From 8d6adc589d2e751136a56e0d77e553604e624815 Mon Sep 17 00:00:00 2001
From: Filip Johnsson <filjo653@student.liu.se>
Date: Mon, 2 Dec 2024 09:36:38 +0100
Subject: [PATCH] fix 4.1

---
 l4/TM-Lab4.ipynb | 75 ++++++++++++++++++++++++------------------------
 1 file changed, 37 insertions(+), 38 deletions(-)

diff --git a/l4/TM-Lab4.ipynb b/l4/TM-Lab4.ipynb
index c61c93d..d77c32a 100644
--- a/l4/TM-Lab4.ipynb
+++ b/l4/TM-Lab4.ipynb
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 13,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -87,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 14,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -200,7 +200,7 @@
        "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         i loved these movies , and i cant wiat for the third one ! very funny , not suitable for chilren  "
       ]
      },
-     "execution_count": 52,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -239,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 16,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -259,9 +259,6 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<Compressed Sparse Row sparse matrix of dtype 'float64'\n",
-      "\twith 579847 stored elements and shape (11914, 46619)>\n",
-      "  Coords\tValues\n",
       "  (0, 5852)\t0.06504921495797875\n",
       "  (0, 2193)\t0.1471548307342515\n",
       "  (0, 24915)\t0.09109607037535733\n",
@@ -337,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 17,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -382,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 18,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -427,12 +424,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -462,7 +459,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 20,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -521,7 +518,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 21,
    "metadata": {
     "tags": [
      "solution"
@@ -532,9 +529,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Cluster 0: product, use, software, does, great, program, used, just, work, good\n",
-      "Cluster 1: book, movie, album, like, cd, just, music, quot, great, film\n",
-      "Cluster 2: camera, lens, pictures, canon, digital, use, flash, battery, quality, great\n"
+      "Cluster 0: product, movie, use, great, just, like, good, does, time, did\n",
+      "Cluster 1: camera, lens, pictures, canon, digital, use, flash, battery, quality, great\n",
+      "Cluster 2: book, album, cd, quot, music, songs, like, read, song, just\n"
      ]
     }
    ],
@@ -583,7 +580,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 22,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -604,7 +601,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -668,7 +665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -722,7 +719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -732,7 +729,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 30,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -765,13 +762,7 @@
     "        for line in source:\n",
     "            doc = nlp(line)\n",
     "\n",
-    "            sentence = []\n",
-    "\n",
-    "            for token in doc:\n",
-    "                if not token.is_stop and not token.is_alpha and len(token.text) >= 3:\n",
-    "                    sentence.append(token.text)\n",
-    "            \n",
-    "            new_source.append(sentence)\n",
+    "            new_source.append([token.text for token in doc if not token.is_stop and token.is_alpha and len(token.text) >= 3])\n",
     "    \n",
     "    return new_source"
    ]
@@ -787,7 +778,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 31,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -805,15 +796,23 @@
    },
    "outputs": [
     {
-     "ename": "TypeError",
-     "evalue": "sequence item 0: expected str instance, spacy.tokens.token.Token found",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[74], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m documents \u001b[38;5;241m=\u001b[39m load_and_preprocess_documents()\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDocument 42 after preprocessing: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdocuments\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m42\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(documents[\u001b[38;5;241m42\u001b[39m]) \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreduce oil imports million barrels day end year million barrels day end\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m      5\u001b[0m success()\n",
-      "\u001b[0;31mTypeError\u001b[0m: sequence item 0: expected str instance, spacy.tokens.token.Token found"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Document 42 after preprocessing: reduce oil imports million barrels day end year million barrels day end\n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"alert alert-success\"><strong>Checks have passed!</strong></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-- 
GitLab