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-115750	ENR	Isabella F Chavez	2003-06-15	UHC-08621-59	2196597734	1867 Washington St, Nashville, TN, 37245	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133509	ENR	Meson Morales	1966-12-11	UHC-96280-41	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100584	ENR	Jacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave # 239, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-136685	ENR	Helen K Brooks	1940-10-17	UHC-28936-05	6613048589	1516 Main St, Eden Prairie, MN, 55312	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123810	ENR	Arthur Oliver	1995-04-22	UHC-95097-30	5062102612	8600 Union St, Houston, TX, 77051	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108121	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-108122	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-117776	ENR	Sophia V Roberts	1977-02-18	UHC-64051-25	6162537893	2565 Forest Ave, Plano, TX, 75065	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-123304	ENR	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125685	ENR	Hiroshi E Chen	1966-01-04	UHC-17645-40	—	9756 Sage Ct, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123504	ENR	Danielle Carter	1959-10-04	UHC-75129-77	—	1393 Willow Ct, Gilbert, AZ, 85205	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-121304	ENR	Maria H Castro	1973-08-17	UHC-68892-31	7587053617	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-118680	ENR	Donna J Carroll	1946-07-15	UHC-70612-09	—	7717 Palm Dr, Dallas, TX, 75248	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104132	ENR	Mary U Daniels	1969-09-15	UHC-02753-64	3262426146	3406 Market St, Denver, CO, 80259	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108952	ENR	Emma Patel	1973-04-09	UHC-89997-32	—	2279 Mountain View Dr, Columbus, OH, 43237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119966	ENR	Martha V Green	1962-09-08	UHC-07746-98	—	6176 Harbor Blvd, Dallas, TX, 75258	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-115785	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct, San Antonio, TX, 78265	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122634	ENR	Ronald Ramos	1957-11-19	UHC-86887-23	7915597980	2775 Palm Dr, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142077	ENR	Roy A Santiago	1985-08-04	UHC-41770-59	2298057739	6503 Desert Sky Blvd Apt 34, Denver, CO, 80230	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
ENR-134706	ENR	Isabella Davis	1970-12-07	UHC-58116-53	—	1670 Sunset Blvd, Charlotte, NC, 28253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-104592	ENR	Richard I Sullivan	1964-08-22	UHC-93331-91	—	6923 Canyon Rd, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-143005	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-132868	ENR	Brian H Franklin	1951-10-06	UHC-33533-77	6106088020	2149 Park Pl, Los Angeles, CA, 90057	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-105845	ENR	Carol W Cunningham	1982-08-01	UHC-63509-20	9423164227	6317 Spring St, Orlando, FL, 32828	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107914	ENR	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117084	ENR	Julie M Armstrong	1995-02-28	UHC-49553-83	3706638063	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118539	ENR	Kathy S Morris	1962-10-27	UHC-93103-06	7348017940	3402 Highland Ave, Dallas, TX, 75236	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133978	ENR	Martha Ellis	1988-04-26	UHC-36344-06	—	9311 Maple Ave, Phoenix, AZ, 85015	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142403	ENR	Ralph Morgan	2003-03-09	UHC-92453-58	2387746351	1689 Sunset Blvd, Houston, TX, 77063	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117911	ENR	Walter C Scott	1973-07-11	UHC-43191-42	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-135109	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd, Tempe, AZ, 85294	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104535	ENR	Mari F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH, 43222	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134648	ENR	Maria K Domiinguez	1990-03-10	UHC-80395-08	6915059936	8958 River Rd, Orlando, FL, 32832	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138498	ENR	OJunk	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared+1 more
ENR-133606	ENR	Cynthia Warren	2000-02-15	UHC-54586-41	8896146275	9006 Bayshore Dr, Fresno, CA, 93751	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137062	ENR	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126319	ENR	Justin Perez	1987-02-09	UHC-26590-92	2035603784	3124 Ocean Ave, San Diego, CA, 92119	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-134400	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134401	ENR	Elijah Q Rogers	2007-01-14	UHC-47081-50	7415645965	5189 Canyon Rd, Austin, TX, 78747	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-118305	ENR	Brian S Gutierrez	1987-08-15	UHC-44563-70	—	9166 Union St, Fresno, CA, 93771	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109145	ENR	Priya T Price	1961-02-12	UHC-82854-83	—	8797 Baseline Rd, Charlotte, NC, 28253	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113096	ENR	Abigail Hunter	1967-09-17	UHC-85123-87	2189543827	3253 Main St Apt 14, Minneapolis, MN, 55431	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

13,989 rows, page 92 of 280Previous Next