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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415286	CLM	Edwards Janice	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-432482	CLM	Luis Jonees	1948-05-16	UHC-28777-79	9778047251	2298 Sage Ct, Phoenix, AZ, 85096	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139950	ENR	Brandon M Hamilton	1965-04-13	UHC-11844-80	6679283938	8869 Mountain View Dr, Tucson, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27501	PRV	Obrien M Laura	2000-08-16	—	4486001681	3657 Desert Sky Blvd Apt 36, Los Angeles, CA, 90029	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-113079	ENR	Katherine B Larson	1972-09-17	UHC-24304-50	4912407045	4444 Main St, Los Angeles, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20657	PRV	Stephen Mason	1949-01-20	—	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123016	ENR	Melissa Hart	1959-12-19	—	5719269051	1003 Apache Blvd, San Diego, CA, 92175	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27711	PRV	Kelly Carlson	—	—	5609476747	4379 Palm Dr Apt 19, Jacksonville, FL, 32281	0.46	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
PRV-21370	PRV	Jesse Hernandez	1989-02-19	—	7966025148	2786 Spring St, Fresno, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419689	CLM	Ryan Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124183	ENR	Santiago Z Dominguez	1963-04-09	UHC-05052-57	5992637780	9297 Forest Ave, Dallas, TX, 75214	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-113586	ENR	Julia S Nguyen	1969-11-02	UHC-27419-79	4658031478	5776 Meadow Ln Apt 20, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-29234	PRV	Ruth F Mejia	1994-02-05	UHC-04349-37	5244507176	4936 Ocean Ave, Seattle, WA, 98130	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418300	CLM	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-129468	ENR	Tyler M Mason	—	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.46	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-127727	ENR	Katherine V Wagner	1962-05-06	UHC-22531-13	7622018414	1301 Ocean Ave, Columbus, OH, 43273	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27059	PRV	George B Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-26326	PRV	Carol Mason	1947-06-16	UHC-05630-68	4158604155	1548 Grand Ave Apt 38, Los Angeles, CA	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-134771	ENR	Alan Smith	2004-11-04	UHC-62253-64	9226668786	8017 Highland Ave, Glendale, AZ, 85346	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-137757	ENR	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120615	ENR	Samantha Z Dunn	1938-03-25	UHC-02275-68	3393534169	627 Lake View Rd # 972, Tempe, AZ, 85298	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401590	CLM	Gloria Chapman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-417542	CLM	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave # 788, San Diego, CA, 92167	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426522	CLM	Steven Spencer	1973-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129890	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-129889	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419153	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	7844308706	6649 Grand Ave, Jacksonville, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20606	PRV	Randy D Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-408570	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26078	PRV	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-24808	PRV	Aaron Willis	1992-01-26	UHC-69925-56	3095902243	446 Grand Ave, Fresno, CA, 93747	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-107499	ENR	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+5 more
PRV-23537	PRV	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-26271	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26272	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-114988	ENR	Joshua Walsh	—	UHC-13971-36	5252764697	3202 Pine Dr, Denver, CO, 80286	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-421170	CLM	Priya Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-403522	CLM	Marcus Nichols	2004-08-26	UHC-44150-48	—	7644 Ridge Rd, Minneapolis, MN, 55461	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-418559	CLM	Lauen Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 18, Scottsdale, AZ, 85207	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

71,257 rows, page 28 of 1,426Previous Next