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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133378	ENR	—Junk	1981-06-26	UHC-89323-18	—	1295 Broadway, Minneapolis, MN, 55492	0.56	Phone missing area code Address re-cased Gender normalised No usable name (quarantined)
ENR-103259	ENR	Larry Powell	1947-08-03	UHC-73284-38	2379584871	2276 Church St, Las Vegas, NV, 89106	0.56	SSN last four extracted Street suffix standardised Address re-cased State name converted to code
ENR-133070	ENR	Patrick O Reid	—	UHC-68801-83	8813630298	5818 Lincoln Way, Phoenix, AZ, 85039	0.56	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased
ENR-122680	ENR	George A Webb	1956-10-25	UHC-92154-97	4089673281	8325 Park Pl, Dallas, TX, 75200	0.56	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-120133	ENR	Ralph K Thompson	1943-08-18	UHC-33872-40	8462460001	7416 Elm St, Sacramento, CA, 95861	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-104548	ENR	Vincent Bell	1981-05-27	UHC-76478-57	9532051986	6419 Lake View Rd, Seattle, WA, 98163	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-142986	ENR	Jeremy W Fuller	—	UHC-03594-99	9746892458	1341 Market St, Miami, FL, 33176	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-115780	ENR	Megan N Griffin	2002-12-19	UHC-61856-74	9242532644	4173 Canyon Rd Apt 13, Gilbert, AZ, 85223	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-121741	ENR	Patrick Pena	2005-10-25	UHC-91383-46	5034340464	364 Oak St, Sacramento, CA, 95867	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-129586	ENR	Sara Garrett	1938-10-03	UHC-34288-69	—	114 Desert Sky Blvd, Los Angeles, CA, 90042	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-140764	ENR	Emily Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln, Chandler, AZ, 85223	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-112600	ENR	Andrew L Bennett	1959-07-03	UHC-25240-08	3412037316	7139 Grand Ave, Denver, CO	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-131041	ENR	Emily Y Hill	2004-10-21	UHC-56455-83	—	7166 Hillcrest Rd # 498, Denver, CO, 80213	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-115792	ENR	Mariaan G Riley	1995-06-25	UHC-27492-53	2787018958	5620 Valley View Dr # 390, Gilbert, AZ, 85263	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-109937	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109938	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-129149	ENR	Hioshi U Schultz	1978-07-23	UHC-49624-39	—	2330 Palm Dr, Phoenix, AZ, 85079	0.56	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased
ENR-102131	ENR	Tyler Adams	1975-12-13	UHC-88134-07	3333950487	396 Baseline Rd, Chandler, AZ, 85297	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-141954	ENR	Ethan Stephens	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave, Fresno, CA	0.56	Street suffix standardised Address re-cased ZIP missing Gender normalised
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-118719	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-118718	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-122550	ENR	Jesse West	1991-03-21	UHC-94829-66	3066856455	7491 Union St Apt 28, Eden Prairie, MN, 55365	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-117998	ENR	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-119323	ENR	Shirley W Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-127706	ENR	Dennis J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised
ENR-110493	ENR	Richard K Hayes	1959-05-15	UHC-24657-48	—	3622 Meadow Ln, Gilbert, AZ, 85269	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-130484	ENR	Sara K Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-119105	ENR	Lori F Hunt	1990-05-24	UHC-23583-92	3428429051	4504 Forest Ave, Plano, TX, 75013	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115561	ENR	Vicotria W Morales	1951-10-05	UHC-18505-75	8644412460	7253 Spring St, Sacramento, CA, 95897	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-111531	ENR	Charles Russell	—	UHC-62543-15	9579743410	7797 Central Ave, Tempe, AZ, 85253	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-135642	ENR	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX	0.56	Phone missing area code Street suffix standardised Address re-cased ZIP missing
ENR-107017	ENR	Albert J Li	1973-10-24	UHC-19977-98	9639072435	1364 Park Pl, Charlotte, NC	0.56	Street suffix standardised Address re-cased State name converted to code ZIP missing
ENR-105175	ENR	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-107626	ENR	Alan Fox	1965-06-19	UHC-67661-83	7359171867	2320 Main St, Glendale, AZ, 85391	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-104663	ENR	Jeffrey M Scott	1991-03-07	UHC-08770-76	—	8428 Washington St, Fresno, CA, 93788	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-128842	ENR	Megan Q Burton	1960-11-09	UHC-99195-77	4718390466	6057 Jefferson Ave, Los Angeles, CA, 90069	0.56	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-116509	ENR	Shirley C Ryan	—	UHC-99536-64	6283490014	4300 Grand Ave, Tempe, AZ	0.56	Date of birth missing Street suffix standardised Address re-cased ZIP missing
ENR-139054	ENR	Walter Schultz	1969-11-16	UHC-56300-70	4718451263	8527 Desert Sky Blvd, Denver, CO, 80284	0.56	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed
ENR-128340	ENR	Isabella X Pena	1952-12-15	UHC-37201-24	4054670229	6705 Grand Ave, San Antonio, TX, 78297	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-131561	ENR	Willie Rojas	2006-11-19	UHC-32937-01	9089966953	4191 Palm Dr, Tempe, AZ, 85210	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-117923	ENR	Mary F Marquez	—	UHC-65462-14	—	9126 Union St, Atlanta, GA	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing
ENR-128769	ENR	Randy O Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-106371	ENR	Willie H Greene	1988-07-26	UHC-19975-59	5682204172	8894 Union St, Charlotte, NC	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133294	ENR	Jeffrey E Myers	1943-12-10	UHC-57569-28	7898148784	2112 Forest Ave, Tampa, FL, 33669	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more

26,564 rows, page 100 of 532Previous Next