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 “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-141053	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St, Orlando, FL, 32803	0.48	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+4 more
ENR-102759	ENR	Cynthia L George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136602	ENR	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62272	TPA	Austin Gibson	1985-01-01	—	—	8410 Sage Ct, Seattle, WA, 98137	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-140890	ENR	Isabella Parrk	1943-09-21	UHC-62319-56	8943437923	2082 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27837	PRV	Ralph Kelley	1975-09-22	UHC-28952-82	8395879904	1320 Pine Dr, Tempe, AZ	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-127510	ENR	Elijah Phillips	1995-11-21	UHC-93293-77	9525091543	2832 Baseline Rd # 432, Sacramento, CA, 95820	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20802	PRV	Alan Brown	2004-01-08	UHC-69982-03	—	740 Central Ave Apt 13, Phoenix, AZ, 85077	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-119428	ENR	Barbara K Lynch	1961-05-26	UHC-36424-15	4008244818	6512 Sage Ct, Nashville, TN, 37258	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-52083	TPA	Helen Cruz	1988-11-02	—	2427366336	756 Central Ave, Orlando, FL	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-117825	ENR	Fatima Espinoza	1944-08-11	UHC-02164-70	6835467499	7168 Church St, Denver, CO, 80221	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114015	ENR	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-55702	TPA	Kathleen Morgan	1960-02-04	—	4873209652	2706 Elm St, Denver, CO, 80284	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138552	ENR	Michael N Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416714	CLM	Elijah Torres	1968-03-21	UHC-90396-64	—	7315 Church St Apt 32, Eden Prairie, MN, 55333	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417575	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	—	9587 Park Pl, San Antonio, TX, 78237	0.48	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-410638	CLM	Eugene Petrson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-27681	PRV	Lauren Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142646	ENR	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-123609	ENR	Sophia Q Robertson	1962-08-17	UHC-54909-88	2744978695	7990 Church St, Atlanta, GA, 30395	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-123966	ENR	Noah Gutierrez	2005-12-01	UHC-54159-41	2576707157	179 Meadow Ln, Miami, FL, 33101	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20641	PRV	Mateo Tran	1990-12-01	—	4139778715	849 Elm St, San Antonio, TX, 78207	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431680	CLM	Amber Walker	1987-09-21	UHC-16667-35	—	6375 River Rd, Miami, FL, 33158	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28614	PRV	Sandra T Howell	1940-08-19	—	5708035365	1797 Meadow Ln, Mesa, AZ, 85266	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-422830	CLM	Timothy Carpenter	1970-04-07	—	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408369	CLM	Mason A Maldonado	—	—	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+4 more
TPA-59983	TPA	Roger Ortega	1939-04-19	UHC-44775-27	—	9312 Market St # 328, Jacksonville, FL, 32210	0.48	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63623	TPA	Linda Duncan	1962-10-21	—	—	838 Grand Ave # 845, Las Vegas, NV, 89126	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-432628	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430551	CLM	Alexander J Lawrence	1974-03-07	—	—	4292 Grand Ave, Jacksonville, FL, 32279	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more

17,850 rows, page 20 of 357Previous Next