ormatting changes for notebooks

notebooks/03_semantic_methods.ipynb

@@ -1,5 +1,21 @@
 {
  "cells": [
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-22T11:40:21.711998Z",
+     "start_time": "2025-11-22T11:40:20.129376Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import spacy\n",
+    "nlp =  spacy.load(\"en_core_web_md\") # Medium model"
+   ],
+   "id": "1638b7b97e3bd6f",
+   "outputs": [],
+   "execution_count": 11
+  },
   {
    "metadata": {},
    "cell_type": "markdown",
@@ -9,19 +25,16 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-18T23:28:55.563335Z",
-     "start_time": "2025-11-18T23:28:53.763429Z"
+     "end_time": "2025-11-22T11:47:39.286432Z",
+     "start_time": "2025-11-22T11:47:39.271377Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "import import_ipynb\n",
-    "#from notebooks. import *\n",
+    "def test_word_vectors(word):\n",
+    "    print(word, nlp.vocab[word].vector.shape)\n",
     "\n",
-    "import spacy\n",
-    "nlp = spacy.load(\"en_core_web_md\")\n",
-    "\n",
-    "words = [\"cat\", \"dog\", \"feline\", \"vehicle\", \"car\"]\n",
+    "words = [\"cat\", \"dog\", \"feline\", \"feral\", \"vehicle\", \"car\"]\n",
     "# Test work similarities\n",
     "for word1 in words:\n",
     "    for word2 in words:\n",
@@ -39,28 +52,38 @@
      "text": [
       "cat - dog: 1.000\n",
       "cat - feline: 0.363\n",
+      "cat - feral: 0.483\n",
       "cat - vehicle: 0.078\n",
       "cat - car: 0.193\n",
       "dog - cat: 1.000\n",
       "dog - feline: 0.363\n",
+      "dog - feral: 0.483\n",
       "dog - vehicle: 0.078\n",
       "dog - car: 0.193\n",
       "feline - cat: 0.363\n",
       "feline - dog: 0.363\n",
+      "feline - feral: 0.412\n",
       "feline - vehicle: 0.180\n",
       "feline - car: 0.050\n",
+      "feral - cat: 0.483\n",
+      "feral - dog: 0.483\n",
+      "feral - feline: 0.412\n",
+      "feral - vehicle: 0.175\n",
+      "feral - car: 0.161\n",
       "vehicle - cat: 0.078\n",
       "vehicle - dog: 0.078\n",
       "vehicle - feline: 0.180\n",
+      "vehicle - feral: 0.175\n",
       "vehicle - car: 0.205\n",
       "car - cat: 0.193\n",
       "car - dog: 0.193\n",
       "car - feline: 0.050\n",
+      "car - feral: 0.161\n",
       "car - vehicle: 0.205\n"
      ]
     }
    ],
-   "execution_count": 1
+   "execution_count": 15
   },
   {
    "metadata": {},