Fix temperature typo and enhance LinkedIn extraction with Colab support

- Fixed widespread typo: `temprature` → `temperature` across LLMConfig and related files
- Enhanced CSS/XPath selector guidance for more reliable LinkedIn data extraction
- Added Google Colab display server support for running Crawl4AI in notebook environments
- Improved browser debugging with verbose startup args logging
- Updated LinkedIn schemas and HTML snippets for better parsing accuracy

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
UncleCode
2025-05-25 16:47:12 +08:00
parent 9c2cc7f73c
commit 1fc45ffac8
15 changed files with 355 additions and 136 deletions

View File

@@ -107,7 +107,14 @@ _COMPANY_SCHEMA_QUERY = dedent(
IMPORTANT: Do not use the base64 kind of classes to target element. It's not reliable.
The main div parent contains these li element is "div.search-results-container" you can use this.
The <ul> parent has "role" equal to "list". Using these two should be enough to target the <li> elements."
The <ul> parent has "role" equal to "list". Using these two should be enough to target the <li> elements.
IMPORTANT: Remember there might be multiple <a> tags that start with https://www.linkedin.com/company/[NAME],
so in case you refer to them for different fields, make sure to be more specific. One has the image, and one
has the person's name.
IMPORTANT: Be very smart in selecting the correct and unique way to address the element. You should ensure
your selector points to a single element and is unique to the place that contains the information.
"""
)
@@ -421,7 +428,7 @@ def main():
cli_opts = parser.parse_args()
# decide on debug defaults
if cli_opts.debug or True:
if cli_opts.debug:
opts = detect_debug_defaults(force=True)
cli_opts = opts
else:

View File

@@ -29,9 +29,10 @@ from typing import List, Dict, Any
from rich.console import Console
from rich.logging import RichHandler
from rich.progress import Progress, SpinnerColumn, BarColumn, TextColumn, TimeElapsedColumn
import logging
# ───────────────────────────────────────────────────────────────────────────────
BASE_DIR = pathlib.Path(__file__).resolve().parent
# ───────────────────────────────────────────────────────────────────────────────
@@ -45,6 +46,8 @@ import hashlib
from litellm import completion #Support any LLM Provider
# ───────────────────────────────────────────────────────────────────────────────
# Utils
# ───────────────────────────────────────────────────────────────────────────────
@@ -66,14 +69,16 @@ BASE_DIR = pathlib.Path(__file__).resolve().parent
# ───────────────────────────────────────────────────────────────────────────────
def dev_defaults() -> SimpleNamespace:
return SimpleNamespace(
in_dir="./debug_out",
out_dir="./insights_debug",
in_dir="./samples",
out_dir="./samples/insights",
embed_model="all-MiniLM-L6-v2",
top_k=10,
llm_provider="openai/gpt-4.1",
llm_api_key=None,
max_llm_tokens=8000,
llm_temperature=1.0,
stub=False, # Set to True to use a stub for org-chart inference
llm_base_url=None, # e.g., "https://api.openai.com/v1" for OpenAI
workers=4
)
@@ -82,8 +87,9 @@ def dev_defaults() -> SimpleNamespace:
# ───────────────────────────────────────────────────────────────────────────────
def embed_descriptions(companies, model_name:str, opts) -> np.ndarray:
from sentence_transformers import SentenceTransformer
logging.debug(f"Using embedding model: {model_name}")
console = Console()
console.print(f"Using embedding model: [bold cyan]{model_name}[/]")
cache_path = BASE_DIR / Path(opts.out_dir) / "embeds_cache.json"
cache = {}
if cache_path.exists():
@@ -122,7 +128,6 @@ def build_company_graph(companies, embeds:np.ndarray, top_k:int) -> Dict[str,Any
from sklearn.metrics.pairwise import cosine_similarity
sims = cosine_similarity(embeds)
nodes, edges = [], []
idx_of = {c["handle"]: i for i,c in enumerate(companies)}
for i,c in enumerate(companies):
node = dict(
id=c["handle"].strip("/"),
@@ -252,18 +257,18 @@ def render_html(out:Path, template_dir:Path):
# ───────────────────────────────────────────────────────────────────────────────
async def run(opts):
# ── silence SDK noise ──────────────────────────────────────────────────────
for noisy in ("openai", "httpx", "httpcore"):
lg = logging.getLogger(noisy)
lg.setLevel(logging.WARNING) # or ERROR if you want total silence
lg.propagate = False # optional: stop them reaching root
# for noisy in ("openai", "httpx", "httpcore"):
# lg = logging.getLogger(noisy)
# lg.setLevel(logging.WARNING) # or ERROR if you want total silence
# lg.propagate = False # optional: stop them reaching root
# ────────────── logging bootstrap ──────────────
console = Console()
logging.basicConfig(
level="INFO",
format="%(message)s",
handlers=[RichHandler(console=console, markup=True, rich_tracebacks=True)],
)
# logging.basicConfig(
# level="INFO",
# format="%(message)s",
# handlers=[RichHandler(console=console, markup=True, rich_tracebacks=True)],
# )
in_dir = BASE_DIR / Path(opts.in_dir)
out_dir = BASE_DIR / Path(opts.out_dir)
@@ -272,12 +277,12 @@ async def run(opts):
companies = load_jsonl(in_dir/"companies.jsonl")
people = load_jsonl(in_dir/"people.jsonl")
logging.info(f"[bold cyan]Loaded[/] {len(companies)} companies, {len(people)} people")
console.print(f"[bold cyan]Loaded[/] {len(companies)} companies, {len(people)} people")
logging.info("[bold]⇢[/] Embedding company descriptions…")
console.print("[bold]⇢[/] Embedding company descriptions…")
embeds = embed_descriptions(companies, opts.embed_model, opts)
logging.info("[bold]⇢[/] Building similarity graph")
console.print("[bold]⇢[/] Building similarity graph")
company_graph = build_company_graph(companies, embeds, opts.top_k)
dump_json(company_graph, out_dir/"company_graph.json")
@@ -286,19 +291,19 @@ async def run(opts):
for comp in companies:
handle = comp["handle"].strip("/").replace("/","_")
out_file = out_dir/f"org_chart_{handle}.json"
if out_file.exists() and False:
logging.info(f"[green]✓[/] Skipping existing {comp['name']}")
if out_file.exists():
console.print(f"[green]✓[/] Skipping existing {comp['name']}")
continue
to_process.append(comp)
if not to_process:
logging.info("[yellow]All companies already processed[/]")
console.print("[yellow]All companies already processed[/]")
else:
workers = getattr(opts, 'workers', 1)
parallel = workers > 1
logging.info(f"[bold]⇢[/] Inferring org-charts via LLM {f'(parallel={workers} workers)' if parallel else ''}")
console.print(f"[bold]⇢[/] Inferring org-charts via LLM {f'(parallel={workers} workers)' if parallel else ''}")
with Progress(
SpinnerColumn(),
@@ -341,12 +346,11 @@ async def run(opts):
# Run with concurrency control
await asyncio.gather(*(bounded_process(task) for task in tasks))
logging.info("[bold]⇢[/] Flattening decision-makers CSV")
console.print("[bold]⇢[/] Flattening decision-makers CSV")
export_decision_makers(out_dir, out_dir/"decision_makers.csv")
render_html(out_dir, template_dir=BASE_DIR/"templates")
logging.success = lambda msg, **k: console.print(f"[bold green]✓[/] {msg}", **k)
logging.success(f"Stage-2 artefacts written to {out_dir}")
console.print(f"[bold green]✓[/] Stage-2 artefacts written to {out_dir}")
# ───────────────────────────────────────────────────────────────────────────────
# CLI
@@ -369,8 +373,8 @@ def build_arg_parser():
def main():
dbg = dev_defaults()
# opts = dbg if True else build_arg_parser().parse_args()
opts = build_arg_parser().parse_args()
opts = dbg if True else build_arg_parser().parse_args()
# opts = build_arg_parser().parse_args()
asyncio.run(run(opts))
if __name__ == "__main__":

View File

@@ -0,0 +1,9 @@
{"handle": "https://www.linkedin.com/company/healthpartnersng/", "name": "Health Partners HMO", "descriptor": "Hospitals and Health Care • Ikoyi, LAGOS", "about": "Healthpartners Ltd is a leading HMO in Nigeria providing affordablehealthinsuranceandhealthmanagementservices for companies and individuals in Nigeria. We have several individual and group plans that meets yourhealthmanagementneeds. Call us now at 0807-460-9165, 0807-714-0759 or email...", "followers": null, "people_url": "https://www.linkedin.com/company/healthpartnersng/people/", "captured_at": "2025-04-29T10:46:08Z"}
{"handle": "https://www.linkedin.com/company/health-insurance-management-services-organization/", "name": "Health & Insurance Management Services Organization", "descriptor": "Non-profit Organizations • Mbeya", "about": "Health&InsuranceManagementServices Organization (HIMSO) was established and registered in 2012 as a Non- Government Organization (NGO) with the aim...", "followers": 35, "people_url": "https://www.linkedin.com/company/health-insurance-management-services-organization/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/national-health-insurance-management-authority/", "name": "National Health Insurance Management Authority", "descriptor": "Insurance • Lusaka, Lusaka", "about": "The NationalHealthInsuranceManagementAuthority (NHIMA) is established pursuant to section 4 of the NationalHealthInsurance(NHI) Act No. 2 of 2018. The compulsory NationalHealthInsurancescheme seeks to provide for a sound and reliable healthcare financing for Zambian households and the entirehealthsector...", "followers": null, "people_url": "https://www.linkedin.com/company/national-health-insurance-management-authority/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/health-alliance-plan/", "name": "Health Alliance Plan", "descriptor": "Hospitals and Health Care • Detroit, MI", "about": "...organizations to enhance the lives of those we touch. We offer six distincthealthinsurancelines: • Group Insured Commercial • Individual • Medicare • Medicaid • Self-Funded • Network Leasing HAP also provides: • Award-winning wellness programs • Community outreach • Digitalhealthtools • Diseasemanagement...", "followers": null, "people_url": "https://www.linkedin.com/company/health-alliance-plan/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/insurance-recruiting-solutions/", "name": "Insurance Recruiting Solutions", "descriptor": "Insurance • Waukee, Iowa", "about": "InsuranceRecruiting Solutions provides staffing and recruiting services exclusively to theinsuranceindustry. We are committed to providing highly personalized recruiting services, tailored to each candidate and employer. With years ofinsuranceindustry experience, we speak your language. As a leading national...", "followers": null, "people_url": "https://www.linkedin.com/company/insurance-recruiting-solutions/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/healthplanofsanmateo/", "name": "Health Plan of San Mateo (HPSM)", "descriptor": "Hospitals and Health Care • South San Francisco, California", "about": "TheHealthPlan of San Mateo (HPSM) is a local non-profithealthcare plan that offershealthcoverage and a provider network to San Mateo County's under-insured population. We currently serve more than 145,000 County residents.", "followers": null, "people_url": "https://www.linkedin.com/company/healthplanofsanmateo/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/insurance-management-group_2/", "name": "Insurance Management Group", "descriptor": "Insurance • Marion, Indiana", "about": "InsuranceManagementGroup is an all-riskinsuranceagency with over 140 years of experience, specializing in Home, Auto, BusinessInsurance, Individual Life &Health, and Employee Benefits. We represent highly rated and financially soundinsurancecarriers, to ensure that our clients are getting the best coverage...", "followers": null, "people_url": "https://www.linkedin.com/company/insurance-management-group_2/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/carecard-health-insurance-management-co/", "name": "CareCard Health Insurance Management Co", "descriptor": "Insurance • Damascus", "about": "CareCard offers Business Process Outsourcing (BPO) services toInsurance, Self Funded and Retireehealthplan market. CareCard provides operational outsourcing...", "followers": 187, "people_url": "https://www.linkedin.com/company/carecard-health-insurance-management-co/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/healthcluster/", "name": "Health Cluster", "descriptor": "Technology, Information and Internet • Dubai", "about": "..., knowledge and interaction. The company has solutions and products inHealthTech, eHealth, DigitalHealth, Revenue CycleManagement RCM Solutions, AI & ML, Internet...", "followers": null, "people_url": "https://www.linkedin.com/company/healthcluster/people/", "captured_at": "2025-04-29T13:15:04Z"}

View File

@@ -0,0 +1,108 @@
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View File

@@ -1,39 +1,51 @@
{
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{
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],
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{
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{
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{
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{
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{
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View File

@@ -1,38 +1,41 @@
{
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{
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{
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{
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{
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"selector": "span.artdeco-entity-lockup__degree",
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}

View File

@@ -1,36 +1,34 @@
<li class="yCLWzruNprmIzaZzFFonVFBtMrbaVYnuDFA">
<li class="kZRArQqqhjjrHYceWaFbyEGWHRZbtqjTMawKA">
<!----><!---->
<div class="IxlEPbRZwQYrRltKPvHAyjBmCdIWTAoYo" data-chameleon-result-urn="urn:li:company:362492"
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<div class="linked-area flex-1
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<div class="BAEgVqVuxosMJZodcelsgPoyRcrkiqgVCGHXNQ">
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<div class="cBPGFfFovHsbNhBFmECDIsPgMWmtMozOUfIAbs">
<div class="display-flex align-items-center">
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<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo scale-down " aria-hidden="true"
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<a class="sDWEFrcVubKuUVGggeBOYqLlgYgPbojOc scale-down " aria-hidden="true" tabindex="-1"
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<div class="ivm-image-view-model ">
<div class="ivm-view-attr__img-wrapper
">
">
<!---->
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</div>
</div>
<div
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<div class="mb1">
<div class="t-roman t-sans">
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<div class="display-flex">
<span class="TikBXjihYvcNUoIzkslUaEjfIuLmYxfs OoHEyXgsiIqGADjcOtTmfdpoYVXrLKTvkwI ">
<span class="CgaWLOzmXNuKbRIRARSErqCJcBPYudEKo
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<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo "
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<!---->Management Research Services, Inc. (MRS, Inc)<!---->
<!---->Health Insurance<!---->
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@@ -69,14 +68,14 @@
<div class="LjmdKCEqKITHihFOiQsBAQylkdnsWhqZii
t-14 t-black t-normal">
<!---->Insurance • Milwaukee, Wisconsin<!---->
<div class="kFTZPhxHBbvnnRxiRPmTxafKGLUNSiaeInag
t-14 t-black t-normal">
<!---->Insurance • Cardiff, CA<!---->
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<div class="cTPhJiHyNLmxdQYFlsEOutjznmqrVHUByZwZ
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<!---->1K followers<!---->
<div class="FlWUwyrEUZpkVCgzGTDwUHTLntfZNseavlY
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<!---->3K followers<!---->
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</div>
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<p class="yWzlqwKNlvCWVNoKqmzoDDEnBMUuyynaLg
entity-result__summary--2-lines
t-12 t-black--light
">
<!---->MRS combines 30 years of experience supporting the Life,<span class="white-space-pre">
</span><strong><!---->Health<!----></strong><span class="white-space-pre"> </span>and
Annuities<span class="white-space-pre"> </span><strong><!---->Insurance<!----></strong><span
class="white-space-pre"> </span>Industry with customized<span class="white-space-pre">
</span><strong><!---->insurance<!----></strong><span class="white-space-pre">
</span>underwriting solutions that efficiently support clients workflows. Supported by the
Agenium Platform (www.agenium.ai) our innovative underwriting solutions are guaranteed to
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<p class="JBUEKeXhPyClEtYwdsASPYsZsCkTvUBqsDUs
entity-result__summary--2-lines
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<!---->Your<span class="white-space-pre"> </span><strong><!---->health<!----></strong><span
class="white-space-pre"> </span><!----><!----><strong><!---->insurance<!----></strong><span
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Families, Small Groups, CoveredCA.<!---->
</p>
<!---->
</div>
<div class="qXxdnXtzRVFTnTnetmNpssucBwQBsWlUuk MmzCPRicJimZvjJhvqTzDcDbdHhWPzspERzA">
<div class="JZcKRppsWfaxfMaqtvfVwEeAtzNwryBOMdo yNRlrJOHDflDBnYPLbVmiAkUsCUZKUznmAc">
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<button aria-label="Follow Management Research Services, Inc. (MRS, Inc)" id="ember61"
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View File

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href="https://www.linkedin.com/in/ericweberhcbd?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAAABVh2MBFoyTaAxDqYQQcW8oGxVsqsKioHw"
data-test-app-aware-link="">
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View File

@@ -6031,7 +6031,7 @@ class LLMConfig:
provider: str = DEFAULT_PROVIDER,
api_token: Optional[str] = None,
base_url: Optional[str] = None,
temprature: Optional[float] = None,
temperature: Optional[float] = None,
max_tokens: Optional[int] = None,
top_p: Optional[float] = None,
frequency_penalty: Optional[float] = None,
@@ -6059,7 +6059,7 @@ class LLMConfig:
self.provider = DEFAULT_PROVIDER
self.api_token = os.getenv(DEFAULT_PROVIDER_API_KEY)
self.base_url = base_url
self.temprature = temprature
self.temperature = temperature
self.max_tokens = max_tokens
self.top_p = top_p
self.frequency_penalty = frequency_penalty
@@ -6073,7 +6073,7 @@ class LLMConfig:
provider=kwargs.get("provider", DEFAULT_PROVIDER),
api_token=kwargs.get("api_token"),
base_url=kwargs.get("base_url"),
temprature=kwargs.get("temprature"),
temperature=kwargs.get("temperature"),
max_tokens=kwargs.get("max_tokens"),
top_p=kwargs.get("top_p"),
frequency_penalty=kwargs.get("frequency_penalty"),
@@ -6087,7 +6087,7 @@ class LLMConfig:
"provider": self.provider,
"api_token": self.api_token,
"base_url": self.base_url,
"temprature": self.temprature,
"temperature": self.temperature,
"max_tokens": self.max_tokens,
"top_p": self.top_p,
"frequency_penalty": self.frequency_penalty,
@@ -13770,7 +13770,7 @@ class LLMExtractionStrategy(ExtractionStrategy):
api_token: The API token for the provider.
base_url: The base URL for the API request.
api_base: The base URL for the API request.
extra_args: Additional arguments for the API request, such as temprature, max_tokens, etc.
extra_args: Additional arguments for the API request, such as temperature, max_tokens, etc.
"""
super().__init__( input_format=input_format, **kwargs)
self.llm_config = llm_config