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 “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-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139226	ENR	Susan Perry	1946-01-03	UHC-00025-27	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-130990	ENR	Priya Fernandez	1961-09-06	UHC-54311-92	2232494186	9179 Spring St, Tucson, AZ, 85785	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-111591	ENR	Jacob D Hoffman	1997-03-25	UHC-51039-01	6847649540	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111619	ENR	Theresa Wheeler	1953-07-08	UHC-04306-87	3283542633	8531 Camelback Rd, San Diego, CA, 92187	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109642	ENR	Sofia Henderson	1998-04-15	UHC-82416-11	3994538678	6222 Cedar Ln, Eden Prairie, MN, 55314	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100341	ENR	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138383	ENR	Virginia U Rose	1996-07-26	UHC-18993-70	2893171464	6726 Market St, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-117649	ENR	Jason Johnston	1987-07-21	UHC-86002-96	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142015	ENR	Samuel P Kim	—	UHC-44901-57	6246447393	3839 Park Pl, Columbus, OH, 43216	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130367	ENR	Grace Montgomery	1984-02-21	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113108	ENR	Lori T Ward	1965-06-23	UHC-57208-30	—	5185 Maple Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130397	ENR	Klye Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave Apt 25, Gilbert, AZ, 85294	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-122295	ENR	Frances R Bryant	1955-04-02	UHC-39441-14	5137105418	3296 Lake View Rd, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130437	ENR	Jennifer G Aguilar	1942-11-23	—	—	3751 Forest Ave, Los Angeles, CA, 90061	0.52	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-105409	ENR	Anna D Moore	—	UHC-72564-32	9482750419	4022 Sage Ct, Plano, TX, 75007	0.52	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-121090	ENR	Ethan Warren	1983-03-11	UHC-72208-50	5218903019	3131 Elm St, Sacramento, CA, 95803	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140704	ENR	Amanda Anndrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ, 85275	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107376	ENR	Larry F Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St # 525, Seattle, WA, 98124	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114151	ENR	Philip Sanders	1957-06-07	UHC-05781-06	5837134357	4585 Camelback Rd Apt 3, Charlotte, NC, 28202	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-138825	ENR	Kathleen Scott	1963-06-18	UHC-56889-17	4963245531	5214 Meadow Ln Apt 13, Jacksonville, FL, 32240	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114208	ENR	Dorothy D Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109628	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-109627	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-122631	ENR	Sofia G Peters	2004-01-06	UHC-10758-59	5549560638	4510 Pine Dr Apt 8, Houston, TX, 77094	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116030	ENR	Maria Matthews	1967-12-24	UHC-24311-20	9173203898	380 Oak St, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-107146	ENR	Nicole Cunningham	2005-01-02	UHC-10640-05	—	7972 Meadow Ln, Phoenix, AZ, 85087	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-116701	ENR	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.54	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-120212	ENR	John Clark	1944-10-26	UHC-32961-20	3784046841	1606 Desert Sky Blvd, Plano, TX, 75037	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-117987	ENR	Susan C Gardner	1968-04-27	UHC-08142-93	9189686080	5508 Pine Dr # 675, Charlotte, NC, 28231	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129216	ENR	Heather N Watson	1999-02-19	UHC-13281-28	5823689226	310 Main St, Plano, TX, 75045	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118382	ENR	Virginia Q Butler	1998-05-09	UHC-27368-95	6345362306	4254 Valley View Dr # 367, Atlanta, GA, 30304	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120842	ENR	Ronald Cox	1942-12-27	—	2752598119	6366 Spring St, Plano, TX, 75002	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111578	ENR	Bruce Fowler	1938-05-08	UHC-81149-56	—	7225 Lincoln Way, Columbus, OH, 43213	0.54	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-123091	ENR	Arjun M Carr	1967-04-15	UHC-90273-77	9177705440	1500 Desert Sky Blvd, Fresno, CA, 93767	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101141	ENR	Joan IJunk	1949-03-16	—	—	573 Willow Ct, Plano, TX, 75001	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more

3,951 rows, page 24 of 80Previous Next