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Load Diff
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Load Diff
@ -16,6 +16,23 @@ tablename: kitchensink
|
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# Defaults to fail.
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if_exists: append
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||||
# file_type: Type of data file to load. One of: sas | text. Default: sas.
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# sas - SAS files (.sas7bdat, .xpt, .xport) read via pyreadstat
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# text - Delimited text files (.txt, .csv, .tsv) read via pandas
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# file_type: sas
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|
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# delimiter: Column delimiter for text files. Only used when file_type: text.
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# Accepts: "," (comma, default), "tab" or "\t" (tab), "pipe" or "|" (pipe),
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# or any single character.
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||||
# delimiter: ","
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||||
|
||||
# text_encoding: Character encoding for text files. Default: utf-8.
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||||
# Common alternatives: latin-1, cp1252, iso-8859-1.
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# text_encoding: utf-8
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# quotechar: Quote character for text files. Default: '"' (double quote).
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# quotechar: '"'
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# partition_by: Partition the table by unique values of these columns.
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# Columns are applied in cascading order (first column = top-level partition).
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# Requires if_exists: replace or fail (not append for initial creation).
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@ -38,3 +55,24 @@ if_exists: append
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# indexes:
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# - state
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# - zip
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||||
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||||
# column_types: Explicit {column_name: postgres_type} overrides that
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# bypass automatic type inference for the listed columns. Useful when
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# pyreadstat reports a column as NUM but you want it stored as TEXT
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# (phone/ID columns that are conceptually strings), or when a column's
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# inferred type is off for any other reason. Columns not listed here
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# fall through to the normal inference path. Nullability is always
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# computed from the data.
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#
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# column_types:
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# RESP_PH_PREFIX_ID: TEXT
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# SOMELONG_ID: BIGINT
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# all_nullable: If true, every column is stamped nullable in the generated
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# schema; NOT NULL inference is skipped entirely. Use this when the sampler
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# wrongly concludes a column has no nulls (e.g. a dense sample followed by
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# rare-null data downstream) and COPY blows up mid-load on the first null
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# it hits. Off by default. The CLI flag --all-nullable overrides this to
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# true when set.
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#
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# all_nullable: false
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@ -27,6 +27,25 @@ if_exists: replace
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# see the embedded-digit example near the bottom of this file.
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auto_detect: true
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# file_type: Type of data files in this folder. One of: sas | text. Default: sas.
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# sas - SAS files (.sas7bdat, .xpt, .xport) read via pyreadstat
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# text - Delimited text files (.txt, .csv, .tsv) read via pandas
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# When set to 'text', the folder scanner looks for .txt/.csv/.tsv files
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# instead of .sas7bdat/.xpt/.xport files.
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# file_type: sas
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# delimiter: Column delimiter for text files. Only used when file_type: text.
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# Accepts: "," (comma, default), "tab" or "\t" (tab), "pipe" or "|" (pipe),
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# or any single character.
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# delimiter: ","
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# text_encoding: Character encoding for text files. Default: utf-8.
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# Common alternatives: latin-1, cp1252, iso-8859-1.
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# text_encoding: utf-8
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# quotechar: Quote character for text files. Default: '"' (double quote).
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# quotechar: '"'
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# Folder-level column filter. Every file in every cluster passes through
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# this filter. `include` and `exclude` are mutually exclusive. A cluster can
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# override these via its own `include` / `exclude` keys.
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@ -61,15 +80,52 @@ auto_detect: true
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# - state
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# - zip
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# Folder-level column_types: Explicit {column_name: postgres_type} map that
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# bypasses automatic type inference for the listed columns. Applied to
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# every cluster unless a cluster supplies its own column_types, which are
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# merged on top (cluster entries win on conflict).
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#
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# During --workers>1 runs the pre-scan derives a cluster-wide "auto-union"
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# type per column (e.g. any file stores the column as CHAR -> TEXT; all
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# NUM with any format hinting decimals -> DOUBLE PRECISION; otherwise
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# BIGINT). Entries in column_types here win over that auto-union - use
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# them when the auto result is wrong or when --no-prescan disables the
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# auto-union and you still need to pin a column.
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#
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# Valid type strings are anything the CREATE TABLE DDL accepts (TEXT,
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# INTEGER, BIGINT, DOUBLE PRECISION, DATE, TIMESTAMP, ...). Columns that
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# don't exist in a given file are simply ignored for that file.
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#
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# column_types:
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# RESP_PH_PREFIX_ID: TEXT
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# RESP_PH_SUFFIX_ID: TEXT
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# SOMELONG_ID: BIGINT
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||||
# Folder-level all_nullable: If true, every column of every cluster is
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# stamped nullable in the generated schema; NOT NULL inference is skipped
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# entirely. Use this when the sampler wrongly concludes a column has no
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# nulls (sampled rows happened to be dense, but later files in the cluster
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# carry nulls) and COPY blows up mid-load. Inherited by all clusters
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# unless a cluster supplies its own all_nullable. The CLI flag
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||||
# --all-nullable overrides both this and any per-cluster setting when
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# passed. Off by default.
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#
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# all_nullable: false
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# Explicit cluster patterns. Each pattern is matched against the file
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# *basename*. Files matched by a pattern are pulled out of the auto-detect
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# pool, so explicit and auto clusters compose cleanly.
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#
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# `tablename` is required. `if_exists`, `include`, and `exclude` are
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# optional per-cluster overrides of the folder-level defaults above.
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# `tablename` is required. `if_exists`, `include`, `exclude`, and
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# `column_types` are optional per-cluster overrides of the folder-level
|
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# defaults above. Cluster-level column_types entries win over folder-
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# level entries for the same column.
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clusters:
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- pattern: '^group_a\d+\.xpt$'
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tablename: group_a
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# column_types:
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# INTCOL: TEXT
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# all_nullable: true # per-cluster override of the folder-level default
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||||
# Example of an explicit override. Uncomment to force the group_b cluster to
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# append instead of replace even though the folder default is "replace":
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@ -111,6 +167,10 @@ clusters:
|
||||
# - pattern: '^year2020_regionA_\d+_detail\.sas7bdat$'
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||||
# tablename: year2020_regionA_detail
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||||
|
||||
# Text file cluster example (when file_type: text):
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# - pattern: '^data_group_a\d+\.txt$'
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||||
# tablename: data_group_a
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||||
|
||||
# With only the group_a pattern explicit, auto_detect: true will still
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# bucket group_b1.xpt + group_b2.xpt into a "group_b" cluster and the lone
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||||
# standalone.xpt into a "standalone" cluster. See generate_sample_folder.py
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||||
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||||
@ -1,7 +1,10 @@
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||||
pandas>=2.0,<3.0
|
||||
pyreadstat>=1.2,<2.0
|
||||
numpy>=2.1,<3.0
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||||
pyarrow>=22.0,<24.0
|
||||
pyyaml>=6.0,<7.0
|
||||
psycopg2-binary>=2.9,<3.0
|
||||
python-dotenv>=1.0,<2.0
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boto3>=1.28,<2.0
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||||
openpyxl>=3.1,<4.0
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tqdm>=4.66,<5.0
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||||
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||||
@ -1,30 +1,39 @@
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||||
"""Explore S3 directories and categorise them by accessibility.
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||||
|
||||
Reads a text file containing one S3 prefix per line (paths within the bucket
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configured by the ``S3_BUCKET`` constant), then for each prefix:
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||||
configured by the ``S3_BUCKET`` constant or ``--bucket`` CLI argument), then
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for each prefix:
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||||
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||||
- Lists all objects recursively (via ``list_objects_v2`` paginator)
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||||
- **Only considers files matching the ``FILE_EXTENSION`` filter** (default
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``.sas7bdat``). All other file types are ignored.
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- **Only considers files matching the configured extensions** (default: all
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||||
supported extensions — SAS and text). All other file types are ignored.
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- Tests read permission with ``head_object`` on the first matching file found
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||||
- If the first file is accessible, tests ALL remaining files individually
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- Categorises the directory as **Available**, **Blocked**, **Empty**, and
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||||
tracks individual file **Exceptions** within available directories
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||||
|
||||
Supported file types
|
||||
--------------------
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||||
* **SAS files**: ``.sas7bdat``, ``.xpt``, ``.xport``
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||||
* **Text / delimited files**: ``.txt``, ``.csv``, ``.tsv``
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||||
|
||||
A directory is considered *empty* if it contains no files matching the
|
||||
extension filter, even when other file types are present.
|
||||
|
||||
Configure the constants below, then run::
|
||||
Configure the constants below (or use CLI arguments), then run::
|
||||
|
||||
python3 data_explorer.py
|
||||
python3 data_explorer.py [OPTIONS]
|
||||
|
||||
Python 3.10+ compatible. Requires only ``boto3`` / ``botocore`` and stdlib.
|
||||
Python 3.10+ compatible. Requires ``boto3`` / ``botocore`` and stdlib.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
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||||
import os
|
||||
import sys
|
||||
from dataclasses import dataclass, field
|
||||
from typing import List, Tuple
|
||||
from typing import List, Set, Tuple
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Dependency check
|
||||
@ -43,11 +52,25 @@ except ImportError:
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Configuration — edit these before running
|
||||
# Extension constants
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
FILE_EXTENSION: str = ".sas7bdat"
|
||||
"""Only files whose key ends with this extension (case-insensitive) are considered."""
|
||||
SAS_EXTENSIONS: Set[str] = {".sas7bdat", ".xpt", ".xport"}
|
||||
"""File extensions recognised as SAS data files."""
|
||||
|
||||
TEXT_EXTENSIONS: Set[str] = {".txt", ".csv", ".tsv"}
|
||||
"""File extensions recognised as delimited text / CSV files."""
|
||||
|
||||
SUPPORTED_EXTENSIONS: Set[str] = SAS_EXTENSIONS | TEXT_EXTENSIONS
|
||||
"""Union of all file extensions this tool can work with."""
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Configuration defaults — edit these or override via CLI arguments
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
FILE_EXTENSIONS: Set[str] = SUPPORTED_EXTENSIONS
|
||||
"""Set of extensions to filter on (case-insensitive). Defaults to all supported."""
|
||||
|
||||
INPUT_FILE: str = "s3_directories.txt"
|
||||
"""Path to the text file containing one S3 prefix per line."""
|
||||
@ -58,6 +81,57 @@ S3_BUCKET: str = "my-bucket"
|
||||
AWS_PROFILE: str = "default"
|
||||
"""AWS CLI profile name used for authentication."""
|
||||
|
||||
# Text-file reading defaults (used when downloading / previewing text files)
|
||||
DEFAULT_DELIMITER: str = ","
|
||||
DEFAULT_ENCODING: str = "utf-8"
|
||||
DEFAULT_QUOTECHAR: str = '"'
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Auto-detection helpers
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def detect_file_type(filename: str) -> str:
|
||||
"""Return ``'sas'``, ``'text'``, or ``'unknown'`` based on *filename* extension.
|
||||
|
||||
The check is case-insensitive. For ``.tsv`` files the caller should
|
||||
default the delimiter to a tab character (``'\\t'``).
|
||||
|
||||
Examples
|
||||
--------
|
||||
>>> detect_file_type("data.sas7bdat")
|
||||
'sas'
|
||||
>>> detect_file_type("report.CSV")
|
||||
'text'
|
||||
>>> detect_file_type("archive.zip")
|
||||
'unknown'
|
||||
"""
|
||||
ext = os.path.splitext(filename)[1].lower()
|
||||
if ext in SAS_EXTENSIONS:
|
||||
return "sas"
|
||||
if ext in TEXT_EXTENSIONS:
|
||||
return "text"
|
||||
return "unknown"
|
||||
|
||||
|
||||
def default_delimiter_for(filename: str) -> str:
|
||||
"""Return a sensible default delimiter for *filename*.
|
||||
|
||||
* ``.tsv`` → ``'\\t'``
|
||||
* everything else → ``','``
|
||||
"""
|
||||
ext = os.path.splitext(filename)[1].lower()
|
||||
if ext == ".tsv":
|
||||
return "\t"
|
||||
return ","
|
||||
|
||||
|
||||
def matches_extensions(key: str, extensions: Set[str]) -> bool:
|
||||
"""Return ``True`` if *key* ends with any extension in *extensions* (case-insensitive)."""
|
||||
key_lower = key.lower()
|
||||
return any(key_lower.endswith(ext) for ext in extensions)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Data structures
|
||||
@ -149,27 +223,36 @@ def format_size(size_bytes: int) -> str:
|
||||
return f"{size_bytes:,.1f} TB"
|
||||
|
||||
|
||||
def extensions_label(extensions: Set[str]) -> str:
|
||||
"""Return a compact, sorted label for a set of extensions (e.g. ``.csv/.tsv/.txt``)."""
|
||||
return "/".join(sorted(extensions))
|
||||
|
||||
|
||||
def list_objects(
|
||||
s3_client: "botocore.client.S3",
|
||||
bucket: str,
|
||||
prefix: str,
|
||||
extensions: Set[str] | None = None,
|
||||
) -> Tuple[List[Tuple[str, int]], int]:
|
||||
"""Recursively list all objects under *prefix*.
|
||||
|
||||
Only objects whose key ends with ``FILE_EXTENSION`` (case-insensitive) are
|
||||
counted. All other files are silently skipped.
|
||||
Only objects whose key ends with one of *extensions* (case-insensitive) are
|
||||
counted. All other files are silently skipped. When *extensions* is
|
||||
``None`` the module-level ``FILE_EXTENSIONS`` set is used.
|
||||
|
||||
Returns ``(files, total_size)`` where *files* is a list of
|
||||
``(key, size)`` tuples for every matching object and *total_size* is the
|
||||
sum of their sizes in bytes.
|
||||
"""
|
||||
ext_lower = FILE_EXTENSION.lower()
|
||||
if extensions is None:
|
||||
extensions = FILE_EXTENSIONS
|
||||
exts_lower = {e.lower() for e in extensions}
|
||||
paginator = s3_client.get_paginator("list_objects_v2")
|
||||
files: List[Tuple[str, int]] = []
|
||||
total_size: int = 0
|
||||
for page in paginator.paginate(Bucket=bucket, Prefix=prefix):
|
||||
for obj in page.get("Contents", []):
|
||||
if not obj["Key"].lower().endswith(ext_lower):
|
||||
if not any(obj["Key"].lower().endswith(ext) for ext in exts_lower):
|
||||
continue
|
||||
files.append((obj["Key"], obj["Size"]))
|
||||
total_size += obj["Size"]
|
||||
@ -196,8 +279,26 @@ def check_read_permission(
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def explore_directories(prefixes: List[str]) -> Results:
|
||||
"""Explore every prefix in ``S3_BUCKET`` and return categorised *Results*."""
|
||||
def explore_directories(
|
||||
prefixes: List[str],
|
||||
*,
|
||||
extensions: Set[str] | None = None,
|
||||
) -> Results:
|
||||
"""Explore every prefix in ``S3_BUCKET`` and return categorised *Results*.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
prefixes:
|
||||
List of S3 key prefixes to explore.
|
||||
extensions:
|
||||
Set of file extensions to filter on. Defaults to the module-level
|
||||
``FILE_EXTENSIONS`` (which itself defaults to ``SUPPORTED_EXTENSIONS``).
|
||||
"""
|
||||
if extensions is None:
|
||||
extensions = FILE_EXTENSIONS
|
||||
exts_lower = {e.lower() for e in extensions}
|
||||
ext_label = extensions_label(extensions)
|
||||
|
||||
session = boto3.Session(profile_name=AWS_PROFILE)
|
||||
s3 = session.client("s3")
|
||||
|
||||
@ -206,13 +307,13 @@ def explore_directories(prefixes: List[str]) -> Results:
|
||||
|
||||
for idx, prefix in enumerate(prefixes, start=1):
|
||||
print(
|
||||
f"[{idx}/{total}] Checking {prefix} (filtering for {FILE_EXTENSION}) ...",
|
||||
f"[{idx}/{total}] Checking {prefix} (filtering for {ext_label}) ...",
|
||||
file=sys.stderr,
|
||||
)
|
||||
|
||||
# --- Recursive listing ------------------------------------------------
|
||||
try:
|
||||
files, total_size = list_objects(s3, S3_BUCKET, prefix)
|
||||
files, total_size = list_objects(s3, S3_BUCKET, prefix, extensions=extensions)
|
||||
except botocore.exceptions.ClientError as exc:
|
||||
code = exc.response.get("Error", {}).get("Code", "Unknown")
|
||||
message = exc.response.get("Error", {}).get("Message", str(exc))
|
||||
@ -234,12 +335,13 @@ def explore_directories(prefixes: List[str]) -> Results:
|
||||
|
||||
# --- Permission check on first file -----------------------------------
|
||||
# Prefer a real object over a zero-byte directory marker (key ending
|
||||
# in "/") for the head_object test.
|
||||
# in "/") for the head_object test. The selected key must also match
|
||||
# the extension filter.
|
||||
first_key, _ = files[0]
|
||||
test_key = first_key
|
||||
if first_key.endswith("/") and total_size > 0:
|
||||
for key, size in files:
|
||||
if not (key.endswith("/") and size == 0):
|
||||
if not (key.endswith("/") and size == 0) and matches_extensions(key, exts_lower):
|
||||
test_key = key
|
||||
break
|
||||
|
||||
@ -268,7 +370,7 @@ def explore_directories(prefixes: List[str]) -> Results:
|
||||
if remaining:
|
||||
if len(remaining) > 10:
|
||||
print(
|
||||
f" Verifying access to {file_count} {FILE_EXTENSION} files in {prefix} ...",
|
||||
f" Verifying access to {file_count} {ext_label} files in {prefix} ...",
|
||||
file=sys.stderr,
|
||||
)
|
||||
|
||||
@ -306,11 +408,25 @@ def explore_directories(prefixes: List[str]) -> Results:
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def print_results(results: Results) -> None:
|
||||
"""Print a clean, human-readable summary to stdout."""
|
||||
def print_results(results: Results, *, extensions: Set[str] | None = None) -> None:
|
||||
"""Print a clean, human-readable summary to stdout.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
results:
|
||||
The exploration results to display.
|
||||
extensions:
|
||||
The set of extensions that were used for filtering. Used only for
|
||||
labelling in the output. Defaults to ``FILE_EXTENSIONS``.
|
||||
"""
|
||||
if extensions is None:
|
||||
extensions = FILE_EXTENSIONS
|
||||
ext_label = extensions_label(extensions)
|
||||
|
||||
print()
|
||||
print("=== S3 Directory Explorer Results ===")
|
||||
print(f"Bucket: {S3_BUCKET}")
|
||||
print(f"Extensions: {ext_label}")
|
||||
|
||||
# --- Available ---
|
||||
print()
|
||||
@ -319,7 +435,7 @@ def print_results(results: Results) -> None:
|
||||
for d in results.available:
|
||||
print(f" {d.prefix}")
|
||||
print(
|
||||
f" {FILE_EXTENSION} files: {d.accessible_count}/{d.total_count} accessible"
|
||||
f" Matching files ({ext_label}): {d.accessible_count}/{d.total_count} accessible"
|
||||
f" | Total Size: {format_size(d.accessible_size)}"
|
||||
)
|
||||
else:
|
||||
@ -332,7 +448,7 @@ def print_results(results: Results) -> None:
|
||||
for d in results.blocked:
|
||||
if d.file_count:
|
||||
print(f" {d.prefix}")
|
||||
print(f" {FILE_EXTENSION} files found: {d.file_count} | Error: {d.error}")
|
||||
print(f" Matching files ({ext_label}) found: {d.file_count} | Error: {d.error}")
|
||||
else:
|
||||
print(f" {d.prefix}")
|
||||
print(f" Error: {d.error}")
|
||||
@ -351,7 +467,7 @@ def print_results(results: Results) -> None:
|
||||
|
||||
# --- Empty ---
|
||||
print()
|
||||
print(f"--- Empty / no {FILE_EXTENSION} files ({len(results.empty)}) ---")
|
||||
print(f"--- Empty / no matching files ({len(results.empty)}) ---")
|
||||
if results.empty:
|
||||
for d in results.empty:
|
||||
print(f" {d.prefix}")
|
||||
@ -361,20 +477,163 @@ def print_results(results: Results) -> None:
|
||||
print()
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# CLI argument parsing
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def build_arg_parser() -> argparse.ArgumentParser:
|
||||
"""Build and return the CLI argument parser.
|
||||
|
||||
Supports selecting file-type filters, text-file reading parameters, and
|
||||
overriding the default bucket / profile / input-file settings.
|
||||
"""
|
||||
parser = argparse.ArgumentParser(
|
||||
description=(
|
||||
"Explore S3 directories and categorise them by accessibility. "
|
||||
"Supports SAS files (.sas7bdat, .xpt, .xport) and delimited text "
|
||||
"files (.txt, .csv, .tsv)."
|
||||
),
|
||||
)
|
||||
|
||||
# --- File-type / extension selection ---
|
||||
type_group = parser.add_argument_group("File-type selection")
|
||||
type_group.add_argument(
|
||||
"--file-type",
|
||||
choices=["sas", "text", "all"],
|
||||
default="all",
|
||||
help=(
|
||||
"Restrict the scan to a specific file type. "
|
||||
"'sas' = .sas7bdat/.xpt/.xport only; "
|
||||
"'text' = .txt/.csv/.tsv only; "
|
||||
"'all' = both (default)."
|
||||
),
|
||||
)
|
||||
type_group.add_argument(
|
||||
"--extensions",
|
||||
nargs="+",
|
||||
metavar="EXT",
|
||||
help=(
|
||||
"Explicit list of extensions to filter on (e.g. --extensions .csv .tsv). "
|
||||
"Overrides --file-type when provided."
|
||||
),
|
||||
)
|
||||
|
||||
# --- Text-file reading parameters ---
|
||||
text_group = parser.add_argument_group(
|
||||
"Text-file parameters",
|
||||
description=(
|
||||
"Parameters used when reading delimited text files. These are "
|
||||
"stored for downstream consumers and do not affect the S3 scan "
|
||||
"itself."
|
||||
),
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--delimiter",
|
||||
default=None,
|
||||
help=(
|
||||
"Field delimiter for text files (default: ',' for .csv/.txt, "
|
||||
"'\\t' for .tsv). Use 'tab' or '\\t' for a tab character."
|
||||
),
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--encoding",
|
||||
default=DEFAULT_ENCODING,
|
||||
help=f"Character encoding for text files (default: {DEFAULT_ENCODING}).",
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--quotechar",
|
||||
default=DEFAULT_QUOTECHAR,
|
||||
help=f"Quote character for text files (default: {DEFAULT_QUOTECHAR!r}).",
|
||||
)
|
||||
|
||||
# --- S3 / general settings ---
|
||||
s3_group = parser.add_argument_group("S3 settings")
|
||||
s3_group.add_argument(
|
||||
"--bucket",
|
||||
default=None,
|
||||
help=f"S3 bucket name (default: {S3_BUCKET}).",
|
||||
)
|
||||
s3_group.add_argument(
|
||||
"--profile",
|
||||
default=None,
|
||||
help=f"AWS CLI profile name (default: {AWS_PROFILE}).",
|
||||
)
|
||||
s3_group.add_argument(
|
||||
"--input-file",
|
||||
default=None,
|
||||
help=f"Path to the text file with S3 prefixes (default: {INPUT_FILE}).",
|
||||
)
|
||||
|
||||
return parser
|
||||
|
||||
|
||||
def resolve_extensions(args: argparse.Namespace) -> Set[str]:
|
||||
"""Determine the active extension set from parsed CLI *args*.
|
||||
|
||||
If ``--extensions`` is provided it takes precedence. Otherwise
|
||||
``--file-type`` is used to select a predefined set.
|
||||
"""
|
||||
if args.extensions:
|
||||
# Normalise: ensure each extension starts with a dot and is lowercase
|
||||
exts: Set[str] = set()
|
||||
for ext in args.extensions:
|
||||
ext = ext.strip().lower()
|
||||
if not ext.startswith("."):
|
||||
ext = "." + ext
|
||||
exts.add(ext)
|
||||
return exts
|
||||
|
||||
if args.file_type == "sas":
|
||||
return SAS_EXTENSIONS
|
||||
if args.file_type == "text":
|
||||
return TEXT_EXTENSIONS
|
||||
return SUPPORTED_EXTENSIONS
|
||||
|
||||
|
||||
def resolve_delimiter(args: argparse.Namespace) -> str:
|
||||
"""Return the effective delimiter from parsed CLI *args*.
|
||||
|
||||
Handles the special values ``'tab'`` and ``'\\t'`` so users can specify a
|
||||
tab character on the command line without shell-escaping issues.
|
||||
"""
|
||||
if args.delimiter is None:
|
||||
return DEFAULT_DELIMITER
|
||||
raw = args.delimiter
|
||||
if raw.lower() in ("tab", "\\t"):
|
||||
return "\t"
|
||||
return raw
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Main
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
if __name__ == "__main__":
|
||||
import os
|
||||
parser = build_arg_parser()
|
||||
args = parser.parse_args()
|
||||
|
||||
# --- Apply CLI overrides to module-level config ---------------------------
|
||||
if args.bucket:
|
||||
S3_BUCKET = args.bucket
|
||||
if args.profile:
|
||||
AWS_PROFILE = args.profile
|
||||
input_file = args.input_file if args.input_file else INPUT_FILE
|
||||
|
||||
active_extensions = resolve_extensions(args)
|
||||
FILE_EXTENSIONS = active_extensions
|
||||
|
||||
delimiter = resolve_delimiter(args)
|
||||
encoding = args.encoding
|
||||
quotechar = args.quotechar
|
||||
|
||||
# --- Read input file ------------------------------------------------------
|
||||
if not os.path.exists(INPUT_FILE):
|
||||
print(f"ERROR: Input file not found: {INPUT_FILE}", file=sys.stderr)
|
||||
if not os.path.exists(input_file):
|
||||
print(f"ERROR: Input file not found: {input_file}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
|
||||
try:
|
||||
prefixes = read_input_file(INPUT_FILE)
|
||||
prefixes = read_input_file(input_file)
|
||||
except Exception as exc:
|
||||
print(f"ERROR: Could not read input file: {exc}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
@ -399,7 +658,17 @@ if __name__ == "__main__":
|
||||
print(f"ERROR: AWS profile validation failed: {exc}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
|
||||
# --- Print active configuration -------------------------------------------
|
||||
ext_label = extensions_label(active_extensions)
|
||||
print(f"Bucket: {S3_BUCKET}", file=sys.stderr)
|
||||
print(f"Extensions: {ext_label}", file=sys.stderr)
|
||||
if active_extensions & TEXT_EXTENSIONS:
|
||||
print(
|
||||
f"Text opts: delimiter={delimiter!r} encoding={encoding!r} "
|
||||
f"quotechar={quotechar!r}",
|
||||
file=sys.stderr,
|
||||
)
|
||||
|
||||
# --- Explore --------------------------------------------------------------
|
||||
print(f"Bucket: {S3_BUCKET}", file=sys.stderr)
|
||||
results = explore_directories(prefixes)
|
||||
print_results(results)
|
||||
results = explore_directories(prefixes, extensions=active_extensions)
|
||||
print_results(results, extensions=active_extensions)
|
||||
|
||||
@ -1,15 +1,23 @@
|
||||
"""Standalone utility to download a .sas7bdat file from S3 and print a
|
||||
column-level summary of the first 10 rows.
|
||||
"""Standalone utility to download a SAS or delimited text file from S3 and
|
||||
print a column-level summary of the first *N* rows.
|
||||
|
||||
Configure the four constants below, then run::
|
||||
Supported formats
|
||||
-----------------
|
||||
* **SAS** – ``.sas7bdat``, ``.xpt``, ``.xport`` (read via *pyreadstat*)
|
||||
* **Text** – ``.csv``, ``.tsv``, ``.txt`` (read via *pandas.read_csv*)
|
||||
|
||||
Configure the four constants below **or** use the CLI arguments, then run::
|
||||
|
||||
python3 file_viewer.py
|
||||
python3 file_viewer.py --local path/to/file.csv
|
||||
python3 file_viewer.py --local path/to/data.tsv --delimiter $'\\t'
|
||||
|
||||
Python 3.14 compatible.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import os
|
||||
import sys
|
||||
|
||||
@ -19,14 +27,28 @@ import pyreadstat
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Configuration — edit these before running
|
||||
# Supported file extensions
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
SAS_EXTENSIONS: set[str] = {".sas7bdat", ".xpt", ".xport"}
|
||||
"""File extensions recognised as SAS data files."""
|
||||
|
||||
TEXT_EXTENSIONS: set[str] = {".txt", ".csv", ".tsv"}
|
||||
"""File extensions recognised as delimited text files."""
|
||||
|
||||
SUPPORTED_EXTENSIONS: set[str] = SAS_EXTENSIONS | TEXT_EXTENSIONS
|
||||
"""Union of all supported file extensions."""
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Configuration — edit these before running (or use CLI arguments)
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
S3_BUCKET: str = "my-bucket"
|
||||
"""S3 bucket name."""
|
||||
|
||||
S3_KEY: str = "path/to/file.sas7bdat"
|
||||
"""Object key (path) within the bucket to the .sas7bdat file."""
|
||||
"""Object key (path) within the bucket to a supported data file."""
|
||||
|
||||
LOCAL_FOLDER: str = "./downloads"
|
||||
"""Local directory to download the file into."""
|
||||
@ -45,6 +67,8 @@ def _ensure_local_copy(bucket: str, key: str, local_path: str) -> None:
|
||||
|
||||
If *local_path* exists and its size matches the S3 object's size, the
|
||||
download is skipped and a message is printed.
|
||||
|
||||
Supports any file whose extension is in :data:`SUPPORTED_EXTENSIONS`.
|
||||
"""
|
||||
session = boto3.Session(profile_name=AWS_PROFILE)
|
||||
s3 = session.client("s3")
|
||||
@ -69,12 +93,117 @@ def _ensure_local_copy(bucket: str, key: str, local_path: str) -> None:
|
||||
print("Download complete.")
|
||||
|
||||
|
||||
# -- SAS readers -------------------------------------------------------------
|
||||
|
||||
|
||||
def _read_sas_head(path: str, row_count: int = 10) -> pd.DataFrame:
|
||||
"""Read the first *row_count* rows of a .sas7bdat file."""
|
||||
df, _ = pyreadstat.read_sas7bdat(path, row_offset=0, row_limit=row_count)
|
||||
"""Read the first *row_count* rows of a SAS file (``.sas7bdat``, ``.xpt``, ``.xport``)."""
|
||||
ext = os.path.splitext(path)[1].lower()
|
||||
if ext == ".sas7bdat":
|
||||
df, _ = pyreadstat.read_sas7bdat(path, row_offset=0, row_limit=row_count)
|
||||
elif ext in {".xpt", ".xport"}:
|
||||
df, _ = pyreadstat.read_xport(path, row_offset=0, row_limit=row_count)
|
||||
else:
|
||||
raise ValueError(f"Unsupported SAS extension: {ext}")
|
||||
return df
|
||||
|
||||
|
||||
# -- Text readers ------------------------------------------------------------
|
||||
|
||||
|
||||
def _read_text_head(
|
||||
path: str,
|
||||
row_count: int = 10,
|
||||
delimiter: str = ",",
|
||||
encoding: str = "utf-8",
|
||||
quotechar: str = '"',
|
||||
) -> pd.DataFrame:
|
||||
"""Read the first *row_count* rows of a delimited text file.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
path : str
|
||||
Path to the ``.csv``, ``.tsv``, or ``.txt`` file.
|
||||
row_count : int, optional
|
||||
Number of data rows to read (default ``10``).
|
||||
delimiter : str, optional
|
||||
Column delimiter (default ``","``). For ``.tsv`` files the caller
|
||||
should pass ``"\\t"``.
|
||||
encoding : str, optional
|
||||
File encoding (default ``"utf-8"``).
|
||||
quotechar : str, optional
|
||||
Character used to quote fields (default ``'"'``).
|
||||
"""
|
||||
return pd.read_csv(
|
||||
path,
|
||||
sep=delimiter,
|
||||
encoding=encoding,
|
||||
quotechar=quotechar,
|
||||
nrows=row_count,
|
||||
)
|
||||
|
||||
|
||||
# -- Unified reader ----------------------------------------------------------
|
||||
|
||||
|
||||
def _read_head(
|
||||
path: str,
|
||||
row_count: int = 10,
|
||||
delimiter: str | None = None,
|
||||
encoding: str = "utf-8",
|
||||
quotechar: str = '"',
|
||||
) -> pd.DataFrame:
|
||||
"""Read the first *row_count* rows of a supported data file.
|
||||
|
||||
Auto-detects the file type from its extension and delegates to the
|
||||
appropriate reader. For ``.tsv`` files the delimiter defaults to tab
|
||||
(``"\\t"``); for other text files it defaults to ``","``.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
path : str
|
||||
Path to the data file.
|
||||
row_count : int, optional
|
||||
Number of data rows to read (default ``10``).
|
||||
delimiter : str or None, optional
|
||||
Column delimiter for text files. ``None`` means *auto-detect*
|
||||
(tab for ``.tsv``, comma otherwise).
|
||||
encoding : str, optional
|
||||
Encoding for text files (default ``"utf-8"``).
|
||||
quotechar : str, optional
|
||||
Quote character for text files (default ``'"'``).
|
||||
|
||||
Returns
|
||||
-------
|
||||
pandas.DataFrame
|
||||
"""
|
||||
ext = os.path.splitext(path)[1].lower()
|
||||
|
||||
if ext not in SUPPORTED_EXTENSIONS:
|
||||
raise ValueError(
|
||||
f"Unsupported file extension '{ext}'. "
|
||||
f"Supported extensions: {sorted(SUPPORTED_EXTENSIONS)}"
|
||||
)
|
||||
|
||||
if ext in SAS_EXTENSIONS:
|
||||
return _read_sas_head(path, row_count=row_count)
|
||||
|
||||
# --- Text file path ---
|
||||
if delimiter is None:
|
||||
delimiter = "\t" if ext == ".tsv" else ","
|
||||
|
||||
return _read_text_head(
|
||||
path,
|
||||
row_count=row_count,
|
||||
delimiter=delimiter,
|
||||
encoding=encoding,
|
||||
quotechar=quotechar,
|
||||
)
|
||||
|
||||
|
||||
# -- Display -----------------------------------------------------------------
|
||||
|
||||
|
||||
def _sample_values(series: pd.Series, n: int = 3) -> str:
|
||||
"""Return up to *n* non-null sample values as a comma-separated string."""
|
||||
non_null = series.dropna()
|
||||
@ -114,26 +243,126 @@ def _print_summary(df: pd.DataFrame) -> None:
|
||||
print()
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# CLI
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def _build_parser() -> argparse.ArgumentParser:
|
||||
"""Build the argument parser for the file-viewer CLI."""
|
||||
parser = argparse.ArgumentParser(
|
||||
description=(
|
||||
"Download a SAS or delimited text file from S3 (or read a local "
|
||||
"file) and print a column-level summary of the first N rows.\n\n"
|
||||
"Supported extensions: "
|
||||
+ ", ".join(sorted(SUPPORTED_EXTENSIONS))
|
||||
),
|
||||
formatter_class=argparse.RawDescriptionHelpFormatter,
|
||||
)
|
||||
|
||||
source = parser.add_mutually_exclusive_group()
|
||||
source.add_argument(
|
||||
"--local",
|
||||
metavar="FILE",
|
||||
default=None,
|
||||
help=(
|
||||
"Path to a local data file to summarise (skips S3 download). "
|
||||
"Supported extensions: "
|
||||
+ ", ".join(sorted(SUPPORTED_EXTENSIONS))
|
||||
),
|
||||
)
|
||||
source.add_argument(
|
||||
"--s3-key",
|
||||
metavar="KEY",
|
||||
default=None,
|
||||
help="Override the S3_KEY constant with this object key.",
|
||||
)
|
||||
|
||||
parser.add_argument(
|
||||
"--rows",
|
||||
type=int,
|
||||
default=10,
|
||||
metavar="N",
|
||||
help="Number of rows to read (default: 10).",
|
||||
)
|
||||
|
||||
# Text-file-specific options
|
||||
text_group = parser.add_argument_group(
|
||||
"text file options",
|
||||
"These options apply only to .csv / .tsv / .txt files.",
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--delimiter",
|
||||
default=None,
|
||||
help=(
|
||||
'Column delimiter for text files (default: "," for .csv/.txt, '
|
||||
'"\\t" for .tsv). Use $\'\\t\' in the shell for a literal tab.'
|
||||
),
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--encoding",
|
||||
default="utf-8",
|
||||
help='File encoding for text files (default: "utf-8").',
|
||||
)
|
||||
text_group.add_argument(
|
||||
"--quotechar",
|
||||
default='"',
|
||||
help='Quote character for text files (default: \'"\').',
|
||||
)
|
||||
|
||||
return parser
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Main
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
# --- Download -----------------------------------------------------------
|
||||
os.makedirs(LOCAL_FOLDER, exist_ok=True)
|
||||
local_filename = os.path.basename(S3_KEY)
|
||||
local_path = os.path.join(LOCAL_FOLDER, local_filename)
|
||||
parser = _build_parser()
|
||||
args = parser.parse_args()
|
||||
|
||||
try:
|
||||
_ensure_local_copy(S3_BUCKET, S3_KEY, local_path)
|
||||
except Exception as exc:
|
||||
print(f"S3 download error: {exc}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
if args.local:
|
||||
# ---- Local file mode -----------------------------------------------
|
||||
local_path = args.local
|
||||
ext = os.path.splitext(local_path)[1].lower()
|
||||
if ext not in SUPPORTED_EXTENSIONS:
|
||||
parser.error(
|
||||
f"Unsupported file extension '{ext}'. "
|
||||
f"Supported: {sorted(SUPPORTED_EXTENSIONS)}"
|
||||
)
|
||||
if not os.path.isfile(local_path):
|
||||
print(f"File not found: {local_path}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
else:
|
||||
# ---- S3 download mode ----------------------------------------------
|
||||
s3_key = args.s3_key or S3_KEY
|
||||
ext = os.path.splitext(s3_key)[1].lower()
|
||||
if ext not in SUPPORTED_EXTENSIONS:
|
||||
parser.error(
|
||||
f"Unsupported file extension '{ext}' in S3 key. "
|
||||
f"Supported: {sorted(SUPPORTED_EXTENSIONS)}"
|
||||
)
|
||||
|
||||
# --- Read & summarize ---------------------------------------------------
|
||||
os.makedirs(LOCAL_FOLDER, exist_ok=True)
|
||||
local_filename = os.path.basename(s3_key)
|
||||
local_path = os.path.join(LOCAL_FOLDER, local_filename)
|
||||
|
||||
try:
|
||||
_ensure_local_copy(S3_BUCKET, s3_key, local_path)
|
||||
except Exception as exc:
|
||||
print(f"S3 download error: {exc}", file=sys.stderr)
|
||||
sys.exit(1)
|
||||
|
||||
# ---- Read & summarise --------------------------------------------------
|
||||
try:
|
||||
df = _read_sas_head(local_path, row_count=10)
|
||||
df = _read_head(
|
||||
local_path,
|
||||
row_count=args.rows,
|
||||
delimiter=args.delimiter,
|
||||
encoding=args.encoding,
|
||||
quotechar=args.quotechar,
|
||||
)
|
||||
except Exception as exc:
|
||||
print(f"File read error: {exc}", file=sys.stderr)
|
||||
sys.exit(2)
|
||||
|
||||
@ -5,6 +5,10 @@ under that prefix recursively, groups objects into *clusters* using the same
|
||||
explicit-pattern + auto-detect rules as ``load_folder.py``, and downloads each
|
||||
cluster's files into its own subfolder under a local destination root.
|
||||
|
||||
Supported file types:
|
||||
* SAS data files: ``.sas7bdat``, ``.xpt``, ``.xport``
|
||||
* Delimited text files: ``.txt``, ``.csv``, ``.tsv``
|
||||
|
||||
-------------------------------------------------------------------------------
|
||||
USAGE
|
||||
-------------------------------------------------------------------------------
|
||||
@ -19,8 +23,9 @@ USAGE
|
||||
aws_profile: default # optional; default boto3 chain if omitted
|
||||
|
||||
auto_detect: true # optional; default true
|
||||
extensions: # optional; default sas7bdat/xpt/xport
|
||||
extensions: # optional; default sas7bdat/xpt/xport/txt/csv/tsv
|
||||
- .sas7bdat
|
||||
- .csv
|
||||
on_exists: skip # optional; skip | overwrite | error
|
||||
concurrency: 4 # optional; default 4
|
||||
|
||||
@ -58,7 +63,8 @@ Exit codes:
|
||||
* Listing is recursive (no S3 ``Delimiter``). Regexes are matched against
|
||||
the *basename* of each key (the part after the last ``/``), so a nested
|
||||
object like ``census/2020/raw/nested/group_c1.sas7bdat`` is grouped by
|
||||
``group_c1.sas7bdat`` alone.
|
||||
``group_c1.sas7bdat`` alone. Text files (e.g. ``data.csv``) are handled
|
||||
identically — the basename is extracted and matched the same way.
|
||||
* Explicit patterns are tried in order. A key matched by one pattern is
|
||||
removed from the pool before the next pattern runs. Overlap between
|
||||
patterns is flagged as an error at discovery time.
|
||||
@ -97,7 +103,9 @@ import boto3
|
||||
import yaml
|
||||
|
||||
|
||||
DEFAULT_EXTENSIONS: Tuple[str, ...] = (".sas7bdat", ".xpt", ".xport")
|
||||
SAS_EXTENSIONS: Tuple[str, ...] = (".sas7bdat", ".xpt", ".xport")
|
||||
TEXT_EXTENSIONS: Tuple[str, ...] = (".txt", ".csv", ".tsv")
|
||||
DEFAULT_EXTENSIONS: Tuple[str, ...] = SAS_EXTENSIONS + TEXT_EXTENSIONS
|
||||
VALID_ON_EXISTS: Tuple[str, ...] = ("skip", "overwrite", "error")
|
||||
DEFAULT_CONCURRENCY: int = 4
|
||||
|
||||
@ -318,7 +326,12 @@ def build_s3_client(cfg: DownloadConfig):
|
||||
|
||||
|
||||
def list_s3_objects(s3_client, cfg: DownloadConfig) -> List[S3Object]:
|
||||
"""List all objects under ``cfg.prefix`` recursively, filtered by extension."""
|
||||
"""List all objects under ``cfg.prefix`` recursively, filtered by extension.
|
||||
|
||||
Supports SAS extensions (``.sas7bdat``, ``.xpt``, ``.xport``) and text
|
||||
extensions (``.txt``, ``.csv``, ``.tsv``) — whichever are present in
|
||||
``cfg.extensions``.
|
||||
"""
|
||||
paginator = s3_client.get_paginator("list_objects_v2")
|
||||
out: List[S3Object] = []
|
||||
for page in paginator.paginate(Bucket=cfg.bucket, Prefix=cfg.prefix):
|
||||
@ -584,8 +597,12 @@ def download_cluster(
|
||||
def _build_argparser() -> argparse.ArgumentParser:
|
||||
p = argparse.ArgumentParser(
|
||||
description=(
|
||||
"Download S3 objects under a prefix into a local folder, "
|
||||
"grouping objects into clusters that each become one subfolder."
|
||||
"Download S3 objects (SAS data files and/or delimited text files) "
|
||||
"under a prefix into a local folder, grouping objects into "
|
||||
"clusters that each become one subfolder. "
|
||||
"Supported extensions: "
|
||||
+ ", ".join(DEFAULT_EXTENSIONS)
|
||||
+ "."
|
||||
),
|
||||
)
|
||||
p.add_argument(
|
||||
|
||||
@ -52,11 +52,13 @@ local_folder: ./downloads
|
||||
auto_detect: true
|
||||
|
||||
# Object extensions to consider. Anything else under the prefix is ignored.
|
||||
# Default (when this key is omitted): .sas7bdat, .xpt, .xport (matches
|
||||
# generic_loader/load_folder.py).
|
||||
# Default (when this key is omitted): .sas7bdat, .xpt, .xport, .txt, .csv, .tsv
|
||||
# extensions:
|
||||
# - .sas7bdat
|
||||
# - .xpt
|
||||
# - .txt
|
||||
# - .csv
|
||||
# - .tsv
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Optional: download behavior
|
||||
@ -103,3 +105,7 @@ clusters:
|
||||
#
|
||||
# - pattern: '^year2020_regionA_\d+_detail\.sas7bdat$'
|
||||
# name: year2020_regionA_detail
|
||||
|
||||
# Text file cluster example (when file_type: text):
|
||||
# - pattern: '^data_group_a\d+\.txt$'
|
||||
# name: data_group_a
|
||||
|
||||
1274
utils/sas_profiler.py
Normal file
1274
utils/sas_profiler.py
Normal file
File diff suppressed because it is too large
Load Diff
Loading…
Reference in New Issue
Block a user