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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128919	ENR	Randy O Hlil	1960-06-02	UHC-78409-32	—	2962 Washington St, Columbus, OH	0.70	Phone missing area code ZIP missing Email lower-cased
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141150	ENR	Keyla H Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA	0.70	Name split from “Last, First”ZIP missing Email lower-cased
ENR-117782	ENR	Chris Willis	1971-11-03	UHC-00681-59	4898933241	6655 Cedar Ln, Miami, FL	0.70	Two-digit birth year ZIP missing Email lower-cased
ENR-111979	ENR	Amy S Lucas	1986-08-11	UHC-81763-72	8409356103	5591 Forest Ave, Atlanta, GA, 30317	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-126102	ENR	Ryan L Castillo	1957-12-14	UHC-42234-74	4979274061	4562 Lake View Rd, Tucson, AZ, 85700	0.70	ZIP+4 trimmed Email lower-cased Gender normalised
ENR-106544	ENR	Alexander N Tucker	1967-05-05	UHC-79979-83	4482214708	7796 Cedar Ln, Las Vegas, NV, 89112	0.70	Two-digit birth year Email lower-cased Gender normalised
ENR-129063	ENR	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115896	ENR	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130931	ENR	Kathleen Z Sanchez	1970-02-17	UHC-39770-60	9827322068	2706 Bayshore Dr, Seattle, WA, 98162	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-109358	ENR	Isabella L Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.70	Name split from “Last, First”State name converted to code Email lower-cased
ENR-108516	ENR	Heather I Roze	1982-05-02	UHC-34695-21	—	8623 Sage Ct, Houston, TX, 77089	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
ENR-118445	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-118446	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-141019	ENR	Martha P Riec	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-135502	ENR	Teresa X Lewis	1966-01-18	UHC-51552-04	—	3555 Mesa Dr, Miami, FL, 33163	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
ENR-141301	ENR	Jezse U Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136163	ENR	Alexis A Salazar	2003-10-05	UHC-58806-09	—	—	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129310	ENR	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.70	Name split from “Last, First”ZIP+4 trimmed Email lower-cased
ENR-132084	ENR	Keith Vargas	1955-03-05	UHC-17529-71	6193209775	720 Meadow Ln, Seattle, WA, 98111	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124034	ENR	Jacob Vaazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108779	ENR	Philip B Tran	1938-01-16	UHC-84025-19	8524581889	8182 Cedar Ln, Miami, FL, 33173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111725	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139570	ENR	Ryan Cambpell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101532	ENR	Valentina Luna	1960-08-21	UHC-30298-37	6635520959	3039 Camelback Rd, Tucson, AZ, 85774	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111545	ENR	Adam Gonzales	1988-09-08	UHC-53714-65	3055210341	1141 Pine Dr, Plano, TX, 75049	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115159	ENR	Donald V Price	1939-09-28	UHC-80700-98	2694993430	3141 Main St, Charlotte, NC, 28236	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142125	ENR	Amber Murphy	1948-03-04	UHC-50156-12	7032011060	7183 Apache Blvd, Atlanta, GA, 30364	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127028	ENR	Priya Gutierrez	2004-09-07	UHC-28590-73	6103648385	2606 Elm St, Charlotte, NC, 28279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110511	ENR	Wayne E Graham	1971-12-25	UHC-66260-17	2518722302	9446 Central Ave, Orlando, FL, 32802	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138140	ENR	Jesse Bell	1983-01-06	UHC-53324-40	3282075003	6700 Spring St, Orlando, FL, 32859	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117426	ENR	Janet Oliver	1962-11-22	UHC-06147-41	4047277665	8830 River Rd, Eden Prairie, MN, 55326	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120984	ENR	Madison Jensen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100400	ENR	Scoott Foster	1956-09-03	UHC-91525-62	3455571609	4415 Baseline Rd, Scottsdale, AZ, 85273	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115781	ENR	James E Gomez	1984-08-13	UHC-15294-65	6299816310	1290 Bayshore Dr, Tempe, AZ, 85276	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130481	ENR	Liinda A Luna	1942-03-14	UHC-49123-22	2126765937	3301 Spring St, Houston, TX, 77031	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127657	ENR	Donald Daniels	2001-05-01	UHC-99841-01	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120288	ENR	Michelle Wong	1959-10-18	—	4752019065	1501 Indian School Rd, Jacksonville, FL, 32250	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115403	ENR	Elijah P Garza	1955-08-02	UHC-38088-77	3632254182	6339 Cedar Ln, Mesa, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111966	ENR	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.72	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-114146	ENR	Nicholas Rice	1967-04-27	UHC-69921-70	6135664835	5850 Ocean Ave, Dallas, TX, 75244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120719	ENR	Charlotte Chavez	2001-08-05	UHC-16131-08	4802429702	8087 Park Pl, Tucson, AZ, 85743	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-110780	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122776	ENR	Robert Jacobs	1957-03-14	UHC-25481-39	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131741	ENR	Debra Morris	1974-12-16	UHC-37271-04	4354307579	8365 Valley View Dr, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-123955	ENR	Russell Z Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

8,934 rows, page 78 of 179Previous Next