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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-123104	ENR	Walter J Salazar	1984-12-04	UHC-43435-44	7329258370	150 Desert Sky Blvd Apt 11, Tampa, FL, 33665	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-128391	ENR	Jon Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137359	ENR	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135687	ENR	Sophia L Fowler	1954-12-16	UHC-00499-12	2694712046	7348 Broadway Apt 24, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-110992	ENR	Lauren L Russell	1980-03-15	UHC-49356-31	8467332947	502 Hillcrest Rd, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134270	ENR	Emily L Diaz	—	UHC-97744-34	—	3389 Camelback Rd, Nashville, TN, 37225	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-106787	ENR	Mariana I Carlson	1958-07-21	UHC-83774-86	7908141957	3744 Elm St # 522, Minneapolis, MN, 55474	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106291	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd, Nashville, TN, 37270	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-114998	ENR	Aisha Willis	1961-04-17	UHC-57295-06	9292912990	5745 Canyon Rd # 441, Phoenix, AZ, 85072	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104154	ENR	Ann Simmons	1954-09-13	UHC-19311-66	3154372695	3060 Market St, Glendale, AZ, 85394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131607	ENR	Madison Edwards	1995-01-13	UHC-69976-74	4356830530	7010 Meadow Ln, Charlotte, NC, 28277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111942	ENR	Aaron J Bell	1940-03-15	UHC-97382-48	—	6456 Baseline Rd Apt 20, Houston, TX, 77085	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-101910	ENR	Edward Mejia	1963-01-05	UHC-45725-98	8259602646	3267 Palm Dr, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102453	ENR	Michelle R Cox	2008-06-19	UHC-75069-53	2485170904	2167 Sunset Blvd, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141363	ENR	Jeremy Z Watson	1985-01-18	UHC-78439-13	—	6845 Valley View Dr # 982, Chandler, AZ, 85246	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-132983	ENR	Denis R Griffin	1989-11-22	UHC-11850-53	—	4985 Valley View Dr, Phoenix, AZ, 85022	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-141557	ENR	Thomas Castillo	1972-11-12	UHC-88761-59	8434276876	8253 Spring St, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102660	ENR	Donna R Richards	1951-12-10	UHC-51434-18	9207248790	8054 Grand Ave, Columbus, OH	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124496	ENR	Charles G Holmes	1977-03-17	UHC-85650-99	3167800992	1149 Desert Sky Blvd, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108066	ENR	Arjun Ray	1966-09-21	UHC-51751-35	6276322371	8416 Baseline Rd, Nashville, TN, 37205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126805	ENR	Valentina O Wheeler	1953-05-22	UHC-44407-74	9645275872	4300 Valley View Dr # 876, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103280	ENR	Melissa Black	1988-07-05	UHC-84832-60	8829433229	2435 Meadow Ln # 874, Eden Prairie, MN, 55353	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109126	ENR	Jeremy Carlson	1989-08-01	UHC-96041-62	9107268586	6448 Church St, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131487	ENR	Joshua D Wagner	1939-06-04	UHC-39831-74	7076156058	6809 Market St, San Diego, CA, 92175	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-112389	ENR	Brandon Mejia	1994-12-12	UHC-98769-04	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110223	ENR	Samantha Carlson	1974-05-01	UHC-35190-77	6995519894	82 Sage Ct, Tampa, FL, 33607	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139193	ENR	Logan Payne	1986-04-08	UHC-81447-44	2884325587	279 Apache Blvd, Orlando, FL, 32830	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-128763	ENR	Dennis Weber	2008-10-19	UHC-92414-28	6887868699	4332 Central Ave, Miami, FL, 33105	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120828	ENR	Diane C Snyder	1953-08-25	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128109	ENR	Juan Kelly	1945-10-24	UHC-12228-04	8963762803	2386 Central Ave, Phoenix, AZ, 85057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135786	ENR	DebraJunk	1981-02-07	UHC-22689-53	6069298672	1474 Ocean Ave, Mesa, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-141367	ENR	Matthew Y Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103073	ENR	Sharon A Garza	1965-03-01	UHC-87804-96	4345597683	6519 Union St, Denver, CO, 80247	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-110481	ENR	Rachel L Bradley	1943-10-26	UHC-97573-46	4488784946	446 Central Ave, Dallas, TX, 75262	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109720	ENR	Mariana Howell	1972-11-18	UHC-32155-76	8684448970	5535 Meadow Ln Apt 28, Columbus, OH, 43220	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119004	ENR	Nancy Wright	1984-01-05	UHC-03765-78	6073773218	8257 Mountain View Dr, Plano, TX, 75067	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104098	ENR	Katherine S Williamson	1974-04-22	UHC-03866-47	3783171459	5607 Central Ave, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-121226	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109635	ENR	Robert Patel	1998-01-08	UHC-85449-55	6004637069	7450 Lake View Rd, Seattle, WA, 98146	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129422	ENR	Roger Lawson	1955-03-01	UHC-72270-43	2434981000	4540 Meadow Ln, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,310 rows, page 45 of 347Previous Next