Brett Renfer
commited on
Commit
•
5d110fb
1
Parent(s):
2e05499
Fixes for broken rows; full dataset now
Browse filesThis view is limited to 50 files because it contains too many changes.
See raw diff
- MetObjects.csv.gz +3 -0
- add_images.py +44 -2
- clean.py +4 -3
- default/train/00000.parquet +2 -2
- default/train/00001.parquet +2 -2
- default/train/00002.parquet +2 -2
- default/train/00003.parquet +2 -2
- default/train/00004.parquet +2 -2
- default/train/00005.parquet +2 -2
- default/train/00006.parquet +2 -2
- default/train/00007.parquet +2 -2
- default/train/00008.parquet +2 -2
- default/train/00009.parquet +2 -2
- default/train/00010.parquet +2 -2
- default/train/00011.parquet +2 -2
- default/train/00012.parquet +2 -2
- default/train/00013.parquet +2 -2
- default/train/00014.parquet +2 -2
- default/train/00015.parquet +2 -2
- default/train/00016.parquet +2 -2
- default/train/00017.parquet +2 -2
- default/train/00018.parquet +2 -2
- default/train/00019.parquet +2 -2
- default/train/00020.parquet +2 -2
- default/train/00021.parquet +2 -2
- default/train/00022.parquet +2 -2
- default/train/00023.parquet +2 -2
- default/train/00024.parquet +2 -2
- default/train/00025.parquet +2 -2
- default/train/00026.parquet +2 -2
- default/train/00027.parquet +2 -2
- default/train/00028.parquet +2 -2
- default/train/00029.parquet +2 -2
- default/train/00030.parquet +2 -2
- default/train/00031.parquet +2 -2
- default/train/00032.parquet +2 -2
- default/train/00033.parquet +2 -2
- default/train/00034.parquet +2 -2
- default/train/00035.parquet +2 -2
- default/train/00036.parquet +2 -2
- default/train/00037.parquet +2 -2
- default/train/00038.parquet +2 -2
- default/train/00039.parquet +2 -2
- default/train/00040.parquet +3 -0
- default/train/00041.parquet +3 -0
- default/train/00042.parquet +3 -0
- default/train/00043.parquet +3 -0
- default/train/00044.parquet +3 -0
- default/train/00045.parquet +3 -0
- default/train/00046.parquet +3 -0
MetObjects.csv.gz
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:b8bc51debf928342dcb5e9d9ac22f72325cc3ae56e471a3cc332937f2f4b4498
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+
size 37059735
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add_images.py
CHANGED
@@ -24,7 +24,7 @@ retries = Retry(total=3,
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s.mount('https://', HTTPAdapter(max_retries=retries))
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# Function to load and clean the CSV data
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def load_and_clean_csv(file_path):
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valid_rows = []
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invalid_rows = []
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@@ -32,7 +32,7 @@ def load_and_clean_csv(file_path):
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index = 0
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# Read the gzip file line by line
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with gzip.open(file_path, 'rt') as f:
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reader = csv.reader(f)
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header = next(reader) # Read the header separately
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header.append("primaryImageSmall") # Add the new column to the header
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@@ -57,9 +57,48 @@ def load_and_clean_csv(file_path):
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if index % 100 == 0:
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print("Fetched " + str(index) +" image URLs")
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else:
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invalid_rows.append(line)
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except Exception as e:
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print(e)
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invalid_rows.append(line)
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print(f"Found {len(invalid_rows)} invalid rows")
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@@ -89,6 +128,9 @@ def main():
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input_file = 'metadata.csv.gz'
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output_file = 'metadata_images.csv.gz'
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# Load and clean the data
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valid_rows, invalid_rows = load_and_clean_csv(input_file)
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s.mount('https://', HTTPAdapter(max_retries=retries))
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+
# Function to load and clean the CSV data & add images
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def load_and_clean_csv(file_path):
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valid_rows = []
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invalid_rows = []
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index = 0
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# Read the gzip file line by line
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+
with gzip.open(file_path, 'rt', newline='\r\n', encoding='utf-8') as f:
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reader = csv.reader(f)
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header = next(reader) # Read the header separately
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header.append("primaryImageSmall") # Add the new column to the header
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if index % 100 == 0:
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print("Fetched " + str(index) +" image URLs")
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else:
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print("Invalid: "+object_id)
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print(row)
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invalid_rows.append(line)
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except Exception as e:
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print(e)
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print("Invalid + error: "+object_id)
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invalid_rows.append(line)
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print(f"Found {len(invalid_rows)} invalid rows")
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return valid_rows, invalid_rows
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# Function to load and clean the CSV data & add images
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def test_csv(file_path):
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valid_rows = []
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invalid_rows = []
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index = 0
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# Read the gzip file line by line
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with gzip.open(file_path, 'rt', newline='\r\n', encoding='utf-8') as f:
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reader = csv.reader(f)
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header = next(reader) # Read the header separately
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valid_rows.append(header)
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expected_columns = len(header)
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for line in f:
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try:
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# Try to parse the line
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row = next(csv.reader([line]))
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index = index + 1
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if len(row) == expected_columns:
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object_id = row[4]
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print(object_id)
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valid_rows.append(row)
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else:
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print("Invalid: "+object_id)
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print(len(row), expected_columns)
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print(row)
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invalid_rows.append(line)
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except Exception as e:
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print(e)
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print("Invalid + error: "+object_id)
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invalid_rows.append(line)
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print(f"Found {len(invalid_rows)} invalid rows")
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input_file = 'metadata.csv.gz'
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output_file = 'metadata_images.csv.gz'
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# Test
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# test_csv(input_file)
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# Load and clean the data
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valid_rows, invalid_rows = load_and_clean_csv(input_file)
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clean.py
CHANGED
@@ -3,7 +3,7 @@ import gzip
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import io
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def load_and_process_csv(input_file_path, output_file_path):
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with gzip.open(input_file_path, 'rt', newline='', encoding='utf-8') as infile:
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reader = csv.reader(infile)
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rows = list(reader)
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@@ -11,8 +11,9 @@ def load_and_process_csv(input_file_path, output_file_path):
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for row in rows:
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processed_row = []
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for field in row:
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if field.startswith('"') and field.endswith('"'):
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processed_row.append(field)
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processed_rows.append(processed_row)
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import io
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def load_and_process_csv(input_file_path, output_file_path):
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with gzip.open(input_file_path, 'rt', newline='\r\n', encoding='utf-8') as infile:
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reader = csv.reader(infile)
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rows = list(reader)
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for row in rows:
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processed_row = []
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for field in row:
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# if field.startswith('"') and field.endswith('"'):
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field = field.replace('\n', ' ')
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field = field.replace('\r', ' ')
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processed_row.append(field)
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processed_rows.append(processed_row)
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default/train/00000.parquet
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