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": {