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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430276	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429051	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-430120	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave Apt 40, Miami, FL, 33121	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
ENR-108494	ENR	Elizabeth Fox	2005-12-07	UHC-85549-30	2096109660	9575 Ocean Ave, Los Angeles, CA, 90057	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
PRV-21089	PRV	Keith Degado	1945-11-19	UHC-23405-40	7185611383	2236 Forest Ave # 419, Sacramento, CA, 95884	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113032	ENR	Bobby F Ferguson	1954-07-24	UHC-22343-80	8354778259	541 Hillcrest Rd, Orlando, FL, 32896	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64126	TPA	Jose K Carpenter	—	—	—	4048 Willow Ct, Plano, TX, 75049	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-109062	ENR	Judy D Rose	1944-02-08	UHC-90243-80	5324027610	6538 Park Pl, Los Angeles, CA, 90010	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138619	ENR	Jordan L Carr	1973-07-06	UHC-39558-60	—	205 Spring St, Gilbert, AZ, 85242	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-59187	TPA	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58829	TPA	Alice Willis	1944-06-18	—	7088054449	5380 Willow Ct, Nashville, TN, 37241	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412188	CLM	Ed H Myers	2004-08-09	—	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107595	ENR	Eugene Q Weber	1996-02-13	UHC-24096-95	3455033568	5066 Maple Ave, Minneapolis, MN, 55455	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138489	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	—	8367 Cedar Ln, Orlando, FL, 32827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-51614	TPA	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115479	ENR	Chris D Hoffman	1946-05-04	UHC-47909-72	9243090019	6080 Baseline Rd, Houston, TX, 77022	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24907	PRV	Jerry Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St, Eden Prairie, MN, 55347	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122315	ENR	Pamela Howell	1958-11-20	UHC-60374-83	8199048004	8664 Mountain View Dr, Plano, TX, 75005	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-55345	TPA	Carl Cole	1962-09-09	—	—	7658 Oak St, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-415834	CLM	Austin Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-108469	ENR	Joan X Bryant	1976-01-01	UHC-90182-19	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120882	ENR	Samanha Crawford	2006-05-16	UHC-50412-88	5273036319	5510 Highland Ave, Tampa, FL, 33685	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-54760	TPA	Kayla Thompson	1963-09-26	—	7119538739	89 Park Pl # 442, Mesa, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115044	ENR	Angela M Spencer	1957-03-27	UHC-26327-07	5559695081	3030 Indian School Rd, Columbus, OH, 43200	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126145	ENR	Bryan S Ramirez	1996-01-11	UHC-62667-46	2718844585	9889 Indian School Rd, Plano, TX, 75009	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128749	ENR	Justin Mejia	1982-04-05	UHC-92003-96	9807822813	7815 Forest Ave, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28847	PRV	Christian I Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave Apt 38, Phoenix, AZ, 85092	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142798	ENR	Luis O Montgomery	1992-02-03	UHC-06571-51	3707124936	3225 Harbor Blvd, Houston, TX, 77058	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142716	ENR	George Coleman	—	UHC-22944-32	2869210112	7711 Valley View Dr, Sacramento, CA, 95896	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121764	ENR	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.50	Two-digit birth year Member ID reformatted SSN last four extracted State code upper-cased+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415956	CLM	Ryan Hill	1966-09-13	UHC-71857-40	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431250	CLM	Barbara Cox	1962-01-13	—	—	1468 Hillcrest Rd, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more

16,828 rows, page 48 of 337Previous Next