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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423830	CLM	Elijah Day	1964-05-06	UHC-27074-93	9622866486	6639 Union St # 625, San Antonio, TX, 78255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-55778	TPA	Austin Morgan	1982-12-01	UHC-70663-96	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-112915	ENR	Debra Q Lee	1977-01-25	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428693	CLM	Lucia Rios	1938-04-02	UHC-92720-51	—	5436 Camelback Rd # 958, Denver, CO, 80248	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
PRV-20954	PRV	Lawrence Burke	1951-03-07	—	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405366	CLM	Carolyn Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22451	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63351	TPA	Mei Reid	1977-09-04	—	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134137	ENR	Vigrinia W Stone	1968-02-22	UHC-66168-77	—	329 Spring St, Austin, TX, 78792	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400153	CLM	Joseh Ward	1982-07-04	—	3636341187	8400 Baseline Rd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20106	PRV	Natalie Martinez	1991-06-18	—	5957803152	5785 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405389	CLM	Andrew Gutierrez	1981-04-13	UHC-30348-83	—	7873 Cedar Ln Apt 28, Los Angeles, CA, 90061	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+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
ENR-103068	ENR	Brittany S Watkins	1940-07-23	—	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125849	ENR	Russell U Turner	1954-06-20	UHC-44249-74	—	31 Maple Ave, San Diego, CA, 92162	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426817	CLM	Stephanie G Ward	1961-08-16	—	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419152	CLM	Lisa Guerrero	1971-02-11	UHC-93978-31	5713336008	8703 Sunset Blvd, Phoenix, AZ, 85067	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402035	CLM	Matrha Dean	1989-02-17	—	9192043821	5105 Spring St, Tempe, AZ, 85250	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61152	TPA	Philip Hunt	1940-12-03	—	9853716230	3806 Forest Ave, Denver, CO, 80280	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423673	CLM	Albert Santos	1975-05-16	—	7459294057	2445 Church St Apt 39, Jacksonville, FL, 32229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405515	CLM	Katryn Lawson	1941-09-02	UHC-96469-23	4396118559	6143 Washington St, San Antonio, TX, 78274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135246	ENR	Susan Coleman	1990-10-24	UHC-35193-53	4185984179	650 Indian School Rd, Houston, TX, 77087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422801	CLM	Kyle Freeman	1959-03-26	—	—	1330 Jefferson Ave, Tucson, AZ, 85755	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410044	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410045	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424663	CLM	Kayla Willis	1994-12-20	—	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64217	TPA	Raymond Maldonado	1969-10-23	—	—	4552 Market St, Columbus, OH, 43285	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421100	CLM	Ryan Li	1963-09-10	—	2393549599	5648 Elm St # 719, Fresno, CA, 93735	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125308	ENR	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-63993	TPA	Anna Rice	1938-09-07	—	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411012	CLM	Gloria Godon	1952-09-04	UHC-34684-56	3825752341	9544 Camelback Rd, Orlando, FL, 32849	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424252	CLM	Kelly Evans	1943-06-21	UHC-73587-33	—	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113343	ENR	Brian J Foster	1972-02-23	UHC-46349-46	3188934463	3564 Oak St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409314	CLM	Douglas Pierce	1939-01-26	—	3945648784	2467 Church St, Glendale, AZ, 85304	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62406	TPA	Kayla Jensen	1992-05-06	—	—	3522 Park Pl, Phoenix, AZ, 85045	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424637	CLM	Autsin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410221	CLM	Ellijah Gutierrez	1994-08-15	UHC-33290-15	9659307377	2882 Spring St, Los Angeles, CA, 90052	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118444	ENR	Dorothy Washington	1973-04-06	UHC-61161-52	—	9015 Ocean Ave, Tampa, FL, 33686	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
CLM-408737	CLM	George Z Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125761	ENR	Yuki Grant	2001-02-24	UHC-41576-65	8977902154	6752 Indian School Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26939	PRV	Ryan Howard	1976-12-22	—	4484202585	6625 Market St, Dallas, TX, 75230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-138666	ENR	Lucia H Le	1959-09-08	UHC-53838-39	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28220	PRV	Jack Chen	1959-04-17	—	9696147099	1301 Apache Blvd, Gilbert, AZ, 85206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112043	ENR	TerryJunk	1967-05-21	UHC-10965-56	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418897	CLM	Jean Fields	1944-12-22	UHC-82456-16	—	4268 Elm St, Houston, TX, 77027	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 233 of 1,426Previous Next