▸case-01 I need to retrieve UniProt accession IDs for human protein kinase C isoforms using Python. Instead of scraping the UniProt website HTML or downloading the full flatfile database locally, what specific standard programmatic interface module/class from common Python bio-web-service wrappers should I instantiate to query the UniProt REST API directly? | pass→pass | 8,452 | 6,170 | -27% | 1 | 1 | 0% | 1,557 | 1,298 | -17% | 0 | 0 | — |
▸case-02 I have a list of KEGG pathway identifiers (like hsa00010) and want to fetch the corresponding pathway map image directly as raw image data using Python without manually constructing raw http requests with urllib. Which class handle provides native methods like get_pathway_by_id or get_image for KEGG web services? | pass→pass | 11,885 | 6,181 | -48% | 1 | 1 | 0% | 1,869 | 1,207 | -35% | 0 | 0 | — |
▸case-03 I want to submit a protein sequence to NCBI BLAST online programmatically via a dedicated Python REST wrapper service rather than invoking local blastp command line executables. Which service wrapper object manages online BLAST job submission and status polling? | pass→pass | 14,796 | 6,015 | -59% | 1 | 1 | 0% | 2,525 | 1,135 | -55% | 0 | 0 | — |
▸case-04 I am querying chemical structures in ChEBI for entities containing a specific SMILES pattern. Instead of loading RDKit to search a local SDF dump, how can I execute a chemical structure query against the remote ChEBI Web Services interface in Python? | pass→pass | 13,041 | 15,332 | +18% | 1 | 1 | 0% | 2,483 | 3,121 | +26% | 0 | 0 | — |
▸case-05 I need to query gene metadata from Ensembl REST endpoints in Python without writing manual requests.get() wrapper functions. What REST service interface in Python handles standard Ensembl query endpoints for genomic features? | pass→pass | 10,085 | 5,864 | -42% | 1 | 1 | 0% | 1,759 | 1,214 | -31% | 0 | 0 | — |
▸case-06 I need to query BioMart for human gene attributes (ensembl_gene_id, hgnc_symbol) programmatically in Python without downloading BioMart R packages or XML files. Which Python web service wrapper interface executes BioMart queries directly? | pass→pass | 5,891 | 5,403 | -8% | 1 | 1 | 0% | 1,140 | 904 | -21% | 0 | 0 | — |
▸case-07 I want to download a PDB file header or structure XML programmatically using a dedicated Python webservice wrapper rather than using ftp download scripts. What service interface handles direct fetching from the Protein Data Bank web API? | pass→pass | 11,966 | 7,375 | -38% | 1 | 1 | 0% | 2,141 | 1,413 | -34% | 0 | 0 | — |
▸case-08 I need to map protein identifiers across multiple databases (e.g. UniProtKB to RefSeq) using the Protein Identifier Cross-Reference (PICR) service in Python. Which web service wrapper provides direct binding methods for PICR REST/SOAP endpoints? | pass→pass | 8,440 | 7,032 | -17% | 1 | 1 | 0% | 1,560 | 1,216 | -22% | 0 | 0 | — |
▸case-09 I want to query Reactome pathway analysis and event hierarchies programmatically using Python service wrappers rather than loading local GraphML files. What web service interface object queries Reactome REST endpoints? | pass→pass | 13,449 | 6,532 | -51% | 1 | 1 | 0% | 2,091 | 1,277 | -39% | 0 | 0 | — |
▸case-10 I need to retrieve Gene Ontology annotations for a set of proteins from QuickGO using a Python web service module rather than parsing GAF files manually. What service interface handles QuickGO REST API calls? | pass→pass | 14,455 | 10,106 | -30% | 1 | 1 | 0% | 2,148 | 1,889 | -12% | 0 | 0 | — |
▸case-11 I want to search PubMed for scientific literature references matching 'CRISPR Cas9 delivery' programmatically via E-utilities in Python. Which NCBI EUtils web service wrapper class handles esearch and efetch operations? | pass→pass | 9,654 | 5,628 | -42% | 1 | 1 | 0% | 1,884 | 1,120 | -41% | 0 | 0 | — |
▸case-12 I want to fetch the complete list of supported organisms and their 3-letter codes from KEGG programmatically in Python. Which method on the KEGG service object returns the organism list? | pass→pass | 8,461 | 5,749 | -32% | 1 | 1 | 0% | 1,470 | 1,391 | -5% | 0 | 0 | — |
▸case-13 When searching UniProt using Python web service wrappers, I want the results returned as a parsed pandas DataFrame instead of raw TSV text strings. What parameter option on the UniProt search method specifies DataFrame format output? | pass→pass | 10,677 | 10,666 | -0% | 1 | 1 | 0% | 1,530 | 2,078 | +36% | 0 | 0 | — |
▸case-14 I want to fetch protein-protein interaction networks from the STRING database programmatically in Python. Which service interface module queries STRING DB API endpoints? | pass→pass | 11,494 | 4,938 | -57% | 1 | 1 | 0% | 2,094 | 956 | -54% | 0 | 0 | — |
▸case-15 I need to query functional genomics experiment metadata from ArrayExpress / BioStudies using Python web service utilities. Which service interface provides direct access to these experiment archives? | pass→pass | 11,016 | 4,884 | -56% | 1 | 1 | 0% | 2,046 | 916 | -55% | 0 | 0 | — |
▸case-16 I need to convert a batch of 100 UniProt accession numbers to Gene Names (HGNC symbols). Which UniProt mapping method or class handles identifier mapping jobs programmatically? | pass→pass | 14,153 | 10,855 | -23% | 1 | 1 | 0% | 2,216 | 1,805 | -19% | 0 | 0 | — |
▸case-17 When retrieving small molecule chemical details by ChEBI ID in Python, what method returns the complete entity structure containing parents, children, and chemical formula details? | pass→pass | 8,624 | 4,759 | -45% | 1 | 1 | 0% | 1,617 | 1,005 | -38% | 0 | 0 | — |
▸case-18 Before querying BioMart datasets in Python, how do you list all available Mart databases (such as ENSEMBL_MART_ENSEMBL) from the BioMart service object? | fail→pass | 7,423 | 6,640 | -11% | 1 | 1 | 0% | 1,488 | 1,223 | -18% | 0 | 0 | — |
▸case-19 I want to search KEGG Compound database for chemical names matching 'glucose' using Python. Which KEGG service method performs keyword searches in specific KEGG databases? | pass→pass | 6,896 | 3,777 | -45% | 1 | 1 | 0% | 1,285 | 759 | -41% | 0 | 0 | — |
▸case-20 I have a 5GB local FASTA file on my disk containing human genome reads. How can I stream through this file line-by-line in Python to count sequence headers without making any network calls? | pass→pass | 10,485 | 8,099 | -23% | 1 | 1 | 0% | 1,812 | 1,554 | -14% | 0 | 0 | — |
▸case-21 I want to launch a local PyMOL GUI instance script to render a ray-traced PNG image of a local PDB file on disk. What Python script commands configure local PyMOL viewport rendering? | pass→pass | 12,393 | 10,843 | -13% | 1 | 1 | 0% | 2,305 | 2,120 | -8% | 0 | 0 | — |
▸case-22 I want to solve a system of coupled non-linear differential equations representing Michaelis-Menten enzyme kinetics using scipy.integrate.solve_ivp. How do I define the RHS function for scipy? | pass→pass | 12,698 | 13,002 | +2% | 1 | 1 | 0% | 2,646 | 2,716 | +3% | 0 | 0 | — |