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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402762	CLM	Kathleen Medina	1942-08-15	UHC-06034-54	—	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-416531	CLM	Frances Black	1973-01-08	—	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140894	ENR	Arjun M West	1942-08-06	UHC-19962-79	5058516365	7968 Main St, Jacksonville, FL	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404784	CLM	Stephen Li	1994-06-25	UHC-49292-64	—	9593 Harbor Blvd, Atlanta, GA, 30321	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52868	TPA	Linda Myers	1975-11-06	—	2465836521	8146 Church St, Phoenix, AZ, 85039	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116059	ENR	Mary S Ellis	1954-11-08	UHC-94061-26	6196987767	5588 Palm Dr Apt 31, Jacksonville, FL, 32282	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-143068	ENR	Frances E Mendez	2000-10-09	UHC-31146-68	—	6052 Market St, Nashville, TN, 37238	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
TPA-61166	TPA	Deborha Owens	1969-09-28	—	—	7234 Highland Ave, Fresno, CA, 93721	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129082	ENR	Timothy Harris	1960-08-08	UHC-02413-69	3633274985	1631 Lincoln Way, Los Angeles, CA, 90003	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
PRV-24883	PRV	Arthur D Rios	1956-06-28	UHC-53771-89	—	583 Market St, Mesa, AZ, 85240	0.52	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432772	CLM	Dan Webb	—	UHC-96158-05	—	7729 Union St, Atlanta, GA, 30309	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119657	ENR	Steve C Nichols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400793	CLM	Roger Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
ENR-137444	ENR	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave Apt 34, Columbus, OH, 43298	0.52	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-137234	ENR	Eric Simmons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432061	CLM	Carl G Rios	—	—	6892764410	180 Meadow Ln, Tucson, AZ, 85762	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109101	ENR	Matthew K Montgomery	—	UHC-40390-81	9079446751	4920 Lake View Rd, Charlotte, NC, 28279	0.52	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
CLM-426622	CLM	Donna T Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128107	ENR	Jack Chavez	1984-03-24	UHC-35215-81	6542024061	2789 Baseline Rd, Eden Prairie, MN, 55379	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430409	CLM	Lucia Campbell	1990-05-09	UHC-20371-54	—	8774 Maple Ave, Fresno, CA, 93723	0.52	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431878	CLM	Jeremy Dunncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-117558	ENR	Stephanie Knight	1950-11-05	UHC-08962-38	5248963925	6930 Main St, Gilbert, AZ, 85284	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126777	ENR	Nick V Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-403620	CLM	Brandon V Lopez	1955-02-03	—	3293167866	—	0.52	Name re-cased Two-digit birth year SSN last four extracted Gender normalised+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116372	ENR	Mateo Garza	1977-06-20	UHC-27538-35	7227471049	6866 Central Ave, Atlanta, GA, 30352	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-408906	CLM	Kevin Rice	2000-08-06	—	—	8670 Main St, Chandler, AZ, 85265	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60905	TPA	Dylan F Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-24471	PRV	Frank F Nelson	1997-09-14	—	—	9185 Elm St, Chandler, AZ, 85222	0.52	Phone missing area code SSN last four extracted City re-cased State name converted to code+2 more
ENR-125870	ENR	Stephanie Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

2,817 rows, page 18 of 57Previous Next