diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 1a1aa2ab9..d934d7947 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -6,12 +6,29 @@ dcicutils
 Change Log
 ----------
 
+8.14.0
+======
+* Minor updates to the view-portal-object dev/troubleshooting utility script.
+* Changed from typing_extensions import Literal to import from typing;
+  odd Python 3.12 issue but only in GitHub Actions (observed for submitr).
+* Added tomli dependency in pyproject.toml (came up in submitr GA for Pyhthon 3.12).
+* Change to structured_data.py to NOT silently convert a string
+  representing a floating point number to an integer.
+* Changes in structured_data.py for validator hook. 
+* Added to_number function to misc_utils.
+* Added run_concurrently function to misc_utils.
+* Changed misc_utils.to_enum to default to non-fuzzy (prefix) match, for structured_data,
+  i.e for smaht-submitr to match on (case-insensitive) full enum namess.
+* Changed dcicutils.structured_data.Schema._map_function_date/time to
+  report malformed dates, e.g. "6/29/2024" rather than "2024-06-29".
+
+
 8.13.3
 ======
 * N.B. Accidentially tagged/pushed 8.13.1 -> PLEASE IGNORE VERSION: 8.13.1 (subsequently yanked).
   And then to correct (while no permission to delete above) pushed unofficial 8.13.2.
 * Fallout from Python 3.12 support.
-  - Though dcicutils is not dependent on numpy, elasticsearch tries to import it,
+  - Though dcicutils is not dependent on numpy, elasticsearch *tries* to import it,
     and if it is installed and if it is a version greater than 1.x, we get this error:
     AttributeError: `np.float_` was removed in the NumPy 2.0 release. Use `np.float64` instead.
     So added a hack in  hack_for_elasticsearch_numpy_usage.py for this specific case;
diff --git a/dcicutils/common.py b/dcicutils/common.py
index a390db668..45f32cb33 100644
--- a/dcicutils/common.py
+++ b/dcicutils/common.py
@@ -3,8 +3,7 @@
 import re
 
 from tempfile import TemporaryFile
-from typing import Dict, Union, Tuple, List, Any
-from typing_extensions import Literal
+from typing import Dict, Union, Tuple, List, Any, Literal
 
 
 # ===== Useful constants =====
diff --git a/dcicutils/license_utils.py b/dcicutils/license_utils.py
index ab9aa9d76..3f085067c 100644
--- a/dcicutils/license_utils.py
+++ b/dcicutils/license_utils.py
@@ -7,17 +7,20 @@
 import os
 import re
 import subprocess
+import sys
 import warnings
 
 try:
     import piplicenses
 except ImportError:  # pragma: no cover - not worth unit testing this case
-    raise Exception("The dcicutils.license_utils module is intended for use at development time, not runtime."
-                    " It does not export a requirement for the pip-licenses library,"
-                    " but to use this in your unit tests, you are expected to assure a dev dependency on that library"
-                    " as part of the [tool.poetry.dependencies] section of your pyproject.toml file."
-                    " If you are trying to manually evaluate the utility of this library, you can"
-                    " do 'pip install pip-licenses' and then retry importing this library.")
+    if not ((sys.version_info[0] == 3) and (sys.version_info[1] >= 12)):
+        # For some reason for with Python 3.12 this gets triggered at least for submitr (TODO: track down further).
+        raise Exception("The dcicutils.license_utils module is intended for use at development time, not runtime."
+                        " It does not export a requirement for the pip-licenses library,"
+                        " but to use this in your unit tests, you are expected to assure a dev dependency on that"
+                        " library as part of the [tool.poetry.dependencies] section of your pyproject.toml file."
+                        " If you are trying to manually evaluate the utility of this library, you can"
+                        " do 'pip install pip-licenses' and then retry importing this library.")
 # or you can comment out the above raise of Exception and instead execute:
 #
 #    subprocess.check_output('pip install pip-licenses'.split(' '))
diff --git a/dcicutils/misc_utils.py b/dcicutils/misc_utils.py
index e830e55e5..5de86755e 100644
--- a/dcicutils/misc_utils.py
+++ b/dcicutils/misc_utils.py
@@ -3,8 +3,10 @@
 """
 
 from collections import namedtuple
+from typing import Iterable  # would prefer this but error from Python 3.8: from collections.abc import Iterable
 import appdirs
 from copy import deepcopy
+import concurrent.futures
 import contextlib
 import datetime
 import functools
@@ -984,23 +986,159 @@ def str_to_bool(x: Optional[str]) -> Optional[bool]:
         raise ValueError(f"An argument to str_or_bool must be a string or None: {x!r}")
 
 
-def to_integer(value: str, fallback: Optional[Any] = None) -> Optional[Any]:
-    try:
-        return int(value)
-    except Exception:
-        try:
-            return int(float(value))
-        except Exception:
-            pass
-    return fallback
+def to_integer(value: str,
+               allow_commas: bool = False,
+               allow_multiplier_suffix: bool = False,
+               fallback: Optional[Union[int, float]] = None) -> Optional[int]:
+    """
+    Converts the given string value to an int or None or the given fallback value if malformed.
+    See comments in to_number for details on the other arguments.
+    """
+    return to_number(value, fallback=fallback, as_float=False,
+                     allow_commas=allow_commas,
+                     allow_multiplier_suffix=allow_multiplier_suffix)
 
 
-def to_float(value: str, fallback: Optional[Any] = None) -> Optional[Any]:
-    try:
-        return float(value)
-    except Exception:
+def to_float(value: str,
+             allow_commas: bool = False,
+             allow_multiplier_suffix: bool = False,
+             fallback: Optional[Union[int, float]] = None) -> Optional[int]:
+    """
+    Converts the given string value to a float or None or the given fallback value if malformed.
+    See comments in to_number for details on the other arguments.
+    """
+    return to_number(value, fallback=fallback, as_float=True,
+                     allow_commas=allow_commas,
+                     allow_multiplier_suffix=allow_multiplier_suffix)
+
+
+_TO_NUMBER_POWER_OF_TEN_FOR_NOTHING = 0
+_TO_NUMBER_POWER_OF_TEN_FOR_K = 3
+_TO_NUMBER_POWER_OF_TEN_FOR_M = 6
+_TO_NUMBER_POWER_OF_TEN_FOR_G = 9
+_TO_NUMBER_POWER_OF_TEN_FOR_T = 12
+
+_TO_NUMBER_MULTIPLIER_SUFFIXES = {
+    "K": _TO_NUMBER_POWER_OF_TEN_FOR_K,
+    "KB": _TO_NUMBER_POWER_OF_TEN_FOR_K,
+    "M": _TO_NUMBER_POWER_OF_TEN_FOR_M,
+    "MB": _TO_NUMBER_POWER_OF_TEN_FOR_M,
+    "G": _TO_NUMBER_POWER_OF_TEN_FOR_G,
+    "GB": _TO_NUMBER_POWER_OF_TEN_FOR_G,
+    "T": _TO_NUMBER_POWER_OF_TEN_FOR_T,
+    "TB": _TO_NUMBER_POWER_OF_TEN_FOR_T,
+    # B means bytes or bases and BP means base pairs; this needs to be last.
+    "B": _TO_NUMBER_POWER_OF_TEN_FOR_NOTHING,
+    "BP": _TO_NUMBER_POWER_OF_TEN_FOR_NOTHING
+}
+
+
+def to_number(value: str,
+              as_float: bool = False,
+              allow_commas: bool = False,
+              allow_multiplier_suffix: bool = False,
+              fallback: Optional[Union[int, float]] = None) -> Optional[Union[int, float]]:
+    """
+    Converts the given string value to an int, or float if as_float is True,
+    or None or the given fallback value if malformed.
+
+    If allow_commas is True then allows appropriately placed commas (i.e. every three digits).
+
+    If allow_multiplier_suffix is True allows any of the multiplier suffixes K, KB; M, MB;
+    or G, GB; or T, TB; all case-insensitive; which will multiply the value by a thousand;
+    a million; a billion; or a trillion; respectively.
+
+    If as_float is True then value is parsed and returned as a float rather than int.
+
+    Note that even if as_float is False, values that might LOOK like a float, can be
+    an int, for example, "1.5K", returns 1500 as an int since it is; but "1.5002K"
+    is malformed, since 1.5002K is equivalent to 1500.2 which is not an int.
+    """
+
+    if not (isinstance(value, str) and (value := value.strip())):
+        # Just in case the value is already the actual/desired return type.
+        if as_float is True:
+            return float(value) if isinstance(value, (float, int)) else fallback
+        else:
+            return value if isinstance(value, int) else fallback
+
+    value_multiplier = _TO_NUMBER_POWER_OF_TEN_FOR_NOTHING
+    value_fraction = None
+    value_negative = False
+
+    if value.startswith("-"):
+        if not (value := value[1:].strip()):
+            return fallback
+        value_negative = True
+    elif value.startswith("+"):
+        if not (value := value[1:].strip()):
+            return fallback
+
+    if allow_multiplier_suffix is True:
+        value_upper = value.upper()
+        for suffix in _TO_NUMBER_MULTIPLIER_SUFFIXES:
+            if value_upper.endswith(suffix):
+                value_multiplier = _TO_NUMBER_MULTIPLIER_SUFFIXES[suffix]
+                if not (value := value[:-len(suffix)].strip()):
+                    return fallback
+                break
+
+    if (allow_multiplier_suffix is True) or (as_float is True):
+        # Allow for example "1.5K" to mean 1500 (int).
+        if (dot_index := value.rfind(".")) >= 0:
+            if value_fraction := value[dot_index + 1:].strip():
+                if not value_fraction.isdigit():
+                    return fallback
+            if not (value := value[:dot_index].strip()):
+                if not value_fraction:
+                    return fallback
+                value = "0"
+    elif (as_float is not True) and (value_dot_zeros_suffix := re.search(r"\.0*$", value)):
+        # Allow for example "123.00" to mean 123 (int).
+        value = value[:value_dot_zeros_suffix.start()]
+
+    if (allow_commas is True) and ("," in value):
+        # Make sure any commas are properly placed/spaced.
+        if not re.fullmatch(r"(-?\d{1,3}(,\d{3})*)", value):
+            return fallback
+        value = value.replace(",", "")
+
+    if not value.isdigit():
         return fallback
 
+    if value_multiplier != _TO_NUMBER_POWER_OF_TEN_FOR_NOTHING:
+        # We do string manipulation for the (power of ten) multiplier and NOT normal multiplicative
+        # arithmetic because this can EASILY yield UNEXPECTED floating point related INACCURACIES.
+        # E.g. to_integer("1.5678K", allow_multiplier_suffix=True) would yield 1567.8000000000002
+        # rather than 1567.8 if (we simply did 1.5678 * 1000.0); also tried multiplying by 10 at
+        # a time, and using Decimal, which obviated some, but not all, of the idiosyncrasies.
+        if value_fraction:
+            for _ in range(value_multiplier):
+                if value_fraction:
+                    value += value_fraction[0]
+                    value_fraction = value_fraction[1:]
+                else:
+                    value += "0"
+            if value_fraction:
+                if as_float is not True:
+                    # Left over fraction for int with multiplier, e.g. "1.2345K" -> 1234.5.
+                    return fallback
+                value = float(f"{value}.{value_fraction}")
+            else:
+                value = float(value) if as_float else int(value)
+        else:
+            value = value + ("0" * value_multiplier)
+            value = float(value) if as_float else int(value)
+    elif as_float is True:
+        if value_fraction:
+            value = float(f"{value}.{value_fraction}")
+        else:
+            value = float(value)
+    else:
+        value = int(value)
+
+    return -value if value_negative else value
+
 
 def to_boolean(value: str, fallback: Optional[Any]) -> Optional[Any]:
     if isinstance(value, str) and (value := value.strip().lower()):
@@ -1011,12 +1149,14 @@ def to_boolean(value: str, fallback: Optional[Any]) -> Optional[Any]:
     return fallback
 
 
-def to_enum(value: str, enumerators: List[str]) -> Optional[str]:
+def to_enum(value: str, enumerators: List[str], fuzzy: bool = False) -> Optional[str]:
     matches = []
     if isinstance(value, str) and (value := value.strip()) and isinstance(enumerators, List):
         enum_specifiers = {str(enum).lower(): enum for enum in enumerators}
         if (enum_value := enum_specifiers.get(lower_value := value.lower())) is not None:
             return enum_value
+        if fuzzy is not True:
+            return value
         for enum_canonical, _ in enum_specifiers.items():
             if enum_canonical.startswith(lower_value):
                 matches.append(enum_canonical)
@@ -2778,3 +2918,8 @@ def create_short_uuid(length: Optional[int] = None, upper: bool = False):
     if upper is True:
         value = value.upper()
     return value
+
+
+def run_concurrently(functions: Iterable[Callable], nthreads: int = 4) -> None:
+    with concurrent.futures.ThreadPoolExecutor(max_workers=nthreads) as executor:
+        concurrent.futures.as_completed([executor.submit(f) for f in functions])
diff --git a/dcicutils/qa_checkers.py b/dcicutils/qa_checkers.py
index 6eaa13640..c5f704178 100644
--- a/dcicutils/qa_checkers.py
+++ b/dcicutils/qa_checkers.py
@@ -6,8 +6,7 @@
 import warnings
 
 from collections import defaultdict
-from typing import Optional, List, Dict, Type
-from typing_extensions import Literal
+from typing import Optional, List, Dict, Type, Literal
 from .contribution_utils import Contributions
 from .lang_utils import conjoined_list, n_of, there_are
 from .misc_utils import PRINT, remove_prefix, remove_suffix, getattr_customized, CustomizableProperty
diff --git a/dcicutils/qa_utils.py b/dcicutils/qa_utils.py
index ac18f3b19..5aadcba6b 100644
--- a/dcicutils/qa_utils.py
+++ b/dcicutils/qa_utils.py
@@ -25,8 +25,7 @@
 from botocore.exceptions import ClientError
 from collections import defaultdict
 from json import dumps as json_dumps, loads as json_loads
-from typing import Any, Optional, List, DefaultDict, Union, Type, Dict
-from typing_extensions import Literal
+from typing import Any, Optional, List, DefaultDict, Union, Type, Dict, Literal
 from unittest import mock
 from . import misc_utils as misc_utils_module, command_utils as command_utils_module
 from .common import S3StorageClass
diff --git a/dcicutils/s3_utils.py b/dcicutils/s3_utils.py
index c5d200243..c09cbec07 100644
--- a/dcicutils/s3_utils.py
+++ b/dcicutils/s3_utils.py
@@ -5,8 +5,7 @@
 import os
 
 from io import BytesIO
-from typing import Optional, Any, Union
-from typing_extensions import Literal
+from typing import Optional, Any, Union, Literal
 from zipfile import ZipFile
 from .base import get_beanstalk_real_url
 from .common import (
diff --git a/dcicutils/scripts/update_portal_object.py b/dcicutils/scripts/update_portal_object.py
index 0918b8f26..c5b29255b 100644
--- a/dcicutils/scripts/update_portal_object.py
+++ b/dcicutils/scripts/update_portal_object.py
@@ -13,6 +13,7 @@
 import io
 import json
 import os
+import re
 import sys
 from typing import Callable, List, Optional, Tuple, Union
 from dcicutils.command_utils import yes_or_no
@@ -162,14 +163,18 @@ def usage(message: Optional[str] = None) -> None:
                                  explicit_schema_name=explicit_schema_name,
                                  update_function=patch_data,
                                  update_action_name="PATCH",
+                                 patch_delete_fields=args.delete,
                                  confirm=args.confirm, verbose=args.verbose, quiet=args.quiet, debug=args.debug)
+        args.delete = None
     if args.upsert:
         _post_or_patch_or_upsert(portal=portal,
                                  file_or_directory=args.upsert,
                                  explicit_schema_name=explicit_schema_name,
                                  update_function=upsert_data,
                                  update_action_name="UPSERT",
+                                 patch_delete_fields=args.delete,
                                  confirm=args.confirm, verbose=args.verbose, quiet=args.quiet, debug=args.debug)
+        args.delete = None
 
     if args.delete:
         if not portal.get_metadata(args.delete, raise_exception=False):
@@ -190,6 +195,7 @@ def usage(message: Optional[str] = None) -> None:
 def _post_or_patch_or_upsert(portal: Portal, file_or_directory: str,
                              explicit_schema_name: str,
                              update_function: Callable, update_action_name: str,
+                             patch_delete_fields: Optional[str] = None,
                              confirm: bool = False, verbose: bool = False,
                              quiet: bool = False, debug: bool = False) -> None:
 
@@ -202,6 +208,7 @@ def is_schema_name_list(portal: Portal, keys: list) -> bool:
         return False
 
     def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str],
+                                patch_delete_fields: Optional[str] = None,
                                 confirm: bool = False, verbose: bool = False,
                                 quiet: bool = False, debug: bool = False) -> None:
 
@@ -213,8 +220,9 @@ def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str
                 if isinstance(schema_name, str) and schema_name:
                     if debug:
                         _print(f"DEBUG: File ({file}) contains an object of type: {schema_name}")
-                    update_function(portal, data, schema_name, confirm=confirm,
-                                    file=file, verbose=verbose, debug=debug)
+                    update_function(portal, data, schema_name, file=file,
+                                    patch_delete_fields=patch_delete_fields,
+                                    confirm=confirm, verbose=verbose, debug=debug)
                 elif is_schema_name_list(portal, list(data.keys())):
                     if debug:
                         _print(f"DEBUG: File ({file}) contains a dictionary of schema names.")
@@ -223,8 +231,9 @@ def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str
                             if debug:
                                 _print(f"DEBUG: Processing {update_action_name}s for type: {schema_name}")
                             for index, item in enumerate(schema_data):
-                                update_function(portal, item, schema_name, confirm=confirm,
-                                                file=file, index=index, verbose=verbose, debug=debug)
+                                update_function(portal, item, schema_name, file=file, index=index,
+                                                patch_delete_fields=patch_delete_fields,
+                                                confirm=confirm, verbose=verbose, debug=debug)
                         else:
                             _print(f"WARNING: File ({file}) contains schema item which is not a list: {schema_name}")
                 else:
@@ -233,8 +242,9 @@ def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str
                 if debug:
                     _print(f"DEBUG: File ({file}) contains a list of objects of type: {schema_name}")
                 for index, item in enumerate(data):
-                    update_function(portal, item, schema_name, confirm=confirm,
-                                    file=file, index=index, verbose=verbose, debug=debug)
+                    update_function(portal, item, schema_name, file=file, index=index,
+                                    patch_delete_fields=patch_delete_fields,
+                                    confirm=confirm, verbose=verbose, debug=debug)
             if debug:
                 _print(f"DEBUG: Processing {update_action_name} file done: {file}")
 
@@ -248,14 +258,17 @@ def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str
                     _print(f"ERROR: Schema cannot be inferred from file name and --schema not specified: {file}")
                     continue
                 post_or_patch_or_upsert(portal, file_and_schema[0], schema_name=schema_name,
+                                        patch_delete_fields=patch_delete_fields,
                                         confirm=confirm, quiet=quiet, verbose=verbose, debug=debug)
     elif os.path.isfile(file := file_or_directory):
         if ((schema_name := _get_schema_name_from_schema_named_json_file_name(portal, file)) or
             (schema_name := explicit_schema_name)):  # noqa
             post_or_patch_or_upsert(portal, file, schema_name=schema_name,
+                                    patch_delete_fields=patch_delete_fields,
                                     confirm=confirm, quiet=quiet, verbose=verbose, debug=debug)
         else:
             post_or_patch_or_upsert(portal, file, schema_name=schema_name,
+                                    patch_delete_fields=patch_delete_fields,
                                     confirm=confirm, quiet=quiet, verbose=verbose, debug=debug)
             # _print(f"ERROR: Schema cannot be inferred from file name and --schema not specified: {file}")
             # return
@@ -263,9 +276,10 @@ def post_or_patch_or_upsert(portal: Portal, file: str, schema_name: Optional[str
         _print(f"ERROR: Cannot find file or directory: {file_or_directory}")
 
 
-def post_data(portal: Portal, data: dict, schema_name: str, confirm: bool = False,
+def post_data(portal: Portal, data: dict, schema_name: str,
               file: Optional[str] = None, index: int = 0,
-              verbose: bool = False, debug: bool = False) -> None:
+              patch_delete_fields: Optional[str] = None,  # unused here
+              confirm: bool = False, verbose: bool = False, debug: bool = False) -> None:
     if not (identifying_path := portal.get_identifying_path(data, portal_type=schema_name)):
         if isinstance(file, str) and isinstance(index, int):
             _print(f"ERROR: Item for POST has no identifying property: {file} (#{index + 1})")
@@ -289,9 +303,10 @@ def post_data(portal: Portal, data: dict, schema_name: str, confirm: bool = Fals
         return
 
 
-def patch_data(portal: Portal, data: dict, schema_name: str, confirm: bool = False,
+def patch_data(portal: Portal, data: dict, schema_name: str,
                file: Optional[str] = None, index: int = 0,
-               verbose: bool = False, debug: bool = False) -> None:
+               patch_delete_fields: Optional[str] = None,
+               confirm: bool = False, verbose: bool = False, debug: bool = False) -> None:
     if not (identifying_path := portal.get_identifying_path(data, portal_type=schema_name)):
         if isinstance(file, str) and isinstance(index, int):
             _print(f"ERROR: Item for PATCH has no identifying property: {file} (#{index + 1})")
@@ -306,6 +321,8 @@ def patch_data(portal: Portal, data: dict, schema_name: str, confirm: bool = Fal
     if verbose:
         _print(f"PATCH {schema_name} item: {identifying_path}")
     try:
+        if delete_fields := _parse_delete_fields(patch_delete_fields):
+            identifying_path += f"?delete_fields={delete_fields}"
         portal.patch_metadata(identifying_path, data)
         if debug:
             _print(f"DEBUG: PATCH {schema_name} item OK: {identifying_path}")
@@ -315,9 +332,10 @@ def patch_data(portal: Portal, data: dict, schema_name: str, confirm: bool = Fal
         return
 
 
-def upsert_data(portal: Portal, data: dict, schema_name: str, confirm: bool = False,
+def upsert_data(portal: Portal, data: dict, schema_name: str,
                 file: Optional[str] = None, index: int = 0,
-                verbose: bool = False, debug: bool = False) -> None:
+                patch_delete_fields: Optional[str] = None,
+                confirm: bool = False, verbose: bool = False, debug: bool = False) -> None:
     if not (identifying_path := portal.get_identifying_path(data, portal_type=schema_name)):
         if isinstance(file, str) and isinstance(index, int):
             _print(f"ERROR: Item for UPSERT has no identifying property: {file} (#{index + 1})")
@@ -330,7 +348,12 @@ def upsert_data(portal: Portal, data: dict, schema_name: str, confirm: bool = Fa
     if verbose:
         _print(f"{'PATCH' if exists else 'POST'} {schema_name} item: {identifying_path}")
     try:
-        portal.post_metadata(schema_name, data) if not exists else portal.patch_metadata(identifying_path, data)
+        if not exists:
+            portal.post_metadata(schema_name, data)
+        else:
+            if delete_fields := _parse_delete_fields(patch_delete_fields):
+                identifying_path += f"?delete_fields={delete_fields}"
+            portal.patch_metadata(identifying_path, data)
         if debug:
             _print(f"DEBUG: UPSERT {schema_name} item OK: {identifying_path}")
     except Exception as e:
@@ -396,6 +419,14 @@ def _file_names_to_ordered_file_and_schema_names(portal: Portal,
     return ordered_results
 
 
+def _parse_delete_fields(value: str) -> str:
+    if not isinstance(value, str):
+        value = []
+    else:
+        value = list(set([part.strip() for part in re.split(r'[,;|\s]+', value) if part.strip()]))
+    return ",".join(value)
+
+
 def _get_schema_name_from_schema_named_json_file_name(portal: Portal, value: str) -> Optional[str]:
     try:
         if not value.endswith(".json"):
diff --git a/dcicutils/scripts/view_portal_object.py b/dcicutils/scripts/view_portal_object.py
index bc28ccc12..90f459303 100644
--- a/dcicutils/scripts/view_portal_object.py
+++ b/dcicutils/scripts/view_portal_object.py
@@ -114,16 +114,13 @@ def main():
                         help="Copy object data to clipboard.")
     parser.add_argument("--output", required=False, help="Output file.", type=str)
     parser.add_argument("--indent", required=False, default=False, help="Indent output.", type=int)
-    parser.add_argument("--details", action="store_true", required=False, default=False, help="Detailed output.")
-    parser.add_argument("--more-details", action="store_true", required=False, default=False,
-                        help="More detailed output.")
+    parser.add_argument("--summary", action="store_true", required=False, default=False,
+                        help="Summary output (for schema only).")
+    parser.add_argument("--terse", action="store_true", required=False, default=False, help="Terse output.")
     parser.add_argument("--verbose", action="store_true", required=False, default=False, help="Verbose output.")
     parser.add_argument("--debug", action="store_true", required=False, default=False, help="Debugging output.")
     args = parser.parse_args()
 
-    if args.more_details:
-        args.details = True
-
     portal = _create_portal(ini=args.ini, env=args.env or os.environ.get("SMAHT_ENV"),
                             server=args.server, app=args.app, verbose=args.verbose, debug=args.debug)
 
@@ -143,9 +140,8 @@ def main():
         _output_file = io.open(args.output, "w")
 
     if args.uuid and ((args.uuid.lower() == "schemas") or (args.uuid.lower() == "schema")):
-        _print_all_schema_names(portal=portal, details=args.details,
-                                more_details=args.more_details, all=args.all,
-                                tree=args.tree, raw=args.raw, raw_yaml=args.yaml)
+        _print_all_schema_names(portal=portal, terse=args.terse, all=args.all,
+                                tree=args.tree, summary=args.summary, yaml=args.yaml)
         return
     elif args.uuid and (args.uuid.lower() == "info"):
         if consortia := portal.get_metadata("/consortia?limit=1000"):
@@ -182,7 +178,7 @@ def main():
         if schema:
             if args.copy:
                 pyperclip.copy(json.dumps(schema, indent=4))
-            if not args.raw:
+            if args.summary:
                 if parent_schema_name := _get_parent_schema_name(schema):
                     if schema.get("isAbstract") is True:
                         _print_output(f"{schema_name} | parent: {parent_schema_name} | abstract")
@@ -190,8 +186,8 @@ def main():
                         _print_output(f"{schema_name} | parent: {parent_schema_name}")
                 else:
                     _print_output(schema_name)
-            _print_schema(schema, details=args.details, more_details=args.details,
-                          all=args.all, raw=args.raw, raw_yaml=args.yaml)
+            _print_schema(schema, terse=args.terse,
+                          all=args.all, summary=args.summary, yaml=args.yaml)
             return
 
     data = _get_portal_object(portal=portal, uuid=args.uuid, raw=args.raw, inserts=args.inserts,
@@ -276,9 +272,26 @@ def _get_portal_object(portal: Portal, uuid: str,
             (isinstance(results_type := response.get("@type"), list) and results_type) and
             (isinstance(results_type := results_type[0], str) and results_type.endswith("SearchResults")) and
             (results_type := results_type[0:-len("SearchResults")])):  # noqa
+            # For search results, the type (from XyzSearchResults, above) may not be precisely correct for
+            # each of the results; it may be the supertype (e.g. QualityMetric vs QualityMetricWorkflowRun);
+            # so for types which are supertypes (gotten via Portal.get_schemas_super_type_map) we actually
+            # lookup each result individually to determine its actual precise type.
+            if not ((supertypes := portal.get_schemas_super_type_map()) and (subtypes := supertypes.get(results_type))):
+                subtypes = None
+            response = {}
             for result in results:
                 result.pop("schema_version", None)
-            response = {f"{results_type}": results}
+                if (subtypes and
+                    (result_uuid := result.get("uuid")) and
+                    (individual_result := portal.get_metadata(result_uuid, raise_exception=False)) and
+                    isinstance(result_type:= individual_result.get("@type"), list) and result_type and result_type[0]):  # noqa
+                    result_type = result_type[0]
+                else:
+                    result_type = results_type
+                if response.get(result_type):
+                    response[result_type].append(result)
+                else:
+                    response[result_type] = [result]
         # Get the result as non-raw so we can get its type.
         elif ((response_cooked := portal.get(path, database=database)) and
               (isinstance(response_type := response_cooked.json().get("@type"), list) and response_type)):
@@ -332,19 +345,19 @@ def _get_schema_name_from_schema_named_json_file_name(portal: Portal, value: str
         return False
 
 
-def _print_schema(schema: dict, details: bool = False, more_details: bool = False, all: bool = False,
-                  raw: bool = False, raw_yaml: bool = False) -> None:
-    if raw:
-        if raw_yaml:
+def _print_schema(schema: dict, terse: bool = False, all: bool = False,
+                  summary: bool = False, yaml: bool = False) -> None:
+    if summary is not True:
+        if yaml:
             _print_output(yaml.dump(schema))
         else:
             _print_output(json.dumps(schema, indent=4))
         return
-    _print_schema_info(schema, details=details, more_details=more_details, all=all)
+    _print_schema_info(schema, terse=terse, all=all)
 
 
 def _print_schema_info(schema: dict, level: int = 0,
-                       details: bool = False, more_details: bool = False, all: bool = False,
+                       terse: bool = False, all: bool = False,
                        required: Optional[List[str]] = None) -> None:
     if not schema or not isinstance(schema, dict):
         return
@@ -396,7 +409,7 @@ def _print_schema_info(schema: dict, level: int = 0,
                     _print_output(f"  - {reference_property['name']}: {reference_property['ref']}")
         if schema.get("additionalProperties") is True:
             _print_output(f"  - additional properties are allowed")
-    if not more_details:
+    if terse:
         return
     if properties := (schema.get("properties") if level == 0 else schema):
         if level == 0:
@@ -422,8 +435,7 @@ def _print_schema_info(schema: dict, level: int = 0,
                     if property.get("calculatedProperty"):
                         suffix += f" | calculated"
                     _print_output(f"{spaces}- {property_name}: {property_type}{suffix}")
-                    _print_schema_info(object_properties, level=level + 1,
-                                       details=details, more_details=more_details, all=all,
+                    _print_schema_info(object_properties, level=level + 1, terse=terse, all=all,
                                        required=property.get("required"))
                 elif property_type == "array":
                     suffix = ""
@@ -447,7 +459,7 @@ def _print_schema_info(schema: dict, level: int = 0,
                                 suffix = ""
                                 _print_output(f"{spaces}- {property_name}: array of object{suffix}")
                                 _print_schema_info(property_items.get("properties"), level=level + 1,
-                                                   details=details, more_details=more_details, all=all,
+                                                   terse=terse, all=all,
                                                    required=property_items.get("required"))
                             elif property_type == "array":
                                 # This (array-of-array) never happens to occur at this time (February 2024).
@@ -523,13 +535,13 @@ def _print_schema_info(schema: dict, level: int = 0,
 
 
 def _print_all_schema_names(portal: Portal,
-                            details: bool = False, more_details: bool = False, all: bool = False,
-                            tree: bool = False, raw: bool = False, raw_yaml: bool = False) -> None:
+                            terse: bool = False, all: bool = False,
+                            tree: bool = False, summary: bool = False, yaml: bool = False) -> None:
     if not (schemas := _get_schemas(portal)):
         return
 
-    if raw:
-        if raw_yaml:
+    if summary is not True:
+        if yaml:
             _print_output(yaml.dump(schemas))
         else:
             _print_output(json.dumps(schemas, indent=4))
@@ -550,8 +562,8 @@ def _print_all_schema_names(portal: Portal,
                 _print_output(f"{schema_name} | abstract")
             else:
                 _print_output(schema_name)
-        if details:
-            _print_schema(schemas[schema_name], details=details, more_details=more_details, all=all)
+        if not terse:
+            _print_schema(schemas[schema_name], terse=terse, all=all)
 
 
 def _get_parent_schema_name(schema: dict) -> Optional[str]:
diff --git a/dcicutils/structured_data.py b/dcicutils/structured_data.py
index 2d058a588..8bb134432 100644
--- a/dcicutils/structured_data.py
+++ b/dcicutils/structured_data.py
@@ -57,7 +57,7 @@ def __init__(self, file: Optional[str] = None, portal: Optional[Union[VirtualApp
                  ref_lookup_nocache: bool = False,
                  norefs: bool = False, merge: bool = False,
                  progress: Optional[Callable] = None,
-                 row_reader_hook: Optional[Callable] = None,
+                 validator_hook: Optional[Callable] = None,
                  debug_sleep: Optional[str] = None) -> None:
         self._progress = progress if callable(progress) else None
         self._data = {}
@@ -76,7 +76,7 @@ def __init__(self, file: Optional[str] = None, portal: Optional[Union[VirtualApp
         self._autoadd_properties = autoadd if isinstance(autoadd, dict) and autoadd else None
         self._norefs = True if norefs is True else False
         self._merge = True if merge is True else False  # New merge functionality (2024-05-25)
-        self._row_reader_hook = row_reader_hook if callable(row_reader_hook) else None  # Testing support (2024-06-12)
+        self._validator_hook = validator_hook if callable(validator_hook) else None  # Testing support (2024-06-12)
         self._debug_sleep = None
         if debug_sleep:
             try:
@@ -379,8 +379,14 @@ def _load_reader(self, reader: RowReader, type_name: str) -> None:
                 structured_row_template = _StructuredRowTemplate(reader.header, schema)
             structured_row = structured_row_template.create_row()
             for column_name, value in row.items():
-                if self._row_reader_hook:
-                    value = self._row_reader_hook(reader.sheet_name, column_name, value)
+                if self._validator_hook:
+                    value, validator_error = (
+                        self._validator_hook(self, type_name, column_name, reader.row_number, value))
+                    if validator_error:
+                        self._note_error({
+                            "src": create_dict(type=schema_name, row=reader.row_number),
+                            "error": validator_error
+                        }, "validation")
                 structured_row_template.set_value(structured_row, column_name, value, reader.file, reader.row_number)
                 if self._autoadd_properties:
                     self._add_properties(structured_row, self._autoadd_properties, schema)
@@ -526,6 +532,18 @@ def _note_issue(self, issues: dict, item: Optional[Union[dict, List[dict]]], gro
                 issues[group] = []
             issues[group].extend(item)
 
+    def note_validation_error(self, validation_error: str,
+                              schema_name: Optional[str] = None, row_number: Optional[int] = None) -> None:
+        if isinstance(validation_error, str) and validation_error:
+            if isinstance(schema_name, str) and schema_name:
+                if isinstance(row_number, int):
+                    src = create_dict(type=schema_name, row=row_number)
+                else:
+                    src = create_dict(type=schema_name)
+            else:
+                src = None
+            self._note_error({"src": src, "error": validation_error}, "validation")
+
 
 class _StructuredRowTemplate:
 
@@ -705,13 +723,23 @@ def map_enum(value: str, enum_specifiers: dict, src: Optional[str]) -> Any:
         return lambda value, src: map_enum(value, typeinfo.get("enum", []), src)
 
     def _map_function_integer(self, typeinfo: dict) -> Callable:
-        def map_integer(value: str, src: Optional[str]) -> Any:
-            return to_integer(value, value)
+        allow_commas = typeinfo.get("allow_commas") is True
+        allow_multiplier_suffix = typeinfo.get("allow_multiplier_suffix") is True
+        def map_integer(value: str, src: Optional[str]) -> Any:  # noqa
+            nonlocal allow_commas, allow_multiplier_suffix
+            return to_integer(value, fallback=value,
+                              allow_commas=allow_commas,
+                              allow_multiplier_suffix=allow_multiplier_suffix)
         return map_integer
 
     def _map_function_number(self, typeinfo: dict) -> Callable:
-        def map_number(value: str, src: Optional[str]) -> Any:
-            return to_float(value, value)
+        allow_commas = typeinfo.get("allow_commas") is True
+        allow_multiplier_suffix = typeinfo.get("allow_multiplier_suffix") is True
+        def map_number(value: str, src: Optional[str]) -> Any:  # noqa
+            nonlocal allow_commas, allow_multiplier_suffix
+            return to_float(value, fallback=value,
+                            allow_commas=allow_commas,
+                            allow_multiplier_suffix=allow_multiplier_suffix)
         return map_number
 
     def _map_function_string(self, typeinfo: dict) -> Callable:
@@ -721,14 +749,16 @@ def map_string(value: str, src: Optional[str]) -> str:
 
     def _map_function_date(self, typeinfo: dict) -> Callable:
         def map_date(value: str, src: Optional[str]) -> str:
-            value = normalize_date_string(value)
-            return value if value is not None else ""
+            if not (parsed_value := normalize_date_string(value)):
+                return value
+            return parsed_value
         return map_date
 
     def _map_function_datetime(self, typeinfo: dict) -> Callable:
         def map_datetime(value: str, src: Optional[str]) -> str:
-            value = normalize_datetime_string(value)
-            return value if value is not None else ""
+            if not (parsed_value := normalize_datetime_string(value)):
+                return value
+            return parsed_value
         return map_datetime
 
     def _map_function_ref(self, typeinfo: dict) -> Callable:
diff --git a/poetry.lock b/poetry.lock
index b7b40dcc7..0f853563a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -83,18 +83,18 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.136"
+version = "1.34.147"
 description = "The AWS SDK for Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.136-py3-none-any.whl", hash = "sha256:d41037e2c680ab8d6c61a0a4ee6bf1fdd9e857f43996672830a95d62d6f6fa79"},
-    {file = "boto3-1.34.136.tar.gz", hash = "sha256:0314e6598f59ee0f34eb4e6d1a0f69fa65c146d2b88a6e837a527a9956ec2731"},
+    {file = "boto3-1.34.147-py3-none-any.whl", hash = "sha256:e1cef9a1a301866bcdee32ae0c699465eb2345f9a8e613a5835821430165ff6d"},
+    {file = "boto3-1.34.147.tar.gz", hash = "sha256:9ec1c6ab22588242a47549f51a63dfc7c21fdf95a94820fc6e629ab060c38bd9"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.136,<1.35.0"
+botocore = ">=1.34.147,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -103,14 +103,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.34.136"
-description = "Type annotations for boto3 1.34.136 generated with mypy-boto3-builder 7.24.0"
+version = "1.34.147"
+description = "Type annotations for boto3 1.34.147 generated with mypy-boto3-builder 7.25.0"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3_stubs-1.34.136-py3-none-any.whl", hash = "sha256:5826c22c10fc9032376bbee436d1b23b111e5fb1f13c75ecde8727151191f057"},
-    {file = "boto3_stubs-1.34.136.tar.gz", hash = "sha256:ecbce782ae19037d1f26673cfc30358493c9658ea0af06dd58a999be963ab275"},
+    {file = "boto3_stubs-1.34.147-py3-none-any.whl", hash = "sha256:6a5b276eb3414b370a084561f23d610a1e8c8e7630f6fe463523fc06766bc887"},
+    {file = "boto3_stubs-1.34.147.tar.gz", hash = "sha256:3a483d2a55b247029d6e5e04002153984353c0c19882607af7e37038a7ce72b0"},
 ]
 
 [package.dependencies]
@@ -123,7 +123,7 @@ accessanalyzer = ["mypy-boto3-accessanalyzer (>=1.34.0,<1.35.0)"]
 account = ["mypy-boto3-account (>=1.34.0,<1.35.0)"]
 acm = ["mypy-boto3-acm (>=1.34.0,<1.35.0)"]
 acm-pca = ["mypy-boto3-acm-pca (>=1.34.0,<1.35.0)"]
-all = ["mypy-boto3-accessanalyzer (>=1.34.0,<1.35.0)", "mypy-boto3-account (>=1.34.0,<1.35.0)", "mypy-boto3-acm (>=1.34.0,<1.35.0)", "mypy-boto3-acm-pca (>=1.34.0,<1.35.0)", "mypy-boto3-amp (>=1.34.0,<1.35.0)", "mypy-boto3-amplify (>=1.34.0,<1.35.0)", "mypy-boto3-amplifybackend (>=1.34.0,<1.35.0)", "mypy-boto3-amplifyuibuilder (>=1.34.0,<1.35.0)", "mypy-boto3-apigateway (>=1.34.0,<1.35.0)", "mypy-boto3-apigatewaymanagementapi (>=1.34.0,<1.35.0)", "mypy-boto3-apigatewayv2 (>=1.34.0,<1.35.0)", "mypy-boto3-appconfig (>=1.34.0,<1.35.0)", "mypy-boto3-appconfigdata (>=1.34.0,<1.35.0)", "mypy-boto3-appfabric (>=1.34.0,<1.35.0)", "mypy-boto3-appflow (>=1.34.0,<1.35.0)", "mypy-boto3-appintegrations (>=1.34.0,<1.35.0)", "mypy-boto3-application-autoscaling (>=1.34.0,<1.35.0)", "mypy-boto3-application-insights (>=1.34.0,<1.35.0)", "mypy-boto3-application-signals (>=1.34.0,<1.35.0)", "mypy-boto3-applicationcostprofiler (>=1.34.0,<1.35.0)", "mypy-boto3-appmesh (>=1.34.0,<1.35.0)", "mypy-boto3-apprunner (>=1.34.0,<1.35.0)", "mypy-boto3-appstream (>=1.34.0,<1.35.0)", "mypy-boto3-appsync (>=1.34.0,<1.35.0)", "mypy-boto3-apptest (>=1.34.0,<1.35.0)", "mypy-boto3-arc-zonal-shift (>=1.34.0,<1.35.0)", "mypy-boto3-artifact (>=1.34.0,<1.35.0)", "mypy-boto3-athena (>=1.34.0,<1.35.0)", "mypy-boto3-auditmanager (>=1.34.0,<1.35.0)", "mypy-boto3-autoscaling (>=1.34.0,<1.35.0)", "mypy-boto3-autoscaling-plans (>=1.34.0,<1.35.0)", "mypy-boto3-b2bi (>=1.34.0,<1.35.0)", "mypy-boto3-backup (>=1.34.0,<1.35.0)", "mypy-boto3-backup-gateway (>=1.34.0,<1.35.0)", "mypy-boto3-batch (>=1.34.0,<1.35.0)", "mypy-boto3-bcm-data-exports (>=1.34.0,<1.35.0)", "mypy-boto3-bedrock (>=1.34.0,<1.35.0)", "mypy-boto3-bedrock-agent (>=1.34.0,<1.35.0)", "mypy-boto3-bedrock-agent-runtime (>=1.34.0,<1.35.0)", "mypy-boto3-bedrock-runtime (>=1.34.0,<1.35.0)", "mypy-boto3-billingconductor (>=1.34.0,<1.35.0)", "mypy-boto3-braket (>=1.34.0,<1.35.0)", "mypy-boto3-budgets (>=1.34.0,<1.35.0)", "mypy-boto3-ce 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 amp = ["mypy-boto3-amp (>=1.34.0,<1.35.0)"]
 amplify = ["mypy-boto3-amplify (>=1.34.0,<1.35.0)"]
 amplifybackend = ["mypy-boto3-amplifybackend (>=1.34.0,<1.35.0)"]
@@ -161,7 +161,7 @@ bedrock-agent = ["mypy-boto3-bedrock-agent (>=1.34.0,<1.35.0)"]
 bedrock-agent-runtime = ["mypy-boto3-bedrock-agent-runtime (>=1.34.0,<1.35.0)"]
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.34.0,<1.35.0)"]
 billingconductor = ["mypy-boto3-billingconductor (>=1.34.0,<1.35.0)"]
-boto3 = ["boto3 (==1.34.136)", "botocore (==1.34.136)"]
+boto3 = ["boto3 (==1.34.147)", "botocore (==1.34.147)"]
 braket = ["mypy-boto3-braket (>=1.34.0,<1.35.0)"]
 budgets = ["mypy-boto3-budgets (>=1.34.0,<1.35.0)"]
 ce = ["mypy-boto3-ce (>=1.34.0,<1.35.0)"]
@@ -367,7 +367,6 @@ migration-hub-refactor-spaces = ["mypy-boto3-migration-hub-refactor-spaces (>=1.
 migrationhub-config = ["mypy-boto3-migrationhub-config (>=1.34.0,<1.35.0)"]
 migrationhuborchestrator = ["mypy-boto3-migrationhuborchestrator (>=1.34.0,<1.35.0)"]
 migrationhubstrategy = ["mypy-boto3-migrationhubstrategy (>=1.34.0,<1.35.0)"]
-mobile = ["mypy-boto3-mobile (>=1.34.0,<1.35.0)"]
 mq = ["mypy-boto3-mq (>=1.34.0,<1.35.0)"]
 mturk = ["mypy-boto3-mturk (>=1.34.0,<1.35.0)"]
 mwaa = ["mypy-boto3-mwaa (>=1.34.0,<1.35.0)"]
@@ -405,6 +404,7 @@ polly = ["mypy-boto3-polly (>=1.34.0,<1.35.0)"]
 pricing = ["mypy-boto3-pricing (>=1.34.0,<1.35.0)"]
 privatenetworks = ["mypy-boto3-privatenetworks (>=1.34.0,<1.35.0)"]
 proton = ["mypy-boto3-proton (>=1.34.0,<1.35.0)"]
+qapps = ["mypy-boto3-qapps (>=1.34.0,<1.35.0)"]
 qbusiness = ["mypy-boto3-qbusiness (>=1.34.0,<1.35.0)"]
 qconnect = ["mypy-boto3-qconnect (>=1.34.0,<1.35.0)"]
 qldb = ["mypy-boto3-qldb (>=1.34.0,<1.35.0)"]
@@ -510,14 +510,14 @@ xray = ["mypy-boto3-xray (>=1.34.0,<1.35.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.136"
+version = "1.34.147"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.136-py3-none-any.whl", hash = "sha256:c63fe9032091fb9e9477706a3ebfa4d0c109b807907051d892ed574f9b573e61"},
-    {file = "botocore-1.34.136.tar.gz", hash = "sha256:7f7135178692b39143c8f152a618d2a3b71065a317569a7102d2306d4946f42f"},
+    {file = "botocore-1.34.147-py3-none-any.whl", hash = "sha256:be94a2f4874b1d1705cae2bd512c475047497379651678593acb6c61c50d91de"},
+    {file = "botocore-1.34.147.tar.gz", hash = "sha256:2e8f000b77e4ca345146cb2edab6403769a517b564f627bb084ab335417f3dbe"},
 ]
 
 [package.dependencies]
@@ -533,14 +533,14 @@ crt = ["awscrt (==0.20.11)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.34.136"
+version = "1.34.147"
 description = "Type annotations and code completion for botocore"
 category = "dev"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "botocore_stubs-1.34.136-py3-none-any.whl", hash = "sha256:f8a8716d9f1b8387acce6ef35d9428ed4ef1584dbeb6cce3f2f95ba6ff8120f7"},
-    {file = "botocore_stubs-1.34.136.tar.gz", hash = "sha256:b97bece44abc9f16c1fcb022d3f03c22d411ea3dcb4730207a318eb8e6ef63e7"},
+    {file = "botocore_stubs-1.34.147-py3-none-any.whl", hash = "sha256:ef1643787c95036641cc49700d8e7d48e31826ce4c25b50e2745a4e9104c662b"},
+    {file = "botocore_stubs-1.34.147.tar.gz", hash = "sha256:d69c75b71c2fe1456b724653f586adcd5bf660ff6d104ecb6ac5efb40fcf363b"},
 ]
 
 [package.dependencies]
@@ -552,14 +552,14 @@ botocore = ["botocore"]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -753,64 +753,64 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.5.4"
+version = "7.6.0"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "coverage-7.5.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6cfb5a4f556bb51aba274588200a46e4dd6b505fb1a5f8c5ae408222eb416f99"},
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 [package.dependencies]
@@ -934,14 +934,14 @@ files = [
 
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 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
@@ -1095,14 +1095,14 @@ files = [
 
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+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1115,7 +1115,7 @@ rpds-py = ">=0.7.1"
 
 [package.extras]
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 [[package]]
 name = "jsonschema-specifications"
@@ -1235,21 +1235,22 @@ testing = ["Paste", "pytest", "pytest-cov"]
 
 [[package]]
 name = "pip-licenses"
-version = "4.4.0"
+version = "4.5.1"
 description = "Dump the software license list of Python packages installed with pip."
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+test = ["docutils", "mypy", "pytest-cov", "pytest-pycodestyle", "pytest-runner", "tomli-w"]
 
 [[package]]
 name = "pkgutil-resolve-name"
@@ -1328,14 +1329,14 @@ files = [
 
 [[package]]
 name = "prettytable"
-version = "3.10.0"
+version = "3.10.2"
 description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format"
 category = "dev"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1763,111 +1764,115 @@ idna2008 = ["idna"]
 
 [[package]]
 name = "rpds-py"
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+version = "0.19.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
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+    {file = "rpds_py-0.19.1.tar.gz", hash = "sha256:31dd5794837f00b46f4096aa8ccaa5972f73a938982e32ed817bb520c465e520"},
 ]
 
 [[package]]
@@ -1890,19 +1895,19 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "70.1.1"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
-    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "shortuuid"
@@ -1989,7 +1994,7 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2035,14 +2040,14 @@ docs = ["Sphinx (>=1.3.1)", "docutils", "pylons-sphinx-themes"]
 
 [[package]]
 name = "types-awscrt"
-version = "0.20.12"
+version = "0.21.2"
 description = "Type annotations and code completion for awscrt"
 category = "dev"
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
-    {file = "types_awscrt-0.20.12-py3-none-any.whl", hash = "sha256:521ce54cc4dad9fe6480556bb0f8315a508106938ba1f2a0baccfcea7d4a4dee"},
-    {file = "types_awscrt-0.20.12.tar.gz", hash = "sha256:0beabdde0205dc1da679ea464fd3f98b570ef4f0fc825b155a974fb51b21e8d9"},
+    {file = "types_awscrt-0.21.2-py3-none-any.whl", hash = "sha256:0839fe12f0f914d8f7d63ed777c728cb4eccc2d5d79a26e377d12b0604e7bf0e"},
+    {file = "types_awscrt-0.21.2.tar.gz", hash = "sha256:84a9f4f422ec525c314fdf54c23a1e73edfbcec968560943ca2d41cfae623b38"},
 ]
 
 [[package]]
@@ -2277,4 +2282,4 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "6d3f00c8a5e582bd82576dbfd357cd86065acac7b175e6938d75dd37ef9918e8"
+content-hash = "45bd3f78d7d134a4e8ec30f529e286d963e5612daea5287174a43d1d3069afc2"
diff --git a/pyproject.toml b/pyproject.toml
index 5f9b51c6f..c47099bb5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "dcicutils"
-version = "8.13.3"
+version = "8.14.0"
 description = "Utility package for interacting with the 4DN Data Portal and other 4DN resources"
 authors = ["4DN-DCIC Team <support@4dnucleome.org>"]
 license = "MIT"
@@ -39,8 +39,8 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<3.13"
-boto3 = "^1.34.136"
-botocore = "^1.34.136"
+boto3 = "^1.34.147"
+botocore = "^1.34.147"
 # The DCIC portals (cgap-portal and fourfront) are very particular about which ElasticSearch version.
 # This value is intentionally pinned and must not be changed casually.
 elasticsearch = "7.13.4"
@@ -63,7 +63,7 @@ pyperclip = "^1.8.2"
 PyYAML = "^6.0.1"
 # N.B. 2024-06-30: Updating (via poetry update) from requests 2.31.0 (2023-05-22)
 # to 2.32.3 (2024-05-29) causes utils GA/CI to fail (on test_ecr_utils_workflow) for some reason.
-requests = "^2.21.0"
+requests = "2.31.0"
 rfc3986 = "^1.4.0"
 shortuuid = "^1.0.13"
 structlog = "^19.2.0"
@@ -75,8 +75,8 @@ webtest = "^2.0.34"
 
 
 [tool.poetry.dev-dependencies]
-boto3-stubs = "^1.34.136"
-botocore-stubs = "^1.34.136"
+boto3-stubs = "^1.34.147"
+botocore-stubs = "^1.34.147"
 coverage = "^7.5.4"
 # Loaded manually in GA workflow for coverage because a dependency on 2to3
 # in its docopts dependency makes a problem for laoding it here in poetry. -kmp 7-Apr-2023
diff --git a/test/data_files/structured_data/submission_test_file_from_doug_20231130.xlsx b/test/data_files/structured_data/submission_test_file_from_doug_20231130.xlsx
index a787c009e..59f39a9a1 100644
Binary files a/test/data_files/structured_data/submission_test_file_from_doug_20231130.xlsx and b/test/data_files/structured_data/submission_test_file_from_doug_20231130.xlsx differ
diff --git a/test/test_misc_utils.py b/test/test_misc_utils.py
index 0f2af3c70..e0c414d61 100644
--- a/test/test_misc_utils.py
+++ b/test/test_misc_utils.py
@@ -31,7 +31,7 @@
     ObsoleteError, CycleError, TopologicalSorter, keys_and_values_to_dict, dict_to_keys_and_values, is_c4_arn,
     deduplicate_list, chunked, parse_in_radix, format_in_radix, managed_property, future_datetime,
     MIN_DATETIME, MIN_DATETIME_UTC, INPUT, builtin_print, map_chunked, to_camel_case, json_file_contents,
-    pad_to, JsonLinesReader, split_string, merge_objects, to_integer,
+    pad_to, JsonLinesReader, split_string, merge_objects, to_float, to_integer,
     load_json_from_file_expanding_environment_variables, create_readonly_object
 )
 from dcicutils.qa_utils import (
@@ -3701,14 +3701,171 @@ def test_merge_objects_9():
 
 
 def test_to_integer():
-    assert to_integer("17") == 17
-    assert to_integer("17.0") == 17
-    assert to_integer("17.1") == 17
-    assert to_integer("17.9", "123") == 17
+
     assert to_integer("0") == 0
-    assert to_integer("0.0") == 0
-    assert to_integer("asdf") is None
-    assert to_integer("asdf", "myfallback") == "myfallback"
+    assert to_integer("00") == 0
+    assert to_integer("1") == 1
+    assert to_integer("01") == 1
+    assert to_integer("123") == 123
+    assert to_integer("123.0") == 123
+    assert to_integer("123.00000") == 123
+    assert to_integer(" 1234567890 ") == 1234567890
+
+    assert to_integer("+0") == 0
+    assert to_integer("+1") == 1
+    assert to_integer("+123") == 123
+    assert to_integer("+123.0") == 123
+    assert to_integer("+123.00000") == 123
+    assert to_integer("+ 1234567890 ") == 1234567890
+
+    assert to_integer("-0") == 0
+    assert to_integer("-1") == -1
+    assert to_integer("-123") == -123
+    assert to_integer("-123.0") == -123
+    assert to_integer("-123.00000") == -123
+    assert to_integer("- 1234567890 ") == -1234567890
+
+    assert to_integer("1K", allow_multiplier_suffix=True) == 1000
+    assert to_integer("2KB", allow_multiplier_suffix=True) == 2000
+    assert to_integer("3Kb", allow_multiplier_suffix=True) == 3000
+    assert to_integer("4kb", allow_multiplier_suffix=True) == 4000
+    assert to_integer("5 kb", allow_multiplier_suffix=True) == 5000
+    assert to_integer("6.00kB", allow_multiplier_suffix=True) == 6000
+    assert to_integer("9KB", allow_multiplier_suffix=True) == 9000
+    assert to_integer("12KB", allow_multiplier_suffix=True) == 12000
+    assert to_integer("15K", allow_multiplier_suffix=True) == 15000
+    assert to_integer("1.5K", allow_multiplier_suffix=True) == 1500
+    assert to_integer("15.K", allow_multiplier_suffix=True) == 15000
+    assert to_integer("15.0K", allow_multiplier_suffix=True) == 15000
+    assert to_integer("15.01K", allow_multiplier_suffix=True) == 15010
+    assert to_integer(" 15.01 K ", allow_multiplier_suffix=True) == 15010
+    assert to_integer("15.012  KB", allow_multiplier_suffix=True) == 15012
+    assert to_integer("25k", allow_multiplier_suffix=True) == 25000
+    assert to_integer("35Kb", allow_multiplier_suffix=True) == 35000
+    assert to_integer("-35Kb", allow_multiplier_suffix=True) == -35000
+    assert to_integer("0K", allow_multiplier_suffix=True) == 0
+    assert to_integer("1M", allow_multiplier_suffix=True) == 1000000
+    assert to_integer("2G", allow_multiplier_suffix=True) == 2000000000
+    assert to_integer("2.123456G", allow_multiplier_suffix=True) == 2123456000
+    assert to_integer("345T", allow_multiplier_suffix=True) == 345000000000000
+    assert to_integer("4.000000001230TB", allow_multiplier_suffix=True) == 4000000001230
+    assert to_integer("0M", allow_multiplier_suffix=True) == 0
+
+    assert type(to_integer("4.000000001230TB", allow_multiplier_suffix=True)) == int
+
+    assert to_integer("1,234", allow_commas=True) == 1234
+    assert to_integer("12,345", allow_commas=True) == 12345
+    assert to_integer("123,456", allow_commas=True) == 123456
+    assert to_integer("1,234,567", allow_commas=True) == 1234567
+
+    assert to_integer("1,234K", allow_multiplier_suffix=True, allow_commas=True) == 1234000
+    assert to_integer("1,234M", allow_multiplier_suffix=True, allow_commas=True) == 1234000000
+    assert to_integer("1,234G", allow_multiplier_suffix=True, allow_commas=True) == 1234000000000
+    assert to_integer("-1,234G", allow_multiplier_suffix=True, allow_commas=True) == -1234000000000
+    assert to_integer("1,234,567T", allow_multiplier_suffix=True, allow_commas=True) == 1234567000000000000
+    assert to_integer("-1,234,567T", allow_multiplier_suffix=True, allow_commas=True) == -1234567000000000000
+
+    assert to_integer(4321) == 4321
+    assert to_integer(4321 + 9) == 4330
+
+
+def test_to_integer_errors():
+
+    assert to_integer("") is None
+    assert to_integer("  ") is None
+    assert to_integer(None) is None
+    assert to_integer([]) is None
+    assert to_integer({}) is None
+    assert to_integer(datetime_module.datetime.now()) is None
+
+    assert to_integer("abc") is None
+    assert to_integer("123 456") is None
+    assert to_integer("1.2") is None
+    assert to_integer("123K") is None
+    assert to_integer("123 K") is None
+    assert to_integer("123K B") is None
+    assert to_integer("++123") is None
+    assert to_integer("--123") is None
+    assert to_integer("+-123") is None
+    assert to_integer("123,456") is None
+
+    assert to_integer("K2", allow_multiplier_suffix=True) is None
+    assert to_integer("2KK", allow_multiplier_suffix=True) is None
+    assert to_integer(".", allow_multiplier_suffix=True) is None
+    assert to_integer(".K", allow_multiplier_suffix=True) is None
+    assert to_integer("1.5001K", allow_multiplier_suffix=True) is None
+    assert to_integer(".5001K", allow_multiplier_suffix=True) is None
+    assert to_integer("123P", allow_multiplier_suffix=True) is None
+    assert to_integer("1,234M", allow_multiplier_suffix=True) is None
+    assert to_integer("4.0000000012309TB", allow_multiplier_suffix=True) is None  # 4000000001230.9
+
+    assert to_integer("12,345") is None
+    assert to_integer(",", allow_commas=True) is None
+    assert to_integer("1,", allow_commas=True) is None
+    assert to_integer("123,", allow_commas=True) is None
+    assert to_integer(",123", allow_commas=True) is None
+    assert to_integer("123,45", allow_commas=True) is None
+    assert to_integer("12,4356", allow_commas=True) is None
+    assert to_integer("12,,456", allow_commas=True) is None
+    assert to_integer("1,234,5678", allow_commas=True) is None
+
+
+def test_to_float():
+
+    assert to_float("789") == 789.0
+    assert to_float("1234.0567") == 1234.0567
+    assert to_float("1234.0") == 1234.0
+    assert to_float(".1234") == 0.1234
+    assert to_float("1234.") == 1234.0
+    assert to_float("1.5K", allow_multiplier_suffix=True) == 1500
+    assert to_float("1.5678K", allow_multiplier_suffix=True) == 1567.8
+    assert to_float("1.56789K", allow_multiplier_suffix=True) == 1567.89
+    assert to_float("1.567898K", allow_multiplier_suffix=True) == 1567.898
+    assert to_float("1.0K", allow_multiplier_suffix=True) == 1000
+    assert to_float("1.K", allow_multiplier_suffix=True) == 1000
+    assert to_float(".2K", allow_multiplier_suffix=True) == 200
+    assert to_float(".2M", allow_multiplier_suffix=True) == 200000
+    assert to_float("3.M", allow_multiplier_suffix=True) == 3000000
+    assert to_float("0.9G", allow_multiplier_suffix=True) == 900000000
+    assert to_float("1.9G", allow_multiplier_suffix=True) == 1900000000
+    assert to_float("4.0000000012309TB", allow_multiplier_suffix=True) == 4000000001230.9
+    assert to_float(4321.1234) == 4321.1234
+
+    assert to_float("1,234.K", allow_commas=True, allow_multiplier_suffix=True) == 1234000
+    assert to_float("12,345.K", allow_commas=True, allow_multiplier_suffix=True) == 12345000
+    assert to_float("12,345.0K", allow_commas=True, allow_multiplier_suffix=True) == 12345000
+    assert to_float("12,345.06K", allow_commas=True, allow_multiplier_suffix=True) == 12345060
+    assert to_float("12,345.06789K", allow_commas=True, allow_multiplier_suffix=True) == 12345067.89
+    assert to_float("123,456.9876G", allow_commas=True, allow_multiplier_suffix=True) == 123456987600000
+    assert to_float("123,456.9876G", allow_commas=True, allow_multiplier_suffix=True) == 123456987600000.0
+    assert to_float("123,456.123498765G", allow_commas=True, allow_multiplier_suffix=True) == 123456123498765.0
+    assert to_float("123,456.1234987656G", allow_commas=True, allow_multiplier_suffix=True) == 123456123498765.6
+    assert to_float("123,456.1234987656Tb", allow_commas=True, allow_multiplier_suffix=True) == 123456123498765600
+    assert to_float("123,456.g", allow_commas=True, allow_multiplier_suffix=True) == 123456 * 1000 * 1000 * 1000
+    assert to_float("0.0m", allow_commas=True, allow_multiplier_suffix=True) == 0
+
+    assert type(to_float("789")) == float
+    assert type(to_float("1.5K", allow_multiplier_suffix=True)) == float
+    assert type(to_float("123,456.9876G", allow_commas=True, allow_multiplier_suffix=True)) == float
+
+
+def test_to_float_errors():
+
+    assert to_float("") is None
+    assert to_float("  ") is None
+    assert to_float(None) is None
+    assert to_float([]) is None
+    assert to_float({}) is None
+    assert to_float(datetime_module.datetime.now()) is None
+    assert to_float({}, fallback="123") == "123"
+
+    assert to_float("abc") is None
+    assert to_float("123 456") is None
+    assert to_float("123.456K") is None
+    assert to_float("123,456") is None
+    assert to_float(".") is None
+    assert to_float(".M", allow_multiplier_suffix=True) is None
+    assert to_float("M", allow_multiplier_suffix=True) is None
 
 
 def test_load_json_from_file_expanding_environment_variables():
diff --git a/test/test_qa_utils.py b/test/test_qa_utils.py
index 6e9c606bf..44c88bf33 100644
--- a/test/test_qa_utils.py
+++ b/test/test_qa_utils.py
@@ -31,8 +31,7 @@
 )
 # The following line needs to be separate from other imports. It is PART OF A TEST.
 from dcicutils.qa_utils import notice_pytest_fixtures   # Use care if editing this line. It is PART OF A TEST.
-from typing import List, Dict
-from typing_extensions import Literal
+from typing import List, Dict, Literal
 from unittest import mock
 from .fixtures.sample_fixtures import MockMathError, MockMath, math_enabled