diff --git a/Makefile b/Makefile
index 3d0ea90..06a7cf4 100644
--- a/Makefile
+++ b/Makefile
@@ -15,6 +15,14 @@ pdf: $(TEXFILE)
 	$(TEX) -shell-escape $<
 	$(TEX) -shell-escape $<
 
+watch:
+	$(info ************  WATCHING FOR CHANGES  ************)
+	watchman watch $(shell pwd)
+	watchman -- trigger $(shell pwd) pyfiles 'figures/*.py' -- ls -l
+unwatch:
+	$(info ************  CANCELLING WATCH  ************)
+	watchman watch-del "$(shell pwd)"
+
 clean:
 	rm -f \
 	$(TEXFILE:.tex=.pdf) \
diff --git a/figures/cpu_matvec.pdf b/figures/cpu_matvec.pdf
index 2cd1276..ece220f 100644
Binary files a/figures/cpu_matvec.pdf and b/figures/cpu_matvec.pdf differ
diff --git a/figures/cpu_matvec.png b/figures/cpu_matvec.png
index 8bdfeb8..7ba64cf 100644
Binary files a/figures/cpu_matvec.png and b/figures/cpu_matvec.png differ
diff --git a/figures/kernels.pdf b/figures/kernels.pdf
index 2ee3d86..5ea5e87 100644
Binary files a/figures/kernels.pdf and b/figures/kernels.pdf differ
diff --git a/figures/kernels.png b/figures/kernels.png
index 3178b7b..96e2f94 100644
Binary files a/figures/kernels.png and b/figures/kernels.png differ
diff --git a/figures/mlfmm_bw.pdf b/figures/mlfmm_bw.pdf
index bab88f6..3ba9300 100644
Binary files a/figures/mlfmm_bw.pdf and b/figures/mlfmm_bw.pdf differ
diff --git a/figures/mlfmm_minsky.pdf b/figures/mlfmm_minsky.pdf
index f87a2ca..229004b 100644
Binary files a/figures/mlfmm_minsky.pdf and b/figures/mlfmm_minsky.pdf differ
diff --git a/figures/plots.py b/figures/plots.py
index f384805..5519558 100644
--- a/figures/plots.py
+++ b/figures/plots.py
@@ -8,7 +8,7 @@ DPI=600
 
 def autolabel(ax, rect):
     """
-    Attach a text label above each bar displaying its height
+    Attach  a text label above each bar displaying its height
     """
     height = rect.get_height()
     ax.text(rect.get_x() + rect.get_width()/2., 1.05*height,
@@ -17,24 +17,60 @@ def autolabel(ax, rect):
 
 path = 'figures/cpu_matvec'
 fig, ax = plt.subplots()
-systems = ('BW (32T)', "Minsky (160T)")
+systems = ('BW (32T)', "S822LC (160T)")
 mlfmm = (8.65e4, 4.84e4)
 total = (1.2e5, 5.77e4)
 x_pos = np.arange(len(systems))
 
-ax.bar(x_pos, mlfmm, color='darkgray', label='MLFMM')
-ax.bar(x_pos, [i-j for i,j in zip(total, mlfmm)], color='lightgray', bottom=mlfmm, label='Other Operations')
+ax.bar(x_pos, mlfmm, color='0.4', label='MLFMM')
+ax.bar(x_pos, [i-j for i,j in zip(total, mlfmm)], color='0.8', bottom=mlfmm, label='Non-MLFMM')
 ax.set_xticks(x_pos)
 ax.set_xticklabels(systems)
 ax.set_ylabel("Execution Time (ms)")
 handles, labels = ax.get_legend_handles_labels()
 ax.legend(handles, labels)
+sns.despine()
 plt.savefig(path+'.pdf')
 plt.savefig(path+'.png', dpi=DPI)
 print path
 
 
 
+path = 'figures/kernels'
+fig, ax = plt.subplots()
+systems = ['BW 32T', "S822LC 160T", "BW 4 GPU" ,"S822LC 4 GPU"]
+x_pos = np.arange(len(systems))
+p2m = (127.10, 72.10749, 7.73, 1.604)
+m2m = (156.2506, 102.61091, 9.613814, 1.746476)
+m2l = (189.615, 82.67791, 18.177774, 2.671025)
+l2l = (91.5957, 101.56461, 20.215436, 2.611185)
+l2p = (196.2115, 68.38529, 6.994, 1.395)
+p2p = (1117.368, 590.4818, 90.619, 18.265)
+total = [sum(i) for i in zip(p2m,m2m,m2l,l2l,l2p,p2p)]
+p2m_ratio = [i/j for i,j in zip(p2m, total)]
+m2m_ratio = [i/j for i,j in zip(m2m, total)]
+m2l_ratio = [i/j for i,j in zip(m2l, total)]
+l2l_ratio = [i/j for i,j in zip(l2l, total)]
+l2p_ratio = [i/j for i,j in zip(l2p, total)]
+p2p_ratio = [i/j for i,j in zip(p2p, total)]
+ax.bar(x_pos, p2p_ratio, color='0', label='p2p')
+ax.bar(x_pos, l2p_ratio, color='0.1', label='l2p', bottom=p2p_ratio)
+ax.bar(x_pos, l2l_ratio, color='0.25', label='l2l', bottom=[sum(i) for i in zip(l2p_ratio,p2p_ratio)])
+ax.bar(x_pos, m2l_ratio, color='0.40',  label='m2l', bottom=[sum(i) for i in zip(l2l_ratio, l2p_ratio,p2p_ratio)])
+ax.bar(x_pos, m2m_ratio, color='0.55', label='m2m', bottom=[sum(i) for i in zip(m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
+ax.bar(x_pos, p2m_ratio, color='0.8', label='p2m', bottom=[sum(i) for i in zip(m2m_ratio, m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
+ax.set_xticks(x_pos)
+ax.set_xticklabels(systems)
+ax.set_ylabel("MLFMM Kernel Breakdown")
+handles, labels = ax.get_legend_handles_labels()
+ax.legend(handles, labels)
+# plt.ylim([1, 1e4])
+# ax.set_title('How fast do you want to go today?')
+sns.despine()
+plt.savefig(path+'.pdf')
+plt.savefig(path+'.png', dpi=DPI)
+print path
+
 path='figures/mlfmm_bw'
 width=0.33
 fig, ax = plt.subplots()
@@ -95,39 +131,5 @@ print path
 
 
 
-fig, ax = plt.subplots()
-systems = ['BW 32T', "Minsky 160T", "BW 4 GPU" ,"Minsky 4 GPU"]
-p2m = (127.10, 72.10749, 7.73, 1.604)
-m2m = (156.2506, 102.61091, 9.613814, 1.746476)
-m2l = (189.615, 82.67791, 18.177774, 2.671025)
-l2l = (91.5957, 101.56461, 20.215436, 2.611185)
-l2p = (196.2115, 68.38529, 6.994, 1.395)
-p2p = (1117.368, 590.4818, 90.619, 18.265)
-total = [sum(i) for i in zip(p2m,m2m,m2l,l2l,l2p,p2p)]
-p2m_ratio = [i/j for i,j in zip(p2m, total)]
-m2m_ratio = [i/j for i,j in zip(m2m, total)]
-m2l_ratio = [i/j for i,j in zip(m2l, total)]
-l2l_ratio = [i/j for i,j in zip(l2l, total)]
-l2p_ratio = [i/j for i,j in zip(l2p, total)]
-p2p_ratio = [i/j for i,j in zip(p2p, total)]
 
 
-
-path = 'figures/kernels'
-x_pos = np.arange(len(systems))
-ax.bar(x_pos, p2p_ratio, color='0', label='p2p')
-ax.bar(x_pos, l2p_ratio, color='0.15', label='l2p', bottom=p2p_ratio)
-ax.bar(x_pos, l2l_ratio, color='0.3', label='l2l', bottom=[sum(i) for i in zip(l2p_ratio,p2p_ratio)])
-ax.bar(x_pos, m2l_ratio, color='0.45',  label='m2l', bottom=[sum(i) for i in zip(l2l_ratio, l2p_ratio,p2p_ratio)])
-ax.bar(x_pos, m2m_ratio, color='0.6', label='m2m', bottom=[sum(i) for i in zip(m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
-ax.bar(x_pos, p2m_ratio, color='0.75', label='p2m', bottom=[sum(i) for i in zip(m2m_ratio, m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
-ax.set_xticks(x_pos)
-ax.set_xticklabels(systems)
-ax.set_ylabel("MLFMM Kernel Breakdown")
-handles, labels = ax.get_legend_handles_labels()
-ax.legend(handles, labels)
-# plt.ylim([1, 1e4])
-# ax.set_title('How fast do you want to go today?')
-plt.savefig(path+'.pdf')
-plt.savefig(path+'.png', dpi=DPI)
-print path
\ No newline at end of file