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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400658	CLM	Lawrence Garret	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-403842	CLM	Kimberly Cruz	1967-03-18	UHC-50312-75	5488227857	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-401305	CLM	Craol Andrews	2006-08-27	—	4817026382	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400873	CLM	Fatima Nguyen	1984-03-14	UHC-77642-95	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-403606	CLM	Emma C Watson	1991-08-15	UHC-67915-09	5699816603	1108 Elm St, Sacramento, CA, 95854	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-128326	ENR	Will Burton	1963-03-18	UHC-67576-88	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
CLM-423138	CLM	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd, Tampa, FL, 33622	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-58623	TPA	Omar Sims	1975-08-14	—	9295862061	2190 Grand Ave, Denver, CO, 80232	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-120413	ENR	Alice M Murphy	1947-07-09	UHC-43781-63	6875336691	183 Mountain View Dr, Las Vegas, NV, 89193	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-427835	CLM	Roger Robertson	2002-05-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62390	TPA	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-60719	TPA	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-426951	CLM	Karen Powell	1988-04-09	—	9648633370	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-64227	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL, 33671	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-133659	ENR	Henry I Warren	2004-10-08	UHC-35224-91	4124109685	2241 Park Pl, San Antonio, TX, 78255	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-422815	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-27230	PRV	Natalie Harper	1974-06-13	UHC-41642-39	—	4968 Camelback Rd, Atlanta, GA, 30307	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-57897	TPA	Keith U Myers	1973-09-21	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-138258	ENR	Judy Moore	2007-06-13	UHC-31565-20	—	357 Willow Ct, Chandler, AZ, 85279	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
TPA-60161	TPA	Amanda Cole	2005-10-28	UHC-20244-98	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-24851	PRV	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-427260	CLM	Mary N Coleman	1995-06-14	—	—	312 Mountain View Dr, Denver, CO, 80226	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-115983	ENR	Bryan O Flores	1969-04-28	UHC-43147-53	8464518193	8493 Market St, San Antonio, TX, 78273	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-52899	TPA	Mateo B Castro	1969-09-04	—	6102596581	9205 Apache Blvd, Phoenix, AZ, 85069	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-111168	ENR	Carlos Gutierrez	1976-10-22	UHC-44469-49	6425583260	8205 Spring St, Glendale, AZ, 85395	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102669	ENR	Thomas Harvey	1944-03-05	UHC-88323-46	6402060091	7820 Bayshore Dr, Las Vegas, NV, 89123	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-118909	ENR	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-414915	CLM	Jeremy T Fernandez	1942-06-17	UHC-82545-81	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-55429	TPA	Warren Priya	1987-11-26	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-430799	CLM	Matthew Harper	2001-06-03	UHC-43987-44	—	3125 Union St, Los Angeles, CA, 90067	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-105110	ENR	Albert L Patel	1949-03-17	UHC-95967-79	3557992520	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-139865	ENR	Smantha Ruiz	1978-04-18	UHC-04065-77	2504472466	3319 Harbor Blvd, San Antonio, TX, 78295	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
CLM-419684	CLM	Gregory Aguilar	1961-08-18	UHC-47637-38	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-432539	CLM	Ruth Jordan	2005-02-16	UHC-16459-44	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-426866	CLM	Jordan Ferguson	1942-06-09	—	3254919247	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-52636	TPA	Amber Oliver	1949-08-23	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-104832	ENR	Matthew Snyder	2004-11-13	UHC-33098-14	6039445723	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-107207	ENR	Amber Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St, Jacksonville, FL, 32208	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
CLM-426290	CLM	Laura Castillo	1962-04-24	UHC-96050-09	2313801821	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-404654	CLM	Jesse Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-113732	ENR	Charlotte O Warren	1953-12-28	UHC-20880-69	8642278000	3458 Bayshore Dr, Austin, TX, 78787	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-120488	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-109791	ENR	Brenda Stephens	1965-07-27	UHC-83061-21	5736872252	3910 Forest Ave, Phoenix, AZ, 85033	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-105056	ENR	Eugene Romero	1943-07-19	UHC-60321-13	2473534734	6759 Lake View Rd, Orlando, FL, 32857	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-430882	CLM	Austin S Espinoza	2003-02-23	—	—	2063 Valley View Dr, Minneapolis, MN, 55483	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-401695	CLM	Victoria Phillips	1938-03-11	UHC-89176-51	5098536150	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-55805	TPA	Bobby Gordon	1980-01-03	—	8475740019	2134 Ridge Rd, Sacramento, CA, 95893	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-25016	PRV	Jeremy Read	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr, Nashville, TN, 37237	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52421	TPA	Thomas Powell	1965-12-19	—	4264749031	1837 Palm Dr, Atlanta, GA, 30397	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-140638	ENR	Chris Graham	1994-10-28	UHC-01304-52	6759348647	666 Oak St, San Antonio, TX, 78265	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared

9,980 rows, page 181 of 200Previous Next