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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122725	ENR	Andrea T Lopez	1943-10-06	UHC-05099-19	—	688 Valley View Dr, Miami, FL, 33199	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112030	ENR	Albert Wilson	1948-09-04	UHC-98937-02	2526421147	143 Meadow Ln, Fresno, CA, 93764	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130508	ENR	Wei Z Cruz	1987-08-12	UHC-90987-72	9696461837	677 Willow Ct, Scottsdale, AZ, 85282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121666	ENR	Paul Perez	1955-08-24	UHC-51272-52	2376183115	4842 Cedar Ln, Seattle, WA, 98159	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-130769	ENR	Martha Q Brown	1990-10-09	UHC-75930-16	—	6434 Oak St, Las Vegas, NV, 89131	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137257	ENR	Heather Castillo	1970-03-18	UHC-37392-76	3729536856	6411 Main St, Scottsdale, AZ, 85255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135297	ENR	Edward Wallace	2004-07-12	UHC-87408-77	2644867966	9502 Valley View Dr # 183, San Diego, CA, 92102	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-136056	ENR	Beverly G Santos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123889	ENR	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
ENR-104346	ENR	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104501	ENR	Michelle H Bell	1944-10-13	UHC-80322-26	8428471736	2012 Valley View Dr, Tampa, FL, 33625	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118816	ENR	Wayne Kelly	1948-08-22	UHC-47805-90	2108474255	3317 Main St, Glendale, AZ, 85355	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111604	ENR	Anna O Bell	1938-04-12	UHC-14422-58	9192137331	957 Baseline Rd, Dallas, TX, 75259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101727	ENR	Vincent O Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107090	ENR	Santiago Robinson	1957-07-26	UHC-06217-27	—	1268 Desert Sky Blvd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-134613	ENR	Kennedy E Rachel	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135799	ENR	Samantha Harrison	1998-10-12	—	4908403443	8319 Central Ave, Fresno, CA, 93789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101981	ENR	Christine Snyder	1989-08-27	UHC-44691-78	5494319437	4544 Park Pl, Minneapolis, MN, 55485	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108248	ENR	Maria R Hughes	1976-12-07	UHC-91327-17	9753456432	2693 Market St, Austin, TX, 78791	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103270	ENR	Sara Riley	1968-11-24	UHC-61498-82	5604707904	2720 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112138	ENR	Evelyn L Kelley	1980-04-19	UHC-08989-78	7848977909	7191 Park Pl # 830, Nashville, TN, 37217	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130836	ENR	Arjun S Harris	1944-08-24	UHC-48317-60	4666667035	6324 Lake View Rd # 971, Gilbert, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-141548	ENR	Samuel Ryan	1967-11-16	UHC-75916-95	8534392817	2090 Mountain View Dr, Tucson, AZ, 85701	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109226	ENR	Benjamin Yang	1939-10-25	UHC-59355-41	8908982585	855 Church St, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130069	ENR	Wright V Kathleen	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133306	ENR	Teresa T Powell	1981-09-23	UHC-08732-87	8253675625	6134 Cedar Ln # 753, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-119373	ENR	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave Apt 18, Nashville, TN, 37283	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-116823	ENR	Peter I Salazar	1985-08-06	UHC-60961-49	7429682169	624 Grand Ave, Dallas, TX, 75246	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139349	ENR	Julia Z Nelson	1997-06-11	UHC-55618-44	8142135020	6787 Maple Ave, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138341	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138342	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121320	ENR	Arrjun R Ellis	2007-10-26	UHC-82698-96	2355800771	6990 Market St, Miami, FL, 33179	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121151	ENR	Dbeorah Butler	1972-01-07	UHC-03429-27	8004221829	6650 Indian School Rd, Dallas, TX, 75239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 64 of 280Previous Next