minor fix

rohitinu6 · Oct 22, 2024 · 5c9bb57 · 5c9bb57
1 parent 5e660b7
commit 5c9bb57
Showing 1 changed file with 14 additions and 8 deletions.
diff --git a/stock_sentimental.ipynb b/stock_sentimental.ipynb
@@ -258,15 +258,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 175ms/step\n",
-      "Sentiment: Positive\n"
+     "ename": "NameError",
+     "evalue": "name 'tokenizer' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_10044\\3289756518.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;31m# Example usage\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m \u001b[0mnew_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"The stock market is  bad today.\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m \u001b[0mpredict_sentiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_text\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_10044\\3289756518.py\u001b[0m in \u001b[0;36mpredict_sentiment\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mpredict_sentiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0msequence\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtexts_to_sequences\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[0mpadded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpad_sequences\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmaxlen\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmax_length\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpadding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'post'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mprediction\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpadded\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;31m# Assuming binary classification: 0 for Negative, 1 for Positive\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'tokenizer' is not defined"
      ]
     }
    ],
@@ -282,7 +286,7 @@
     "        print(\"Sentiment: Negative\")\n",
     "\n",
     "# Example usage\n",
-    "new_text = \"The stock market is performing bad today.\"\n",
+    "new_text = \"The stock market is  bad today.\"\n",
     "predict_sentiment(new_text)\n"
    ]
   },
@@ -300,7 +304,8 @@
     }
    ],
    "source": [
-    "model.save('sentiment_model.h5')\n"
+    "model.save('sentiment_model.h5')\n",
+    "\n"
    ]
   },
   {
@@ -337,6 +342,7 @@
     "    \"I'm very happy with the profits I've made.\",\n",
     "    \"I'm disappointed with the losses this quarter.\",\n",
     "    \"It's a great time to invest in stocks!\"\n",
+    "    \n",
     "]\n",
     "\n",
     "for text in test_texts:\n",