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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-114100	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln # 439, Orlando, FL, 32813	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141870	ENR	Isabella Rse	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129812	ENR	Kimberly U Armstrong	1958-04-08	—	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139933	ENR	Frank Powell	1990-09-11	UHC-17295-02	2645365520	8797 Camelback Rd # 514, Columbus, OH, 43231	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-53699	TPA	Jacqueline Adams	1996-06-09	—	4517223182	5404 Spring St, Houston, TX, 77067	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115937	ENR	Kevin Q Burke	—	UHC-90271-70	7363741120	7399 Church St, Denver, CO, 80246	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51743	TPA	Martha Bell	1965-09-21	—	—	1624 Palm Dr, Mesa, AZ, 85222	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129209	ENR	Maria Q Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120119	ENR	Edward Olliver	2006-04-20	UHC-36016-90	4294649556	2187 Sage Ct, Columbus, OH, 43206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-136647	ENR	Brittany Peterson	1980-04-14	UHC-26138-49	3098747741	4303 Elm St, Eden Prairie, MN, 55362	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123774	ENR	Fields O Walter	1938-08-18	UHC-01743-64	6036930264	9344 Camelback Rd, Fresno, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123558	ENR	Amanad Fisher	1970-08-21	UHC-11517-28	2534443613	5090 Willow Ct # 652, Phoenix, AZ, 85007	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100752	ENR	Jose L Fower	1999-10-17	UHC-49377-67	3032304023	6354 Forest Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59494	TPA	Frank Carpenter	1999-02-27	—	—	1999 Cedar Ln, Austin, TX, 78737	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23075	PRV	Ralph S Fields	1980-02-01	—	5338715128	7885 Washington St, Columbus, OH, 43225	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108830	ENR	Kimberly Z Salazar	1971-04-19	UHC-10291-16	6567188969	2158 Palm Dr, Sacramento, CA, 95854	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118529	ENR	Gary G Greene	1983-08-06	UHC-86614-46	8706424329	4571 Jefferson Ave, Atlanta, GA, 30364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22632	PRV	Carol U James	1996-11-22	—	—	5225 Union St, Tucson, AZ, 85723	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419924	CLM	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54367	TPA	Steve McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21656	PRV	Anna Carpenter	1952-02-03	UHC-11448-93	—	5759 River Rd, Jacksonville, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136413	ENR	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	9548 Union St, San Antonio, TX, 78284	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418393	CLM	Maria Reid	1943-06-02	UHC-95329-63	—	8664 Mountain View Dr, Las Vegas, NV, 89198	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26592	PRV	Deb Robinson	1946-06-14	UHC-84327-14	3847063063	3973 Union St, Austin, TX, 78734	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21950	PRV	Danielle Collins	1983-10-27	—	4824884280	2407 Park Pl, Tampa, FL, 33610	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-122561	ENR	Sophia T Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111784	ENR	Jim X Herrera	2007-10-15	UHC-91233-31	5506593172	3206 Washington St, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-21704	PRV	Ben Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125220	ENR	Debra S Meyer	1981-02-03	UHC-68461-30	8817745015	3651 Central Ave, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117136	ENR	Hannah B Simmons	—	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
TPA-60016	TPA	Natalie Ferguson	1942-05-16	—	—	8350 Hillcrest Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
TPA-54776	TPA	Joseph Ortiz	1949-11-19	—	8324242760	793 Central Ave, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20428	PRV	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd Apt 26, Nashville, TN, 37233	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426227	CLM	Samantha Morris	2004-09-22	—	8475354994	3973 Baseline Rd, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more

9,980 rows, page 35 of 200Previous Next