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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129745	ENR	Emily T Vasquez	1965-02-23	UHC-59355-08	9892379123	1316 Apache Blvd, Orlando, FL, 32817	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124273	ENR	Sophia I Munoz	1980-02-11	—	2096952786	3607 Mountain View Dr, Chandler, AZ, 85248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412239	CLM	Julie I Lewis	1963-03-22	—	—	7632 Church St, Seattle, WA, 98167	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-123647	ENR	Jason Woods	1946-11-21	UHC-03610-29	—	4882 Ocean Ave, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115275	ENR	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
CLM-431817	CLM	Camila Fuller	1989-01-15	UHC-08988-90	6003770152	5726 Church St, Sacramento, CA, 95831	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425181	CLM	Jordan Hall	2007-01-06	UHC-42253-16	2503215315	2292 Pine Dr, Las Vegas, NV, 89103	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119546	ENR	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415805	CLM	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421712	CLM	Aisha Q Turner	1998-07-10	—	8222576709	764 Forest Ave, Austin, TX, 78764	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421818	CLM	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.76	Name re-cased Date of birth reformatted Phone missing area code Plan code upper-cased+2 more
ENR-120745	ENR	Roert Z Hanson	1954-10-04	UHC-27587-65	—	7526 Harbor Blvd, Houston, TX, 77045	0.76	Name re-cased State name converted to code Email lower-cased Plan code upper-cased+2 more
ENR-117816	ENR	Gregory Y Meyer	1959-09-07	UHC-65973-12	2662338342	6208 Lake View Rd, Columbus, OH, 43210	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
ENR-118187	ENR	Priya O Gonzales	1946-02-20	UHC-69041-60	6446722901	8243 Hillcrest Rd, Nashville, TN	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-118252	ENR	Diana Hamilton	1951-05-28	UHC-20227-17	9324639513	6681 Apache Blvd, Charlotte, NC, 28235	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-120068	ENR	Jack Jackson	1966-03-08	UHC-08906-65	2258397015	2499 Washington St, Chandler, AZ, 85252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405119	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101472	ENR	Omar I Burton	1964-04-13	UHC-87703-12	9025466595	7786 Palm Dr, Gilbert, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-27111	PRV	Ana J Simpson	1953-01-28	UHC-12624-94	9559553953	2287 Valley View Dr, San Antonio, TX, 78220	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106081	ENR	Kyle Williamson	1988-10-24	UHC-08473-58	9493935064	5641 Meadow Ln, Gilbert, AZ, 85226	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-101490	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-130378	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave # 183, Nashville, TN, 37284	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
ENR-129661	ENR	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4873 Bayshore Dr, Tucson, AZ, 85738	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142192	ENR	Judith Carter	1963-03-07	UHC-45269-15	7788573298	7167 Oak St, Glendale, AZ, 85396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21597	PRV	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-110897	ENR	Judith Hall	1956-02-10	UHC-93719-29	9185581715	8291 Pine Dr, Atlanta, GA, 30324	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
ENR-109200	ENR	Maria L King	1991-09-16	UHC-93835-29	8985495114	4798 Elm St, Columbus, OH, 43265	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64038	TPA	Ryan Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ, 85765	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-50376	TPA	Bobby Ryan	1985-01-27	—	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413060	CLM	Hannah B Simmons	1981-12-04	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
CLM-401513	CLM	Kathryn Contreras	1973-06-05	UHC-93092-01	—	1935 Church St, Glendale, AZ, 85310	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-134498	ENR	Frank Fernandez	1987-09-07	UHC-26756-01	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-100892	ENR	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-120727	ENR	Maria Y Perry	1998-12-23	UHC-43223-30	7485260537	8434 Union St, San Diego, CA, 92151	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-103529	ENR	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	2563 Maple Ave, Gilbert, AZ, 85202	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-26288	PRV	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430996	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St, Dallas, TX, 75260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
ENR-109924	ENR	Elizabeth Hawkins	1978-04-17	UHC-09375-66	8994839788	8066 Palm Dr, Gilbert, AZ, 85229	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60153	TPA	Donald Weaver	1967-07-01	—	8719882023	9560 Valley View Dr, Columbus, OH, 43203	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-429883	CLM	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115954	ENR	Benjamin Shaw	1993-05-24	UHC-42535-60	—	4124 Bayshore Dr, San Antonio, TX, 78298	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52038	TPA	Shirley Gomez	1997-05-20	—	4435665971	4826 Bayshore Dr, Glendale, AZ, 85383	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
CLM-421789	CLM	Stephen Mills	2006-12-22	UHC-24932-16	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58592	TPA	Gerald Gerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more

3,278 rows, page 40 of 66Previous Next