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Regenerate Prompt Technique Citations Graph #159

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Regenerate Prompt Technique Citations Graph #159

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91e76b0
Added Bar Chart Code
AayushGupta16 May 20, 2024
b160bc9
Updated Graph Title and Axis
AayushGupta16 May 22, 2024
1e6d775
Updated Graph Title and Axis
AayushGupta16 May 22, 2024
eebe281
Merge branch 'main' into Graph-Regeneration
asl3 May 22, 2024
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28 changes: 16 additions & 12 deletions src/prompt_systematic_review/experiments/graph_internal_references.py
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Original file line number Diff line number Diff line change
Expand Up @@ -330,12 +330,12 @@ def visualize_graph(self, paper_references, technique_to_title):
)

plt.axis("off")

# plt.show()
plt.savefig("network_graph.png", format="png", dpi=300)

def visualize_citation_counts(self, paper_references, title_to_technique):
citation_counts = {}

for title, technique in title_to_technique.items():
paper_id = self.semantic_scholar_api.query_paper_id(title)
citation_count = sum(paper_id in refs for refs in paper_references.values())
Expand All @@ -344,25 +344,22 @@ def visualize_citation_counts(self, paper_references, title_to_technique):
sorted_citations = sorted(
citation_counts.items(), key=lambda x: x[1], reverse=True
)

sorted_techniques, sorted_counts = zip(*sorted_citations)

plt.figure(figsize=(30, 12))
plt.figure(figsize=(15, 6))
plt.bar(
sorted_techniques, sorted_counts, color=(45 / 255, 137 / 255, 145 / 255, 1)
sorted_techniques,
sorted_counts,
color=(45 / 255, 137 / 255, 145 / 255, 1)
)

plt.yscale("log")

plt.xticks(rotation=45, ha="right")

ax = plt.gca()
ax.spines["top"].set_visible(False)
ax.spines["right"].set_visible(False)

plt.ylabel("Number of References")
plt.xlabel("Technique")

plt.ylabel("Citation Counts")
plt.xlabel("Prompting Techniques")
plt.title("Citation Counts of Prompting Techniques")
plt.tight_layout()
plt.show()

Expand Down Expand Up @@ -422,6 +419,10 @@ def visualize_graph(self, technique_to_title):
with open("cleaned_complete_paper_references.json", "r") as json_file:
paper_references = json.load(json_file)
self.graph_visualizer.visualize_graph(paper_references, technique_to_title)
def visualize_chart(self, technique_to_title):
with open("cleaned_complete_paper_references.json", "r") as json_file:
paper_references = json.load(json_file)
self.graph_visualizer.visualize_citation_counts(paper_references, technique_to_title)


if __name__ == "__main__":
Expand Down Expand Up @@ -533,4 +534,7 @@ def visualize_graph(self, technique_to_title):
# main.process_additional_papers(titles)
# main.merge_paper_references()
# main.clean_paper_references()
main.visualize_graph(technique_to_title)
# main.visualize_graph(technique_to_title)
main.visualize_chart(technique_to_title)


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