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-140003	ENR	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107473	ENR	Olivia Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131944	ENR	Dennis H Ford	1939-10-12	UHC-80301-90	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-133873	ENR	Amy J Jacobs	1952-01-01	UHC-84427-31	3709816363	5267 Main St, San Diego, CA, 92158	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140759	ENR	Janice Z Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA, 95824	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102972	ENR	Sean K Jenkins	1946-04-18	—	9796543950	2326 Desert Sky Blvd, Chandler, AZ, 85263	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105083	ENR	Dorothy T Clakr	1989-03-13	UHC-97273-05	—	9671 Sunset Blvd, San Antonio, TX	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137572	ENR	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138672	ENR	Nicholas V Wood	2001-03-23	UHC-57484-49	4495610991	3622 Oak St, Tampa, FL, 33675	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124988	ENR	Juan C Powll	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.52	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-123399	ENR	Anthony J Ramirez	1948-04-19	UHC-63508-44	6368477792	6106 Spring St, Dallas, TX, 75285	0.52	Middle initial moved out of first name Name re-cased Phone reformatted SSN last four extracted+2 more
ENR-134691	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	5204 Bayshore Dr, Dallas, TX	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110540	ENR	Richard Z Herera	1984-08-28	UHC-90195-39	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114602	ENR	Jessica M Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116607	ENR	Amanda U Santos	—	UHC-26059-18	3486712651	723 Meadow Ln, Austin, TX, 78729	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141268	ENR	Dennis Bryant	1960-10-25	UHC-89581-24	8935969372	9389 Central Ave, Plano, TX, 75080	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-122012	ENR	Brandon F Morris	1961-09-27	UHC-64581-74	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133721	ENR	Daniele Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111683	ENR	Marilyn T Richads	1995-06-26	UHC-52260-31	9079841631	2627 Church St, Denver, CO, 80240	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-125606	ENR	Margaret Bishop	1983-09-08	UHC-24206-49	—	9864 Maple Ave, Eden Prairie, MN, 55300	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-111687	ENR	Mratha B Soto	1957-12-05	UHC-45087-63	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125738	ENR	Justin Q Murphy	—	UHC-52723-74	3747576957	8829 Pine Dr, Dallas, TX, 75279	0.52	Date of birth reformatted Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-138758	ENR	Dorothy Y Banks	1968-02-22	UHC-45975-38	7796758829	2711 Baseline Rd, Orlando, FL, 32854	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-118202	ENR	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121713	ENR	Nicholas W Armstronng	1968-08-14	UHC-86103-03	3006182934	3483 Willow Ct Apt 19, Tucson, AZ, 85719	0.52	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Unit split from street+2 more
ENR-120370	ENR	Mark Hunter	1941-09-01	UHC-16438-98	—	1443 Elm St, San Diego, CA, 92170	0.52	Phone missing area code SSN last four extracted City re-cased Gender normalised+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140894	ENR	Arjun M West	1942-08-06	UHC-19962-79	5058516365	7968 Main St, Jacksonville, FL	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116059	ENR	Mary S Ellis	1954-11-08	UHC-94061-26	6196987767	5588 Palm Dr Apt 31, Jacksonville, FL, 32282	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-143068	ENR	Frances E Mendez	2000-10-09	UHC-31146-68	—	6052 Market St, Nashville, TN, 37238	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-129082	ENR	Timothy Harris	1960-08-08	UHC-02413-69	3633274985	1631 Lincoln Way, Los Angeles, CA, 90003	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-119657	ENR	Steve C Nichols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137444	ENR	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave Apt 34, Columbus, OH, 43298	0.52	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-137234	ENR	Eric Simmons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109101	ENR	Matthew K Montgomery	—	UHC-40390-81	9079446751	4920 Lake View Rd, Charlotte, NC, 28279	0.52	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-128107	ENR	Jack Chavez	1984-03-24	UHC-35215-81	6542024061	2789 Baseline Rd, Eden Prairie, MN, 55379	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117558	ENR	Stephanie Knight	1950-11-05	UHC-08962-38	5248963925	6930 Main St, Gilbert, AZ, 85284	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126777	ENR	Nick V Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

1,767 rows, page 12 of 36Previous Next