diff --git a/Cluster_Analysis.ipynb b/Cluster_Analysis.ipynb
index 48da1a24551de59c2a4a3fec9dd9e477a6a63bf1..db9ea360dbf7efa5d1f29f6513cbf4f70fb2342b 100644
--- a/Cluster_Analysis.ipynb
+++ b/Cluster_Analysis.ipynb
@@ -81,8 +81,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "start_date = '2020-11-01'\n",
-    "end_date = '2020-11-23'"
+    "start_date = '2021-01-01'\n",
+    "end_date = '2021-01-08'"
    ]
   },
   {
@@ -156,10 +156,10 @@
    "outputs": [],
    "source": [
     "xaxis_min = 0\n",
-    "xaxis_max = 140\n",
+    "xaxis_max = 80\n",
     "\n",
     "yaxis_min = 0\n",
-    "yaxis_max = 100"
+    "yaxis_max = 20"
    ]
   },
   {
@@ -756,7 +756,7 @@
     "\n",
     "#####Blue\n",
     "ax = fig.add_subplot(431)\n",
-    "rqmem_elapsed_blue_hist = ax.hist2d(df_1_2d1['ReqMemCPU'],df_1_2d1['Elapsed'], \n",
+    "rqmem_elapsed_blue_hist = ax.hist2d(cluster_1['ReqMemCPU'],cluster_1['Elapsed'], \n",
     "                                bins =[x_blue_rqmem_elapsed_bins, y_blue_rqmem_elapsed_bins], \n",
     "                                      cmap = plt.cm.Blues)\n",
     "ax.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -767,7 +767,7 @@
     "\n",
     "\n",
     "ax2 = fig.add_subplot(432)\n",
-    "alloc_elapsed_blue_hist = ax2.hist2d(df_1_2d2['AllocCPUS'],df_1_2d2['Elapsed'], \n",
+    "alloc_elapsed_blue_hist = ax2.hist2d(cluster_1['AllocCPUS'],cluster_1['Elapsed'], \n",
     "                                bins =[x_blue_alloc_elapsed_bins, y_blue_alloc_elapsed_bins],\n",
     "                                      cmap = plt.cm.Blues)\n",
     "ax2.set_xlabel('AllocCPUS')\n",
@@ -778,7 +778,7 @@
     "\n",
     "\n",
     "ax3 = fig.add_subplot(433)\n",
-    "reqmem_alloc_blue_hist = ax3.hist2d(df_1_2d3['ReqMemCPU'],df_1_2d3['AllocCPUS'], \n",
+    "reqmem_alloc_blue_hist = ax3.hist2d(cluster_1['ReqMemCPU'],cluster_1['AllocCPUS'], \n",
     "                                bins =[x_blue_reqmem_alloc_bins, y_blue_reqmem_alloc_bins],\n",
     "                                     cmap = plt.cm.Blues)\n",
     "ax3.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -791,7 +791,7 @@
     " \n",
     "####Purple\n",
     "ax4 = fig.add_subplot(434) # This represents a (3x3) grid (row x col) and we are plotting the (1) subplot. The last number increments row-wise.\n",
-    "rqmem_elapsed_purple_hist = ax4.hist2d(df_0_2d1['ReqMemCPU'],df_0_2d1['Elapsed'], \n",
+    "rqmem_elapsed_purple_hist = ax4.hist2d(cluster_0['ReqMemCPU'],cluster_0['Elapsed'], \n",
     "                                bins =[x_purple_rqmem_elapsed_bins, y_purple_rqmem_elapsed_bins], \n",
     "                                      cmap = plt.cm.Blues)\n",
     "ax4.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -803,7 +803,7 @@
     "\n",
     "\n",
     "ax5 = fig.add_subplot(435) # Second subplot\n",
-    "alloc_elapsed_purple_hist = ax5.hist2d(df_0_2d2['AllocCPUS'],df_0_2d2['Elapsed'], \n",
+    "alloc_elapsed_purple_hist = ax5.hist2d(cluster_0['AllocCPUS'],cluster_0['Elapsed'], \n",
     "                                bins =[x_purple_alloc_elapsed_bins, y_purple_alloc_elapsed_bins], \n",
     "                                       cmap = plt.cm.Blues)\n",
     "ax5.set_xlabel('AllocCPUS')\n",
@@ -814,7 +814,7 @@
     "\n",
     "\n",
     "ax6 = fig.add_subplot(436)\n",
-    "reqmem_alloc_purple_hist = ax6.hist2d(df_0_2d3['ReqMemCPU'],df_0_2d3['AllocCPUS'], \n",
+    "reqmem_alloc_purple_hist = ax6.hist2d(cluster_0['ReqMemCPU'],cluster_0['AllocCPUS'], \n",
     "                                bins =[x_purple_reqmem_alloc_bins, y_purple_reqmem_alloc_bins], \n",
     "                                      cmap = plt.cm.Blues) # use magma or\n",
     "ax6.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -826,7 +826,7 @@
     "\n",
     "#####Red\n",
     "ax7 = fig.add_subplot(437)\n",
-    "rqmem_elapsed_red_hist = ax7.hist2d(df_3_2d1['ReqMemCPU'],df_3_2d1['Elapsed'], \n",
+    "rqmem_elapsed_red_hist = ax7.hist2d(cluster_3['ReqMemCPU'],cluster_3['Elapsed'], \n",
     "                                bins =[x_red_rqmem_elapsed_bins, y_red_rqmem_elapsed_bins],\n",
     "                                    cmap = plt.cm.Blues)\n",
     "ax7.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -837,7 +837,7 @@
     "\n",
     "\n",
     "ax8 = fig.add_subplot(438)\n",
-    "alloc_elapsed_red_hist = ax8.hist2d(df_3_2d2['AllocCPUS'],df_3_2d2['Elapsed'], \n",
+    "alloc_elapsed_red_hist = ax8.hist2d(cluster_3['AllocCPUS'],cluster_3['Elapsed'], \n",
     "                                bins =[x_red_reqmem_alloc_bins, y_red_reqmem_alloc_bins],\n",
     "                                    cmap = plt.cm.Blues)\n",
     "ax8.set_xlabel('AllocCPUS')\n",
@@ -848,7 +848,7 @@
     "\n",
     "\n",
     "ax9 = fig.add_subplot(439)\n",
-    "reqmem_alloc_red_hist = ax9.hist2d(df_3_2d3['ReqMemCPU'],df_3_2d3['AllocCPUS'], \n",
+    "reqmem_alloc_red_hist = ax9.hist2d(cluster_3['ReqMemCPU'],cluster_3['AllocCPUS'], \n",
     "                                bins =[x_red_reqmem_alloc_bins, y_red_reqmem_alloc_bins],\n",
     "                                   cmap = plt.cm.Blues)\n",
     "ax9.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -861,7 +861,7 @@
     "\n",
     "#####Yellow\n",
     "ax10 = fig.add_subplot(4,3,10)\n",
-    "rqmem_elapsed_yellow_hist = ax10.hist2d(df_2_2d1['ReqMemCPU'],df_2_2d1['Elapsed'], \n",
+    "rqmem_elapsed_yellow_hist = ax10.hist2d(cluster_2['ReqMemCPU'],cluster_2['Elapsed'], \n",
     "                                bins =[x_yellow_rqmem_elapsed_bins, y_yellow_rqmem_elapsed_bins],\n",
     "                                    cmap = plt.cm.Blues)\n",
     "ax10.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -872,7 +872,7 @@
     "\n",
     "\n",
     "ax11 = fig.add_subplot(4,3,11)\n",
-    "alloc_elapsed_yellow_hist = ax11.hist2d(df_2_2d2['AllocCPUS'],df_2_2d2['Elapsed'], \n",
+    "alloc_elapsed_yellow_hist = ax11.hist2d(cluster_2['AllocCPUS'],cluster_2['Elapsed'], \n",
     "                                bins =[x_yellow_reqmem_alloc_bins, y_yellow_reqmem_alloc_bins],\n",
     "                                    cmap = plt.cm.Blues)\n",
     "ax11.set_xlabel('AllocCPUS')\n",
@@ -883,7 +883,7 @@
     "\n",
     "\n",
     "ax12 = fig.add_subplot(4,3,12)\n",
-    "reqmem_alloc_yellow_hist = ax12.hist2d(df_2_2d3['ReqMemCPU'],df_2_2d3['AllocCPUS'], \n",
+    "reqmem_alloc_yellow_hist = ax12.hist2d(cluster_2['ReqMemCPU'],cluster_2['AllocCPUS'], \n",
     "                                bins =[x_yellow_reqmem_alloc_bins, y_yellow_reqmem_alloc_bins],\n",
     "                                   cmap = plt.cm.Blues)\n",
     "ax12.set_xlabel('ReqMemCPU(gigs)')\n",
@@ -914,7 +914,39 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "xaxis_min = 0\n",
+    "xaxis_max = 10\n",
+    "\n",
+    "yaxis_min = 0\n",
+    "yaxis_max = 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# only the darkest spots\n",
+    "\n",
+    "# blue reqmem/elapsed denstiy spot: reqmem = 16-17 ,elapsed = 0-1\n",
+    "# blue alloc/elapsed denstiy spot: alloc = 4-5 ,elapsed = 0-1\n",
+    "# blue reqmem/alloc denstiy spot: reqmem = 16-17 ,alloc = 4-5\n",
+    "\n",
+    "# purple reqmem/elapsed denstiy spot: reqmem = 8-9 ,elapsed = 0-1\n",
+    "# purple alloc/elapsed denstiy spot: alloc = 1-2 ,elapsed = 0-1\n",
+    "# purple reqmem/alloc denstiy spot: reqmem = 8-9 ,alloc = 1-2\n",
+    "\n",
+    "# red reqmem/elapsed denstiy spot: reqmem = ,elapsed = \n",
+    "# red alloc/elapsed denstiy spot: alloc = ,elapsed = \n",
+    "# red reqmem/alloc denstiy spot: reqmem = ,alloc = \n",
+    "\n",
+    "# yellow reqmem/elapsed denstiy spot: reqmem = ,elapsed = \n",
+    "# yellow alloc/elapsed denstiy spot: alloc = ,elapsed = \n",
+    "# yellow reqmem/alloc density spot: reqmem = 0-10, alloc = 1-2\n",
+    "\n"
+   ]
   }
  ],
  "metadata": {