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
TPA-56959	TPA	George Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-411708	CLM	Fraances Fox	1960-03-25	UHC-10054-32	4206977770	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-126590	ENR	Kyle V Evans	1945-08-03	UHC-92232-13	2682438696	9115 Indian School Rd, Mesa, AZ, 85260	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-109325	ENR	Mariana Jenkins	1953-01-10	UHC-08544-23	9057816487	5491 Main St, Scottsdale, AZ, 85293	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-106900	ENR	Anna U Armstrong	1979-03-02	UHC-18999-92	3918127209	6965 Desert Sky Blvd, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-424623	CLM	Bradley Morgan	1948-01-20	UHC-42385-27	—	6148 Cedar Ln, Atlanta, GA, 30359	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56440	TPA	Nicole Long	1966-04-13	—	—	200 Grand Ave, Chandler, AZ, 85203	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122226	ENR	Amber T Hudson	1941-01-09	UHC-37773-45	5118964922	6884 Valley View Dr, Chandler, AZ, 85244	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-63295	TPA	Jennifer Bowman	1995-06-08	—	—	9289 Canyon Rd, Mesa, AZ, 85244	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-63930	TPA	Mason Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-422710	CLM	Jenny Fisheer	1979-08-18	UHC-09837-45	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415032	CLM	Brandon Masun	1943-03-06	UHC-06018-39	5088505003	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-414861	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414862	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-409828	CLM	Roger Lewis	1952-04-16	UHC-89460-83	—	9404 Highland Ave, Miami, FL, 33115	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-57527	TPA	Brian Gutirerez	1995-03-11	—	—	6475 Central Ave, Sacramento, CA	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-108189	ENR	Frrank Murphy	1973-09-13	UHC-67229-18	2289205148	369 Grand Ave, Minneapolis, MN, 55434	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-20379	PRV	Donald J Brown	2007-05-16	UHC-36042-29	5009602474	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-130269	ENR	Arthur Anderson	1982-06-09	UHC-92354-94	4097936353	8012 Meadow Ln, San Diego, CA, 92178	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
PRV-27220	PRV	Bryan Hanson	2007-11-19	—	5988138737	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-132089	ENR	Amber Perkinns	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-425767	CLM	Luis S Kelley	1998-05-21	UHC-64251-59	—	4043 Spring St, Las Vegas, NV, 89128	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414467	CLM	Bill Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28977	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28976	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-136731	ENR	Jeffrey S Harvey	1990-09-09	UHC-72004-42	6338434954	7611 Oak St, Dallas, TX, 75283	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-57755	TPA	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412787	CLM	Vincent Mitchell	2004-07-10	—	3315801080	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102674	ENR	Marilyn M Gutierrez	1964-04-03	UHC-79657-83	6855161333	1528 Camelback Rd, Charlotte, NC, 28292	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-132368	ENR	Samantha S Adams	1997-01-12	UHC-60115-83	6134712450	6922 Sage Ct, Fresno, CA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
CLM-424338	CLM	Kimberly Sandoval	1942-08-19	UHC-46976-65	8598791876	4288 Pine Dr, Mesa, AZ, 85282	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-134961	ENR	Ralph Howell	1949-02-06	UHC-97218-30	3586751431	6773 River Rd, Austin, TX, 78705	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-22692	PRV	Eugene Jones	1966-02-20	UHC-84030-43	—	1907 Broadway, Chandler, AZ, 85295	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Placeholder values cleared
TPA-57112	TPA	Larry Richardson	1968-09-23	—	—	5408 Ocean Ave, Atlanta, GA, 30318	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-118933	ENR	Joan Williams	2007-11-03	UHC-24622-43	7659853593	8522 Jefferson Ave, Orlando, FL, 32821	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-110503	ENR	Mary Mills	1958-03-18	UHC-40585-28	6689634676	2406 Church St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
CLM-429914	CLM	Susan Perry	1946-01-03	—	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53431	TPA	Suphia Bowman	1983-01-26	UHC-12484-24	—	1910 Forest Ave, San Diego, CA, 92167	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50074	TPA	Rick Kelley	1961-01-10	—	—	1539 Spring St # 849, Atlanta, GA, 30307	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-419597	CLM	Valentina Santiago	1993-10-02	UHC-48471-74	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403694	CLM	Janice Ramirez	1973-02-17	UHC-60736-65	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-106488	ENR	Bryan N Elliott	1966-07-01	UHC-17957-06	6223581893	8813 Grand Ave, San Antonio, TX, 78260	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-408331	CLM	Rebekca Wilson	1982-12-21	—	8263080261	3284 Valley View Dr, San Antonio, TX, 78289	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418886	CLM	Russell Valdez	1968-04-09	UHC-94337-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23578	PRV	Henry Gmez	1957-07-16	—	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53353	TPA	Emma Graham	1978-09-13	—	—	6542 Central Ave, Glendale, AZ, 85306	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-135257	ENR	Alexander W Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-128865	ENR	Gregory Bishop	1962-08-05	UHC-04258-57	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-410239	CLM	Edward E Wright	1961-02-17	UHC-28582-36	—	—	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared

9,980 rows, page 131 of 200Previous Next