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 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
ENR-141781	ENR	Doris Martinez	1970-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-105394	ENR	Margret Petterson	1949-08-05	UHC-10133-58	2546185856	1149 Apache Blvd, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-106661	ENR	Maggie Q Elliott	1953-05-10	UHC-55958-59	6225780751	8763 Sage Ct, Eden Prairie, MN, 55308	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-115218	ENR	Omar Knight	1955-04-25	UHC-56897-85	8079873654	5259 Forest Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-119713	ENR	Henry L Gray	1948-10-20	UHC-50017-78	6699985638	9612 Jefferson Ave, Charlotte, NC, 28254	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138330	ENR	Jeremy X Gilbert	1986-01-02	UHC-89474-15	6106299365	8011 Jefferson Ave, Tucson, AZ, 85748	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122251	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122250	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107385	ENR	Bradley N Palmer	1952-02-11	UHC-68445-57	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119503	ENR	Aaron Castro	1964-03-15	UHC-78946-81	8156440046	4010 Cedar Ln, Minneapolis, MN, 55478	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136703	ENR	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109244	ENR	Charlotte K Colmean	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117372	ENR	Dorothy Walker	1980-01-28	UHC-09439-74	7837925892	3726 Canyon Rd, Chandler, AZ, 85226	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135012	ENR	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108681	ENR	Laura X Gonzales	1962-09-03	UHC-04399-76	6732664540	6818 Camelback Rd, Las Vegas, NV, 89113	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110887	ENR	Raymond N Holmes	1972-02-10	UHC-55460-17	8964429771	1455 Sunset Blvd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-130570	ENR	Terry S Porter	1985-12-08	—	6735620045	6723 Indian School Rd, Tucson, AZ, 85768	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-120339	ENR	Theresa R Day	2003-04-11	UHC-77631-82	3798469309	2021 Meadow Ln, Glendale, AZ, 85359	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-124043	ENR	Jose K Mendez	1990-12-20	UHC-00513-42	4155419100	9467 Spring St, San Diego, CA, 92142	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110814	ENR	Marilyn Moreno	1971-10-23	UHC-76547-83	2477672682	19 Baseline Rd, Miami, FL, 33171	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113432	ENR	Jesse T Hansen	1969-02-12	UHC-45513-19	9027970072	5053 Oak St, Sacramento, CA, 95815	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-126917	ENR	Alice A Morales	1980-09-03	UHC-00679-59	7629317844	431 Apache Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-138894	ENR	Logan Y Marquez	1981-03-11	UHC-15519-26	6716909189	6817 Forest Ave, Tampa, FL, 33667	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139307	ENR	Theresa W McDonald	1967-09-28	UHC-35139-46	8058656923	3477 Jefferson Ave, Mesa, AZ, 85242	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-136581	ENR	Arjun B Fields	1962-03-12	UHC-53153-49	4899725136	2949 Sunset Blvd, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-118185	ENR	Wayne Ryan	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106376	ENR	Carl Geurge	1974-05-12	UHC-54000-76	3854038714	335 Ridge Rd, Denver, CO, 80262	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115012	ENR	Madison V Barnes	1974-01-07	UHC-50892-22	7306893142	7739 Forest Ave, Charlotte, NC, 28228	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-113367	ENR	Mariana Morales	1966-09-22	UHC-90870-54	3215976007	212 Desert Sky Blvd, San Antonio, TX, 78212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-139541	ENR	Carr Patricia	1991-08-15	UHC-69692-66	3853121461	7054 Meadow Ln, Nashville, TN, 37256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-118111	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118110	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129546	ENR	Frances A Long	1960-08-23	UHC-94571-23	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140238	ENR	Juan X Burns	1982-04-02	UHC-46319-03	2233064286	266 Camelback Rd, Minneapolis, MN, 55492	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126690	ENR	Mason Z Alvarado	1990-01-19	UHC-58827-31	5324430253	1974 Mesa Dr, San Antonio, TX, 78285	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-104108	ENR	Alexander Vazquez	—	UHC-02231-41	9835546311	8271 Meadow Ln, Eden Prairie, MN, 55394	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-131289	ENR	Janice Kelly	1957-11-05	UHC-98691-32	6167580964	5664 Willow Ct, San Diego, CA, 92123	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-137376	ENR	Walter Knight	2002-07-25	—	2123286798	7563 Ocean Ave, Fresno, CA, 93785	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122520	ENR	Thompson A Jerry	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave, Jacksonville, FL, 32246	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-114406	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-127218	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133972	ENR	Kevin H Ortega	1950-11-09	UHC-38146-61	2147358823	7358 Oak St, Houston, TX, 77057	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-105912	ENR	Jackson Mateo	2000-08-08	UHC-92354-30	6886205789	912 Forest Ave, Tucson, AZ, 85718	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115740	ENR	Alvarez Henry	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more

4,309 rows, page 56 of 87Previous Next