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
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-117930	ENR	Ryan V Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd Apt 27, Mesa, AZ, 85272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111585	ENR	Elizabeth Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd Apt 11, Dallas, TX, 75249	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-111530	ENR	Albert Burton	2004-07-01	UHC-40536-65	2797710596	8988 Pine Dr # 495, Tucson, AZ, 85745	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137722	ENR	Jim R Kelley	1947-11-13	UHC-86255-50	9036209614	9773 Ocean Ave Apt 27, Tampa, FL, 33683	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-59422	TPA	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 652, Sacramento, CA, 95863	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-136068	ENR	Lauren R Murphy	1969-08-21	UHC-46397-91	9237297088	2578 Lake View Rd # 376, Orlando, FL, 32845	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-54186	TPA	Joseph Williams	1974-04-11	—	5599403013	6312 Hillcrest Rd Apt 37, Mesa, AZ, 85220	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-429645	CLM	Joshua Q Campbell	1939-03-16	UHC-12728-30	6599837536	2377 Harbor Blvd # 561, Fresno, CA, 93745	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106962	ENR	Sofia X Ortiz	1942-11-24	UHC-21428-86	9444603185	8551 Market St # 716, Fresno, CA, 93776	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-123606	ENR	Andrrew O Matthews	1977-04-05	UHC-70642-50	7812181951	9858 Baseline Rd Apt 31, Orlando, FL, 32895	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112421	ENR	Emily Stewart	2005-11-05	UHC-09336-70	7276010399	4286 Forest Ave # 201, Atlanta, GA, 30366	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141885	ENR	Arthur S Kennedy	1983-12-05	UHC-39550-85	6153030100	1114 River Rd # 901, Scottsdale, AZ, 85215	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-118113	ENR	Deennis E Elliott	1975-04-06	UHC-09901-47	4146987519	3313 Maple Ave Apt 40, Gilbert, AZ, 85265	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28595	PRV	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr # 847, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128407	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-128406	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-128526	ENR	Christine E Ortega	1942-02-14	UHC-20181-23	8234727392	2376 Jefferson Ave # 672, Tampa, FL, 33697	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-430068	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd Apt 22, Minneapolis, MN, 55416	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23937	PRV	Jacqueline Padilla	1985-07-25	UHC-58059-62	6917465292	8450 Cedar Ln Apt 34, Fresno, CA, 93782	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62558	TPA	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St Apt 18, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25822	PRV	Arthur Sanders	1946-01-06	—	7082885927	8522 Main St # 670, Orlando, FL, 32809	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121985	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St Apt 37, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-409147	CLM	Zachary O Nichols	1973-09-11	UHC-39053-23	—	7771 Harbor Blvd Apt 37, Atlanta, GA, 30378	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134482	ENR	Ruuth U Garcia	1950-03-07	UHC-31706-77	2347775141	7453 Forest Ave # 135, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62229	TPA	Pamela Harvey	1953-11-17	—	—	5210 River Rd Apt 25, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132612	ENR	Lawrence T Aguilar	1978-05-28	UHC-26192-03	6512957001	2892 Jefferson Ave Apt 35, Los Angeles, CA, 90054	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134092	ENR	Russell R Mendoza	1989-07-06	UHC-92121-34	8048992322	2400 Hillcrest Rd # 119, Tempe, AZ, 85215	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124551	ENR	Joseph N McCoy	1967-03-26	UHC-16425-97	7926288552	5635 Meadow Ln # 710, Tucson, AZ, 85795	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
ENR-119819	ENR	Albert Tran	2004-12-08	—	7418427978	2632 Cedar Ln # 907, Austin, TX, 78779	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142535	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl Apt 17, Denver, CO, 80251	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-116845	ENR	Judy X Ryan	2006-04-20	UHC-02874-79	8629133049	4017 Ocean Ave # 262, Plano, TX, 75088	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-426994	CLM	Harold Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St # 725, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128353	ENR	Samantha Dominguez	1983-01-27	UHC-55189-26	3103023238	1012 Bayshore Dr # 259, Columbus, OH, 43249	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112889	ENR	Cheryl Welch	1938-01-06	UHC-07157-28	4148287096	6366 Hillcrest Rd Apt 27, Miami, FL, 33154	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-134240	ENR	Arjun Bradley	2006-08-16	UHC-09600-58	9807022600	3080 Valley View Dr # 905, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110142	ENR	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave # 626, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-52205	TPA	Gabriel Sandoval	1948-01-09	—	6976934152	464 Sunset Blvd # 832, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24408	PRV	Aaron Stone	1966-01-28	—	7802243948	14 Park Pl Apt 6, Gilbert, AZ, 85205	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430574	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	2265306934	1370 Baseline Rd # 756, Houston, TX, 77045	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23640	PRV	Karen V Pierce	1989-09-28	UHC-84649-94	3976905635	6535 Grand Ave Apt 10, San Antonio, TX, 78223	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

6,994 rows, page 60 of 140Previous Next