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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-119650	ENR	Scott H Kim	1962-07-02	UHC-69089-17	9322842075	4664 Spring St, Chandler, AZ, 85221	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26308	PRV	Christine J Espinoza	—	UHC-16134-22	4158055756	6095 Meadow Ln, Plano, TX, 75098	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113159	ENR	Lisa U Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-115937	ENR	Kevin Q Burke	—	UHC-90271-70	7363741120	7399 Church St, Denver, CO, 80246	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60987	TPA	Henry Fisher	2005-06-18	—	—	409 Park Pl, Atlanta, GA, 30388	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51743	TPA	Martha Bell	1965-09-21	—	—	1624 Palm Dr, Mesa, AZ, 85222	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-116661	ENR	Lus Lee	1965-04-28	UHC-56887-73	2645827180	7876 Bayshore Dr, Phoenix, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121418	ENR	Mike Walker	1974-05-01	UHC-97961-65	3547704933	5591 Harbor Blvd, Austin, TX	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129209	ENR	Maria Q Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110684	ENR	Pamela Jackson	1959-03-14	UHC-56346-66	—	7679 Mesa Dr, Charlotte, NC	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-64288	TPA	Ana Mendoza	1983-03-07	—	—	2702 Lake View Rd Apt 35, Atlanta, GA, 30307	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429941	CLM	Patrick Sanders	2005-09-06	—	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135821	ENR	Jordan J Boyd	1962-06-03	UHC-82021-98	5339654881	5668 Union St Apt 1, Minneapolis, MN, 55466	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-424239	CLM	—Junk	1985-12-02	UHC-44550-43	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.50	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-120119	ENR	Edward Olliver	2006-04-20	UHC-36016-90	4294649556	2187 Sage Ct, Columbus, OH, 43206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-56054	TPA	Jean Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136647	ENR	Brittany Peterson	1980-04-14	UHC-26138-49	3098747741	4303 Elm St, Eden Prairie, MN, 55362	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61760	TPA	Charlotte Rogers	1996-03-20	—	—	7069 Cedar Ln, Houston, TX	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
CLM-409421	CLM	Luis Richards	1969-08-21	UHC-28814-43	—	6338 Indian School Rd, Gilbert, AZ, 85225	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-118824	ENR	Heather V Palmer	2005-05-09	UHC-37730-21	4767789684	6747 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123804	ENR	Lawson R Kathleen	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr Apt 10, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61388	TPA	Bill Ellis	2001-02-14	—	—	8506 Sunset Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58737	TPA	Brian Hart	1972-08-20	—	6385126569	1729 Highland Ave Apt 26, San Antonio, TX, 78258	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421544	CLM	Megan Medina	1944-10-12	—	—	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428129	CLM	Ruth Meyer	2004-06-19	UHC-88349-27	8647358107	8704 Central Ave, Glendale, AZ, 85341	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113826	ENR	Ahmed Z Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St Apt 19, Minneapolis, MN, 55435	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113260	ENR	Carolyn Moore	—	UHC-65072-52	2204956098	8841 Jefferson Ave, Nashville, TN, 37223	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-61042	TPA	Tyler Jenkins	1999-10-06	—	—	7396 Ridge Rd, Fresno, CA, 93743	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405449	CLM	Drew Brdaley	—	UHC-76594-50	—	3975 Sunset Blvd, Fresno, CA, 93792	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-403110	CLM	Andrea Fuller	2005-03-01	—	3177411713	8857 Camelback Rd # 513, Tucson, AZ, 85737	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123774	ENR	Fields O Walter	1938-08-18	UHC-01743-64	6036930264	9344 Camelback Rd, Fresno, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-136539	ENR	Lgan Q Tran	1997-05-11	UHC-26362-90	7296500155	4762 Canyon Rd, Plano, TX, 75057	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400628	CLM	Alexander Thompson	—	UHC-81966-47	—	8452 Central Ave, Eden Prairie, MN	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-123558	ENR	Amanad Fisher	1970-08-21	UHC-11517-28	2534443613	5090 Willow Ct # 652, Phoenix, AZ, 85007	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136039	ENR	Lucia Gonzalez	1978-07-05	UHC-77260-89	7632052821	3897 Bayshore Dr, Sacramento, CA, 95873	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100158	ENR	Bobby Hoffman	1987-01-23	UHC-04901-77	9108465800	3548 Camelback Rd Apt 34, Denver, CO, 80290	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139290	ENR	Daniels Jeremy	—	UHC-69692-81	3699227925	4069 Oak St, Denver, CO, 80219	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27414	PRV	Stephanie J Wagner	—	UHC-41796-51	—	7721 River Rd, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408816	CLM	Vicoria Franklin	—	—	—	5345 Valley View Dr, Denver, CO	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-139952	ENR	Marilyn Ramirez	1970-06-01	UHC-67599-81	—	8681 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124663	ENR	Ronald Long	—	UHC-17595-06	—	3301 Oak St, Charlotte, NC, 28270	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-100752	ENR	Jose L Fower	1999-10-17	UHC-49377-67	3032304023	6354 Forest Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116486	ENR	Mei Gant	1950-02-14	UHC-98407-62	7343191836	3793 Lake View Rd, San Diego, CA, 92168	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431476	CLM	Walter Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St, Charlotte, NC	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61972	TPA	Carolyn Long	1941-01-20	—	—	2878 Market St, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-108504	ENR	Ryan Laura	1993-01-22	UHC-44301-74	3507482025	9430 Sunset Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more

55,824 rows, page 115 of 1,117Previous Next