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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106283	ENR	Lori Payne	1983-12-05	UHC-01085-43	9366677228	6318 Sage Ct, Las Vegas, NV, 89122	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414350	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28603	PRV	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50378	TPA	Kathleen Soto	1939-10-26	—	—	7986 Oak St, San Antonio, TX, 78293	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412622	CLM	Vincent George	1996-04-01	UHC-05005-65	—	1886 Market St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115775	ENR	Christian R Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118378	ENR	Samuel Garcia	1939-05-05	UHC-53945-79	8707771596	8620 Meadow Ln, Seattle, WA, 98137	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425802	CLM	Rob Guerrero	1947-06-24	UHC-60022-45	4619474350	8843 Ocean Ave, Seattle, WA, 98184	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103981	ENR	Jose M Howell	1978-11-01	UHC-12973-72	6739455433	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-28660	PRV	Stevens Zachary	1983-11-03	—	2497305113	6105 Park Pl, Chandler, AZ, 85270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126491	ENR	Gabriel Andrews	1952-08-17	UHC-06638-96	8406479207	816 Mesa Dr, Mesa, AZ, 85266	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59716	TPA	Kayla Lewis	1978-06-27	—	—	8719 Ocean Ave, Gilbert, AZ, 85269	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410560	CLM	Thomas Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59610	TPA	Emily A Ross	1951-05-12	—	7544431760	8776 Main St, Tampa, FL, 33684	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117549	ENR	Martha T Brooks	2008-12-20	—	3279877861	4853 Apache Blvd, Mesa, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62297	TPA	Sean Patel	1995-06-09	—	—	4719 Camelback Rd, Glendale, AZ, 85365	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64136	TPA	Virginia Carlson	1993-03-18	—	—	4591 Valley View Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
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
ENR-112647	ENR	Helen L Gilbetr	2004-09-28	UHC-68663-91	9484753207	9033 Spring St, Eden Prairie, MN, 55366	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-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-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-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
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-131563	ENR	Micahel Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-138925	ENR	Vincent E Taylor	1976-03-08	UHC-31691-56	4715746833	1087 Valley View Dr, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51581	TPA	Rebecca Williams	1972-11-15	—	—	5115 Elm St, Dallas, TX, 75257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138388	ENR	Aaron Soto	1964-02-27	UHC-37599-88	—	7616 Elm St, Phoenix, AZ, 85021	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120236	ENR	Steve Medina	1986-04-03	UHC-17398-49	9337517844	6462 Lincoln Way, Austin, TX, 78793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428381	CLM	Juan Marshall	1938-10-26	—	—	4144 Maple Ave, Gilbert, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 133 of 337Previous Next