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

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117842	ENR	Alice P Bowman	1941-10-04	UHC-07682-18	7879353391	6661 Main St, Houston, TX, 77040	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-142483	ENR	Charlie A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+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-122979	ENR	Diane L Armstrong	2004-04-20	UHC-42308-24	2015399999	3013 Forest Ave # 864, Charlotte, NC, 28246	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address 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
TPA-51518	TPA	Betty Carlson	1976-12-24	—	—	3306 River Rd, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-58589	TPA	Carolyn Ortiz	1983-01-27	—	—	4744 Cedar Ln, Miami, FL, 33179	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
CLM-417006	CLM	Madison Taylor	1957-06-12	UHC-49436-32	8817784455	4368 Sage Ct # 282, Sacramento, CA	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56677	TPA	Paul Garza	1980-09-17	—	—	9746 Forest Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140264	ENR	Betty T Griffin	1956-02-08	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61520	TPA	Samantha Wang	1995-09-10	—	—	570 Ridge Rd, Charlotte, NC, 28202	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139492	ENR	Samuel Castro	1979-01-22	UHC-38821-19	3734718208	9315 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130188	ENR	Beverly X Valdez	1989-10-24	UHC-20571-96	2017033754	9115 Canyon Rd, Charlotte, NC, 28227	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413975	CLM	Mary Knight	1939-11-27	UHC-60578-16	—	6718 Valley View Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-110320	ENR	Joan Ellis	2007-12-16	—	4497779318	3040 Willow Ct, Atlanta, GA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107420	ENR	Nicholas Alvarado	1951-11-27	UHC-40551-48	9896261357	4682 Baseline Rd, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140212	ENR	Sophia M Soto	1949-02-25	UHC-01510-29	5622436561	8505 Ridge Rd # 709, Jacksonville, FL, 32287	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416047	CLM	Virginia Harvey	1957-05-13	UHC-73952-53	—	5319 Indian School Rd # 324, Seattle, WA, 98101	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-110428	ENR	Frank Franklin	2003-09-11	UHC-27271-24	5914512496	7574 Broadway # 630, Phoenix, AZ, 85020	0.52	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+2 more
ENR-122451	ENR	Carlos Holmes	1945-12-12	UHC-63535-52	9787231408	5894 Cedar Ln, Mesa, AZ, 85259	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124291	ENR	Jordan Y Hill	1979-05-24	UHC-65651-73	—	9487 Church St, Tampa, FL, 33695	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132892	ENR	Logan Parkar	1994-07-10	UHC-13216-29	—	7040 Willow Ct, Gilbert, AZ, 85235	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+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-105032	ENR	Bobby X Moreno	1969-02-07	UHC-17565-73	—	1957 Baseline Rd, Tampa, FL, 33627	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124506	ENR	Ashley A Jensen	1970-09-01	UHC-25086-53	4517694097	4415 Market St, San Diego, CA	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-432004	CLM	Kevin Mitchell	1962-07-27	UHC-59458-43	—	661 Valley View Dr, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-121888	ENR	Maatthew X Cruz	1944-06-17	UHC-91463-54	—	7979 Pine Dr # 573, Eden Prairie, MN, 55374	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138120	ENR	Omar Q Reed	1962-02-17	UHC-46285-34	—	8059 Indian School Rd, Miami, FL, 33136	0.52	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127296	ENR	Doris Q Fowler	1957-12-26	UHC-45462-27	6243402078	9260 Apache Blvd, Minneapolis, MN, 55456	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102385	ENR	Lawrence X Young	1953-09-03	UHC-86523-36	4359361407	3964 Oak St Apt 3, Tucson, AZ, 85772	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21741	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21742	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

32,400 rows, page 52 of 648Previous Next