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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131889	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-134689	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX, 75274	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-138407	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138408	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-139075	ENR	Charles X Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
TPA-62720	TPA	Rebecca Fox	2000-12-04	UHC-05601-41	4408713521	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416631	CLM	Dylan Butler	1971-06-18	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121149	ENR	Eljah Price	1986-12-26	UHC-50102-32	—	3333 Palm Dr, Phoenix, AZ, 85024	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-111430	ENR	Russell L Mariana	1975-04-08	—	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-431448	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV, 89113	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-140851	ENR	Cynthia Walsh	1941-10-18	UHC-88080-45	4149704324	4910 Oak St, Tucson, AZ, 85775	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-140753	ENR	Omar Gonzalez	1986-04-26	UHC-17575-28	4215709465	2144 Maple Ave, Gilbert, AZ, 85293	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
PRV-23034	PRV	Janice E Dixon	1990-10-08	UHC-72655-75	—	7673 Indian School Rd, Tucson, AZ, 85703	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-417019	CLM	Jean L Andrews	1940-07-07	UHC-62623-61	3016328058	4756 Jefferson Ave, Miami, FL, 33151	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-132661	ENR	Judith H Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
CLM-432355	CLM	Mariana Morrison	1987-05-16	—	7865220817	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424741	CLM	Santiago Peterson	1979-11-22	—	—	5981 Jefferson Ave Apt 34, Dallas, TX, 75282	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-432363	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	4658717286	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-109529	ENR	Nathan Singh	1943-01-14	UHC-25477-01	3833502796	6404 Park Pl, Minneapolis, MN, 55484	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57335	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57334	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60702	TPA	Deborah Vargas	1944-06-26	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409029	CLM	Virginia A Porter	2005-02-24	UHC-89599-46	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
TPA-64206	TPA	Linda Reid	1941-09-26	—	—	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54668	TPA	Benjamin Maldonado	1996-12-12	—	9852710885	3930 Apache Blvd, Scottsdale, AZ, 85283	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-411324	CLM	Anthony Hall	1961-08-28	UHC-14093-94	2853727787	6150 Ridge Rd, San Diego, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-409555	CLM	Sphia B Campbell	1943-10-25	UHC-35949-94	—	5762 Main St, Atlanta, GA, 30383	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-115336	ENR	Adam P Alvarado	1941-02-23	UHC-25176-33	5938996010	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-101779	ENR	Scott I Evans	1939-08-08	UHC-99603-38	7517417209	9001 Union St, Nashville, TN, 37274	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
TPA-58052	TPA	Sara Y Grant	1987-01-24	—	—	5202 Cedar Ln, Plano, TX, 75050	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-130383	ENR	Diana B Perkins	1972-04-01	UHC-40992-46	7469723876	7397 Church St, Nashville, TN, 37297	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-101335	ENR	Margaret V Powell	1987-06-01	UHC-01977-73	8466587077	8250 Lincoln Way, Gilbert, AZ, 85285	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421113	CLM	Eric Castillo	1941-01-03	UHC-84548-13	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-426126	CLM	Logan Lucas	1974-09-21	—	—	6921 Harbor Blvd, Plano, TX, 75041	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-105371	ENR	Diane Alvarado	1963-09-08	UHC-11604-87	5214011544	649 Bayshore Dr, Phoenix, AZ, 85030	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118831	ENR	Deborah A Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way, Orlando, FL, 32843	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-110544	ENR	Katherine E Ford	1939-07-16	UHC-11119-53	8433358005	9302 Main St, Tucson, AZ, 85720	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-428212	CLM	Carl Murray	1998-01-19	—	8857874803	1170 Elm St, Phoenix, AZ, 85048	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-57236	TPA	Bruce J Gray	1977-11-28	—	—	2080 River Rd, Nashville, TN, 37249	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-421054	CLM	Dennis Sims	1968-04-06	—	—	4238 Broadway, Eden Prairie, MN, 55352	0.68	Two-digit birth year Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-122495	ENR	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-133474	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109093	ENR	Kevin F Jacobs	1973-08-14	UHC-12897-50	6565653025	9820 Harbor Blvd, Jacksonville, FL, 32202	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-128518	ENR	Isabella Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
CLM-411120	CLM	Jessica Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-105995	ENR	Branda Warren	1960-08-12	UHC-14137-85	—	331 Harbor Blvd, Glendale, AZ, 85398	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared

6,661 rows, page 94 of 134Previous Next