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
PRV-21297	PRV	Heather O Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418123	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23763	PRV	Sean Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-54828	TPA	Daivd Knight	1981-12-18	—	—	5178 Baseline Rd Apt 32, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
TPA-51410	TPA	Jean Contreras	1943-06-21	UHC-29251-65	2555930153	3730 Hillcrest Rd, San Antonio, TX, 78202	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22021	PRV	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58722	TPA	Grace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct Apt 21, Tempe, AZ, 85269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-22939	PRV	Sean Vasquez	1953-03-25	UHC-70165-88	4339240463	5831 Palm Dr, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131083	ENR	Brittany H Robertson	1974-04-20	UHC-97321-73	2553497492	4828 Union St, Sacramento, CA, 95893	0.48	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-413332	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138746	ENR	Mei Robertson	1987-02-22	UHC-47647-46	7328625172	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411438	CLM	Brenda Tran	1994-10-17	UHC-06212-91	—	9506 Lake View Rd, Tucson, AZ, 85739	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129855	ENR	Megan K Johnston	1999-09-12	UHC-38617-08	4864921881	6312 Ridge Rd, San Diego, CA	0.48	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-402628	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401008	CLM	Jese Carr	1978-10-15	—	8819116704	6123 Willow Ct, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26637	PRV	Stephen Murphy	2002-07-19	—	2714775640	5656 Central Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63997	TPA	Gabriel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-58165	TPA	Ralhp Montgomery	1968-03-03	—	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24074	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24075	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-21575	PRV	Benjamin Olson	2003-05-25	UHC-22547-34	5366530115	7725 Palm Dr # 418, Las Vegas, NV, 89195	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61729	TPA	Elijah Moorales	1950-03-08	—	—	7332 Forest Ave # 968, Columbus, OH, 43216	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-138806	ENR	Tyler H Holmes	1946-08-06	UHC-39697-41	6324444533	1884 Grand Ave, Houston, TX, 77052	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414422	CLM	Banks Nicole	1996-12-26	UHC-03903-87	5514045899	2517 Mountain View Dr, Mesa, AZ, 85200	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55425	TPA	Angela Richardson	1947-10-24	—	8847143794	7082 Oak St, Houston, TX, 77046	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
PRV-22554	PRV	Jacqueline Baker	1945-11-08	—	—	6071 Palm Dr, Atlanta, GA, 30360	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400529	CLM	Dorothy Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21690	PRV	Adam Wright	1944-07-04	—	2908674394	7199 Sunset Blvd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429419	CLM	Billy Hrrera	1981-04-28	—	7619816762	3510 Park Pl, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61361	TPA	Arjun Marshall	1974-03-22	—	—	4070 Willow Ct # 774, Tampa, FL	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-118511	ENR	Paul Gilbert	1952-08-21	UHC-18539-67	—	6577 Ridge Rd, Houston, TX, 77048	0.48	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-402761	CLM	Lidna Oliver	—	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-100033	ENR	Vincent L Oliver	1973-05-14	UHC-16577-40	7476422564	6938 Apache Blvd, San Diego, CA, 92161	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411610	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St, Tempe, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113479	ENR	Vincent G Chapman	2001-08-26	UHC-05422-13	7213594201	694 Lake View Rd, Tampa, FL, 33609	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55277	TPA	Albert Butler	2008-06-20	—	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430447	CLM	Arthur X Hell	—	UHC-60721-03	9268253521	8579 Camelback Rd, Chandler, AZ, 85245	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-426634	CLM	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more

71,257 rows, page 56 of 1,426Previous Next