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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136057	ENR	Beverly G Satos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-141726	ENR	Stephen G Fields	1940-11-08	UHC-68212-29	2724570997	2557 Washington St, Sacramento, CA, 95868	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-114784	ENR	Margaret Z Carpenter	2007-05-05	UHC-35414-22	8907996366	9174 Sunset Blvd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-143036	ENR	Valentina S Santos	1950-03-18	UHC-96022-74	6806528938	5497 Broadway, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-131812	ENR	Tony I Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-132531	ENR	Carl Campbell	1955-01-05	UHC-79675-76	9349815038	515 Canyon Rd, Sacramento, CA, 95870	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137346	ENR	Cheryl O Ferguson	2008-03-01	UHC-21156-85	7116308421	8828 Canyon Rd, Gilbert, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108506	ENR	Hiroshi P Nunez	1976-12-20	UHC-91613-92	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Phone reformatted SSN last four extracted Email lower-cased Plan code upper-cased+2 more
ENR-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-138012	ENR	Andrea Morrison	1968-07-20	UHC-35790-95	5195382360	7960 Jefferson Ave, Houston, TX, 77095	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-136454	ENR	Juan Peterson	1957-10-21	UHC-27316-33	6854464607	8556 Desert Sky Blvd, Eden Prairie, MN, 55301	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-116897	ENR	Jesse Lopez	1970-12-28	UHC-05354-37	9427697990	5274 Mountain View Dr, Tucson, AZ, 85737	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104363	ENR	Diana A King	2000-01-26	UHC-18540-14	5739666934	4599 Elm St, Jacksonville, FL, 32244	0.76	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-128172	ENR	Maria Q Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-130229	ENR	Daniel Lewis	1992-08-08	UHC-67523-37	—	6794 Forest Ave, Las Vegas, NV, 89110	0.76	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+2 more
ENR-108542	ENR	Kayla S Henry	1969-11-11	UHC-88085-99	7298348501	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135939	ENR	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Date of birth reformatted Member ID reformatted SSN last four extracted Address re-cased+2 more
ENR-124422	ENR	Sophiia Snyder	1943-04-09	UHC-97828-62	6444799872	9603 Jefferson Ave, Fresno, CA, 93747	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-133458	ENR	Angela Vargas	1950-08-24	UHC-08809-52	8589951572	1565 Ridge Rd, Seattle, WA, 98121	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-108790	ENR	Sean I Mason	1941-02-06	UHC-24199-06	7106039492	5236 Apache Blvd, Fresno, CA, 93726	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-103125	ENR	Anna Dixon	1967-09-20	UHC-96020-28	5837544786	4785 Maple Ave, Tampa, FL, 33684	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139876	ENR	Emily Y Fowler	1953-02-02	UHC-20215-81	5435504833	6781 Highland Ave, Sacramento, CA, 95899	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-126847	ENR	Timothy N Scott	1949-07-22	UHC-53573-98	2379101779	449 Palm Dr, Nashville, TN, 37295	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-120189	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-135100	ENR	Bradley Bishop	2001-09-22	UHC-02311-67	3503625688	3761 Oak St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-117007	ENR	Cheryl Brown	1940-07-08	UHC-94107-41	—	5763 Washington St, Gilbert, AZ, 85220	0.76	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
ENR-101516	ENR	Emma Vasquez	1986-08-05	UHC-95934-32	9193075499	1098 Market St, Dallas, TX, 75249	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-131835	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	7742830427	8031 Broadway, Nashville, TN, 37235	0.76	Name re-cased Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-127386	ENR	Debra Alexander	1976-05-03	UHC-27555-57	7688351161	4973 Palm Dr, Chandler, AZ, 85262	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-114523	ENR	Sandra Morgan	1939-05-20	UHC-28897-69	5673191559	1706 Palm Dr, Denver, CO, 80287	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-131283	ENR	Katherine Hernandez	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-107345	ENR	Alice T Walker	1947-06-05	UHC-55066-76	—	3598 Willow Ct, Minneapolis, MN, 55437	0.76	Name re-cased Member ID reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-137463	ENR	Frances Lee	1957-05-01	UHC-90770-55	4627978086	2460 Jefferson Ave, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137462	ENR	Frances Lee	1957-05-01	UHC-90770-55	4627978086	2460 Jefferson Ave, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-100096	ENR	Billy Morris	1963-11-12	UHC-30168-61	9266940502	256 Sage Ct, Mesa, AZ, 85226	0.76	Phone reformatted SSN last four extracted City re-cased Email lower-cased+2 more
ENR-140490	ENR	Joshua Li	1966-04-12	UHC-66537-62	6817238264	3527 Lincoln Way, San Diego, CA, 92194	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-109443	ENR	Lauren Howard	2002-10-01	UHC-36100-80	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104950	ENR	Gerald F Miller	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-117303	ENR	Nathan Fernandez	1993-03-22	UHC-35679-26	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134808	ENR	Adam Singh	1948-02-03	UHC-56507-16	6747573941	1814 Broadway, Tucson, AZ, 85761	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-133843	ENR	John E Dean	1983-06-25	UHC-03494-74	9136273669	2971 Broadway, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-133842	ENR	John E Dean	1983-06-25	UHC-03494-74	9136273669	2971 Broadway, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-121079	ENR	Alexander Daniels	2003-02-09	UHC-29855-22	4884137338	—	0.76	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-109255	ENR	Alexandr Allen	1948-08-01	UHC-46570-79	3939957465	6664 Forest Ave, Dallas, TX, 75221	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-136727	ENR	Lucia Jimenez	1940-01-02	UHC-40065-64	—	3658 Desert Sky Blvd, Austin, TX, 78730	0.78	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-107450	ENR	Vincent Y Schmidt	2007-12-17	UHC-62293-18	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-124514	ENR	Jonathan W Burns	1991-10-02	UHC-41188-15	3715383831	9173 Ocean Ave, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-109773	ENR	Gary Boyd	1971-06-20	UHC-06620-65	8183047588	5162 Jefferson Ave, Miami, FL, 33179	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-134736	ENR	Michael R Chavez	1945-04-06	UHC-69161-78	7498728159	2015 Spring St, Tucson, AZ, 85755	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more

1,767 rows, page 30 of 36Previous Next