29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216 | def generate(data_dir: str) -> None:
"""Generate cited artifacts mappings"""
# Paths to required files
citations_path = os.path.join(data_dir, "assets", "data", "artifact_citations.json")
paper_authors_map_path = os.path.join(data_dir, "assets", "data", "paper_authors_map.json")
combined_rankings_path = os.path.join(data_dir, "assets", "data", "combined_rankings.json")
institution_rankings_path = os.path.join(data_dir, "assets", "data", "institution_rankings.json")
out_author_cited = os.path.join(data_dir, "assets", "data", "cited_artifacts_by_author.json")
out_institution_cited = os.path.join(data_dir, "assets", "data", "cited_artifacts_by_institution.json")
out_cited_list = os.path.join(data_dir, "assets", "data", "cited_artifacts_list.json")
# Load data
if not os.path.exists(citations_path):
logger.error(f"Error: {citations_path} not found. Run generate_artifact_citations.py first")
return
with open(citations_path, "r") as f:
citations = json.load(f)
# Build lookup: normalized title -> citation data
cited_artifacts = {}
for citation_entry in citations:
if citation_entry.get("cited_by_count") and citation_entry["cited_by_count"] > 0:
norm_title = normalize_title(citation_entry.get("title", ""))
if norm_title:
cited_artifacts[norm_title] = citation_entry
logger.info(f"Found {len(cited_artifacts)} artifacts with citations")
if not cited_artifacts:
logger.warning("No cited artifacts found. Skipping mapping generation.")
return
# Load paper-to-authors mapping
paper_author_map = {}
if os.path.exists(paper_authors_map_path):
with open(paper_authors_map_path, "r") as f:
papers = json.load(f)
for paper in papers:
norm_title = normalize_title(paper.get("title", ""))
if norm_title:
paper_author_map[norm_title] = paper
else:
logger.warning(
f"Warning: {paper_authors_map_path} not found. Run generate_author_stats.py first for full mapping."
)
# Load institution and author ranking data
author_info = {}
institution_info = {}
if os.path.exists(combined_rankings_path):
with open(combined_rankings_path, "r") as f:
rankings = json.load(f)
for author in rankings:
author_name = author.get("name", "")
author_info[author_name] = {
"display_name": author.get("display_name", ""),
"affiliation": author.get("affiliation", ""),
"display_affiliation": author.get("display_affiliation", ""),
}
if os.path.exists(institution_rankings_path):
with open(institution_rankings_path, "r") as f:
institutions = json.load(f)
for inst in institutions:
inst_name = inst.get("institution", "")
institution_info[inst_name] = {
"display_name": inst.get("display_name", ""),
}
# Build mapping: author -> cited artifacts
cited_by_author = defaultdict(
lambda: {
"display_name": "",
"affiliation": "",
"display_affiliation": "",
"cited_artifacts": [],
"total_citations": 0,
}
)
# Build mapping: institution -> cited artifacts
cited_by_institution = defaultdict(
lambda: {
"display_name": "",
"cited_artifacts": [],
"total_citations": 0,
"member_count": 0,
}
)
# Build list of all cited artifacts with creator info
cited_artifacts_list = []
# Cross-reference: for each cited artifact, find its authors
for norm_title, citation_data in cited_artifacts.items():
paper = paper_author_map.get(norm_title)
artifact_entry = {
"title": citation_data.get("title", ""),
"conference": citation_data.get("conference", ""),
"year": citation_data.get("year", ""),
"doi": citation_data.get("doi", ""),
"cited_by_count": citation_data.get("cited_by_count", 0),
"authors": [],
"institutions": set(),
}
if paper:
authors = paper.get("authors", [])
artifact_entry["authors"] = authors
# Add to author mappings
for author_name in authors:
author_data = author_info.get(author_name, {})
if author_name not in cited_by_author:
cited_by_author[author_name]["display_name"] = author_data.get("display_name", author_name)
cited_by_author[author_name]["affiliation"] = author_data.get("affiliation", "")
cited_by_author[author_name]["display_affiliation"] = author_data.get("display_affiliation", "")
cited_by_author[author_name]["cited_artifacts"].append(
{
"title": artifact_entry["title"],
"conference": artifact_entry["conference"],
"year": artifact_entry["year"],
"citations": artifact_entry["cited_by_count"],
}
)
cited_by_author[author_name]["total_citations"] += artifact_entry["cited_by_count"]
# Track institutions
affiliation = author_data.get("affiliation", "")
if affiliation:
artifact_entry["institutions"].add(affiliation)
if affiliation not in cited_by_institution:
inst_data = institution_info.get(affiliation, {})
cited_by_institution[affiliation]["display_name"] = inst_data.get("display_name", affiliation)
if not any(
a["title"] == artifact_entry["title"]
for a in cited_by_institution[affiliation]["cited_artifacts"]
):
cited_by_institution[affiliation]["cited_artifacts"].append(
{
"title": artifact_entry["title"],
"conference": artifact_entry["conference"],
"year": artifact_entry["year"],
"citations": artifact_entry["cited_by_count"],
"authors": [author_name],
}
)
cited_by_institution[affiliation]["total_citations"] += artifact_entry["cited_by_count"]
artifact_entry["institutions"] = list(artifact_entry["institutions"])
cited_artifacts_list.append(artifact_entry)
# Write output files
os.makedirs(os.path.dirname(out_author_cited), exist_ok=True)
with open(out_author_cited, "w") as f:
# Convert defaultdict to regular dict for JSON serialization
out_dict = {k: v for k, v in cited_by_author.items()}
# Sort by total citations
sort_dict = {
k: out_dict[k] for k in sorted(out_dict.keys(), key=lambda x: out_dict[x]["total_citations"], reverse=True)
}
json.dump(sort_dict, f, indent=2, ensure_ascii=False)
with open(out_institution_cited, "w") as f:
out_dict = {k: v for k, v in cited_by_institution.items()}
sort_dict = {
k: out_dict[k] for k in sorted(out_dict.keys(), key=lambda x: out_dict[x]["total_citations"], reverse=True)
}
json.dump(sort_dict, f, indent=2, ensure_ascii=False)
with open(out_cited_list, "w") as f:
# Sort by citation count
sorted_list = sorted(cited_artifacts_list, key=lambda x: x["cited_by_count"], reverse=True)
json.dump(sorted_list, f, indent=2, ensure_ascii=False)
logger.info(f"Wrote {out_author_cited} ({len(cited_by_author)} authors with cited artifacts)")
logger.info(f"Wrote {out_institution_cited} ({len(cited_by_institution)} institutions with cited artifacts)")
logger.info(f"Wrote {out_cited_list} ({len(cited_artifacts_list)} cited artifacts)")
|