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-117011	ENR	Santiago L Knight	1991-04-06	UHC-58255-39	8228363222	8196 Apache Blvd, Gilbert, AZ, 85204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113043	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	3212822059	2502 Jefferson Ave, Charlotte, NC, 28238	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-122186	ENR	Jerry K Hughes	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
ENR-107048	ENR	Danielle M Parker	1958-01-03	UHC-09719-62	9126186315	1498 Lincoln Way, Atlanta, GA, 30340	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-129126	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-127130	ENR	Jeffrey Wells	2007-06-08	UHC-79372-14	6944155262	6786 Sage Ct, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118010	ENR	Stephen A Bailey	1994-02-22	UHC-72645-22	9798374715	5482 Indian School Rd, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128577	ENR	William O Griffin	1963-04-04	UHC-50393-25	2984121629	4415 Union St, Las Vegas, NV, 89120	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103273	ENR	Aaron Young	1953-07-02	UHC-06765-07	3205095305	3196 Valley View Dr, San Antonio, TX, 78233	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134764	ENR	Rios Z Janice	1939-07-04	UHC-63139-91	2979149462	1537 Apache Blvd, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126166	ENR	Lucia G Jenkins	1962-08-09	UHC-17960-70	2517636966	2112 Sunset Blvd, Columbus, OH, 43253	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134722	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd Apt 18, Glendale, AZ, 85362	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-119718	ENR	Mason Henderson	2004-08-05	UHC-43603-66	7595147269	7776 Valley View Dr, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-134459	ENR	Robert Jordan	1969-07-05	UHC-56770-06	3723408224	8316 Mesa Dr, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131775	ENR	Barbara B Stone	1987-12-12	UHC-47557-38	6788869868	7397 Park Pl, Tampa, FL, 33627	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107540	ENR	Beverly H Hughes	1987-06-28	UHC-84048-28	7947014104	4067 Mountain View Dr, Houston, TX, 77044	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105381	ENR	Christopher G Williamson	2002-02-28	UHC-02046-10	5136237039	7615 Desert Sky Blvd, Charlotte, NC, 28279	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136281	ENR	Yuki T McCoy	1963-10-22	UHC-43928-04	8652004321	4909 Union St, Denver, CO, 80226	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-124734	ENR	Madison Vazquez	1994-10-09	UHC-54474-87	—	6427 Mesa Dr, Miami, FL, 33109	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134911	ENR	Judy E Bell	1997-12-24	UHC-79345-70	7796305979	8251 Pine Dr, San Diego, CA, 92152	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120245	ENR	Ethan R Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113552	ENR	Kimberly L Lopez	1943-06-13	UHC-28888-07	7264584117	8071 Church St, Phoenix, AZ, 85026	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136279	ENR	Thomas Chavez	1964-11-24	—	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-116354	ENR	Alice L Henry	1942-11-22	UHC-71248-55	3186401988	4514 Indian School Rd, Denver, CO, 80296	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131806	ENR	Pamela Taylor	1964-10-09	UHC-54051-45	5728062649	6513 Mountain View Dr, Denver, CO, 80237	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-128206	ENR	Frances L Ruiz	1994-03-16	UHC-53327-52	3817942729	9212 Main St Apt 2, Atlanta, GA, 30353	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110611	ENR	Rayymond L Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St, Plano, TX, 75061	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129178	ENR	Judy A Spencer	1940-02-27	UHC-36174-76	8475129918	9868 Elm St, Nashville, TN, 37200	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-130475	ENR	Samuel Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140143	ENR	Frances Tucker	1991-07-13	UHC-24971-18	—	237 Pine Dr, Charlotte, NC, 28233	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-116216	ENR	Frank E Daniels	1945-02-24	UHC-02600-13	5024803267	5727 Baseline Rd, San Diego, CA, 92103	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102401	ENR	Ryyan D Palmer	1964-12-15	UHC-75348-14	4425680312	452 Union St, Seattle, WA, 98167	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-139197	ENR	Carlos Grant	1982-04-25	UHC-60171-08	8495469852	7336 Union St, Sacramento, CA, 95866	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-140441	ENR	Russell R Guzman	2001-07-26	UHC-93271-10	—	2663 Washington St, Scottsdale, AZ, 85222	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-103679	ENR	Omar Vazquez	1953-09-15	UHC-33790-46	2076527212	753 Camelback Rd, Tucson, AZ, 85752	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-136418	ENR	Abiagil Daniels	1969-05-18	UHC-73907-78	3617580033	6875 Indian School Rd, Los Angeles, CA, 90059	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-101045	ENR	Heather Howard	2007-05-18	UHC-45626-26	5116681722	8262 Harbor Blvd, Glendale, AZ, 85325	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101704	ENR	Logan Padilla	1976-02-04	UHC-20084-25	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120360	ENR	Aisha A Hall	1972-04-20	UHC-14319-53	9372141821	3795 Baseline Rd, Los Angeles, CA, 90012	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-131485	ENR	Brenda I Estrda	1997-03-20	UHC-10960-54	2516437041	2306 Union St, Scottsdale, AZ, 85248	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-122181	ENR	Danielle G Gaarza	1996-10-19	UHC-85381-16	6062864936	4408 Bayshore Dr # 768, Denver, CO, 80265	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more

13,989 rows, page 101 of 280Previous Next