Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100387	ENR	Jean Vargas	1994-08-16	UHC-52195-58	2995698899	8065 Meadow Ln, Chandler, AZ, 85265	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-402416	CLM	Kayla Hart	1950-06-27	UHC-56881-49	8385126591	7021 Highland Ave, Mesa, AZ, 85211	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
TPA-51807	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57542	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57543	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57065	TPA	Albert Vargas	1995-09-27	—	—	113 Willow Ct, Minneapolis, MN, 55444	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28930	PRV	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr, Fresno, CA, 93719	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-139433	ENR	Barb Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN, 37223	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-138170	ENR	Nathan Greene	1999-07-11	UHC-46806-74	7433653209	7885 Mountain View Dr, Charlotte, NC, 28203	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-120902	ENR	Noah N Burton	1959-02-27	UHC-03787-87	3653046837	6852 Meadow Ln, Jacksonville, FL, 32259	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-419083	CLM	Scott H Tran	1976-08-06	UHC-47745-73	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130776	ENR	Gloria S Morgan	1984-11-03	UHC-47653-82	6778923306	4996 Desert Sky Blvd, Minneapolis, MN, 55429	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
TPA-51001	TPA	Sandra Wouds	1950-04-09	UHC-62281-29	—	2795 Broadway, Denver, CO, 80232	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-428541	CLM	John Marshall	2000-04-14	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-402751	CLM	George Knight	1998-04-09	—	—	7834 Canyon Rd, Los Angeles, CA, 90070	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-108039	ENR	Joe R Wagner	1940-01-10	UHC-04188-85	4372034258	9691 Sage Ct, Las Vegas, NV, 89142	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-410453	CLM	Charrlotte O Warren	1953-12-28	UHC-20880-69	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-128457	ENR	Teresa W Padilla	1966-04-25	UHC-09398-41	5695267899	2555 Desert Sky Blvd, Miami, FL, 33119	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-104864	ENR	Mei Griffin	1958-01-25	UHC-58308-51	9586774686	7654 Mesa Dr, Sacramento, CA, 95860	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-100293	ENR	Carl Mendez	1990-10-19	UHC-48311-13	9742588526	5168 Palm Dr, Seattle, WA, 98199	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-120134	ENR	Russell C Rojas	1962-07-27	UHC-73593-85	3692967901	3739 Broadway, Plano, TX, 75062	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
PRV-21422	PRV	Arjun P Morrison	1981-02-02	UHC-53363-37	3414964629	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421464	CLM	Denise Arnold	1939-08-26	UHC-66715-60	—	1440 Ridge Rd, Fresno, CA, 93747	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415863	CLM	Amber C Jones	1998-10-18	UHC-67006-65	7594611865	8598 Sage Ct, Nashville, TN, 37223	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-403303	CLM	Omr Murray	1960-02-04	UHC-31124-86	—	8437 River Rd, Denver, CO, 80215	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-404150	CLM	Paul Crawford	1973-04-11	UHC-49265-38	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-426815	CLM	Keith Watson	1991-02-08	UHC-99757-95	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-426072	CLM	Ward N Emily	1981-03-05	UHC-88538-10	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-105119	ENR	Eric Piarce	1995-01-10	UHC-41724-95	3806351338	5615 Market St, Las Vegas, NV, 89126	0.82	Name split from “Last, First”Phone reformatted City re-cased
PRV-25029	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25028	PRV	Ana Woods	1999-12-10	—	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418754	CLM	Janice Holmes	1961-11-07	UHC-79640-77	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-126146	ENR	Janice D McCoy	1968-10-09	UHC-67245-73	3418692089	6484 Elm St, San Diego, CA, 92131	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-139617	ENR	Philip G Olson	2007-09-07	UHC-22797-90	8858086728	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-405566	CLM	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-54411	TPA	Julie Sims	1980-02-25	—	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-422755	CLM	Arjun Anderson	1985-07-05	UHC-56313-59	6009315274	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-409583	CLM	Jennifer Riley	1988-04-14	—	6197331987	4639 Baseline Rd, Jacksonville, FL, 32286	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62613	TPA	Haroold O Perkins	2007-02-14	—	8162288594	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-122011	ENR	Judy James	1967-12-18	UHC-80361-61	2046686116	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-402402	CLM	Henry K Grant	1988-06-07	UHC-26219-75	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-402609	CLM	Sarah J Garcia	1989-11-08	UHC-65698-65	—	1910 Broadway, Scottsdale, AZ, 85297	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23472	PRV	Douglas Obrien	1966-08-26	UHC-37735-01	2259087231	6471 Church St, Chandler, AZ, 85231	0.82	Name split from “Last, First”Name re-cased Placeholder values cleared
TPA-59427	TPA	Timothy J Hicks	1998-07-05	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400921	CLM	Keith S Duncan	1970-02-04	UHC-01148-15	8607079713	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-142446	ENR	Ruth Allen	1988-12-07	UHC-22950-87	—	4663 Oak St, Houston, TX, 77017	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-425291	CLM	Santiago Baker	1991-02-27	UHC-82806-01	5488619839	3643 Park Pl, Los Angeles, CA, 90027	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-424590	CLM	Jacob Alvarez	1972-04-09	UHC-66933-02	5552937460	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-27347	PRV	Samantha R Gonzales	2008-03-06	UHC-82018-07	5262306122	1965 Meadow Ln, San Diego, CA, 92159	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-419447	CLM	Jose L Schultz	1998-12-25	UHC-22544-02	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 183 of 200Previous Next