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Henry Dowd
2025-11-29 14:54:32 +00:00
parent fb68bc869a
commit 02cdc7bac6
7 changed files with 447 additions and 210 deletions
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notebooks/01_data_exploration.ipynb
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@@ -10,6 +10,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"id": "12579bf734bb1a92",
"metadata": {
"ExecuteTime": {
@@ -17,11 +18,13 @@
"start_time": "2025-11-23T13:53:56.325948Z"
}
},
"outputs": [],
"source": [
"import token\n",
"import spacy\n",
"from spacy import displacy\n",
"from IPython.display import display, HTML\n",
"import torch\n",
"\n",
"nlp = spacy.load(\"en_core_web_md\") # Medium size model\n",
"\n",
@@ -30,9 +33,7 @@
" \"On the mat, the cat was sitting.\",\n",
" \"A completely different sentence about something else.\"\n",
"]"
],
"outputs": [],
"execution_count": 1
]
},
{
"cell_type": "markdown",
@@ -44,6 +45,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e003ac06a58cfbb4",
"metadata": {
"ExecuteTime": {
@@ -51,14 +53,6 @@
"start_time": "2025-11-23T13:54:12.896440Z"
}
},
"source": [
"\n",
"for sent in test_sentences:\n",
" doc = nlp(sent)\n",
" print(f\"Sentence: {sent}\")\n",
" print(f\"Tokens: {[token.text for token in doc]}\")\n",
" print(\"---\")\n"
],
"outputs": [
{
"name": "stdout",
@@ -76,10 +70,18 @@
]
}
],
"execution_count": 2
"source": [
"\n",
"for sent in test_sentences:\n",
" doc = nlp(sent)\n",
" print(f\"Sentence: {sent}\")\n",
" print(f\"Tokens: {[token.text for token in doc]}\")\n",
" print(\"---\")\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5e488a878a5cfccb",
"metadata": {
"ExecuteTime": {
@@ -87,6 +89,39 @@
"start_time": "2025-11-23T13:55:22.744266Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--------------------------------------------------\n",
"Sentence: The cat sat on the mat.\n",
"--- Direct Sentence ---\n",
"the cat sat on the mat.\n",
"--- Semantic Sentence ---\n",
"cat sit mat\n",
"--- Syntactic Sentence ---\n",
"the cat sit on the mat .\n",
"--------------------------------------------------\n",
"Sentence: On the mat, the cat was sitting.\n",
"--- Direct Sentence ---\n",
"on the mat, the cat was sitting.\n",
"--- Semantic Sentence ---\n",
"mat cat sit\n",
"--- Syntactic Sentence ---\n",
"on the mat , the cat be sit .\n",
"--------------------------------------------------\n",
"Sentence: A completely different sentence about something else.\n",
"--- Direct Sentence ---\n",
"a completely different sentence about something else.\n",
"--- Semantic Sentence ---\n",
"completely different sentence\n",
"--- Syntactic Sentence ---\n",
"a completely different sentence about something else .\n",
"--------------------------------------------------\n"
]
}
],
"source": [
"\n",
"class TextPreprocessor:\n",
@@ -157,44 +192,11 @@
"# print(\"--- Syntactic Analysis ---\")\n",
"# print(f\"Preprocessed Sentence: {preprocessor.syntactic_analysis(sent)}\")\n",
"# print(\"-\" * 50)"
],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--------------------------------------------------\n",
"Sentence: The cat sat on the mat.\n",
"--- Direct Sentence ---\n",
"the cat sat on the mat.\n",
"--- Semantic Sentence ---\n",
"cat sit mat\n",
"--- Syntactic Sentence ---\n",
"the cat sit on the mat .\n",
"--------------------------------------------------\n",
"Sentence: On the mat, the cat was sitting.\n",
"--- Direct Sentence ---\n",
"on the mat, the cat was sitting.\n",
"--- Semantic Sentence ---\n",
"mat cat sit\n",
"--- Syntactic Sentence ---\n",
"on the mat , the cat be sit .\n",
"--------------------------------------------------\n",
"Sentence: A completely different sentence about something else.\n",
"--- Direct Sentence ---\n",
"a completely different sentence about something else.\n",
"--- Semantic Sentence ---\n",
"completely different sentence\n",
"--- Syntactic Sentence ---\n",
"a completely different sentence about something else .\n",
"--------------------------------------------------\n"
]
}
],
"execution_count": 3
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "83fc18c9de2e354",
"metadata": {
"ExecuteTime": {
@@ -202,24 +204,6 @@
"start_time": "2025-11-23T13:55:33.565711Z"
}
},
"source": [
"\n",
"def extract_parse_tree(text):\n",
" doc = nlp(text)\n",
"\n",
" print(f\"Sentence: {text}\")\n",
" print(\"\\nDependenct Parse Tree:\")\n",
" print(\"-\" * 50)\n",
"\n",
" for token in doc:\n",
" print(f\"{token.text:<12} {token.dep_:<12} {token.head.text:<12} {[child.text for child in token.children]}\")\n",
"\n",
" return doc\n",
"\n",
"for sentence in processed_syntactic:\n",
" doc = extract_parse_tree(sentence)\n",
" print(\"\\n\" + \"=\"*60 + \"\\n\")"
],
"outputs": [
{
"name": "stdout",
@@ -273,7 +257,24 @@
]
}
],
"execution_count": 4
"source": [
"\n",
"def extract_parse_tree(text):\n",
" doc = nlp(text)\n",
"\n",
" print(f\"Sentence: {text}\")\n",
" print(\"\\nDependenct Parse Tree:\")\n",
" print(\"-\" * 50)\n",
"\n",
" for token in doc:\n",
" print(f\"{token.text:<12} {token.dep_:<12} {token.head.text:<12} {[child.text for child in token.children]}\")\n",
"\n",
" return doc\n",
"\n",
"for sentence in processed_syntactic:\n",
" doc = extract_parse_tree(sentence)\n",
" print(\"\\n\" + \"=\"*60 + \"\\n\")"
]
},
{
"cell_type": "markdown",
@@ -285,6 +286,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e413238c1af12f62",
"metadata": {
"ExecuteTime": {
@@ -292,22 +294,6 @@
"start_time": "2025-11-23T13:56:21.702279Z"
}
},
"source": [
"\n",
"\n",
"def visualize_parse_tree(text):\n",
" doc = nlp(text)\n",
" html = displacy.render(doc, style=\"dep\", jupyter=False, options={\"distance\": 100})\n",
" display(HTML(html))\n",
"\n",
"\n",
"\n",
"for sentence in processed_syntactic:\n",
" print(f\"Sentence: {sentence}\")\n",
" print(\"---\")\n",
" print(f\"Processed Sentence: \" + sentence)\n",
" visualize_parse_tree(sentence)"
],
"outputs": [
{
"name": "stdout",
@@ -320,11 +306,8 @@
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@@ -521,11 +501,8 @@
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@@ -562,63 +539,78 @@
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"source": [
"\n",
"\n",
"def visualize_parse_tree(text):\n",
" doc = nlp(text)\n",
" html = displacy.render(doc, style=\"dep\", jupyter=False, options={\"distance\": 100})\n",
" display(HTML(html))\n",
"\n",
"\n",
"\n",
"for sentence in processed_syntactic:\n",
" print(f\"Sentence: {sentence}\")\n",
" print(\"---\")\n",
" print(f\"Processed Sentence: \" + sentence)\n",
" visualize_parse_tree(sentence)"
]
},
{
"cell_type": "code",
@@ -631,9 +623,21 @@
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