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-122059	ENR	Frank Weber	1956-03-02	UHC-60254-75	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102855	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102854	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-107565	ENR	Debra G Patel	1948-01-07	UHC-55850-08	2388216340	3271 River Rd, Orlando, FL, 32835	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-139138	ENR	Keith T Herrera	1956-03-18	UHC-35510-37	2102088165	1213 Palm Dr, Plano, TX, 75043	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-113205	ENR	Debra Rojas	1943-07-15	UHC-41714-20	7817565985	8068 Meadow Ln, Tampa, FL, 33688	0.46	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+5 more
ENR-116159	ENR	Christopher A Rivera	1982-06-16	UHC-38401-49	—	7584 Grand Ave, Tucson, AZ	0.46	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-127749	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-140451	ENR	Lucia Tucker	1984-08-18	UHC-39477-43	4314122677	174 Mountain View Dr Apt 17, Austin, TX, 78781	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-134132	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.46	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136623	ENR	Valentina Payne	1974-01-26	UHC-22618-46	8846579959	4929 Church St, Jacksonville, FL, 32288	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-117239	ENR	Sarah S Hansen	1960-08-17	UHC-44827-08	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-111388	ENR	Lori F Dominguez	2000-09-04	UHC-82440-56	9458088602	730 Sage Ct, Miami, FL	0.46	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-119007	ENR	Donna Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd Apt 37, Gilbert, AZ, 85224	0.46	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-120228	ENR	Sofia Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-123297	ENR	George K Fernandez	1972-09-21	UHC-36073-65	5194603935	7541 Park Pl, Columbus, OH, 43244	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-109246	ENR	Gaorge Y Hanson	1964-01-16	UHC-53382-18	8286846877	3568 Elm St, San Antonio, TX, 78229	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-105113	ENR	Brian Aguilar	—	UHC-26234-51	3867318919	8816 Cedar Ln, Miami, FL, 33176	0.46	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
ENR-113476	ENR	Justin Ruiz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-139967	ENR	Gordon Natalie	1981-08-11	UHC-02756-89	9143118304	3906 Oak St # 102, Orlando, FL, 32814	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-131942	ENR	Jeffrey Watson	1977-11-28	UHC-56766-49	3715467483	1332 Central Ave, Tempe, AZ, 85236	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131044	ENR	Alan T Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-121803	ENR	Bruce G Cox	1991-04-12	UHC-19418-05	7135948119	1550 Harbor Blvd, Houston, TX, 77067	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-113526	ENR	Angela J Foster	1989-05-22	UHC-87261-18	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-112207	ENR	Brenda Coleman	1992-11-18	UHC-20384-71	6625946961	7077 Sunset Blvd, Denver, CO, 80293	0.48	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141122	ENR	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-129065	ENR	Sarah Phillips	1981-01-22	UHC-31199-52	3443740128	1159 Spring St, Jacksonville, FL	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-119005	ENR	Willie Barnes	1986-01-11	UHC-72052-81	4753052583	3387 Cedar Ln, Nashville, TN, 37265	0.48	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122577	ENR	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	1519 Jefferson Ave, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-107800	ENR	Kyle Q Snyder	1945-05-19	UHC-90590-98	5405635130	6754 Sage Ct, Tampa, FL, 33666	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-126177	ENR	Samuel N Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-138703	ENR	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	6306 Jefferson Ave, Atlanta, GA, 30301	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136377	ENR	Helen Castillo	1972-09-15	UHC-69272-86	3133986641	2562 Valley View Dr, Orlando, FL, 32817	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101784	ENR	Gabriel P Robertson	1946-05-09	UHC-65311-64	9883776570	5918 Mountain View Dr Apt 32, Glendale, AZ, 85335	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-129913	ENR	Willie D Matthews	1980-12-05	UHC-09213-65	3737855981	3400 Forest Ave, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-137306	ENR	Shirley Y Gordon	—	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.48	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139934	ENR	Jessica P Ball	1969-08-14	UHC-71411-11	—	262 Spring St, Mesa, AZ, 85216	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115551	ENR	Peter George	1970-12-27	UHC-53360-70	6559252604	7796 Oak St, San Antonio, TX, 78214	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more

1,767 rows, page 5 of 36Previous Next