1': 1,\n",
-       " 'PHKG2': 3,\n",
-       " 'PDGFRA': 1,\n",
-       " 'EIF2AK2': 1,\n",
-       " 'ARAF': 2,\n",
-       " 'MAP2K1': 4,\n",
-       " 'RPS6KA4': 3,\n",
-       " 'KSR2': 1,\n",
-       " 'ABL1': 5,\n",
-       " 'ZAP70': 1,\n",
-       " 'PTK2B': 4,\n",
-       " 'MAP2K2': 4,\n",
-       " 'MAPK1': 2,\n",
-       " 'RPS6KA1': 3,\n",
-       " 'DYRK1B': 1,\n",
-       " 'PRKCA': 4,\n",
-       " 'MYLK': 2,\n",
-       " 'BMPR2': 3,\n",
-       " 'PRKCB': 3,\n",
-       " 'MAPK6': 1,\n",
-       " 'GSK3B': 4,\n",
-       " 'PDPK1': 4,\n",
-       " 'HK2': 1,\n",
-       " 'PRKCE': 2,\n",
-       " 'PIK3CB': 1,\n",
-       " 'MARK4': 3,\n",
-       " 'PRKCG': 1,\n",
-       " 'IRAK1': 3,\n",
-       " 'PRKCZ': 1,\n",
-       " 'MAP2K5': 4,\n",
-       " 'DAPK3': 1,\n",
-       " 'PKM': 1,\n",
-       " 'MARK2': 4,\n",
-       " 'BTK': 4,\n",
-       " 'PRKCQ': 3,\n",
-       " 'OBSCN': 1,\n",
-       " 'TTN': 1,\n",
-       " 'MOS': 1,\n",
-       " 'DDR2': 4,\n",
-       " 'MATK': 1,\n",
-       " 'TXK': 1,\n",
-       " 'EPHB2': 3,\n",
-       " 'PRKACA': 3,\n",
-       " 'GUCY2C': 1,\n",
-       " 'MAPK15': 2,\n",
-       " 'AMHR2': 1,\n",
-       " 'TGFBR1': 4,\n",
-       " 'ACVRL1': 1,\n",
-       " 'BMPR1B': 3,\n",
-       " 'MAP3K20': 4,\n",
-       " 'TGFBR2': 3,\n",
-       " 'CHUK': 1,\n",
-       " 'MAP3K8': 1,\n",
-       " 'MAP2K4': 1,\n",
-       " 'KDR': 1,\n",
-       " 'NTRK1': 4,\n",
-       " 'NTRK3': 1,\n",
-       " 'MAPK3': 2,\n",
-       " 'BRSK1': 1,\n",
-       " 'WEE1': 3,\n",
-       " 'RPS6KA3': 3,\n",
-       " 'STK11': 2,\n",
-       " 'PRKCI': 2,\n",
-       " 'MAP3K11': 4,\n",
-       " 'MAP2K7': 1,\n",
-       " 'IKBKB': 1,\n",
-       " 'PTK2': 4,\n",
-       " 'MAP3K10': 1,\n",
-       " 'MAP2K6': 3,\n",
-       " 'MAPK14': 3,\n",
-       " 'MAP2K3': 2,\n",
-       " 'MAPKAPK5': 2,\n",
-       " 'MAP3K12': 1,\n",
-       " 'MARK3': 4,\n",
-       " 'STK39': 1,\n",
-       " 'RYK': 1,\n",
-       " 'EPHB3': 3,\n",
-       " 'PLK4': 4,\n",
-       " 'TEC': 3,\n",
-       " 'TRIO': 1,\n",
-       " 'BMPR1A': 2,\n",
-       " 'MAPK8': 4,\n",
-       " 'PRKDC': 1,\n",
-       " 'ATM': 1,\n",
-       " 'CAMK2G': 3,\n",
-       " 'PKN1': 4,\n",
-       " 'MAP3K7': 1,\n",
-       " 'MAP3K2': 3,\n",
-       " 'MAPK12': 1,\n",
-       " 'MAPK13': 1,\n",
-       " 'CDC42BPA': 2,\n",
-       " 'LIMK1': 4,\n",
-       " 'LATS1': 4,\n",
-       " 'MAPK9': 4,\n",
-       " 'MAPK10': 3,\n",
-       " 'RPS6KA2': 1,\n",
-       " 'TRIM24': 1,\n",
-       " 'TRIM28': 1,\n",
-       " 'MKNK1': 1,\n",
-       " 'LIMK2': 3,\n",
-       " 'RPS6KA5': 3,\n",
-       " 'RPS6KB1': 2,\n",
-       " 'STRADA': 1,\n",
-       " 'ILK': 1,\n",
-       " 'BUB1B': 1,\n",
-       " 'MAP3K4': 3,\n",
-       " 'MAP3K3': 3,\n",
-       " 'MAP3K5': 3,\n",
-       " 'ERN1': 3,\n",
-       " 'MAPK7': 2,\n",
-       " 'SGK1': 1,\n",
-       " 'PKN2': 3,\n",
-       " 'OXSR1': 1,\n",
-       " 'PAK1': 1,\n",
-       " 'MAP3K14': 1,\n",
-       " 'MAPK11': 3,\n",
-       " 'NEK6': 1,\n",
-       " 'CAMKK1': 1,\n",
-       " 'PDK2': 1,\n",
-       " 'CHEK1': 3,\n",
-       " 'TLK1': 1,\n",
-       " 'EIF2AK3': 1,\n",
-       " 'RIPK1': 1,\n",
-       " 'CHEK2': 1,\n",
-       " 'SGK2': 1,\n",
-       " 'SGK3': 1,\n",
-       " 'RPS6KB2': 1,\n",
-       " 'PRKCH': 2,\n",
-       " 'PRKD1': 1,\n",
-       " 'CASK': 1,\n",
-       " 'CSNK2A2': 4,\n",
-       " 'MAST2': 1,\n",
-       " 'STK36': 1,\n",
-       " 'CDK9': 4,\n",
-       " 'TLK2': 1,\n",
-       " 'BRSK2': 1,\n",
-       " 'AKT1': 2,\n",
-       " 'GRK2': 2,\n",
-       " 'STRADB': 1,\n",
-       " 'PLK1': 2,\n",
-       " 'ACVR1': 4,\n",
-       " 'NEK8': 1,\n",
-       " 'NUAK2': 2,\n",
-       " 'AURKB': 4,\n",
-       " 'CDK4': 3,\n",
-       " 'STK35': 1,\n",
-       " 'CDK6': 3,\n",
-       " 'CDKL1': 1,\n",
-       " 'CSNK1A1': 3,\n",
-       " 'DAPK2': 1,\n",
-       " 'EIF2AK4': 1,\n",
-       " 'IGF1R': 3,\n",
-       " 'ITK': 1,\n",
-       " 'MYO3A': 1,\n",
-       " 'TSSK4': 1,\n",
-       " 'RAF1': 1,\n",
-       " 'STK3': 4,\n",
-       " 'STK4': 4,\n",
-       " 'LATS2': 1,\n",
-       " 'EGFR': 4,\n",
-       " 'FGFR1': 4,\n",
-       " 'FLT4': 1,\n",
-       " 'BRD2': 1,\n",
-       " 'NME1': 1,\n",
-       " 'NME4': 1,\n",
-       " 'CLK2': 3,\n",
-       " 'CLK3': 2,\n",
-       " 'KALRN': 1,\n",
-       " 'EPHA4': 4,\n",
-       " 'FGFR2': 1,\n",
-       " 'FGFR3': 1,\n",
-       " 'FYN': 4,\n",
-       " 'MET': 4,\n",
-       " 'ERBB4': 1,\n",
-       " 'EPHA2': 4,\n",
-       " 'KIT': 1,\n",
-       " 'HCK': 4,\n",
-       " 'INSR': 3,\n",
-       " 'JAK2': 3,\n",
-       " 'JAK1': 3,\n",
-       " 'LCK': 4,\n",
-       " 'WNK1': 1,\n",
-       " 'PIK3CG': 1,\n",
-       " 'TYK2': 3,\n",
-       " 'PAK4': 4,\n",
-       " 'PAK2': 1,\n",
-       " 'FES': 3,\n",
-       " 'JAK3': 1,\n",
-       " 'RIPK2': 4,\n",
-       " 'PIP5K1B': 1,\n",
-       " 'PIP4K2B': 1,\n",
-       " 'PIP5K1A': 1,\n",
-       " 'PIP5K1C': 1,\n",
-       " 'PIP4K2A': 2,\n",
-       " 'PIP4K2C': 3,\n",
-       " 'ROCK1': 3,\n",
-       " 'TBK1': 4,\n",
-       " 'ACVR2A': 1,\n",
-       " 'EEF2K': 1,\n",
-       " 'DAPK1': 1,\n",
-       " 'SGK196': 1,\n",
-       " 'CDC7': 1,\n",
-       " 'CDK5': 4,\n",
-       " 'ERBB3': 1,\n",
-       " 'CAMK2B': 1,\n",
-       " 'CAMK2D': 3,\n",
-       " 'WNK4': 1,\n",
-       " 'CSK': 3,\n",
-       " 'KSR1': 1,\n",
-       " 'PIK3C2A': 1,\n",
-       " 'ERBB2': 1,\n",
-       " 'NEK11': 1,\n",
-       " 'NEK2': 1,\n",
-       " 'PDK1': 1,\n",
-       " 'CAMK2A': 1,\n",
-       " 'CSF1R': 1,\n",
-       " 'EPHA8': 1,\n",
-       " 'ABL2': 4,\n",
-       " 'MERTK': 1,\n",
-       " 'TNK2': 4,\n",
-       " 'GSK3A': 4,\n",
-       " 'FER': 4,\n",
-       " 'HIPK3': 1,\n",
-       " 'AKT2': 2,\n",
-       " 'PAK3': 1,\n",
-       " 'PRKAA1': 4,\n",
-       " 'DMPK': 1,\n",
-       " 'PBK': 1,\n",
-       " 'IKBKE': 4,\n",
-       " 'ROCK2': 3,\n",
-       " 'LRRK1': 1,\n",
-       " 'STK24': 2,\n",
-       " 'STK25': 1,\n",
-       " 'PASK': 1,\n",
-       " 'STK16': 4,\n",
-       " 'TTBK1': 1,\n",
-       " 'TTBK2': 1,\n",
-       " 'NEK7': 1,\n",
-       " 'SNRK': 1,\n",
-       " 'CSNK2A1': 4,\n",
-       " 'LMTK2': 1,\n",
-       " 'CDK2': 4,\n",
-       " 'MAP3K1': 4,\n",
-       " 'PIK3CD': 1,\n",
-       " 'PAK6': 2,\n",
-       " 'PI4KA': 1,\n",
-       " 'ACVR1B': 3,\n",
-       " 'EPHA3': 1,\n",
-       " 'BRD4': 1,\n",
-       " 'TAOK3': 3,\n",
-       " 'CDKL5': 2,\n",
-       " 'PFKL': 1,\n",
-       " 'MYLK2': 1,\n",
-       " 'TRIB3': 1,\n",
-       " 'AATK': 1,\n",
-       " 'EPHB4': 4,\n",
-       " 'BMX': 1,\n",
-       " 'PIM1': 3,\n",
-       " 'KHK': 1,\n",
-       " 'PDXK': 2,\n",
-       " 'MELK': 4,\n",
-       " 'SLK': 4,\n",
-       " 'ROR1': 1,\n",
-       " 'VRK1': 1,\n",
-       " 'VRK3': 1,\n",
-       " 'PI4K2B': 1,\n",
-       " 'PGK1': 1,\n",
-       " 'STK26': 3,\n",
-       " 'BRAF': 3,\n",
-       " 'PRKD2': 4,\n",
-       " 'BLK': 1,\n",
-       " 'CSNK1D': 3,\n",
-       " 'CSNK1E': 3,\n",
-       " 'CDK7': 4,\n",
-       " 'PTK6': 4,\n",
-       " 'SIK3': 4,\n",
-       " 'EPHB1': 1,\n",
-       " 'ALK': 1,\n",
-       " 'GAK': 5,\n",
-       " 'EPHA1': 3,\n",
-       " 'CDC42BPB': 3,\n",
-       " 'TAOK1': 3,\n",
-       " 'CAMKK2': 4,\n",
-       " 'MAP4K5': 4,\n",
-       " 'MAST1': 1,\n",
-       " 'PRKAA2': 1,\n",
-       " 'ULK1': 3,\n",
-       " 'BUB1': 3,\n",
-       " 'HIPK2': 1,\n",
-       " 'DYRK1A': 4,\n",
-       " 'SRPK1': 1,\n",
-       " 'SRPK2': 1,\n",
-       " 'NUAK1': 1,\n",
-       " 'TESK1': 2,\n",
-       " 'RIOK3': 1,\n",
-       " 'IRAK3': 4,\n",
-       " 'SIK2': 4,\n",
-       " 'CDK1': 3,\n",
-       " 'PRKG1': 2,\n",
-       " 'SIK1': 1,\n",
-       " 'MTOR': 1,\n",
-       " 'STK38': 1,\n",
-       " 'TTK': 1,\n",
-       " 'NRBP1': 1,\n",
-       " 'RPS6KA6': 4,\n",
-       " 'PIM2': 1,\n",
-       " 'MOK': 1,\n",
-       " 'AURKA': 4,\n",
-       " 'DYRK2': 1,\n",
-       " 'CDK13': 3,\n",
-       " 'CKM': 1,\n",
-       " 'CDK20': 1,\n",
-       " 'MAK': 1,\n",
-       " 'CDK19': 1,\n",
-       " 'CDK8': 1,\n",
-       " 'IRAK4': 4,\n",
-       " 'MLKL': 1,\n",
-       " 'RIPK3': 4,\n",
-       " 'PRKACB': 3,\n",
-       " 'LRRK2': 1,\n",
-       " 'RIOK1': 1,\n",
-       " 'PINK1': 1,\n",
-       " 'HK1': 1,\n",
-       " 'ICK': 3,\n",
-       " 'GRK5': 1,\n",
-       " 'BMP2K': 5,\n",
-       " 'MAP4K4': 4,\n",
-       " 'HASPIN': 1,\n",
-       " 'TEK': 1,\n",
-       " 'MAPK4': 1,\n",
-       " 'PFKP': 1,\n",
-       " 'NME2': 1,\n",
-       " 'HIPK4': 1,\n",
-       " 'DYRK4': 1,\n",
-       " 'FRK': 4,\n",
-       " 'DCLK3': 1,\n",
-       " 'PRKACG': 2,\n",
-       " 'CDKL3': 1,\n",
-       " 'NLK': 2,\n",
-       " 'MKNK2': 1,\n",
-       " 'AURKC': 1,\n",
-       " 'CDK16': 4,\n",
-       " 'CDK3': 3,\n",
-       " 'SRPK3': 1,\n",
-       " 'GRK3': 1,\n",
-       " 'CLK1': 4,\n",
-       " 'FGFR4': 1,\n",
-       " 'PRKG2': 1,\n",
-       " 'BRD3': 1,\n",
-       " 'RIOK2': 1,\n",
-       " 'CAMK1': 1,\n",
-       " 'TP53RK': 3,\n",
-       " 'PIK3C3': 1,\n",
-       " 'CDK12': 3,\n",
-       " 'AKT3': 2,\n",
-       " 'PKMYT1': 2,\n",
-       " 'CAMK1G': 1,\n",
-       " 'PFKM': 1,\n",
-       " 'MAP4K2': 4,\n",
-       " 'RET': 5,\n",
-       " 'TAOK2': 3,\n",
-       " 'HIPK1': 1,\n",
-       " 'DYRK3': 1,\n",
-       " 'NTRK2': 1,\n",
-       " 'LTK': 1,\n",
-       " 'STK40': 1,\n",
-       " 'STK33': 1,\n",
-       " 'NEK1': 2,\n",
-       " 'TSSK2': 1,\n",
-       " 'EPHA5': 3,\n",
-       " 'DCLK2': 1,\n",
-       " 'ROS1': 1,\n",
-       " 'WNK2': 1,\n",
-       " 'CDK15': 1,\n",
-       " 'NME7': 1,\n",
-       " 'FN3KRP': 1,\n",
-       " 'IRAK2': 1,\n",
-       " 'PAK5': 1,\n",
-       " 'PRKX': 3,\n",
-       " 'EPHA7': 3,\n",
-       " 'ACVR1C': 1,\n",
-       " 'MAP3K13': 1,\n",
-       " 'PCK2': 1,\n",
-       " 'ACVR2B': 2,\n",
-       " 'EPHB6': 3,\n",
-       " 'MAP3K6': 2,\n",
-       " 'EPHA6': 1,\n",
-       " 'ULK2': 1,\n",
-       " 'MAP4K3': 4,\n",
-       " 'FLT3': 5,\n",
-       " 'NEK10': 1,\n",
-       " 'MYLK3': 3,\n",
-       " 'AXL': 1,\n",
-       " 'CDK14': 1,\n",
-       " 'EIF2AK1': 3,\n",
-       " 'CSNK1G1': 2,\n",
-       " 'CSNK1G2': 2,\n",
-       " 'CDK17': 3,\n",
-       " 'CDK18': 1,\n",
-       " 'NEK3': 3,\n",
-       " 'CAMK1D': 1,\n",
-       " 'EPHA10': 1,\n",
-       " 'PEAK1': 1,\n",
-       " 'DSTYK': 1,\n",
-       " 'PDK3': 1,\n",
-       " 'VRK2': 1,\n",
-       " 'SCYL1': 1,\n",
-       " 'PRKY': 3,\n",
-       " 'MAST3': 1,\n",
-       " 'IP6K3': 1,\n",
-       " 'MINK1': 2,\n",
-       " 'MAP3K21': 1,\n",
-       " 'TNK1': 4,\n",
-       " 'PRPF4B': 1,\n",
-       " 'PRKD3': 4,\n",
-       " 'PIKFYVE': 1,\n",
-       " 'STK17B': 1,\n",
-       " 'TRIB1': 1,\n",
-       " 'IP6K1': 1,\n",
-       " 'PPIP5K2': 1,\n",
-       " 'SCYL2': 1,\n",
-       " 'PTK7': 1,\n",
-       " 'STK31': 1,\n",
-       " 'ROR2': 1,\n",
-       " 'PIK3R4': 1,\n",
-       " 'RIPK4': 1,\n",
-       " 'NEK5': 1,\n",
-       " 'CAMKV': 1,\n",
-       " 'PDIK1L': 1,\n",
-       " 'ADCK2': 1,\n",
-       " 'SMG1': 1,\n",
-       " 'CSNK1G3': 3,\n",
-       " 'TNIK': 3,\n",
-       " 'IP6K2': 1,\n",
-       " 'PGK2': 1,\n",
-       " 'CDKL4': 1,\n",
-       " 'WEE2': 1,\n",
-       " 'MUSK': 1,\n",
-       " 'CAMK4': 3,\n",
-       " 'MAPKAPK2': 3,\n",
-       " 'DCK': 2,\n",
-       " 'TEX14': 1,\n",
-       " 'GRK6': 1,\n",
-       " 'MAST4': 1,\n",
-       " 'STK10': 5,\n",
-       " 'TSSK3': 1,\n",
-       " 'STK38L': 1,\n",
-       " 'TRIB2': 1,\n",
-       " 'TIE1': 1,\n",
-       " 'MAPKAPK3': 2,\n",
-       " 'CDK11A': 1,\n",
-       " 'CDK11B': 1,\n",
-       " 'PLK3': 1,\n",
-       " 'TSSK1B': 1,\n",
-       " 'CHKA': 1,\n",
-       " 'CHKB': 1,\n",
-       " 'NEK9': 3,\n",
-       " 'MASTL': 1,\n",
-       " 'NME3': 1,\n",
-       " 'INSRR': 1,\n",
-       " 'PLK2': 1,\n",
-       " 'AK2': 1,\n",
-       " 'AAK1': 4,\n",
-       " 'TESK2': 1,\n",
-       " 'DCLK1': 1,\n",
-       " 'TRPM7': 1,\n",
-       " 'CIT': 3,\n",
-       " 'AGK': 1,\n",
-       " 'GALK1': 1,\n",
-       " 'GUCY2D': 1,\n",
-       " 'MARK1': 1,\n",
-       " 'PAN3': 1,\n",
-       " 'STYK1': 1,\n",
-       " 'PRAG1': 1,\n",
-       " 'COQ8A': 2,\n",
-       " 'UHMK1': 1,\n",
-       " 'TRPM6': 1,\n",
-       " 'ADK': 2,\n",
-       " 'AK1': 1,\n",
-       " 'RNASEL': 1,\n",
-       " 'PPIP5K1': 1,\n",
-       " 'IPMK': 1,\n",
-       " 'PKN3': 1,\n",
-       " 'NRK': 1,\n",
-       " 'MAP3K9': 1,\n",
-       " 'SRMS': 1,\n",
-       " 'DDR1': 4,\n",
-       " 'FASTKD5': 1,\n",
-       " 'NPR1': 1,\n",
-       " 'CDC42BPG': 1,\n",
-       " 'CLK4': 2,\n",
-       " 'COQ8B': 1,\n",
-       " 'CDK10': 1,\n",
-       " 'NRBP2': 1,\n",
-       " 'ADCK1': 3,\n",
-       " 'SBK1': 1,\n",
-       " 'BCKDK': 1,\n",
-       " 'PDK4': 1,\n",
-       " 'CKMT2': 1,\n",
-       " 'CDKL2': 1,\n",
-       " 'GRK1': 1,\n",
-       " 'GRK7': 1,\n",
-       " 'WNK3': 1,\n",
-       " 'HUNK': 1}"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'MST1R': 3, 'YES1': 4, 'TYRO3': 1, 'FGR': 2, 'SRC': 4, 'ATR': 1, 'FLT1': 1, 'LYN': 4, 'PRKCD': 4, 'SYK': 3, 'MAP4K1': 4, 'PDGFRB': 4, 'PIK3CA': 1, 'PHKG1': 1, 'PHKG2': 3, 'PDGFRA': 1, 'EIF2AK2': 1, 'ARAF': 2, 'MAP2K1': 4, 'RPS6KA4': 3, 'KSR2': 1, 'ABL1': 5, 'ZAP70': 1, 'PTK2B': 4, 'MAP2K2': 4, 'MAPK1': 2, 'RPS6KA1': 3, 'DYRK1B': 1, 'PRKCA': 4, 'MYLK': 2, 'BMPR2': 3, 'PRKCB': 3, 'MAPK6': 1, 'GSK3B': 4, 'PDPK1': 4, 'HK2': 1, 'PRKCE': 2, 'PIK3CB': 1, 'MARK4': 3, 'PRKCG': 1, 'IRAK1': 3, 'PRKCZ': 1, 'MAP2K5': 4, 'DAPK3': 1, 'PKM': 1, 'MARK2': 4, 'BTK': 4, 'PRKCQ': 3, 'OBSCN': 1, 'TTN': 1, 'MOS': 1, 'DDR2': 4, 'MATK': 1, 'TXK': 1, 'EPHB2': 3, 'PRKACA': 3, 'GUCY2C': 1, 'MAPK15': 2, 'AMHR2': 1, 'TGFBR1': 4, 'ACVRL1': 1, 'BMPR1B': 3, 'MAP3K20': 4, 'TGFBR2': 3, 'CHUK': 1, 'MAP3K8': 1, 'MAP2K4': 1, 'KDR': 1, 'NTRK1': 4, 'NTRK3': 1, 'MAPK3': 2, 'BRSK1': 1, 'WEE1': 3, 'RPS6KA3': 3, 'STK11': 2, 'PRKCI': 2, 'MAP3K11': 4, 'MAP2K7': 1, 'IKBKB': 1, 'PTK2': 4, 'MAP3K10': 1, 'MAP2K6': 3, 'MAPK14': 3, 'MAP2K3': 2, 'MAPKAPK5': 2, 'MAP3K12': 1, 'MARK3': 4, 'STK39': 1, 'RYK': 1, 'EPHB3': 3, 'PLK4': 4, 'TEC': 3, 'TRIO': 1, 'BMPR1A': 2, 'MAPK8': 4, 'PRKDC': 1, 'ATM': 1, 'CAMK2G': 3, 'PKN1': 4, 'MAP3K7': 1, 'MAP3K2': 3, 'MAPK12': 1, 'MAPK13': 1, 'CDC42BPA': 2, 'LIMK1': 4, 'LATS1': 4, 'MAPK9': 4, 'MAPK10': 3, 'RPS6KA2': 1, 'TRIM24': 1, 'TRIM28': 1, 'MKNK1': 1, 'LIMK2': 3, 'RPS6KA5': 3, 'RPS6KB1': 2, 'STRADA': 1, 'ILK': 1, 'BUB1B': 1, 'MAP3K4': 3, 'MAP3K3': 3, 'MAP3K5': 3, 'ERN1': 3, 'MAPK7': 2, 'SGK1': 1, 'PKN2': 3, 'OXSR1': 1, 'PAK1': 1, 'MAP3K14': 1, 'MAPK11': 3, 'NEK6': 1, 'CAMKK1': 1, 'PDK2': 1, 'CHEK1': 3, 'TLK1': 1, 'EIF2AK3': 1, 'RIPK1': 1, 'CHEK2': 1, 'SGK2': 1, 'SGK3': 1, 'RPS6KB2': 1, 'PRKCH': 2, 'PRKD1': 1, 'CASK': 1, 'CSNK2A2': 4, 'MAST2': 1, 'STK36': 1, 'CDK9': 4, 'TLK2': 1, 'BRSK2': 1, 'AKT1': 2, 'GRK2': 2, 'STRADB': 1, 'PLK1': 2, 'ACVR1': 4, 'NEK8': 1, 'NUAK2': 2, 'AURKB': 4, 'CDK4': 3, 'STK35': 1, 'CDK6': 3, 'CDKL1': 1, 'CSNK1A1': 3, 'DAPK2': 1, 'EIF2AK4': 1, 'IGF1R': 3, 'ITK': 1, 'MYO3A': 1, 'TSSK4': 1, 'RAF1': 1, 'STK3': 4, 'STK4': 4, 'LATS2': 1, 'EGFR': 4, 'FGFR1': 4, 'FLT4': 1, 'BRD2': 1, 'NME1': 1, 'NME4': 1, 'CLK2': 3, 'CLK3': 2, 'KALRN': 1, 'EPHA4': 4, 'FGFR2': 1, 'FGFR3': 1, 'FYN': 4, 'MET': 4, 'ERBB4': 1, 'EPHA2': 4, 'KIT': 1, 'HCK': 4, 'INSR': 3, 'JAK2': 3, 'JAK1': 3, 'LCK': 4, 'WNK1': 1, 'PIK3CG': 1, 'TYK2': 3, 'PAK4': 4, 'PAK2': 1, 'FES': 3, 'JAK3': 1, 'RIPK2': 4, 'PIP5K1B': 1, 'PIP4K2B': 1, 'PIP5K1A': 1, 'PIP5K1C': 1, 'PIP4K2A': 2, 'PIP4K2C': 3, 'ROCK1': 3, 'TBK1': 4, 'ACVR2A': 1, 'EEF2K': 1, 'DAPK1': 1, 'SGK196': 1, 'CDC7': 1, 'CDK5': 4, 'ERBB3': 1, 'CAMK2B': 1, 'CAMK2D': 3, 'WNK4': 1, 'CSK': 3, 'KSR1': 1, 'PIK3C2A': 1, 'ERBB2': 1, 'NEK11': 1, 'NEK2': 1, 'PDK1': 1, 'CAMK2A': 1, 'CSF1R': 1, 'EPHA8': 1, 'ABL2': 4, 'MERTK': 1, 'TNK2': 4, 'GSK3A': 4, 'FER': 4, 'HIPK3': 1, 'AKT2': 2, 'PAK3': 1, 'PRKAA1': 4, 'DMPK': 1, 'PBK': 1, 'IKBKE': 4, 'ROCK2': 3, 'LRRK1': 1, 'STK24': 2, 'STK25': 1, 'PASK': 1, 'STK16': 4, 'TTBK1': 1, 'TTBK2': 1, 'NEK7': 1, 'SNRK': 1, 'CSNK2A1': 4, 'LMTK2': 1, 'CDK2': 4, 'MAP3K1': 4, 'PIK3CD': 1, 'PAK6': 2, 'PI4KA': 1, 'ACVR1B': 3, 'EPHA3': 1, 'BRD4': 1, 'TAOK3': 3, 'CDKL5': 2, 'PFKL': 1, 'MYLK2': 1, 'TRIB3': 1, 'AATK': 1, 'EPHB4': 4, 'BMX': 1, 'PIM1': 3, 'KHK': 1, 'PDXK': 2, 'MELK': 4, 'SLK': 4, 'ROR1': 1, 'VRK1': 1, 'VRK3': 1, 'PI4K2B': 1, 'PGK1': 1, 'STK26': 3, 'BRAF': 3, 'PRKD2': 4, 'BLK': 1, 'CSNK1D': 3, 'CSNK1E': 3, 'CDK7': 4, 'PTK6': 4, 'SIK3': 4, 'EPHB1': 1, 'ALK': 1, 'GAK': 5, 'EPHA1': 3, 'CDC42BPB': 3, 'TAOK1': 3, 'CAMKK2': 4, 'MAP4K5': 4, 'MAST1': 1, 'PRKAA2': 1, 'ULK1': 3, 'BUB1': 3, 'HIPK2': 1, 'DYRK1A': 4, 'SRPK1': 1, 'SRPK2': 1, 'NUAK1': 1, 'TESK1': 2, 'RIOK3': 1, 'IRAK3': 4, 'SIK2': 4, 'CDK1': 3, 'PRKG1': 2, 'SIK1': 1, 'MTOR': 1, 'STK38': 1, 'TTK': 1, 'NRBP1': 1, 'RPS6KA6': 4, 'PIM2': 1, 'MOK': 1, 'AURKA': 4, 'DYRK2': 1, 'CDK13': 3, 'CKM': 1, 'CDK20': 1, 'MAK': 1, 'CDK19': 1, 'CDK8': 1, 'IRAK4': 4, 'MLKL': 1, 'RIPK3': 4, 'PRKACB': 3, 'LRRK2': 1, 'RIOK1': 1, 'PINK1': 1, 'HK1': 1, 'ICK': 3, 'GRK5': 1, 'BMP2K': 5, 'MAP4K4': 4, 'HASPIN': 1, 'TEK': 1, 'MAPK4': 1, 'PFKP': 1, 'NME2': 1, 'HIPK4': 1, 'DYRK4': 1, 'FRK': 4, 'DCLK3': 1, 'PRKACG': 2, 'CDKL3': 1, 'NLK': 2, 'MKNK2': 1, 'AURKC': 1, 'CDK16': 4, 'CDK3': 3, 'SRPK3': 1, 'GRK3': 1, 'CLK1': 4, 'FGFR4': 1, 'PRKG2': 1, 'BRD3': 1, 'RIOK2': 1, 'CAMK1': 1, 'TP53RK': 3, 'PIK3C3': 1, 'CDK12': 3, 'AKT3': 2, 'PKMYT1': 2, 'CAMK1G': 1, 'PFKM': 1, 'MAP4K2': 4, 'RET': 5, 'TAOK2': 3, 'HIPK1': 1, 'DYRK3': 1, 'NTRK2': 1, 'LTK': 1, 'STK40': 1, 'STK33': 1, 'NEK1': 2, 'TSSK2': 1, 'EPHA5': 3, 'DCLK2': 1, 'ROS1': 1, 'WNK2': 1, 'CDK15': 1, 'NME7': 1, 'FN3KRP': 1, 'IRAK2': 1, 'PAK5': 1, 'PRKX': 3, 'EPHA7': 3, 'ACVR1C': 1, 'MAP3K13': 1, 'PCK2': 1, 'ACVR2B': 2, 'EPHB6': 3, 'MAP3K6': 2, 'EPHA6': 1, 'ULK2': 1, 'MAP4K3': 4, 'FLT3': 5, 'NEK10': 1, 'MYLK3': 3, 'AXL': 1, 'CDK14': 1, 'EIF2AK1': 3, 'CSNK1G1': 2, 'CSNK1G2': 2, 'CDK17': 3, 'CDK18': 1, 'NEK3': 3, 'CAMK1D': 1, 'EPHA10': 1, 'PEAK1': 1, 'DSTYK': 1, 'PDK3': 1, 'VRK2': 1, 'SCYL1': 1, 'PRKY': 3, 'MAST3': 1, 'IP6K3': 1, 'MINK1': 2, 'MAP3K21': 1, 'TNK1': 4, 'PRPF4B': 1, 'PRKD3': 4, 'PIKFYVE': 1, 'STK17B': 1, 'TRIB1': 1, 'IP6K1': 1, 'PPIP5K2': 1, 'SCYL2': 1, 'PTK7': 1, 'STK31': 1, 'ROR2': 1, 'PIK3R4': 1, 'RIPK4': 1, 'NEK5': 1, 'CAMKV': 1, 'PDIK1L': 1, 'ADCK2': 1, 'SMG1': 1, 'CSNK1G3': 3, 'TNIK': 3, 'IP6K2': 1, 'PGK2': 1, 'CDKL4': 1, 'WEE2': 1, 'MUSK': 1, 'CAMK4': 3, 'MAPKAPK2': 3, 'DCK': 2, 'TEX14': 1, 'GRK6': 1, 'MAST4': 1, 'STK10': 5, 'TSSK3': 1, 'STK38L': 1, 'TRIB2': 1, 'TIE1': 1, 'MAPKAPK3': 2, 'CDK11A': 1, 'CDK11B': 1, 'PLK3': 1, 'TSSK1B': 1, 'CHKA': 1, 'CHKB': 1, 'NEK9': 3, 'MASTL': 1, 'NME3': 1, 'INSRR': 1, 'PLK2': 1, 'AK2': 1, 'AAK1': 4, 'TESK2': 1, 'DCLK1': 1, 'TRPM7': 1, 'CIT': 3, 'AGK': 1, 'GALK1': 1, 'GUCY2D': 1, 'MARK1': 1, 'PAN3': 1, 'STYK1': 1, 'PRAG1': 1, 'COQ8A': 2, 'UHMK1': 1, 'TRPM6': 1, 'ADK': 2, 'AK1': 1, 'RNASEL': 1, 'PPIP5K1': 1, 'IPMK': 1, 'PKN3': 1, 'NRK': 1, 'MAP3K9': 1, 'SRMS': 1, 'DDR1': 4, 'FASTKD5': 1, 'NPR1': 1, 'CDC42BPG': 1, 'CLK4': 2, 'COQ8B': 1, 'CDK10': 1, 'NRBP2': 1, 'ADCK1': 3, 'SBK1': 1, 'BCKDK': 1, 'PDK4': 1, 'CKMT2': 1, 'CDKL2': 1, 'GRK1': 1, 'GRK7': 1, 'WNK3': 1, 'HUNK': 1}\n"
+     ]
     }
    ],
    "source": [
-    "sizes"
+    "print(sizes)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1084,7 +576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1093,518 +585,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[]\n"
+      "[]\n",
+      "{'supercluster_1': {'subcluster_8': ['MAPK6', 'CDC42BPA', 'LIMK1', 'LIMK2', 'PAK1', 'KALRN', 'PAK4', 'PAK2', 'HIPK3', 'PAK3', 'PAK6', 'MYLK2', 'MAPK4', 'PAK5', 'MUSK', 'TIE1', 'DDR1', 'BCKDK', 'HUNK'], 'subcluster_7': ['EPHB2', 'RYK', 'EPHB3', 'EPHA4', 'EPHA2', 'EPHA8', 'EPHA3', 'EPHB4', 'EPHB1', 'EPHA1', 'EPHA5', 'EPHA7', 'EPHB6', 'EPHA6', 'EPHA10', 'PTK7', 'SMG1'], 'subcluster_21': ['STK40', 'STK17B', 'TRIB1', 'TRIB2']}, 'supercluster_2': {'subcluster_24': ['MELK', 'MAST3', 'MAP3K21', 'TESK2', 'DCLK1'], 'subcluster_2': ['ATR', 'ABL1', 'DAPK3', 'OBSCN', 'TTN', 'DDR2', 'NTRK1', 'NTRK3', 'WEE1', 'PRKDC', 'ATM', 'LATS1', 'TRIM28', 'BUB1B', 'NEK6', 'CHEK1', 'TLK1', 'CHEK2', 'CASK', 'CSNK2A2', 'MAST2', 'STK36', 'CDK9', 'TLK2', 'PLK1', 'NEK8', 'AURKB', 'CDK4', 'CDK6', 'STK3', 'STK4', 'LATS2', 'BRD2', 'CLK2', 'CLK3', 'CDC7', 'CDK5', 'PBK', 'LRRK1', 'NEK7', 'CSNK2A1', 'LMTK2', 'CDK2', 'BRD4', 'PDXK', 'SLK', 'VRK1', 'VRK3', 'CDK7', 'GAK', 'TAOK1', 'MAST1', 'BUB1', 'SRPK1', 'SRPK2', 'NUAK1', 'RIOK3', 'CDK1', 'STK38', 'TTK', 'AURKA', 'DYRK2', 'CDK13', 'CDK20', 'MAK', 'CDK19', 'CDK8', 'LRRK2', 'RIOK1', 'ICK', 'BMP2K', 'HASPIN', 'DCLK3', 'CDKL3', 'AURKC', 'CDK16', 'CDK3', 'SRPK3', 'CLK1', 'BRD3', 'RIOK2', 'TP53RK', 'CDK12', 'NEK1', 'CDK15', 'CDK14', 'EIF2AK1', 'CDK17', 'CDK18', 'NEK3', 'PEAK1', 'DSTYK', 'SCYL1', 'TNK1', 'PRPF4B', 'SCYL2', 'STK31', 'RIPK4', 'NEK5', 'CAMKV', 'WEE2', 'DCK', 'TEX14', 'STK10', 'STK38L', 'CDK11B', 'PLK3', 'NEK9', 'MASTL', 'PLK2', 'AK2', 'AAK1', 'CIT', 'MARK1', 'PAN3', 'COQ8A', 'ADK', 'AK1', 'FASTKD5', 'CLK4', 'COQ8B', 'SBK1', 'CDKL2'], 'subcluster_9': ['MARK4', 'PLK4', 'CSNK1A1', 'DAPK2', 'EIF2AK4', 'NEK11', 'NEK2', 'TTBK1', 'TTBK2', 'CSNK1D', 'CSNK1E', 'TSSK2', 'NME7', 'CDK11A']}, 'supercluster_3': {'subcluster_11': ['MST1R', 'YES1', 'TYRO3', 'FGR', 'SRC', 'FLT1', 'LYN', 'SYK', 'PDGFRB', 'PIK3CA', 'PDGFRA', 'ZAP70', 'PTK2B', 'PIK3CB', 'BTK', 'MATK', 'TXK', 'MAPK15', 'KDR', 'PTK2', 'TEC', 'TRIO', 'ITK', 'EGFR', 'FLT4', 'FYN', 'MET', 'ERBB4', 'KIT', 'HCK', 'JAK2', 'JAK1', 'LCK', 'PIK3CG', 'TYK2', 'FES', 'JAK3', 'PIP5K1B', 'PIP4K2B', 'PIP5K1A', 'PIP5K1C', 'PIP4K2A', 'PIP4K2C', 'ROCK1', 'ERBB3', 'CSK', 'PIK3C2A', 'ERBB2', 'CSF1R', 'ABL2', 'MERTK', 'TNK2', 'FER', 'ROCK2', 'PIK3CD', 'PI4KA', 'AATK', 'BMX', 'PIM1', 'ROR1', 'PI4K2B', 'BLK', 'PTK6', 'ALK', 'TEK', 'NTRK2', 'LTK', 'FN3KRP', 'FLT3', 'AXL', 'PIKFYVE', 'PDIK1L', 'GUCY2D', 'PRAG1', 'SRMS']}, 'supercluster_4': {'subcluster_19': ['CSNK1G1', 'CSNK1G2', 'CSNK1G3'], 'subcluster_1': ['PRKCD', 'PRKCA', 'PRKCB', 'GSK3B', 'PDPK1', 'PRKCE', 'PRKCG', 'PRKCZ', 'MARK2', 'PRKCQ', 'GUCY2C', 'CHUK', 'PRKCI', 'IKBKB', 'RPS6KB1', 'ILK', 'SGK1', 'MAP3K14', 'PDK2', 'EIF2AK3', 'SGK3', 'RPS6KB2', 'PRKCH', 'PRKD1', 'AKT1', 'GRK2', 'INSR', 'TBK1', 'PDK1', 'GSK3A', 'AKT2', 'IKBKE', 'TRIB3', 'PRKD2', 'MTOR', 'NRBP1', 'CKM', 'GRK5', 'GRK3', 'AKT3', 'PDK3', 'PRKD3', 'ADCK2', 'GRK6', 'TSSK3', 'INSRR', 'STYK1', 'CDC42BPG', 'CDK10', 'NRBP2', 'PDK4', 'CKMT2'], 'subcluster_16': ['HK2', 'KHK', 'HK1']}, 'supercluster_5': {'subcluster_13': ['ARAF', 'MAP2K1', 'KSR2', 'MAP2K2', 'MAPK1', 'MOS', 'MAPK3', 'MARK3', 'TRIM24', 'MKNK1', 'SGK2', 'IGF1R', 'RAF1', 'FGFR1', 'FGFR2', 'FGFR3', 'DAPK1', 'KSR1', 'DMPK', 'PGK1', 'BRAF', 'PIM2', 'MOK', 'HIPK4', 'FRK', 'FGFR4', 'ROS1', 'PRKX', 'PGK2', 'MAST4', 'AGK'], 'subcluster_15': ['RPS6KA4', 'RPS6KA1', 'RPS6KA3', 'RPS6KA2', 'RPS6KA5', 'MAPK7', 'RPS6KA6', 'DYRK4', 'PKMYT1']}, 'supercluster_6': {'subcluster_23': ['NME1', 'NME4', 'NME2', 'NME3'], 'subcluster_17': ['PRKACA', 'CAMKK1', 'DYRK1A', 'SIK2', 'PRKG1', 'SIK1', 'PRKACB', 'PRKACG', 'CAMK1', 'CAMK1G', 'RET', 'CAMK1D', 'NPR1', 'GRK1', 'GRK7'], 'subcluster_4': ['BRSK1', 'STK11', 'STRADA', 'BRSK2', 'STRADB', 'STK24', 'STK25', 'STK26', 'SIK3'], 'subcluster_10': ['PASK', 'STK16', 'SNRK'], 'subcluster_22': ['CHKA', 'CHKB'], 'subcluster_14': ['PHKG1', 'PHKG2', 'EEF2K', 'PRKAA1', 'CAMKK2', 'PRKAA2', 'ULK1', 'PIK3C3', 'PCK2', 'ULK2', 'PIK3R4', 'GALK1'], 'subcluster_6': ['MYLK', 'CAMK2G', 'CAMK2B', 'CAMK2D', 'CAMK2A', 'CDKL5', 'PRKG2', 'CAMK4'], 'subcluster_18': ['PKM', 'PFKL', 'TESK1', 'PFKP', 'PFKM', 'HIPK1', 'DYRK3', 'STK33', 'DCLK2'], 'subcluster_25': ['TRPM7', 'TRPM6']}, 'supercluster_7': {'subcluster_3': ['MAP4K1', 'EIF2AK2', 'DYRK1B', 'IRAK1', 'MAP2K5', 'MAP3K20', 'MAP3K8', 'MAP2K4', 'MAP3K11', 'MAP2K7', 'MAP3K10', 'MAP2K6', 'MAPK14', 'MAP2K3', 'MAPKAPK5', 'MAP3K12', 'MAPK8', 'PKN1', 'MAP3K7', 'MAP3K2', 'MAPK12', 'MAPK13', 'MAPK9', 'MAPK10', 'MAP3K4', 'MAP3K3', 'MAP3K5', 'ERN1', 'PKN2', 'MAPK11', 'RIPK1', 'RIPK2', 'MAP3K1', 'TAOK3', 'CDC42BPB', 'MAP4K5', 'HIPK2', 'IRAK3', 'IRAK4', 'MLKL', 'RIPK3', 'PINK1', 'MAP4K4', 'NLK', 'MKNK2', 'MAP4K2', 'TAOK2', 'IRAK2', 'MAP3K13', 'MAP3K6', 'MAP4K3', 'NEK10', 'MYLK3', 'PRKY', 'MINK1', 'ROR2', 'TNIK', 'MAPKAPK2', 'MAPKAPK3', 'PKN3', 'NRK', 'MAP3K9', 'ADCK1']}, 'supercluster_8': {'subcluster_20': ['CDKL1', 'CDKL4'], 'subcluster_12': ['STK39', 'WNK1', 'WNK4', 'WNK2', 'WNK3'], 'subcluster_5': ['BMPR2', 'AMHR2', 'TGFBR1', 'ACVRL1', 'BMPR1B', 'TGFBR2', 'BMPR1A', 'OXSR1', 'ACVR1', 'NUAK2', 'STK35', 'MYO3A', 'TSSK4', 'ACVR2A', 'SGK196', 'ACVR1B', 'ACVR1C', 'ACVR2B', 'VRK2', 'TSSK1B', 'UHMK1']}, 'supercluster_9': {'subcluster_26': ['IP6K3', 'IP6K1', 'PPIP5K2', 'IP6K2', 'RNASEL', 'PPIP5K1', 'IPMK']}}\n"
      ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'supercluster_1': {'subcluster_21': ['STK40', 'STK17B', 'TRIB1', 'TRIB2'],\n",
-       "  'subcluster_8': ['MAPK6',\n",
-       "   'CDC42BPA',\n",
-       "   'LIMK1',\n",
-       "   'LIMK2',\n",
-       "   'PAK1',\n",
-       "   'KALRN',\n",
-       "   'PAK4',\n",
-       "   'PAK2',\n",
-       "   'HIPK3',\n",
-       "   'PAK3',\n",
-       "   'PAK6',\n",
-       "   'MYLK2',\n",
-       "   'MAPK4',\n",
-       "   'PAK5',\n",
-       "   'MUSK',\n",
-       "   'TIE1',\n",
-       "   'DDR1',\n",
-       "   'BCKDK',\n",
-       "   'HUNK'],\n",
-       "  'subcluster_7': ['EPHB2',\n",
-       "   'RYK',\n",
-       "   'EPHB3',\n",
-       "   'EPHA4',\n",
-       "   'EPHA2',\n",
-       "   'EPHA8',\n",
-       "   'EPHA3',\n",
-       "   'EPHB4',\n",
-       "   'EPHB1',\n",
-       "   'EPHA1',\n",
-       "   'EPHA5',\n",
-       "   'EPHA7',\n",
-       "   'EPHB6',\n",
-       "   'EPHA6',\n",
-       "   'EPHA10',\n",
-       "   'PTK7',\n",
-       "   'SMG1']},\n",
-       " 'supercluster_2': {'subcluster_9': ['MARK4',\n",
-       "   'PLK4',\n",
-       "   'CSNK1A1',\n",
-       "   'DAPK2',\n",
-       "   'EIF2AK4',\n",
-       "   'NEK11',\n",
-       "   'NEK2',\n",
-       "   'TTBK1',\n",
-       "   'TTBK2',\n",
-       "   'CSNK1D',\n",
-       "   'CSNK1E',\n",
-       "   'TSSK2',\n",
-       "   'NME7',\n",
-       "   'CDK11A'],\n",
-       "  'subcluster_2': ['ATR',\n",
-       "   'ABL1',\n",
-       "   'DAPK3',\n",
-       "   'OBSCN',\n",
-       "   'TTN',\n",
-       "   'DDR2',\n",
-       "   'NTRK1',\n",
-       "   'NTRK3',\n",
-       "   'WEE1',\n",
-       "   'PRKDC',\n",
-       "   'ATM',\n",
-       "   'LATS1',\n",
-       "   'TRIM28',\n",
-       "   'BUB1B',\n",
-       "   'NEK6',\n",
-       "   'CHEK1',\n",
-       "   'TLK1',\n",
-       "   'CHEK2',\n",
-       "   'CASK',\n",
-       "   'CSNK2A2',\n",
-       "   'MAST2',\n",
-       "   'STK36',\n",
-       "   'CDK9',\n",
-       "   'TLK2',\n",
-       "   'PLK1',\n",
-       "   'NEK8',\n",
-       "   'AURKB',\n",
-       "   'CDK4',\n",
-       "   'CDK6',\n",
-       "   'STK3',\n",
-       "   'STK4',\n",
-       "   'LATS2',\n",
-       "   'BRD2',\n",
-       "   'CLK2',\n",
-       "   'CLK3',\n",
-       "   'CDC7',\n",
-       "   'CDK5',\n",
-       "   'PBK',\n",
-       "   'LRRK1',\n",
-       "   'NEK7',\n",
-       "   'CSNK2A1',\n",
-       "   'LMTK2',\n",
-       "   'CDK2',\n",
-       "   'BRD4',\n",
-       "   'PDXK',\n",
-       "   'SLK',\n",
-       "   'VRK1',\n",
-       "   'VRK3',\n",
-       "   'CDK7',\n",
-       "   'GAK',\n",
-       "   'TAOK1',\n",
-       "   'MAST1',\n",
-       "   'BUB1',\n",
-       "   'SRPK1',\n",
-       "   'SRPK2',\n",
-       "   'NUAK1',\n",
-       "   'RIOK3',\n",
-       "   'CDK1',\n",
-       "   'STK38',\n",
-       "   'TTK',\n",
-       "   'AURKA',\n",
-       "   'DYRK2',\n",
-       "   'CDK13',\n",
-       "   'CDK20',\n",
-       "   'MAK',\n",
-       "   'CDK19',\n",
-       "   'CDK8',\n",
-       "   'LRRK2',\n",
-       "   'RIOK1',\n",
-       "   'ICK',\n",
-       "   'BMP2K',\n",
-       "   'HASPIN',\n",
-       "   'DCLK3',\n",
-       "   'CDKL3',\n",
-       "   'AURKC',\n",
-       "   'CDK16',\n",
-       "   'CDK3',\n",
-       "   'SRPK3',\n",
-       "   'CLK1',\n",
-       "   'BRD3',\n",
-       "   'RIOK2',\n",
-       "   'TP53RK',\n",
-       "   'CDK12',\n",
-       "   'NEK1',\n",
-       "   'CDK15',\n",
-       "   'CDK14',\n",
-       "   'EIF2AK1',\n",
-       "   'CDK17',\n",
-       "   'CDK18',\n",
-       "   'NEK3',\n",
-       "   'PEAK1',\n",
-       "   'DSTYK',\n",
-       "   'SCYL1',\n",
-       "   'TNK1',\n",
-       "   'PRPF4B',\n",
-       "   'SCYL2',\n",
-       "   'STK31',\n",
-       "   'RIPK4',\n",
-       "   'NEK5',\n",
-       "   'CAMKV',\n",
-       "   'WEE2',\n",
-       "   'DCK',\n",
-       "   'TEX14',\n",
-       "   'STK10',\n",
-       "   'STK38L',\n",
-       "   'CDK11B',\n",
-       "   'PLK3',\n",
-       "   'NEK9',\n",
-       "   'MASTL',\n",
-       "   'PLK2',\n",
-       "   'AK2',\n",
-       "   'AAK1',\n",
-       "   'CIT',\n",
-       "   'MARK1',\n",
-       "   'PAN3',\n",
-       "   'COQ8A',\n",
-       "   'ADK',\n",
-       "   'AK1',\n",
-       "   'FASTKD5',\n",
-       "   'CLK4',\n",
-       "   'COQ8B',\n",
-       "   'SBK1',\n",
-       "   'CDKL2'],\n",
-       "  'subcluster_24': ['MELK', 'MAST3', 'MAP3K21', 'TESK2', 'DCLK1']},\n",
-       " 'supercluster_3': {'subcluster_11': ['MST1R',\n",
-       "   'YES1',\n",
-       "   'TYRO3',\n",
-       "   'FGR',\n",
-       "   'SRC',\n",
-       "   'FLT1',\n",
-       "   'LYN',\n",
-       "   'SYK',\n",
-       "   'PDGFRB',\n",
-       "   'PIK3CA',\n",
-       "   'PDGFRA',\n",
-       "   'ZAP70',\n",
-       "   'PTK2B',\n",
-       "   'PIK3CB',\n",
-       "   'BTK',\n",
-       "   'MATK',\n",
-       "   'TXK',\n",
-       "   'MAPK15',\n",
-       "   'KDR',\n",
-       "   'PTK2',\n",
-       "   'TEC',\n",
-       "   'TRIO',\n",
-       "   'ITK',\n",
-       "   'EGFR',\n",
-       "   'FLT4',\n",
-       "   'FYN',\n",
-       "   'MET',\n",
-       "   'ERBB4',\n",
-       "   'KIT',\n",
-       "   'HCK',\n",
-       "   'JAK2',\n",
-       "   'JAK1',\n",
-       "   'LCK',\n",
-       "   'PIK3CG',\n",
-       "   'TYK2',\n",
-       "   'FES',\n",
-       "   'JAK3',\n",
-       "   'PIP5K1B',\n",
-       "   'PIP4K2B',\n",
-       "   'PIP5K1A',\n",
-       "   'PIP5K1C',\n",
-       "   'PIP4K2A',\n",
-       "   'PIP4K2C',\n",
-       "   'ROCK1',\n",
-       "   'ERBB3',\n",
-       "   'CSK',\n",
-       "   'PIK3C2A',\n",
-       "   'ERBB2',\n",
-       "   'CSF1R',\n",
-       "   'ABL2',\n",
-       "   'MERTK',\n",
-       "   'TNK2',\n",
-       "   'FER',\n",
-       "   'ROCK2',\n",
-       "   'PIK3CD',\n",
-       "   'PI4KA',\n",
-       "   'AATK',\n",
-       "   'BMX',\n",
-       "   'PIM1',\n",
-       "   'ROR1',\n",
-       "   'PI4K2B',\n",
-       "   'BLK',\n",
-       "   'PTK6',\n",
-       "   'ALK',\n",
-       "   'TEK',\n",
-       "   'NTRK2',\n",
-       "   'LTK',\n",
-       "   'FN3KRP',\n",
-       "   'FLT3',\n",
-       "   'AXL',\n",
-       "   'PIKFYVE',\n",
-       "   'PDIK1L',\n",
-       "   'GUCY2D',\n",
-       "   'PRAG1',\n",
-       "   'SRMS']},\n",
-       " 'supercluster_4': {'subcluster_1': ['PRKCD',\n",
-       "   'PRKCA',\n",
-       "   'PRKCB',\n",
-       "   'GSK3B',\n",
-       "   'PDPK1',\n",
-       "   'PRKCE',\n",
-       "   'PRKCG',\n",
-       "   'PRKCZ',\n",
-       "   'MARK2',\n",
-       "   'PRKCQ',\n",
-       "   'GUCY2C',\n",
-       "   'CHUK',\n",
-       "   'PRKCI',\n",
-       "   'IKBKB',\n",
-       "   'RPS6KB1',\n",
-       "   'ILK',\n",
-       "   'SGK1',\n",
-       "   'MAP3K14',\n",
-       "   'PDK2',\n",
-       "   'EIF2AK3',\n",
-       "   'SGK3',\n",
-       "   'RPS6KB2',\n",
-       "   'PRKCH',\n",
-       "   'PRKD1',\n",
-       "   'AKT1',\n",
-       "   'GRK2',\n",
-       "   'INSR',\n",
-       "   'TBK1',\n",
-       "   'PDK1',\n",
-       "   'GSK3A',\n",
-       "   'AKT2',\n",
-       "   'IKBKE',\n",
-       "   'TRIB3',\n",
-       "   'PRKD2',\n",
-       "   'MTOR',\n",
-       "   'NRBP1',\n",
-       "   'CKM',\n",
-       "   'GRK5',\n",
-       "   'GRK3',\n",
-       "   'AKT3',\n",
-       "   'PDK3',\n",
-       "   'PRKD3',\n",
-       "   'ADCK2',\n",
-       "   'GRK6',\n",
-       "   'TSSK3',\n",
-       "   'INSRR',\n",
-       "   'STYK1',\n",
-       "   'CDC42BPG',\n",
-       "   'CDK10',\n",
-       "   'NRBP2',\n",
-       "   'PDK4',\n",
-       "   'CKMT2'],\n",
-       "  'subcluster_16': ['HK2', 'KHK', 'HK1'],\n",
-       "  'subcluster_19': ['CSNK1G1', 'CSNK1G2', 'CSNK1G3']},\n",
-       " 'supercluster_5': {'subcluster_15': ['RPS6KA4',\n",
-       "   'RPS6KA1',\n",
-       "   'RPS6KA3',\n",
-       "   'RPS6KA2',\n",
-       "   'RPS6KA5',\n",
-       "   'MAPK7',\n",
-       "   'RPS6KA6',\n",
-       "   'DYRK4',\n",
-       "   'PKMYT1'],\n",
-       "  'subcluster_13': ['ARAF',\n",
-       "   'MAP2K1',\n",
-       "   'KSR2',\n",
-       "   'MAP2K2',\n",
-       "   'MAPK1',\n",
-       "   'MOS',\n",
-       "   'MAPK3',\n",
-       "   'MARK3',\n",
-       "   'TRIM24',\n",
-       "   'MKNK1',\n",
-       "   'SGK2',\n",
-       "   'IGF1R',\n",
-       "   'RAF1',\n",
-       "   'FGFR1',\n",
-       "   'FGFR2',\n",
-       "   'FGFR3',\n",
-       "   'DAPK1',\n",
-       "   'KSR1',\n",
-       "   'DMPK',\n",
-       "   'PGK1',\n",
-       "   'BRAF',\n",
-       "   'PIM2',\n",
-       "   'MOK',\n",
-       "   'HIPK4',\n",
-       "   'FRK',\n",
-       "   'FGFR4',\n",
-       "   'ROS1',\n",
-       "   'PRKX',\n",
-       "   'PGK2',\n",
-       "   'MAST4',\n",
-       "   'AGK']},\n",
-       " 'supercluster_6': {'subcluster_6': ['MYLK',\n",
-       "   'CAMK2G',\n",
-       "   'CAMK2B',\n",
-       "   'CAMK2D',\n",
-       "   'CAMK2A',\n",
-       "   'CDKL5',\n",
-       "   'PRKG2',\n",
-       "   'CAMK4'],\n",
-       "  'subcluster_18': ['PKM',\n",
-       "   'PFKL',\n",
-       "   'TESK1',\n",
-       "   'PFKP',\n",
-       "   'PFKM',\n",
-       "   'HIPK1',\n",
-       "   'DYRK3',\n",
-       "   'STK33',\n",
-       "   'DCLK2'],\n",
-       "  'subcluster_25': ['TRPM7', 'TRPM6'],\n",
-       "  'subcluster_4': ['BRSK1',\n",
-       "   'STK11',\n",
-       "   'STRADA',\n",
-       "   'BRSK2',\n",
-       "   'STRADB',\n",
-       "   'STK24',\n",
-       "   'STK25',\n",
-       "   'STK26',\n",
-       "   'SIK3'],\n",
-       "  'subcluster_10': ['PASK', 'STK16', 'SNRK'],\n",
-       "  'subcluster_23': ['NME1', 'NME4', 'NME2', 'NME3'],\n",
-       "  'subcluster_17': ['PRKACA',\n",
-       "   'CAMKK1',\n",
-       "   'DYRK1A',\n",
-       "   'SIK2',\n",
-       "   'PRKG1',\n",
-       "   'SIK1',\n",
-       "   'PRKACB',\n",
-       "   'PRKACG',\n",
-       "   'CAMK1',\n",
-       "   'CAMK1G',\n",
-       "   'RET',\n",
-       "   'CAMK1D',\n",
-       "   'NPR1',\n",
-       "   'GRK1',\n",
-       "   'GRK7'],\n",
-       "  'subcluster_22': ['CHKA', 'CHKB'],\n",
-       "  'subcluster_14': ['PHKG1',\n",
-       "   'PHKG2',\n",
-       "   'EEF2K',\n",
-       "   'PRKAA1',\n",
-       "   'CAMKK2',\n",
-       "   'PRKAA2',\n",
-       "   'ULK1',\n",
-       "   'PIK3C3',\n",
-       "   'PCK2',\n",
-       "   'ULK2',\n",
-       "   'PIK3R4',\n",
-       "   'GALK1']},\n",
-       " 'supercluster_7': {'subcluster_3': ['MAP4K1',\n",
-       "   'EIF2AK2',\n",
-       "   'DYRK1B',\n",
-       "   'IRAK1',\n",
-       "   'MAP2K5',\n",
-       "   'MAP3K20',\n",
-       "   'MAP3K8',\n",
-       "   'MAP2K4',\n",
-       "   'MAP3K11',\n",
-       "   'MAP2K7',\n",
-       "   'MAP3K10',\n",
-       "   'MAP2K6',\n",
-       "   'MAPK14',\n",
-       "   'MAP2K3',\n",
-       "   'MAPKAPK5',\n",
-       "   'MAP3K12',\n",
-       "   'MAPK8',\n",
-       "   'PKN1',\n",
-       "   'MAP3K7',\n",
-       "   'MAP3K2',\n",
-       "   'MAPK12',\n",
-       "   'MAPK13',\n",
-       "   'MAPK9',\n",
-       "   'MAPK10',\n",
-       "   'MAP3K4',\n",
-       "   'MAP3K3',\n",
-       "   'MAP3K5',\n",
-       "   'ERN1',\n",
-       "   'PKN2',\n",
-       "   'MAPK11',\n",
-       "   'RIPK1',\n",
-       "   'RIPK2',\n",
-       "   'MAP3K1',\n",
-       "   'TAOK3',\n",
-       "   'CDC42BPB',\n",
-       "   'MAP4K5',\n",
-       "   'HIPK2',\n",
-       "   'IRAK3',\n",
-       "   'IRAK4',\n",
-       "   'MLKL',\n",
-       "   'RIPK3',\n",
-       "   'PINK1',\n",
-       "   'MAP4K4',\n",
-       "   'NLK',\n",
-       "   'MKNK2',\n",
-       "   'MAP4K2',\n",
-       "   'TAOK2',\n",
-       "   'IRAK2',\n",
-       "   'MAP3K13',\n",
-       "   'MAP3K6',\n",
-       "   'MAP4K3',\n",
-       "   'NEK10',\n",
-       "   'MYLK3',\n",
-       "   'PRKY',\n",
-       "   'MINK1',\n",
-       "   'ROR2',\n",
-       "   'TNIK',\n",
-       "   'MAPKAPK2',\n",
-       "   'MAPKAPK3',\n",
-       "   'PKN3',\n",
-       "   'NRK',\n",
-       "   'MAP3K9',\n",
-       "   'ADCK1']},\n",
-       " 'supercluster_8': {'subcluster_20': ['CDKL1', 'CDKL4'],\n",
-       "  'subcluster_12': ['STK39', 'WNK1', 'WNK4', 'WNK2', 'WNK3'],\n",
-       "  'subcluster_5': ['BMPR2',\n",
-       "   'AMHR2',\n",
-       "   'TGFBR1',\n",
-       "   'ACVRL1',\n",
-       "   'BMPR1B',\n",
-       "   'TGFBR2',\n",
-       "   'BMPR1A',\n",
-       "   'OXSR1',\n",
-       "   'ACVR1',\n",
-       "   'NUAK2',\n",
-       "   'STK35',\n",
-       "   'MYO3A',\n",
-       "   'TSSK4',\n",
-       "   'ACVR2A',\n",
-       "   'SGK196',\n",
-       "   'ACVR1B',\n",
-       "   'ACVR1C',\n",
-       "   'ACVR2B',\n",
-       "   'VRK2',\n",
-       "   'TSSK1B',\n",
-       "   'UHMK1']},\n",
-       " 'supercluster_9': {'subcluster_26': ['IP6K3',\n",
-       "   'IP6K1',\n",
-       "   'PPIP5K2',\n",
-       "   'IP6K2',\n",
-       "   'RNASEL',\n",
-       "   'PPIP5K1',\n",
-       "   'IPMK']}}"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1622,12 +612,12 @@
     "missing_parents = {x:kin_arr[kin_parents==x].tolist() for x in missing_parents}\n",
     "\n",
     "# display \n",
-    "parents_plus_children"
+    "print(parents_plus_children)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1645,7 +635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1749,7 +739,7 @@
        "4      Q96L96         AlphaK1  "
       ]
      },
-     "execution_count": 28,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1761,7 +751,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1788,13 +778,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
-    "fold_dict = pd.read_csv('./dist/viz_fold.csv', index_col=0)\n",
-    "fold_dict['fold_change'] = fold_dict['fold_change'].apply(lambda x: 0.0 if x == np.nan else x)\n",
-    "fold_dict = fold_dict.to_dict()['fold_change']"
+    "# fold_dict = pd.read_csv('./dist/viz_fold.csv', index_col=0)\n",
+    "# fold_dict['fold_change'] = fold_dict['fold_change'].apply(lambda x: 0.0 if x == np.nan else x)\n",
+    "# fold_dict = fold_dict.to_dict()['fold_change']"
    ]
   },
   {
@@ -1806,7 +796,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1819,12 +809,26 @@
     "                    \"children\":[\n",
     "                        {\"name\":str(k),\n",
     "                        \"size\":int(sizes[k]),\n",
-    "                        \"studied\":dark_dict[k],\n",
-    "                        \"fold\":fold_dict[k]}\n",
+    "                        \"studied\":dark_dict[k]}\n",
     "                        for k in kinases]}\n",
     "                     for child, kinases in children.items()]} \n",
     "                for parent, children in parents_plus_children.items()]}\n",
     "\n",
+    "# fold support \n",
+    "# json_out = {\"name\":\"viz\",\n",
+    "#             \"children\":[\n",
+    "#                 {\"name\":str(parent), \n",
+    "#                 \"children\":[\n",
+    "#                     {\"name\":str(child), \n",
+    "#                     \"children\":[\n",
+    "#                         {\"name\":str(k),\n",
+    "#                         \"size\":int(sizes[k]),\n",
+    "#                         \"studied\":dark_dict[k],\n",
+    "#                         \"fold\":fold_dict[k]}\n",
+    "#                         for k in kinases]}\n",
+    "#                      for child, kinases in children.items()]} \n",
+    "#                 for parent, children in parents_plus_children.items()]}\n",
+    "\n",
     "# extra json\n",
     "missing_json = [\n",
     "    {\"name\":str(parent),\n",
@@ -1839,7 +843,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1850,7 +854,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [