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Restructure library into record and batch
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Original file line number | Diff line number | Diff line change |
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@@ -9,8 +9,8 @@ Most useful functions and classes are contained in submodules. | |
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errors | ||
io | ||
pandas | ||
record | ||
batch | ||
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isd | ||
--- | ||
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Original file line number | Diff line number | Diff line change |
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@@ -1,4 +1,5 @@ | ||
from isd.errors import IsdError | ||
from isd.batch import Batch | ||
from isd.record import Record | ||
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__all__ = ["IsdError", "Record"] | ||
__all__ = ["IsdError", "Batch", "Record"] |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,87 @@ | ||
import gzip | ||
import json | ||
from io import BytesIO | ||
from pathlib import Path | ||
from dataclasses import dataclass | ||
from typing import List, Union, Optional, Dict, Any, Iterator | ||
import datetime as dt | ||
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from isd.record import Record | ||
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import pandas as pd | ||
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@dataclass | ||
class Batch: | ||
records: List[Record] | ||
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def __len__(self) -> int: | ||
return len(self.records) | ||
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def __getitem__(self, index: int) -> Record: | ||
return self.records[index] | ||
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def __iter__(self) -> Iterator[Record]: | ||
return iter(self.records) | ||
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@classmethod | ||
def parse(cls, lines: Union[str, BytesIO]) -> "Batch": | ||
"""Reads records from a text io stream.""" | ||
if isinstance(lines, BytesIO): | ||
lines = lines.read().decode("utf-8") | ||
return cls([Record.parse(line) for line in lines.splitlines()]) | ||
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@classmethod | ||
def from_path(cls, path: Union[str, Path]) -> "Batch": | ||
"""Opens a local ISD file and returns an iterator over its records. | ||
If the path has a .gz extension, this function will assume it has gzip | ||
compression and will attempt to open it using `gzip.open`. | ||
""" | ||
path = Path(path) | ||
if path.suffix == ".gz": | ||
with gzip.open(path) as gzip_file: | ||
return cls( | ||
[Record.parse(gzip_line.decode("utf-8")) for gzip_line in gzip_file] | ||
) | ||
else: | ||
with open(path) as uncompressed_file: | ||
return cls( | ||
[ | ||
Record.parse(uncompressed_line) | ||
for uncompressed_line in uncompressed_file | ||
] | ||
) | ||
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def filter_by_datetime( | ||
self, | ||
start_date: Optional[dt.datetime] = None, | ||
end_date: Optional[dt.datetime] = None, | ||
) -> "Batch": | ||
"""Returns an iterator over records filtered by start and end datetimes (both optional).""" | ||
return Batch( | ||
[ | ||
record | ||
for record in self.records | ||
if (not start_date or record.datetime() >= start_date) | ||
and (not end_date or record.datetime() < end_date) | ||
] | ||
) | ||
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def to_dict(self) -> List[Dict[str, Any]]: | ||
"""Returns a list of dictionaries, one for each record.""" | ||
return [record.to_dict() for record in self.records] | ||
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def to_json(self, indent: int = 4) -> str: | ||
"""Returns a JSON line of all records.""" | ||
data = [] | ||
for d in self.to_dict(): | ||
d["datetime"] = d["datetime"].isoformat() | ||
data.append(d) | ||
return json.dumps(data, indent=indent) | ||
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def to_df(self) -> pd.DataFrame: | ||
"""Reads a local ISD file into a DataFrame.""" | ||
import pandas as pd | ||
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return pd.DataFrame([record.to_dict() for record in self.records]) |
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