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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-104096	ENR	Carolyn Hawkins	1955-08-14	UHC-24623-34	6954978570	354 Sunset Blvd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-128576	ENR	Bill O Griffin	1963-04-04	UHC-50393-25	2984121629	4415 Union St, Las Vegas, NV, 89120	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405713	CLM	Dennis Grnt	1934-04-27	—	2117121932	3986 Maple Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-404051	CLM	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-431374	CLM	Roger Contreras	1975-05-15	UHC-06935-90	8327497089	2705 Indian School Rd, San Diego, CA, 92123	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-142037	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-55226	TPA	Christina Caarroll	1990-07-10	—	—	4892 Indian School Rd, Scottsdale, AZ, 85284	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-114678	ENR	Gabriel K Ortega	1956-10-12	UHC-41006-25	—	9315 Washington St, Jacksonville, FL, 32292	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
TPA-60562	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124468	ENR	Catherine H Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24343	PRV	John Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
PRV-28832	PRV	Jesse D Wang	1951-05-04	UHC-64399-80	—	4970 Grand Ave, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-412579	CLM	Shirley Sanchez	1948-12-12	—	—	5839 Apache Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-129090	ENR	Patrrick Mason	1954-04-24	UHC-14426-56	3498085767	6084 Baseline Rd, Mesa, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-108500	ENR	Rachel Hunter	1971-01-17	UHC-39152-60	3107465664	7346 Indian School Rd, Charlotte, NC, 28245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
ENR-131768	ENR	Ryan P Reed	1951-11-12	UHC-83799-46	3644370961	1573 Mountain View Dr, Mesa, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-119871	ENR	Douglas A Lawrence	1961-12-18	UHC-50395-41	7222673098	2159 Mountain View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-109266	ENR	Linda Hicks	2003-06-19	UHC-16514-54	7715267948	701 Central Ave, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110682	ENR	Diego Q Mason	1987-05-07	UHC-59635-23	4955427071	6414 Indian School Rd, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419947	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419948	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61183	TPA	Ana Fernandez	1968-02-05	—	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
ENR-112203	ENR	Logan Valdez	1971-09-21	UHC-80082-29	2769275136	4936 Park Pl, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108154	ENR	Gonzalez Ann	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-132203	ENR	Larry I Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-56970	TPA	Virginia M Mejia	1986-09-13	—	—	6665 Lake View Rd, Austin, TX, 78706	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-121406	ENR	Kathryn K Little	1946-03-07	UHC-34920-10	—	6089 Mesa Dr, Miami, FL, 33173	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-116003	ENR	Carlos Alvarez	1977-10-26	UHC-04426-82	7704001467	2067 Lake View Rd, Nashville, TN, 37278	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-123598	ENR	Willie S Alexander	1953-03-14	UHC-70139-16	7327946555	1223 Central Ave, Dallas, TX, 75245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-111985	ENR	Randy Washington	1956-04-20	UHC-04077-40	—	7571 Camelback Rd, Chandler, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-50460	TPA	Justin Weber	1948-06-28	—	—	9726 Palm Dr, Miami, FL, 33131	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more

17,850 rows, page 141 of 357Previous Next