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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108432	ENR	Stephanie Burns	1963-07-07	UHC-16872-58	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-131977	ENR	Adam Bennett	1999-01-22	UHC-99307-03	4733890564	4425 Palm Dr, Eden Prairie, MN, 55368	0.80	Phone reformatted City re-cased Email lower-cased Gender normalised
ENR-102788	ENR	Susan L Montgomery	1962-10-04	UHC-46842-28	2684727053	8170 Sunset Blvd, San Diego, CA, 92171	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-120764	ENR	Jason L Garcia	1969-02-22	UHC-64769-91	7206371861	7680 Central Ave, Austin, TX, 78707	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-124137	ENR	Janice I Boyd	1993-01-15	UHC-79838-47	2166803014	6307 Canyon Rd, Gilbert, AZ, 85292	0.80	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed
ENR-124211	ENR	Maria Reid	1943-06-02	UHC-95329-63	9256529682	8664 Mountain View Dr, Las Vegas, NV, 89198	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-108320	ENR	Amber M Tucker	1995-05-03	UHC-44715-06	4768772289	8124 Camelback Rd, Sacramento, CA, 95801	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-129873	ENR	Pamela S Gibson	1977-06-23	UHC-10674-80	3196901133	6284 Mesa Dr, Jacksonville, FL, 32211	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-103476	ENR	Judy Turner	1957-08-03	UHC-54618-59	7797358923	5845 Central Ave, Denver, CO, 80296	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-103994	ENR	Frank W Black	1939-12-05	UHC-94925-96	7715317162	457 Meadow Ln, Los Angeles, CA, 90076	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-103995	ENR	Frank W Black	1939-12-05	UHC-94925-96	7715317162	457 Meadow Ln, Los Angeles, CA, 90076	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-104634	ENR	Hannah H Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-104133	ENR	Alice R Romero	1961-03-17	UHC-30665-98	3067589726	465 Elm St, Chandler, AZ, 85285	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-105327	ENR	Kimberly Ryan	1985-08-02	UHC-27971-98	4193485247	1172 Elm St, Charlotte, NC, 28207	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-103861	ENR	Timothy Schmidt	1997-04-04	UHC-94810-30	4215437270	6130 Sage Ct, Scottsdale, AZ, 85272	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-131969	ENR	Noah Garza	2008-06-07	UHC-50647-01	5816758587	3042 Market St, Plano, TX, 75014	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-114668	ENR	Kenneth Fuller	1968-10-21	UHC-48254-48	5127562363	7076 Lake View Rd, Seattle, WA, 98176	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-104491	ENR	Noah U Burke	2003-02-16	UHC-77481-12	4284237134	7480 Jefferson Ave, Charlotte, NC, 28240	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-100911	ENR	Ralph Rice	1994-12-25	UHC-35859-53	5765673264	6083 Camelback Rd, Houston, TX, 77072	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-122976	ENR	Aaron Schultz	1961-05-02	UHC-48103-97	8522367303	2191 Oak St, Columbus, OH, 43223	0.80	Two-digit birth year City re-cased Email lower-cased Plan code upper-cased
ENR-133273	ENR	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave, Tempe, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-134634	ENR	Nathan S Burns	1992-03-08	UHC-47004-80	—	4792 Forest Ave, Gilbert, AZ, 85264	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-111871	ENR	Debra Bailey	1956-10-06	UHC-28481-12	6614439082	817 Indian School Rd, Tampa, FL, 33698	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-120368	ENR	Jack Castillo	1954-10-23	UHC-80141-96	6788955067	466 Camelback Rd Apt 5, Minneapolis, MN, 55400	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-114057	ENR	Joe W Hughes	1955-01-13	UHC-57265-41	3046555256	3153 Park Pl, Denver, CO, 80206	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-138221	ENR	Hannah Burns	1965-07-13	UHC-22094-17	3755812646	4611 Forest Ave, Scottsdale, AZ, 85277	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-122713	ENR	Brandon J Johnson	1909-06-21	UHC-92945-93	7709804863	8128 Washington St, Denver, CO, 80289	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
ENR-142172	ENR	Christopher Hawkins	1939-10-19	UHC-20509-49	2455172144	3342 Harbor Blvd, Sacramento, CA	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-127944	ENR	Abigail Q Soto	1975-12-20	UHC-24208-80	4533030412	7611 Lake View Rd, San Diego, CA, 92165	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-140691	ENR	Jerry S Smith	2007-10-10	UHC-25615-56	6989411027	5095 Apache Blvd, Jacksonville, FL, 32278	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-142873	ENR	Joe D Scott	1961-08-27	UHC-16441-59	4127922854	4488 Hillcrest Rd, Columbus, OH, 43219	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-127062	ENR	Brittany Morris	1994-01-22	UHC-37042-37	—	4019 Palm Dr, Charlotte, NC, 28235	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
ENR-111362	ENR	Jacqueline Baker	1945-11-08	UHC-92956-55	4757607876	6071 Palm Dr, Atlanta, GA, 30360	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-101835	ENR	Sandra Z Davis	1953-01-05	UHC-90638-23	8009303442	7452 Elm St, Plano, TX, 75000	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-109594	ENR	Julie Carroll	1974-10-14	UHC-17928-78	—	456 Pine Dr, Glendale, AZ, 85388	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-136316	ENR	Sharon Rojas	1965-08-23	UHC-04644-40	9542659319	9578 Mesa Dr, Denver, CO, 80279	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117030	ENR	Scott U Jordan	1965-02-17	UHC-14875-55	5357579210	2014 Pine Dr, Miami, FL, 33190	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-140446	ENR	Reecca J Jacobs	1971-06-11	UHC-14819-53	9242309194	6100 Spring St, Glendale, AZ	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-116478	ENR	Henry H Pierce	2007-07-20	UHC-46617-49	9179138692	6795 Park Pl, Plano, TX, 75007	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-113036	ENR	Jessica R Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-126258	ENR	Linda R Daniels	1986-12-24	UHC-45701-16	2472473421	2200 Sunset Blvd, Eden Prairie, MN, 55327	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-133539	ENR	Priya Dean	1945-05-26	UHC-97670-53	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-114055	ENR	Flores Anna	1972-04-18	UHC-40667-22	5205346546	6029 Grand Ave, Gilbert, AZ, 85244	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-132662	ENR	Denise Alexander	1954-06-06	UHC-25357-86	4085520921	1316 Sunset Blvd, Nashville, TN, 37233	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-135755	ENR	Maria H Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN, 55398	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-120376	ENR	Natalie V Wilson	2007-08-19	UHC-23648-90	—	3918 Broadway, Tempe, AZ	0.80	Address re-cased City re-cased ZIP missing Email lower-cased
ENR-100406	ENR	Brian D Ryan	1973-08-28	UHC-30695-21	—	726 Ocean Ave, Denver, CO, 80291	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-124874	ENR	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-112823	ENR	Amber W Powll	1964-03-27	UHC-53088-98	4128530879	7198 Ridge Rd, San Antonio, TX, 78252	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-101188	ENR	Wells I Olivia	1950-06-10	UHC-83341-11	7897034604	9276 Hillcrest Rd, Sacramento, CA, 95868	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared

8,423 rows, page 130 of 169Previous Next