smithsonian and stacked bar plot

Author: oree-xx

scripts/2-process/smithsonian_process.py

@@ -0,0 +1,195 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Smithsonian data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+
+# Third-party
+import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Constants
+QUARTER = os.path.basename(PATHS["data_quarter"])
+FILE_PATHS = [
+    shared.path_join(PATHS["data_phase"], "smithsonian_totals_by_units.csv"),
+    shared.path_join(PATHS["data_phase"], "smithsonian_totals_by_records.csv"),
+]
+
+
+def parse_arguments():
+    """
+    Parse command-line options, returns parsed argument namespace.
+    """
+    global QUARTER
+    LOGGER.info("Parsing command-line options")
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument(
+        "--quarter",
+        default=QUARTER,
+        help=f"Data quarter in format YYYYQx (default: {QUARTER})",
+    )
+    parser.add_argument(
+        "--enable-save",
+        action="store_true",
+        help="Enable saving results (default: False)",
+    )
+    parser.add_argument(
+        "--enable-git",
+        action="store_true",
+        help="Enable git actions such as fetch, merge, add, commit, and push"
+        " (default: False)",
+    )
+    parser.add_argument(
+        "--force",
+        action="store_true",
+        help="Regenerate data even if processed files already exist",
+    )
+
+    args = parser.parse_args()
+    if not args.enable_save and args.enable_git:
+        parser.error("--enable-git requires --enable-save")
+    if args.quarter != QUARTER:
+        global FILE_PATHS, PATHS
+        FILE_PATHS = shared.paths_list_update(
+            LOGGER, FILE_PATHS, QUARTER, args.quarter
+        )
+        PATHS = shared.paths_update(LOGGER, PATHS, QUARTER, args.quarter)
+        QUARTER = args.quarter
+    args.logger = LOGGER
+    args.paths = PATHS
+    return args
+
+
+def process_totals_by_units(args, count_data):
+    """
+    Processing count data: totals by units
+    """
+    LOGGER.info(process_totals_by_units.__doc__.strip())
+    data = {}
+
+    for row in count_data.itertuples(index=False):
+        unit = str(row.UNIT)
+        total_objects = int(row.TOTAL_OBJECTS)
+
+        data[unit] = total_objects
+
+    data = pd.DataFrame(data.items(), columns=["Unit", "Count"])
+    data.sort_values("Unit", ascending=True, inplace=True)
+    data.reset_index(drop=True, inplace=True)
+    file_path = shared.path_join(
+        PATHS["data_phase"], "smithsonian_totals_by_units.csv"
+    )
+    shared.data_to_csv(args, data, file_path)
+
+
+def process_totals_by_records(args, count_data):
+    """
+    Processing count data: totals by records
+    """
+    LOGGER.info(process_totals_by_records.__doc__.strip())
+    data = {}
+
+    for row in count_data.itertuples(index=False):
+        unit = str(row.UNIT)
+        cc0_records = int(row.CC0_RECORDS)
+        cc0_records_with_cc0_media = int(row.CC0_RECORDS_WITH_CC0_MEDIA)
+        total_objects = int(row.TOTAL_OBJECTS)
+
+        if cc0_records == 0 and cc0_records_with_cc0_media == 0:
+            continue
+
+        if unit not in data:
+            data[unit] = {
+                "CC0_RECORDS": 0,
+                "CC0_RECORDS_WITH_CC0_MEDIA": 0,
+                "TOTAL_OBJECTS": 0,
+            }
+
+        data[unit]["CC0_RECORDS"] += cc0_records
+        data[unit]["CC0_RECORDS_WITH_CC0_MEDIA"] += cc0_records_with_cc0_media
+        data[unit]["TOTAL_OBJECTS"] += total_objects
+
+    data = (
+        pd.DataFrame.from_dict(data, orient="index")
+        .reset_index()
+        .rename(columns={"index": "Unit"})
+    )
+    data["CC0_RECORDS_PERCENTAGE"] = (
+        (data["CC0_RECORDS"] / data["TOTAL_OBJECTS"]) * 100
+    ).round(2)
+
+    data["CC0_RECORDS_WITH_CC0_MEDIA_PERCENTAGE"] = (
+        (data["CC0_RECORDS_WITH_CC0_MEDIA"] / data["TOTAL_OBJECTS"]) * 100
+    ).round(2)
+
+    data.sort_values("Unit", ascending=True, inplace=True)
+    data.reset_index(drop=True, inplace=True)
+
+    file_path = shared.path_join(
+        PATHS["data_phase"], "smithsonian_totals_by_records.csv"
+    )
+    shared.data_to_csv(args, data, file_path)
+
+
+def main():
+    args = parse_arguments()
+    shared.paths_log(LOGGER, PATHS)
+    shared.git_fetch_and_merge(args, PATHS["repo"])
+    shared.check_completion_file_exists(args, FILE_PATHS)
+    file_count = shared.path_join(
+        PATHS["data_1-fetch"], "smithsonian_2_units.csv"
+    )
+    count_data = shared.open_data_file(
+        LOGGER,
+        file_count,
+        usecols=[
+            "UNIT",
+            "CC0_RECORDS",
+            "CC0_RECORDS_WITH_CC0_MEDIA",
+            "TOTAL_OBJECTS",
+        ],
+    )
+    process_totals_by_units(args, count_data)
+    process_totals_by_records(args, count_data)
+
+    # Push changes
+    args = shared.git_add_and_commit(
+        args,
+        PATHS["repo"],
+        PATHS["data_quarter"],
+        f"Add and commit new GitHub data for {QUARTER}",
+    )
+    shared.git_push_changes(args, PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)