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

All sources, 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-123284	ENR	Abigail Reyes	1975-02-23	UHC-26677-78	5468270667	6533 Sunset Blvd, Gilbert, AZ, 85222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414756	CLM	Sandra Simmons	1967-02-27	—	—	469 Elm St, Seattle, WA, 98181	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28249	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100653	ENR	Roobert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ, 85214	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432367	CLM	Teresa Woods	1968-09-17	UHC-42550-05	7654510728	4912 Hillcrest Rd, Chandler, AZ, 85221	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59572	TPA	Betty Jimenez	1979-11-25	—	—	5854 Lake View Rd, Atlanta, GA, 30378	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-415574	CLM	Charles Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58806	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-119441	ENR	Lucia Ruiz	1989-06-19	UHC-65450-53	—	8921 Market St, Jacksonville, FL, 32252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109483	ENR	Susan C Estrada	1958-05-10	UHC-65247-52	8356094075	1971 Highland Ave, Seattle, WA, 98119	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117307	ENR	Roy P Smith	1945-01-07	UHC-64287-90	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110273	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110272	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110146	ENR	Gloria P Gomez	1941-11-24	UHC-96827-74	—	8179 Washington St, San Diego, CA, 92118	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51284	TPA	Sarah X Oliver	1994-07-09	UHC-54619-49	—	1962 Market St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117419	ENR	Pamela G Stephens	1945-12-01	UHC-17231-54	—	4386 Valley View Dr, Mesa, AZ, 85263	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142413	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd, Plano, TX, 75092	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136387	ENR	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct Apt 23, Atlanta, GA, 30381	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407216	CLM	Theresa Espinoza	1979-02-20	UHC-67186-14	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51819	TPA	William N Garrett	1993-12-01	UHC-62739-05	6318431022	5433 Oak St, San Antonio, TX, 78260	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108392	ENR	Judith H Collins	1940-07-01	UHC-17083-49	—	3939 Oak St, Scottsdale, AZ, 85221	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138742	ENR	Frances N Bryant	1943-02-02	UHC-29333-35	8047377186	1254 Jefferson Ave, Tampa, FL, 33688	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123371	ENR	Kyle N Little	1981-04-02	UHC-41641-85	7353297918	8371 Central Ave, Austin, TX, 78739	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423224	CLM	Sharon Dean	2005-09-11	—	—	1782 Valley View Dr, Charlotte, NC, 28202	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112678	ENR	Virginia T Rice	1942-12-26	UHC-60262-09	—	6678 Lincoln Way, Fresno, CA, 93726	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108621	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	—	5429 Highland Ave, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140476	ENR	Kyle Hunt	1959-07-03	UHC-14233-10	2033574048	9635 Highland Ave, Denver, CO, 80254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418634	CLM	Abigail C Harrison	1961-11-20	—	—	8701 River Rd, Houston, TX, 77026	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109268	ENR	Jeffrey I Carlson	1998-07-25	UHC-51188-70	2238278583	2190 Highland Ave # 487, Phoenix, AZ, 85027	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-109098	ENR	Jaen P Hudson	1964-09-02	UHC-23947-41	7814822206	2624 Elm St, Eden Prairie, MN, 55365	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112716	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112717	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-51894	TPA	Santiago Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-25376	PRV	Emma Cook	1960-02-23	UHC-78970-78	—	2069 Willow Ct, Houston, TX, 77096	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115055	ENR	Benjamin W Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-106568	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
ENR-126192	ENR	Robert O Wagner	1967-04-16	UHC-49380-81	3932611074	494 Market St, Mesa, AZ, 85287	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29358	PRV	Theresa Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59529	TPA	Marc Bell	1956-07-02	—	5635597414	4720 Park Pl, Dallas, TX, 75237	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23714	PRV	Josh Herrera	1971-03-17	—	3002743617	7826 Mesa Dr, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more

32,400 rows, page 169 of 648Previous Next