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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22156	PRV	Billy X Diaz	1969-05-21	—	7162139220	9501 Meadow Ln, San Antonio, TX, 78201	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-126032	ENR	Sofia M Wood	1956-04-13	UHC-82729-85	4432864696	297 Oak St, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-133735	ENR	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St, Eden Prairie, MN, 55320	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429954	CLM	Terry Cunningham	2007-03-21	UHC-10855-14	—	7889 Lake View Rd, Jacksonville, FL, 32279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-117414	ENR	Aisha C Garrrett	1972-06-27	UHC-15941-54	3642667966	3415 Market St, Glendale, AZ, 85381	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432227	CLM	Wayne Contreras	1939-08-03	UHC-45743-43	—	8608 Hillcrest Rd, Charlotte, NC, 28217	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61649	TPA	Jeremy Fields	1941-08-04	—	—	806 Jefferson Ave, San Antonio, TX, 78264	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-105337	ENR	Roy Hill	1977-08-12	UHC-26981-69	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421632	CLM	William Burton	1962-03-18	—	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116460	ENR	Jean Rojas	1967-09-27	UHC-90958-81	—	3453 Broadway, Orlando, FL, 32829	0.66	Name split from “Last, First”Address re-cased Email lower-cased Gender normalised+1 more
PRV-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-140404	ENR	Jerry C Knight	1993-08-06	UHC-14087-46	5025207306	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28168	PRV	George W Johnston	1985-06-01	—	—	1092 Highland Ave, Austin, TX, 78798	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123926	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr, Las Vegas, NV, 89181	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418315	CLM	Julia Collins	1945-11-09	UHC-49715-81	—	3643 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26766	PRV	Randy Stweart	1955-03-05	—	2529828935	8689 Grand Ave, San Diego, CA, 92137	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120283	ENR	Philip E Marquez	1996-12-05	UHC-60620-95	4993872619	875 Broadway, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
TPA-53021	TPA	Keith Dixon	2004-09-02	—	7757626439	9147 Hillcrest Rd, Fresno, CA, 93754	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430490	CLM	Lucia P Welch	1987-03-03	—	5014514426	7565 Maple Ave, Plano, TX, 75030	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425392	CLM	Isabella Reed	1960-09-07	—	—	4548 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108416	ENR	Amy Reynolds	1979-04-04	UHC-33199-41	2568128040	9574 Main St Apt 29, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
PRV-21913	PRV	Hannah Jenkins	1993-11-15	—	—	1368 Mesa Dr, Austin, TX, 78756	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-117733	ENR	Debra G Bailey	1995-11-14	UHC-85402-79	8532379320	2311 Church St, Orlando, FL, 32878	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123370	ENR	Carlos B Gibson	1939-07-05	UHC-74409-30	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429341	CLM	Eric Gonzales	2001-08-13	UHC-63564-60	—	2240 Park Pl, Mesa, AZ, 85226	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
PRV-27881	PRV	Roy Elis	2006-02-21	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119154	ENR	Mateo Elliott	1996-02-27	UHC-10418-03	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407807	CLM	Samantha Morris	1995-01-25	UHC-43300-11	—	921 Church St, Tucson, AZ, 85776	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-139740	ENR	Diego Wong	1951-05-24	UHC-08180-68	5523808192	943 Spring St, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58498	TPA	Joseph Moore	1990-05-26	UHC-14260-60	—	5602 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-101181	ENR	Logan L Sims	1969-01-26	UHC-85423-31	7988809519	9148 Bayshore Dr, Phoenix, AZ, 85036	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21239	PRV	Roy C Olson	1967-08-06	UHC-36243-10	5185483978	6622 Bayshore Dr, Chandler, AZ, 85200	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
CLM-413082	CLM	Yuki Maldonado	1942-09-18	—	7058650740	9197 Baseline Rd, Jacksonville, FL, 32209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27583	PRV	Abigail Morrison	1950-04-01	—	3974204494	928 Bayshore Dr, Minneapolis, MN, 55448	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406147	CLM	Joyce Griffin	1968-07-25	UHC-02702-65	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413209	CLM	Jordan Walsh	1982-05-11	UHC-64695-37	—	8634 Church St, San Diego, CA, 92132	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141592	ENR	Carolyn Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
CLM-415817	CLM	Patricia Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-25336	PRV	Frances Hanson	1989-05-10	—	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421970	CLM	Jonathan M Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413997	CLM	Chris M Stevens	1994-08-02	UHC-11824-83	—	167 Hillcrest Rd, Austin, TX, 78749	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415424	CLM	Ahmed Hernandez	1942-04-15	—	8757447817	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more

16,828 rows, page 217 of 337Previous Next