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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432750	CLM	Maria Fields	1944-03-23	UHC-29736-44	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116129	ENR	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142440	ENR	Maria G Marshall	2002-02-08	UHC-46344-65	—	—	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-104086	ENR	Sophia D Kelley	1945-05-07	UHC-54355-98	9833794461	9351 Park Pl, Dallas, TX, 75261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120619	ENR	Ben O Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52468	TPA	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408597	CLM	Kevin Hudson	1991-01-01	UHC-27296-98	—	8959 Market St, Glendale, AZ, 85387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401387	CLM	Katherine Grant	2008-04-28	—	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419574	CLM	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53838	TPA	Nathan Rose	1964-05-05	—	—	439 Baseline Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417722	CLM	Cheryl Cunningham	1963-02-20	UHC-69862-58	8194278892	9223 Elm St, Seattle, WA, 98192	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126320	ENR	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417863	CLM	Roger E Black	1992-07-21	UHC-70794-50	—	929 Harbor Blvd, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136531	ENR	George W Johnston	1985-06-01	UHC-45237-98	5974224185	1092 Highland Ave, Austin, TX, 78798	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22093	PRV	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119045	ENR	Eugene Shaw	2004-11-24	UHC-47201-99	2788236660	8996 Mesa Dr, Gilbert, AZ, 85254	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130205	ENR	Roger Powell	1993-07-07	UHC-24883-81	7747432929	7669 Lincoln Way, Eden Prairie, MN, 55350	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61146	TPA	Ethan Sims	1969-05-08	—	6139380739	6288 Elm St, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138326	ENR	Denise W Daniels	1984-02-09	—	5729107954	5397 Valley View Dr, Denver, CO, 80228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117926	ENR	Carol F Owens	1976-05-19	UHC-59852-07	5239866108	2011 Camelback Rd, Phoenix, AZ, 85006	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60067	TPA	Carolyn Cole	1970-01-18	—	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102694	ENR	Kelly V Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26066	PRV	Jerry X Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415396	CLM	Kathy N Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63940	TPA	Emma Richardson	1980-10-14	UHC-65412-76	7188204004	2907 Sage Ct, Chandler, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405774	CLM	Ana Alexander	1998-03-14	UHC-52420-37	—	9045 Spring St, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125689	ENR	Larry Rojas	2002-07-16	UHC-95279-11	2176116806	9139 Palm Dr, Seattle, WA, 98103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51458	TPA	Ashley Montgomery	1991-10-01	—	2592246684	1873 Highland Ave, Nashville, TN, 37266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110844	ENR	Sofia Simmons	1981-03-04	UHC-52191-53	7134001449	3595 Elm St, Miami, FL, 33192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404910	CLM	Bruce P Ferguson	1977-04-10	UHC-65891-58	—	3067 Mesa Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417504	CLM	Charlotte Cunningham	1949-03-11	UHC-26699-99	9207451415	7141 Mountain View Dr, Jacksonville, FL, 32289	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106881	ENR	Randy Nichols	2004-09-25	UHC-80809-06	6048711724	3698 Forest Ave, Scottsdale, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410434	CLM	Emma Hawkins	1947-08-08	—	—	1302 Ocean Ave, Nashville, TN, 37263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404596	CLM	Gry Hansen	1975-05-10	UHC-74176-39	5989936256	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-428544	CLM	Keith Tran	1998-05-08	UHC-70696-87	—	8577 Highland Ave, Fresno, CA, 93722	0.62	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
PRV-26727	PRV	Larry Watson	1945-10-10	UHC-02736-74	8574941531	6529 Baseline Rd Apt 18, Orlando, FL, 32815	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-427286	CLM	Amy V Hall	1967-03-03	UHC-03925-56	7155283157	7298 Mesa Dr # 281, Sacramento, CA, 95848	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21769	PRV	Kathleen Daneils	1939-03-11	UHC-48830-22	7426086699	5667 Lake View Rd, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63288	TPA	Scott Hwoell	1997-12-18	—	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111869	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	5279983210	1981 Mountain View Dr, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120953	ENR	Rachel H Allen	1990-08-27	UHC-61641-27	9706551598	1261 Lake View Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55844	TPA	Teresa Ford	2007-08-17	—	—	9494 Market St, Gilbert, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140745	ENR	Dorothy D Russell	1954-08-02	UHC-46658-12	6183804558	7312 Jefferson Ave, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409823	CLM	Frances Graham	1971-04-22	—	4645193646	1867 Ocean Ave, Nashville, TN, 37267	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412257	CLM	Debra Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St, Gilbert, AZ, 85219	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110612	ENR	Joyce Bailey	1991-02-18	UHC-28841-84	5255147377	6045 Sunset Blvd, Tucson, AZ, 85728	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more

32,400 rows, page 112 of 648Previous Next