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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108262	ENR	Roger Patterson	2003-03-09	UHC-72721-11	7604603224	623 Meadow Ln, Sacramento, CA, 95896	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105452	ENR	McDonald Terry	1959-02-10	UHC-28067-04	4875077765	1939 Ridge Rd, Houston, TX, 77071	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110264	ENR	Samantha B Morris	1995-01-25	UHC-43300-11	2457700021	921 Church St, Tucson, AZ, 85776	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114491	ENR	Martha Gomez	1944-05-11	—	4663797384	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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
ENR-128909	ENR	Brandon G Peters	1973-09-10	UHC-24583-07	8289636027	1387 Elm St, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-136609	ENR	Diego M Ray	1979-07-24	UHC-13847-83	3922627935	203 Union St, Phoenix, AZ, 85011	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124927	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142845	ENR	Amy I Grant	1983-06-11	UHC-34713-39	5487220164	4128 Sage Ct, Sacramento, CA, 95899	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105891	ENR	Gabriel I Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr, Plano, TX, 75001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104658	ENR	Frank Thompson	1992-04-06	UHC-37893-53	4469309182	7457 Spring St, Tucson, AZ, 85710	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135546	ENR	Stephanie X Gardner	1959-04-04	UHC-79152-88	6807065795	3446 Maple Ave, Los Angeles, CA, 90073	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106251	ENR	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-128067	ENR	Keith S Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114620	ENR	Randy Howell	1948-03-18	UHC-25970-10	—	9138 Maple Ave, Tempe, AZ, 85264	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139977	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	3962989479	9284 Bayshore Dr, San Antonio, TX, 78289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111315	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	7245 River Rd, Glendale, AZ, 85336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104743	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN, 37243	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100360	ENR	Larry Wilson	1953-11-08	UHC-26116-50	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117171	ENR	Cheryl K Ray	1946-11-05	UHC-15687-67	7877635985	2287 Elm St, San Antonio, TX, 78246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140726	ENR	Madison D Spencer	1973-01-18	UHC-73285-94	—	8387 River Rd, Denver, CO, 80217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119609	ENR	Maria Warren	1939-08-17	UHC-52031-57	6095269464	7583 Market St, Plano, TX, 75028	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137448	ENR	Mei W Gibson	2002-06-10	UHC-65121-63	4002333692	8059 Meadow Ln, Orlando, FL, 32899	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113482	ENR	Lisa Morales	1946-10-19	UHC-21468-84	6047265391	2095 Washington St, San Diego, CA, 92193	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136963	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln, Austin, TX, 78786	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130972	ENR	Samuel F Collins	1943-03-02	UHC-44660-05	7217608699	3152 Valley View Dr Apt 30, Charlotte, NC, 28264	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124667	ENR	Ethan Weaver	1967-06-05	UHC-26033-52	4762445631	8731 Washington St, Mesa, AZ, 85268	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121250	ENR	Bilyl E Daniels	1946-02-08	UHC-18777-46	4624523090	1049 Hillcrest Rd, Columbus, OH, 43222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119262	ENR	Kathryn R Gray	2000-06-03	UHC-86083-39	5146624207	2024 Indian School Rd, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106132	ENR	Thomas F Stephens	1964-01-04	—	5798863712	3839 Indian School Rd, Denver, CO, 80248	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120246	ENR	Samantha Clark	1944-06-24	UHC-89552-08	6052837949	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-143057	ENR	Benjamiin S Lane	1985-01-05	UHC-09486-02	8848419114	6981 Cedar Ln, Miami, FL, 33114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105349	ENR	Jeremy Richards	1990-07-11	UHC-44276-58	5412552374	9885 Union St, Atlanta, GA, 30394	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101004	ENR	Jean D Howard	1991-07-15	UHC-11871-92	7267074042	6516 Central Ave, Atlanta, GA, 30386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119957	ENR	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
ENR-121126	ENR	Brenda A Harper	1940-05-15	UHC-10195-16	—	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128472	ENR	Alan G Bradley	1971-09-10	UHC-99205-78	4495170482	5458 Oak St, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133286	ENR	David S Ferguson	1982-07-23	—	2955627340	2980 Elm St, Fresno, CA, 93725	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142724	ENR	Sophia Reid	1987-11-27	UHC-92033-81	9283138042	4481 Bayshore Dr, Las Vegas, NV, 89121	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115963	ENR	Mark M Ortiz	1990-09-03	UHC-37581-36	4358277855	607 Canyon Rd, Austin, TX, 78729	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126147	ENR	Roy Mills	1963-12-12	UHC-46354-30	9657058183	5385 Elm St, Minneapolis, MN, 55473	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105741	ENR	Carl A Hoffman	1941-12-11	—	9012172683	9270 Palm Dr, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-105236	ENR	Sanda P Jacksson	1970-01-18	UHC-04416-25	5065561529	9555 Meadow Ln, Eden Prairie, MN, 55397	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128008	ENR	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105425	ENR	Amber V Coleman	1948-07-20	UHC-07698-89	6418589500	1524 Market St, Dallas, TX, 75203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115493	ENR	Ashley U Perry	1987-02-07	UHC-75552-09	9238938230	3205 Ridge Rd, Atlanta, GA, 30359	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-141837	ENR	Mike X McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 134 of 280Previous Next