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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126703	ENR	Gregory Smith	1987-10-09	UHC-05181-14	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112395	ENR	Lori E Riley	1951-07-08	UHC-95872-02	8938240901	5708 Grand Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109706	ENR	Suasn Padilla	1981-03-01	—	2138349397	2782 Central Ave, Seattle, WA, 98182	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-113399	ENR	Ronald A Cox	1980-08-09	UHC-19931-06	7157173069	6564 Camelback Rd, Charlotte, NC, 28270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136847	ENR	Steven K Cole	1982-09-07	UHC-97690-65	8198040252	5310 Sunset Blvd, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108046	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130796	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101751	ENR	Scott Reynolds	1944-05-06	UHC-58037-43	8183340725	9018 Harbor Blvd, Jacksonville, FL, 32281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-108961	ENR	Gary A Gonzales	1973-01-28	UHC-74556-13	9104501706	8296 Park Pl, Gilbert, AZ, 85232	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113944	ENR	Roger Chapman	1962-09-24	UHC-12396-12	6024340767	694 Meadow Ln, Seattle, WA, 98148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107192	ENR	Jessica S Alexander	1973-06-17	UHC-90340-61	5955116045	5403 Jefferson Ave Apt 33, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142267	ENR	Amber M Clark	1992-01-21	UHC-93868-90	2938177486	7558 Apache Blvd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111995	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135172	ENR	Stephanie G Ward	1961-08-16	UHC-17778-93	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
ENR-101521	ENR	Jean R Sims	1975-09-27	UHC-38336-47	5675210132	2734 Mountain View Dr, Sacramento, CA, 95876	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-124513	ENR	Gary Y Taylor	1950-05-21	UHC-52191-10	9676200728	6786 Main St, Phoenix, AZ, 85016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-119124	ENR	Michael K Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-133568	ENR	Kyle Hill	1959-01-21	UHC-55502-40	9154286656	927 Desert Sky Blvd, Austin, TX, 78708	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109306	ENR	Charles V Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-122818	ENR	Andrew C Johnson	1988-02-15	UHC-19448-12	3665129442	845 Pine Dr, Plano, TX, 75013	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115751	ENR	Frances Porter	1962-08-20	UHC-44995-70	6329397159	5689 Bayshore Dr, Las Vegas, NV	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-130123	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129183	ENR	Omar C Obrien	1976-06-22	UHC-15358-31	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

1,918 rows, page 10 of 39Previous Next