@@ -43,15 +43,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "id": "5AXyxiLD4X93"
    },
    "outputs": [],
    "source": [
-    "!pip install textattack\n",
-    "!pip install torch==1.6\n",
-    "\n",
     "# import transformations, contraints, and the Augmenter\n",
     "from textattack.transformations import WordSwapRandomCharacterDeletion\n",
     "from textattack.transformations import WordSwapQWERTY\n",
@@ -65,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -77,22 +74,20 @@
     {
      "data": {
       "text/plain": [
-       "['Wat I cannog crexte, I do not ubderstand.',\n",
-       " 'Wat I cnnot creae, I do not understanr.',\n",
-       " 'Wha I canno ceeate, I do not ubderstand.',\n",
-       " 'Whaf I camnot creatr, I do not understsnd.',\n",
-       " 'Wht I cannt crete, I do not undrstand.',\n",
-       " 'Wht I cnnot crewte, I do not undersyand.',\n",
-       " 'Whzt I cannlt creare, I do not understajd.',\n",
-       " 'Wuat I cannof cfeate, I do not undefstand.',\n",
-       " 'Wuat I cannoy ceate, I do not ubderstand.',\n",
-       " 'hat I annot cfeate, I do not undestand.']"
+       "['Ahat I camnot reate, I do not unerstand.',\n",
+       " 'Ahat I cwnnot crewte, I do not undefstand.',\n",
+       " 'Wat I camnot vreate, I do not undefstand.',\n",
+       " 'Wha I annot crate, I do not unerstand.',\n",
+       " 'Whaf I canno creatr, I do not ynderstand.',\n",
+       " 'Wtat I cannor dreate, I do not understwnd.',\n",
+       " 'Wuat I canno ceate, I do not unferstand.',\n",
+       " 'hat I cnnot ceate, I do not undersand.',\n",
+       " 'hat I cnnot cfeate, I do not undfrstand.',\n",
+       " 'hat I cwnnot crfate, I do not ujderstand.']"
       ]
      },
-     "execution_count": 19,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 2,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
@@ -130,7 +125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -139,20 +134,30 @@
     "outputId": "cd5ffc65-ca80-45cd-b3bb-d023bcad09a4"
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2021-06-09 16:58:41,816 --------------------------------------------------------------------------------\n",
+      "2021-06-09 16:58:41,817 The model key 'ner' now maps to 'https://huggingface.co/flair/ner-english' on the HuggingFace ModelHub\n",
+      "2021-06-09 16:58:41,817  - The most current version of the model is automatically downloaded from there.\n",
+      "2021-06-09 16:58:41,818  - (you can alternatively manually download the original model at https://nlp.informatik.hu-berlin.de/resources/models/ner/en-ner-conll03-v0.4.pt)\n",
+      "2021-06-09 16:58:41,818 --------------------------------------------------------------------------------\n",
+      "2021-06-09 16:58:41,906 loading file /u/lab/jy2ma/.flair/models/ner-english/4f4cdab26f24cb98b732b389e6cebc646c36f54cfd6e0b7d3b90b25656e4262f.8baa8ae8795f4df80b28e7f7b61d788ecbb057d1dc85aacb316f1bd02837a4a4\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "['I would love to go to Central African Republic but the tickets are 500 dollars',\n",
-       " 'I would love to go to Japan but the tickets are 707 dollars',\n",
-       " 'I would love to go to Kosovo but the tickets are 500 dollars',\n",
-       " \"I'd love to go to Dominica but the tickets are 437 dollars\",\n",
-       " \"I'd love to go to New Caledonia but the tickets are 697 dollars\"]"
+       "['I would love to go to Chile but the tickets are 500 dollars',\n",
+       " 'I would love to go to Japan but the tickets are 500 dollars',\n",
+       " 'I would love to go to Japan but the tickets are 75 dollars',\n",
+       " \"I'd love to go to Oman but the tickets are 373 dollars\",\n",
+       " \"I'd love to go to Vietnam but the tickets are 613 dollars\"]"
       ]
      },
-     "execution_count": 5,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 3,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
@@ -194,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -206,17 +211,15 @@
     {
      "data": {
       "text/plain": [
-       "[\"I'd hump to go to Japan but the slate are 500 dollars\",\n",
-       " \"I'd love to go to Nippon but the tickets are 500 buck\",\n",
-       " \"I'd love to go to japan but the tickets are 500 dollar\",\n",
-       " \"I'd love to perish to Japan but the fine are 500 dollars\",\n",
-       " \"I'd love to start to Japan but the tickets are 500 buck\"]"
+       "[\"I'd fuck to fit to Japan but the tickets are 500 dollars\",\n",
+       " \"I'd know to cristal to Japan but the tickets are 500 dollars\",\n",
+       " \"I'd love to depart to Japan but the tickets are D dollars\",\n",
+       " \"I'd love to get to Nihon but the tickets are 500 dollars\",\n",
+       " \"I'd love to work to Japan but the tickets are 500 buck\"]"
       ]
      },
-     "execution_count": 7,
-     "metadata": {
-      "tags": []
-     },
+     "execution_count": 4,
+     "metadata": {},
      "output_type": "execute_result"
     }
    ],
@@ -230,7 +233,6 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "collapsed": true,
     "id": "whvwbHLVEJ-S"
    },
    "source": [
@@ -259,9 +261,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.7"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 1
+ "nbformat_minor": 4
 }