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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103374	ENR	Madison Nichols	1999-10-21	UHC-83753-93	2673532181	2676 Ridge Rd, Jacksonville, FL, 32288	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-119939	ENR	Barbara Jones	2002-06-14	UHC-41956-91	4035204004	2937 Sunset Blvd, Los Angeles, CA, 90071	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-124883	ENR	Wei Willis	1967-01-27	UHC-15137-52	3133841363	4703 Indian School Rd, Eden Prairie, MN, 55347	0.80	Name re-cased Two-digit birth year Member ID reformatted City re-cased
ENR-121969	ENR	Grace Hernandez	1950-11-24	UHC-88884-27	2075289147	1280 Sunset Blvd, Chandler, AZ, 85229	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-132096	ENR	Barbara Bell	1978-10-25	UHC-53380-72	5579080129	9869 Lincoln Way, Miami, FL, 33119	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-117299	ENR	Kayla Bennett	1990-07-24	UHC-75446-90	—	4497 Ridge Rd, Glendale, AZ, 85367	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-141086	ENR	Bruce Rodriguez	1960-10-12	UHC-81012-41	—	8269 Market St, Mesa, AZ, 85221	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100393	ENR	Alan Herrera	1946-03-09	UHC-14048-79	2215403363	6548 Sunset Blvd, Columbus, OH, 43272	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-100548	ENR	Joshua Willis	1945-04-07	UHC-25334-79	—	6663 Oak St, Sacramento, CA, 95835	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-100690	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	—	8996 River Rd, Fresno, CA, 93790	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-100314	ENR	Lisa Morgan	2001-02-04	UHC-63545-45	—	1074 Lake View Rd, Seattle, WA, 98157	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-112800	ENR	Christina Sullivan	1970-12-19	UHC-85355-99	7283708419	3880 River Rd, San Antonio, TX, 78280	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-135352	ENR	Ana Payne	1942-08-03	UHC-71106-34	3847713900	6151 Mountain View Dr # 803, Austin, TX, 78722	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-110522	ENR	Gary C Brown	1970-05-01	UHC-72488-49	5206540755	5744 Grand Ave, Scottsdale, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-132898	ENR	Deborah Q Lynch	1993-12-15	UHC-46251-68	3223740505	7561 Union St, Seattle, WA, 98128	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-109025	ENR	Billy R Snyder	1978-01-13	UHC-23903-96	4394802097	6889 Church St, Scottsdale, AZ, 85215	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-129981	ENR	Denise B Stone	1945-03-04	UHC-23922-86	8522339517	4799 Washington St, Nashville, TN, 37223	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-141489	ENR	Bardley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-121925	ENR	Deborah Webb	1956-10-16	UHC-83661-45	3873581411	3508 Apache Blvd, Seattle, WA, 98101	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-121483	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-115004	ENR	Mason Gardner	1957-02-01	UHC-03087-94	5132816326	1165 Oak St, Tucson, AZ, 85786	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-106800	ENR	Jeremy Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-134434	ENR	Jose Rodriguez	1959-02-22	UHC-57817-31	5067899538	5762 River Rd, Atlanta, GA, 30346	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-127290	ENR	Douglas L White	1980-10-13	UHC-18514-43	6766055362	3933 Elm St, Nashville, TN, 37211	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-134166	ENR	Anthony Y Morgan	2001-09-05	UHC-23469-62	2662700298	5791 Indian School Rd, Scottsdale, AZ, 85231	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-113677	ENR	Susan Young	1995-06-02	UHC-38795-15	6983284700	8550 Valley View Dr, Columbus, OH, 43295	0.80	Date of birth reformatted City re-cased State name converted to code Email lower-cased
ENR-140615	ENR	Doris J Carlson	1955-11-08	UHC-77177-25	4104881839	4649 Meadow Ln, Nashville, TN, 37216	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-120859	ENR	Hiroshi Henry	2007-08-11	UHC-15927-30	9792363534	8323 Camelback Rd, Gilbert, AZ, 85231	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-128016	ENR	Donald M Palmer	1991-10-10	UHC-20250-38	9263385020	1789 Valley View Dr, Sacramento, CA, 95857	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-140055	ENR	Amy Griffin	1967-12-12	UHC-47681-13	8495861893	7186 Central Ave, Los Angeles, CA, 90017	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-114312	ENR	Ashley F Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-141241	ENR	Carolyn Richards	1955-06-02	UHC-36403-64	4537340861	7689 Market St, Columbus, OH, 43266	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-130980	ENR	Aaron E Johnson	1977-11-04	UHC-30422-67	4347922415	9581 Indian School Rd, San Antonio, TX, 78283	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-136002	ENR	Sean I Henderson	1982-05-06	UHC-68764-94	4125499233	3637 Mesa Dr, Jacksonville, FL, 32291	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-116841	ENR	Santiago Dominguez	1998-11-18	—	3123935797	2418 Sunset Blvd, Seattle, WA, 98177	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-129031	ENR	Jason Delgado	1962-06-27	UHC-84566-36	—	3726 Grand Ave, Tempe, AZ, 85233	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-139294	ENR	Helen X Ellis	1965-08-01	UHC-88505-77	8112593769	7967 Church St # 733, Eden Prairie, MN, 55306	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
ENR-108063	ENR	Samantha C White	1988-05-03	UHC-80621-86	5246822916	9300 Ocean Ave, Plano, TX, 75035	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-138667	ENR	Reebcca E Cox	1997-02-09	UHC-65252-88	3582509037	8322 Sage Ct, Orlando, FL, 32858	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-122556	ENR	Roy Hunter	1964-12-27	UHC-63311-48	4504180704	7185 Desert Sky Blvd, Denver, CO, 80257	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-110946	ENR	George Moreno	1990-12-12	UHC-81999-54	4154713515	5556 Camelback Rd, San Diego, CA, 92194	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-136708	ENR	Sandra Bell	1962-11-28	UHC-00092-72	9297627829	558 Sage Ct, Scottsdale, AZ, 85246	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-127958	ENR	Joshua R Patel	2004-06-14	UHC-70657-78	7384051949	6986 Sage Ct, Mesa, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-125891	ENR	William B Howell	1980-04-14	UHC-56542-86	—	6084 Maple Ave, Jacksonville, FL, 32287	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-134236	ENR	Patricia Thompson	1945-12-24	UHC-18570-72	—	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-142851	ENR	Priya Ellis	1997-01-20	UHC-18180-64	—	6657 Meadow Ln, San Diego, CA, 92106	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-142852	ENR	Priya Ellis	1997-01-20	UHC-18180-64	—	6657 Meadow Ln, San Diego, CA, 92106	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-102424	ENR	Mark N Howlel	1940-07-09	UHC-14995-76	8344239479	7289 Mesa Dr, Denver, CO, 80276	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-114837	ENR	Frank Lawrrence	1979-09-09	UHC-94025-69	9086703725	8715 Grand Ave, Atlanta, GA, 30364	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-117094	ENR	Reid L Kayla	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

8,423 rows, page 128 of 169Previous Next