R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim...

29
National** Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 5k 10k 15k 20k New Weekly Deaths Reported BPagano UGA-CEID Columbia-UNC Covid19Sim MIT-ORC Columbia DDS LSHTM GT-DeepCOVID ISU JCB JHU-CSSE JHU-IDD JHU-APL Karlen LANL MOBS MSRA NotreDame-Mobility Oliver Wyman PSI ESG CovidComplete UA UCLA UCM UCSD-NEU UMass-MB UM USC UT Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 5k 10k 15k 20k Ensemble Individual models Inner Bands: 50% Prediction Intervals Outer Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 100k 200k 300k Total Deaths Reported BPagano UGA-CEID Columbia-UNC Covid19Sim MIT-ORC Columbia DDS LSHTM GT-DeepCOVID ISU JCB JHU-CSSE JHU-IDD JHU-APL Karlen LANL MOBS MSRA NotreDame-Mobility Oliver Wyman PSI CovidComplete UA UCLA UCM UCSD-NEU UMass-MB UM USC UT Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 100k 200k 300k Ensemble Individual models Inner Bands: 50% Prediction Intervals Outer Bands: 95% Prediction Intervals Update: 2020-11-23 https://www.cdc.gov/coronavirus/2019-ncov/covid-data/forecasting-us.html Alabama Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 100 200 300 400 New Weekly Deaths Reported BPagano UGA-CEID CMU Columbia-UNC Covid19Sim MIT-ORC Columbia DDS LSHTM GT-DeepCOVID ISU JCB JHU-CSSE JHU-IDD JHU-APL Karlen LANL MOBS MSRA NotreDame-Mobility Oliver Wyman PSI ESG CovidComplete UA UCLA UCSB UCSD-NEU UMass-MB UM USC UT Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 100 200 300 400 Ensemble Individual models Inner Bands: 50% Prediction Intervals Outer Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 1k 2k 3k 4k 5k Total Deaths Reported BPagano UGA-CEID Covid19Sim MIT-ORC Columbia DDS LSHTM Google-HSPH GT-DeepCOVID ISU JCB JHU-CSSE JHU-IDD Karlen LANL MOBS MSRA Oliver Wyman PSI ESG CovidComplete UA UCLA UCSB UCSD-NEU UMass-MB UM USC UT Walmart Bands: 95% Prediction Intervals Oct-01 Oct-15 Nov-01 Nov-15 Dec-01 Dec-15 0 1k 2k 3k 4k 5k Ensemble Individual models Inner Bands: 50% Prediction Intervals Outer Bands: 95% Prediction Intervals Update: 2020-11-23 https://www.cdc.gov/coronavirus/2019-ncov/covid-data/forecasting-us.html **New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greater that more deaths will be reported in week four of the forecast than in the last reported week.

Transcript of R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim...

Page 1: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●● ● ●

● ●

●●

National**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCMUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ●● ● ●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100k

200k

300k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUA

UCLAUCMUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100k

200k

300k●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

●●

●●

Alabama

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

●●

● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ●●

● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlenLANL

MOBSMSRAOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ●●

● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 2: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

Alaska

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSGT−DeepCOVIDJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

● ●● ●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

Google−HSPHGT−DeepCOVIDJCBJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

● ●● ●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ● ● ● ● ● ● ● ●

American Samoa

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

New

Wee

kly

Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLESGUMass−MBUSC

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

Tota

l Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLESGUMass−MBUSCWalmart

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

Page 3: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

●●

●● ●

Arizona**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600N

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

●●

Arkansas

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

350

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

350

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUTWalmartBands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 4: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

● ●

● ● ●

California**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCMUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

● ●

● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCMUCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ●

● ●●

Colorado**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ● ●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 5: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ● ●

● ●

●●

Connecticut**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300N

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ● ● ● ●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

●●

Delaware

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

50

60

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

50

60

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ●● ●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ●● ●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 6: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

District of Columbia

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSLSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUMass−MBUSCUT

Bands: 95% Prediction Intervals

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLNotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUMass−MBUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

●●

● ●●

Florida**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUTWalmartBands: 95% Prediction Intervals

●●

●●

●● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 7: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

●●

Georgia

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

●● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●● ●

● ● ● ●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

10k

12k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●● ●

● ● ● ●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

10k

12k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

Guam

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

20

New

Wee

kly

Dea

ths

ReportedUGA−CEIDJCB

JHU−IDDJHU−APLNotreDame−Mobility

PSIESGUCLA

UMass−MBUSC

Bands: 95% Prediction Intervals

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

20

● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

Tota

l Dea

ths

ReportedUGA−CEIDJCB

JHU−IDDNotreDame−MobilityPSI

ESGUCLAUMass−MB

USCWalmart

Bands: 95% Prediction Intervals

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

Page 8: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

Hawaii

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

20

25

30

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

20

25

30

●● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDS

Google−HSPHJCBJHU−CSSEJHU−IDDKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●● ●

●●

● ●

Idaho

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●● ●

●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

Page 9: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ● ●● ●

Illinois**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2kN

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ●●

● ●●

Indiana**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 10: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●●

●●

●●

Iowa**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ●● ●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●● ●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

● ●●

● ●●

Kansas**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

● ●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTMGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 11: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ●●

●● ●

Kentucky**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

3k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTMGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

3k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●● ● ● ● ●

●●

Louisiana**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●● ● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

● ●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 12: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

●●

●●

Maine**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRAOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

● ● ●● ● ●

Maryland**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

● ● ●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 13: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●●

●●

●●

Massachusetts**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

●● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

10k

12k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

10k

12k●

● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ● ● ●● ●

●●

Michigan**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ● ● ● ●

● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 14: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●● ●

●●

●●

Minnesota**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●● ●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

●●

● ●

●●

Mississippi**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 15: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

Missouri

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSLSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−IDDKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●● ●

●●

● ●

Montana**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●● ●

●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 16: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●●

●●

Nebraska**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals ●

● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●●

● ●

Nevada**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

3k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

3k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 17: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

●●

●●

● ●

New Hampshire**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals●

●●

●●

●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ● ● ●

● ● ●

New Jersey**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ● ● ● ●

● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

600

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 18: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ● ●●

●●

New Mexico**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ● ● ● ●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ● ● ●

●●

New York**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10k

20k

30k

40k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10k

20k

30k

40k

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 19: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

●● ●

North Carolina**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTMGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

● ●

●●

North Dakota

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

●● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 20: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ● ● ● ● ● ● ●

Northern Mariana Islands

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

New

Wee

kly

Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLESGUCLAUMass−MBUSC

Bands: 95% Prediction Intervals ● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

2

3

Tota

l Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLESGUCLAUMass−MBUSC

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

2

3

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

● ●

Ohio**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ●● ● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ●● ● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

8k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 21: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

●● ● ●

Oklahoma**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300N

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●● ● ●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●● ● ●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

2.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

● ●●

● ●●

Oregon**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

● ●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ●●

● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●●

● ●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 22: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

●●

●●

●●

Pennsylvania**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSLSHTMISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

800

1k

1.2k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGoogle−HSPHISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●●

● ●●

Puerto Rico**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUCovid19Sim

LSHTMJCBJHU−IDDJHU−APLKarlen

LANLNotreDame−MobilityPSIESGUCLA

UMass−MBUSC

Bands: 95% Prediction Intervals

● ●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

● ●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19Sim

LSHTMJCBJHU−IDDKarlen

LANLPSIESGUCLA

UMass−MBUSCWalmart

Bands: 95% Prediction Intervals

●●

●● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 23: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●

● ●

●● ● ●

Rhode Island**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120N

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●

● ●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

●●

●●

●●

South Carolina

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

350

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

350

● ●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●● ●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRAOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●● ●

●● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 24: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ●●

●●

●●

● ●

South Dakota**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSLSHTMISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ●●

●●

●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ●● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHISUJCBJHU−CSSEJHU−IDDKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ●● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●● ●

●●

Tennessee**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

●●

● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

2k

4k

6k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 25: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

●●

●●

● ●●

●●

Texas**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

●●

● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

2k

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

●● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

25k

30k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

●●

●● ● ● ●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5k

10k

15k

20k

25k

30k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

●●

● ●●

● ●

Utah**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals● ●

●●

● ●●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−IDDKarlenLANLMOBS

MSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ●●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 26: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ● ● ● ●

Vermont

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals ● ● ● ● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

5

10

15

● ●

● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDMIT−ORCColumbiaDDSGoogle−HSPH

JCBJHU−CSSEJHU−IDDKarlenLANLMOBSMSRA

Oliver WymanPSIESGCovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ●

● ●

● ●

Virgin Islands

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

2

3

4

5

New

Wee

kly

Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLLANLNotreDame−MobilityPSIESGUMass−MB

Bands: 95% Prediction Intervals ● ●

● ●

● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1

2

3

4

5

● ● ● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ●● ●

● ● ●

● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

Tota

l Dea

ths

ReportedUGA−CEIDJHU−IDDJHU−APLLANLNotreDame−MobilityPSIUMass−MB

Bands: 95% Prediction Intervals

● ●● ●

● ● ●

● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

10

20

30

40

●● ●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

Page 27: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

Virginia

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

●●

● ● ●● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlen

LANLMOBSMSRAOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

●●

● ● ●● ● ● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

● ● ●●

● ●●

Washington**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●●

● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

300

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 28: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ●●

●●

West Virginia**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250N

ew W

eekl

y D

eath

s

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

LSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

50

100

150

200

250

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ● ● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

500

1k

1.5k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

●●

●●

●●

Wisconsin**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbiaDDS

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANLMOBS

MSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUAUCLA

UCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals●

●●

●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

200

400

600

●●

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDCovid19SimMIT−ORCColumbiaDDSGoogle−HSPH

GT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDKarlenLANLMOBS

MSRANotreDame−FREDNotreDame−MobilityOliver WymanPSIESGCovidCompleteUA

UCLAUCSBUCSD−NEUUMass−MBUMUSCUT

Bands: 95% Prediction Intervals

● ● ●●

●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

1k

2k

3k

4k

5k

6k

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html

**New weekly deaths may increase in this location over the next four weeks. For these locations, the ensemble forecast indicates a probability of 0.75 or greaterthat more deaths will be reported in week four of the forecast than in the last reported week.

Page 29: R Graphics Output · 2020. 11. 23. · 3k 4k 5k Total Deaths Reported BPagano UGA−CEID Covid19Sim MIT−ORC Columbia DDS LSHTM Google−HSPH GT−DeepCOVID ISU JCB JHU−CSSE JHU−IDD

● ● ● ●

●● ●

Wyoming**

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120

New

Wee

kly

Dea

ths

ReportedBPaganoUGA−CEIDCMUColumbia−UNCCovid19SimMIT−ORCColumbia

DDSLSHTMGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APL

KarlenLANLMOBSMSRANotreDame−MobilityOliver WymanPSICovidComplete

UAUCLAUCSBUCSD−NEUUMass−MBUMUSCUTBands: 95% Prediction Intervals

● ● ● ●

●● ●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

20

40

60

80

100

120

●●

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

Tota

l Dea

ths

ReportedBPaganoUGA−CEIDColumbia−UNCCovid19SimMIT−ORCColumbiaDDSLSHTM

Google−HSPHGT−DeepCOVIDISUJCBJHU−CSSEJHU−IDDJHU−APLKarlenLANL

MOBSMSRANotreDame−MobilityOliver WymanPSICovidCompleteUAUCLAUCSB

UCSD−NEUUMass−MBUMUSCUTWalmart

Bands: 95% Prediction Intervals

● ● ● ● ●●

Oct−01 Oct−15 Nov−01 Nov−15 Dec−01 Dec−15

0

100

200

300

400

500

EnsembleIndividual models Inner Bands: 50% Prediction Intervals

Outer Bands: 95% Prediction Intervals

Update: 2020−11−23 https://www.cdc.gov/coronavirus/2019−ncov/covid−data/forecasting−us.html