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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401314	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134240	ENR	Arjun Bradley	2006-08-16	UHC-09600-58	9807022600	3080 Valley View Dr # 905, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121058	ENR	Arthur R Jones	1952-10-25	UHC-47132-05	6917133101	6332 Camelback Rd, Tucson, AZ, 85705	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408606	CLM	Jonathan Ward	2003-10-01	—	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112896	ENR	Virginia X Fox	1962-11-23	UHC-87518-06	8415476810	5562 Grand Ave, Miami, FL, 33143	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24830	PRV	Jerry P Weaver	1993-07-21	UHC-19409-86	3339887182	1888 Union St, Charlotte, NC, 28240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110142	ENR	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave # 626, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-52992	TPA	Angela P Ross	1939-12-23	—	5428900259	6160 Ridge Rd, Tucson, AZ, 85722	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50159	TPA	Helen Luna	1955-01-13	—	3878653496	6305 Palm Dr, Dallas, TX, 75259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24091	PRV	Jesse Ward	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108962	ENR	Nancy H Spencer	2009-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52205	TPA	Gabriel Sandoval	1948-01-09	—	6976934152	464 Sunset Blvd # 832, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112077	ENR	Cheryl M Riley	1984-03-14	UHC-78761-15	4796605566	1550 Spring St, Eden Prairie, MN, 55385	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26402	PRV	Mariana Auztin	1967-10-15	UHC-60247-95	7875392929	5576 Oak St, Denver, CO, 80282	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
CLM-413884	CLM	Patricia Petel	1958-07-09	—	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29571	PRV	Jacob Thompsun	—	UHC-30058-05	5192541939	5028 Sunset Blvd, Scottsdale, AZ, 85244	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-24408	PRV	Aaron Stone	1966-01-28	—	7802243948	14 Park Pl Apt 6, Gilbert, AZ, 85205	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25564	PRV	Kathyn X Mills	2008-02-24	—	9339949389	2641 Ocean Ave, Miami, FL, 33111	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114396	ENR	Janice O Holmes	1981-12-11	UHC-67731-09	8938854425	638 Elm St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408749	CLM	Patty Gomez	1940-10-24	UHC-71807-52	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404256	CLM	Russell R Warren	1989-02-01	—	3156982261	1252 Market St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404494	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139824	ENR	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN, 55360	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430574	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	2265306934	1370 Baseline Rd # 756, Houston, TX, 77045	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137218	ENR	Raymond T Gzman	1991-02-02	UHC-14684-42	3606511435	2259 Union St, Seattle, WA, 98173	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130335	ENR	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	8978 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-424375	CLM	Mari Bowman	1966-12-13	—	—	6396 Indian School Rd, Eden Prairie, MN, 55375	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409381	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409382	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23640	PRV	Karen V Pierce	1989-09-28	UHC-84649-94	3976905635	6535 Grand Ave Apt 10, San Antonio, TX, 78223	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23085	PRV	Joshua Rogers	1964-01-23	—	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111081	ENR	Anthony E Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107703	ENR	Mgan N Wilson	1938-09-13	UHC-23279-44	5693176233	9365 Jefferson Ave, Gilbert, AZ, 85278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401118	CLM	Patricia Hamilton	1979-09-02	UHC-61712-73	—	2061 Pine Dr, Nashville, TN, 37286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60224	TPA	Mark Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419692	CLM	Jeremy Hunter	—	—	3078642965	6322 Market St, Charlotte, NC, 28248	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-21864	PRV	Judith H Collins	1940-07-01	—	8037802188	7317 Sage Ct # 494, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28244	PRV	Eugene K Gylbert	1987-07-03	UHC-27936-75	7022805732	3071 Maple Ave, Minneapolis, MN, 55412	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123288	ENR	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420172	CLM	JoseJunk	2001-01-14	UHC-54396-76	—	238 Harbor Blvd, Columbus, OH, 43256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100504	ENR	Grace Soot	1946-03-03	UHC-54130-50	4238927617	4634 Forest Ave, Orlando, FL, 32819	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416259	CLM	Beverly Sanchez	1980-11-10	UHC-76900-91	—	5540 Mesa Dr, Jacksonville, FL, 32221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128197	ENR	Logan F Mills	2004-06-12	UHC-21983-89	5779904428	3968 Grand Ave # 848, Sacramento, CA, 95851	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403800	CLM	Frances E Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140022	ENR	Ray Peters	1972-08-03	UHC-72190-33	—	2221 Lake View Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more

71,257 rows, page 185 of 1,426Previous Next