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
CLM-419998	CLM	Steven Turner	1940-04-27	UHC-95158-61	5749051761	7023 River Rd, Gilbert, AZ, 85239	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-113273	ENR	Brenda I Watkins	1970-04-22	UHC-95987-55	3154705866	5769 Camelback Rd, Atlanta, GA, 30317	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-406905	CLM	Lawrence Rice	1955-11-12	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-132568	ENR	Roy A Fuller	1981-12-26	UHC-84389-41	5659510193	3047 Main St, Minneapolis, MN, 55410	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-406475	CLM	—Junk	1972-03-10	—	—	2801 Elm St, Chandler, AZ, 85215	0.70	Gender normalised Placeholder values cleared No usable name (quarantined)
TPA-56713	TPA	Carlos Richardson	1994-06-02	UHC-86386-38	—	9280 Forest Ave Apt 4, Minneapolis, MN, 55458	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-61079	TPA	Carlos Jordan	2006-09-02	—	—	86 Oak St, Sacramento, CA, 95886	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-121994	ENR	Jordan G Fisher	1949-10-12	UHC-55830-11	6494722996	7641 Mesa Dr, Denver, CO	0.70	Phone reformatted ZIP missing Gender normalised
TPA-56628	TPA	Amanda Carter	2008-02-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-25879	PRV	Ann Singh	1944-09-18	UHC-68432-82	—	1013 Camelback Rd, Fresno, CA, 93720	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-106747	ENR	Debra Park	1957-01-10	UHC-68058-17	—	2847 Spring St, Glendale, AZ, 85369	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-405889	CLM	Amber Rose	2005-12-17	—	6554661186	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-128479	ENR	Sean Luna	1987-06-11	UHC-74869-89	—	7233 Washington St, Eden Prairie, MN, 55326	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-119906	ENR	Omar Z Richardson	1973-05-16	UHC-04522-73	3039425383	903 Broadway, Tampa, FL, 33633	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-128986	ENR	Sara Estrada	—	UHC-31111-49	7713627179	2636 Forest Ave, Jacksonville, FL, 32276	0.70	Date of birth missing Phone reformatted Gender normalised
CLM-431219	CLM	Amanda George	—	UHC-69524-04	—	742 Oak St, Orlando, FL, 32856	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
ENR-130352	ENR	Jessica F Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
CLM-411935	CLM	Samantha Welch	1970-08-20	UHC-81164-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-130790	ENR	Theresa Z Reyes	1943-03-20	UHC-09610-32	7475736121	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-429325	CLM	Albert Flores	2002-11-06	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-405203	CLM	Frances Jenkins	1987-09-19	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-127180	ENR	Omar Hamilton	2007-10-24	UHC-46927-03	4147234818	551 Main St, Phoenix, AZ, 85079	0.70	Street suffix standardised Address re-cased Gender normalised
TPA-60495	TPA	Heather Fuller	1938-09-04	UHC-97671-82	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-418364	CLM	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-106190	ENR	Charles Chapman	1947-07-13	UHC-47214-68	4886556297	884 Canyon Rd, Tempe, AZ, 85266	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-131078	ENR	Christina N Rogers	1994-12-16	UHC-04826-91	9174190697	2490 Lincoln Way, Tampa, FL, 33627	0.72	Two-digit birth year Gender normalised
ENR-124148	ENR	Dot W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.72	Name split from “Last, First”Gender normalised
ENR-110569	ENR	Dennis Gilbert	1970-04-09	UHC-11590-49	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.72	Two-digit birth year Gender normalised
CLM-405342	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	—	4496 Willow Ct, Tampa, FL, 33655	0.72	Name split from “Last, First”Gender normalised
ENR-116785	ENR	Eric K Bell	—	UHC-12364-05	—	5298 Highland Ave, Los Angeles, CA, 90027	0.72	Date of birth unreadable Gender normalised
ENR-110019	ENR	Bradley D Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd, Scottsdale, AZ, 85231	0.72	ZIP+4 trimmed Gender normalised
ENR-142633	ENR	Jason Little	1964-11-10	UHC-48267-90	8348216179	7533 Cedar Ln, Gilbert, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-142525	ENR	Brandon Long	1968-01-17	UHC-80661-39	8424375711	2256 Desert Sky Blvd, Fresno, CA, 93749	0.72	Two-digit birth year Gender normalised
ENR-102614	ENR	Maria N Butler	1984-08-02	UHC-08890-59	2375262333	726 Valley View Dr, Dallas, TX, 75210	0.72	State name converted to code Gender normalised
ENR-107945	ENR	Philip Fisher	1953-02-10	UHC-26472-43	6239207402	2181 Jefferson Ave, Seattle, WA, 98180	0.72	State name converted to code Gender normalised
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-136881	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ	0.72	ZIP missing Gender normalised
ENR-136880	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ	0.72	ZIP missing Gender normalised
ENR-105520	ENR	Joey S Smiht	1955-03-05	UHC-18278-89	9726556380	3961 Ridge Rd Apt 11, Phoenix, AZ, 85094	0.72	Unit split from street Gender normalised
ENR-110695	ENR	Carolyn Tucker	1948-08-17	UHC-76082-44	—	9482 Valley View Dr, Jacksonville, FL, 32292	0.72	State name converted to code Gender normalised
TPA-56695	TPA	Julia Kelly	1974-10-24	—	3745237414	271 Lake View Rd, Las Vegas, NV, 89143	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-111910	ENR	Alan D Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-109822	ENR	Nicole H Woods	1966-05-16	UHC-33636-44	8003368493	3333 Lake View Rd, Orlando, FL, 32897	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29226	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-140099	ENR	Jonathan H Watkins	1950-08-27	UHC-92788-42	6053217094	9412 Maple Ave, Gilbert, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

16,828 rows, page 252 of 337Previous Next