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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427133	CLM	Steven Welch	2002-11-08	UHC-34050-08	8193149122	4193 Market St, Los Angeles, CA, 90037	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-135308	ENR	Mark I Hunt	1979-01-24	UHC-14722-67	8007595729	6380 Lake View Rd, Charlotte, NC, 28257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124943	ENR	Theresa Thompson	1998-04-21	UHC-43516-11	3065372127	7858 Palm Dr, Plano, TX, 75016	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117968	ENR	Jeffrey U Alvarado	1996-06-06	UHC-07952-97	3297682018	4090 Apache Blvd Apt 12, Orlando, FL, 32860	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-112224	ENR	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128595	ENR	Zachaary S Schmidt	1956-03-03	UHC-39649-87	5389724331	9274 Canyon Rd, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-125861	ENR	Diego Franklin	1969-08-08	UHC-43190-33	4659381311	7314 Union St, Mesa, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139978	ENR	Jose Lane	1940-11-14	UHC-60274-32	2936064540	5125 Cedar Ln, Seattle, WA, 98159	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-131097	ENR	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124585	ENR	Heather JJunk	1979-10-22	UHC-85304-14	3157239515	9293 Apache Blvd, Chandler, AZ, 85240	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124778	ENR	Robert C Dean	1949-03-03	UHC-93553-41	8195638371	8653 Elm St, Chandler, AZ, 85280	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102145	ENR	Donna G Perez	—	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129807	ENR	Joan Cunningham	2006-11-14	UHC-78634-64	3887130492	4473 Union St # 203, Tampa, FL, 33627	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-419385	CLM	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA, 95843	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106445	ENR	Kayla A Williamson	2008-07-14	UHC-28782-70	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136289	ENR	Charlotte J Morgan	2001-03-03	UHC-53059-88	4269777010	3169 Canyon Rd, Denver, CO, 80242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110517	ENR	Beverly W Gonzales	1944-03-03	UHC-28012-85	3879371789	2540 Grand Ave, San Antonio, TX, 78225	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111380	ENR	Catherine H Morgan	2006-04-10	UHC-30159-88	5718480669	6975 Hillcrest Rd Apt 36, Tempe, AZ, 85237	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-119349	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100267	ENR	Kathryn J Kelly	1955-01-24	UHC-61592-30	6586513640	6310 Cedar Ln, Mesa, AZ, 85255	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415344	CLM	George Dominguez	2001-04-12	UHC-62241-74	4545634232	974 Sage Ct # 437, Seattle, WA, 98194	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-143082	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143083	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422056	CLM	Eric Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St # 108, Plano, TX, 75090	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131776	ENR	Carol Bryant	1990-11-22	UHC-19112-85	8627026676	5725 Baseline Rd, Seattle, WA, 98103	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125112	ENR	Luis N Wang	1950-12-22	UHC-24120-80	8509369707	4636 Maple Ave # 122, Minneapolis, MN, 55493	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101113	ENR	Helen X Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135081	ENR	Jennifer Gray	1977-08-21	UHC-61559-04	3082645014	1201 Maple Ave, Atlanta, GA, 30345	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108752	ENR	Lori O Lewis	1949-03-09	UHC-65986-60	9466565587	6077 Highland Ave, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-431660	CLM	Alexis Singh	1985-11-15	UHC-47408-81	6434603845	4394 Canyon Rd Apt 32, Las Vegas, NV, 89107	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-125835	ENR	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-129254	ENR	Edwerd Reed	1957-05-20	UHC-06276-31	8336528564	1422 Lincoln Way, San Antonio, TX, 78207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131054	ENR	Jorddan Rice	1965-09-13	UHC-17038-94	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118547	ENR	Ethan E Mills	1938-07-25	UHC-93643-96	4245738596	6811 Park Pl, Plano, TX, 75081	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107160	ENR	Emma S Lopez	1940-08-10	UHC-18654-27	2364020917	9378 Union St, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138090	ENR	Joe B Welch	2003-03-10	UHC-01942-36	4473401088	8568 Ocean Ave, Phoenix, AZ, 85071	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-119958	ENR	Amber R Burke	1994-03-09	UHC-16041-55	—	8073 Sunset Blvd, Austin, TX, 78758	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116384	ENR	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	772 Willow Ct, Los Angeles, CA, 90065	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116836	ENR	Robert B Dixon	2000-10-05	UHC-69644-63	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407892	CLM	Fatima Kim	1982-01-04	UHC-92687-81	—	5234 Elm St, Plano, TX, 75034	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130818	ENR	Franklin Saarah	1979-02-19	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107104	ENR	Marcus Spencer	1947-03-27	UHC-75217-26	—	8143 Oak St, Miami, FL, 33127	0.60	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-103159	ENR	Alexis N Nguyen	1960-09-04	UHC-40777-06	4247615077	9279 Forest Ave, Houston, TX, 77040	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107840	ENR	Rachel M West	1951-09-13	UHC-58253-49	2376717144	6249 Harbor Blvd # 352, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-116025	ENR	Sarah Sullivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave # 395, San Diego, CA, 92155	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

3,278 rows, page 12 of 66Previous Next