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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141838	ENR	Ana P Lewis	1951-03-11	—	3924669478	7077 Palm Dr # 323, Austin, TX, 78718	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107594	ENR	Ahmed Munoz	1980-06-16	UHC-44111-09	3827764197	2523 Bayshore Dr Apt 31, Austin, TX, 78708	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119735	ENR	Amber T Berry	1995-05-11	UHC-99791-82	2294123039	5315 Palm Dr # 310, Atlanta, GA, 30369	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114647	ENR	Roy U Kim	1972-11-02	UHC-44848-39	6483736751	1602 Church St # 795, Nashville, TN	0.38	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130215	ENR	Ana Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 125, Glendale, AZ, 85327	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-103428	ENR	Kimberly R Patel	1992-09-21	UHC-12413-51	4517980720	4322 Valley View Dr # 773, Fresno, CA, 93709	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132396	ENR	Katherine Silva	1939-05-20	UHC-05146-68	—	1542 Market St # 102, Tampa, FL	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104599	ENR	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd Apt 32, San Diego, CA	0.38	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-112918	ENR	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd # 834, Jacksonville, FL, 32274	0.38	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-138265	ENR	Sarah E Contreras	1947-06-23	UHC-09556-30	9187846520	2116 Washington St # 543, San Antonio, TX, 78205	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more
ENR-103632	ENR	Mark Ray	1947-03-25	UHC-24246-62	7596828658	7803 Valley View Dr Apt 32, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142141	ENR	Kiberly Carlson	1992-02-13	UHC-99272-77	9677891744	8110 Highland Ave # 808, Mesa, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121778	ENR	Ahmed Q Black	1995-11-24	UHC-40100-10	5652872375	4516 Indian School Rd Apt 21, Fresno, CA, 93720	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121927	ENR	Kimberly L Payne	1942-04-07	UHC-83579-91	9323141309	4517 Bayshore Dr # 140, Jacksonville, FL	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-124381	ENR	Ralph U Knight	1995-10-12	UHC-94711-16	9239678910	7040 Palm Dr Apt 2, Denver, CO	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-142645	ENR	Rachel Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave # 633, San Diego, CA, 92164	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased+2 more
ENR-105030	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave # 962, Orlando, FL, 32850	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-101662	ENR	Frank P Nunez	—	UHC-16151-75	—	8405 Maple Ave Apt 12, Tampa, FL, 33658	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134034	ENR	Cynthia Edwards	2001-04-15	UHC-03383-39	7894854736	9713 Highland Ave # 916, San Antonio, TX	0.40	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123885	ENR	Gabriiel Gray	—	UHC-32540-86	—	1051 Indian School Rd Apt 27, Minneapolis, MN, 55429	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
ENR-118346	ENR	Michelle Herreera	1970-04-19	UHC-13353-75	—	3581 Ocean Ave Apt 33, Atlanta, GA, 30351	0.40	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-122075	ENR	Nancy J Contreras	1988-02-04	UHC-44710-83	—	8194 Jefferson Ave # 666, Denver, CO	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121319	ENR	Austin Nelson	1942-09-21	UHC-36547-42	9483618186	9020 Maple Ave Apt 2, Seattle, WA, 98127	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111023	ENR	Joyce B Mills	1971-03-28	UHC-61487-56	8173747109	8718 Valley View Dr # 754, Austin, TX, 78736	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128746	ENR	Harold Green	1967-04-09	UHC-13221-79	4862209245	5940 Grand Ave # 946, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138980	ENR	Sam Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St Apt 20, Denver, CO, 80297	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108230	ENR	Nicole Rodriguez	2008-05-07	UHC-29082-91	9859842278	9401 Ocean Ave # 664, Tempe, AZ, 85221	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119643	ENR	Jesse E Mejia	1978-07-04	UHC-75572-51	9736935453	7813 Main St Apt 23, Austin, TX, 78794	0.40	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133412	ENR	Janice Q Hansen	1970-06-13	UHC-17796-50	7636570096	930 Camelback Rd # 989, Fresno, CA, 93729	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110408	ENR	Alexis B Burton	—	UHC-80754-22	—	6768 Oak St # 694, Dallas, TX, 75278	0.40	Date of birth unreadable SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-106861	ENR	Jess X Montgomery	1977-07-19	UHC-28580-22	6654019985	4165 Jefferson Ave Apt 16, Fresno, CA, 93787	0.40	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121639	ENR	Zachary Morgan	1999-07-13	UHC-30597-89	8588239600	4537 Church St Apt 33, Chandler, AZ, 85205	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113542	ENR	Carolyn J Mills	1982-06-17	UHC-54330-82	7625315624	9218 Canyon Rd Apt 24, Glendale, AZ, 85357	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-114003	ENR	Carlos Thompson	—	UHC-17306-34	9513534287	7115 Apache Blvd # 644, Tampa, FL, 33652	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113866	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St # 160, Nashville, TN, 37244	0.40	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-108720	ENR	Gary U Schmidt	1966-12-22	UHC-93699-20	9088961016	5966 Palm Dr Apt 15, Tucson, AZ, 85794	0.40	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-113390	ENR	Christine Morales	2007-01-19	UHC-18121-75	5674677874	8944 Forest Ave Apt 8, Charlotte, NC, 28211	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112844	ENR	Daniel E Flores	1959-12-17	UHC-10911-11	—	4711 Mesa Dr # 570, Mesa, AZ, 85281	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129381	ENR	Wei A Romero	1942-04-26	UHC-05658-68	5553950267	4297 Indian School Rd # 108, Seattle, WA	0.40	Name split from “Last, First”Member ID reformatted Unit split from street ZIP missing+2 more
ENR-118400	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd # 434, Nashville, TN	0.40	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138036	ENR	Jason Daz	1988-03-18	UHC-57179-82	2763260387	1050 Lake View Rd # 418, Phoenix, AZ, 85092	0.40	Name split from “Last, First”Unit split from street State name converted to code Email lower-cased+2 more
ENR-101254	ENR	Heather I Lopez	1941-12-08	UHC-55811-29	—	2352 Ridge Rd Apt 19, Seattle, WA, 98122	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142104	ENR	Eily Z Shaw	1992-02-13	UHC-67683-28	4262150652	1137 Washington St # 570, Gilbert, AZ, 85258	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124068	ENR	Don A Hayes	1949-04-16	UHC-91495-71	8022104343	5151 Jefferson Ave # 153, Los Angeles, CA	0.40	Phone reformatted SSN last four extracted Unit split from street ZIP missing+2 more
ENR-139424	ENR	Benjamin F Taylor	1965-12-19	UHC-86199-06	9028345991	8247 Lake View Rd Apt 27, Gilbert, AZ, 85217	0.40	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+2 more
ENR-111155	ENR	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd Apt 3, Phoenix, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121284	ENR	Jose Moore	—	UHC-25875-07	5866408862	1197 Mountain View Dr # 832, Denver, CO, 80201	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 7 of 67Previous Next