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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-120202	ENR	Paul E Hernandez	1954-12-17	UHC-38285-60	3323706862	9335 Indian School Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100834	ENR	Dense L Thomas	1973-08-10	UHC-85521-23	6464396033	4469 Union St, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111751	ENR	Sofia U Vazquez	1971-05-03	UHC-95246-52	4575405160	6152 Apache Blvd, Seattle, WA, 98197	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120898	ENR	Robart Fox	1996-04-01	UHC-32636-14	5627367957	2975 Willow Ct, Plano, TX, 75049	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112107	ENR	Donna G Porter	1942-05-20	UHC-49476-54	8704162777	6116 Union St, Eden Prairie, MN, 55338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126011	ENR	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141984	ENR	Amber Garrett	1965-02-08	UHC-76042-07	3824190602	7536 Park Pl, Atlanta, GA, 30344	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134595	ENR	Alebrt Davis	1967-03-19	UHC-04648-46	4118816471	8504 Hillcrest Rd, Denver, CO, 80265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103752	ENR	Abigail Delgado	1982-01-21	UHC-12714-29	7006675049	3553 Willow Ct, Gilbert, AZ, 85200	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124797	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-121132	ENR	Lauren Simpson	1988-04-10	UHC-91816-32	2107913260	961 Baseline Rd, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132534	ENR	Jacqueline Z Garza	2006-06-15	UHC-87521-71	8207707369	5168 Mountain View Dr, Denver, CO, 80237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132885	ENR	Elizabeth W Richardson	1994-01-12	UHC-10396-69	—	7983 Park Pl, Sacramento, CA, 95858	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100105	ENR	Natalie Salazar	1957-02-22	UHC-30096-44	—	2985 Canyon Rd, Chandler, AZ, 85242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128923	ENR	Sofia N Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100564	ENR	Gregory Dean	1965-10-03	UHC-84278-91	9263007432	8034 Pine Dr, Minneapolis, MN, 55458	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139447	ENR	Lauren E Valdez	1996-05-01	UHC-93804-18	9553628354	9898 River Rd, Tampa, FL, 33602	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141520	ENR	Bruce Harper	1946-08-07	UHC-39693-44	3453664427	3955 Union St, Mesa, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119083	ENR	Philip Vazquez	1996-06-27	UHC-46410-96	—	5436 Union St, Columbus, OH, 43262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104416	ENR	Ahmed Y Ferguson	1965-04-04	UHC-66248-58	7888599768	7654 Valley View Dr, Charlotte, NC, 28282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117622	ENR	Denise Hunt	1964-04-04	UHC-54373-43	6047769470	2063 Palm Dr, Sacramento, CA, 95838	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109638	ENR	Stephen Crawford	1989-11-20	UHC-89685-65	6299097611	4840 Church St, San Antonio, TX, 78270	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108272	ENR	Sarah N Smith	1994-11-13	UHC-83635-97	9709227611	486 Camelback Rd, Fresno, CA, 93787	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121001	ENR	Albert C Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132039	ENR	Christina D Fox	1962-06-21	UHC-09519-67	7465173263	5274 Valley View Dr, Gilbert, AZ, 85235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109897	ENR	Rachel L Reyes	1990-12-03	UHC-94617-20	7246118176	3174 Ridge Rd, Minneapolis, MN, 55459	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112802	ENR	Logan Lewis	1969-06-02	UHC-66714-96	5757926798	5160 Church St, Dallas, TX, 75205	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135765	ENR	Gloria K Harris	2007-02-17	UHC-29924-54	8269389336	7150 Lake View Rd, Mesa, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105650	ENR	Beverly X Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129580	ENR	David S Jenkins	1989-07-15	UHC-74186-15	3838413658	2280 Union St, Los Angeles, CA, 90094	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125509	ENR	Barbara C Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX, 78257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-127256	ENR	Logan I Griffin	2008-08-07	UHC-21233-88	8079732102	9614 Palm Dr, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122178	ENR	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121767	ENR	Julia T Hansen	1986-07-22	UHC-54398-04	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more

4,296 rows, page 39 of 86Previous Next