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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
ENR-121663	ENR	Jesse E Mejia	1982-09-22	UHC-47683-50	9797588846	1024 Oak St, Dallas, TX, 75283	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100236	ENR	Kenneth M Johnston	1992-11-04	UHC-07144-10	7872604031	3346 Park Pl # 258, Tempe, AZ, 85278	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-134471	ENR	Henry Jimenez	—	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-121708	ENR	Valentina G Garrett	1942-11-17	UHC-09961-92	6858796075	8627 Willow Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129958	ENR	Bradley A Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124606	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St, Orlando, FL, 32877	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427048	CLM	Beverly Andrews	1967-12-18	—	—	2649 Canyon Rd, Nashville, TN, 37299	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120511	ENR	Ryan Y Pena	2001-06-09	UHC-20316-03	7308569872	4274 Washington St, Los Angeles, CA, 90057	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141648	ENR	Ray Patterson	—	UHC-64680-98	3667059695	839 Washington St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-141896	ENR	Susan Z Garrett	1948-01-05	UHC-11324-17	—	1285 Oak St, Scottsdale, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101999	ENR	Jean E Bell	2006-05-09	UHC-44976-64	9399339866	5048 Palm Dr, Chandler, AZ, 85209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127514	ENR	Gabriel W Torres	1962-04-24	UHC-05549-07	7927469559	2356 Desert Sky Blvd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-62411	TPA	John Santiago	1976-12-27	—	—	535 Canyon Rd, Glendale, AZ, 85361	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
ENR-119065	ENR	Joan I Torres	1963-04-07	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-64149	TPA	Bobby Bailey	—	—	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.62	Date of birth unreadable Phone reformatted City re-cased Gender normalised+3 more
ENR-110067	ENR	Jean P Little	1955-10-07	—	4547171982	387 Market St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102952	ENR	Richard Herrera	1961-06-17	UHC-47067-16	4328621624	7448 Mesa Dr, Mesa, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115476	ENR	Kelly J Martinez	1999-11-10	UHC-20486-47	6449036664	2305 Apache Blvd, Seattle, WA, 98160	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118832	ENR	Roger Wheeler	1951-05-03	UHC-53655-70	2474379538	7260 Jefferson Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55591	TPA	Jacob Romero	1954-10-10	—	—	7038 Apache Blvd, Nashville, TN, 37209	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124333	ENR	Joshua S Dean	1985-05-09	UHC-26412-58	—	772 Church St, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107633	ENR	Jake Sullivan	2008-05-24	UHC-00506-22	4307661580	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122399	ENR	Peter Q Arnolld	1994-08-02	UHC-08427-88	8313924397	1574 Oak St, Mesa, AZ, 85216	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136255	ENR	Timothy U Santos	2005-12-23	UHC-32230-18	7512669804	6889 Palm Dr, Los Angeles, CA, 90009	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-137701	ENR	Carl Li	1983-10-21	UHC-21212-69	8453836365	2696 Sage Ct # 633, Jacksonville, FL, 32277	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134904	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134903	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138749	ENR	DayJunk	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.62	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+3 more

3,278 rows, page 17 of 66Previous Next