EC2 Default User
commited on
Commit
·
23dc9d7
1
Parent(s):
d36ac0a
Add cdr coordinates
Browse files- oas-paired-sequence-data.py +25 -13
- src/download_and_process_data.py +29 -2
oas-paired-sequence-data.py
CHANGED
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@@ -36,13 +36,19 @@ _FEATURES = datasets.Features(
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{
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"pair_id": datasets.Value("string"),
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"sequence_alignment_aa_heavy": datasets.Value("string"),
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"cdr1_aa_heavy": datasets.Value("string"),
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"cdr2_aa_heavy": datasets.Value("string"),
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"cdr3_aa_heavy": datasets.Value("string"),
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"sequence_alignment_aa_light": datasets.Value("string"),
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}
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)
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@@ -93,12 +99,18 @@ class OasPairedSequenceData(datasets.GeneratorBasedBuilder):
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yield key, {
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"pair_id": row[0],
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"sequence_alignment_aa_heavy": row[1],
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}
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{
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"pair_id": datasets.Value("string"),
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"sequence_alignment_aa_heavy": datasets.Value("string"),
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"sequence_alignment_aa_light": datasets.Value("string"),
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"cdr1_aa_heavy_start": datasets.Value("int16"),
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"cdr1_aa_heavy_end": datasets.Value("int16"),
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"cdr1_aa_light_start": datasets.Value("int16"),
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"cdr1_aa_light_end": datasets.Value("int16"),
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"cdr2_aa_heavy_start": datasets.Value("int16"),
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"cdr2_aa_heavy_end": datasets.Value("int16"),
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"cdr2_aa_light_start": datasets.Value("int16"),
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"cdr2_aa_light_end": datasets.Value("int16"),
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"cdr3_aa_heavy_start": datasets.Value("int16"),
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"cdr3_aa_heavy_end": datasets.Value("int16"),
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"cdr3_aa_light_start": datasets.Value("int16"),
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"cdr3_aa_light_end": datasets.Value("int16"),
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}
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)
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yield key, {
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"pair_id": row[0],
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"sequence_alignment_aa_heavy": row[1],
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"sequence_alignment_aa_light": row[2],
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"cdr1_aa_heavy_start": row[3],
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"cdr1_aa_heavy_end": row[4],
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"cdr1_aa_light_start": row[5],
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"cdr1_aa_light_end": row[6],
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"cdr2_aa_heavy_start": row[7],
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"cdr2_aa_heavy_end": row[8],
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"cdr2_aa_light_start": row[9],
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"cdr2_aa_light_end": row[10],
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"cdr3_aa_heavy_start": row[11],
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"cdr3_aa_heavy_end": row[12],
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"cdr3_aa_light_start": row[13],
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"cdr3_aa_light_end": row[14],
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}
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src/download_and_process_data.py
CHANGED
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@@ -7,6 +7,7 @@ output_path = os.getcwd()
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species_list = ["human", "rat_SD", "mouse_BALB_c", "mouse_C57BL_6"]
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for species in species_list:
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print(f"Downloading {species} files")
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list_of_df = []
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@@ -34,6 +35,32 @@ for species in species_list:
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"cdr3_aa_light",
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]
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]
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run_data.insert(
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0, "pair_id", run_id + "_" + run_data.reset_index().index.map(str)
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)
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@@ -42,7 +69,7 @@ for species in species_list:
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print(f"{species} output summary:")
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print(species_df.head())
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print(species_df.shape)
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output_file_name = os.path.join(output_path, species + ".
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print(f"Creating {output_file_name}")
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species_df.to_csv(output_file_name, index=False)
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species_list = ["human", "rat_SD", "mouse_BALB_c", "mouse_C57BL_6"]
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for species in species_list:
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print(f"Downloading {species} files")
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list_of_df = []
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"cdr3_aa_light",
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]
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]
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run_data = run_data.dropna()
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def calc_cdr_coordinates(row):
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for i in range(1, 4):
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for j in ["heavy", "light"]:
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row[f"cdr{i}_aa_{j}_start"] = row[
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f"sequence_alignment_aa_{j}"
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].find(row[f"cdr{i}_aa_{j}"])
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row[f"cdr{i}_aa_{j}_end"] = row[f"cdr{i}_aa_{j}_start"] + len(
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row[f"cdr{i}_aa_{j}"]
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)
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return row
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run_data = run_data.apply(calc_cdr_coordinates, axis=1)
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run_data = run_data.drop(
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columns=[
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"cdr1_aa_heavy",
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"cdr2_aa_heavy",
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"cdr3_aa_heavy",
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"cdr1_aa_light",
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"cdr2_aa_light",
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"cdr3_aa_light",
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]
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)
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run_data.insert(
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0, "pair_id", run_id + "_" + run_data.reset_index().index.map(str)
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)
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print(f"{species} output summary:")
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print(species_df.head())
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print(species_df.shape)
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output_file_name = os.path.join(output_path, species + ".zip")
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print(f"Creating {output_file_name}")
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species_df.to_csv(output_file_name, index=False, compression="zip")
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