rowid,country,region,region_code,start_date,end_date,days,year,week,population,total_deaths,covid_deaths,expected_deaths,excess_deaths,non_covid_deaths,covid_deaths_per_100k,excess_deaths_per_100k,excess_deaths_pct_change,cadence,month,total_deaths_per_7_days,covid_deaths_per_7_days,expected_deaths_per_7_days,excess_deaths_per_7_days,non_covid_deaths_per_7_days,covid_deaths_per_100k_per_7_days,excess_deaths_per_100k_per_7_days,quarter
379,Singapore,Singapore,0,2022-09-01,2022-09-30,30,2022,,5637022,2125,26,1821.41644890561,303.58355109439,2099,0.461236447187895,5.3855307127485,0.166674431471615,monthly,9,495.833333333333,6.06666666666667,424.997171411309,70.8361619220243,489.766666666667,0.107621837677175,1.25662383297465,
22931,Singapore,Singapore,0,2022-09-01,2022-09-30,30,2022,,5637022,2125,26,1821.41644890561,303.58355109439,2099,0.461236447187895,5.3855307127485,0.166674431471615,monthly,9,495.833333333333,6.06666666666667,424.997171411309,70.8361619220243,489.766666666667,0.107621837677175,1.25662383297465,
378,Singapore,Singapore,0,2022-08-01,2022-08-31,31,2022,,5637022,2345,92,1974.6303305358,370.369669464203,2253,1.63206742851101,6.57030732653168,0.187564053755675,monthly,8,529.516129032258,20.7741935483871,445.884268185503,83.6318608467555,508.741935483871,0.368531354825067,1.48361778341038,
22930,Singapore,Singapore,0,2022-08-01,2022-08-31,31,2022,,5637022,2345,92,1974.6303305358,370.369669464203,2253,1.63206742851101,6.57030732653169,0.187564053755673,monthly,8,529.516129032258,20.7741935483871,445.884268185503,83.6318608467555,508.741935483871,0.368531354825067,1.48361778341038,
377,Singapore,Singapore,0,2022-07-01,2022-07-31,31,2022,,5637022,2391,87,2026.6303305358,364.369669464203,2304,1.54336811174411,6.4638681464114,0.179790889327049,monthly,7,539.903225806452,19.6451612903226,457.626203669374,82.2770221370781,520.258064516129,0.348502476845444,1.45958312983483,
22929,Singapore,Singapore,0,2022-07-01,2022-07-31,31,2022,,5637022,2391,87,2026.6303305358,364.369669464203,2304,1.54336811174411,6.4638681464114,0.179790889327048,monthly,7,539.903225806452,19.6451612903226,457.626203669374,82.2770221370781,520.258064516129,0.348502476845444,1.45958312983483,
376,Singapore,Singapore,0,2022-06-01,2022-06-30,30,2022,,5637022,2110,24,1968.41644890561,141.58355109439,2086,0.425756720481133,2.51167284950085,0.071927640704845,monthly,6,492.333333333333,5.6,459.297171411309,33.0361619220243,486.733333333333,0.0993432347789311,0.586056998216865,
22928,Singapore,Singapore,0,2022-06-01,2022-06-30,30,2022,,5637022,2110,24,1968.41644890561,141.58355109439,2086,0.425756720481133,2.51167284950085,0.0719276407048453,monthly,6,492.333333333333,5.6,459.297171411309,33.0361619220243,486.733333333333,0.0993432347789311,0.586056998216865,
375,Singapore,Singapore,0,2022-05-01,2022-05-31,31,2022,,5637022,2243,54,2001.4303305358,241.569669464203,2189,0.95795262108255,4.28541292661627,0.120698515346039,monthly,5,506.483870967742,12.1935483870968,451.935881088728,54.5479898790136,494.290322580645,0.216311882179931,0.967673886655287,
22927,Singapore,Singapore,0,2022-05-01,2022-05-31,31,2022,,5637022,2243,54,2001.4303305358,241.569669464203,2189,0.95795262108255,4.28541292661627,0.120698515346037,monthly,5,506.483870967742,12.1935483870968,451.935881088728,54.5479898790136,494.290322580645,0.216311882179931,0.967673886655287,
374,Singapore,Singapore,0,2022-04-01,2022-04-30,30,2022,,5637022,2126,67,1877.81644890561,248.18355109439,2059,1.1885708446765,4.40274228297122,0.132166033181268,monthly,4,496.066666666667,15.6333333333333,438.157171411309,57.9094952553577,480.433333333333,0.277333197091183,1.02730653269328,
22926,Singapore,Singapore,0,2022-04-01,2022-04-30,30,2022,,5637022,2126,67,1877.81644890561,248.18355109439,2059,1.1885708446765,4.40274228297122,0.132166033181268,monthly,4,496.066666666667,15.6333333333333,438.157171411309,57.9094952553577,480.433333333333,0.277333197091183,1.02730653269328,
373,Singapore,Singapore,0,2022-03-01,2022-03-31,31,2022,,5637022,2622,249,1982.0303305358,639.969669464203,2373,4.41722597499176,11.3529744866031,0.322885911282297,monthly,3,592.064516129032,56.2258064516129,447.555235927438,144.509280201594,535.838709677419,0.997438123385236,2.56357488407166,
22925,Singapore,Singapore,0,2022-03-01,2022-03-31,31,2022,,5637022,2622,249,1982.0303305358,639.969669464203,2373,4.41722597499176,11.3529744866031,0.322885911282295,monthly,3,592.064516129032,56.2258064516129,447.555235927438,144.509280201594,535.838709677419,0.997438123385236,2.56357488407166,
372,Singapore,Singapore,0,2022-02-01,2022-02-28,28,2022,,5637022,2128,164,1769.93395501175,358.066044988253,1964,2.90933758995441,6.35204270957702,0.202304749267255,monthly,2,532.0,41.0,442.483488752937,89.5165112470632,491.0,0.727334397488603,1.58801067739426,
22924,Singapore,Singapore,0,2022-02-01,2022-02-28,28,2022,,5637022,2128,164,1769.93395501175,358.066044988253,1964,2.90933758995441,6.35204270957702,0.202304749267253,monthly,2,532.0,41.0,442.483488752937,89.5165112470632,491.0,0.727334397488603,1.58801067739426,
371,Singapore,Singapore,0,2022-01-01,2022-01-31,31,2022,,5637022,1970,27,2018.94063081554,-48.9406308155394,1943,0.478976310541275,-0.868200103095915,-0.0242407478796294,monthly,1,444.838709677419,6.09677419354839,455.889819861573,-11.0511101841541,438.741935483871,0.108155941089965,-0.196045184570045,
22923,Singapore,Singapore,0,2022-01-01,2022-01-31,31,2022,,5637022,1970,27,2018.94063081554,-48.9406308155394,1943,0.478976310541275,-0.868200103095915,-0.0242407478796297,monthly,1,444.838709677419,6.09677419354839,455.889819861573,-11.0511101841541,438.741935483871,0.108155941089965,-0.196045184570045,
370,Singapore,Singapore,0,2021-12-01,2021-12-31,31,2021,,5637022,2107,110,1923.98426442864,183.015735571363,1997,1.95138496887186,3.24667414055441,0.0951233016584534,monthly,12,475.774193548387,24.8387096774194,434.448059709692,41.3261338386949,450.935483870968,0.440635315551711,0.733119967221963,
22922,Singapore,Singapore,0,2021-12-01,2021-12-31,31,2021,,5637022,2107,110,1923.98426442864,183.015735571363,1997,1.95138496887186,3.24667414055441,0.0951233016584518,monthly,12,475.774193548387,24.8387096774194,434.448059709692,41.3261338386949,450.935483870968,0.440635315551711,0.733119967221963,
369,Singapore,Singapore,0,2021-11-01,2021-11-30,30,2021,,5637022,2349,311,1810.53315912449,538.466840875512,2038,5.51709750290135,9.5523281774581,0.297407886821524,monthly,11,548.1,72.5666666666667,422.457737129047,125.642262870953,475.533333333333,1.28732275067698,2.22887657474022,
22921,Singapore,Singapore,0,2021-11-01,2021-11-30,30,2021,,5637022,2349,311,1810.53315912449,538.466840875512,2038,5.51709750290135,9.5523281774581,0.297407886821522,monthly,11,548.1,72.5666666666667,422.457737129047,125.642262870953,475.533333333333,1.28732275067698,2.22887657474022,
368,Singapore,Singapore,0,2021-10-01,2021-10-31,31,2021,,5637022,2492,312,1910.18426442864,581.815735571363,2180,5.53483736625474,10.3213316458826,0.304586183859803,monthly,10,562.709677419355,70.4516129032258,431.331930677434,131.377746741921,492.258064516129,1.24980198592849,2.33062327487671,
22920,Singapore,Singapore,0,2021-10-01,2021-10-31,31,2021,,5637022,2492,312,1910.18426442864,581.815735571363,2180,5.53483736625474,10.3213316458826,0.304586183859801,monthly,10,562.709677419355,70.4516129032258,431.331930677434,131.377746741921,492.258064516129,1.24980198592849,2.33062327487671,
367,Singapore,Singapore,0,2021-09-01,2021-09-30,30,2021,,5637022,1965,40,1780.53315912449,184.466840875512,1925,0.709594534135222,3.27241655036139,0.103602025005936,monthly,9,458.5,9.33333333333333,415.457737129047,43.0422628709529,449.166666666667,0.165572057964885,0.76356386175099,
22919,Singapore,Singapore,0,2021-09-01,2021-09-30,30,2021,,5637022,1965,40,1780.53315912449,184.466840875512,1925,0.709594534135222,3.27241655036138,0.103602025005934,monthly,9,458.5,9.33333333333333,415.457737129047,43.0422628709529,449.166666666667,0.165572057964885,0.76356386175099,
366,Singapore,Singapore,0,2021-08-01,2021-08-31,31,2021,,5637022,1967,18,1932.38426442864,34.6157355713628,1949,0.31931754036085,0.614078418912732,0.0179134845012816,monthly,8,444.161290322581,4.06451612903226,436.344833903241,7.81645641934,440.096774193548,0.0721039607266436,0.138662868786746,
22918,Singapore,Singapore,0,2021-08-01,2021-08-31,31,2021,,5637022,1967,18,1932.38426442864,34.6157355713628,1949,0.31931754036085,0.614078418912731,0.0179134845012801,monthly,8,444.161290322581,4.06451612903226,436.344833903241,7.81645641934,440.096774193548,0.0721039607266436,0.138662868786746,
365,Singapore,Singapore,0,2021-07-01,2021-07-31,31,2021,,5637022,1998,1,1984.38426442864,13.6157355713631,1997,0.0177398633533806,0.241541288491744,0.00686144100990616,monthly,7,451.161290322581,0.225806451612903,448.086769387112,3.07452093546908,450.935483870968,0.00400577559592464,0.0545415812723293,
22917,Singapore,Singapore,0,2021-07-01,2021-07-31,31,2021,,5637022,1998,1,1984.38426442864,13.6157355713631,1997,0.0177398633533806,0.241541288491744,0.0068614410099046,monthly,7,451.161290322581,0.225806451612903,448.086769387112,3.07452093546908,450.935483870968,0.00400577559592464,0.0545415812723293,
364,Singapore,Singapore,0,2021-06-01,2021-06-30,30,2021,,5637022,1937,3,1927.53315912449,9.46684087551239,1934,0.0532195900601417,0.167940463519787,0.00491137640392769,monthly,6,451.966666666667,0.7,449.757737129047,2.20892953761956,451.266666666667,0.0124179043473664,0.0391861081546171,
22916,Singapore,Singapore,0,2021-06-01,2021-06-30,30,2021,,5637022,1937,3,1927.53315912449,9.46684087551239,1934,0.0532195900601417,0.167940463519787,0.00491137640392658,monthly,6,451.966666666667,0.7,449.757737129047,2.20892953761956,451.266666666667,0.0124179043473664,0.0391861081546171,
363,Singapore,Singapore,0,2021-05-01,2021-05-31,31,2021,,5637022,1975,3,1959.18426442864,15.8157355713629,1972,0.0532195900601417,0.280568987869178,0.00807261259623027,monthly,5,445.967741935484,0.67741935483871,442.396446806466,3.57129512901743,445.290322580645,0.0120173267877739,0.0633542875833628,
22915,Singapore,Singapore,0,2021-05-01,2021-05-31,31,2021,,5637022,1975,3,1959.18426442864,15.8157355713629,1972,0.0532195900601417,0.280568987869178,0.00807261259622871,monthly,5,445.967741935484,0.67741935483871,442.396446806466,3.57129512901743,445.290322580645,0.0120173267877739,0.0633542875833628,
362,Singapore,Singapore,0,2021-04-01,2021-04-30,30,2021,,5637022,1938,0,1836.93315912449,101.066840875513,1938,0.0,1.79291194668945,0.0550193350114507,monthly,4,452.2,0.0,428.617737129047,23.5822628709529,452.2,0.0,0.418346120894205,
22914,Singapore,Singapore,0,2021-04-01,2021-04-30,30,2021,,5637022,1938,0,1836.93315912449,101.066840875513,1938,0.0,1.79291194668946,0.0550193350114492,monthly,4,452.2,0.0,428.617737129047,23.5822628709529,452.2,0.0,0.418346120894205,
361,Singapore,Singapore,0,2021-03-01,2021-03-31,31,2021,,5637022,1924,1,1939.78426442864,-15.7842644286372,1923,0.0177398633533806,-0.28001069409765,-0.00813712365755603,monthly,3,434.451612903226,0.225806451612903,438.015801645176,-3.56418874195035,434.225806451613,0.00400577559592464,-0.0632282212478565,
22913,Singapore,Singapore,0,2021-03-01,2021-03-31,31,2021,,5637022,1924,1,1939.78426442864,-15.7842644286372,1923,0.0177398633533806,-0.280010694097649,-0.00813712365755748,monthly,3,434.451612903226,0.225806451612903,438.015801645176,-3.56418874195035,434.225806451613,0.00400577559592464,-0.0632282212478565,
360,Singapore,Singapore,0,2021-02-01,2021-02-28,28,2021,,5637022,1769,0,1731.7762178827,37.2237821173005,1769,0.0,0.660344808256922,0.0214945682547893,monthly,2,442.25,0.0,432.944054470675,9.30594552932513,442.25,0.0,0.165086202064231,
22912,Singapore,Singapore,0,2021-02-01,2021-02-28,28,2021,,5637022,1769,0,1731.7762178827,37.2237821173005,1769,0.0,0.660344808256922,0.0214945682547889,monthly,2,442.25,0.0,432.944054470675,9.30594552932513,442.25,0.0,0.165086202064231,
359,Singapore,Singapore,0,2021-01-01,2021-01-31,31,2021,,5637022,1871,0,1976.69456470838,-105.694564708379,1871,0.0,-1.87500713512169,-0.0534703573305836,monthly,1,422.483870967742,0.0,446.350385579311,-23.8665146115695,422.483870967742,0.0,-0.423388707930704,
22911,Singapore,Singapore,0,2021-01-01,2021-01-31,31,2021,,5637022,1871,0,1976.69456470838,-105.694564708379,1871,0.0,-1.87500713512168,-0.0534703573305839,monthly,1,422.483870967742,0.0,446.350385579311,-23.8665146115695,422.483870967742,0.0,-0.423388707930704,
358,Singapore,Singapore,0,2020-12-01,2020-12-31,31,2020,,5637022,1851,0,1881.73819832148,-30.7381983214771,1851,0.0,-0.545291437952115,-0.0163350025784117,monthly,12,417.967741935484,0.0,424.90862542743,-6.94088349194643,417.967741935484,0.0,-0.123130324698865,
22910,Singapore,Singapore,0,2020-12-01,2020-12-31,31,2020,,5637022,1851,0,1881.73819832148,-30.7381983214771,1851,0.0,-0.545291437952116,-0.0163350025784132,monthly,12,417.967741935484,0.0,424.90862542743,-6.94088349194643,417.967741935484,0.0,-0.123130324698865,
357,Singapore,Singapore,0,2020-11-01,2020-11-30,30,2020,,5637022,1771,1,1769.64986934337,1.35013065663475,1770,0.0177398633533806,0.0239511333579104,0.000762936601202302,monthly,11,413.233333333333,0.233333333333333,412.918302846785,0.315030486548108,413.0,0.00413930144912213,0.00558859778351242,
22909,Singapore,Singapore,0,2020-11-01,2020-11-30,30,2020,,5637022,1771,1,1769.64986934337,1.35013065663475,1770,0.0177398633533806,0.0239511333579104,0.000762936601199415,monthly,11,413.233333333333,0.233333333333333,412.918302846785,0.315030486548108,413.0,0.00413930144912213,0.00558859778351242,
356,Singapore,Singapore,0,2020-10-01,2020-10-31,31,2020,,5637022,1770,1,1867.93819832148,-97.9381983214771,1769,0.0177398633533806,-1.73741025529929,-0.0524311770108262,monthly,10,399.677419354839,0.225806451612903,421.792496395172,-22.1150770403335,399.451612903226,0.00400577559592464,-0.392318444745001,
22908,Singapore,Singapore,0,2020-10-01,2020-10-31,31,2020,,5637022,1770,1,1867.93819832148,-97.9381983214771,1769,0.0177398633533806,-1.73741025529929,-0.0524311770108277,monthly,10,399.677419354839,0.225806451612903,421.792496395172,-22.1150770403335,399.451612903226,0.00400577559592464,-0.392318444745001,
355,Singapore,Singapore,0,2020-09-01,2020-09-30,30,2020,,5637022,1751,0,1739.64986934337,11.350130656635,1751,0.0,0.20134976689172,0.00652437646025805,monthly,9,408.566666666667,0.0,405.918302846785,2.64836381988149,408.566666666667,0.0,0.0469816122747347,
22907,Singapore,Singapore,0,2020-09-01,2020-09-30,30,2020,,5637022,1751,0,1739.64986934337,11.350130656635,1751,0.0,0.20134976689172,0.00652437646025517,monthly,9,408.566666666667,0.0,405.918302846785,2.64836381988149,408.566666666667,0.0,0.0469816122747347,
354,Singapore,Singapore,0,2020-08-01,2020-08-31,31,2020,,5637022,1860,0,1890.13819832148,-30.1381983214771,1860,0.0,-0.534647519940088,-0.0159449707689316,monthly,8,420.0,0.0,426.805399620979,-6.80539962097871,420.0,0.0,-0.12072685934131,
22906,Singapore,Singapore,0,2020-08-01,2020-08-31,31,2020,,5637022,1860,0,1890.13819832148,-30.1381983214771,1860,0.0,-0.534647519940087,-0.0159449707689332,monthly,8,420.0,0.0,426.805399620979,-6.80539962097871,420.0,0.0,-0.12072685934131,
353,Singapore,Singapore,0,2020-07-01,2020-07-31,31,2020,,5637022,1759,1,1942.13819832148,-183.138198321477,1758,0.0177398633533806,-3.24884661300731,-0.0942972021660236,monthly,7,397.193548387097,0.225806451612903,438.54733510485,-41.3537867177529,396.967741935484,0.00400577559592464,-0.73361052551778,
22905,Singapore,Singapore,0,2020-07-01,2020-07-31,31,2020,,5637022,1759,1,1942.13819832148,-183.138198321477,1758,0.0177398633533806,-3.24884661300731,-0.094297202166025,monthly,7,397.193548387097,0.225806451612903,438.54733510485,-41.3537867177529,396.967741935484,0.00400577559592464,-0.73361052551778,
352,Singapore,Singapore,0,2020-06-01,2020-06-30,30,2020,,5637022,1761,3,1886.64986934336,-125.649869343365,1758,0.0532195900601417,-2.22901151252141,-0.0665994636233677,monthly,6,410.9,0.7,440.218302846785,-29.3183028467851,410.2,0.0124179043473664,-0.520102686254996,
22904,Singapore,Singapore,0,2020-06-01,2020-06-30,30,2020,,5637022,1761,3,1886.64986934336,-125.649869343365,1758,0.0532195900601417,-2.22901151252142,-0.0665994636233653,monthly,6,410.9,0.7,440.218302846785,-29.3183028467851,410.2,0.0124179043473664,-0.520102686254996,
351,Singapore,Singapore,0,2020-05-01,2020-05-31,31,2020,,5637022,1874,8,1916.93819832148,-42.9381983214771,1866,0.141918906827044,-0.761717770863358,-0.0223993649660041,monthly,5,423.161290322581,1.80645161290323,432.857012524205,-9.69572220162386,421.354838709677,0.0320462047673971,-0.172000786969145,
22903,Singapore,Singapore,0,2020-05-01,2020-05-31,31,2020,,5637022,1874,8,1916.93819832148,-42.9381983214771,1866,0.141918906827044,-0.761717770863358,-0.0223993649660056,monthly,5,423.161290322581,1.80645161290323,432.857012524205,-9.69572220162386,421.354838709677,0.0320462047673971,-0.172000786969145,
350,Singapore,Singapore,0,2020-04-01,2020-04-30,30,2020,,5637022,1913,12,1796.04986934336,116.950130656635,1901,0.212878360240567,2.07467933700871,0.0651151912053489,monthly,4,446.366666666667,2.8,419.078302846785,27.2883638198815,443.566666666667,0.0496716173894656,0.484091845302032,
22902,Singapore,Singapore,0,2020-04-01,2020-04-30,30,2020,,5637022,1913,12,1796.04986934336,116.950130656635,1901,0.212878360240567,2.07467933700871,0.0651151912053518,monthly,4,446.366666666667,2.8,419.078302846785,27.2883638198815,443.566666666667,0.0496716173894656,0.484091845302032,
349,Singapore,Singapore,0,2020-03-01,2020-03-31,31,2020,,5637022,1891,3,1897.53819832148,-6.53819832147724,1888,0.0532195900601417,-0.115986744800308,-0.00344562145165817,monthly,3,427.0,0.67741935483871,428.476367362914,-1.47636736291422,426.322580645161,0.0120173267877739,-0.026190555277489,
22901,Singapore,Singapore,0,2020-03-01,2020-03-31,31,2020,,5637022,1891,3,1897.53819832148,-6.53819832147724,1888,0.0532195900601417,-0.115986744800308,-0.00344562145165961,monthly,3,427.0,0.67741935483871,428.476367362914,-1.47636736291422,426.322580645161,0.0120173267877739,-0.026190555277489,
348,Singapore,Singapore,0,2020-02-01,2020-02-29,29,2020,,5637022,1762,0,1754.10485506628,7.8951449337178,1762,0.0,0.140058792279289,0.00450095381180593,monthly,2,425.310344827586,0.0,423.404620188413,1.90572463917326,425.310344827586,0.0,0.0338072946881042,
22900,Singapore,Singapore,0,2020-02-01,2020-02-29,29,2020,,5637022,1762,0,1754.10485506628,7.8951449337178,1762,0.0,0.140058792279289,0.00450095381180726,monthly,2,425.310344827586,0.0,423.404620188413,1.90572463917326,425.310344827586,0.0,0.0338072946881042,
347,Singapore,Singapore,0,2020-01-01,2020-01-31,31,2020,,5637022,2091,0,1934.44849860122,156.551501398781,2091,0.0,2.77720224258093,0.0809282343324111,monthly,1,472.161290322581,0.0,436.81095129705,35.3503390255311,472.161290322581,0.0,0.627110183808598,
22899,Singapore,Singapore,0,2020-01-01,2020-01-31,31,2020,,5637022,2091,0,1934.44849860122,156.551501398781,2091,0.0,2.77720224258094,0.0809282343324109,monthly,1,472.161290322581,0.0,436.81095129705,35.3503390255311,472.161290322581,0.0,0.627110183808598,