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-417174	CLM	Carolyn L Coleman	1991-03-16	—	2417098567	8911 Oak St, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125663	ENR	Willie X Martin	1953-11-25	UHC-69388-74	3206206265	1258 Union St, Nashville, TN, 37256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128668	ENR	Megan Evans	1970-09-20	—	3592274876	7587 Market St, Houston, TX, 77091	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403120	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403119	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428778	CLM	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St, Orlando, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-432795	CLM	Stephen Murray	1962-05-26	—	8113848702	4148 Main St, Seattle, WA, 98101	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429580	CLM	Katherine N Ramirez	1958-09-11	—	2237033326	8202 Palm Dr, Gilbert, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130818	ENR	Franklin Saarah	1979-02-19	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121532	ENR	Grace U Soto	1948-12-28	UHC-03021-42	—	9467 Harbor Blvd, Chandler, AZ, 85281	0.60	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
CLM-410274	CLM	Janice Dixon	1965-05-19	UHC-16214-14	4343139723	6092 Canyon Rd, Minneapolis, MN, 55422	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400676	CLM	Raymond L Mendoza	1943-05-14	—	—	6759 Canyon Rd, Columbus, OH, 43276	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-132604	ENR	Andrew H Palmer	1939-02-02	UHC-25445-68	4727111552	4190 Meadow Ln, Sacramento, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417525	CLM	Marilyn S King	1970-10-14	—	8824665571	7092 Pine Dr, Houston, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-402655	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401726	CLM	Emma Patel	1988-09-21	—	5562339202	3616 Indian School Rd, Phoenix, AZ, 85021	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126565	ENR	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln, Tempe, AZ, 85287	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420115	CLM	Roger C Wang	1971-06-16	UHC-11203-29	9806840763	932 Park Pl, Denver, CO, 80289	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57100	TPA	Betty T Green	1957-02-08	—	—	7997 Lake View Rd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414960	CLM	Willie Vega	1966-02-26	UHC-62858-70	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107104	ENR	Marcus Spencer	1947-03-27	UHC-75217-26	—	8143 Oak St, Miami, FL, 33127	0.60	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-409737	CLM	Scott Howell	2004-09-04	—	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426692	CLM	Tyler Wang	1941-12-14	UHC-25081-14	—	1579 Lincoln Way, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419458	CLM	Diego Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424632	CLM	Stephen E Soto	1957-10-24	UHC-38096-98	—	422 Indian School Rd, Austin, TX, 78749	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108298	ENR	Billy Lopez	1986-07-01	UHC-13319-91	4766387685	5763 Hillcrest Rd, Gilbert, AZ, 85202	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400102	CLM	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101187	ENR	Ramos M Ryan	1957-10-11	UHC-44488-08	5743513230	5901 Apache Blvd, Mesa, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107840	ENR	Rachel M West	1951-09-13	UHC-58253-49	2376717144	6249 Harbor Blvd # 352, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-124878	ENR	Maggie Banks	1980-03-24	UHC-08433-75	—	4041 Market St, Jacksonville, FL, 32234	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133999	ENR	Dorothy R Salazar	1992-09-11	UHC-11013-30	5905830646	3621 Park Pl, San Antonio, TX, 78258	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125481	ENR	Philip Bradley	1959-11-21	UHC-70449-36	4068911868	411 Sunset Blvd, Mesa, AZ, 85242	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-431766	CLM	Heather Carpenter	1995-04-21	UHC-25991-83	7094590704	7891 Forest Ave, San Diego, CA, 92173	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123063	ENR	Nicole Maldonado	2000-01-09	UHC-52377-23	5316962577	8288 Bayshore Dr, Orlando, FL, 32801	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141763	ENR	Gary Q Peters	1974-05-07	UHC-57117-44	6122374597	157 Spring St, Columbus, OH, 43230	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63590	TPA	Sean Nguyen	1944-06-06	—	—	6330 Oak St Apt 33, Dallas, TX, 75262	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-105355	ENR	Joshua Mendoza	1954-10-27	UHC-08725-60	9532876576	650 Valley View Dr, Houston, TX, 77067	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104002	ENR	Ranyd Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St # 905, Plano, TX, 75009	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422528	CLM	Daniel Morales	2006-06-28	UHC-50469-96	5027746983	5695 Willow Ct, Fresno, CA, 93739	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

71,257 rows, page 175 of 1,426Previous Next