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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114666	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
TPA-62364	TPA	Reymond Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28404	PRV	Andrea Harey	1975-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131768	ENR	Ryan P Reed	1951-11-12	UHC-83799-46	3644370961	1573 Mountain View Dr, Mesa, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-110682	ENR	Diego Q Mason	1987-05-07	UHC-59635-23	4955427071	6414 Indian School Rd, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415829	CLM	Heather Jones	1988-04-22	UHC-15154-41	—	7379 Broadway, Dallas, TX, 75291	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-123960	ENR	Jason J Murphy	1996-09-21	UHC-15372-66	—	239 Church St, Nashville, TN, 37253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-64400	TPA	Chris Porter	1972-09-25	—	—	3330 Washington St, Tempe, AZ, 85222	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20791	PRV	Linda Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404139	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112855	ENR	Brenda Ross	2000-06-04	UHC-31609-13	4059762446	6185 Harbor Blvd, Jacksonville, FL, 32241	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127278	ENR	Laura Little	2001-07-05	UHC-72641-27	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-141493	ENR	Susan A Smith	1938-11-01	UHC-04605-79	3409257726	4260 Mesa Dr, Seattle, WA, 98137	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422270	CLM	Jim E Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL, 33117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22241	PRV	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	8977 Mesa Dr, Seattle, WA, 98164	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130894	ENR	Bryan Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-415036	CLM	Keyth Fox	1938-04-08	—	—	4939 Sage Ct, Tempe, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-426862	CLM	Eugene M Crawford	1954-05-05	—	—	4182 Highland Ave, Nashville, TN, 37248	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-406679	CLM	Don Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137956	ENR	Jessica Reid	1948-12-23	UHC-60761-77	8887642688	8259 Park Pl, Jacksonville, FL, 32287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129246	ENR	Noah Woods	1969-10-02	UHC-66705-23	9755911611	3225 Church St, Glendale, AZ, 85337	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-56199	TPA	Joan A Alvarado	1946-07-21	—	—	8314 Forest Ave, Miami, FL, 33182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413370	CLM	Marcus White	1948-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-430015	CLM	Timothy Gilbert	1986-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420420	CLM	Bruce Davis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125262	ENR	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130113	ENR	John Vasquez	1977-10-25	UHC-12628-50	6315223474	5225 Lincoln Way # 350, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108816	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58768	TPA	Marcus Wallace	1951-09-12	UHC-87858-93	—	1408 Forest Ave, Dallas, TX, 75282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423294	CLM	Adam Wood	1941-01-05	—	7955235880	8490 Highland Ave, Charlotte, NC, 28251	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24748	PRV	Sharon A Valdez	1983-05-27	UHC-61180-43	8279762605	5645 Highland Ave, Phoenix, AZ, 85000	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60192	TPA	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416850	CLM	Bradley Morrison	1992-01-12	—	—	6520 Lake View Rd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107085	ENR	Alice Guerrero	2003-09-24	UHC-20918-53	3996352738	5629 Hillcrest Rd, Chandler, AZ, 85260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113952	ENR	Lucia S Mendoza	1978-09-11	UHC-29687-60	7059742980	7865 Sage Ct, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108667	ENR	Jacob Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-125942	ENR	Zachary Q Spencer	1957-04-06	UHC-58137-86	6547423396	552 Palm Dr, Scottsdale, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137737	ENR	Cheryl Garza	2004-07-18	UHC-60602-34	3125114372	207 Union St, Tempe, AZ, 85203	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135820	ENR	Harold I Harrera	1958-11-09	UHC-89206-91	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404618	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more

8,263 rows, page 112 of 166Previous Next