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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
ENR-142449	ENR	Walter K Alvarez	1993-06-09	UHC-53497-10	—	3234 Grand Ave, Glendale, AZ, 85323	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-111202	ENR	Madison X Patel	2000-01-10	UHC-54352-44	—	4495 Union St, Glendale, AZ, 85390	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-130577	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	—	86 Market St, Tampa, FL, 33617	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-127554	ENR	Douglas Sism	1982-12-09	UHC-34438-69	—	174 Spring St, Denver, CO, 80291	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-126988	ENR	White Arjuun	1970-11-06	UHC-80101-02	—	2820 Washington St, Gilbert, AZ, 85238	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-117555	ENR	Luis O Peters	2000-12-01	UHC-99143-52	—	4568 Cedar Ln, Austin, TX, 78737	0.68	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised
ENR-105111	ENR	Ann Alvarado	1972-09-25	UHC-37164-97	—	511 Oak St, Los Angeles, CA, 90028	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-125470	ENR	Diane Parker	2001-10-18	UHC-42042-21	—	2478 Maple Ave, Los Angeles, CA, 90082	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
ENR-116150	ENR	Ben Elliott	1948-03-08	—	—	5730 Sunset Blvd, San Antonio, TX, 78208	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-140019	ENR	Lucia P Welch	1987-03-03	UHC-60974-69	—	7565 Maple Ave, Plano, TX, 75030	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-111944	ENR	Logan Z Vega	1999-02-16	UHC-11562-55	—	2873 Cedar Ln, Austin, TX, 78767	0.68	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-126000	ENR	Teresa Lawrence	1988-05-24	UHC-66781-07	—	6964 Maple Ave, Seattle, WA	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-130566	ENR	Jacob A Cruz	1964-06-27	UHC-34873-65	—	9286 Desert Sky Blvd, Denver, CO, 80267	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-117345	ENR	Luis C Weaver	1970-06-07	UHC-64638-57	—	—	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Placeholder values cleared
ENR-128805	ENR	Paul G Perez	1954-11-15	UHC-31595-01	—	7031 Lincoln Way, Sacramento, CA, 95843	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-109992	ENR	Diana I Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
ENR-124540	ENR	Omar Morales	1965-06-15	UHC-01149-88	—	2612 Meadow Ln, Houston, TX, 77071	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-140576	ENR	Noah A Ferguson	1964-06-17	UHC-63143-64	—	—	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-141933	ENR	Douglas D Castillo	—	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.68	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased
ENR-142254	ENR	Rachel N Holmes	1982-08-28	UHC-72535-35	—	9194 Desert Sky Blvd, Los Angeles, CA, 90001	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-107082	ENR	Andrew C Burke	1989-01-28	—	—	7038 Bayshore Dr, Austin, TX, 78708	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-110875	ENR	Alan White	1941-05-22	UHC-81845-87	—	353 Pine Dr, Houston, TX	0.68	Phone missing area code ZIP missing Email lower-cased Whitespace trimmed
ENR-119776	ENR	Thomas Perez	1975-05-23	UHC-80680-30	—	2001 Park Pl # 105, Glendale, AZ, 85314	0.68	Name re-cased Date of birth reformatted Phone missing area code Unit split from street
ENR-109368	ENR	Larry Cunningham	1983-10-10	UHC-35442-84	—	3179 Church St, Fresno, CA, 93718	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111860	ENR	Eric X Ross	1961-10-25	UHC-96969-93	—	6166 Palm Dr, Sacramento, CA, 95836	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107029	ENR	Ronald Y James	2006-09-11	UHC-93023-09	—	7332 Spring St, Plano, TX, 75019	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107509	ENR	Sandra Z Baker	1972-10-10	UHC-47885-43	—	8323 Sage Ct # 293, Sacramento, CA, 95804	0.68	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street
ENR-105829	ENR	Lisa Campbell	1965-10-22	UHC-87281-93	—	1629 Pine Dr, Denver, CO, 80275	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-110256	ENR	Theresa Willis	1969-01-13	UHC-22770-16	—	1900 Valley View Dr, Nashville, TN, 37265	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-102997	ENR	Arjun S Howard	1965-06-21	UHC-44648-22	—	4229 Ridge Rd, Glendale, AZ, 85369	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-116779	ENR	Diae Torres	1983-03-20	UHC-21486-93	—	8329 Sunset Blvd, Plano, TX, 75081	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
ENR-129793	ENR	Julia X Perez	2005-11-25	UHC-69461-38	—	4521 Spring St, Tampa, FL, 33665	0.68	Name re-cased Phone missing area code State name converted to code Whitespace trimmed
ENR-130648	ENR	Jack J Smith	1950-07-24	UHC-36697-29	—	4569 Spring St, San Antonio, TX, 78247	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-114474	ENR	Debra V Vargas	1992-12-13	UHC-32301-47	—	7717 Hillcrest Rd, Tempe, AZ, 85269	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-120899	ENR	George S Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Phone missing area code State code upper-cased Gender normalised Whitespace trimmed
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-123479	ENR	Matthew Watkins	1982-07-05	UHC-59970-47	—	9357 Valley View Dr, Minneapolis, MN, 55478	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-131888	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-131889	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-121390	ENR	Dylan Fox	1946-04-10	UHC-69951-95	—	9665 Forest Ave, Seattle, WA, 98174	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-120270	ENR	Mariana Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX, 75267	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-134621	ENR	Jack A Sullivan	—	UHC-56237-02	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
ENR-110108	ENR	Jackie Peters	1986-06-16	UHC-89558-37	—	9069 Forest Ave, Jacksonville, FL, 32228	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-120627	ENR	Steven Patterson	1958-06-25	UHC-84198-11	—	6797 Spring St, Phoenix, AZ, 85097	0.68	Date of birth reformatted Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-115634	ENR	Justin Q Miller	1980-01-22	UHC-90323-11	—	7254 Harbor Blvd, Houston, TX	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-137781	ENR	Grace Bishop	2004-09-18	UHC-67811-69	—	67 Sage Ct, Seattle, WA, 98126	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased

1,095 rows, page 16 of 22Previous Next