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
ENR-126519	ENR	Julia I Snyder	1946-10-05	UHC-96900-09	7862064638	512 Willow Ct # 648, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101816	ENR	Maria Jones	1986-03-13	UHC-87021-76	4369810040	9532 Elm St # 575, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26313	PRV	Linda Howard	1950-05-15	UHC-68897-62	3143961765	6346 Market St # 936, Tampa, FL, 33614	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140866	ENR	Lawrence C Berry	1995-06-24	UHC-98898-79	4672041352	5911 Lake View Rd # 254, Seattle, WA, 98198	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116341	ENR	Bruce Yang	1955-02-10	UHC-72059-81	—	578 Willow Ct Apt 1, Miami, FL, 33193	0.60	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401490	CLM	Mateo Austin	1971-01-19	—	—	7939 Church St # 675, Houston, TX, 77088	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-431718	CLM	Maria M Armstrong	1955-12-24	UHC-22895-17	—	9894 Ocean Ave # 236, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-426747	CLM	Rusell Marshall	1971-08-06	—	2437149342	962 Spring St # 219, Tempe, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-407370	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr # 468, Houston, TX, 77046	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416468	CLM	Gregory F Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr Apt 20, Austin, TX, 78791	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120829	ENR	Arjun X Robinson	2004-09-19	UHC-13026-76	2095424717	7011 Forest Ave # 397, Tucson, AZ, 85718	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-102631	ENR	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St # 238, San Antonio, TX, 78296	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61827	TPA	Megan Sandoval	2004-12-05	—	8978076545	8968 Highland Ave Apt 37, Atlanta, GA, 30327	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120302	ENR	Priya Simpson	1997-11-22	UHC-26606-78	7079954573	5204 Meadow Ln Apt 29, Columbus, OH, 43257	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120393	ENR	Deborah Lawson	1955-02-26	UHC-80225-75	—	4298 Central Ave Apt 27, Tucson, AZ, 85734	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-107323	ENR	Harold U Little	1944-05-17	UHC-28581-15	6758344200	298 Mountain View Dr # 544, Austin, TX, 78782	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423828	CLM	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct # 798, Tucson, AZ, 85773	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109165	ENR	Ruth Q Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr # 261, San Antonio, TX, 78217	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111466	ENR	Aaron F Welch	2008-09-03	UHC-51582-83	6519602271	6030 Bayshore Dr # 696, Austin, TX, 78727	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131418	ENR	Susan Salazar	1966-12-23	UHC-80684-62	7436860152	1616 Sunset Blvd Apt 30, Glendale, AZ, 85383	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21075	PRV	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd # 161, Mesa, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-121628	ENR	Joyec B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln Apt 10, Glendale, AZ, 85347	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111181	ENR	Luica Patel	2004-01-10	UHC-89569-07	9309212411	3672 Hillcrest Rd Apt 24, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-427843	CLM	Carol Stevens	1947-08-14	—	—	5527 Highland Ave # 428, Eden Prairie, MN, 55321	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-140432	ENR	Judy Armstrong	1941-08-04	UHC-08403-64	3349330130	2984 Sage Ct Apt 25, Seattle, WA, 98151	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417841	CLM	Charlotte X Pierce	2005-09-24	UHC-68485-08	5816694638	2069 Valley View Dr Apt 33, Sacramento, CA, 95879	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-24818	PRV	Teresa Medina	1959-09-08	—	8212934749	6674 Central Ave # 648, Denver, CO, 80272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111426	ENR	Terry Z Austin	1950-11-15	UHC-94531-66	8574219838	3745 Park Pl # 465, Glendale, AZ, 85389	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-406702	CLM	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	8405 Meadow Ln Apt 28, Las Vegas, NV, 89176	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-406048	CLM	Eugene Henderson	1985-03-10	UHC-11291-97	—	6761 Ridge Rd Apt 40, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-418891	CLM	Emily Young	1977-01-26	—	8583436208	8117 Apache Blvd # 771, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-20421	PRV	Donald T Johnston	1945-11-27	—	5666986636	942 Harbor Blvd Apt 28, Glendale, AZ, 85356	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130000	ENR	Benjamin H Rozs	1945-12-11	UHC-24918-60	3618549079	8110 Spring St Apt 38, Denver, CO, 80295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424090	CLM	Jack L Franklin	1968-02-01	UHC-20855-62	2224380255	3069 Mountain View Dr Apt 9, Tampa, FL, 33640	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425649	CLM	Christian Singh	2007-07-24	UHC-28089-14	—	9378 Willow Ct # 338, Scottsdale, AZ, 85290	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-143009	ENR	Nathan G Phillips	1964-12-27	UHC-35983-06	3976039810	3692 River Rd # 385, Jacksonville, FL, 32218	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-109233	ENR	Mariana Roberts	1979-06-21	UHC-18824-99	5537990805	3135 Market St Apt 17, San Diego, CA, 92189	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-53667	TPA	Ahmed Spencer	1994-06-20	UHC-74337-10	—	317 Park Pl Apt 14, Mesa, AZ, 85244	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

6,994 rows, page 56 of 140Previous Next