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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411290	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409100	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	9182 Sage Ct, San Antonio, TX, 78251	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118713	ENR	Ahmed Y Marshall	1985-05-08	UHC-22732-24	4986064229	4444 Canyon Rd, Sacramento, CA, 95839	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-121143	ENR	Maria Perkins	1995-02-15	UHC-53880-79	9319825347	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-28458	PRV	Jose B Long	1972-08-05	UHC-18259-67	4684573172	8334 Canyon Rd, Nashville, TN, 37269	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-128216	ENR	Jean Thomas	1963-04-14	UHC-35783-90	5838181077	2055 Lincoln Way, Nashville, TN, 37270	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-403751	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-135706	ENR	Kimberly Lucas	1954-06-01	UHC-15972-91	2512450596	3323 Bayshore Dr, Tucson, AZ, 85737	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-115278	ENR	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-133468	ENR	Adam S Aguilar	2006-07-13	UHC-53572-60	3016189568	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-112437	ENR	Sandra X Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct, Chandler, AZ, 85292	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118055	ENR	Jerry I Vasquez	1939-08-13	UHC-41128-37	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
PRV-29553	PRV	Isabella Gonzales	1983-10-21	—	3885238477	4192 Apache Blvd, Fresno, CA, 93704	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-132247	ENR	Andrea Johnson	1953-11-07	UHC-99721-23	4137705151	7266 Highland Ave, Glendale, AZ, 85332	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-122513	ENR	Susan G McCoy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV, 89185	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-413501	CLM	Linda Ortega	1945-12-05	UHC-22191-27	—	8401 Sunset Blvd, Dallas, TX, 75243	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-117274	ENR	Madison Palmer	1955-07-24	UHC-94813-75	3514623227	5601 Sunset Blvd, Eden Prairie, MN, 55339	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-111259	ENR	Philip Wright	1998-04-12	UHC-98948-34	—	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424061	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424062	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413254	CLM	Jason Larson	1960-12-28	UHC-03469-36	7958266992	1155 Broadway, Mesa, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
ENR-133651	ENR	Kayla J Tran	1974-09-19	UHC-43871-21	2297773191	5472 Willow Ct, Houston, TX, 77007	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
PRV-24968	PRV	Chris Thompson	1939-09-01	—	2637976993	9639 Broadway, Mesa, AZ, 85258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-113681	ENR	Frank S Garrett	1984-11-11	UHC-47816-04	—	9229 Sunset Blvd, Tampa, FL, 33618	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-134745	ENR	Ethan Alvarez	1976-08-26	UHC-47014-09	8886210539	7717 Palm Dr, Orlando, FL, 32895	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-425535	CLM	Beverly K Cunningham	1961-03-23	UHC-32494-13	—	5678 Meadow Ln, Miami, FL, 33173	0.78	Name split from “Last, First”City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-122644	ENR	Debra Allen	1938-06-15	UHC-49233-69	9797241815	4355 Baseline Rd, Tempe, AZ, 85271	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-61033	TPA	Mei Baileey	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL, 33632	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55051	TPA	Eric Butler	1965-07-03	—	—	8200 Maple Ave, San Antonio, TX, 78217	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-28001	PRV	Mary N Coleman	1995-06-14	—	5556313855	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-133690	ENR	Danielle Washington	2001-10-06	UHC-41113-13	3923151900	8837 Harbor Blvd, Los Angeles, CA, 90065	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-125715	ENR	Kathryn K Owens	1998-02-24	UHC-77483-73	8044125741	9096 Elm St, Jacksonville, FL, 32220	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-138115	ENR	Sanchez I Catherine	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr, Charlotte, NC, 28231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-428251	CLM	Henry N Peters	1977-01-18	—	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-128873	ENR	Donna Hansen	1961-06-10	UHC-26678-18	8704506805	33 Meadow Ln, Atlanta, GA, 30333	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-405894	CLM	Debra J Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-136214	ENR	Sandra Perkins	1942-06-25	UHC-36123-82	5134181620	1706 Apache Blvd, Miami, FL, 33137	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53273	TPA	Caarolyn M Palmer	2004-08-19	—	7285629177	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422609	CLM	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	8867 Forest Ave, Miami, FL, 33154	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413673	CLM	Jerry Phillips	1959-10-23	—	8419976554	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-123855	ENR	Santiago Q Warren	1976-10-01	UHC-97597-12	2874099329	542 Harbor Blvd, Mesa, AZ, 85248	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419916	CLM	John Mendez	1971-06-11	UHC-77811-84	3965957617	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21322	PRV	Kathleen Guzman	2004-11-07	UHC-40091-84	5015225365	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

9,980 rows, page 157 of 200Previous Next