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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57145	TPA	Carlos Kennedy	1976-02-05	—	—	4777 Palm Dr # 721, Orlando, FL, 32867	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57372	TPA	Brayn H Wood	1953-06-28	—	—	8221 Willow Ct # 383, Mesa, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-121167	ENR	Hannah Simpson	1995-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 733, Tucson, AZ, 85725	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-114740	ENR	Gabriel Castillo	1990-10-01	UHC-46808-96	3968841043	1163 Church St Apt 2, Plano, TX, 75066	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
CLM-415531	CLM	Laura Q Ramos	1995-07-22	UHC-35531-48	4758625474	9515 Jefferson Ave # 156, Tucson, AZ, 85754	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-63157	TPA	Henry Dominguez	2000-08-01	—	—	9538 Mesa Dr # 521, Tampa, FL, 33662	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
TPA-51910	TPA	Joe S King	1995-08-07	UHC-65740-09	—	265 Palm Dr Apt 32, Miami, FL, 33154	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
ENR-139989	ENR	Austin C Willis	1996-10-05	UHC-64753-14	—	9501 Spring St # 137, Fresno, CA, 93714	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-431421	CLM	Noah White	1944-06-22	UHC-99894-75	2627925315	6884 River Rd # 263, Fresno, CA, 93759	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
ENR-103997	ENR	Kimmberly R Parker	2002-12-14	UHC-87896-22	8816768176	7164 Elm St Apt 11, Chandler, AZ, 85227	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
TPA-53883	TPA	Aaron Andrews	2007-04-08	—	—	6597 Church St # 966, San Diego, CA, 92170	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-22603	PRV	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave # 565, Denver, CO, 80243	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-141724	ENR	Alan Lawson	1984-02-08	UHC-13188-22	7385053770	3209 Lincoln Way Apt 30, Glendale, AZ, 85315	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
CLM-423955	CLM	Tyer Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St # 102, Los Angeles, CA, 90056	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-110347	ENR	Justin R Campbell	1938-08-08	UHC-25971-15	8262074474	525 Sage Ct Apt 40, Jacksonville, FL, 32208	0.68	Middle initial moved out of first name Name re-cased Unit split from street Email lower-cased
TPA-57891	TPA	Betty Paetl	1959-02-07	UHC-54842-23	7427794631	1321 River Rd Apt 2, Charlotte, NC, 28291	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-138184	ENR	Kevin Foster	1971-11-10	UHC-40606-46	9317833320	8212 Hillcrest Rd # 476, Chandler, AZ, 85294	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-423661	CLM	Andrew U Nunez	—	UHC-64434-62	—	9834 Elm St # 965, Austin, TX, 78793	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111025	ENR	Mateo I Edwards	1958-09-14	UHC-77692-77	2107032080	746 Maple Ave # 682, Nashville, TN, 37291	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
TPA-59520	TPA	Dick H Hamilton	2000-10-03	UHC-08968-49	—	4119 Highland Ave # 996, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-129491	ENR	Jeremmy G Martinez	1995-05-10	UHC-21213-40	7064286240	1333 Bayshore Dr Apt 18, Glendale, AZ, 85336	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-134431	ENR	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	1729 Jefferson Ave Apt 37, Nashville, TN, 37257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-432729	CLM	Madison Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave Apt 4, Minneapolis, MN, 55440	0.68	Date of birth reformatted SSN last four extracted Unit split from street Placeholder values cleared
TPA-53234	TPA	Eric Palmer	1964-11-24	—	—	7424 Palm Dr Apt 22, Los Angeles, CA, 90025	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-109138	ENR	Arthur X Hernandez	2003-08-06	UHC-81248-74	8977492416	9506 Washington St Apt 15, Mesa, AZ, 85298	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-117539	ENR	Victoria Stevens	1971-12-19	UHC-07139-26	3618387929	8879 Mountain View Dr Apt 40, Tampa, FL, 33623	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-142520	ENR	Hiroshi Jordan	1981-05-22	UHC-65873-95	9186570207	9545 Main St # 920, Seattle, WA, 98117	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-404888	CLM	Linda Murraay	—	UHC-87160-20	—	9085 Washington St Apt 7, Mesa, AZ, 85250	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
ENR-100300	ENR	Gerald Knight	1963-02-06	UHC-94266-68	4744859616	2508 Highland Ave # 178, Phoenix, AZ, 85026	0.68	Member ID reformatted SSN last four extracted Unit split from street Whitespace trimmed
CLM-411608	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 15, Tempe, AZ, 85219	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-125420	ENR	Jordaan H Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd # 975, Fresno, CA, 93708	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
CLM-406802	CLM	Jacob N Kinng	1970-03-14	—	5236796588	7963 Lake View Rd # 297, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
ENR-113341	ENR	Bruce Wattson	1956-10-01	UHC-58660-37	9596515503	8285 Ocean Ave Apt 2, Mesa, AZ, 85289	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-118973	ENR	Joe F Fields	1952-10-21	UHC-48709-36	4155698963	3168 Pine Dr Apt 11, Columbus, OH, 43228	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-108620	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	9063282038	5429 Highland Ave # 390, San Diego, CA, 92165	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
PRV-27257	PRV	Karen Fihser	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 505, Houston, TX, 77092	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-401765	CLM	Walter Wang	1947-09-13	—	—	5093 Grand Ave # 799, Plano, TX, 75090	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-142286	ENR	Megan U Pteers	1957-12-07	UHC-78395-46	5556597564	5477 Church St Apt 1, Jacksonville, FL, 32298	0.68	Two-digit birth year Phone reformatted Unit split from street Plan code upper-cased
CLM-418883	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	2934874031	5649 Camelback Rd # 792, Mesa, AZ, 85295	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-409418	CLM	Anan Hicks	2000-07-28	UHC-76951-41	—	4474 Valley View Dr Apt 24, Minneapolis, MN, 55404	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-420384	CLM	Ronald P Espinoza	1971-03-13	—	—	5055 Highland Ave Apt 21, Nashville, TN, 37281	0.68	Middle initial moved out of first name Name re-cased Unit split from street Placeholder values cleared
ENR-106286	ENR	Edward Graham	—	UHC-96241-33	—	3756 Lincoln Way # 328, Mesa, AZ, 85278	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127375	ENR	Debra Estrada	1964-10-01	UHC-99124-42	5718802295	3265 Elm St # 179, Fresno, CA, 93753	0.68	Phone reformatted SSN last four extracted Unit split from street Plan code upper-cased
CLM-427824	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427825	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421082	CLM	Robert Guerrero	1949-03-04	UHC-68316-58	—	1020 Washington St # 978, Orlando, FL, 32834	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 110 of 140Previous Next