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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130812	ENR	Vincent McDonald	1961-05-17	UHC-27362-76	6439926131	620 Market St, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-50824	TPA	Dennis G Spencer	2008-11-06	—	—	2302 Palm Dr, Scottsdale, AZ, 85206	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108123	ENR	Christian Hduson	1982-04-04	UHC-25514-58	4258402247	3963 Jefferson Ave, Denver, CO, 80255	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407515	CLM	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-419157	CLM	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr, Nashville, TN, 37230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134587	ENR	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	5344 Pine Dr, Los Angeles, CA, 90026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409137	CLM	Teresa Munoz	1989-10-02	UHC-84425-40	8067678348	3237 Palm Dr, Orlando, FL, 32890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140762	ENR	Anthony N Kelly	1984-03-20	UHC-82253-79	—	1849 Hillcrest Rd Apt 40, Gilbert, AZ, 85208	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101461	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101460	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413029	CLM	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63708	TPA	Benjamin Jones	1989-02-11	—	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106642	ENR	Rachel S Edwards	1988-12-15	UHC-16184-77	8277023194	9657 Union St, Minneapolis, MN, 55431	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100633	ENR	Debra W Davis	1986-02-13	UHC-91305-53	8346478281	1252 Church St, Orlando, FL, 32862	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138557	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57229	TPA	Raymond Santos	1959-02-12	—	8946100025	1830 Spring St, Atlanta, GA, 30311	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136366	ENR	Albert B Chavez	1998-08-22	UHC-44798-07	5733804728	1017 Central Ave, San Antonio, TX, 78233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119568	ENR	Doris N Laswon	1997-10-27	UHC-56459-08	5672968175	7664 Cedar Ln, San Antonio, TX, 78262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102561	ENR	Elizabeth C Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave # 816, Seattle, WA, 98196	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-426837	CLM	Joe Bishop	1967-10-04	—	6258259436	3979 Elm St, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122388	ENR	Cooer Joan	1991-01-05	UHC-11316-57	2995173552	2610 Sage Ct, Jacksonville, FL, 32272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125223	ENR	Yuki Perkins	1967-05-28	UHC-55774-23	8818518156	5842 Jefferson Ave, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119969	ENR	Edward E Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421106	CLM	Stephen U Elliott	1993-12-09	—	7068913399	209 Maple Ave, Columbus, OH, 43232	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421920	CLM	Kevin Burke	1985-11-22	—	—	5265 Main St, Eden Prairie, MN, 55387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427016	CLM	Henry Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-403816	CLM	Jesse Alvarez	1939-04-07	UHC-20741-25	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24542	PRV	Evelyn Z Freeman	1958-03-22	—	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28394	PRV	Richard Ryan	2005-07-22	UHC-99882-77	9899269507	1288 Washington St Apt 35, Fresno, CA, 93743	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64078	TPA	Abby Carlson	1990-04-13	—	5128559598	1325 Ocean Ave, Los Angeles, CA, 90089	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102369	ENR	Patrick U Franklin	1976-12-05	UHC-08591-47	—	8100 Camelback Rd # 181, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427777	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121469	ENR	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110986	ENR	Justin Q Wright	1963-11-15	UHC-25235-54	—	4940 Elm St, Plano, TX, 75057	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more

32,400 rows, page 91 of 648Previous Next