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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130007	ENR	Brandon H Flores	1953-08-11	UHC-82145-28	6908262458	9438 Valley View Dr, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122724	ENR	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave # 138, San Antonio, TX, 78219	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123829	ENR	Patricia Y Hansen	1971-02-26	UHC-07157-79	2118328351	4185 Indian School Rd, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127411	ENR	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122805	ENR	Logan Russell	1958-11-22	UHC-41401-75	—	8117 Apache Blvd, Tampa, FL, 33682	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128567	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126629	ENR	Joe Moreno	1979-11-20	UHC-55158-75	—	8522 Main St, Austin, TX, 78796	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100263	ENR	Laura Y Collins	2005-01-11	UHC-99538-22	3023994266	5094 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112831	ENR	Aaron Lee	1997-12-14	UHC-61672-34	—	9253 Spring St, Tucson, AZ, 85748	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-125778	ENR	Gerald Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-112684	ENR	Mei G Contreras	2001-10-16	UHC-28691-14	7694944660	2768 Valley View Dr, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117834	ENR	Amanda Spencer	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123842	ENR	Walter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115217	ENR	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-143062	ENR	Albert F Perry	2007-01-07	UHC-04979-01	4066071744	80 Jefferson Ave, Chandler, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121302	ENR	Thomas X Lawrence	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120477	ENR	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-117244	ENR	Steven Kelly	1988-03-01	UHC-47460-74	3138021811	1297 Spring St, Scottsdale, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107929	ENR	Wayne I Campbell	2000-09-17	UHC-51857-28	8026376472	9725 Desert Sky Blvd Apt 37, Columbus, OH, 43230	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105644	ENR	Eugenne J Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St Apt 2, Tampa, FL, 33684	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-128195	ENR	Gregory M Willis	1952-09-13	UHC-20155-17	—	6901 Pine Dr, Atlanta, GA, 30391	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100776	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St, Fresno, CA, 93709	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128598	ENR	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH, 43273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121967	ENR	Joyce N Cole	1985-05-25	UHC-80112-12	4583720955	9483 Park Pl, Columbus, OH, 43284	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-109931	ENR	Laura Baker	1972-07-17	UHC-35298-05	—	6997 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110681	ENR	Nicole Q Kim	2005-10-04	UHC-81297-86	7358381612	6904 Mountain View Dr, Las Vegas, NV, 89150	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127469	ENR	Michelle Q Moreno	1962-07-22	UHC-14791-68	6743333150	3588 Jefferson Ave, Glendale, AZ, 85344	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132694	ENR	Alan Mendez	1999-04-23	UHC-09937-27	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136971	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH, 43204	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106265	ENR	Mateo Moreno	1978-11-16	UHC-39345-31	8803021053	2119 Jefferson Ave Apt 27, Orlando, FL, 32884	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113314	ENR	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave Apt 29, Gilbert, AZ, 85226	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133478	ENR	Harold J Peterson	1963-10-29	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113213	ENR	Brian Sanchez	1941-03-04	UHC-26481-46	3049942326	6832 Forest Ave, Phoenix, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100304	ENR	Kayla Park	1963-12-07	UHC-85932-34	6437192186	976 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113593	ENR	Cheryl K Barnes	—	UHC-40226-91	3153243991	6700 Meadow Ln, Columbus, OH, 43238	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-117309	ENR	Alexander L Richards	—	UHC-09285-22	8842327436	4381 Pine Dr, Mesa, AZ, 85232	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124083	ENR	Arjun Y Cook	1976-04-22	UHC-87493-59	8304068451	1438 Church St, Seattle, WA, 98101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103155	ENR	Hlen Rios	1964-12-02	UHC-06308-99	4718544729	4173 Ocean Ave, Columbus, OH, 43219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more

17,310 rows, page 86 of 347Previous Next