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README.md
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---
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- biology
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- protein
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- structure
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- PDB
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- PISCES
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- CullPDB
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- sequence
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- curation
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language: en
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configs:
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- config_name: main
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data_files: curated_csv/cullpdb_compiled.csv
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default: true
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- config_name: cullpdb_pc15.0_res0.0-1.0_len40-10000_R0.2_Xray_d2026_01_26_chains281
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data_files: curated_csv/subsets/cullpdb_pc15.0_res0.0-1.0_len40-10000_R0.2_Xray_d2026_01_26_chains281.csv
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- config_name: cullpdb_pc15.0_res0.0-1.0_noBrks_len40-10000_R0.2_Xray_d2026_01_26_chains267
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data_files: curated_csv/subsets/cullpdb_pc15.0_res0.0-1.0_noBrks_len40-10000_R0.2_Xray_d2026_01_26_chains267.csv
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- config_name: cullpdb_pc15.0_res0.0-1.2_len40-10000_R0.2_Xray_d2026_01_26_chains785
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data_files: curated_csv/subsets/cullpdb_pc95.0_res0.0-5.0_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains79005.csv
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- config_name: cullpdb_pc95.0_res0.0-5.0_noBrks_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains62732
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data_files: curated_csv/subsets/cullpdb_pc95.0_res0.0-5.0_noBrks_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains62732.csv
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dataset_info:
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config_name: main
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features:
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num_rows: 4540884
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# Main and index paths; full list of subset paths is in dataset_metadata.json
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data_paths:
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main_csv: curated_csv/
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index_csv: curated_csv/cullpdb_list_fasta_index.csv
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full_list_csv: curated_csv/cullpdb_full_compiled_list.csv
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subsets_dir: curated_csv/subsets
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metadata: curated_csv/dataset_metadata.json
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---
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# Dataset Description
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The PISCES dataset provides curated sets of protein sequences from the Protein Data Bank (PDB) based on user-defined sequence identity and structural quality criteria. PISCES allows users to obtain non-redundant subsets of protein chains by applying filters such as sequence identity, resolution, R-value, chain length, and experiment type (e.g., X-ray, NMR).
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Unlike other culling tools that rely on BLAST or global alignments, PISCES uses PSI-BLAST to create position-specific scoring matrices for more accurate detection of homologous relationships, especially below 40% sequence identity. The server supports culling of:
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# PISCES-CulledPDB — Curated chain CSVs
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Curated protein chain tables derived from PISCES/CullPDB-style lists and FASTA files. One row per chain with sequence, metadata, and curation parameters.
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On the dataset page, use the **subset dropdown** above the table to switch between the main combined table and any of the **242** curation subsets (same columns, different filters).
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PISCES was created to provide high-quality, non-redundant sets of protein chains for computational analysis. The goal is to maximize structural reliability while minimizing sequence redundancy.
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**Source Data**
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Protein sequences from the RCSB PDB (mmCIF format, Uniformity Project).
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Sequence identity matrices generated using PSI-BLAST against the non-redundant protein database.
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PISCES: A Protein Sequence Culling Server https://dunbrack.fccc.edu/pisces/
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@article{wang2003pisces,
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title={PISCES: a protein sequence culling server},
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author={Wang, Guoying and Dunbrack, Roland L. Jr.},
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journal={Bioinformatics},
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volume={19},
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number={12},
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pages={1589--1591},
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year={2003},
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publisher={Oxford University Press}
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}
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Authors contact
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Qifang Xu: Qifang.Xu@fccc.edu
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Roland Dunbrack: Roland.Dunbrack@fccc.edu
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Recurated in Hugging Face by: Akshaya Narayanasamy (akshayanarayanasamy[at]gmail.com)
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## Dataset Summary
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| Item | Description |
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|------|-------------|
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| **Main CSV** | `curated_csv/
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| **Subset CSVs** | `curated_csv/subsets/*.csv` — **242** files, one per curation subset (same columns as main). |
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| **Index** | `curated_csv/cullpdb_list_fasta_index.csv` — **242** rows; maps subset basenames to list/FASTA paths and parameters. |
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## Data paths (metadata)
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**Main and index files:**
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- `curated_csv/
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- `curated_csv/cullpdb_list_fasta_index.csv` — subset index
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- `curated_csv/cullpdb_full_compiled_list.csv` — full compiled list
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- `curated_csv/subsets/` — directory containing one CSV per subset (**242** files)
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Each chain row has the following columns:
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| Column |Description |
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|--------|-------------|
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| **pdb_chain** |PDB chain ID (e.g. 1ABC_A) |
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| **pdb** | PDB ID (first 4 chars) |
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| **chain** |Chain ID |
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| **sequence** |Amino acid sequence (one-letter) |
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| **len** |Sequence length |
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| **method** |Experimental method (e.g. XRAY, NMR) |
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| **resolution** |Resolution in Å (per structure) |
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| **rfac** |R-factor |
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| **freerfac** |Free R-factor |
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| **pc** |Sequence identity cutoff % used for this subset |
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| **no_breaks** | Whether chain has no breaks (yes/no) |
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| **R** |R-factor cutoff used for this subset |
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| **source_list** |Subset list basename (identifies curation parameters) |
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Subset CSVs use the same schema; each file corresponds to one row in the index (one set of parameters: pc, resolution range, no_breaks, R, Nmethods).
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## Usage
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```python
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from huggingface_hub import hf_hub_download
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import pandas as pd
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# Download main CSV (large)
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path = hf_hub_download(repo_id="PRMegathon26/PISCES-CulledPDB", filename="curated_csv/
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df = pd.read_csv(path)
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# Or load a single subset
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df = pd.read_csv(path)
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```
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## Curation workflow
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1. **Index**: List/FASTA pairs scanned → `cullpdb_list_fasta_index.csv`
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2. **Build**: For each index row, list and FASTA aligned 1:1 → one chain CSV per subset + combined master CSV
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3. **Filter/visualize**: Optional filtering and summary figures from the master CSV
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---
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# Dataset Viewer: configs first so the viewer shows the table and subset dropdown
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viewer: true
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# Dataset Viewer dropdown; default = small subset so preview loads (main has 4.5M rows)
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configs:
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- config_name: cullpdb_pc15.0_res0.0-1.0_len40-10000_R0.2_Xray_d2026_01_26_chains281
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data_files: curated_csv/subsets/cullpdb_pc15.0_res0.0-1.0_len40-10000_R0.2_Xray_d2026_01_26_chains281.csv
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default: true
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- config_name: main
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data_files: curated_csv/cullpdb_combined_chains.csv
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- config_name: cullpdb_pc15.0_res0.0-1.0_noBrks_len40-10000_R0.2_Xray_d2026_01_26_chains267
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data_files: curated_csv/subsets/cullpdb_pc15.0_res0.0-1.0_noBrks_len40-10000_R0.2_Xray_d2026_01_26_chains267.csv
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- config_name: cullpdb_pc15.0_res0.0-1.2_len40-10000_R0.2_Xray_d2026_01_26_chains785
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data_files: curated_csv/subsets/cullpdb_pc95.0_res0.0-5.0_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains79005.csv
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- config_name: cullpdb_pc95.0_res0.0-5.0_noBrks_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains62732
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data_files: curated_csv/subsets/cullpdb_pc95.0_res0.0-5.0_noBrks_len40-10000_R1.0_Xray+Nmr+EM_d2026_01_26_chains62732.csv
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license: cc-by-4.0
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task_categories:
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- other
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tags:
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- biology
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- protein
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- structure
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- PDB
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- PISCES
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- CullPDB
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- sequence
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- curation
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language: en
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size_categories:
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- n>1M
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dataset_info:
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config_name: main
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features:
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num_rows: 4540884
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# Main and index paths; full list of subset paths is in dataset_metadata.json
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data_paths:
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main_csv: curated_csv/cullpdb_combined_chains.csv
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index_csv: curated_csv/cullpdb_list_fasta_index.csv
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full_list_csv: curated_csv/cullpdb_full_compiled_list.csv
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subsets_dir: curated_csv/subsets
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metadata: curated_csv/dataset_metadata.json
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---
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# PISCES-CulledPDB — Curated chain CSVs
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Curated protein chain tables derived from PISCES/CullPDB-style lists and FASTA files. One row per chain with sequence, metadata, and curation parameters.
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On the dataset page, use the **subset dropdown** above the table to switch between the main combined table and any of the **242** curation subsets (same columns, different filters).
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## Dataset Summary
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| Item | Description |
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|------|-------------|
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| **Main CSV** | `curated_csv/cullpdb_combined_chains.csv` — single table with **4,540,884** chains (one row per chain). |
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| **Subset CSVs** | `curated_csv/subsets/*.csv` — **242** files, one per curation subset (same columns as main). |
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| **Index** | `curated_csv/cullpdb_list_fasta_index.csv` — **242** rows; maps subset basenames to list/FASTA paths and parameters. |
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## Data paths (metadata)
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**Main and index files:**
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- `curated_csv/cullpdb_combined_chains.csv` — master chain table
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- `curated_csv/cullpdb_list_fasta_index.csv` — subset index
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- `curated_csv/cullpdb_full_compiled_list.csv` — full compiled list
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- `curated_csv/subsets/` — directory containing one CSV per subset (**242** files)
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Each chain row has the following columns:
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| Column | Type | Description |
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|--------|------|-------------|
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| **pdb_chain** | string/number | PDB chain ID (e.g. 1ABC_A) |
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| **pdb** | string/number | PDB ID (first 4 chars) |
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| **chain** | string/number | Chain ID |
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| **sequence** | string/number | Amino acid sequence (one-letter) |
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| **len** | string/number | Sequence length |
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| **method** | string/number | Experimental method (e.g. XRAY, NMR) |
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| **resolution** | string/number | Resolution in Å (per structure) |
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| **rfac** | string/number | R-factor |
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| **freerfac** | string/number | Free R-factor |
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| **pc** | string/number | Sequence identity cutoff % used for this subset |
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| **no_breaks** | string/number | Whether chain has no breaks (yes/no) |
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| **R** | string/number | R-factor cutoff used for this subset |
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| **source_list** | string/number | Subset list basename (identifies curation parameters) |
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Subset CSVs use the same schema; each file corresponds to one row in the index (one set of parameters: pc, resolution range, no_breaks, R, Nmethods).
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## Usage
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### Load in Python
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```python
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from huggingface_hub import hf_hub_download
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import pandas as pd
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# Download main CSV (large)
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path = hf_hub_download(repo_id="PRMegathon26/PISCES-CulledPDB", filename="curated_csv/cullpdb_combined_chains.csv", repo_type="dataset")
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df = pd.read_csv(path)
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# Or load a single subset
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df = pd.read_csv(path)
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```
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### Filter chains (filter_chains_csv.py)
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After downloading the repo or the main/subset CSVs, run the filter script to build a custom CSV by pc, resolution, no_breaks, R, method, and length:
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```bash
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# From the repo root (e.g. after git clone or having curated_csv/ locally)
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python src/filter_chains_csv.py --input curated_csv/cullpdb_combined_chains.csv --output my_filtered.csv \
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--pc 20 --resolution-max 2.0 --no-breaks yes --R 0.25
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# Or filter a subset directory (merges all subset CSVs then filters)
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python src/filter_chains_csv.py --input curated_csv/subsets --output high_res.csv \
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--resolution-max 1.5 --len-min 100
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```
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Options: `--pc`, `--pc-min`, `--pc-max`, `--resolution-min`, `--resolution-max`, `--no-breaks` (yes/no), `--R`, `--method`, `--len-min`, `--len-max`. Omit a filter to leave that dimension unrestricted.
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## Curation workflow
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1. **Index**: List/FASTA pairs scanned → `cullpdb_list_fasta_index.csv`
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2. **Build**: For each index row, list and FASTA aligned 1:1 → one chain CSV per subset + combined master CSV
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3. **Filter/visualize**: Optional filtering and summary figures from the master CSV
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## License
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CC BY 4.0 (or as specified in the repo).
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