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

Enrollment, 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-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132940	ENR	Ptaricia E Dominguez	1990-10-19	UHC-15071-60	4487713346	8768 Canyon Rd, Los Angeles, CA, 90034	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120664	ENR	Jeffrey G Sullivan	2001-12-17	UHC-01818-10	4417322071	8471 Elm St, Houston, TX, 77054	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116264	ENR	Amebr G Lawson	1962-09-26	UHC-27031-71	9679214070	2988 Sunset Blvd, Orlando, FL, 32837	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141966	ENR	Anthonny Fields	1940-01-11	UHC-31593-83	6577355731	5442 Main St, Glendale, AZ, 85389	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-120240	ENR	Willam H Thomas	1950-10-27	UHC-66305-24	4376997661	8887 Palm Dr, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-117869	ENR	Joshua Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.54	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101296	ENR	Matthew Jensen	1973-08-26	UHC-03797-09	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-117531	ENR	Kevin Vasquez	1965-12-12	UHC-02982-41	4987211863	3689 Grand Ave, Scottsdale, AZ, 85266	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-101849	ENR	Stephen Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-100083	ENR	Melissa D Fields	1951-09-13	UHC-11822-38	8014746440	754 Central Ave, Houston, TX, 77085	0.54	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116260	ENR	Bobbby A Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
ENR-140380	ENR	Henry Soto	1968-02-26	UHC-32029-14	5242635765	8371 River Rd, Austin, TX, 78748	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
ENR-121262	ENR	Jeremy Ray	1995-12-15	UHC-72912-98	8119407369	2100 Sunset Blvd, Charlotte, NC	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-131717	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-140079	ENR	Ethan Ramos	1996-07-20	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-141096	ENR	Mei P Bishop	1982-09-12	UHC-14148-92	3023198981	8239 Park Pl Apt 5, Plano, TX, 75021	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
ENR-103347	ENR	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-119003	ENR	Sophia Peterson	1949-12-06	UHC-37400-94	9365541357	2121 Grand Ave, Houston, TX	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-114533	ENR	Brenda Z Reed	1998-12-09	UHC-48758-61	5087030370	4270 Valley View Dr Apt 33, San Antonio, TX, 78221	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-142189	ENR	George N Berry	2006-06-25	UHC-53417-41	—	2479 Broadway, San Diego, CA, 92135	0.56	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-122607	ENR	Jerry Richadrson	1966-12-11	UHC-82086-33	—	8049 Broadway, Denver, CO, 80214	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-132328	ENR	Paul Harper	1964-03-14	UHC-17112-43	—	7744 Ridge Rd # 529, Scottsdale, AZ, 85209	0.56	Two-digit birth year Phone missing area code Member ID reformatted Unit split from street
ENR-137035	ENR	Aisha Jimenez	1974-11-06	UHC-92482-06	4683840148	9077 Highland Ave, Minneapolis, MN, 55423	0.56	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased
ENR-120056	ENR	Randy Q Johnston	1978-02-22	UHC-32459-34	—	5415 Pine Dr, Tempe, AZ, 85297	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-103486	ENR	Ana King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-126472	ENR	Luis Cooper	2003-08-19	UHC-43368-79	5407356118	3847 Maple Ave, San Diego, CA, 92139	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Whitespace trimmed
ENR-111849	ENR	Sarah M Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St # 614, Los Angeles, CA, 90017	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed
ENR-120133	ENR	Ralph K Thompson	1943-08-18	UHC-33872-40	8462460001	7416 Elm St, Sacramento, CA, 95861	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-111129	ENR	Larry Willis	1967-01-25	UHC-23228-90	6269209877	9590 Oak St, Las Vegas, NV, 89105	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-108035	ENR	Logan Y Thompson	1942-05-19	UHC-52807-74	5892928123	6607 Park Pl, Las Vegas, NV	0.56	Two-digit birth year Phone reformatted ZIP missing Gender normalised
ENR-127342	ENR	Oliviia Boyd	1990-02-22	UHC-64956-73	4953555836	2665 Canyon Rd, Nashville, TN	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed
ENR-127284	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-139875	ENR	Brenda D Lawrence	2008-09-19	UHC-03077-34	8376431059	418 Jefferson Ave, Mesa, AZ, 85206	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-118719	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-118718	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased

2,874 rows, page 22 of 58Previous Next