diff --git a/README.md b/README.md
index f50f9a3..1c6dbdb 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 ## The full code will coming out at June. :)
 ## PID (Present, Past and Future) Optimizer for deep learning optimization
 This is the code associated with A PID Controller Approach for Stochastic Optimization of Deep Networks, CVPR 2018.
-## Usage:
+## Visualization:
 ## Citation:
 If PIDOptimizer is used in your paper/experiments, please cite the following papers.
 ```
diff --git a/momentum.txt b/momentum.txt
index d6a0450..77ea156 100644
--- a/momentum.txt
+++ b/momentum.txt
@@ -1,21 +1,21 @@
 Learning Rate	Train Loss	Valid Loss	Train Acc.	Valid Acc.	
-0.010000	0.516547	0.289208	86.581667	91.600000	
-0.010000	0.259415	0.216152	92.545000	93.950000	
-0.010000	0.201986	0.177764	94.343333	94.780000	
-0.010000	0.165051	0.149667	95.318333	95.600000	
-0.010000	0.139030	0.128418	96.070000	96.220000	
-0.010000	0.119939	0.116352	96.710000	96.600000	
-0.010000	0.104811	0.104972	97.101667	96.880000	
-0.010000	0.093801	0.096976	97.466667	97.120000	
-0.010000	0.084180	0.094102	97.731667	97.140000	
-0.010000	0.076191	0.085866	97.956667	97.510000	
-0.010000	0.069832	0.081906	98.118333	97.590000	
-0.010000	0.064328	0.079128	98.340000	97.710000	
-0.010000	0.059059	0.077403	98.468333	97.740000	
-0.010000	0.055209	0.074700	98.570000	97.780000	
-0.010000	0.051301	0.072494	98.680000	97.880000	
-0.010000	0.047872	0.071196	98.815000	97.770000	
-0.010000	0.044999	0.071158	98.900000	97.790000	
-0.010000	0.042177	0.066217	98.998333	97.990000	
-0.010000	0.039857	0.066495	99.031667	97.970000	
-0.010000	0.037694	0.065470	99.106667	97.950000	
+0.010000	0.509680	0.275800	86.908333	92.210000	
+0.010000	0.255431	0.213543	92.813333	93.890000	
+0.010000	0.198463	0.172725	94.408333	95.110000	
+0.010000	0.162204	0.146753	95.431667	95.830000	
+0.010000	0.136709	0.126174	96.183333	96.420000	
+0.010000	0.117841	0.118981	96.771667	96.630000	
+0.010000	0.103934	0.104209	97.195000	96.940000	
+0.010000	0.092159	0.095841	97.493333	97.290000	
+0.010000	0.082991	0.089649	97.791667	97.350000	
+0.010000	0.075273	0.084053	97.988333	97.520000	
+0.010000	0.069048	0.082308	98.156667	97.550000	
+0.010000	0.063580	0.077542	98.346667	97.710000	
+0.010000	0.058794	0.075400	98.473333	97.730000	
+0.010000	0.054611	0.072476	98.615000	97.790000	
+0.010000	0.050820	0.071925	98.718333	97.820000	
+0.010000	0.047619	0.069473	98.765000	97.920000	
+0.010000	0.044399	0.067499	98.933333	98.040000	
+0.010000	0.041778	0.067148	98.973333	98.000000	
+0.010000	0.039280	0.065606	99.058333	98.030000	
+0.010000	0.037374	0.065613	99.118333	97.950000	
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