diff --git a/11_midlevel_data.ipynb b/11_midlevel_data.ipynb
index 6520e93..af8367c 100644
--- a/11_midlevel_data.ipynb
+++ b/11_midlevel_data.ipynb
@@ -132,7 +132,7 @@
     {
      "data": {
       "text/plain": [
-       "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...]"
+       "(#374) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')'...]"
       ]
      },
      "execution_count": null,
@@ -162,7 +162,7 @@
     {
      "data": {
       "text/plain": [
-       "tensor([   2,    8,   20,   27,   11,   88,   18,   53, 3286,   45])"
+       "tensor([   2,    8,   76,   10,   23, 3112,   23,   34, 3113,   33])"
       ]
      },
      "execution_count": null,
@@ -192,7 +192,7 @@
     {
      "data": {
       "text/plain": [
-       "(#10) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at']"
+       "(#10) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')']"
       ]
      },
      "execution_count": null,
@@ -219,7 +219,7 @@
     {
      "data": {
       "text/plain": [
-       "'xxbos xxmaj this movie , which i just discovered at'"
+       "'xxbos xxmaj well , \" cube \" ( 1997 )'"
       ]
      },
      "execution_count": null,
@@ -256,8 +256,8 @@
     {
      "data": {
       "text/plain": [
-       "((#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...],\n",
-       " (#238) ['xxbos','i','stopped','watching','this','film','half','way','through','.'...])"
+       "((#374) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')'...],\n",
+       " (#207) ['xxbos','xxmaj','conrad','xxmaj','hall','went','out','with','a','bang'...])"
       ]
      },
      "execution_count": null,
diff --git a/clean/11_midlevel_data.ipynb b/clean/11_midlevel_data.ipynb
index d78cb56..25bd7a0 100644
--- a/clean/11_midlevel_data.ipynb
+++ b/clean/11_midlevel_data.ipynb
@@ -76,7 +76,7 @@
     {
      "data": {
       "text/plain": [
-       "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...]"
+       "(#374) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')'...]"
       ]
      },
      "execution_count": null,
@@ -99,7 +99,7 @@
     {
      "data": {
       "text/plain": [
-       "tensor([   2,    8,   20,   27,   11,   88,   18,   53, 3286,   45])"
+       "tensor([   2,    8,   76,   10,   23, 3112,   23,   34, 3113,   33])"
       ]
      },
      "execution_count": null,
@@ -122,30 +122,7 @@
     {
      "data": {
       "text/plain": [
-       "tensor([   2,    8,   20,   27,   11,   88,   18,   53, 3286,   45])"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "num = Numericalize()\n",
-    "num.setup(toks)\n",
-    "nums = toks.map(num)\n",
-    "nums[0][:10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(#10) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at']"
+       "(#10) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')']"
       ]
      },
      "execution_count": null,
@@ -165,7 +142,7 @@
     {
      "data": {
       "text/plain": [
-       "'xxbos xxmaj this movie , which i just discovered at'"
+       "'xxbos xxmaj well , \" cube \" ( 1997 )'"
       ]
      },
      "execution_count": null,
@@ -185,8 +162,8 @@
     {
      "data": {
       "text/plain": [
-       "((#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...],\n",
-       " (#238) ['xxbos','i','stopped','watching','this','film','half','way','through','.'...])"
+       "((#374) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')'...],\n",
+       " (#207) ['xxbos','xxmaj','conrad','xxmaj','hall','went','out','with','a','bang'...])"
       ]
      },
      "execution_count": null,
@@ -269,7 +246,7 @@
     {
      "data": {
       "text/plain": [
-       "(3.0, 5.0, 2.0)"
+       "(3.0, -1.0, 2.0)"
       ]
      },
      "execution_count": null,