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-431127	CLM	Joshua Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124015	ENR	Jonathan George	1973-05-09	UHC-90734-76	2557071892	9653 Elm St, Charlotte, NC, 28278	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-128579	ENR	Diego C Robertson	1998-01-12	UHC-11231-23	8518085815	4317 Desert Sky Blvd, Eden Prairie, MN, 55320	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-424099	CLM	Russell L Barnes	2003-02-11	UHC-56905-68	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
TPA-55894	TPA	Samuel Obrien	2000-10-08	—	6003705917	8778 Oak St, Tampa, FL, 33693	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420382	CLM	Emily S Medina	1980-04-06	—	8354051122	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-121231	ENR	Tommy K Pena	1943-11-05	UHC-04105-91	8003025021	4370 Lincoln Way, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-432124	CLM	Madison Carpenter	1997-10-11	UHC-28496-43	5889237039	913 Cedar Ln, Nashville, TN, 37274	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-57412	TPA	Marilyn Elliott	1984-12-08	—	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417632	CLM	Walter Gray	1982-03-01	UHC-31744-18	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58687	TPA	Isabella Li	1948-04-28	—	9009209380	802 Ocean Ave, Charlotte, NC, 28270	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
TPA-63703	TPA	Paul Obrien	1946-06-15	—	—	9081 Broadway, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-101424	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53411	TPA	Charlotte Lucas	1968-04-03	—	7639253746	333 Harbor Blvd, Dallas, TX, 75244	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-140859	ENR	Janice Carr	1938-10-26	UHC-20307-50	7669065071	7647 Park Pl, Tempe, AZ, 85268	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-110994	ENR	James F Gordon	1946-12-05	UHC-90387-42	2035365136	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117117	ENR	Dylan Hicks	1950-10-04	UHC-73266-51	7495887876	4675 Willow Ct, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419190	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60792	TPA	Diana Turner	1970-11-06	—	7939690217	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419057	CLM	Carl Hall	1961-07-07	—	4027821671	6450 Elm St, Minneapolis, MN, 55413	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-421711	CLM	Lauura Ellis	1991-10-28	—	2612654691	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-29132	PRV	Roger Rice	1952-04-07	—	7835099873	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-56499	TPA	Shirley Lopez	1991-06-04	—	3136272862	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-28655	PRV	Julia Luna	1971-02-15	—	4034715948	8584 Main St, Tampa, FL, 33678	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-140857	ENR	Omar X Jacobs	1995-09-22	UHC-24754-97	9034656337	6910 Meadow Ln, Charlotte, NC, 28216	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-402444	CLM	Natlie Howell	1950-03-28	UHC-74422-60	6915246600	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-123569	ENR	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
TPA-63171	TPA	Evelyn Berry	1997-05-13	—	6654921336	4129 Valley View Dr, Jacksonville, FL, 32223	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-138261	ENR	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60254	TPA	Elizabeth Larson	1955-06-12	UHC-23618-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-21480	PRV	Diane Knight	1942-11-18	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-55260	TPA	Gregory Peters	1993-05-27	—	5132351550	263 Grand Ave, Charlotte, NC, 28213	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413323	CLM	Eugene Webb	1998-04-24	—	3103051170	6304 Grand Ave, Tampa, FL, 33686	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-419497	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105198	ENR	Dorothy Dean	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-107431	ENR	James E Rivera	1959-08-11	UHC-90965-61	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-116745	ENR	Timothy Y Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104892	ENR	Rutth Richardson	1955-12-15	UHC-95017-79	4884441471	8875 Indian School Rd, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425689	CLM	Gloria Gilbert	1990-12-28	—	—	478 Sage Ct, Phoenix, AZ, 85015	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-409931	CLM	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-25527	PRV	Bradley U Weaver	1982-07-14	UHC-09294-02	4022615401	7945 Grand Ave, Atlanta, GA, 30318	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140350	ENR	Dylan A Le	1998-06-17	UHC-41743-14	—	4150 Bayshore Dr, Nashville, TN, 37247	0.76	Name re-cased City re-cased State code upper-cased Email lower-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-418367	CLM	Philip Larson	1953-11-19	UHC-32280-28	4609465524	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more

16,828 rows, page 255 of 337Previous Next