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
CLM-428824	CLM	Dennis J Hoffman	—	UHC-46207-75	4645087927	1521 Market St, Los Angeles, CA, 90089	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
ENR-142986	ENR	Jeremy W Fuller	—	UHC-03594-99	9746892458	1341 Market St, Miami, FL, 33176	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-108035	ENR	Logan Y Thompson	1942-05-19	UHC-52807-74	5892928123	6607 Park Pl, Las Vegas, NV	0.56	Two-digit birth year Phone reformatted ZIP missing Gender normalised
ENR-121741	ENR	Patrick Pena	2005-10-25	UHC-91383-46	5034340464	364 Oak St, Sacramento, CA, 95867	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-129586	ENR	Sara Garrett	1938-10-03	UHC-34288-69	—	114 Desert Sky Blvd, Los Angeles, CA, 90042	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
TPA-57821	TPA	Brenda Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-419048	CLM	David Yang	1991-09-02	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-419422	CLM	Sharon Sanchez	1996-03-09	UHC-45305-19	—	6949 Canyon Rd, Tempe, AZ, 85271	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-404098	CLM	VirginiaJunk	1981-04-11	—	—	8224 Maple Ave Apt 17, Fresno, CA, 93751	0.56	Unit split from street Gender normalised Placeholder values cleared No usable name (quarantined)
TPA-55510	TPA	Henry Pierce	2007-07-20	—	—	6795 Park Pl # 146, Plano, TX, 75007	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-119783	ENR	Benjamin R Hunter	—	UHC-32263-44	7119127618	7826 Willow Ct, Minneapolis, MN	0.56	Date of birth unreadable Phone reformatted ZIP missing Gender normalised
ENR-140764	ENR	Emily Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln, Chandler, AZ, 85223	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-131223	ENR	Martha M Dominguez	1976-10-06	UHC-73212-31	3222632847	7973 Apache Blvd, Atlanta, GA	0.56	Member ID reformatted State name converted to code ZIP missing Gender normalised
ENR-118460	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	—	6037 Sage Ct, Gilbert, AZ	0.56	State name converted to code ZIP missing Gender normalised Whitespace trimmed
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
CLM-420676	CLM	BJunk	1941-11-04	UHC-90971-37	—	3733 Forest Ave, Tempe, AZ, 85240	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
CLM-409847	CLM	Priya Montgomery	1942-05-27	UHC-56767-57	—	2829 Ocean Ave Apt 18, Seattle, WA, 98152	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
CLM-414907	CLM	Emma Weaver	1980-08-25	UHC-92616-38	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.56	Name split from “Last, First”State name converted to code Gender normalised Plan code upper-cased
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
ENR-125647	ENR	Olivia B Dunn	1956-09-23	UHC-37209-76	2505111244	7987 Central Ave, Columbus, OH, 43235	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-138873	ENR	Jordan H Washingon	1964-12-26	UHC-77857-53	—	6428 Washington St, Atlanta, GA, 30336	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-127284	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-102131	ENR	Tyler Adams	1975-12-13	UHC-88134-07	3333950487	396 Baseline Rd, Chandler, AZ, 85297	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-141954	ENR	Ethan Stephens	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave, Fresno, CA	0.56	Street suffix standardised Address re-cased ZIP missing Gender normalised
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-102287	ENR	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.56	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-139875	ENR	Brenda D Lawrence	2008-09-19	UHC-03077-34	8376431059	418 Jefferson Ave, Mesa, AZ, 85206	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-117998	ENR	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-127706	ENR	Dennis J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised
TPA-53227	TPA	Jean Edwards	1991-12-01	UHC-85008-34	—	4057 Sage Ct Apt 4, Sacramento, CA, 95868	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
ENR-110493	ENR	Richard K Hayes	1959-05-15	UHC-24657-48	—	3622 Meadow Ln, Gilbert, AZ, 85269	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
TPA-53568	TPA	Tylre S Alvarez	—	UHC-06222-12	7976380868	9548 Mountain View Dr # 419, Mesa, AZ, 85242	0.56	Date of birth missing Unit split from street Gender normalised Placeholder values cleared
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115561	ENR	Vicotria W Morales	1951-10-05	UHC-18505-75	8644412460	7253 Spring St, Sacramento, CA, 95897	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
CLM-423308	CLM	Justin S Tucker	1968-12-26	—	—	7759 Forest Ave, Denver, CO, 80231	0.56	Two-digit birth year State name converted to code Gender normalised Placeholder values cleared
TPA-59016	TPA	Nicole George	2006-06-12	—	—	5730 Sunset Blvd # 529, Austin, TX, 78750	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
ENR-107626	ENR	Alan Fox	1965-06-19	UHC-67661-83	7359171867	2320 Main St, Glendale, AZ, 85391	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
CLM-419354	CLM	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX, 78761	0.56	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised
ENR-128340	ENR	Isabella X Pena	1952-12-15	UHC-37201-24	4054670229	6705 Grand Ave, San Antonio, TX, 78297	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
TPA-52643	TPA	Nick X Gonzales	1999-02-28	—	—	3035 Harbor Blvd, Glendale, AZ, 85333	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
ENR-108576	ENR	Abigail Jacckson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127840	ENR	Christian B Buttler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427769	CLM	Madison Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108941	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-108940	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-103837	ENR	Rebecca S Warren	1997-04-06	UHC-69309-05	—	7385 Market St, San Diego, CA, 92189	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more

16,828 rows, page 105 of 337Previous Next