diff --git a/.ipynb_checkpoints/run-checkpoint.ipynb b/.ipynb_checkpoints/run-checkpoint.ipynb
index 47dd1f6..8c650c3 100644
--- a/.ipynb_checkpoints/run-checkpoint.ipynb
+++ b/.ipynb_checkpoints/run-checkpoint.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "c333fcd7",
+   "id": "3312dc2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "e550c221",
+   "id": "a5d2718d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,7 +36,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "57585a3e",
+   "id": "2273a549",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,8 +57,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "a3a5ea9a",
+   "execution_count": 37,
+   "id": "83f7c5b5",
    "metadata": {},
    "outputs": [
     {
@@ -88,7 +88,7 @@
     "    \n",
     "data['train_input'] = data.apply(lambda row: to_vowpalwabbit(row, categories), axis=1)\n",
     "\n",
-    "model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.95')\n",
+    "model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.99')\n",
     "\n",
     "for example in data['train_input']:\n",
     "    model.learn(example)\n",
@@ -100,8 +100,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "ee80e14d",
+   "execution_count": 38,
+   "id": "caa9bb3b",
    "metadata": {},
    "outputs": [
     {
@@ -109,7 +109,7 @@
      "output_type": "stream",
      "text": [
       "[NbConvertApp] Converting notebook run.ipynb to script\n",
-      "[NbConvertApp] Writing 1951 bytes to run.py\n"
+      "[NbConvertApp] Writing 1952 bytes to run.py\n"
      ]
     }
    ],
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index a9f2531..8d7eed4 100644
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@@ -128353,7 +128353,7 @@ news
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@@ -129246,7 +129246,7 @@ news
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@@ -130531,7 +130531,7 @@ sport
 lifestyle
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@@ -130612,7 +130612,7 @@ sport
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@@ -131860,7 +131860,7 @@ opinion
 opinion
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@@ -132900,7 +132900,7 @@ news
 removed
 business
 business
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 news
 opinion
 culture
@@ -133539,7 +133539,7 @@ news
 opinion
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 lifestyle
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@@ -133939,7 +133939,7 @@ news
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@@ -134084,7 +134084,7 @@ news
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 opinion
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 news
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@@ -135040,7 +135040,7 @@ opinion
 news
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 opinion
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@@ -135523,8 +135523,8 @@ news
 sport
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@@ -135588,7 +135588,7 @@ news
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 opinion
 culture
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@@ -138210,7 +138210,7 @@ business
 news
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 opinion
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@@ -139266,7 +139266,7 @@ news
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 opinion
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@@ -139646,7 +139646,7 @@ news
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 business
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 news
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 business
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 business
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 culture
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 news
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@@ -144452,7 +144452,7 @@ news
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 opinion
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 lifestyle
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 news
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@@ -145508,7 +145508,7 @@ sport
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 sport
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 lifestyle
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 opinion
 news
 culture
@@ -145883,7 +145883,7 @@ news
 lifestyle
 news
 business
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 news
 news
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 business
 news
 news
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 sport
 news
 news
@@ -147371,7 +147371,7 @@ sport
 news
 opinion
 news
-news
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 business
 news
 sport
@@ -147704,7 +147704,7 @@ news
 business
 news
 news
-opinion
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 culture
 opinion
 news
@@ -148176,7 +148176,7 @@ sport
 news
 sport
 news
-news
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 news
 business
 sport
@@ -148657,7 +148657,7 @@ news
 news
 opinion
 news
-sport
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 news
 news
 news
@@ -149007,7 +149007,7 @@ news
 news
 news
 news
-sport
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 news
 news
 sport
@@ -149080,7 +149080,7 @@ news
 sport
 business
 news
-business
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 sport
 news
 sport
diff --git a/run.ipynb b/run.ipynb
index 47dd1f6..8c650c3 100644
--- a/run.ipynb
+++ b/run.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "c333fcd7",
+   "id": "3312dc2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "e550c221",
+   "id": "a5d2718d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,7 +36,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "57585a3e",
+   "id": "2273a549",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,8 +57,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "a3a5ea9a",
+   "execution_count": 37,
+   "id": "83f7c5b5",
    "metadata": {},
    "outputs": [
     {
@@ -88,7 +88,7 @@
     "    \n",
     "data['train_input'] = data.apply(lambda row: to_vowpalwabbit(row, categories), axis=1)\n",
     "\n",
-    "model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.95')\n",
+    "model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.99')\n",
     "\n",
     "for example in data['train_input']:\n",
     "    model.learn(example)\n",
@@ -100,8 +100,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "ee80e14d",
+   "execution_count": 38,
+   "id": "caa9bb3b",
    "metadata": {},
    "outputs": [
     {
@@ -109,7 +109,7 @@
      "output_type": "stream",
      "text": [
       "[NbConvertApp] Converting notebook run.ipynb to script\n",
-      "[NbConvertApp] Writing 1951 bytes to run.py\n"
+      "[NbConvertApp] Writing 1952 bytes to run.py\n"
      ]
     }
    ],
diff --git a/run.py b/run.py
index 4a93165..8bbd739 100644
--- a/run.py
+++ b/run.py
@@ -44,7 +44,7 @@ def to_vowpalwabbit(row, categories):
     return vw
 
 
-# In[ ]:
+# In[37]:
 
 
 x_train = pd.read_csv('train/in.tsv', header=None, sep='\t')
@@ -65,7 +65,7 @@ print(categories)
     
 data['train_input'] = data.apply(lambda row: to_vowpalwabbit(row, categories), axis=1)
 
-model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.95')
+model = vowpalwabbit.Workspace('--oaa 7 --learning_rate 0.99')
 
 for example in data['train_input']:
     model.learn(example)
@@ -75,7 +75,7 @@ prediction('test-A/in.tsv', 'test-A/out.tsv', model, categories)
 prediction('test-B/in.tsv', 'test-B/out.tsv', model, categories)
 
 
-# In[34]:
+# In[36]:
 
 
 get_ipython().system('jupyter nbconvert --to script run.ipynb')
diff --git a/test-A/out.tsv b/test-A/out.tsv
index c7f0208..064b602 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -201,7 +201,7 @@ culture
 news
 news
 sport
-news
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 opinion
 news
 news
@@ -1146,7 +1146,7 @@ business
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 sport
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@@ -1310,7 +1310,7 @@ sport
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 news
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@@ -1388,7 +1388,7 @@ news
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 news
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@@ -1937,7 +1937,7 @@ news
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@@ -33411,7 +33411,7 @@ business
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@@ -36435,7 +36435,7 @@ news
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@@ -36920,7 +36920,7 @@ news
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 news
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